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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-21 12:00

amsua
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5298, expected range: -0.4798 -0.4741
iasi
METOP-C IASI RADIANCES CHANNEL 262 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0546, expected range: 0.0363 0.0407
METOP-C IASI RADIANCES CHANNEL 269 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0702, expected range: -0.0956 -0.0858
METOP-C IASI RADIANCES CHANNEL 271 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0927, expected range: -0.1442 -0.1153
cris
NOAA20 CRIS RADIANCES CHANNEL 92 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0297, expected range: 0.0178 0.0209
NOAA20 CRIS RADIANCES CHANNEL 96 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0092, expected range: -0.0408 -0.0257
NOAA20 CRIS RADIANCES CHANNEL 97 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0554, expected range: 0.0208 0.0402
NOAA20 CRIS RADIANCES CHANNEL 108 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0394, expected range: -0.0896 -0.0702
atms
NPP ATMS RADIANCES CHANNEL 19 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1116, expected range: -0.2127 -0.1786
NPP ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0548, expected range: -0.0258 -0.0209
NPP ATMS RADIANCES CHANNEL 21 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2177, expected range: 0.1363 0.1371
NPP ATMS RADIANCES CHANNEL 22 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7620, expected range: 0.6487 0.6678
NPP ATMS RADIANCES CHANNEL 11 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3194, expected range: -0.2392 -0.2277
NPP ATMS RADIANCES CHANNEL 12 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5137, expected range: -0.4307 -0.4252
NPP ATMS RADIANCES CHANNEL 13 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4659, expected range: -0.3684 -0.3095
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2270, expected range: -0.3025 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 21 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0384, expected range: -0.1072 -0.1047
NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5346, expected range: 0.4300 0.4639
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1695, expected range: -0.2055 -0.2043
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6592, expected range: -0.5878 -0.5065
Atmospheric Motion Vector
AQUA MODIS CLOUDY WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HP : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=470.0000, expected range: 241.9128 392.8539
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 250-251 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0322, expected range: -0.2146 -0.0991
Radiosondes
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 83.06 351.07
LAND TEMP TEMPERATURE (K) 26075 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=9.0336, expected range: 0.0000 3.0782
LAND TEMP TEMPERATURE (K) 34882 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=7.4578, expected range: 0.0000 3.1605
LAND TEMP TEMPERATURE (K) 34882 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8528, expected range: -0.3808 0.5755
LAND TEMP Q (G/KG) 61442 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.3955, expected range: 3.6242 5.8776
LAND TEMP Q (G/KG) 97724 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.2883, expected range: 0.1999 1.5283
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Severe: avg_fgdepar=9.1479, expected range: 0.9544 3.5509
Severe: rms_fgdepar=9.6196, expected range: 1.0204 3.9750
Severe: avg_fgdepar=9.1479, expected range: 0.9248 3.5845
Severe: rms_fgdepar=9.6196, expected range: 0.9636 4.0601
HIGH RESO LAND TEMP Q (G/KG) 08536 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.1261, expected range: 0.1132 1.1276
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 76.28 324.76
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 76.28 324.76
All BUFR TEMP DESCENT ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 69.46 118.21
All BUFR TEMP DESCENT ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 69.46 118.21
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=144.0000, expected range: 253.6735 331.3265
amdar
AMDAR WIND VECTOR DIFF (M/S) CNJCA110 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.1846, expected range: 0.0000 6.6446
TAMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 10.9591 210.3638
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4064 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.8843, expected range: -9.9116 16.2287
Severe: rms_fgdepar=24.2430, expected range: 0.0000 17.7372
WIGOS AMDAR WIND VECTOR DIFF (M/S) A4OYZFBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.5270, expected range: 0.0000 7.9722
WIGOS AMDAR WIND VECTOR DIFF (M/S) MZCEIEZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.0773, expected range: -1.0318 7.9113
Severe: rms_fgdepar=21.7222, expected range: 0.0000 8.7660
WIGOS AMDAR WIND VECTOR DIFF (M/S) E05UNWZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.3186, expected range: -1.8283 7.7968
Severe: rms_fgdepar=20.4191, expected range: 0.0000 8.4995
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4064 PRESSURE LAYER 300-600 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8575, expected range: -1.0191 0.7500
WIGOS AMDAR TEMPERATURE (K) EO0JMSBA (2 pressure layers affected) : out of range
Severe: avg_pge=0.8481, expected range: -1.5492 0.7500
WIGOS AMDAR TEMPERATURE (K) EU4064 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=10.1590, expected range: -3.9366 4.1152
