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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-19 00:00

amsua
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1567, expected range: 0.0742 0.1027
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1906, expected range: 0.2391 0.2408
iasi
METOP-B IASI RADIANCES CHANNEL 3452 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1383, expected range: -0.1126 -0.0875
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1311, expected range: -0.1220 -0.1152
METOP-B IASI RADIANCES CHANNEL 3252 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1977, expected range: -0.1762 -0.1565
METOP-B IASI RADIANCES CHANNEL 3446 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2549, expected range: -0.2187 -0.1908
METOP-B IASI RADIANCES CHANNEL 3248 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.6662, expected range: 0.3512 0.5293
Slight: stdev_fgdepar=0.6433, expected range: 0.4224 0.6123
METOP-C IASI RADIANCES CHANNEL 3580 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3208, expected range: -0.2861 -0.2459
METOP-C IASI RADIANCES CHANNEL 3244 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1352, expected range: -0.1230 -0.1124
METOP-B IASI RADIANCES CHANNEL 3658 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3236, expected range: -0.2944 -0.2601
METOP-B IASI RADIANCES CHANNEL 3580 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.3291, expected range: -0.3022 -0.2657
METOP-C IASI RADIANCES CHANNEL 3248 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.6312, expected range: 0.4122 0.6018
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5401, expected range: 0.6164 0.6649
METOP-C MHS ALLSKY RADIANCES CHANNEL 1 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.1351, expected range: 0.1167 0.1259
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-3.3403, expected range: -1.8361 -1.1967
Severely_persistent: avg_biascorr=-3.2461, expected range: -2.3134 -1.2306
FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
3 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.0441, expected range: 0.7711 0.8736
atms
NPP ATMS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0898, expected range: -0.1771 -0.1554
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3110, expected range: -0.4049 -0.3520
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6268, expected range: -0.3977 -0.2299
DMSP-18 SSMIS RADIANCES CHANNEL 9 : out of range
Considerable: obs_number=5124.0000, expected range: 5888.9916 7403.7584
DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=5265.0000, expected range: 6038.0495 7546.4505
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
Considerable: obs_number=5239.0000, expected range: 6014.6839 7589.1911
Atmospheric Motion Vector
All NOAA-19 AVHRR IR ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 28.98 597.57
All METEOSAT-11 AMV IR3 ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 821.95 2720.33
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0173, expected range: -0.0293 -0.0254
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0474, expected range: -0.0572 -0.0528
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: stdev_fgdepar=2.7816, expected range: 0.8049 1.8146
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1600-1601 (HPA) : out of range
Slight: stdev_fgdepar=2.8784, expected range: 1.3303 2.4760
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 25430-25431 (HPA) : out of range
Slight: stdev_fgdepar=2.6144, expected range: 1.3277 2.5396
Radiosondes
LAND TEMP TEMPERATURE (K) 60760 PRESSURE LAYER 0-300 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.1569, expected range: -26.2039 40.0125
Severely_persistent: rms_fgdepar=12.2383, expected range: 0.0000 37.5961
Severely_persistent: avg_pge=0.8485, expected range: -1.3270 0.7500
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.9398, expected range: -13.0650 3.6584
Severely_persistent: rms_fgdepar=10.2703, expected range: 0.0000 13.3606
Severely_persistent: avg_pge=0.8880, expected range: -0.4410 0.7500
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4548, expected range: -25.8859 12.7555
Severely_persistent: rms_fgdepar=15.4671, expected range: 0.0000 25.0446
Severely_persistent: avg_pge=0.9448, expected range: -0.5780 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 56.06 175.14
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=473.0000, expected range: 361.0120 380.2380
HIGH RESO LAND TEMP TEMPERATURE (K) 58725 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.6681, expected range: 0.0913 2.7018
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56985 PRESSURE LAYER 0-300 : out of range
Severe: avg_fgdepar=39.8845, expected range: 0.5420 4.4042
Severe: avg_pge=0.9236, expected range: -0.1360 0.1791
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56985 (2 pressure layers af : out of range
Severe: rms_fgdepar=39.9512, expected range: 0.5470 5.1183
amdar
AMDAR TEMPERATURE (K) 00040340 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9430, expected range: -0.5907 0.7500
WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8263, expected range: -1.1871 0.7500
ADS-C WIND VECTOR DIFF (M/S) SP0DTRBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.5887, expected range: 0.0000 10.6127
ADS-C WIND VECTOR DIFF (M/S) 0G01HUBA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.9832, expected range: 0.0000 18.3273
ADS-C WIND VECTOR DIFF (M/S) SYSZC2JA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.1712, expected range: -40.8481 55.1017
ADS-C WIND VECTOR DIFF (M/S) OA1CBFJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=33.6248, expected range: 0.0000 30.8138
ADS-C WIND VECTOR DIFF (M/S) NPSVRFJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.3826, expected range: 0.0000 17.9764
ADS-C WIND VECTOR DIFF (M/S) LQ4UIERA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0093, expected range: 0.0000 9.5273
ADS-C WIND VECTOR DIFF (M/S) 3XPFSLRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.3700, expected range: 0.0000 21.3758
ADS-C WIND VECTOR DIFF (M/S) PR1TTVZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.6154, expected range: 0.0000 24.4727
airep
AIREP WIND VECTOR DIFF (M/S) UAL960 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.1149, expected range: 0.0000 37.6563
AIREP WIND VECTOR DIFF (M/S) AFR431 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.4157, expected range: 0.5529 6.1565
AIREP WIND VECTOR DIFF (M/S) BAW66V PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.6501, expected range: 0.0000 19.0005
AIREP WIND VECTOR DIFF (M/S) LOT2LY PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=22.5816, expected range: -17.2022 30.8787
Severe: rms_fgdepar=30.5739, expected range: 0.0000 42.6292
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02941 PRESSURE LAYER 900-1200 : out of range
Severe: rms_fgdepar=15.4822, expected range: 0.0000 14.4789
Severe: avg_pge=0.8691, expected range: -0.6995 0.7500
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 64450 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.3950, expected range: -61.3160 88.7501
synop
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=48.6878, expected range: 12.4438 41.8189
Severely_persistent: avg_pge=0.9923, expected range: -1.4961 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=640.9883, expected range: 0.0000 1984.4009
Severely_persistent: avg_pge=0.8982, expected range: -0.8395 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71408 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8164, expected range: -1.0446 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 38345 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=57.3687, expected range: -43.9696 128.1045
Severe: rms_fgdepar=57.3687, expected range: 0.0000 128.1045
MANUAL LAND SYNOP RH2M (%) 64600 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9988, expected range: -0.0704 0.1030
MANUAL LAND SYNOP RH2M (%) 40768 : out of range
Severe: rms_fgdepar=46.0253, expected range: 1.8898 26.4101
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86210 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8321, expected range: -0.4104 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62271 : out of range
Severe: rms_fgdepar=438.3437, expected range: 0.0000 207.1064
Severe: avg_pge=0.8694, expected range: -0.5271 0.6529
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 95814 : out of range
Severe: avg_fgdepar=985.9457, expected range: -212.9032 176.7076
Severe: rms_fgdepar=985.9457, expected range: 0.0000 154.2020
Severe: avg_pge=0.9413, expected range: -0.5843 0.6798
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38705 : out of range
Severe: avg_pge=0.8113, expected range: 0.0239 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 64706 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-548.5649, expected range: -1002.6059 759.5490
Severe: rms_fgdepar=548.5649, expected range: 0.0000 758.0990
Severe: avg_pge=0.8850, expected range: -0.8979 0.7500
BUFR LAND SYNOP RH2M (%) 86940 : out of range
Severe: rms_fgdepar=36.2094, expected range: 0.0000 10.5301
BUFR LAND SYNOP RH2M (%) 95623 : out of range
Severe: rms_fgdepar=38.7176, expected range: 0.0000 36.7582
Severe: avg_pge=0.9875, expected range: -0.0094 0.0190
BUFR LAND SYNOP RH2M (%) 81643 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9989, expected range: -1.9842 0.7500
BUFR LAND SYNOP RH2M (%) 06675 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=57.6700, expected range: -79.7264 120.7819
Severe: rms_fgdepar=57.6700, expected range: 0.0000 120.5211
BUFR LAND SYNOP RH2M (%) 23975 : out of range
Severe: rms_fgdepar=30.9728, expected range: 0.0000 17.0970
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30252 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8343, expected range: -1.2080 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30372 : out of range
Severe: rms_fgdepar=324.6810, expected range: 0.0000 279.6090
Severe: avg_pge=0.8066, expected range: -1.1497 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29393 : out of range
Severe: rms_fgdepar=345.4457, expected range: 0.0000 160.6388
