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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-15 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0415, expected range: -0.0701 -0.0695
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0742, expected range: 0.1542 0.2225
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6060, expected range: -0.4709 -0.4094
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5662, expected range: -0.5188 -0.4705
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2378, expected range: -0.1727 -0.1198
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1780, expected range: 0.3147 0.3528
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2468, expected range: -0.1314 -0.1295
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2936, expected range: -0.1608 -0.1284
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.7080, expected range: -0.6370 -0.5995
atms
NPP ATMS RADIANCES CHANNEL 19 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1407, expected range: -0.2063 -0.1786
NPP ATMS RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0058, expected range: -0.0240 -0.0164
NPP ATMS RADIANCES CHANNEL 11 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2843, expected range: -0.2392 -0.2122
NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4862, expected range: -0.4307 -0.3644
NPP ATMS RADIANCES CHANNEL 13 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4421, expected range: -0.3684 -0.3163
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2449, expected range: -0.2974 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5183, expected range: 0.4379 0.4639
Atmospheric Motion Vector
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=853.0000, expected range: 1362.0840 2371.8264
scatt
HY-2B SCATTEROMETER WIND VECTOR DIFF (M/S) : out of range
Considerable: obs_number=41426.0000, expected range: 47875.6487 64459.1748
resat
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=31639.0000, expected range: 46106.0000 64130.2500
Radiosondes
LAND TEMP WIND VECTOR DIFF (M/S) 32540 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=18.7831, expected range: 0.0000 13.9841
Severe: avg_pge=0.8513, expected range: -0.9024 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 32477 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.1034, expected range: 0.0000 24.4226
HIGH RESO LAND TEMP Q (G/KG) 71823 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.2473, expected range: 0.0000 1.0164
HIGH RESO LAND TEMP TEMPERATURE (K) 58238 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=17.2553, expected range: -1.1584 1.2913
Severe: rms_fgdepar=17.3035, expected range: 0.4579 1.8217
Severe: avg_pge=0.8824, expected range: -0.2624 0.3396
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (3 pressure layers affected : out of range
Severe: obs_number=857.0000, expected range: 951.3333 961.3333
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 50.26 288.86
HIGH RESO SEA TEMP TEMPERATURE (K) XKQLWQB PRESSURE LAYER 900-1200 (HP : out of range
Severe: rms_fgdepar=6.3733, expected range: 1.6291 4.8871
Severe: avg_pge=0.8586, expected range: 0.1225 0.7500
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 88.04 369.99
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 39.95 157.77
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=74.0000, expected range: 121.4110 208.5890
amdar
AMDAR WIND VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Severe: rms_fgdepar=13.6593, expected range: 0.8868 5.1918
AMDAR WIND VECTOR DIFF (M/S) 00000418 (2 pressure layers affected) : out of range
Severe: avg_fgdepar=22.3998, expected range: 0.9165 3.8850
Severe: rms_fgdepar=32.2406, expected range: 1.0779 4.3749
AMDAR TEMPERATURE (K) 00040463 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8975, expected range: -0.7849 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) 4SIEIRBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.1374, expected range: 0.5351 7.3308
WIGOS AMDAR WIND VECTOR DIFF (M/S) YZHGU1JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0213, expected range: 0.3421 8.2256
WIGOS AMDAR WIND VECTOR DIFF (M/S) MYQENVZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.7376, expected range: 0.0000 8.3554
WIGOS AMDAR TEMPERATURE (K) EU0885 (3 pressure layers affected) : out of range
Severe: rms_fgdepar=6.9229, expected range: 0.0000 1.1400
MODE-S WIND VECTOR DIFF (M/S) M919933 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.7179, expected range: 0.0000 6.7344
ADS-C WIND VECTOR DIFF (M/S) 1HFRTXBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=34.0068, expected range: 0.3410 5.8880
Severe: rms_fgdepar=47.7319, expected range: 0.9336 6.7155
ADS-C WIND VECTOR DIFF (M/S) IIJBYGJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=49.0152, expected range: -1.4668 8.5588
Severe: rms_fgdepar=67.4419, expected range: 0.0000 12.1100
ADS-C WIND VECTOR DIFF (M/S) WIUBPKJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.4693, expected range: 0.0000 11.8765
ADS-C WIND VECTOR DIFF (M/S) AJAEILJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.0045, expected range: 0.1694 7.0548
ADS-C WIND VECTOR DIFF (M/S) UMV0J5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.0640, expected range: 0.8703 7.0890
ADS-C WIND VECTOR DIFF (M/S) OQGDSDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.7933, expected range: 0.0000 6.0529
