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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-11-14 12:00
| AMSUA Pacific RARS | ||
| All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 359.87 1681.12 |
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| All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 114.61 1466.89 |
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| gpsro | ||
| All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 164.25 964.82 |
||
| Atmospheric Motion Vector | ||
| All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14 |
||
| NPP VIIRS AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Slight: obs_number=744.0000, expected range: 0.0000 428.5537 |
 | |
| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 22522 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=7.0632, expected range: 0.0000 4.7953 Severe: avg_pge=0.8451, expected range: -0.6580 0.7500 |
 | |
| LAND TEMP TEMPERATURE (K) 36003 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.3012, expected range: 0.0000 3.6995 Severe: avg_pge=0.8683, expected range: -0.3632 0.7500 |
 | |
| LAND TEMP WIND VECTOR DIFF (M/S) 36003 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=20.2933, expected range: -0.0176 5.4245 Severe: rms_fgdepar=25.9205, expected range: 0.0000 7.0320 |
 | |
| LAND TEMP Q (G/KG) 83612 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.3696, expected range: 0.0000 1.1783 |
 | |
| LAND TEMP Q (G/KG) 83840 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.2449, expected range: 0.0000 0.3586 |
 | |
| LAND TEMP Q (G/KG) 41217 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.3933, expected range: 0.2213 1.3812 |
 | |
| HIGH RESO LAND TEMP TEMPERATURE (K) 24641 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.5622, expected range: 0.0000 2.9612 Severe: avg_pge=0.8309, expected range: -0.4269 0.5844 |
 | |
| HIGH RESO LAND TEMP Q (G/KG) 96441 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.7815, expected range: 0.0000 1.3806 |
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| HIGH RESO LAND TEMP Q (G/KG) 83768 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=4.1823, expected range: 0.0000 2.0056 |
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| amdar | ||
| WIGOS AMDAR TEMPERATURE (K) CNQKKN PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=-11.6233, expected range: -25.1797 10.8394 Severe: rms_fgdepar=12.0628, expected range: 0.0000 24.9765 |
 | |
| WIGOS AMDAR TEMPERATURE (K) CNQQNT PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8679, expected range: -0.2217 0.7500 |
 | |
| WIGOS AMDAR TEMPERATURE (K) CNSQPM PRESSURE LAYER 300-600 (HPA) : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8534, expected range: -0.0667 0.7500 |
 | |
| WIGOS AMDAR TEMPERATURE (K) X3KKJGRA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=15.3362, expected range: -1.2854 1.4068 Severe: avg_pge=0.9570, expected range: -0.2789 0.4748 |
 | |
| WIGOS AMDAR WIND VECTOR DIFF (M/S) X3KKJGRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.2588, expected range: -1.3312 6.3238 |
 | |
| WIGOS AMDAR WIND VECTOR DIFF (M/S) X3KKJGRA (3 pressure layers affecte : out of range
Severe: rms_fgdepar=24.2599, expected range: 0.0000 7.0571 Severe: avg_pge=0.8781, expected range: -0.1436 0.2193 |
| |
| WIGOS AMDAR WIND VECTOR DIFF (M/S) CNQTRR PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=22.6937, expected range: -6.5652 13.7214 Severe: rms_fgdepar=22.6937, expected range: 0.0000 14.4367 Severe: avg_pge=0.8055, expected range: -0.7369 0.7500 |
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| ADS-C WIND VECTOR DIFF (M/S) 3NDUTARA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.2612, expected range: -3.7988 11.9767 Severe: rms_fgdepar=32.9785, expected range: 0.0000 15.8892 |
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| ADS-C WIND VECTOR DIFF (M/S) OPDY0RJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.1867, expected range: 0.0000 13.9287 |
 | |
| ADS-C WIND VECTOR DIFF (M/S) SUQ0HVZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.0573, expected range: 0.0000 22.6116 |
 | |
| airep | ||
| AIREP WIND VECTOR DIFF (M/S) AAL719 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.3313, expected range: 0.0000 10.1878 |
 | |
| AIREP WIND VECTOR DIFF (M/S) BAW26E PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.1179, expected range: 0.0000 44.2064 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01405 PRESSURE LAYER 600-900 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=17.5254, expected range: 0.4936 9.5895 Severe: avg_pge=0.8746, expected range: -0.5064 0.7500 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 43333 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.4075, expected range: 1.0406 8.1214 |
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| LAND PILOT WIND VECTOR DIFF (M/S) 83612 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=17.6416, expected range: 0.0000 8.2525 |
 | |
| synop | ||
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40629 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8572, expected range: 0.4840 0.7500 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=610.1293, expected range: 529.6102 686.1126 Severely_persistent: rms_fgdepar=610.6485, expected range: 529.6640 686.8256 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-547.4240, expected range: -705.8400 -368.3924 Severely_persistent: rms_fgdepar=548.0294, expected range: 380.9686 696.6706 |
