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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-10 00:00

iasi
METOP-B IASI RADIANCES CHANNEL 3165 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2627, expected range: -0.2412 -0.2053
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.1499, expected range: -0.1220 -0.0786
METOP-B IASI RADIANCES CHANNEL 3312 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2927, expected range: -0.2725 -0.2344
METOP-C IASI RADIANCES CHANNEL 3165 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2436, expected range: -0.2152 -0.1732
METOP-C IASI RADIANCES CHANNEL 3244 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.1522, expected range: -0.1230 -0.0716
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: obs_number=5515.0000, expected range: 6595.8093 7129.4268
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: obs_number=6279.0000, expected range: 7907.5258 8105.6654
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: obs_number=5340.0000, expected range: 6688.3813 6790.1670
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 7 : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=5061.0000, expected range: 5600.9983 5827.2652
atms
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3049, expected range: -0.2562 -0.2345
NPP ATMS RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3453, expected range: -0.3049 -0.2662
gpsro
COSMIC2-E3 GPSRO SETTING (11 impact heights affected) : out of range
Considerable: obs_number=1381.0000, expected range: 1636.9660 2655.2840
COSMIC2-E2 GPSRO RISING HEIGHT 36-38 KM : out of range
Slight: stdev_norm_fgdepar=0.9822, expected range: 0.7351 0.9229
Atmospheric Motion Vector
NPP VIIRS AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: avg_press=476.5474, expected range: 409.9869 445.9499
GOES-16 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=4493.0000, expected range: 5085.7355 6195.7645
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 56908.71 83360.06
mwri
FY-3D MWRI RADIANCES (6 channels affected) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=2678.0000, expected range: 2876.2718 3381.4711
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=0.5639, expected range: 0.0733 0.3333
Radiosondes
LAND TEMP TEMPERATURE (K) 30054 PRESSURE LAYER 900-1200 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=9.2551, expected range: -12.3056 17.5362
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7073, expected range: -23.1053 6.7684
Severely_persistent: rms_fgdepar=13.7481, expected range: 0.0000 23.2235
Severely_persistent: avg_pge=0.9346, expected range: 0.2672 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=0.8912, expected range: -0.4145 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 79.21 96.29
LAND TEMP TEMPERATURE (K) 60760 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=11.7620, expected range: -26.7115 31.3388
Severe: rms_fgdepar=11.7622, expected range: -23.8356 30.1901
Severe: avg_pge=0.8329, expected range: -1.6994 0.7500
LAND TEMP TEMPERATURE (K) 96147 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.4200, expected range: 0.5152 3.4214
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=8.2993, expected range: 0.0000 7.4420
Severe: avg_pge=0.8565, expected range: -1.0148 0.7500
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.4395, expected range: 0.8875 2.3166
LAND TEMP WIND VECTOR DIFF (M/S) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=21.3612, expected range: -3.9834 18.7965
Severe: rms_fgdepar=21.3612, expected range: 0.0000 22.3596
Severe: avg_pge=0.8636, expected range: -0.3861 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51644 PRESSURE LAYER 900-1200 (HPA : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8955, expected range: 0.1357 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 56.8033 370.5129
Considerable: obs_number=65.0000, expected range: 128.6228 157.1272
All HIGH RESO SEA TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 27.60 149.40
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=249.0000, expected range: 0.0000 159.7327
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=359.0000, expected range: 436.8238 469.3985
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=653.0000, expected range: 42.2368 276.2260
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) XIZX1KBA PRESSURE LAYER 600-900 (HP : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=28.5505, expected range: -26.3429 51.1022
Severe: rms_fgdepar=28.7189, expected range: 0.0000 53.8492
Severe: avg_pge=0.8807, expected range: -1.4071 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) J3C15MZA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=15.4581, expected range: 0.4602 6.0182
WIGOS AMDAR Q (G/KG) KLXEOGJA PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=2.4351, expected range: 0.0000 1.3321
