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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-16 00:00

amsua
METOP-A AMSUA RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2561, expected range: 0.1776 0.1859
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
NOAA-18 AMSUA RADIANCES CHANNEL 7 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.5337, expected range: -0.6670 -0.5787
cris
NPP CRIS RADIANCES CHANNEL 109 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1078, expected range: 0.1331 0.1341
NPP CRIS RADIANCES (42 channels affected) : out of range
Slight: obs_number=20535.0000, expected range: 22037.3237 22570.4263
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 2925.25 24825.12
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3362, expected range: 0.0303 0.1765
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
All COSMIC2-E6 GPSRO RISING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 707.01 3481.14
Atmospheric Motion Vector
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: stdev_fgdepar=2.0927, expected range: 1.5621 1.8339
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 95 : all data missing
Severely_persistent: obs_number=0, expected range: 15.86 204.14
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severely_persistent: obs_number=0, expected range: 91.86 97.34
BUFR TEMP DESCENT TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : missing
12 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 610.6332
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.3751, expected range: -0.5611 0.8855
Severe: rms_fgdepar=13.3800, expected range: 0.0000 3.2006
Severe: avg_pge=0.8614, expected range: -0.4836 0.6755
LAND TEMP TEMPERATURE (K) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-10.5320, expected range: -17.8741 9.3876
Severe: rms_fgdepar=10.5320, expected range: 0.0000 18.2883
Severe: avg_pge=0.9276, expected range: -1.0629 0.7500
LAND TEMP TEMPERATURE (K) 28951 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=15.4950, expected range: -3.7171 4.5524
Severe: rms_fgdepar=15.5450, expected range: 0.0000 4.6479
Severe: avg_pge=0.9331, expected range: -0.4852 0.7500
LAND TEMP TEMPERATURE (K) 22543 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=7.5132, expected range: 0.0000 3.9449
LAND TEMP TEMPERATURE (K) 38064 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6779, expected range: -6.2925 2.9395
Severe: rms_fgdepar=13.7723, expected range: 0.0000 5.9631
Severe: avg_pge=0.9404, expected range: -0.2798 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 30309 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.7626, expected range: 0.0000 5.5789
HIGH RESO LAND TEMP Q (G/KG) (4 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=64.0000, expected range: 119.0349 127.8540
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
3 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 62.8614 68.3386
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 96 : all data missing
Severe: obs_number=0, expected range: 84.65 207.35
All HIGH RESO LAND TEMP ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 84.65 207.35
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 69.59 146.98
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=731.0000, expected range: 649.1399 679.1101
Considerable: obs_number=324.0000, expected range: 209.2577 282.7423
amdar
AMDAR TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.3260, expected range: 0.2469 1.5681
airep
AIREP WIND VECTOR DIFF (M/S) SVA871 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.2961, expected range: 0.0000 22.5766
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 98753 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.3176, expected range: -11.3075 26.3243
Severe: rms_fgdepar=21.3176, expected range: 0.0000 26.3243
Severe: avg_pge=0.8138, expected range: -1.0653 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 97340 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.3442, expected range: 0.0000 5.8412
synop
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.7769, expected range: -0.7938 84.7257
Severely_persistent: rms_fgdepar=52.1832, expected range: 1.4698 83.3515
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01440 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=627.5206, expected range: -664.7287 728.5595
Severely_persistent: rms_fgdepar=627.7448, expected range: 0.0000 627.6501
Severely_persistent: avg_pge=0.9169, expected range: -0.7247 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 41178 : out of range
Severe: rms_fgdepar=42.3695, expected range: 0.0000 23.1925
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 36090 : out of range
Severe: avg_pge=0.8076, expected range: -1.1013 0.7500
MANUAL LAND SYNOP RH2M (%) 87148 : out of range
Severe: rms_fgdepar=30.1257, expected range: 0.0000 10.6463
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 17350 : out of range
Severe: rms_fgdepar=561.5803, expected range: 0.0000 146.0519
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38511 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8459, expected range: -1.0255 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 32252 : out of range
