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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-11 00:00

amsua
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 9 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.5074, expected range: -0.6246 -0.5832
cris
NOAA20 CRIS RADIANCES CHANNEL 70 : out of range
Considerable: obs_number=2031.0000, expected range: 2126.3972 2390.3087
NOAA20 CRIS RADIANCES CHANNEL 72 : out of range
Considerable: obs_number=1981.0000, expected range: 2110.7004 2392.7996
NOAA20 CRIS RADIANCES CHANNEL 74 : out of range
Considerable: obs_number=1984.0000, expected range: 2122.0735 2387.6765
NOAA20 CRIS RADIANCES CHANNEL 75 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1962.0000, expected range: 2097.5360 2393.4640
NOAA20 CRIS RADIANCES CHANNEL 76 : out of range
Considerable: obs_number=1993.0000, expected range: 2127.6828 2385.8172
NOAA20 CRIS RADIANCES CHANNEL 77 : out of range
Considerable: obs_number=1946.0000, expected range: 2043.9402 2408.4348
NOAA20 CRIS RADIANCES CHANNEL 78 : out of range
Considerable: obs_number=1959.0000, expected range: 2089.7738 2392.9762
NOAA20 CRIS RADIANCES CHANNEL 79 : out of range
Considerable: obs_number=1943.0000, expected range: 2071.9104 2399.9646
NOAA20 CRIS RADIANCES CHANNEL 81 : out of range
Considerable: obs_number=1946.0000, expected range: 2073.6007 2399.5243
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 6014.03 24825.12
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.2340, expected range: -0.0244 0.0288
Severely_persistent: stdev_norm_fgdepar=0.5632, expected range: 0.0936 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6046, expected range: 0.0739 0.1765
atms
NPP ATMS RADIANCES CHANNEL 10 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0934, expected range: -0.1635 -0.1296
NPP ATMS RADIANCES (7 channels affected) : out of range
Considerable: obs_number=3608.0000, expected range: 2951.9813 3452.6437
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
Severe: obs_number=0, expected range: 707.01 2827.96
COSMIC2-E3 GPSRO SETTING (24 impact heights affected) : out of range
Considerable: obs_number=1398.0000, expected range: 1847.3561 2818.6439
COSMIC2-E1 GPSRO RISING HEIGHT 26-28 KM : out of range
Slight: avg_norm_fgdepar=-0.1790, expected range: -0.0938 0.2142
resat
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-4.6886, expected range: -1.8181 1.7966
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8539, expected range: -0.9235 0.7500
LAND TEMP TEMPERATURE (K) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8789, expected range: -0.2163 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8641, expected range: -1.1612 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 23078 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=23.2931, expected range: -0.7237 4.8358
Severe: rms_fgdepar=23.6115, expected range: 0.0000 5.4161
Severe: avg_pge=0.8581, expected range: -0.3122 0.4208
LAND TEMP WIND VECTOR DIFF (M/S) 25123 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.6738, expected range: 0.0000 5.2308
LAND TEMP WIND VECTOR DIFF (M/S) 38064 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.7520, expected range: 0.0000 10.0760
Severe: avg_pge=0.8062, expected range: -0.9133 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=10.3430, expected range: 2.1762 5.5420
Severe: rms_fgdepar=12.4054, expected range: 2.6093 6.3162
Considerable: rms_fgdepar=9.0361, expected range: 1.6276 5.8658
LAND TEMP Q (G/KG) 98233 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.1220, expected range: 0.1904 1.2334
HIGH RESO LAND TEMP TEMPERATURE (K) 27459 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=7.8256, expected range: 0.0058 1.3374
HIGH RESO LAND TEMP TEMPERATURE (K) 52418 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_fgdepar=-10.2046, expected range: -23.8578 15.8667
Severe: rms_fgdepar=10.2046, expected range: 0.0000 19.4548
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.9820, expected range: 0.2537 1.2349
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=197.0000, expected range: 125.6053 134.7947
Severe: obs_number=261.0000, expected range: 326.3132 337.2423
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 63.62 168.88
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severe: obs_number=0, expected range: 37.54 202.46
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 95 : all data missing
Severe: obs_number=0, expected range: 72.32 163.02
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
3 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 391.1086