ADS-C WIND VECTOR DIFF (M/S) BRDFR4JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6402, expected range: 0.0000 15.8176
ADS-C WIND VECTOR DIFF (M/S) C03XONRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.2443, expected range: 0.0000 9.8139
ADS-C WIND VECTOR DIFF (M/S) ABZWBCZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.1100, expected range: 0.0000 32.6267
ADS-C WIND VECTOR DIFF (M/S) B1J0DSZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2127, expected range: 0.0000 7.7315
ADS-C WIND VECTOR DIFF (M/S) X0JBEXZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.6317, expected range: 0.0000 8.7793
airep
AIREP WIND VECTOR DIFF (M/S) ETD411 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6284, expected range: 0.0000 12.5018
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89809 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8167, expected range: -0.2224 0.7500
BUFR LAND SYNOP RH2M (%) 95626 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9455, expected range: -1.5922 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21802 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8258, expected range: -1.6437 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 60172 : out of range
Severe: avg_fgdepar=55.6799, expected range: -43.8818 74.4568
Severe: rms_fgdepar=55.6799, expected range: 0.0000 74.4568
AUTOMATIC LAND SYNOP RH2M (%) 38345 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.3611, expected range: -54.5245 112.8955
Severe: rms_fgdepar=56.3611, expected range: 0.0000 112.8955
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 36341 : out of range
Severe: rms_fgdepar=547.7452, expected range: 0.0000 198.0366
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 35793 : out of range
Severe: rms_fgdepar=531.2341, expected range: 0.0000 287.3799
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 36856 : out of range
Severe: avg_fgdepar=-721.2496, expected range: -63.4079 158.0839
Severe: rms_fgdepar=721.2496, expected range: 0.0000 149.5187
Severe: avg_pge=0.9354, expected range: -0.3403 0.4563
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 38018 : out of range
Severe: rms_fgdepar=508.8534, expected range: 0.0000 59.9251
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 34498 : out of range
Severe: rms_fgdepar=420.8869, expected range: 0.0000 128.5847
Severe: avg_pge=0.8982, expected range: -0.5233 0.6164
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=64.0000, expected range: 666.5416 740.2084
MANUAL LAND SYNOP RH2M (%) 87444 : out of range
Severe: avg_pge=0.9994, expected range: -0.5343 0.6653
MANUAL LAND SYNOP RH2M (%) 38345 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=69.5879, expected range: -10.9960 81.6568
Severe: rms_fgdepar=69.5879, expected range: 0.0000 81.6568
Severe: avg_pge=0.9984, expected range: -1.3002 0.7500
MANUAL LAND SYNOP RH2M (%) 42855 : out of range
Severe: rms_fgdepar=42.0353, expected range: 0.0000 20.1590
Severe: avg_pge=0.9861, expected range: -0.0013 0.0085
MANUAL LAND SYNOP RH2M (%) 62018 : out of range
Severe: avg_fgdepar=53.8831, expected range: -62.0696 66.8085
Severe: rms_fgdepar=53.8831, expected range: 0.0000 43.5020
Severe: avg_pge=0.9940, expected range: -0.2017 0.2503
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83522 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8024, expected range: -1.4379 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 94323 : out of range
Severe: avg_fgdepar=566.7066, expected range: -52.2071 121.6574
Severe: rms_fgdepar=566.7066, expected range: 0.0000 121.6574
Severe: avg_pge=0.8763, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41785 : out of range
Severe: rms_fgdepar=483.5031, expected range: 0.0000 435.9762
Severe: avg_pge=0.8353, expected range: -0.9403 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
Severe: avg_fgdepar=-677.4841, expected range: -394.0657 434.4715
Severe: rms_fgdepar=680.3813, expected range: 0.0000 413.4879
Severe: avg_pge=0.9162, expected range: -1.1195 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35907 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8130, expected range: -1.3075 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62008 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8444, expected range: -1.4067 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41768 : out of range
Severe: rms_fgdepar=422.9871, expected range: 0.0000 166.7354
BUFR LAND SYNOP RH2M (%) 95613 : out of range
Severe: avg_pge=0.8786, expected range: -0.4057 0.5344
BUFR LAND SYNOP RH2M (%) 94463 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8772, expected range: -1.9188 0.7500
BUFR LAND SYNOP RH2M (%) 95614 : out of range
Severe: rms_fgdepar=35.3519, expected range: 0.6095 17.6010
BUFR LAND SYNOP RH2M (%) 95835 : out of range
Severe: rms_fgdepar=38.3176, expected range: 0.0000 27.5443
Severe: avg_pge=0.8493, expected range: -0.3194 0.3763
BUFR LAND SYNOP RH2M (%) 35026 : out of range
