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 2c684df412de1085edab3ecb521eeced55e057df..0ac452a8dc5c2d8593278443ab71c982a0a4e213 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,729,Zenodo,2013,https://zenodo.org/
+cern.zenodo,738,Zenodo,2013,https://zenodo.org/
 inist.sshade,479,Solid Spectroscopy Hosting Architecture of Databases and Expertise,2019,https://www.sshade.eu/
 figshare.ars,260,figshare Academic Research System,2016,http://figshare.com/
 inist.osug,238,Observatoire des Sciences de l'Univers de Grenoble,2014,http://doi.osug.fr
-dryad.dryad,160,DRYAD,2018,https://datadryad.org
+dryad.dryad,161,DRYAD,2018,https://datadryad.org
 inist.resif,91,Réseau sismologique et géodésique français,2014,https://www.resif.fr/
 inist.humanum,58,NAKALA,2020,https://nakala.fr
 rdg.prod,57,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 5ed88a623879ea38c4b8ad586a186efba96f7fea..cf548ec489e56015fa9c0738bb68c609eac2028d 100644
--- a/1-enrich-with-datacite/nb-dois.txt
+++ b/1-enrich-with-datacite/nb-dois.txt
@@ -1 +1 @@
-2209
\ No newline at end of file
+2219
\ 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 f78ab5e89496d9437ed80d747fbd5fe1b028d5dd..db7092daf898c6c5a4989f706db19bc9e792ce54 100644
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diff --git a/2-produce-graph/hist-last-datasets-by-client.png b/2-produce-graph/hist-last-datasets-by-client.png
index a85e57d3938f650f55796219435375ba66976bc5..d6a21fd54aebec4ab1bc6e5d7cd2442c4f82a27f 100644
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diff --git a/2-produce-graph/hist-quantity-year-type.png b/2-produce-graph/hist-quantity-year-type.png
index eb5529b0ccef3e9e86ac9077706ed2205e85c088..c43b26d72a6a58ec606636b4386511b3b498ca2f 100644
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diff --git a/2-produce-graph/pie--datacite-client.png b/2-produce-graph/pie--datacite-client.png
index 599737f9bc9491be64899c7aa0e531b3ac19adee..b7f9f87752dd78bba7a10fbc4b50cc22be705231 100644
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diff --git a/2-produce-graph/pie--datacite-type.png b/2-produce-graph/pie--datacite-type.png
index e52dda5a06e51f1f18807160ef6e48b2b44fea3c..fb5234399e22386293d2dd79f3c4e2ba933e00b0 100644
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diff --git a/dois-uga.csv b/dois-uga.csv
index e3351b7127a097654176b13016fadce06ae0f4c0..b7e764ea029ad47dfc57308e5e7f03e2e66cc40c 100644
--- a/dois-uga.csv
+++ b/dois-uga.csv
@@ -10206,3 +10206,33 @@ Acknowledgements
 
 Computational resources and consultations were provided by the Vinicna Microscopy Core Facility co-financed by the Czech-BioImaging large RI project LM2023050. Additional computational resources were provided by the e-INFRA CZ project (ID:90254), supported by the Ministry of Education, Youth and Sports of the Czech Republic.",api,True,findable,0,0,0,1,1,2024-07-26T09:37:51.000Z,2024-07-26T09:37:51.000Z,cern.zenodo,cern,,,,,,,"['IsSupplementTo', 'HasVersion']",
 10.57745/gbynan,Données sur la Fabrication en WAAM Aluminium lors d'un Asservissement Thermique,Recherche Data Gouv,2024,,Dataset,,"Le jeu de donnée contient les donnée deux deux cylindres réalisés en WAAM Aluminium. Ces données sont utilisées dans les travaux de thèse : Asservissement thermique du procédé Wire Arc Additive Manufacturing : vers un asservissement des procédés Direct Energy Deposition Les données ici sont les données brutes obtenues durant la campagne expérimentale, ou deux cylindres sont fabriqués, l'un avec l'asservissement proposé durant les travaux de thèse et l'un en boucle ouverte. Le dossier contient : - les données brutes de chaque expérience : - Un document récapitulant la manière dont sont obtenues les données. Pour chaque expérience, il y a : - les images - le scan 3D de la pièce ayant permis d'obtenir les images - l'extraction de la largeur du cylindre à partir de la méthode - une vidéo du bain de fusion de toute la fabrication",mds,True,findable,4,0,0,0,0,2024-07-14T15:02:14.000Z,2024-07-26T08:26:33.000Z,rdg.prod,rdg,,,,,,,['HasPart'],
+10.5281/zenodo.13194009,Figure 2 in sOilFauna - a global synthesis effort on the drivers of soil macrofauna communities and functioning,Zenodo,2024,,Image,Creative Commons Attribution 4.0 International,Figure 2. Main hypotheses of soil biodiversity drivers. Adapted from (Calderón-Sanou et al. 2022).,api,True,findable,0,0,0,0,0,2024-08-03T09:59:25.000Z,2024-08-03T09:59:25.000Z,cern.zenodo,cern,"Biodiversity,Taxonomy","[{'subject': 'Biodiversity'}, {'subject': 'Taxonomy'}]",,,,,"['IsPartOf', 'IsPartOf', 'HasVersion']","[['IsVersionOf', '10.5281/zenodo.13194009']]"
