Table 12 provides a summary of the menu options in the WDQMS web tool menu bar when “upper-air” and “availability” are selected (for Near-real-time NWP monitoring module and Monitoring category, respectively). The generated maps display the availability performance for each station, highlighting differences in reporting performance as well as issues related to the station metadata recorded in OSCAR/Surface. Regarding the 6-hourly periods, the reporting performances focus on the existence and completeness of the radiosonde report, i.e., if in the report all three variables - temperature, wind and humidity - are available above 100 hPa (information of both layers, Trop and Stra, section 2.2). This is described by the following categories: not reporting during the period (black); incomplete launch due to missing variable(s) and incomplete launch due to missing layer(s) (orange and red, respectively); complete launch (green). In the daily option, the reporting performances are divided into the following categories: not reporting during the period (black); reporting with some completeness issues (orange), meaning variable(s) and/or layer missing; reporting but with some availability issues, meaning totals below expected (red); fully reporting, no issues (green).  The metadata issues flagged are the following: station ID not known to OSCAR/Surface (yellow); station reporting more than expected (pink). Clicking on a dot on the map shows a pop-up with detailed information about the station data availability over the selected period. For the 6-hourly periods, details of the observations received such as Layer, Variable and observation type (TAC or the new high resolution BUFR reports) and status (used / not used, “used” meaning that at least one level/variable was assimilated) are provided. Clicking on “Time series” will show the percentage of completeness of each radiosonde sounding during a 30-day period. For the daily option, the total number of received observation reports during the selected interval is provided, as well as information about the completeness of those reports and the number of expected reports according to OSCAR/Surface or the GBON draft provisions. Clicking on “Time series” opens up a screen with a chart containing the daily availability over time (30 days), namely the time series with the total number of received observations during the selected interval/variable as well as the number of expected observations according to OSCAR/Surface or the GBON draft provisions (options in the “Baseline” menu).


Table 12 - Thistable summarises the content of WDQMS web tool views when monitoring the availability of upper-air land observations in the NWP monitoring module (near-real-time NWP: upper-air; Monitoring category: availability) are selected.

Period

Monitoring Centre

Maps

Pop-up window

        Individual station 

Time series (30 days)

Individual station

6 hourly

(00, 06, 12,18 UTC)

DWD

ECMWF

JMA 

NCEP

Availability & Completeness according to OSCAR/Surface 

♣ Details about the individual observations received for the selected Centre during the period: Layer, Variable, Observation type and Status.

(Link to OSCAR/Surface)

♣ Percentage of completeness according to selected Centre:

     full (100%);

     missing variable(s) (<100%);

     missing layer (50%).

All 

Best result of availability & completeness OSCAR/Surface 

♣ Details about the individual observations received for all the Centres during the period: Layer, Variable, Observation type and Status.

(Link to OSCAR/Surface)

♣ Percentage of completeness according to all Centre:

    full (100%);

    missing variable(s) (<100%);

    missing layer (50%).

Daily

DWD

ECMWF

JMA 

NCEP

Availability performance index:

OSCAR/Surface  or GBON 

Number of observations received from selected Centre and information about the completeness of those observation reports.

Number of observations expected according to OSCAR/Surface or GBON

  (Link to OSCAR/Surface)

Number of observations received from selected Centre

Number of observations expected according to OSCAR/Surface or GBON

All 

Best availability performance index:

OSCAR/Surface  or GBON 

Number of observations received from all Centres and information about the completeness of those observation reports.