Severe: rms_fgdepar=378.3977, expected range: 0.0000 205.1388
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 37144 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=425.0903, expected range: 0.0000 89.1245
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86255 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8074, expected range: 0.1306 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 17068 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=493.0974, expected range: 0.0000 139.8190
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36229 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=506.1089, expected range: -484.1885 995.3221
Severe: rms_fgdepar=506.1475, expected range: 0.0000 943.1747
Severe: avg_pge=0.8507, expected range: -1.1292 0.7500
BUFR LAND SYNOP RH2M (%) 94311 : out of range
Severe: avg_pge=0.9998, expected range: -0.0969 0.1598
BUFR LAND SYNOP RH2M (%) 08123 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.1877, expected range: -87.0624 109.7386
Severe: rms_fgdepar=52.1877, expected range: 0.0000 84.3223
BUFR LAND SYNOP RH2M (%) 94735 : out of range
Severe: avg_pge=0.8236, expected range: -0.4247 0.4969
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24763 : out of range
Severe: avg_fgdepar=-606.2994, expected range: -309.2860 276.7623
Severe: rms_fgdepar=775.2184, expected range: 0.0000 284.8558
Severe: avg_pge=0.8022, expected range: -0.8048 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48404 : out of range
Severe: rms_fgdepar=504.4806, expected range: 0.0000 171.2583
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16724 : out of range
Severe: rms_fgdepar=350.1345, expected range: 0.0000 136.0140
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14454 : out of range
Severe: rms_fgdepar=313.2340, expected range: 0.0000 140.8664
Severe: avg_pge=0.8603, expected range: -0.5560 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23774 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-714.1475, expected range: -223.1360 224.7020
Severe: rms_fgdepar=732.0775, expected range: 0.0000 196.9294
Severe: avg_pge=0.9233, expected range: -0.2884 0.3834
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16675 : out of range
Severe: rms_fgdepar=384.9130, expected range: 0.0000 178.2938
Severe: avg_pge=0.8592, expected range: -0.6403 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14537 : out of range
Severe: rms_fgdepar=303.7470, expected range: 0.0000 185.4469
Severe: avg_pge=0.8321, expected range: -0.5007 0.7500
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRTO7 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=695.3299, expected range: 302.9706 943.1734
Severely_persistent: rms_fgdepar=695.3299, expected range: 302.7457 943.4938
Severely_persistent: avg_pge=0.8531, expected range: -0.3877 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) DDSD2 : out of range
Severe: rms_fgdepar=16.9822, expected range: 0.0000 12.1335
Severe: avg_pge=0.8852, expected range: -0.7491 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OZSK2 : out of range
Severe: avg_pge=0.8915, expected range: -0.3257 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9VEZ3 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.6601, expected range: 0.0000 4.2903
Severe: avg_pge=0.8600, expected range: -0.9477 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) CKR759 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8883, expected range: -0.4958 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WGAE : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8586, expected range: -0.4642 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WFLH : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=25.9423, expected range: -4.5112 10.2278
Severe: rms_fgdepar=32.2354, expected range: 0.0000 10.3156
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KFMV : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.6589, expected range: 0.0000 13.3191
Severe: avg_pge=0.8479, expected range: -0.7328 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OZSK2 : out of range
Severe: avg_fgdepar=790.8357, expected range: -487.0582 379.4021
Severe: rms_fgdepar=790.8357, expected range: 0.0000 345.0426
Severe: avg_pge=0.8711, expected range: -0.8564 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DCQP2 : out of range
Severe: avg_fgdepar=652.3087, expected range: -186.4163 129.9252
Severe: rms_fgdepar=781.6727, expected range: 0.0000 180.4046
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5LD4 : out of range
Severe: avg_fgdepar=-1089.0145, expected range: -317.3391 136.2352
Severe: rms_fgdepar=1089.0145, expected range: 0.0000 211.6793
Severe: avg_pge=0.9217, expected range: -0.8099 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4455 : out of range
Severe: rms_fgdepar=472.7690, expected range: 0.0000 266.5510
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6RZ7 : out of range
Severe: rms_fgdepar=369.4227, expected range: 0.0000 193.5250