Severe: rms_fgdepar=34.5397, expected range: 0.0000 19.1642
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
Severe: avg_pge=0.8358, expected range: -0.8836 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 22471 : out of range
Severe: rms_fgdepar=342.0677, expected range: 0.0000 177.5645
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24671 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8006, expected range: -0.5466 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16232 : out of range
Severe: rms_fgdepar=337.8457, expected range: 0.0000 105.9658
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30252 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8047, expected range: -1.0079 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14652 : out of range
Severe: rms_fgdepar=548.2648, expected range: 0.0000 496.5292
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94323 : out of range
Severe: avg_fgdepar=552.1981, expected range: -43.5391 105.3501
Severe: rms_fgdepar=552.1981, expected range: 0.0000 105.3501
Severe: avg_pge=0.8709, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21824 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=483.5277, expected range: 0.0000 127.1591
Severe: avg_pge=0.8430, expected range: -0.2232 0.2786
BUFR LAND SYNOP SURFACE PRESSURE (PA) 28884 : out of range
Severe: rms_fgdepar=385.2441, expected range: 0.0000 118.1939
BUFR LAND SYNOP SURFACE PRESSURE (PA) 28775 : out of range
Severe: rms_fgdepar=444.0468, expected range: 0.0000 147.0016
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30157 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8239, expected range: -0.9882 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94188 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=435.4975, expected range: 0.0000 173.2143
BUFR LAND SYNOP Z (M) 56374 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9825, expected range: -0.7751 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=180.0000, expected range: 228.5359 273.7141
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46183 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.2158, expected range: 0.0000 13.4087
Severely_persistent: avg_pge=0.8855, expected range: -0.5132 0.7500
SHIP SURFACE PRESSURE (PA) V7DR9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8101, expected range: -0.7655 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BQ4 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8459, expected range: 0.0303 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6VG8 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8032, expected range: -0.6725 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ONJG : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8596, expected range: -0.7450 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) XCAY9 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=26.6772, expected range: -1.0639 20.6315
Severe: rms_fgdepar=26.6772, expected range: 0.0000 20.6315
Severe: avg_pge=0.9341, expected range: 0.1272 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRRA4 : out of range
Severe: avg_fgdepar=512.4997, expected range: -702.9206 1100.5899
Severe: rms_fgdepar=724.4241, expected range: 0.0000 1038.2213
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRRH6 : out of range
Severe: avg_fgdepar=508.0062, expected range: -894.8803 892.1810
Severe: rms_fgdepar=508.0062, expected range: 0.0000 996.8128
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5SI8 : out of range
Severe: avg_fgdepar=530.3521, expected range: -68.2045 287.6311
Severe: rms_fgdepar=530.3521, expected range: 0.0000 285.4250
Severe: avg_pge=0.8226, expected range: -0.3253 0.6630
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=506.7405, expected range: -760.9124 727.6899
Severely_persistent: rms_fgdepar=521.3028, expected range: -597.2628 824.5102
Severely_persistent: avg_pge=0.8910, expected range: -1.5422 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=586.0248, expected range: 193.4932 841.8928
Severely_persistent: rms_fgdepar=587.3235, expected range: 213.2019 849.5330
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402589 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=614.0000, expected range: 0.0000 280.9959
Severe: avg_pge=0.9037, expected range: -1.1149 0.7500
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) KQEY : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-983.7620, expected range: -1116.7957 -943.1585
Severely_persistent: rms_fgdepar=984.5271, expected range: 943.3160 1117.4050
METAR SURFACE PRESSURE (PA) FZNA : out of range
Severe: rms_fgdepar=381.6427, expected range: 0.0000 173.8098
METAR SURFACE PRESSURE (PA) VABJ : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=358.3979, expected range: 2.7532 93.6636
METAR SURFACE PRESSURE (PA) FAUT : out of range
Severe: rms_fgdepar=516.8599, expected range: 0.0000 267.7115
