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 73fa0d8cc9a60e44449a63abda9a6e435181e338..b0cdd281a9d3cb6ba22eb71dc238927737b9d0f1 100644
--- a/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
+++ b/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
@@ -1,5 +1,5 @@
 client,count,name,year,url
-cern.zenodo,830,Zenodo,2013,https://zenodo.org/
+cern.zenodo,831,Zenodo,2013,https://zenodo.org/
 inist.sshade,505,Solid Spectroscopy Hosting Architecture of Databases and Expertise,2019,https://www.sshade.eu/
 figshare.ars,373,figshare Academic Research System,2016,http://figshare.com/
 inist.osug,238,Observatoire des Sciences de l'Univers de Grenoble,2014,http://doi.osug.fr
diff --git a/1-enrich-with-datacite/nb-dois.txt b/1-enrich-with-datacite/nb-dois.txt
index d85c25f9d2b24a38090ef9c7c67f75f37029d9fd..40fb1919898f01cc61320d76631f9689fd054f5f 100644
--- a/1-enrich-with-datacite/nb-dois.txt
+++ b/1-enrich-with-datacite/nb-dois.txt
@@ -1 +1 @@
-2547
\ No newline at end of file
+2548
\ 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 af4b354774a81ddcd209bab9ae65e343a100ca87..0aaeb263f4484d1f71223dc67e8ce23dfc8b1f3e 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 75b39491696fdd9a770e085947514bd8cf91272f..4116d37cdd7b9595d39d6b34340bd9112d827550 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 96f202bd57ba830a34e0e17b37d8ceb87d873602..582978c53bb3c3dfaa67735d2f804494036fced1 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 b4769dcca235b9641316a8ecda301579f6bd9c22..6b5a87a64f5f784956e07bdf69d50dd73f467be7 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 bc9f896c1a738243efd88d2ae7de883835f60e60..3bac377287fd241893052e42746e5a632808df3e 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--last-500.csv b/dois-uga--last-500.csv
index c6de1f30f42e0ca9943c7e599358fd964739fd8d..071610081820d8c93bb39474eb904f47337e5f21 100644
--- a/dois-uga--last-500.csv
+++ b/dois-uga--last-500.csv
@@ -1,4 +1,5 @@
 doi,client,resourceTypeGeneral,created,publisher,rights,sizes
+10.5281/zenodo.14036011,cern.zenodo,Dataset,2024-12-31,Zenodo,Creative Commons Attribution 4.0 International,
 10.6084/m9.figshare.c.7602799,figshare.ars,Collection,2024-12-29,figshare,Creative Commons Attribution 4.0 International,
 10.6084/m9.figshare.28104922,figshare.ars,Text,2024-12-29,figshare,Creative Commons Attribution 4.0 International,['4584520 Bytes']
 10.6084/m9.figshare.28104919,figshare.ars,Dataset,2024-12-29,figshare,Creative Commons Attribution 4.0 International,['9431088 Bytes']
@@ -35,8 +36,8 @@ doi,client,resourceTypeGeneral,created,publisher,rights,sizes
 10.5061/dryad.280gb5mvx,dryad.dryad,Dataset,2024-12-09,Dryad,Creative Commons Zero v1.0 Universal,['12624044 bytes']
 10.5281/zenodo.14280087,cern.zenodo,Dataset,2024-12-08,Zenodo,Creative Commons Attribution 4.0 International,
 10.5281/zenodo.14291987,cern.zenodo,Software,2024-12-07,Zenodo,MIT License,
-10.6084/m9.figshare.27958021,figshare.ars,Text,2024-12-04,figshare,Creative Commons Attribution 4.0 International,['149756 Bytes']
 10.6084/m9.figshare.c.7569397,figshare.ars,Collection,2024-12-04,figshare,Creative Commons Attribution 4.0 International,
+10.6084/m9.figshare.27958021,figshare.ars,Text,2024-12-04,figshare,Creative Commons Attribution 4.0 International,['149756 Bytes']
 10.6084/m9.figshare.27958018,figshare.ars,Text,2024-12-04,figshare,Creative Commons Attribution 4.0 International,['369386 Bytes']
 10.6084/m9.figshare.c.7569352,figshare.ars,Collection,2024-12-04,figshare,Creative Commons Attribution 4.0 International,
