Operational Data Checking

An automatic data checking system has been implemented at ECMWF to trigger warnings in case of anomalies affecting the quality or the availability of the data assimilated by the model. Selected statistical parameters (number of observations, bias correction, and mean bias-corrected background, analysis departures and probability of gross error) are checked against an expected range. An appropriate alert message (including a time series plot) is generated if statistics are outside the specified ranges. A severity level (slight, considerable, severe) is assigned to each message depending on how far statistics are from the expected values. Two kinds of ranges are used by the automatic checking: Soft and Hard limits. Soft limits are updated automatically using statistics from the last twenty days (extremes are excluded during this process). Hard limits are adjusted manually when required.

Currently, the automatic checking is limited to data passing through the minimisation process (including VarBC passive data). It's being applied twice a day to the delayed cut-off 4D-VAR cycles (00 and 12) and four times a day to the early delivery assimilation system (00,06,12 and 18).

The alarm system results are based on feedback information from the ECMWF data assimilation and consequently reflect the ECMWF data usage. Although most warnings are related to data problems, they may on occasion also be related to model issues. Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice. ECMWF accepts no responsibility for actions taken on the basis of these results.

Delayed cut-off 4DVAR at 2021-02-27 12:00

iasi
METOP-A IASI RADIANCES CHANNEL 3452 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0884, expected range: 0.1188 0.1383
cris
NOAA20 CRIS RADIANCES (69 channels affected) : out of range
Severe: obs_number=19270.0000, expected range: 22890.8330 23185.5200
NPP CRIS RADIANCES CHANNEL 140 : out of range
2 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.1397, expected range: 0.1260 0.1366
NPP CRIS RADIANCES (42 channels affected) : out of range
Slight: obs_number=20523.0000, expected range: 22037.1600 22595.8988
atms
NPP ATMS RADIANCES (7 channels affected) : out of range
Considerable: obs_number=2783.0000, expected range: 2938.5691 3458.8427
NOAA20 ATMS RADIANCES (13 channels affected) : out of range
Considerable: obs_number=18848.0000, expected range: 20990.1046 24905.4248
Atmospheric Motion Vector
GOES-16 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=525.0000, expected range: 1107.4986 2212.7514
resat
All NOAA-19 SBUV ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 129.46 741.06
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9251, expected range: -0.4122 0.7500
Severely_persistent: rms_fgdepar=11.1384, expected range: 0.0000 19.2823
Severely_persistent: avg_fgdepar=-11.1129, expected range: -18.1368 6.3818
LAND TEMP WIND VECTOR DIFF (M/S) 32389 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8439, expected range: -0.9421 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.9045, expected range: -0.3022 0.7500
Severe: rms_fgdepar=16.5688, expected range: 0.0000 6.0998
LAND TEMP WIND VECTOR DIFF (M/S) 32389 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=19.3928, expected range: 0.0000 7.3074
LAND TEMP WIND VECTOR DIFF (M/S) 34731 PRESSURE LAYER 300-600 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9906, expected range: 0.0000 38.4279
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 26 : all data missing
Severe: obs_number=0, expected range: 78.03 98.77
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 14 : all data missing
Severe: obs_number=0, expected range: 27.88 266.10
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=287.0000, expected range: 379.7220 388.4780
HIGH RESO LAND TEMP Q (G/KG) 87623 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.1099, expected range: 0.0000 1.7384
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 71802 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=16.5495, expected range: 0.5195 7.6549
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=67.0000, expected range: 78.5239 90.4761
Considerable: obs_number=492.0000, expected range: 558.7442 601.7558
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Considerable: obs_number=181.0000, expected range: 234.9117 301.3383
Considerable: obs_number=181.0000, expected range: 259.6826 285.3174
amdar
AMDAR TEMPERATURE (K) 00040205 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.5902, expected range: 0.0000 2.5338
WIGOS AMDAR Q (G/KG) XU4UOFBA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.4462, expected range: 0.0000 1.3768
ADS-C WIND VECTOR DIFF (M/S) KHSJNZZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=32.9110, expected range: 0.0000 8.3219
ADS-C WIND VECTOR DIFF (M/S) WITICOZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.9066, expected range: 0.8570 6.9377