AUTOMATIC METAR SURFACE PRESSURE (PA) PAVD : out of range
Severe: avg_fgdepar=572.2808, expected range: -648.2349 946.2516
Severe: rms_fgdepar=572.2808, expected range: 0.0000 795.0719
Severe: avg_pge=0.8016, expected range: -0.9913 0.7500
AUTOMATIC METAR SURFACE PRESSURE (PA) LECH : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=493.2907, expected range: 0.0000 235.0875
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-114.9808, expected range: -117.4204 -82.0102
Severely_persistent: rms_fgdepar=114.9808, expected range: 82.0102 117.4204
MANUAL LAND SYNOP SNOW (CM) 11110 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-87.6591, expected range: -84.5917 -64.7462
Severely_persistent: rms_fgdepar=87.6591, expected range: 64.7462 84.5917
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=63.0874, expected range: 57.5464 71.3397
Severely_persistent: rms_fgdepar=63.0874, expected range: 57.5464 71.3397
MANUAL LAND SYNOP SNOW (CM) 14006 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.5092, expected range: -75.9115 -19.3936
Severely_persistent: rms_fgdepar=53.5092, expected range: 19.3936 75.9115
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-138.6465, expected range: -146.8504 -92.4389
Severely_persistent: rms_fgdepar=138.6465, expected range: 92.4389 146.8504
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=-94.3363, expected range: -95.7457 -76.7683
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=94.3417, expected range: 76.7805 95.7486
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=-65.2262, expected range: -76.8022 -54.9019
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=65.2307, expected range: 54.9058 76.8250
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=-80.5523, expected range: -94.6084 -65.8460
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=80.5543, expected range: 65.8500 94.6180
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=-79.4666, expected range: -108.0512 -74.6210
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=79.4698, expected range: 74.6489 108.0492
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=63.2474, expected range: 57.6716 71.4680
Severely_persistent: rms_fgdepar=63.2474, expected range: 57.6716 71.4680
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.1994, expected range: -58.4715 -47.9665
Severely_persistent: rms_fgdepar=82.1994, expected range: 47.9665 58.4715
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=-67.6303, expected range: -90.8063 -55.7988
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=67.6320, expected range: 55.8044 90.8097
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=-60.8288, expected range: -74.5387 -49.4599
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=60.8314, expected range: 49.4703 74.5536
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=-109.3650, expected range: -140.5326 -58.0763
Severely_persistent: rms_fgdepar=109.3654, expected range: 58.1731 140.5000
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=-92.2173, expected range: -80.4050 -64.5927
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=92.2192, expected range: 64.5884 80.4355
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=53.8301, expected range: 47.5900 67.9829
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=53.8320, expected range: 47.5922 67.9900
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=-52.3272, expected range: -57.6313 -50.3705
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=52.3316, expected range: 50.3902 57.6349
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.1042, expected range: -56.0262 -40.7044
Severely_persistent: rms_fgdepar=50.1056, expected range: 40.7052 56.0264
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=-69.3809, expected range: -82.5389 -67.9817
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=69.3887, expected range: 67.9908 82.5359
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=52.1730, expected range: 42.9353 71.3366
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=52.2190, expected range: 42.9821 71.3415
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=-65.2865, expected range: -73.7791 -32.9519
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=65.2865, expected range: 32.9557 73.7776
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=-77.9855, expected range: -87.2289 -60.9077
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=77.9867, expected range: 60.9164 87.2520
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=-60.2477, expected range: -61.5278 -50.2305
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=60.2495, expected range: 50.2296 61.5307
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=-84.9138, expected range: -88.6594 -68.0703
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=84.9162, expected range: 68.0772 88.6570
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=-59.7613, expected range: -78.9776 -45.5639