ADS-C WIND VECTOR DIFF (M/S) WITICOZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.0813, expected range: 0.8926 6.1446
ADS-C WIND VECTOR DIFF (M/S) KHSJNZZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.6586, expected range: 0.0000 10.1170
airep
AIREP WIND VECTOR DIFF (M/S) UAL930 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.6575, expected range: -0.4880 5.0515
Severe: rms_fgdepar=28.7342, expected range: 0.0000 5.5944
AIREP WIND VECTOR DIFF (M/S) UAL262 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=27.3394, expected range: -0.9382 6.8507
Severe: rms_fgdepar=27.3394, expected range: 0.0000 8.4859
AIREP WIND VECTOR DIFF (M/S) AAL203 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.7580, expected range: 0.0000 14.6291
AIREP WIND VECTOR DIFF (M/S) WJA4 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.0019, expected range: 0.0000 20.1133
AIREP WIND VECTOR DIFF (M/S) KLM685 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0474, expected range: 0.1908 6.6788
AIREP WIND VECTOR DIFF (M/S) ANZ5 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.9541, expected range: 0.0000 9.2704
AIREP WIND VECTOR DIFF (M/S) UAL926 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2069, expected range: 0.0000 8.3227
AIREP WIND VECTOR DIFF (M/S) ACA858 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=32.1514, expected range: -3.7625 10.3001
Severe: rms_fgdepar=32.3314, expected range: 0.0000 13.8609
AIREP WIND VECTOR DIFF (M/S) BAW196E PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.9177, expected range: 0.0000 8.6364
Severe: avg_pge=0.8073, expected range: -0.1643 0.2208
AIREP WIND VECTOR DIFF (M/S) VIR156T PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8391, expected range: 0.0000 12.8602
AIREP WIND VECTOR DIFF (M/S) BAW224U PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.5681, expected range: 0.0000 9.6836
AIREP WIND VECTOR DIFF (M/S) VIR20V PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=25.6978, expected range: -0.9047 6.4852
Severe: rms_fgdepar=25.6978, expected range: 0.0000 7.0515
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 94907 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=25.4483, expected range: -2.5163 11.5918
Severe: rms_fgdepar=25.4497, expected range: 0.0000 13.1544
Severe: avg_pge=0.9045, expected range: -0.6569 0.7500
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 64450 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=17.7909, expected range: 1.7774 4.1596
synop
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: -0.8254 0.7500
MANUAL LAND SYNOP RH2M (%) 41715 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=31.5634, expected range: 7.4255 27.7733
Severely_persistent: avg_pge=0.9997, expected range: -0.5638 0.7500
MANUAL LAND SYNOP RH2M (%) 41697 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9372, expected range: -0.2024 0.7500
MANUAL LAND SYNOP RH2M (%) 67229 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.6240, expected range: 29.4427 53.9951
Severely_persistent: rms_fgdepar=52.6240, expected range: 29.4047 54.4616
Severely_persistent: avg_pge=0.9978, expected range: -0.9445 0.7500
MANUAL LAND SYNOP RH2M (%) 42459 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9311, expected range: -0.6566 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 35391 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.6976, expected range: -61.5789 67.5409
Severe: rms_fgdepar=51.6976, expected range: -45.0712 60.7166
Severe: avg_pge=0.9998, expected range: -1.6038 0.7500
MANUAL LAND SYNOP RH2M (%) 63210 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -1.3208 0.7500
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8819, expected range: -1.7660 0.7500
MANUAL LAND SYNOP RH2M (%) 42763 : out of range
Severe: avg_pge=0.9294, expected range: -0.7836 0.7500
MANUAL LAND SYNOP RH2M (%) 64754 : out of range
Severe: rms_fgdepar=36.6010, expected range: 0.0000 18.7469
MANUAL LAND SYNOP RH2M (%) 42779 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9858, expected range: -1.3806 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40710 : out of range
Severe: rms_fgdepar=534.1969, expected range: 0.0000 178.1379
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91356 : out of range
Severe: rms_fgdepar=346.7211, expected range: 0.0000 158.0240
Severe: avg_pge=0.8252, expected range: -0.9210 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89009 : out of range
Severe: rms_fgdepar=556.0369, expected range: 0.0000 151.3304
BUFR LAND SYNOP RH2M (%) 76040 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9455, expected range: -1.7458 0.7500
BUFR LAND SYNOP RH2M (%) 72440 : out of range
Severe: rms_fgdepar=45.3419, expected range: 0.0000 22.3029
BUFR LAND SYNOP RH2M (%) 23471 : out of range
Severe: avg_pge=0.9056, expected range: -0.0189 0.0321
BUFR LAND SYNOP RH2M (%) 29724 : out of range
Severe: rms_fgdepar=31.3668, expected range: 0.0000 3.8198
BUFR LAND SYNOP RH2M (%) 34394 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=50.1672, expected range: 0.0000 58.4914
BUFR LAND SYNOP RH2M (%) 72445 : out of range
Severe: rms_fgdepar=31.4803, expected range: 0.0000 16.2070
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97460 : out of range
Severe: avg_pge=0.8064, expected range: 0.6389 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-613.7103, expected range: -744.3850 -517.6200