ADS-C WIND VECTOR DIFF (M/S) R0XIOKZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.1153, expected range: 0.0000 19.4445
ADS-C WIND VECTOR DIFF (M/S) B4ILD1ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.1810, expected range: 0.0000 12.4380
ADS-C WIND VECTOR DIFF (M/S) 3FOEDQRA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=46.3231, expected range: 0.0000 51.5197
Severe: avg_fgdepar=46.3231, expected range: -11.6419 23.1603
ADS-C WIND VECTOR DIFF (M/S) 1KCDAXJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2013, expected range: 1.1135 8.2677
ADS-C WIND VECTOR DIFF (M/S) JR2XLNJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.8195, expected range: 0.0000 10.5980
ADS-C WIND VECTOR DIFF (M/S) MPLDPNBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.4634, expected range: 0.0000 25.4245
ADS-C WIND VECTOR DIFF (M/S) 5Y22YEBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.3712, expected range: 0.0000 10.1123
ADS-C WIND VECTOR DIFF (M/S) KYCJUCBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=42.5044, expected range: 0.0000 10.3147
Severe: avg_fgdepar=27.9716, expected range: -1.3033 9.6329
ADS-C WIND VECTOR DIFF (M/S) XIFGRBBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4945, expected range: 0.0000 11.0562
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=10.9225, expected range: 1.5001 4.7532
airep
AIREP WIND VECTOR DIFF (M/S) BAW269 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=39.2743, expected range: 0.0000 13.3946
Severe: avg_fgdepar=23.2587, expected range: 0.8066 9.9296
AIREP WIND VECTOR DIFF (M/S) UAL988 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.3530, expected range: 0.0000 25.5060
AIREP WIND VECTOR DIFF (M/S) BAW268 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.7164, expected range: 0.8298 8.1001
AIREP WIND VECTOR DIFF (M/S) AAL9726 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.7400, expected range: 0.0000 38.2539
AIREP WIND VECTOR DIFF (M/S) THY5 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.1134, expected range: 0.0000 12.1074
AIREP WIND VECTOR DIFF (M/S) AFR344 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.6695, expected range: 0.0000 23.2666
AIREP WIND VECTOR DIFF (M/S) AAL9724 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.2021, expected range: 0.0000 39.0319
AIREP WIND VECTOR DIFF (M/S) AAL9713 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.8311, expected range: 0.0000 25.3064
AIREP WIND VECTOR DIFF (M/S) AAL9701 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.5252, expected range: 0.0000 34.7600
Severe: avg_fgdepar=23.2006, expected range: -6.3277 17.5947
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 10410 PRESSURE LAYER 600-900 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8019, expected range: -0.4899 0.7500
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47640 PRESSURE LAYER 600-900 : out of range
Severe: rms_fgdepar=30.6838, expected range: 1.0321 8.3515
Severe: avg_fgdepar=22.8951, expected range: 0.8177 7.5522
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42123 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8730, expected range: -0.4341 0.7500
Severe: rms_fgdepar=18.7975, expected range: 0.0000 8.4704
LAND PILOT WIND VECTOR DIFF (M/S) 41718 PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8442, expected range: -0.0198 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18162 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=715.7512, expected range: 631.6881 873.5496
Severely_persistent: avg_fgdepar=715.4989, expected range: 629.3175 874.6472
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17841 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8335, expected range: 0.7603 0.7500
MANUAL LAND SYNOP RH2M (%) 43177 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9999, expected range: -1.2766 0.7500
MANUAL LAND SYNOP RH2M (%) 42776 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.9074, expected range: 0.0000 142.1284
Severely_persistent: avg_fgdepar=59.9074, expected range: -67.8457 142.1284
MANUAL LAND SYNOP RH2M (%) 42915 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: 0.2639 0.7500
Severely_persistent: rms_fgdepar=57.1743, expected range: 20.8179 77.2859
Severely_persistent: avg_fgdepar=57.1743, expected range: 20.8179 77.2859
BUFR LAND SYNOP RH2M (%) 81951 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9990, expected range: -0.6318 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68272 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.4694, expected range: 0.0000 13.8845
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: rms_fgdepar=231.5224, expected range: 16.2456 126.4658
Severe: rms_fgdepar=284.7433, expected range: 8.1849 138.6366
Considerable: rms_fgdepar=257.0957, expected range: 0.0000 152.8236
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89879 : out of range
Severe: avg_pge=0.9420, expected range: -0.7049 0.7500
Severe: rms_fgdepar=778.6523, expected range: 0.0000 171.5436