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=59.7757, expected range: 45.5884 78.9961
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=-82.7898, expected range: -89.0663 -75.7275
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=82.7912, expected range: 75.7377 89.0628
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=-79.5105, expected range: -81.5018 -65.1155
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=79.5107, expected range: 65.1288 81.5167
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=-73.9259, expected range: -79.1476 -61.7983
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=73.9382, expected range: 61.8003 79.1710
MANUAL LAND SYNOP SNOW (CM) 23973 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.1761, expected range: 0.7882 5.2780
MANUAL LAND SYNOP SNOW (CM) 23383 : out of range
Severe: rms_fgdepar=17.4506, expected range: 0.0000 3.3535
MANUAL LAND SYNOP SNOW (CM) 17204 : out of range
Severe: rms_fgdepar=17.1406, expected range: 0.0000 4.0525
MANUAL LAND SYNOP SNOW (CM) 17208 : out of range
Severe: rms_fgdepar=21.0915, expected range: 0.0000 8.0058
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.4908, expected range: 38.8784 52.0711
Severe: rms_fgdepar=50.4908, expected range: 38.8784 52.0711
BUFR LAND SYNOP SNOW (CM) 06608 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.6865, expected range: -3.6936 5.4405
BUFR LAND SYNOP SNOW (CM) 08919 : out of range
Severe: rms_fgdepar=18.3604, expected range: 0.0000 9.6391
BUFR LAND SYNOP SNOW (CM) 47039 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=95.7812, expected range: 92.5813 100.7030
Severe: rms_fgdepar=95.7814, expected range: 92.5818 100.7030
BUFR LAND SYNOP SNOW (CM) 01439 : out of range
Severe: rms_fgdepar=24.3307, expected range: 0.0000 12.6103
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3553, expected range: -15.5380 10.6446
Severely_persistent: rms_fgdepar=14.4874, expected range: 0.0000 15.8119
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0210, expected range: -18.7314 10.5910
Severely_persistent: rms_fgdepar=13.1922, expected range: 0.0000 19.1270
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1502, expected range: -19.9590 12.6614
Severely_persistent: rms_fgdepar=14.1632, expected range: 0.0000 19.2529
METAR 2M TEMPERATURE (K) LTCB : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=17.8478, expected range: 10.6727 21.4659
Severely_persistent: rms_fgdepar=17.8614, expected range: 10.7093 21.5195
BUFR LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3825, expected range: -15.6860 10.6679
Severely_persistent: rms_fgdepar=14.5131, expected range: 0.0000 15.9881
BUFR LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0311, expected range: -18.7106 10.4892
Severely_persistent: rms_fgdepar=13.2022, expected range: 0.0000 19.1423
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=-13.7659, expected range: -17.0508 -11.3954
Severely_persistent: rms_fgdepar=13.8925, expected range: 11.6197 17.2213
BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2817, expected range: -20.0657 12.6327
Severely_persistent: rms_fgdepar=14.2927, expected range: 0.0000 19.3977
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 35163 : out of range
Severe: avg_fgdepar=16.2839, expected range: -9.7688 6.0184
Severe: rms_fgdepar=16.2839, expected range: 0.0000 9.3969
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71535 : out of range
Severe: avg_fgdepar=-14.5358, expected range: -5.2063 3.0190
Severe: rms_fgdepar=14.8520, expected range: 0.0000 5.6950
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71346 : out of range
Severe: avg_fgdepar=-16.5885, expected range: -7.5636 4.3867
Severe: rms_fgdepar=16.6412, expected range: 0.0000 7.3347
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 28776 : out of range
Severe: avg_fgdepar=12.1768, expected range: -7.7566 2.5262
Severe: rms_fgdepar=12.6557, expected range: 0.0000 7.9046
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 28976 : out of range
Severe: rms_fgdepar=10.1479, expected range: 0.3173 3.8858
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5518, expected range: -11.6125 3.8888
Severe: rms_fgdepar=13.5518, expected range: 0.0000 12.7934
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 28678 : out of range
Severe: rms_fgdepar=13.6094, expected range: 0.4405 4.1346
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
Severe: avg_fgdepar=-12.0235, expected range: -10.8052 -3.5394
Severe: rms_fgdepar=12.0235, expected range: 3.5394 10.8052
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42855 : out of range
Severe: avg_fgdepar=12.7148, expected range: -2.5365 4.4880
Severe: rms_fgdepar=12.7148, expected range: 0.0000 3.7508
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-12.2119, expected range: -9.6376 0.9085
Severe: rms_fgdepar=12.2329, expected range: 0.0000 9.6648