 | |
| BUFR LAND SYNOP RH2M (%) 42459 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=58.2544, expected range: 9.3583 74.1537 Severely_persistent: rms_fgdepar=58.2544, expected range: 9.3583 74.1537 Severely_persistent: avg_pge=1.0000, expected range: -0.7680 0.7500 |
 | |
| BUFR LAND SYNOP RH2M (%) 43097 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9980, expected range: -1.3974 0.7500 |
 | |
| MANUAL LAND SYNOP Z (M) 84542 : out of range
Severe: rms_fgdepar=272.4199, expected range: 57.2710 269.2068 Severe: avg_pge=0.9515, expected range: -0.0257 0.0491 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41620 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8333, expected range: -0.7970 0.7500 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 61931 : out of range
Severe: avg_fgdepar=505.6294, expected range: -496.0062 600.8300 Severe: rms_fgdepar=505.6294, expected range: 0.0000 294.1534 Severe: avg_pge=0.8788, expected range: -0.5016 0.7500 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63450 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=430.1459, expected range: 0.0000 135.0324 Severe: avg_pge=0.8040, expected range: -0.0844 0.1010 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63533 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=404.4347, expected range: 0.0000 202.8114 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83522 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8044, expected range: 0.6774 0.7500 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 85114 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8227, expected range: -0.6561 0.7500 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 85195 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=503.2463, expected range: 0.0000 228.2663 Severe: avg_pge=0.8088, expected range: -0.3836 0.4922 |
 | |
| MANUAL LAND SYNOP RH2M (%) 42542 : out of range
Severe: avg_pge=0.9713, expected range: -1.1285 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42770 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.9560, expected range: -0.9228 0.7500 |
 | |
| MANUAL LAND SYNOP RH2M (%) 62120 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.9964, expected range: -1.7845 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 10007 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8869, expected range: -1.8466 0.7500 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JWH : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=528.2269, expected range: -1160.7488 1535.7252 Severely_persistent: rms_fgdepar=528.3314, expected range: -1003.4002 1438.0113 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WYQ4356 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=812.6714, expected range: -1471.4595 1610.6955 Severely_persistent: rms_fgdepar=814.0648, expected range: -1123.3026 1616.1368 Severely_persistent: avg_pge=0.8686, expected range: -1.5381 0.7500 |
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| SHIP WIND VECTOR DIFF (M/S) VRIB3 : out of range
Severe: avg_fgdepar=32.4101, expected range: -1.4969 8.7083 Severe: rms_fgdepar=32.4101, expected range: 0.0000 8.7275 Severe: avg_pge=0.9529, expected range: -0.9766 0.7500 |
 | |
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7JCP : out of range
Severe: avg_fgdepar=22.9708, expected range: -5.0796 12.0185 Severe: rms_fgdepar=22.9708, expected range: 0.0000 12.0185 Severe: avg_pge=0.9230, expected range: -1.0914 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V6204 : out of range
Severe: rms_fgdepar=19.1025, expected range: 0.0000 9.8251 Severe: avg_pge=0.9033, expected range: -0.5689 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2AKI4 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-540.4581, expected range: -1545.3115 1739.6643 Severe: rms_fgdepar=540.4581, expected range: -1327.1535 1647.5728 Severe: avg_pge=0.8366, expected range: -1.6254 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) DDOQ2 : out of range
Severe: rms_fgdepar=668.2553, expected range: 0.0000 297.6133 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) ELZC7 : out of range
Severe: avg_fgdepar=861.5388, expected range: 309.9352 1358.7683 Severe: rms_fgdepar=861.5388, expected range: 321.4544 1352.6426 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK76 : out of range
Severe: avg_fgdepar=-508.6250, expected range: -410.9211 379.9439 Severe: rms_fgdepar=508.6250, expected range: 0.0000 368.3702 Severe: avg_pge=0.8438, expected range: -0.8355 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) V2BW1 : out of range
Severe: avg_fgdepar=1496.7627, expected range: -176.4859 50.8640 Severe: rms_fgdepar=1496.7627, expected range: 0.0000 182.1735 Severe: avg_pge=0.9306, expected range: -0.3147 0.4161 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WYL4909 : out of range
Severe: avg_fgdepar=-1034.1606, expected range: -670.6381 594.2186 Severe: rms_fgdepar=1034.1606, expected range: 0.0000 502.9919 Severe: avg_pge=0.9169, expected range: -1.1003 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 3301615 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8233, expected range: -1.5485 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6501679 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=533.8307, expected range: -424.1939 519.1152 Severely_persistent: rms_fgdepar=565.5758, expected range: 0.0000 642.7854 Severely_persistent: avg_pge=0.8134, expected range: -1.1684 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 2101836 : out of range
