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 a6d6fdf87261eade3535d7aad2d92f4aec306b00..19df70f265221c2ead5317596cb38a7e025f5a96 100644
--- a/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
+++ b/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
@@ -1,9 +1,9 @@
 client,count,name,year,url
-cern.zenodo,723,Zenodo,2013,https://zenodo.org/
+cern.zenodo,724,Zenodo,2013,https://zenodo.org/
 inist.sshade,469,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,155,DRYAD,2018,https://datadryad.org
+dryad.dryad,156,DRYAD,2018,https://datadryad.org
 inist.resif,78,Réseau sismologique et géodésique français,2014,https://www.resif.fr/
 inist.persyval,55,PERSYVAL-Lab : Pervasive Systems and Algorithms Lab,2016,
 rdg.prod,43,Recherche Data Gouv France,2022,https://recherche.data.gouv.fr/en
diff --git a/1-enrich-with-datacite/nb-dois.txt b/1-enrich-with-datacite/nb-dois.txt
index 8c1227045a6c13f99df77243b4bc3aa9fb736a8f..f55a6f7cd13519574073d80f604780d39fd679ca 100644
--- a/1-enrich-with-datacite/nb-dois.txt
+++ b/1-enrich-with-datacite/nb-dois.txt
@@ -1 +1 @@
-2105
\ No newline at end of file
+2107
\ 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 09b6cdb70e944dda125cd64c6cac62a43f21bfa3..a3a4e1f9fc866c78d49e7e2c52f0680988ff034e 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 04107e652ba7b61bc80f1191816e7fff6fa45e53..92e5992700f6e3b84fdbd865b041760d7ec08220 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 f1802c7294b302923b3ba10aee8915b2bce8bfd8..991157c447b40711664641880d8e99f222fb1606 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 df0a5af3df94348d1829f701c9a81311438224a7..62dbfcb7a27fc043ecdf779d68da988ec680fe08 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 e3aef01af361363174035807ca9a0b0af827550d..e6dbe3972a1379fc32d7f0ea38dd8e206f9c4053 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 5256ac171aad823c91ad0b761d9f9e215d1ca38b..009cdb0a983664de498045f69064fed8bd2f3425 100644
--- a/dois-uga.csv
+++ b/dois-uga.csv
@@ -6012,3 +6012,18 @@ The calculations were carried out using t4gpd (https://pypi.org/project/t4gpd/).
 10.34847/nkl.c9e92or4,"Taciti et C. Velleii Paterculi scripta quae exstant; recognita, emaculata. Additique commentarii copiosissimi et notae non antea editae Paris e typographia Petri Chevalier, in monte diui Hilarii - II-0705",NAKALA - https://nakala.fr (Huma-Num - CNRS),2020,,Image,,,api,True,findable,0,0,0,0,0,2023-01-30T09:25:06.000Z,2023-01-30T09:25:06.000Z,inist.humanum,jbru,,,['53932108 Bytes'],['image/tiff']
 10.5281/zenodo.10794760,NeoGeographyToolkit/StereoPipeline: 2024-03-07-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,0,0,0,0,0,2024-03-07T17:47:37.000Z,2024-03-07T17:47:38.000Z,cern.zenodo,cern,,,,
 10.34847/nkl.b1cb3arm,"Taciti et C. Velleii Paterculi scripta quae exstant; recognita, emaculata. Additique commentarii copiosissimi et notae non antea editae Paris e typographia Petri Chevalier, in monte diui Hilarii - II-0689",NAKALA - https://nakala.fr (Huma-Num - CNRS),2020,,Image,,,api,True,findable,0,0,0,0,0,2023-01-17T17:24:40.000Z,2023-01-17T17:24:41.000Z,inist.humanum,jbru,,,['52872938 Bytes'],['image/tiff']
+10.5061/dryad.83bk3jb0h,Land use and land cover scenarios for the Maurienne valley (French Alps) at 2085 horizon produced using CLUMPY model,Dryad,2024,en,Dataset,Creative Commons Zero v1.0 Universal,"We built three contrasted future LULC scenarios from 2020 to 2085 with the
+ CLUMPY model (Mazy and Longaretti, 2022). The CLUMPY model is an
+ innovative model of land use and land cover change comprising a
+ calibration-estimation module separate from a non-biased allocation
+ module. It is calibrated by using time series of past LULC maps (Mazy and
+ Longaretti, 2022). The model then calculates transition probabilities for
+ each LULC class according to relevant spatial explanatory variables. Next,
+ the model can produce maps of future LULC distributions according to
+ information it learned during the calibration-estimation phase. This model
+ has the benefits of being easy to use, proposing nonbiased allocation
+ methods and producing scenarios of future LULC change either by adjusting
+ manually the matrix of LULC transitions probabilities (used for the
+ 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,,,,