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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-02-25 12:00

iasi
METOP-A IASI RADIANCES CHANNEL 3452 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0744, expected range: 0.1188 0.1602
METOP-A IASI RADIANCES CHANNEL 3509 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0091, expected range: 0.0273 0.0862
METOP-C IASI RADIANCES CHANNEL 3452 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.1180, expected range: 0.1493 0.1967
cris
NOAA20 CRIS RADIANCES CHANNEL 1251 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0538, expected range: 0.0762 0.0891
NOAA20 CRIS RADIANCES (34 channels affected) : out of range
Considerable: obs_number=2540.0000, expected range: 2191.7051 2318.2949
NOAA20 CRIS RADIANCES CHANNEL 1173 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0280, expected range: -0.0084 0.0244
NOAA20 CRIS RADIANCES CHANNEL 1157 : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.2410, expected range: 0.2589 0.2932
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.1587, expected range: -0.1493 -0.1331
atms
NPP ATMS RADIANCES CHANNEL 21 : out of range
Considerable: avg_biascorr=0.0111, expected range: 0.0329 0.0741
gpsro
All COSMIC2-E3 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 1064.78 2547.58
Atmospheric Motion Vector
METEOSAT-8 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=628.0000, expected range: 1054.6007 1680.8993
Radiosondes
LAND TEMP TEMPERATURE (K) 30635 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8761, expected range: -1.4844 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 30054 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8711, expected range: -0.7246 0.7500
Severe: rms_fgdepar=29.5999, expected range: 0.0000 9.5700
Severe: avg_fgdepar=26.8109, expected range: -3.4426 8.2039
LAND TEMP WIND VECTOR DIFF (M/S) 34731 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9090, expected range: -0.3510 0.7500
Severe: rms_fgdepar=35.9293, expected range: 0.0000 31.3457
Severe: avg_fgdepar=35.6024, expected range: -12.4943 33.2381
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8295, expected range: -0.4695 0.7500
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8907, expected range: -0.1894 0.3106
Severe: rms_fgdepar=7.6181, expected range: 0.0278 1.5521
LAND TEMP TEMPERATURE (K) 30054 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.2927, expected range: 0.0000 2.6386
LAND TEMP TEMPERATURE (K) 34731 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9086, expected range: -1.0789 0.7500
Severe: rms_fgdepar=11.0358, expected range: 0.0000 4.4795
Severe: avg_fgdepar=11.0356, expected range: -4.3995 2.2960
LAND TEMP Q (G/KG) 76394 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.3385, expected range: 0.0000 1.7420
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 26 : all data missing
Severe: obs_number=0, expected range: 0.00 364.80
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=158.0000, expected range: 68.3263 121.1737
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=213.0000, expected range: 72.6454 123.3546
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=223.0000, expected range: 237.9981 266.7519
Considerable: obs_number=259.0000, expected range: 339.8397 359.6603
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=463.0000, expected range: 358.7200 379.0300
amdar
ADS-C WIND VECTOR DIFF (M/S) PV4U1WZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.8564, expected range: 0.0000 9.4463
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=25.4824, expected range: 0.0000 18.2633
ADS-C WIND VECTOR DIFF (M/S) VE500QRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.6195, expected range: 0.0000 6.9353
Severe: avg_fgdepar=24.9842, expected range: 0.0923 5.8286
ADS-C WIND VECTOR DIFF (M/S) NPSVRFJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=55.2950, expected range: 0.0000 13.7657
Severe: avg_fgdepar=38.6670, expected range: -3.9374 12.7909
airep
AIREP WIND VECTOR DIFF (M/S) UAL906 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.8639, expected range: 0.0000 30.8931
AIREP WIND VECTOR DIFF (M/S) UAL15 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7841, expected range: 1.6719 8.4346
AIREP WIND VECTOR DIFF (M/S) BAW242 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=37.1862, expected range: 0.0060 7.7560
Severe: avg_fgdepar=23.3637, expected range: 0.4179 6.2482
AIREP WIND VECTOR DIFF (M/S) QTR8071 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.1709, expected range: 0.0000 10.3830
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42379 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.9025, expected range: -0.3715 0.7500
Severe: rms_fgdepar=21.2943, expected range: 0.2815 8.7734