Number of observations expected according to OSCAR/Surface or GBON

  (Link to OSCAR/Surface)

Number of received observations from all Centres

Number of expected observations expected according to OSCAR/Surface or GBON


The options available on WDQMS web tool control menu when we select to monitor the “quality” (as Monitoring category) of “upper-air” (in near-real-time NWP monitoring module) are described in the Table 13.  By selecting the date, time period, monitoring centre and variable, a map will show how the observing network meets the NWP requirements set for the selected variable. The generated map is based on the root mean square error (rmse, section 3.2) calculated for the period and variable of interest. It shows the stations whose observations are considered useful for NWP purposes (greenish dots), and highlights the major anomalies regarding stations with observations that deviate from the model forecasts quite significantly (orange and red dots) and exceed the limits set as “threshold” requirements  (Table 7).  Clicking on a dot on the map displays a pop-up with a summary of the statistics used to describe the quality of the observations from that station over the selected period. As the quality information is split into two layers (Trop and Stra), we choose to display on the map the worse result of the two. In this way, any quality issue localised in the vertical will be more easily spotted. Moreover, clicking on “Time series” on each pop-up window will display 30-day time series of various statistics (bias and standard deviation for the individual monitoring centre view and rmse for the combined performance report) for the selected interval/variable and atmospheric layer (Table 14). 


Table 13 -This table summarises the content of WDQMS web tool views when the options to monitor the quality of  upper-air land observations in the NWP monitoring module (near-real-time NWP: upper-air; Monitoring category: quality) are selected.

Period

Variable

Monitoring Centre

Map

Pop-up window

        Individual station

6 hourly

(00, 06, 12,18 UTC)

upper-air temperature

upper-air zonal wind

upper-air meridional wind

upper-air humidity

DWD

ECMWF

JMA 

NCEP

rmse of O-B variable profile

rmse of O-B for the selected period, variable and Centre calculated for both layers: Trop and Stra.

upper-air temperature

upper-air zonal wind

upper-air meridional wind

upper-air humidity

All 

Best rmse of O-B variable profile

rmse of O-B for all Centres calculated for both layers, Trop and Stra, based on the selected period and  variable.


Daily

upper-air temperature

upper-air zonal wind

upper-air meridional wind

upper-air humidity

DWD

ECMWF

JMA 

NCEP

rmse of O-B variable profiles 

rmse of O-B for the selected period, variable and Centre for both layers: Trop and Stra. 

upper-air temperature

upper-air zonal wind

upper-air meridional wind

upper-air humidity

All 

Best rmse of Centres  

rmse of O-B for all Centres calculated for both layers, Trop and Stra based on selected period and variable. 


Table 14 - This table complements the information in Table 13, including a detailed description of the time series content provided by WDQMS web tool views when the options “upper-air” and “quality” are selected on NWP monitoring module of WDQMS web tool (i.e., near-real-time NWP: upper-air; Monitoring category: quality).

Period

Variable

Monitoring Centre

Time series (30 days)

        Individual station

6 hourly

(00, 06, 12,18 UTC)

upper-air temperature

upper-air zonal wind

upper-air meridional wind

upper-air humidity

DWD

ECMWF

JMA 

NCEP

For each sounding/variable and selected Centre:

average of O-B departures over Troposphere (layer from surface up to 100hPa)

standard deviation of O-B departures over Troposphere

average of O-B departures over Stratosphere (layer above 100hPa)

standard deviation of O-B departures over Stratosphere. 

upper-air temperature

upper-air zonal wind

upper-air meridional wind

upper-air humidity

All 

rmse of O-B for all Centres calculated over the selected period and variable for layers: Trop and Stra.


Daily

upper-air temperature

upper-air zonal wind

upper-air meridional wind

upper-air humidity

DWD

ECMWF

JMA 

NCEP

For each variable and selected Centre:

daily average of O-B departures averaged over Troposphere (layer from surface up to 100hPa)

daily average of standard deviation of O-B departures over Troposphere

daily average of O-B departures averaged over Stratosphere (layer above 100hPa)

daily average of standard deviation of O-B departures over Stratosphere. 

upper-air temperature

upper-air zonal wind

upper-air meridional wind

upper-air humidity


All 

rmse of O-B for all Centres calculated over the selected period and variable for layers: Trop and Stra.