Severe: avg_fgdepar=-777.4376, expected range: -181.9817 67.8943
MANUAL LAND SYNOP RH2M (%) 76258 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8696, expected range: -0.7837 0.7500
MANUAL LAND SYNOP RH2M (%) 42137 : out of range
Severe: avg_pge=0.8784, expected range: -0.1507 0.1875
MANUAL LAND SYNOP RH2M (%) 42963 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9991, expected range: -1.4297 0.7500
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
Severe: avg_pge=0.9829, expected range: -1.8232 0.7500
Severe: rms_fgdepar=52.4001, expected range: 0.0000 79.2727
Severe: avg_fgdepar=52.4001, expected range: -30.2686 79.2727
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 31439 : out of range
Severe: rms_fgdepar=348.4860, expected range: 0.0000 156.2519
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 37609 : out of range
Severe: avg_pge=0.8004, expected range: -1.0633 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91648 : out of range
Severe: avg_pge=0.8893, expected range: -0.5529 0.6985
Severe: rms_fgdepar=623.2379, expected range: 0.0000 205.1533
Severe: avg_fgdepar=623.2379, expected range: -194.9831 79.7229
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43342 : out of range
Severe: avg_pge=0.8818, expected range: -1.2095 0.7500
Severe: rms_fgdepar=489.1443, expected range: 0.0000 197.6694
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 31521 : out of range
Severe: rms_fgdepar=311.2045, expected range: 0.0000 112.4428
BUFR LAND SYNOP RH2M (%) 11933 : out of range
Severe: rms_fgdepar=34.9038, expected range: 1.1355 17.1582
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30157 : out of range
Severe: rms_fgdepar=584.4119, expected range: 0.0000 321.9504
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48955 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=686.2189, expected range: 0.0000 235.1255
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48952 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9387, expected range: -1.3196 0.7500
Severe: rms_fgdepar=849.4934, expected range: 0.0000 370.4034
Severe: avg_fgdepar=849.4934, expected range: -393.3425 375.7870
BUFR LAND SYNOP Z (M) 08103 : out of range
Severe: avg_pge=0.9093, expected range: -0.1546 0.1975
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=56.0000, expected range: 59.8120 67.0769
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WSAF : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9107, expected range: -0.8363 0.7500
Severely_persistent: rms_fgdepar=906.3287, expected range: 0.0000 2814.5681
Severely_persistent: avg_fgdepar=-905.8847, expected range: -4153.7475 3202.6169
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRNL8 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8164, expected range: -1.2618 0.7500
Severely_persistent: rms_fgdepar=528.4475, expected range: 0.0000 1370.7755
Severely_persistent: avg_fgdepar=-520.0275, expected range: -1415.8213 918.3017
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRRP7 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8101, expected range: -0.6079 0.7500
Severely_persistent: rms_fgdepar=528.1563, expected range: 0.0000 738.4905
Severely_persistent: avg_fgdepar=-528.1563, expected range: -732.6447 276.2115
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7A2557 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8387, expected range: -0.3586 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VSQL9 : out of range
Severe: rms_fgdepar=520.3880, expected range: 0.0000 980.7592
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MEDZ8 : out of range
Severe: avg_pge=0.8396, expected range: -0.7307 0.7500
Severe: rms_fgdepar=504.8708, expected range: 0.0000 711.0475
Severe: avg_fgdepar=-504.8708, expected range: -1087.9647 1279.0201
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7DQ3 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=1236.8457, expected range: 0.0000 430.5703
Severe: avg_fgdepar=-1082.1076, expected range: -416.4394 167.5298
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4960 : out of range
Severe: rms_fgdepar=1169.8007, expected range: 233.9446 1922.0864
Severe: avg_fgdepar=-1169.8007, expected range: -1952.0794 -182.5400
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 5401689 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9117, expected range: -0.2640 0.3323
Severely_persistent: rms_fgdepar=665.1574, expected range: 0.0000 145.0041
Severely_persistent: avg_fgdepar=665.0930, expected range: -165.2691 133.8450
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501749 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8480, expected range: -1.5468 0.7500
Severely_persistent: rms_fgdepar=501.9242, expected range: 0.0000 1087.1653
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202688 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8176, expected range: -1.6332 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501747 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8280, expected range: -1.4935 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203582 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8943, expected range: -1.3658 0.7500