Severe: rms_fgdepar=10.1590, expected range: -5.2538 7.3814
WIGOS AMDAR TEMPERATURE (K) EO0JMSBA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=-12.5424, expected range: -25.1250 19.0956
Severe: rms_fgdepar=12.5424, expected range: -19.0193 23.5898
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 44232 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8544, expected range: 0.4372 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8351, expected range: -0.7431 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42805 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8294, expected range: -1.7434 0.7500
MANUAL LAND SYNOP RH2M (%) 42963 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -1.8841 0.7500
MANUAL LAND SYNOP RH2M (%) 42674 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8390, expected range: -1.1995 0.7500
MANUAL LAND SYNOP RH2M (%) 42469 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8369, expected range: -0.8284 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-597.9586, expected range: -705.3191 -545.9146
Severely_persistent: rms_fgdepar=598.7509, expected range: 545.6456 706.3052
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-907.2307, expected range: -972.0342 -855.9469
Severely_persistent: rms_fgdepar=907.9451, expected range: 855.5146 973.9928
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30028 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8002, expected range: -0.8518 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89512 : out of range
Severe: rms_fgdepar=364.6252, expected range: 0.0000 208.3431
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83652 : out of range
Severe: avg_fgdepar=-513.8244, expected range: -170.5789 175.1255
Severe: rms_fgdepar=712.4436, expected range: 0.0000 153.1708
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82143 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=367.1016, expected range: 0.0000 265.4794
Severe: avg_pge=0.8374, expected range: -0.9596 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42715 : out of range
Severe: avg_fgdepar=678.0852, expected range: -288.1658 349.1376
Severe: rms_fgdepar=678.0852, expected range: 0.0000 219.5010
Severe: avg_pge=0.9092, expected range: -0.9004 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83235 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=381.9088, expected range: 0.0000 166.3035
Severe: avg_pge=0.8080, expected range: -0.3857 0.4378
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 64756 : out of range
Severe: rms_fgdepar=450.7180, expected range: 0.0000 234.9366
Severe: avg_pge=0.8195, expected range: -0.7687 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83186 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-588.7164, expected range: -252.2646 121.3076
Severe: rms_fgdepar=591.6066, expected range: 0.0000 266.1289
Severe: avg_pge=0.8948, expected range: -0.5757 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62007 : out of range
Severe: rms_fgdepar=547.4606, expected range: 0.0000 287.0148
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83767 : out of range
Severe: rms_fgdepar=497.7754, expected range: 0.0000 201.0714
Severe: avg_pge=0.8855, expected range: -0.5855 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83377 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=300.2572, expected range: 0.0000 118.7755
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78458 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=588.7597, expected range: 0.0000 206.5847
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82588 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=355.5952, expected range: 0.0000 166.0576
Severe: avg_pge=0.8272, expected range: -0.9058 0.7500
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9973, expected range: -1.7028 0.7500
MANUAL LAND SYNOP RH2M (%) 42701 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=61.1219, expected range: -48.5487 69.9265
Severe: rms_fgdepar=61.1219, expected range: 0.0000 58.4175
Severe: avg_pge=0.9298, expected range: -1.6917 0.7500
MANUAL LAND SYNOP RH2M (%) 38545 : out of range
Severe: rms_fgdepar=46.6452, expected range: 0.0000 12.6381
MANUAL LAND SYNOP RH2M (%) 62018 : out of range
Severe: avg_pge=0.8610, expected range: -0.1042 0.1497
MANUAL LAND SYNOP RH2M (%) 42709 : out of range
Severe: rms_fgdepar=40.4665, expected range: 0.0000 20.3655
Severe: avg_pge=0.9987, expected range: -0.0202 0.0297
MANUAL LAND SYNOP RH2M (%) 42249 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9829, expected range: -1.9930 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61820 : out of range
Severe: rms_fgdepar=389.8086, expected range: 0.0000 221.3269
Severe: avg_pge=0.8758, expected range: -0.4665 0.6049
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48460 : out of range
Severe: rms_fgdepar=458.5810, expected range: 0.0000 237.3855
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72434 : out of range
Severe: rms_fgdepar=397.7259, expected range: 0.0000 136.4936
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48055 : out of range
Severe: rms_fgdepar=384.0547, expected range: 0.0000 182.4784
Severe: avg_pge=0.8350, expected range: -0.9208 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41965 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=555.9427, expected range: -286.9225 509.3101
Severe: rms_fgdepar=555.9427, expected range: 0.0000 500.8753
Severe: avg_pge=0.8847, expected range: -1.0757 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61695 : out of range