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=213.0000, expected range: 276.6351 292.6149
HIGH RESO LAND TEMP Q (G/KG) (4 pressure layers affected) : out of range
Considerable: obs_number=287.0000, expected range: 371.6513 420.3487
amdar
AMDAR WIND VECTOR DIFF (M/S) CNJCA118 (2 pressure layers affected) : out of range
Severe: avg_fgdepar=64.7895, expected range: 1.2186 4.3668
Severe: rms_fgdepar=64.7895, expected range: 1.4238 4.9889
AMDAR WIND VECTOR DIFF (M/S) CNJCA118 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.9612, expected range: -0.1438 0.3110
ADS-C WIND VECTOR DIFF (M/S) AJSZULJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0380, expected range: 0.0000 35.8969
airep
AIREP WIND VECTOR DIFF (M/S) KLM758 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.8510, expected range: 0.0000 9.0013
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07145 PRESSURE LAYER 900-1200 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8361, expected range: -1.1446 0.7500
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47587 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=18.4225, expected range: 0.0000 9.5254
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 65548 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.3757, expected range: 0.0000 5.1148
Severe: avg_pge=0.8501, expected range: -0.4322 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=597.7848, expected range: 16.0987 925.3066
Severely_persistent: rms_fgdepar=600.5699, expected range: 18.9921 924.9845
Severely_persistent: avg_pge=0.8868, expected range: 0.5054 0.7500
MANUAL LAND SYNOP RH2M (%) 40710 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.6776, expected range: 44.9161 82.2963
Severely_persistent: rms_fgdepar=54.6776, expected range: 44.9161 82.2963
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.3105, expected range: -17.1362 97.4338
Severely_persistent: rms_fgdepar=52.3235, expected range: 0.0000 92.3261
Severely_persistent: avg_pge=0.8590, expected range: -1.4592 0.7500
MANUAL LAND SYNOP RH2M (%) 38611 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.9634, expected range: -65.4180 126.0796
Severely_persistent: rms_fgdepar=53.6784, expected range: 0.0000 119.2158
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8244, expected range: 0.5989 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86775 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8184, expected range: 0.7591 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8302, expected range: 0.5604 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35361 : out of range
Severe: rms_fgdepar=522.5823, expected range: 0.0000 291.8638
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62002 : out of range
Severe: rms_fgdepar=594.2516, expected range: 0.0000 203.7749
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91203 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=508.0633, expected range: 0.0000 430.7760
Severe: avg_pge=0.8748, expected range: -1.4222 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36974 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=524.2454, expected range: -39.4823 636.8558
Severe: rms_fgdepar=524.5225, expected range: 0.0000 645.0720
Severe: avg_pge=0.8457, expected range: -0.0876 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87688 : out of range
Severe: rms_fgdepar=370.1057, expected range: 0.0000 183.6422
Severe: avg_pge=0.8438, expected range: -0.8622 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 31439 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=451.5291, expected range: 0.0000 211.8418
MANUAL LAND SYNOP RH2M (%) 38202 : out of range
Severe: avg_fgdepar=51.0697, expected range: -14.6303 27.1009
Severe: rms_fgdepar=51.6811, expected range: 0.0000 23.9813
MANUAL LAND SYNOP RH2M (%) 87532 : out of range
Severe: rms_fgdepar=48.3781, expected range: 0.0000 23.2496
MANUAL LAND SYNOP RH2M (%) 38933 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=68.4558, expected range: -62.2992 77.7552
Severe: rms_fgdepar=68.4558, expected range: 0.0000 69.9687
Severe: avg_pge=0.9206, expected range: -0.1343 0.1679
MANUAL LAND SYNOP RH2M (%) 38944 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.0992, expected range: -23.2299 75.8981
Severe: rms_fgdepar=51.7396, expected range: 0.0000 74.5671
MANUAL LAND SYNOP RH2M (%) 38915 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.5146, expected range: -57.7921 87.9125
Severe: rms_fgdepar=50.5146, expected range: 0.0000 86.3528
Severe: avg_pge=0.8520, expected range: -0.3672 0.4302
MANUAL LAND SYNOP RH2M (%) 38207 : out of range