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AUYL : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=502.4167, expected range: 375.6674 828.7304
Severely_persistent: rms_fgdepar=502.4167, expected range: 375.6674 828.7304
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRFU8 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.7883, expected range: 0.0000 12.8032
Severe: avg_pge=0.8768, expected range: -0.3379 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDJ3192 : out of range
Severe: rms_fgdepar=500.9611, expected range: 0.0000 442.1329
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5SI3 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=763.8637, expected range: 0.0000 229.3830
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
Severe: rms_fgdepar=497.4944, expected range: 0.0000 243.4440
Severe: avg_pge=0.8274, expected range: -0.3984 0.5197
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRLN5 : out of range
Severe: avg_fgdepar=-673.1999, expected range: -416.2451 202.8457
Severe: rms_fgdepar=832.4732, expected range: 0.0000 416.2451
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WGAH : out of range
Severe: rms_fgdepar=310.6041, expected range: 22.3904 148.9077
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=642.1997, expected range: -2021.9893 1624.7587
Severely_persistent: rms_fgdepar=647.9560, expected range: 0.0000 1161.3956
Severely_persistent: avg_pge=0.8988, expected range: 0.1589 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402722 : out of range
Severe: rms_fgdepar=301.6061, expected range: 0.0000 124.1867
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203644 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=549.6836, expected range: 0.0000 88.3873
Severe: avg_pge=0.8933, expected range: -0.4490 0.5224
metar
METAR SURFACE PRESSURE (PA) NIUE : out of range
Severe: rms_fgdepar=406.8360, expected range: 0.0000 113.7025
AUTOMATIC METAR SURFACE PRESSURE (PA) KCVS : out of range
Severe: avg_fgdepar=-515.0871, expected range: -135.6184 70.8867
Severe: rms_fgdepar=515.1514, expected range: 0.0000 110.9774
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=-105.3112, expected range: -119.1721 -103.5523
Severely_persistent: rms_fgdepar=105.3112, expected range: 103.5523 119.1721
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=63.8755, expected range: 59.0719 74.1510
Severely_persistent: rms_fgdepar=63.8755, expected range: 59.0719 74.1510
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.6557, expected range: -69.3725 -24.0357
Severely_persistent: rms_fgdepar=58.6557, expected range: 24.0357 69.3725
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=-130.3282, expected range: -142.0697 -124.8683
Severely_persistent: rms_fgdepar=130.3282, expected range: 124.8683 142.0697
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=-88.4716, expected range: -93.1216 -86.0371
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=88.4745, expected range: 86.0603 93.1276
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=-63.2753, expected range: -66.9789 -63.2515
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=63.2876, expected range: 63.2569 66.9906
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-57.7338, expected range: -61.9543 -57.4019
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.7357, expected range: 57.4046 61.9554
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=-81.6223, expected range: -86.3676 -74.3808
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=81.6368, expected range: 74.3786 86.3939
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.2563, expected range: -81.5233 -72.6107
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.2584, expected range: 74.8820 80.0265
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=-90.0436, expected range: -93.8542 -77.0954
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=90.0447, expected range: 77.1218 93.8555
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=64.0164, expected range: 59.2373 74.2938
Severely_persistent: rms_fgdepar=64.0164, expected range: 59.2373 74.2938
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-90.8850, expected range: -127.4316 -46.5246
Severely_persistent: rms_fgdepar=90.8850, expected range: 46.5246 127.4316
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=-70.6699, expected range: -77.2021 -64.6481
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=70.6726, expected range: 64.6466 77.2135
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.9217, expected range: -66.0403 -55.9877
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.9245, expected range: 55.9828 66.0623
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.3978, expected range: 46.4793 65.4726
Severely_persistent: rms_fgdepar=58.3978, expected range: 46.4793 65.4726
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=-82.8236, expected range: -97.3700 -78.4352
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=82.8286, expected range: 78.4434 97.3757
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=-50.2421, expected range: -54.4244 -50.3300