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30028 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2109, expected range: 0.0000 13.1220
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22619 : out of range
Severe: avg_fgdepar=-12.5205, expected range: -8.7771 3.8457
Severe: rms_fgdepar=12.5879, expected range: 0.0000 9.2890
METAR 2M TEMPERATURE (K) UKLI : out of range
Severe: rms_fgdepar=10.4205, expected range: 0.0000 4.4500
LAND TEMP 2M TEMPERATURE (K) 30230 : out of range
Severe: avg_fgdepar=-12.7390, expected range: -12.6548 3.2047
Severe: rms_fgdepar=12.7390, expected range: 0.0000 12.2345
LAND TEMP 2M TEMPERATURE (K) 29862 : out of range
Severe: avg_fgdepar=-13.0205, expected range: -9.3483 3.7882
Severe: rms_fgdepar=13.0205, expected range: 0.0000 8.6668
BUFR LAND SYNOP 2M TEMPERATURE (K) 02811 : out of range
Severe: avg_fgdepar=-13.7486, expected range: -12.2863 6.8884
Severe: rms_fgdepar=13.8584, expected range: 0.0000 13.4457
BUFR LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
Severe: avg_fgdepar=-12.0773, expected range: -10.7381 -3.4976
Severe: rms_fgdepar=12.0773, expected range: 3.4976 10.7381
BUFR LAND SYNOP 2M TEMPERATURE (K) 02881 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7221, expected range: 0.0000 5.5272
BUFR LAND SYNOP 2M TEMPERATURE (K) 02791 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1711, expected range: -8.9131 6.0085
Severe: rms_fgdepar=12.2262, expected range: 0.0000 9.1001
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI07113 : out of range
Severe: avg_fgdepar=-12.0360, expected range: -5.2107 3.0763
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI07113 : out of range
Severe: rms_fgdepar=12.0445, expected range: 0.0000 5.7091
BUFR LAND SYNOP 2M TEMPERATURE (K) 02813 : out of range
Severe: avg_fgdepar=-12.7494, expected range: -11.4806 7.0724
Severe: rms_fgdepar=12.7638, expected range: -6.0143 11.7272
BUFR LAND SYNOP 2M TEMPERATURE (K) 02924 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.9507, expected range: 0.0000 2.0475
BUFR LAND SYNOP 2M TEMPERATURE (K) 71535 : out of range
Severe: avg_fgdepar=-14.5875, expected range: -5.2478 2.9783
Severe: rms_fgdepar=14.9027, expected range: 0.0000 5.7124
BUFR LAND SYNOP 2M TEMPERATURE (K) 02745 : out of range
Severe: avg_fgdepar=-15.9837, expected range: -10.5538 7.0419
Severe: rms_fgdepar=16.0022, expected range: 0.0000 11.0938
BUFR LAND SYNOP 2M TEMPERATURE (K) 42855 : out of range
Severe: avg_fgdepar=12.6812, expected range: -2.6127 4.4971
Severe: rms_fgdepar=12.6812, expected range: 0.0000 3.7182
BUFR LAND SYNOP 2M TEMPERATURE (K) 71346 : out of range
Severe: avg_fgdepar=-16.6652, expected range: -7.6069 4.3304
Severe: rms_fgdepar=16.7185, expected range: 0.0000 7.3885
BUFR LAND SYNOP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-12.2571, expected range: -9.6804 0.8472
Severe: rms_fgdepar=12.2779, expected range: 0.0000 9.7111
BUFR LAND SYNOP 2M TEMPERATURE (K) 02866 : out of range
Severe: rms_fgdepar=10.3720, expected range: 0.0000 5.8867
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01976 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.2501, expected range: -14.7516 9.3033
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01976 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.3146, expected range: 0.0000 13.8047
BUFR LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8080, expected range: -11.8384 3.9709
Severe: rms_fgdepar=13.8083, expected range: 0.0000 13.0642
BUFR LAND SYNOP 2M TEMPERATURE (K) 30028 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2761, expected range: 0.0000 13.1977
BUFR LAND SYNOP 2M TEMPERATURE (K) 02798 : out of range
Severe: avg_fgdepar=-12.8001, expected range: -4.4262 2.4553
Severe: rms_fgdepar=12.9010, expected range: 0.0000 5.0966
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI164E8 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.5467, expected range: 0.0596 3.2413
BUFR LAND SYNOP 2M TEMPERATURE (K) 22619 : out of range
Severe: avg_fgdepar=-12.5564, expected range: -8.8094 3.7985
Severe: rms_fgdepar=12.6235, expected range: 0.0000 9.3313
BUFR LAND SYNOP 2M TEMPERATURE (K) 02849 : out of range
Severe: avg_fgdepar=-13.3158, expected range: -7.8161 5.5873
Severe: rms_fgdepar=13.3311, expected range: 0.0000 9.4279
BUFR LAND SYNOP 2M TEMPERATURE (K) 02789 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5824, expected range: -7.7421 4.8329
Severe: rms_fgdepar=12.6377, expected range: 0.0000 7.8555
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1067E : out of range
Severe: avg_fgdepar=12.2201, expected range: 0.0592 9.3429
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1067E : out of range
Severe: rms_fgdepar=12.2518, expected range: 0.7914 9.3544
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=242.0000, expected range: 288.3490 364.9010
rh2m
MANUAL LAND SYNOP RH2M (%) 95581 : out of range
Severe: rms_fgdepar=35.0586, expected range: 0.0000 19.6704