Severe: avg_pge=0.8807, expected range: -0.8269 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4403556 : out of range
Severe: rms_fgdepar=308.3453, expected range: 0.0000 126.5463 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) SAWG : out of range
Severe: rms_fgdepar=320.4874, expected range: 0.0000 142.0516 |
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| METAR SURFACE PRESSURE (PA) VOGO : out of range
Severe: rms_fgdepar=359.6105, expected range: 0.0000 116.8198 |
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| snow | ||
| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-790.9288, expected range: -805.1685 -766.0567 Severely_persistent: rms_fgdepar=790.9289, expected range: 766.3219 804.9930 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-66.3406, expected range: -76.0243 -23.1990 Severely_persistent: rms_fgdepar=66.3480, expected range: 23.3456 75.9807 |
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| BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=100.0000, expected range: 100.0000 100.0000 Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000 |
 | |
| t2m | ||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.0739, expected range: -20.8222 -10.0101 Severely_persistent: rms_fgdepar=17.2533, expected range: 10.0126 20.8672 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 23078 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.0838, expected range: -12.5008 10.6455 Severe: rms_fgdepar=13.1009, expected range: 0.0000 11.0913 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 23383 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.9336, expected range: -7.3603 8.0638 Severe: rms_fgdepar=12.9389, expected range: 0.0000 7.0683 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
Severe: avg_fgdepar=-12.5017, expected range: -15.5003 2.7164 Severe: rms_fgdepar=12.6117, expected range: 0.0000 15.2314 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.8601, expected range: -14.9617 8.1417 Severe: rms_fgdepar=12.9794, expected range: 0.0000 13.9328 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
Severe: avg_fgdepar=-16.1638, expected range: -18.3752 12.5228 Severe: rms_fgdepar=16.1673, expected range: 0.0000 16.5911 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
Severe: avg_fgdepar=-13.4926, expected range: -12.3916 11.4091 Severe: rms_fgdepar=13.5127, expected range: 0.0000 10.9580 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.7036, expected range: -14.4459 11.3825 Severe: rms_fgdepar=12.7593, expected range: 0.0000 13.0917 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 31348 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.9491, expected range: -11.2160 8.8669 Severe: rms_fgdepar=13.9905, expected range: 0.0000 9.9258 |
 | |
| METAR 2M TEMPERATURE (K) BITN : out of range
Severe: rms_fgdepar=12.9465, expected range: -4.9698 7.6202 |
 | |
| METAR 2M TEMPERATURE (K) UHMM : out of range
Severe: avg_fgdepar=-12.2483, expected range: -11.8921 12.2906 Severe: rms_fgdepar=12.3241, expected range: 0.0000 12.1854 |
 | |
| LAND TEMP 2M TEMPERATURE (K) 23078 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.3871, expected range: -11.5420 9.7289 Severe: rms_fgdepar=12.3871, expected range: 0.0000 9.8366 |
 | |
| LAND TEMP 2M TEMPERATURE (K) 61052 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.8420, expected range: -14.9161 9.7607 Severe: rms_fgdepar=15.8420, expected range: 0.0000 16.0283 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 23078 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.3981, expected range: -12.7435 10.8801 Severe: rms_fgdepar=13.4147, expected range: 0.0000 11.3045 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 23383 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.8402, expected range: -7.3805 8.1263 Severe: rms_fgdepar=12.8457, expected range: 0.0000 7.1016 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0336, expected range: 1.6502 16.4415 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
Severe: avg_fgdepar=-12.5552, expected range: -15.5424 2.6675 Severe: rms_fgdepar=12.6636, expected range: 0.0000 15.2918 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.8841, expected range: -15.0657 8.1195 Severe: rms_fgdepar=12.9958, expected range: 0.0000 14.0773 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
Severe: avg_fgdepar=-15.8258, expected range: -17.8696 11.8123 Severe: rms_fgdepar=15.8284, expected range: 0.0000 16.2618 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
Severe: avg_fgdepar=-13.5609, expected range: -12.4704 11.3759 Severe: rms_fgdepar=13.5809, expected range: 0.0000 11.0473 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.7536, expected range: -14.4959 11.3325 Severe: rms_fgdepar=12.8091, expected range: 0.0000 13.1381 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 31348 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.9709, expected range: -11.2500 8.8116 Severe: rms_fgdepar=14.0120, expected range: 0.0000 9.9618 |
 | |