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=50.2442, expected range: 50.3398 54.4317
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.7432, expected range: -71.8251 -39.4830
Severely_persistent: rms_fgdepar=69.7498, expected range: 39.4969 71.8193
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.6557, expected range: -69.3725 -24.0357
Severely_persistent: rms_fgdepar=58.6557, expected range: 24.0357 69.3725
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.5393, expected range: 41.7870 62.7262
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.5405, expected range: 41.7967 62.7261
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=-71.9909, expected range: -74.1696 -66.7164
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=71.9951, expected range: 66.7192 74.1882
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.9555, expected range: 30.7154 60.2226
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.9584, expected range: 30.7169 60.2501
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.2876, expected range: -67.5510 -58.2563
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.2876, expected range: 58.2562 67.5516
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=-68.9404, expected range: -80.4869 -66.8174
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=68.9404, expected range: 66.8221 80.4893
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.8997, expected range: -86.0674 -78.1055
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.9017, expected range: 78.1083 86.0739
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.4132, expected range: -66.3416 -55.7148
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.4142, expected range: 56.4276 66.3898
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-78.9209, expected range: -84.3322 -78.7647
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=78.9245, expected range: 79.1115 84.3698
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=-76.8016, expected range: -84.2081 -73.7957
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=76.8041, expected range: 73.7989 84.2172
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=-70.5649, expected range: -79.9044 -67.6872
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=70.5672, expected range: 67.6935 79.9175
MANUAL LAND SYNOP SNOW (CM) 17200 : out of range
Severe: rms_fgdepar=36.4105, expected range: -0.0145 0.0203
MANUAL LAND SYNOP SNOW (CM) 17280 : out of range
Severe: rms_fgdepar=16.3678, expected range: -0.0104 0.0131
MANUAL LAND SYNOP SNOW (CM) 17203 : out of range
Severe: rms_fgdepar=22.5233, expected range: -4.2023 6.6747
MANUAL LAND SYNOP SNOW (CM) 22854 : out of range
Severe: rms_fgdepar=26.0280, expected range: -3.2704 6.2554
MANUAL LAND SYNOP SNOW (CM) 17165 : out of range
Severe: rms_fgdepar=31.6542, expected range: -1.7243 2.8455
MANUAL LAND SYNOP SNOW (CM) 17197 : out of range
Severe: rms_fgdepar=23.2304, expected range: -0.0223 0.0292
ROCOB TEMP SNOW (CM) 63301060 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=73.4410, expected range: 5.9875 103.9850
Severe: rms_fgdepar=73.4410, expected range: 5.9875 103.9850
ROCOB TEMP SNOW (CM) 63305832 : out of range
Severe: rms_fgdepar=15.3773, expected range: 0.0000 7.8483
ROCOB TEMP SNOW (CM) 63309115 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-56.4468, expected range: -34.1792 -7.3062
Severe: rms_fgdepar=56.4468, expected range: 7.3062 34.1792
ROCOB TEMP SNOW (CM) 63309065 : out of range
Severe: rms_fgdepar=22.5338, expected range: 2.0887 5.5916
ROCOB TEMP SNOW (CM) 63700029 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.2957, expected range: 15.5501 23.0254
BUFR LAND SYNOP SNOW (CM) 01025 : out of range
Severe: avg_fgdepar=-71.6212, expected range: -50.7350 -12.3557
Severe: rms_fgdepar=71.6212, expected range: 12.3557 50.7350
BUFR LAND SYNOP SNOW (CM) 01026 : out of range
Severe: rms_fgdepar=19.3076, expected range: 0.0000 10.1376
BUFR LAND SYNOP SNOW (CM) 17197 : out of range
Severe: rms_fgdepar=23.2304, expected range: -0.0223 0.0292
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.4795, expected range: 0.0000 22.1341
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5859, expected range: -22.2113 7.7248
Severely_persistent: rms_fgdepar=14.8011, expected range: 0.0000 22.0837
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0555, expected range: -14.2678 -1.5377
Severely_persistent: rms_fgdepar=13.3538, expected range: 2.5997 13.7943
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0309, expected range: -19.7222 5.3678
Severely_persistent: rms_fgdepar=12.0467, expected range: 0.0000 18.0651
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9724, expected range: -27.0744 5.4812
Severely_persistent: rms_fgdepar=14.0850, expected range: 0.0000 26.9730
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3827, expected range: -28.5874 10.9825
Severely_persistent: rms_fgdepar=12.6706, expected range: 0.0000 26.1394
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7395, expected range: -22.5191 11.9234
Severely_persistent: rms_fgdepar=14.7736, expected range: 0.0000 20.3121