Severe: avg_fgdepar=20.9063, expected range: -0.3296 8.4950
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=754.3372, expected range: 440.0352 1011.6503
Severely_persistent: avg_fgdepar=754.1549, expected range: 438.4077 1012.0757
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=0.8319, expected range: 0.7520 0.7500
MANUAL LAND SYNOP RH2M (%) 42776 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9947, expected range: -1.7024 0.7500
MANUAL LAND SYNOP RH2M (%) 42915 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: 0.1566 0.7500
Severely_persistent: rms_fgdepar=53.6172, expected range: 5.2111 83.9921
Severely_persistent: avg_fgdepar=53.6172, expected range: 5.2111 83.9921
MANUAL LAND SYNOP RH2M (%) 43291 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9780, expected range: -1.5767 0.7500
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9991, expected range: -0.1271 0.7500
Severely_persistent: rms_fgdepar=54.7889, expected range: 0.0000 96.8770
Severely_persistent: avg_fgdepar=54.7889, expected range: -2.4615 97.7854
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42367 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8552, expected range: -0.5559 0.7500
Severely_persistent: rms_fgdepar=432.9287, expected range: 0.0000 287.5928
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23112 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9000, expected range: -1.0903 0.7500
Severely_persistent: rms_fgdepar=589.0778, expected range: -597.2219 839.9047
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48802 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9045, expected range: -0.1890 0.7500
Severely_persistent: rms_fgdepar=770.6047, expected range: 0.0000 744.9286
Severely_persistent: avg_fgdepar=765.7802, expected range: -753.3744 153.8029
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17926 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8729, expected range: -0.5083 0.7500
Severe: rms_fgdepar=565.0908, expected range: 0.0000 780.7822
Severe: avg_fgdepar=-524.7284, expected range: -844.9026 836.4184
MANUAL LAND SYNOP RH2M (%) 42459 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8638, expected range: -1.2593 0.7500
MANUAL LAND SYNOP RH2M (%) 35198 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.3257, expected range: 0.0000 14.4263
MANUAL LAND SYNOP RH2M (%) 83708 : out of range
Severe: rms_fgdepar=30.8695, expected range: 0.0000 17.1691
MANUAL LAND SYNOP RH2M (%) 38687 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.1961, expected range: 0.0000 17.7739
MANUAL LAND SYNOP RH2M (%) 43177 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -1.2378 0.7500
MANUAL LAND SYNOP RH2M (%) 38616 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=53.9638, expected range: 0.0000 37.6932
Severe: avg_fgdepar=53.9638, expected range: -43.7333 40.2036
MANUAL LAND SYNOP RH2M (%) 38915 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9286, expected range: -0.0059 0.0129
Severe: rms_fgdepar=52.3580, expected range: 0.0000 28.0856
Severe: avg_fgdepar=52.3580, expected range: -34.1658 38.6468
MANUAL LAND SYNOP RH2M (%) 38974 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9178, expected range: 0.0011 0.0043
Severe: rms_fgdepar=54.1210, expected range: 0.0000 10.0385
Severe: avg_fgdepar=54.1210, expected range: -15.0055 16.2273
MANUAL LAND SYNOP RH2M (%) 38944 : out of range
Severe: rms_fgdepar=34.4458, expected range: 0.0000 16.0393
MANUAL LAND SYNOP RH2M (%) 43324 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9989, expected range: -1.8771 0.7500
MANUAL LAND SYNOP RH2M (%) 38081 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=37.0036, expected range: 0.0000 13.9028
MANUAL LAND SYNOP RH2M (%) 43021 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9895, expected range: -1.4286 0.7500
MANUAL LAND SYNOP RH2M (%) 38111 : out of range
Severe: avg_pge=0.8438, expected range: -0.0019 0.0087
Severe: rms_fgdepar=56.8699, expected range: 0.0000 33.6189
Severe: avg_fgdepar=56.8699, expected range: -33.5714 42.1381
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43309 : out of range
Severe: avg_pge=0.8220, expected range: -1.4216 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87688 : out of range
Severe: rms_fgdepar=369.3218, expected range: 0.0000 141.4831
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42587 : out of range
Severe: rms_fgdepar=562.0872, expected range: 0.0000 222.0678
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35357 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9015, expected range: -0.9449 0.7500
Severe: rms_fgdepar=586.4749, expected range: 0.0000 337.1116
Severe: avg_fgdepar=-584.1971, expected range: -561.1685 499.2741
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62200 : out of range
