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. 2021 Aug 12;11:16384. doi: 10.1038/s41598-021-92927-0

Table 8.

Obs_diag_output.nc files contain variables with a dimension (“copy”), which organizes the statistics of the contents of the observation sequence files (obs_seq_final). They are ordered in that file according to the CopyMetaData variable. Bold text highlights statistics which are displayed in the Diags_NTrS_YYYY-MM.tgz files. Further details can be found in the DART software package; /your_DART/assimilation_code/programs/obs_diag/threed_sphere/obs_diag.html.

Variable Description Use(s)
Nposs Number of observations available Helps assess the assimilation health
Nused Number of observations assimilated Helps assess the assimilation health
NbigQC Number of obs rejected due to flag from observation provider
NbadIZ Number of excessive innovation Z scores
NbadUV Number of unmatched U/V wind pairs Can reveal problems with the input observation files
NbadLV Number of obs excluded above the top, below the bottom Provides context for Nused and Nposs
rmse Root mean square error Shows the noisiness of the difference of the ensemble mean estimates from the observations. Provides context for other statistics.
bias Average difference of the mean estimates from the observations Reveals model and/or observation type biases
spread Combined spreads from ensemble estimates of all observations Focus on ensembles, or remove from total spread to see observation error
totalspread Combined ensemble spread and observation error of all observations Provides context for RMSE, bias, and assimilation health
NbadDARTQC Number of observations not assimilated due to DART criteria Total observations that failed DART’s quality control checks
observation Average value of the actual observations in the region + time span Compare against the ensemble mean
ens_mean Average value of the ensemble mean estimates of the observations
N_trusted Number of observations designated as ’trusted’ These will be assimilated regardless of how different they are from the ensemble estimate.
N_DARTqc_0 Number of observations given DART QC 0 This number were assimilated
N_DARTqc_1 Number given DART QC 1 Only evaluated, not assimilated, following namelist instructions
N_DARTqc_2 Number given DART QC 2 Posterior forward operator failed after prior QC = 1
N_DARTqc_3 Number given DART QC 3 Posterior forward operator failed after prior QC = 4
N_DARTqc_4 Number given DART QC 4 Model estimates of observations could not be calculated
N_DARTqc_5 Number given DART QC 5 DART’s namelists prevented assimilation
N_DARTqc_6 Number given DART QC 6 Prior forward operator failed
N_DARTqc_7 Number given DART QC 7 Observations were too far from the ensemble means
N_DARTqc_8 Number given DART QC 8 DART failed to convert the observations’ vertical coordinates