Severe: rms_fgdepar=586.9063, expected range: 0.0000 199.0885
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48307 : out of range
Severe: rms_fgdepar=578.5164, expected range: 0.0000 207.6584
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33187 : out of range
Severe: rms_fgdepar=313.8653, expected range: 0.0000 168.6525
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41998 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=360.2190, expected range: 25.8928 117.8612
BUFR LAND SYNOP RH2M (%) 76581 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9854, expected range: -1.0621 0.7500
BUFR LAND SYNOP RH2M (%) 48052 : out of range
Severe: avg_pge=0.9988, expected range: -0.6510 0.7500
BUFR LAND SYNOP RH2M (%) 48053 : out of range
Severe: rms_fgdepar=38.6215, expected range: 0.0000 32.6840
Severe: avg_pge=0.9748, expected range: -0.9104 0.7500
BUFR LAND SYNOP RH2M (%) 42874 : out of range
Severe: rms_fgdepar=44.3185, expected range: 0.0000 39.7795
Severe: avg_pge=0.9981, expected range: -0.2235 0.2702
BUFR LAND SYNOP RH2M (%) 48085 : out of range
Severe: rms_fgdepar=47.6405, expected range: 0.0000 25.6942
Severe: avg_pge=0.9998, expected range: -0.0162 0.0263
BUFR LAND SYNOP RH2M (%) 24606 : out of range
Severe: rms_fgdepar=43.4801, expected range: 0.0000 27.9295
Severe: avg_pge=0.9572, expected range: -0.0167 0.0283
BUFR LAND SYNOP RH2M (%) 35746 : out of range
Severe: rms_fgdepar=37.8132, expected range: 0.0000 18.3946
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDH7563 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=685.6359, expected range: -2420.0825 2732.2144
Severely_persistent: rms_fgdepar=1016.6499, expected range: 0.0000 2192.5332
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2IYH3 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=792.4910, expected range: -184.2736 1364.0147
Severely_persistent: rms_fgdepar=792.4910, expected range: 0.0000 1404.5657
Severely_persistent: avg_pge=0.8793, expected range: 0.6204 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDH7560 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8883, expected range: -0.6626 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5500 : out of range
Severe: avg_fgdepar=978.9489, expected range: -174.9094 190.4390
Severe: rms_fgdepar=978.9489, expected range: 0.0000 105.6875
Severe: avg_pge=0.8923, expected range: 0.0000 0.0000
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6VG7 : out of range
Severe: avg_fgdepar=-645.3420, expected range: -432.4191 522.2840
Severe: rms_fgdepar=645.3420, expected range: 0.0000 368.0255
Severe: avg_pge=0.8743, expected range: -0.5791 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDJ3199 : out of range
Severe: avg_fgdepar=522.9534, expected range: -450.9043 294.7466
Severe: rms_fgdepar=522.9534, expected range: 0.0000 312.9555
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6EQ2 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.1879, expected range: 0.0000 12.2536
Severe: avg_pge=0.9002, expected range: -0.2287 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204562 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8095, expected range: -1.5109 0.7500
metar
METAR SURFACE PRESSURE (PA) OIGK : out of range
Severe: avg_fgdepar=691.2162, expected range: -618.1240 732.6908
Severe: rms_fgdepar=692.1396, expected range: 0.0000 691.4057
Severe: avg_pge=0.8173, expected range: -1.0857 0.7500
METAR SURFACE PRESSURE (PA) GFLL : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=630.3174, expected range: -236.4840 104.0170
Severe: rms_fgdepar=635.9219, expected range: 0.0000 171.5422
Severe: avg_pge=0.8032, expected range: -0.1898 0.2527
METAR SURFACE PRESSURE (PA) EQAY : out of range
Severe: rms_fgdepar=422.4899, expected range: 0.0000 205.7757
snow
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=68.8410, expected range: 52.3405 74.3754
Severely_persistent: rms_fgdepar=68.8412, expected range: 52.3502 74.3727
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-774.5984, expected range: -773.9609 -711.1166
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=774.5985, expected range: 711.1139 773.9658
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.1415, expected range: 70.0360 120.3391
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.2608, expected range: 70.0315 120.3824
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-99.7007, expected range: -93.3441 -87.3612
Severely_persistent: rms_fgdepar=99.7007, expected range: 87.3612 93.3446
MANUAL LAND SYNOP SNOW (CM) 37531 : out of range
Severe: avg_fgdepar=54.0000, expected range: -22.9341 45.8230
Severe: rms_fgdepar=54.0000, expected range: 0.0000 49.0741
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=55.8954, expected range: 28.0361 54.7203
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=56.5581, expected range: 27.7391 56.0514
t2m
METAR 2M TEMPERATURE (K) UGMS : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.4645, expected range: 8.1882 15.6233
Severely_persistent: rms_fgdepar=12.4845, expected range: 8.2892 15.6526
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3808, expected range: -18.8735 -11.2303
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.3827, expected range: 11.2797 18.8814
METAR 2M TEMPERATURE (K) OIGK : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.5854, expected range: 3.1106 12.1817
LAND TEMP 2M TEMPERATURE (K) 83827 : out of range
Severe: rms_fgdepar=11.6695, expected range: 0.0000 2.3408
rh2m
MANUAL LAND SYNOP RH2M (%) 72476 : out of range
Severe: rms_fgdepar=30.3050, expected range: 0.0000 12.2977