 10.6084/m9.figshare.27957940,figshare.ars,Text,2024-12-04,figshare,Creative Commons Attribution 4.0 International,['18680 Bytes']
@@ -151,8 +152,8 @@ doi,client,resourceTypeGeneral,created,publisher,rights,sizes
 10.6084/m9.figshare.27012151,figshare.ars,Text,2024-09-13,figshare,Creative Commons Attribution 4.0 International,['450818 Bytes']
 10.6084/m9.figshare.c.7447186,figshare.ars,Collection,2024-09-13,figshare,Creative Commons Attribution 4.0 International,
 10.5281/zenodo.13748961,cern.zenodo,Text,2024-09-11,Zenodo,"Creative Commons Attribution 4.0 International,Creative Commons Attribution Share Alike 4.0 International",
-10.6084/m9.figshare.26985715,figshare.ars,Text,2024-09-11,figshare,Creative Commons Attribution 4.0 International,['25284 Bytes']
 10.6084/m9.figshare.c.6585842,figshare.ars,Collection,2024-09-11,figshare,Creative Commons Attribution 4.0 International,
+10.6084/m9.figshare.26985715,figshare.ars,Text,2024-09-11,figshare,Creative Commons Attribution 4.0 International,['25284 Bytes']
 10.5281/zenodo.13745070,cern.zenodo,Dataset,2024-09-11,Zenodo,Creative Commons Attribution 4.0 International,
 10.26302/sshade/experiment_zed_20240701_01,inist.sshade,Dataset,2024-09-11,SSHADE/DAYSY (OSUG Data Center),"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.",['14 spectra']
 10.5281/zenodo.11108225,cern.zenodo,Dataset,2024-09-08,Zenodo,Creative Commons Attribution 4.0 International,
@@ -270,10 +271,10 @@ doi,client,resourceTypeGeneral,created,publisher,rights,sizes
 10.6084/m9.figshare.26585829,figshare.ars,Text,2024-08-13,figshare,Creative Commons Attribution 4.0 International,['279842 Bytes']
 10.6084/m9.figshare.26585826,figshare.ars,Text,2024-08-13,figshare,Creative Commons Attribution 4.0 International,['105007 Bytes']
 10.6084/m9.figshare.26585823,figshare.ars,Text,2024-08-13,figshare,Creative Commons Attribution 4.0 International,['11099 Bytes']
-10.6084/m9.figshare.26577821,figshare.ars,Dataset,2024-08-13,figshare,Creative Commons Attribution 4.0 International,['56397 Bytes']
 10.6084/m9.figshare.c.6596504,figshare.ars,Collection,2024-08-13,figshare,Creative Commons Attribution 4.0 International,
-10.6084/m9.figshare.c.6586928,figshare.ars,Collection,2024-08-13,figshare,Creative Commons Attribution 4.0 International,
+10.6084/m9.figshare.26577821,figshare.ars,Dataset,2024-08-13,figshare,Creative Commons Attribution 4.0 International,['56397 Bytes']
 10.6084/m9.figshare.26567603,figshare.ars,Text,2024-08-13,figshare,Creative Commons Attribution 4.0 International,['360541 Bytes']
+10.6084/m9.figshare.c.6586928,figshare.ars,Collection,2024-08-13,figshare,Creative Commons Attribution 4.0 International,
 10.15778/resif.z42022,inist.resif,Dataset,2024-08-12,RESIF - Réseau Sismologique et géodésique Français,,"['98 stations, 280Go (miniseed format)']"
 10.12686/eshm20-output,ethz.sed,Dataset,2024-08-12,EFEHR (European Facilities of Earthquake Hazard and Risk),Creative Commons Attribution 4.0 International,['529MB']
 10.5281/zenodo.7447726,cern.zenodo,Dataset,2024-08-12,Zenodo,Creative Commons Attribution 4.0 International,
@@ -498,4 +499,3 @@ doi,client,resourceTypeGeneral,created,publisher,rights,sizes
 10.60527/ndaf-te24,fmsh.prod,Other,2024-03-06,"Univ. Grenoble Alpes, GRESEC",,
 10.60527/ds89-6j10,fmsh.prod,Audiovisual,2024-03-06,"Univ. Grenoble Alpes, GRESEC",Droit commun de la propriété intellectuelle,
 10.60527/fpa9-1718,fmsh.prod,Other,2024-03-06,"Univ. Grenoble Alpes, GRESEC",,
