diff --git a/1-enrich-with-datacite/all_datacite_clients_for_uga.csv b/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
index 19df70f265221c2ead5317596cb38a7e025f5a96..04a335fdca0bb09a961ae9ddc096810bfbaace36 100644
--- a/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
+++ b/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
@@ -1,6 +1,6 @@
 client,count,name,year,url
-cern.zenodo,724,Zenodo,2013,https://zenodo.org/
-inist.sshade,469,Solid Spectroscopy Hosting Architecture of Databases and Expertise,2019,https://www.sshade.eu/
+cern.zenodo,725,Zenodo,2013,https://zenodo.org/
+inist.sshade,470,Solid Spectroscopy Hosting Architecture of Databases and Expertise,2019,https://www.sshade.eu/
 inist.osug,238,Observatoire des Sciences de l'Univers de Grenoble,2014,http://doi.osug.fr
 figshare.ars,232,figshare Academic Research System,2016,http://figshare.com/
 dryad.dryad,156,DRYAD,2018,https://datadryad.org
diff --git a/1-enrich-with-datacite/nb-dois.txt b/1-enrich-with-datacite/nb-dois.txt
index f55a6f7cd13519574073d80f604780d39fd679ca..99027d1ffc8de24d89190c2237b52eb2d788309d 100644
--- a/1-enrich-with-datacite/nb-dois.txt
+++ b/1-enrich-with-datacite/nb-dois.txt
@@ -1 +1 @@
-2107
\ No newline at end of file
+2109
\ No newline at end of file
diff --git a/2-produce-graph/hist-evol-datasets-per-repo.png b/2-produce-graph/hist-evol-datasets-per-repo.png
index a3a4e1f9fc866c78d49e7e2c52f0680988ff034e..5db9ba0d72a021352af2425b9e0f5dbafda2d84d 100644
Binary files a/2-produce-graph/hist-evol-datasets-per-repo.png and b/2-produce-graph/hist-evol-datasets-per-repo.png differ
diff --git a/2-produce-graph/hist-last-datasets-by-client.png b/2-produce-graph/hist-last-datasets-by-client.png
index 92e5992700f6e3b84fdbd865b041760d7ec08220..b2f7c64dceb2bbd88049e3d80196bfdfbf3d0d4d 100644
Binary files a/2-produce-graph/hist-last-datasets-by-client.png and b/2-produce-graph/hist-last-datasets-by-client.png differ
diff --git a/2-produce-graph/hist-quantity-year-type.png b/2-produce-graph/hist-quantity-year-type.png
index 991157c447b40711664641880d8e99f222fb1606..c0129e21767c2651a2edbc33d3d38d5d7e710c76 100644
Binary files a/2-produce-graph/hist-quantity-year-type.png and b/2-produce-graph/hist-quantity-year-type.png differ
diff --git a/2-produce-graph/pie--datacite-client.png b/2-produce-graph/pie--datacite-client.png
index 62dbfcb7a27fc043ecdf779d68da988ec680fe08..0893645b3d4cc6bcaa96da9c9648c1edd5d65b5f 100644
Binary files a/2-produce-graph/pie--datacite-client.png and b/2-produce-graph/pie--datacite-client.png differ
diff --git a/2-produce-graph/pie--datacite-type.png b/2-produce-graph/pie--datacite-type.png
index e6dbe3972a1379fc32d7f0ea38dd8e206f9c4053..fcf81716fc042efb65b1adb68d9d3024febefe1f 100644
Binary files a/2-produce-graph/pie--datacite-type.png and b/2-produce-graph/pie--datacite-type.png differ
diff --git a/dois-uga.csv b/dois-uga.csv
index 009cdb0a983664de498045f69064fed8bd2f3425..28781605e93bae288dcbc2d21e66ebc94f37c847 100644
--- a/dois-uga.csv
+++ b/dois-uga.csv
@@ -6027,3 +6027,5 @@ The calculations were carried out using t4gpd (https://pypi.org/project/t4gpd/).