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PHET : out of range
Severe: rms_fgdepar=355.6966, expected range: 0.0000 105.7159
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CQZW : out of range
Severe: avg_fgdepar=724.9552, expected range: 542.8021 1486.9988
Severe: rms_fgdepar=733.0981, expected range: 530.2959 1506.6193
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1401500 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=348.5811, expected range: 0.0000 136.3874
DRIFTING BUOYS SURFACE PRESSURE (PA) 1401721 : out of range
Severe: rms_fgdepar=505.0061, expected range: 0.0000 802.8628
Severe: avg_pge=0.8684, expected range: -1.2180 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601796 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8048, expected range: -0.9370 0.7500
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.8258, expected range: 50.5184 58.2381
Severely_persistent: rms_fgdepar=54.8258, expected range: 50.5184 58.2381
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.3547, expected range: -75.0384 -31.8748
Severely_persistent: rms_fgdepar=62.3547, expected range: 31.8564 75.0761
MANUAL LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=81.0534, expected range: 59.4999 97.3864
Severely_persistent: rms_fgdepar=81.0534, expected range: 59.4999 97.3864
MANUAL LAND SYNOP SNOW (CM) 14009 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.1196, expected range: 43.5628 90.7628
Severely_persistent: rms_fgdepar=57.1196, expected range: 43.5628 90.7628
BUFR LAND SYNOP SNOW (CM) 47050 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.0000, expected range: 98.5324 100.9260
Severely_persistent: rms_fgdepar=100.0000, expected range: 98.5324 100.9260
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-73.2828, expected range: -69.0695 -64.5747
Severely_persistent: rms_fgdepar=73.2829, expected range: 64.5733 69.0725
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.9897, expected range: 50.6255 58.4071
Severely_persistent: rms_fgdepar=54.9897, expected range: 50.6255 58.4071
BUFR LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=79.1210, expected range: 57.5906 95.3141
Severely_persistent: rms_fgdepar=79.1210, expected range: 57.5906 95.3141
BUFR LAND SYNOP SNOW (CM) 14009 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.1196, expected range: -32.2247 147.2245
Severely_persistent: rms_fgdepar=57.1196, expected range: 32.4758 96.6718
MANUAL LAND SYNOP SNOW (CM) 29059 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.6493, expected range: 0.0000 1.3703
BUFR LAND SYNOP SNOW (CM) 06670 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.1026, expected range: 0.0000 6.2151
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.8664, expected range: -30.0823 5.9682
Severely_persistent: rms_fgdepar=17.8664, expected range: 0.0000 27.7790
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2306, expected range: -18.3765 -9.0725
Severely_persistent: rms_fgdepar=14.2306, expected range: 9.0999 18.5600
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36897 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7194, expected range: -19.5864 9.2230
Severely_persistent: rms_fgdepar=13.4138, expected range: 0.0000 18.6512
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38878 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9667, expected range: -16.0650 -1.2914
Severely_persistent: rms_fgdepar=13.0454, expected range: 1.3523 16.3538
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.0631, expected range: -22.1588 3.7714
Severely_persistent: rms_fgdepar=16.2269, expected range: 0.0000 20.6048
METAR 2M TEMPERATURE (K) VECX : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3224, expected range: -18.7264 -0.3533
Severely_persistent: rms_fgdepar=16.5510, expected range: 1.2002 18.7916
BUFR LAND SYNOP 2M TEMPERATURE (K) 01350 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1797, expected range: -25.2211 15.4655
Severely_persistent: rms_fgdepar=13.2357, expected range: 0.0000 19.9901
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.6839, expected range: -26.1513 1.8931
Severely_persistent: rms_fgdepar=16.7294, expected range: 0.0000 25.4194
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=18.4487, expected range: -3.8081 23.5190
Severely_persistent: rms_fgdepar=18.4526, expected range: 0.0000 23.5122
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9974, expected range: -22.2160 3.6380
Severely_persistent: rms_fgdepar=16.1603, expected range: 0.0000 20.7163
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02261 : out of range
Severe: avg_fgdepar=-12.5597, expected range: -11.7696 8.5579
Severe: rms_fgdepar=12.5691, expected range: -5.6986 11.1293
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02243 : out of range
Severe: avg_fgdepar=-13.1627, expected range: -10.3969 7.0043
Severe: rms_fgdepar=13.1822, expected range: 0.0000 9.5497
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02254 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.9715, expected range: -8.9377 7.8380
Severe: rms_fgdepar=15.9771, expected range: 0.0000 8.0286
