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@@ -16,9 +16,10 @@ The OBS application is currently being developed as a set of scripts (written in
 5. `graph_mod_obs.py` - python-script to run an internal self-control in calculating differences between observed and modelled data for locations of synoptical stations 
 6. `synop_stats.sh` - bash-script to run (addtional `bash`, `fortran`, `python` scripts) calculating/producing:
 - (i) rank histograms for all synop stations for 00, 06, 12 and 18 UTCs (with `produce_rank_histograms_all_stations.sh`, using `rank_histograms_one_station.f95` and `sql/import` with `odb_api`), 
-- (ii) standard plots for each synop station (with `produce_standard_plots_all_stations.sh` using `plot_quantiles_rankhist.py` and  `sql` with `oadb_api`; see an example of such plot ![Semantic description of image](FIGSEXAMPLES/standard_plot_39_126736_202001-202012_python.png "Image Title 1"), and 
-- (iii) summary rank histograms for all stations (`summary_rank_histograms_all_stations.sh` using `rank_histogram_summary_statistics.f95`, `plot_p_values_map.py`, `plot_rank_hist_sum_all_stations.py` and `sql` with `odb_api`; see examples of such plots ![Semantic description of image](FIGSEXAMPLES/p-value_map_39_202001-202012.png "Image Title 2") and ![Semantic description of image](FIGSEXAMPLES/rank-hist-sumstats_39_202001-202012.png "Image Title 3")). 
+- (ii) standard plots for each synop station (with `produce_standard_plots_all_stations.sh` using `plot_quantiles_rankhist.py` and  `sql` with `oadb_api`; see an example of such plot in Figure 1), and 
+- (iii) summary rank histograms for all stations (`summary_rank_histograms_all_stations.sh` using `rank_histogram_summary_statistics.f95`, `plot_p_values_map.py`, `plot_rank_hist_sum_all_stations.py` and `sql` with `odb_api`; see examples of such plots in Figures 2 and 3). 
 - Note, needed input includes: list of synop stations with geographical coordinates, modelled data at stations coordinates, pre-computed quantiles as a function of time of year and rank histogram bootstrap mean square deviation (MSD) values. 
+ - [Semantic description of image](FIGSEXAMPLES/destine_obs_synop_figs "Plots for 2 m air temperature ")
 
 # Disclaimers
 The OBS package is in a developement phase by the University of Helsinki team, led by Heikki Järvinen (heikki.j.jarvinen@helsinki.fi). The team includes also Jouni Räisänen (jouni.raisanen@helsinki.fi), Lauri Tuppi (lauri.tuppi@helsinki.fi), Madeleine Ekblom (madeleine.ekblom@helsinki.fi), and Alexander Mahura (alexander.mahura@helsinki.fi). Some features are still not implemented and you may expect bugs. For feedback and issue reporting, feel free to open an issue in: https://earth.bsc.es/gitlab/digital-twins/de_340/obs/-/issues