Severe: rms_fgdepar=367.3365, expected range: 0.0000 104.4723
BUFR LAND SYNOP RH2M (%) 95708 : out of range
Severe: rms_fgdepar=30.3923, expected range: 0.0000 13.9153
BUFR LAND SYNOP RH2M (%) 61781 : out of range
Severe: avg_pge=0.9630, expected range: -0.1836 0.2729
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48458 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=307.8293, expected range: 0.0000 118.0134
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48416 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8589, expected range: -1.3137 0.7500
MANUAL LAND SYNOP RH2M (%) : out of range
3 times in the last 10 days for at least one item
Considerable: rms_fgdepar=28.5195, expected range: 3.9594 18.5516
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 44150 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8836, expected range: 0.3416 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WSAF : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9302, expected range: -0.7111 0.7500
Severely_persistent: rms_fgdepar=1234.9957, expected range: 0.0000 2842.7531
Severely_persistent: avg_fgdepar=-1234.8458, expected range: -4440.7931 4023.2636
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7DQ5 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=872.7703, expected range: 58.7021 1232.0380
Severely_persistent: avg_fgdepar=-872.7703, expected range: -1232.0380 -58.7021
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4970 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8390, expected range: -0.7673 0.7500
Severely_persistent: rms_fgdepar=500.4801, expected range: 0.0000 360.4367
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46147 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9125, expected range: -0.3832 0.7500
Severe: rms_fgdepar=19.3010, expected range: 0.0000 5.9024
SHIP SURFACE PRESSURE (PA) VRRQ7 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8678, expected range: -0.9707 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WCEU : out of range
Severe: avg_pge=0.9341, expected range: -0.5250 0.7500
Severe: rms_fgdepar=1317.2268, expected range: 0.0000 641.5359
Severe: avg_fgdepar=-1317.2268, expected range: -656.0149 546.3518
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KBT : out of range
Severe: rms_fgdepar=508.3584, expected range: 0.0000 449.3209
Severe: avg_fgdepar=508.3584, expected range: -604.9562 543.9487
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6NQ : out of range
Severe: avg_pge=0.9121, expected range: -0.8096 0.7500
Severe: rms_fgdepar=1144.6053, expected range: 0.0000 446.5505
Severe: avg_fgdepar=1144.5782, expected range: -617.2638 480.4092
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FCD9 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8008, expected range: 0.4207 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRNL8 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8847, expected range: -0.9868 0.7500
Severe: rms_fgdepar=741.9541, expected range: 0.0000 922.3096
Severe: avg_fgdepar=-741.9541, expected range: -1044.9160 816.8407
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FVW3 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8929, expected range: -0.6883 0.7500
Severe: rms_fgdepar=854.8003, expected range: 0.0000 775.2883
Severe: avg_fgdepar=-854.8003, expected range: -775.2883 204.9647
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCEE2 : out of range
Severe: rms_fgdepar=720.8869, expected range: 0.0000 181.8621
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7KBT : out of range
Severe: avg_pge=0.9284, expected range: -0.6050 0.7500
Severe: rms_fgdepar=20.4169, expected range: 0.0000 9.0095
Severe: avg_fgdepar=20.4169, expected range: -1.3001 8.6326
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7A2557 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8921, expected range: -0.3219 0.7500
buoy
MOORED BUOYS SURFACE PRESSURE (PA) 6301004 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8127, expected range: -1.0290 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501747 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9119, expected range: -0.9332 0.7500
Severely_persistent: rms_fgdepar=660.1474, expected range: -784.3001 989.1861
Severely_persistent: avg_fgdepar=659.4158, expected range: -1011.8013 871.9585
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601840 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8920, expected range: -0.2524 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4801723 : out of range
Severe: avg_pge=0.9096, expected range: -1.0456 0.7500
Severe: rms_fgdepar=547.8424, expected range: 0.0000 483.7766
Severe: avg_fgdepar=-547.8424, expected range: -402.9414 380.5734
metar