-10.60527/zxn9-6b90,fmsh.prod,Audiovisual,2024-03-06,"Univ. Grenoble Alpes, GRESEC",Droit commun de la propriété intellectuelle,
diff --git a/dois-uga.csv b/dois-uga.csv
index 73a00d2ad209dfea733d65e730a2999226627fa3..913089f17e2cfcaaa31b88679cef416509163db3 100644
--- a/dois-uga.csv
+++ b/dois-uga.csv
@@ -12141,3 +12141,4 @@ La soutenance a donné lieu à l'obtention du titre de Docteur de l'Université
 10.5281/zenodo.10926005,Julia constitutive model integration replication files,Zenodo,2024,en,Dataset,Creative Commons Attribution 4.0 International,"These files allow the user to check that their local version of Julia and the codes provided in the repository at https://github.com/nickcollins-craft/julia_constitutive_model_integration have successfully performed the integration and bifurcation analysis of a Cosserat Breakage Mechanics model. Each file is labelled with the integrator (h² or hyperplastic), the load condition (constant volume or constant confining stress) and whether it is an integration result (containing the mechanical information such as stresses and strains) or a localisation result (the wavelength corresponding to the largest value of the Lyapunov exponent, and a Boolean vector stating whether localisation has occurred or not). The files are in the jld2 format, which is read by Julia using the JLD2 and FileIO packages.",api,True,findable,0,0,0,0,0,2024-04-04T11:30:17.000Z,2024-04-04T11:30:17.000Z,cern.zenodo,cern,Solid mechanics,"[{'subject': 'Solid mechanics', 'subjectScheme': 'EuroSciVoc'}]",,,,,['HasVersion'],"[['IsVersionOf', '10.5281/zenodo.10926005']]"
 10.5281/zenodo.14562024,"Codes: Comparing an idealized deterministic-stochastic model (SUP model, version 1) of the tide-and-wind driven sea surface currents in the Gulf of Trieste to HF Radar observations",Zenodo,2024,en,Model,Creative Commons Attribution 4.0 International,,api,True,findable,0,0,0,0,0,2024-12-27T12:24:46.000Z,2024-12-27T12:24:47.000Z,cern.zenodo,cern,"Oceanography,FOS: Earth and related environmental sciences,Model","[{'subject': 'Oceanography', 'subjectScheme': 'MeSH'}, {'subject': 'FOS: Earth and related environmental sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Model', 'subjectScheme': 'GEMET'}]",,,,,"['IsDescribedBy', 'HasVersion']","[['IsVersionOf', '10.5281/zenodo.14562024']]"
 10.6084/m9.figshare.28104919,Additional file 3 of Aseismic deformation within fold-and-thrust belts: example from the Tsengwen River section of southwest Taiwan,figshare,2024,,Dataset,Creative Commons Attribution 4.0 International,Additional file 3.,mds,True,findable,0,0,0,1,0,2024-12-29T04:21:33.000Z,2024-12-29T04:21:34.000Z,figshare.ars,otjm,"Geology,FOS: Earth and related environmental sciences","[{'subject': 'Geology'}, {'subject': 'FOS: Earth and related environmental sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}]",['9431088 Bytes'],,,,['IsSupplementTo'],
+10.5281/zenodo.14036011,Information for training Empathi models and performing extra analyses,Zenodo,2024,en,Dataset,Creative Commons Attribution 4.0 International,Information pertaining to the data used to train EMPATHI models and for supplementary analyses.,api,True,findable,0,0,0,0,0,2024-12-31T19:05:37.000Z,2024-12-31T19:05:37.000Z,cern.zenodo,cern,"Empathi,phages,Functional annotation","[{'subject': 'Empathi'}, {'subject': 'phages'}, {'subject': 'Functional annotation'}]",,,,,['HasVersion'],"[['IsVersionOf', '10.5281/zenodo.14036011']]"