Severe: avg_fgdepar=50.9954, expected range: -32.0045 90.3546
Severe: rms_fgdepar=52.0198, expected range: 0.0000 86.1159
BUFR LAND SYNOP Z (M) 06715 : out of range
Severe: rms_fgdepar=205.4604, expected range: 0.0000 116.5551
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48390 : out of range
Severe: rms_fgdepar=524.9961, expected range: 1.3866 183.3412
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25941 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=428.2576, expected range: 0.0000 199.0241
Severe: avg_pge=0.8557, expected range: -0.5674 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29892 : out of range
Severe: avg_fgdepar=-568.3093, expected range: -472.2037 570.9837
Severe: rms_fgdepar=568.3093, expected range: 0.0000 448.5933
Severe: avg_pge=0.8746, expected range: -1.1745 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48085 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=399.7105, expected range: 0.6398 141.5115
BUFR LAND SYNOP SURFACE PRESSURE (PA) 60177 : out of range
Severe: rms_fgdepar=429.4266, expected range: 0.0000 120.4793
Severe: avg_pge=0.8555, expected range: -0.6848 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21608 : out of range
Severe: rms_fgdepar=345.3903, expected range: 0.0000 192.6489
BUFR LAND SYNOP SURFACE PRESSURE (PA) 26258 : out of range
Severe: rms_fgdepar=384.1877, expected range: 0.0000 115.1949
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04178 : out of range
Severe: avg_pge=0.8321, expected range: -0.5174 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16239 : out of range
Severe: rms_fgdepar=318.8317, expected range: 0.0000 108.4991
Severe: avg_pge=0.8478, expected range: -0.5038 0.6290
BUFR LAND SYNOP RH2M (%) 86622 : out of range
Severe: avg_pge=0.9498, expected range: -0.0250 0.0381
BUFR LAND SYNOP RH2M (%) 52652 : out of range
Severe: rms_fgdepar=30.1090, expected range: 0.0000 16.2515
BUFR LAND SYNOP RH2M (%) 81888 : out of range
Severe: avg_pge=0.9350, expected range: -0.1323 0.1667
BUFR LAND SYNOP RH2M (%) 94489 : out of range
Severe: rms_fgdepar=36.7590, expected range: 0.0000 13.5614
Severe: rms_fgdepar=32.0139, expected range: 0.0000 17.1573
BUFR LAND SYNOP Z (M) : out of range
1 times in the last 10 days for at least one item
Considerable: avg_fgdepar=160.5246, expected range: -16.5521 86.9908
Considerable: rms_fgdepar=164.8607, expected range: 9.1940 106.5533
Slight: rms_fgdepar=158.9988, expected range: 21.0352 128.0627
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LF4X : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8788, expected range: -0.0484 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OUJK2 : out of range
Severe: avg_fgdepar=20.3274, expected range: -2.5013 8.0148
Severe: rms_fgdepar=20.4318, expected range: 0.0000 8.1689
Severe: avg_pge=0.8849, expected range: -0.8950 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KPDL : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=32.1529, expected range: -34.0025 92.9230
Severe: rms_fgdepar=32.1936, expected range: 0.0000 92.9580
Severe: avg_pge=0.9431, expected range: -0.1628 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6532 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-720.0122, expected range: -1121.8600 972.2571
Severe: rms_fgdepar=720.0122, expected range: 0.0000 851.0021
Severe: avg_pge=0.8829, expected range: -0.9976 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRID2 : out of range
Severe: avg_fgdepar=-1126.1422, expected range: -319.8607 201.8588
Severe: rms_fgdepar=1126.1422, expected range: 0.0000 312.6562
Severe: avg_pge=0.9161, expected range: -0.5737 0.7030
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7KJ2 : out of range
Severe: avg_fgdepar=1225.5261, expected range: -386.6656 535.9779
Severe: rms_fgdepar=1225.5261, expected range: 0.0000 400.8272
Severe: avg_pge=0.9068, expected range: -0.7804 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OZDL2 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-767.7957, expected range: -494.3753 143.0481
Severe: rms_fgdepar=767.7957, expected range: 0.0000 429.8912
Severe: avg_pge=0.8796, expected range: -0.7696 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5244 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=461.6480, expected range: 0.0000 236.9088
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK59 : out of range
Severe: rms_fgdepar=634.4248, expected range: 0.0000 169.0372