METAR SURFACE PRESSURE (PA) KGUS : out of range
Severe: rms_fgdepar=544.7831, expected range: 0.0000 196.4837
METAR SURFACE PRESSURE (PA) DNMM : out of range
Severe: rms_fgdepar=348.2392, expected range: 0.0000 98.2702
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71029 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.6147, expected range: 49.5900 59.9782
Severely_persistent: avg_fgdepar=-56.6147, expected range: -59.9782 -49.5900
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=51.7115, expected range: 50.5771 53.4885
Severely_persistent: avg_fgdepar=-51.7115, expected range: -53.4885 -50.5771
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=66.7375, expected range: 66.1733 73.3661
Severely_persistent: avg_fgdepar=-66.7375, expected range: -73.3661 -66.1733
AUTOMATIC LAND SYNOP SNOW (CM) 71742 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.4771, expected range: 35.6047 69.4427
Severely_persistent: avg_fgdepar=-61.4771, expected range: -69.4427 -35.6047
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=62.1394, expected range: 61.9070 70.4707
Severely_persistent: avg_fgdepar=-62.1394, expected range: -70.4707 -61.9070
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=111.4093, expected range: 47.2982 149.8626
Severely_persistent: avg_fgdepar=-111.4020, expected range: -149.8616 -47.2194
BUFR LAND SYNOP SNOW (CM) 71816 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=62.1020, expected range: 61.8778 70.4880
Severely_persistent: avg_fgdepar=-62.1020, expected range: -70.4879 -61.8778
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=109.5908, expected range: 64.2976 113.5234
Severely_persistent: avg_fgdepar=-109.5520, expected range: -113.5203 -64.2905
AUTOMATIC LAND SYNOP SNOW (CM) 71629 : out of range
Severe: rms_fgdepar=36.7964, expected range: 0.3362 2.4662
BUFR LAND SYNOP SNOW (CM) 01489 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.6172, expected range: 9.1470 14.7232
BUFR LAND SYNOP SNOW (CM) 01450 : out of range
Severe: rms_fgdepar=29.2613, expected range: 0.0000 7.6626
t2m
METAR 2M TEMPERATURE (K) LTCB : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.4093, expected range: 2.9874 19.4863
Severely_persistent: avg_fgdepar=12.3633, expected range: 2.9578 19.3209
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42459 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.2001, expected range: 0.0000 19.1430
Severe: avg_fgdepar=-14.2001, expected range: -19.1591 7.8868
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
Severe: rms_fgdepar=14.2496, expected range: 1.7816 11.2678
Severe: avg_fgdepar=-14.2129, expected range: -11.6670 -0.5215
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
Severe: rms_fgdepar=13.5106, expected range: 1.2942 13.3228
Severe: avg_fgdepar=-13.2838, expected range: -15.4810 4.8459
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24462 : out of range
Severe: rms_fgdepar=12.2943, expected range: 0.0000 12.9644
Severe: avg_fgdepar=-12.2618, expected range: -15.3650 9.4425
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38452 : out of range
Severe: rms_fgdepar=12.3020, expected range: 0.0000 5.3249
METAR 2M TEMPERATURE (K) SBES : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.4780, expected range: 0.0000 4.6139
LAND TEMP 2M TEMPERATURE (K) 56029 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.3022, expected range: 0.0000 19.4353
Severe: avg_fgdepar=13.3022, expected range: -2.7796 19.4353
BUFR LAND SYNOP 2M TEMPERATURE (K) 42459 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.2501, expected range: 0.0000 19.2091
Severe: avg_fgdepar=-14.2501, expected range: -19.2091 7.8368
BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
Severe: rms_fgdepar=14.2878, expected range: 1.8110 11.3267
Severe: avg_fgdepar=-14.2514, expected range: -11.7260 -0.5563
BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
Severe: rms_fgdepar=13.5871, expected range: 1.2732 13.4325
Severe: avg_fgdepar=-13.3635, expected range: -15.5594 4.7974
BUFR LAND SYNOP 2M TEMPERATURE (K) 24462 : out of range
Severe: rms_fgdepar=12.3442, expected range: 0.0000 13.0383
Severe: avg_fgdepar=-12.3118, expected range: -15.4150 9.3925
BUFR LAND SYNOP 2M TEMPERATURE (K) 38452 : out of range
Severe: rms_fgdepar=12.2932, expected range: 0.0000 5.3095
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=77.0000, expected range: 52.8134 68.1278
Considerable: obs_number=5647.0000, expected range: 6924.5216 9147.7137
rh2m
MANUAL LAND SYNOP RH2M (%) 40829 : out of range
Severe: rms_fgdepar=30.2719, expected range: 0.0000 13.9376
MANUAL LAND SYNOP RH2M (%) 89642 : out of range
Severe: rms_fgdepar=30.9744, expected range: 0.0000 15.4506
METAR RH2M (%) OIZB : out of range
Severe: rms_fgdepar=31.9111, expected range: 0.6496 10.4835