Severe: rms_fgdepar=613.7319, expected range: 516.3371 746.7752
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-906.4936, expected range: -1254.9731 -572.0399
Severe: rms_fgdepar=907.4723, expected range: 573.4382 1256.1593
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24763 : out of range
Severe: avg_fgdepar=745.4097, expected range: -317.9404 455.0170
Severe: rms_fgdepar=884.3428, expected range: 0.0000 329.7993
BUFR LAND SYNOP SURFACE PRESSURE (PA) 32027 : out of range
Severe: rms_fgdepar=331.1471, expected range: 0.0000 161.6730
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=66.0000, expected range: 33.8983 48.9906
BUFR LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=1261.0000, expected range: 1651.0417 1746.9583
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1609.0000, expected range: 1935.3868 2069.8632
Considerable: obs_number=2693.0000, expected range: 3000.2799 3259.2201
Considerable: obs_number=93.0000, expected range: 159.0479 205.9521
Considerable: obs_number=529.0000, expected range: 598.6778 651.3222
Considerable: obs_number=1847.0000, expected range: 2066.8554 2329.3946
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 45024 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8424, expected range: 0.7372 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDH7563 : out of range
Severe: avg_fgdepar=987.8309, expected range: -3880.1604 3714.3431
Severe: rms_fgdepar=987.8309, expected range: 0.0000 2865.8208
Severe: avg_pge=0.8872, expected range: -1.1557 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRTW3 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=502.5613, expected range: -444.4257 783.5796
Severe: rms_fgdepar=597.1189, expected range: 0.0000 750.9778
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAQU5 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=351.5685, expected range: 0.0000 154.9577
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7QK9 : out of range
Severe: avg_pge=0.8165, expected range: -0.9446 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGSG : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=388.3577, expected range: 0.0000 116.6729
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 6200084 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.9837, expected range: 0.0000 11.0441
Severe: avg_pge=0.9176, expected range: -0.2737 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=8768.0000, expected range: 10097.3487 10324.8866
Considerable: obs_number=465.0000, expected range: 540.9440 614.9449
Considerable: obs_number=799.0000, expected range: 1001.4573 1096.7780
Considerable: obs_number=729.0000, expected range: 792.0350 867.4944
Considerable: obs_number=168.0000, expected range: 191.2516 221.6896
Considerable: obs_number=953.0000, expected range: 1109.2441 1183.5794
metar
METAR SURFACE PRESSURE (PA) FQNP : out of range
Severe: rms_fgdepar=360.6003, expected range: 1.8562 77.7597
snow
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=64.6599, expected range: 41.3664 66.9572
Severely_persistent: rms_fgdepar=64.6611, expected range: 41.3682 66.9623
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-737.4163, expected range: -746.4504 -709.4343
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=737.4170, expected range: 709.4371 746.4494
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.7665, expected range: 47.0587 66.9617
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.8492, expected range: 47.1330 66.9477
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.6239, expected range: 56.3424 82.3347
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.6376, expected range: 56.3586 82.3324
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.2166, expected range: -106.9988 -66.9913
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.2857, expected range: 67.5371 107.9106
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=97.2743, expected range: 81.3435 114.1821
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=97.2765, expected range: 81.3594 114.1799
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=-90.4428, expected range: -94.9901 -86.8837
Severely_persistent: rms_fgdepar=90.4441, expected range: 86.8838 94.9902
BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
Severe: avg_fgdepar=91.3333, expected range: 90.6665 124.4580
BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
Severe: rms_fgdepar=91.3346, expected range: 90.6980 124.4392
t2m
METAR 2M TEMPERATURE (K) UGMS : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.1307, expected range: 5.1437 15.8384
Severely_persistent: rms_fgdepar=13.1391, expected range: 5.3267 15.8267
METAR 2M TEMPERATURE (K) VECX : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.4454, expected range: 3.2662 13.5159
Severely_persistent: rms_fgdepar=13.5122, expected range: 3.9729 14.4734
METAR 2M TEMPERATURE (K) RODN : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.1813, expected range: 0.0000 3.7380
LAND TEMP 2M TEMPERATURE (K) 23472 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=16.3225, expected range: -4.1893 10.8040
Severe: rms_fgdepar=16.3225, expected range: 0.0000 10.2561
BUFR LAND SYNOP 2M TEMPERATURE (K) 87007 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=15.5349, expected range: -17.2954 18.5774
Severe: rms_fgdepar=15.5349, expected range: 0.0000 14.9857