  Conservation and Tourism scenarios) or by training the model on specific
  areas of the past time series (only used for the Conservation scenario).",mds,True,findable,0,0,0,0,0,2024-03-08T13:28:51.000Z,2024-03-08T13:28:52.000Z,dryad.dryad,dryad,"LULC,modelling,Alps,scenarios,FOS: Earth and related environmental sciences,FOS: Earth and related environmental sciences","[{'subject': 'LULC'}, {'subject': 'modelling'}, {'subject': 'Alps'}, {'subject': 'scenarios'}, {'subject': 'FOS: Earth and related environmental sciences', 'subjectScheme': 'fos'}, {'subject': 'FOS: Earth and related environmental sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}]",['307008659 bytes'],
 10.5281/zenodo.10801510,NeoGeographyToolkit/StereoPipeline: 2024-03-10-daily-build,Zenodo,2024,,Software,Creative Commons Attribution 4.0 International,Recent additions log: https://stereopipeline.readthedocs.io/en/latest/news.html,api,True,findable,0,0,0,1,0,2024-03-10T09:19:59.000Z,2024-03-10T09:19:59.000Z,cern.zenodo,cern,,,,
+10.5281/zenodo.10803259,NeoGeographyToolkit/StereoPipeline: 2024-03-11-daily-build,Zenodo,2024,,Software,Creative Commons Attribution 4.0 International,Recent additions log: https://stereopipeline.readthedocs.io/en/latest/news.html,api,True,findable,0,0,0,1,0,2024-03-11T08:22:07.000Z,2024-03-11T08:22:07.000Z,cern.zenodo,cern,,,,
+10.26302/sshade/experiment_jf_20201104_001,"Visible near infrared spectra of salt crusts in Andean Salars, Chile",SSHADE/Mirabelle (OSUG Data Center),2021,en,Dataset,"Any use of downloaded SSHADE data in a scientific or technical paper or a presentation is free but you should cite both SSHADE and the used data in the text ( 'first author' et al., year) with its full reference (with its DOI) in the main reference section of the paper (or in a special 'data citation' section) and, when available, the original paper(s) presenting the data.","Visible near infrared spectra of sulfates and chlorides salt crusts in Andean Salars, Chile",mds,True,findable,0,0,2,0,0,2024-03-11T18:37:50.000Z,2024-03-11T18:37:50.000Z,inist.sshade,mgeg,"field measurement,biconical reflection,macroscopic,Vis,Visible,NIR,Near-Infrared,reflectance factor,Halite,Albite,Anhydrite,Ankerite,Gypsum,Sylvite,Aragonite,Pinnoite,Quartz,Dolomite,Ulexite,Thenardite,Nobleite,Glauberite,Anorthite,Bassanite,Calcite,Quartz_alpha,Blodite,Natron,Mirabilite,mineral,natural terrestrial,halide,tektosilicate,sulfate,carbonate,borate","[{'subject': 'field measurement', 'subjectScheme': 'main'}, {'subject': 'biconical reflection', 'subjectScheme': 'main'}, {'subject': 'macroscopic', 'subjectScheme': 'main'}, {'subject': 'Vis', 'subjectScheme': 'variables'}, {'subject': 'Visible', 'subjectScheme': 'variables'}, {'subject': 'NIR', 'subjectScheme': 'variables'}, {'subject': 'Near-Infrared', 'subjectScheme': 'variables'}, {'subject': 'reflectance factor', 'subjectScheme': 'variables'}, {'subject': 'Halite', 'subjectScheme': 'name'}, {'subject': 'Albite', 'subjectScheme': 'name'}, {'subject': 'Anhydrite', 'subjectScheme': 'name'}, {'subject': 'Ankerite', 'subjectScheme': 'name'}, {'subject': 'Gypsum', 'subjectScheme': 'name'}, {'subject': 'Sylvite', 'subjectScheme': 'name'}, {'subject': 'Aragonite', 'subjectScheme': 'name'}, {'subject': 'Pinnoite', 'subjectScheme': 'name'}, {'subject': 'Quartz', 'subjectScheme': 'name'}, {'subject': 'Dolomite', 'subjectScheme': 'name'}, {'subject': 'Ulexite', 'subjectScheme': 'name'}, {'subject': 'Thenardite', 'subjectScheme': 'name'}, {'subject': 'Nobleite', 'subjectScheme': 'name'}, {'subject': 'Glauberite', 'subjectScheme': 'name'}, {'subject': 'Anorthite', 'subjectScheme': 'name'}, {'subject': 'Bassanite', 'subjectScheme': 'name'}, {'subject': 'Calcite', 'subjectScheme': 'name'}, {'subject': 'Quartz_alpha', 'subjectScheme': 'name'}, {'subject': 'Blodite', 'subjectScheme': 'name'}, {'subject': 'Natron', 'subjectScheme': 'name'}, {'subject': 'Mirabilite', 'subjectScheme': 'name'}, {'subject': 'mineral', 'subjectScheme': 'family'}, {'subject': 'natural terrestrial', 'subjectScheme': 'origin'}, {'subject': 'halide', 'subjectScheme': 'compound type'}, {'subject': 'tektosilicate', 'subjectScheme': 'compound type'}, {'subject': 'sulfate', 'subjectScheme': 'compound type'}, {'subject': 'carbonate', 'subjectScheme': 'compound type'}, {'subject': 'borate', 'subjectScheme': 'compound type'}]",['18 spectra'],['ASCII']