Severely_persistent: rms_fgdepar=513.3591, expected range: 0.0000 948.3442
Severely_persistent: avg_fgdepar=-513.3591, expected range: -368.2882 455.0283
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601840 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8874, expected range: 0.0836 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6401539 : out of range
Severe: avg_pge=0.9006, expected range: -0.3332 0.4025
Severe: rms_fgdepar=532.6439, expected range: 0.0000 126.9748
Severe: avg_fgdepar=-532.3283, expected range: -113.7008 138.0626
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601515 : out of range
Severe: avg_pge=0.8488, expected range: -0.0786 0.0898
Severe: rms_fgdepar=385.8436, expected range: 0.5144 75.1328
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601592 : out of range
Severe: rms_fgdepar=566.5885, expected range: 23.7881 111.9818
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601592 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8497, expected range: -0.1193 0.1585
Severe: rms_fgdepar=424.1640, expected range: 0.0000 155.0254
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
Severe: rms_fgdepar=201.9846, expected range: 25.2270 81.7079
metar
METAR SURFACE PRESSURE (PA) SBCB : out of range
Severe: rms_fgdepar=301.2121, expected range: 0.0000 123.2329
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71029 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.1268, expected range: 50.3612 60.5963
Severely_persistent: avg_fgdepar=-54.1268, expected range: -60.5963 -50.3612
AUTOMATIC LAND SYNOP SNOW (CM) 71576 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.0719, expected range: 50.0788 53.7789
Severely_persistent: avg_fgdepar=-52.0719, expected range: -53.7789 -50.0788
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.0314, expected range: 64.8713 73.2429
Severely_persistent: avg_fgdepar=-68.0314, expected range: -73.2429 -64.8713
AUTOMATIC LAND SYNOP SNOW (CM) 71742 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.5181, expected range: 45.1354 68.1984
Severely_persistent: avg_fgdepar=-61.5181, expected range: -68.1984 -45.1354
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.8931, expected range: 59.1042 70.4662
Severely_persistent: avg_fgdepar=-61.8931, expected range: -70.4662 -59.1040
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=109.8059, expected range: 57.8762 151.8747
Severely_persistent: avg_fgdepar=-109.7796, expected range: -151.9074 -57.7806
BUFR LAND SYNOP SNOW (CM) 71816 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.8608, expected range: 59.0499 70.4941
Severely_persistent: avg_fgdepar=-61.8608, expected range: -70.4941 -59.0497
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=98.2922, expected range: 61.2470 126.0789
Severely_persistent: avg_fgdepar=-98.2893, expected range: -126.0625 -61.2540
BUFR LAND SYNOP SNOW (CM) 01480 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.8752, expected range: 58.0650 69.6681
Severely_persistent: avg_fgdepar=-57.8752, expected range: -69.6643 -58.0667
AUTOMATIC LAND SYNOP SNOW (CM) 71823 : out of range
Severe: rms_fgdepar=16.7548, expected range: -3.0750 5.4673
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42459 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.2613, expected range: 0.0000 19.4157
Severely_persistent: avg_fgdepar=-16.2613, expected range: -18.8307 7.2657
BUFR LAND SYNOP 2M TEMPERATURE (K) 42459 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.3113, expected range: 0.0000 19.4657
Severely_persistent: avg_fgdepar=-16.3113, expected range: -18.8807 7.2157
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50963 : out of range
Severe: rms_fgdepar=13.0772, expected range: 0.0000 10.0939
Severe: avg_fgdepar=-13.0772, expected range: -10.9688 7.3286
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71832 : out of range
Severe: rms_fgdepar=12.2919, expected range: 0.0000 6.5830
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68712 : out of range
Severe: rms_fgdepar=11.0347, expected range: 0.0000 6.2858
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71410 : out of range
Severe: rms_fgdepar=10.1464, expected range: 0.0000 5.4189
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.1141, expected range: 0.0000 14.2785
Severe: avg_fgdepar=-12.9890, expected range: -16.8499 9.9367
LAND TEMP 2M TEMPERATURE (K) 56137 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.2905, expected range: 0.0000 17.7083
Severe: avg_fgdepar=14.2905, expected range: -8.2157 17.7850
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.2744, expected range: 0.0000 14.4177
Severe: avg_fgdepar=-13.1486, expected range: -16.9444 9.8977
BUFR LAND SYNOP 2M TEMPERATURE (K) 71832 : out of range
Severe: rms_fgdepar=12.3291, expected range: 0.0000 6.6411