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501516 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8147, expected range: -0.6944 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101719 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8136, expected range: -1.4376 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203707 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-582.1875, expected range: -355.5424 364.6655
Severe: rms_fgdepar=596.3182, expected range: -628.6096 882.6030
Severe: avg_pge=0.9033, expected range: -1.4064 0.7500
metar
METAR SURFACE PRESSURE (PA) HEMA : out of range
Severe: rms_fgdepar=377.7284, expected range: 0.0000 202.7012
METAR SURFACE PRESSURE (PA) EPNA : out of range
Severe: rms_fgdepar=300.1114, expected range: 0.0000 88.8199
METAR SURFACE PRESSURE (PA) ORNI : out of range
Severe: rms_fgdepar=343.6901, expected range: 0.0000 103.9506
AUTOMATIC METAR SURFACE PRESSURE (PA) PACZ : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=438.2539, expected range: 0.0000 130.7517
snow
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=81.5512, expected range: 44.2227 86.2552
Severely_persistent: rms_fgdepar=81.5512, expected range: 44.2227 86.2552
MANUAL LAND SYNOP SNOW (CM) 14009 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=72.1424, expected range: -3.9980 114.2367
Severely_persistent: rms_fgdepar=72.1424, expected range: 0.0000 114.2367
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.1559, expected range: 98.8586 100.5727
Severely_persistent: rms_fgdepar=99.1559, expected range: 98.8586 100.5727
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=-67.8223, expected range: -67.2775 -63.8474
Severely_persistent: rms_fgdepar=67.8223, expected range: 63.8478 67.2774
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-80.4864, expected range: -83.4786 -77.2055
Severely_persistent: rms_fgdepar=80.4864, expected range: 77.2060 83.4820
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=79.5410, expected range: 43.3823 84.0288
Severely_persistent: rms_fgdepar=79.5410, expected range: 43.3823 84.0288
BUFR LAND SYNOP SNOW (CM) 14009 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=72.1424, expected range: -69.2596 157.5025
Severely_persistent: rms_fgdepar=72.1424, expected range: 0.0000 110.3020
MANUAL LAND SYNOP SNOW (CM) 13370 : out of range
Severe: rms_fgdepar=18.5654, expected range: -2.4037 3.2404
MANUAL LAND SYNOP SNOW (CM) 13384 : out of range
Severe: rms_fgdepar=16.6238, expected range: -3.4288 4.2368
MANUAL LAND SYNOP SNOW (CM) 13376 : out of range
Severe: rms_fgdepar=16.4141, expected range: -2.0144 2.7405
MANUAL LAND SYNOP SNOW (CM) 14118 : out of range
Severe: rms_fgdepar=19.3003, expected range: -3.4893 6.6542
MANUAL LAND SYNOP SNOW (CM) 14328 : out of range
Severe: rms_fgdepar=17.3726, expected range: -2.0907 3.1950
MANUAL LAND SYNOP SNOW (CM) 28138 : out of range
Severe: rms_fgdepar=18.2962, expected range: 0.0000 5.5987
MANUAL LAND SYNOP SNOW (CM) 13278 : out of range
Severe: rms_fgdepar=25.8477, expected range: -0.0283 0.0350
ROCOB TEMP SNOW (CM) 63304685 : out of range
Severe: rms_fgdepar=20.3353, expected range: -1.2910 2.1355
ROCOB TEMP SNOW (CM) 63304908 : out of range
Severe: rms_fgdepar=17.4193, expected range: 2.3460 5.0645
BUFR LAND SYNOP SNOW (CM) 13370 : out of range
Severe: rms_fgdepar=18.5654, expected range: -2.4037 3.2404
BUFR LAND SYNOP SNOW (CM) 01431 : out of range
Severe: rms_fgdepar=15.2157, expected range: 0.0000 7.4245
BUFR LAND SYNOP SNOW (CM) 13384 : out of range
Severe: rms_fgdepar=16.6238, expected range: -3.4288 4.2368
BUFR LAND SYNOP SNOW (CM) 13376 : out of range
Severe: rms_fgdepar=16.4141, expected range: -2.0144 2.7405
BUFR LAND SYNOP SNOW (CM) 08117 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.5753, expected range: 0.0000 11.0558
BUFR LAND SYNOP SNOW (CM) 14118 : out of range
Severe: rms_fgdepar=19.6770, expected range: -3.8495 5.5363
BUFR LAND SYNOP SNOW (CM) 47058 : out of range
Severe: avg_fgdepar=99.3267, expected range: 97.3707 100.6562
Severe: rms_fgdepar=99.3267, expected range: 97.3728 100.6568
BUFR LAND SYNOP SNOW (CM) 13278 : out of range
Severe: rms_fgdepar=25.8477, expected range: -0.0283 0.0350
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8636, expected range: -28.0892 8.2052
Severely_persistent: rms_fgdepar=14.8636, expected range: 0.0000 24.2179
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.0747, expected range: -18.4540 -10.5416
Severely_persistent: rms_fgdepar=15.4893, expected range: 10.6172 18.5877
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2580, expected range: -23.0745 21.9899
Severely_persistent: rms_fgdepar=12.4134, expected range: 0.0000 18.5898
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.2485, expected range: -20.0733 1.3619
Severely_persistent: rms_fgdepar=18.2509, expected range: 0.0000 20.1838