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.7922, expected range: -20.2620 2.0177
Severely_persistent: rms_fgdepar=15.8407, expected range: 1.8866 17.7507
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4013, expected range: -22.2847 5.8083
Severely_persistent: rms_fgdepar=13.6987, expected range: 0.0000 22.0411
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1899, expected range: -19.4239 8.7342
Severely_persistent: rms_fgdepar=12.2538, expected range: 0.0000 18.4085
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=-16.3657, expected range: -21.6966 11.9213
Severely_persistent: rms_fgdepar=16.6075, expected range: 0.0000 20.1597
METAR 2M TEMPERATURE (K) VECX : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.4575, expected range: -20.5508 -5.7198
Severely_persistent: rms_fgdepar=17.5049, expected range: 5.8996 20.7525
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.2306, expected range: -13.9955 -3.4212
Severely_persistent: rms_fgdepar=16.2306, expected range: 3.4212 13.9955
BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7033, expected range: -22.0975 7.6482
Severely_persistent: rms_fgdepar=14.9141, expected range: 0.0000 21.9795
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8353, expected range: -18.3101 -6.7331
Severely_persistent: rms_fgdepar=14.1651, expected range: 6.7526 18.7003
BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1524, expected range: -14.3565 -1.5868
Severely_persistent: rms_fgdepar=13.4538, expected range: 2.6284 13.8994
BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0387, expected range: -19.7252 5.3309
Severely_persistent: rms_fgdepar=12.0547, expected range: 0.0000 18.0951
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9937, expected range: -27.1169 5.4549
Severely_persistent: rms_fgdepar=14.1063, expected range: 0.0000 27.0213
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4119, expected range: -28.7330 10.9328
Severely_persistent: rms_fgdepar=12.7083, expected range: 0.0000 26.3330
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.4866, expected range: 0.0000 22.2548
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3797, expected range: -19.9781 -3.1183
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.3944, expected range: 4.8823 20.0931
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7556, expected range: -22.5273 11.8724
Severely_persistent: rms_fgdepar=14.7897, expected range: 0.0000 20.3662
BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0592, expected range: -16.7598 8.9760
Severely_persistent: rms_fgdepar=13.0862, expected range: 0.0000 17.4181
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1217, expected range: -19.6114 2.3594
Severely_persistent: rms_fgdepar=15.1765, expected range: 1.3240 17.3400
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.6060, expected range: -18.5264 -2.4083
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.6679, expected range: 4.3723 18.2964
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4831, expected range: -22.4170 5.8133
Severely_persistent: rms_fgdepar=13.7786, expected range: 0.0000 22.1801
BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2521, expected range: -19.4765 8.6916
Severely_persistent: rms_fgdepar=12.3157, expected range: 0.0000 18.5054
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=-16.3649, expected range: -21.7966 11.8725
Severely_persistent: rms_fgdepar=16.6054, expected range: 0.0000 20.2663
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 17920 : out of range
Severe: rms_fgdepar=11.5769, expected range: 0.0000 5.7373
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 60206 : out of range
Severe: rms_fgdepar=12.1396, expected range: 5.9244 12.1981
MANUAL LAND SYNOP 2M TEMPERATURE (K) 70133 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2987, expected range: 0.0000 5.0309
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40704 : out of range
Severe: rms_fgdepar=11.1217, expected range: 0.0000 6.3443
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.9220, expected range: -17.8734 7.8456
Severe: rms_fgdepar=14.9491, expected range: 0.0000 14.9039
LAND TEMP 2M TEMPERATURE (K) 42369 : out of range
Severe: avg_fgdepar=-14.5462, expected range: 0.0855 5.5054
Severe: rms_fgdepar=14.5462, expected range: 0.0855 5.5054
BUFR LAND SYNOP 2M TEMPERATURE (K) 60206 : out of range
Severe: rms_fgdepar=12.0902, expected range: 5.9666 12.1042
BUFR LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.1369, expected range: -17.9155 7.7654
Severe: rms_fgdepar=15.1572, expected range: 0.0000 14.9646
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=140.0000, expected range: 467.3569 1026.1097
Considerable: obs_number=108.0000, expected range: 333.1805 731.3529
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=1202.0000, expected range: 1372.1998 1453.9252
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 71217 : out of range
Severe: rms_fgdepar=34.9285, expected range: 0.0000 15.5551
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=1076.0000, expected range: 1213.0377 1369.3373