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02174 : out of range
Severe: rms_fgdepar=10.7275, expected range: 0.0000 5.9073
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1769, expected range: -6.7811 5.8758
Severe: rms_fgdepar=13.1829, expected range: 0.0000 7.0545
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02126 : out of range
Severe: avg_fgdepar=-12.7340, expected range: -9.8191 7.9524
Severe: rms_fgdepar=12.7700, expected range: 0.0000 9.1017
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02407 : out of range
Severe: rms_fgdepar=10.0614, expected range: 0.0000 5.4923
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2349, expected range: -14.1098 -1.9051
Severe: rms_fgdepar=12.4805, expected range: 2.2565 14.2139
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36843 : out of range
Severe: avg_fgdepar=14.1821, expected range: -11.9773 13.3765
Severe: rms_fgdepar=14.4588, expected range: 0.0000 11.7098
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36873 : out of range
Severe: avg_fgdepar=14.3373, expected range: -2.9737 10.1716
Severe: rms_fgdepar=14.4553, expected range: 0.0000 11.3104
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36874 : out of range
Severe: avg_fgdepar=-13.3321, expected range: -10.3509 3.9985
Severe: rms_fgdepar=13.6176, expected range: 0.0000 9.7502
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=18.1494, expected range: -11.5099 17.9187
Severe: rms_fgdepar=18.1888, expected range: 0.0000 15.7588
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
Severe: avg_fgdepar=-12.2986, expected range: -16.4920 3.0698
Severe: rms_fgdepar=12.6001, expected range: 0.0000 16.1971
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36879 : out of range
Severe: avg_fgdepar=13.3850, expected range: -5.1721 12.3111
Severe: rms_fgdepar=13.6665, expected range: 0.0000 12.6358
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36889 : out of range
Severe: avg_fgdepar=15.9185, expected range: -2.0853 8.3745
Severe: rms_fgdepar=16.2082, expected range: 0.0000 9.0523
METAR 2M TEMPERATURE (K) UHSS : out of range
Severe: rms_fgdepar=13.0333, expected range: 0.0000 6.5035
METAR 2M TEMPERATURE (K) UAAT : out of range
Severe: avg_fgdepar=-13.0085, expected range: -10.4247 6.2960
Severe: rms_fgdepar=13.4239, expected range: 0.0000 12.8497
METAR 2M TEMPERATURE (K) OPRT : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2869, expected range: -18.5699 8.9018
Severe: rms_fgdepar=12.2869, expected range: 0.0000 15.2233
LAND TEMP 2M TEMPERATURE (K) 04270 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.3928, expected range: -2.7625 8.7320
Severe: rms_fgdepar=14.3928, expected range: 0.0000 7.8183
BUFR LAND SYNOP 2M TEMPERATURE (K) 02261 : out of range
Severe: avg_fgdepar=-12.6212, expected range: -11.7760 8.4797
Severe: rms_fgdepar=12.6307, expected range: -5.7111 11.1524
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0929, expected range: -13.8586 -2.0103
Severe: rms_fgdepar=12.3525, expected range: 2.3503 13.9652
BUFR LAND SYNOP 2M TEMPERATURE (K) 02243 : out of range
Severe: avg_fgdepar=-13.3231, expected range: -10.4288 6.8840
Severe: rms_fgdepar=13.3397, expected range: 0.0000 9.6105
BUFR LAND SYNOP 2M TEMPERATURE (K) 36843 : out of range
Severe: avg_fgdepar=14.1321, expected range: -12.2741 13.4660
Severe: rms_fgdepar=14.4098, expected range: 0.0000 11.7004
BUFR LAND SYNOP 2M TEMPERATURE (K) 36873 : out of range
Severe: avg_fgdepar=14.2873, expected range: -3.0577 10.2727
Severe: rms_fgdepar=14.4057, expected range: 0.0000 11.3512
BUFR LAND SYNOP 2M TEMPERATURE (K) 02254 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.0351, expected range: -9.0602 7.8192
Severe: rms_fgdepar=16.0407, expected range: 0.0000 8.1516
BUFR LAND SYNOP 2M TEMPERATURE (K) 36874 : out of range
Severe: avg_fgdepar=-13.3821, expected range: -10.4411 3.9336
Severe: rms_fgdepar=13.6666, expected range: 0.0000 9.8137
BUFR LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.2195, expected range: -6.8359 5.8196
Severe: rms_fgdepar=13.2257, expected range: 0.0000 7.0735
BUFR LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0197, expected range: 0.0000 13.1870
BUFR LAND SYNOP 2M TEMPERATURE (K) 02126 : out of range
Severe: avg_fgdepar=-12.7884, expected range: -9.8806 7.9027
Severe: rms_fgdepar=12.8237, expected range: 0.0000 9.1728
BUFR LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=18.0994, expected range: -11.5599 17.8687
Severe: rms_fgdepar=18.1390, expected range: 0.0000 15.6827
BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
Severe: avg_fgdepar=-12.3486, expected range: -16.5420 3.0198
Severe: rms_fgdepar=12.6489, expected range: 0.0000 16.2759
BUFR LAND SYNOP 2M TEMPERATURE (K) 36879 : out of range
Severe: avg_fgdepar=13.3350, expected range: -5.1823 12.3614
Severe: rms_fgdepar=13.6175, expected range: 0.0000 12.6456
BUFR LAND SYNOP 2M TEMPERATURE (K) 36889 : out of range
Severe: avg_fgdepar=15.8685, expected range: -2.0962 8.4110
Severe: rms_fgdepar=16.1591, expected range: 0.0000 9.0775
rh2m
MANUAL LAND SYNOP RH2M (%) 43193 : out of range
Severe: rms_fgdepar=34.8857, expected range: 0.0000 17.4502