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=19.6812, expected range: 10.4372 21.7843
Severely_persistent: rms_fgdepar=19.6812, expected range: 10.6713 21.7259
LAND TEMP 2M TEMPERATURE (K) 91348 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3445, expected range: -32.2318 16.2135
Severely_persistent: rms_fgdepar=16.3445, expected range: 0.0000 28.2967
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.3846, expected range: -26.6947 10.4130
Severely_persistent: rms_fgdepar=15.4302, expected range: 0.0000 22.7034
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3827, expected range: -23.1724 21.9498
Severely_persistent: rms_fgdepar=12.5342, expected range: 0.0000 18.7056
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.2985, expected range: -20.1233 1.3119
Severely_persistent: rms_fgdepar=18.3009, expected range: 0.0000 20.2358
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71911 : out of range
Severe: avg_fgdepar=12.7670, expected range: -7.2896 6.3221
Severe: rms_fgdepar=12.8274, expected range: 0.0000 6.8597
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71565 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1784, expected range: -14.5855 4.9630
Severe: rms_fgdepar=12.5699, expected range: 0.0000 14.3389
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38932 : out of range
Severe: rms_fgdepar=10.0113, expected range: 0.0000 5.6860
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22217 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.9845, expected range: 0.0000 3.7151
MANUAL LAND SYNOP 2M TEMPERATURE (K) 61627 : out of range
Severe: rms_fgdepar=10.9380, expected range: 0.4654 5.0530
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36877 : out of range
Severe: rms_fgdepar=12.1731, expected range: 0.0000 9.7647
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36897 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.1769, expected range: -11.1247 5.5649
Severe: rms_fgdepar=15.1769, expected range: 0.0000 9.5446
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44218 : out of range
Severe: avg_fgdepar=-13.0476, expected range: -8.5008 0.7713
Severe: rms_fgdepar=13.0623, expected range: 0.0000 9.1565
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22648 : out of range
Severe: rms_fgdepar=11.6167, expected range: 0.0000 3.9574
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.9390, expected range: 0.0000 15.3056
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36899 : out of range
Severe: rms_fgdepar=10.5719, expected range: 1.8343 6.3081
METAR 2M TEMPERATURE (K) UUOK : out of range
Severe: rms_fgdepar=10.1275, expected range: 0.0000 3.5828
METAR 2M TEMPERATURE (K) EDDM : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7134, expected range: 0.0000 5.5289
METAR 2M TEMPERATURE (K) LIMV : out of range
Severe: avg_fgdepar=16.7105, expected range: -3.2520 9.2766
Severe: rms_fgdepar=16.7105, expected range: 0.0000 9.4751
METAR 2M TEMPERATURE (K) VECX : out of range
Severe: avg_fgdepar=-13.1722, expected range: -14.0112 -2.0584
Severe: rms_fgdepar=13.4305, expected range: 2.8237 14.1064
BUFR LAND SYNOP 2M TEMPERATURE (K) 71911 : out of range
Severe: avg_fgdepar=12.6527, expected range: -7.5553 6.6493
Severe: rms_fgdepar=12.7296, expected range: 0.0000 7.4247
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
Severe: avg_fgdepar=13.0503, expected range: -5.9469 11.2586
Severe: rms_fgdepar=13.0503, expected range: 0.0000 11.0347
BUFR LAND SYNOP 2M TEMPERATURE (K) 71565 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1813, expected range: -14.6268 4.9165
Severe: rms_fgdepar=12.5678, expected range: 0.0000 14.3940
BUFR LAND SYNOP 2M TEMPERATURE (K) 22217 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0727, expected range: -3.9743 2.7417
Severe: rms_fgdepar=12.0832, expected range: 0.0000 3.7993
BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.1427, expected range: -10.2502 8.8449
Severe: rms_fgdepar=14.3400, expected range: -6.8226 10.9432
BUFR LAND SYNOP 2M TEMPERATURE (K) 36877 : out of range
Severe: rms_fgdepar=12.2150, expected range: 0.0000 9.8247
BUFR LAND SYNOP 2M TEMPERATURE (K) 44218 : out of range
Severe: avg_fgdepar=-12.3202, expected range: -8.7144 0.1382
Severe: rms_fgdepar=12.3724, expected range: 0.0000 9.2834
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7266, expected range: 0.0000 15.2180
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=403.0000, expected range: 450.0000 450.0000
rh2m
BUFR LAND SYNOP RH2M (%) 15014 : out of range
Severe: rms_fgdepar=31.9082, expected range: 0.0000 16.4980