+10.5281/zenodo.13189236,Fig. 1 in Are gastrointestinal parasites associated with the cyclic population dynamics of their arctic lemming hosts?,Zenodo,2019,,Image,Creative Commons Attribution 4.0 International,"Fig. 1. Collared lemming densities (individuals per ha) at the three sites in Northeast Greenland (HOC: Hochstetter Forland, ZAC: Zackenberg, KVP: Karupelv Valley) during 2010–2014.",api,True,findable,0,0,0,0,0,2024-08-03T07:20:34.000Z,2024-08-03T07:20:34.000Z,cern.zenodo,cern,"Biodiversity,Taxonomy","[{'subject': 'Biodiversity'}, {'subject': 'Taxonomy'}]",,,,,"['IsPartOf', 'IsPartOf', 'HasVersion']","[['IsVersionOf', '10.5281/zenodo.13189236']]"
+10.5281/zenodo.13189238,Fig. 3 in Are gastrointestinal parasites associated with the cyclic population dynamics of their arctic lemming hosts?,Zenodo,2019,,Image,Creative Commons Attribution 4.0 International,"Fig. 3. Eimerian faecal prevalence in adult collared lemming droppings according the phase of the lemming cycle, in three sites in Northeast Greenland (HOC: Hochstetter Forland, ZAC: Zackenberg, KVP: Karupelv Valley). Numbers above bars give the sample size and error bars show standard errors (estimated as in Fig. 2). Significance tested from odds ratios (see §3.3 in Results).",api,True,findable,0,0,0,0,0,2024-08-03T07:20:35.000Z,2024-08-03T07:20:35.000Z,cern.zenodo,cern,"Biodiversity,Taxonomy","[{'subject': 'Biodiversity'}, {'subject': 'Taxonomy'}]",,,,,"['IsPartOf', 'IsPartOf', 'HasVersion']","[['IsVersionOf', '10.5281/zenodo.13189238']]"
+10.5281/zenodo.13194007,Figure 1 in sOilFauna - a global synthesis effort on the drivers of soil macrofauna communities and functioning,Zenodo,2024,,Image,Creative Commons Attribution 4.0 International,Figure 1. Location of the transects in the present version of the MACROFAUNA database (A) Map of the data (B) Location of the data in relation to the biomes.,api,True,findable,0,0,0,0,0,2024-08-03T09:59:22.000Z,2024-08-03T09:59:23.000Z,cern.zenodo,cern,"Biodiversity,Taxonomy","[{'subject': 'Biodiversity'}, {'subject': 'Taxonomy'}]",,,,,"['IsPartOf', 'IsPartOf', 'HasVersion']","[['IsVersionOf', '10.5281/zenodo.13194007']]"
+10.5061/dryad.wdbrv15xr,Vegetation structure and climate shape mountain arthropod distributions across trophic levels,Dryad,2024,en,Dataset,Creative Commons Zero v1.0 Universal,"Arthropods play a vital role in ecosystems, yet their distributions remain
+ poorly understood, particularly in mountainous regions. This study delves
+ into the modeling of the distribution of 31 foliar arthropod genera in the
+ French Alps, using a comprehensive approach encompassing multi-trophic
+ sampling, community DNA metabarcoding, and random forest models. The
+ results underscore the significant importance of vegetation structure,
+ such as herbaceous vegetation density, and forest density and
+ heterogeneity, along with climate, in shaping the distributions of most
+ arthropods. These responses to environmental gradients are consistent
+ across trophic groups, with the exception of nectarivores, whose
+ distributions are more sensitive to landscape structure and water
+ availability. By leveraging community DNA metabarcoding, this study sheds
+ light on the understudied drivers of arthropod distributions, emphasizing
+ the importance of modeling across diverse trophic groups to anticipate
+ arthropod responses to global change.",mds,True,findable,0,0,0,0,0,2024-08-02T15:16:08.000Z,2024-08-02T15:16:09.000Z,dryad.dryad,dryad,"bulk DNA metabarcoding,diets,French Alps,Insects,random forest,Species distribution model,FOS: Biological sciences,FOS: Biological sciences","[{'subject': 'bulk DNA metabarcoding'}, {'subject': 'diets'}, {'subject': 'French Alps'}, {'subject': 'Insects', 'schemeUri': 'https://github.com/PLOS/plos-thesaurus', 'subjectScheme': 'PLOS Subject Area Thesaurus'}, {'subject': 'random forest'}, {'subject': 'Species distribution model'}, {'subject': 'FOS: Biological sciences', 'subjectScheme': 'fos'}, {'subject': 'FOS: Biological sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}]",['482590 bytes'],,,,,
+10.5281/zenodo.13135089,"Fig. 1 in Batracobdella leeches, environmental features and Hydromantes salamanders",Zenodo,2018,,Image,Creative Commons Attribution 4.0 International,"Fig. 1. Two adults of Batracobdella algira. (A) parasitizing Hydromantes flavus, (B) attached to a stone.",api,True,findable,0,0,0,0,0,2024-07-30T14:59:14.000Z,2024-07-30T14:59:15.000Z,cern.zenodo,cern,"Biodiversity,Taxonomy","[{'subject': 'Biodiversity'}, {'subject': 'Taxonomy'}]",,,,,"['IsPartOf', 'IsPartOf', 'IsPartOf', 'HasVersion']","[['IsVersionOf', '10.5281/zenodo.13135089']]"
+10.5281/zenodo.13135091,"Fig. 3 in Batracobdella leeches, environmental features and Hydromantes salamanders",Zenodo,2018,,Image,Creative Commons Attribution 4.0 International,"Fig. 3. Distribution of studied sites for Hydromantes flavus. The map shows the altitude levels of the studied area; the polygon represents the whole distribution area of H. flavus. Yellow circles indicate sites where B. algira was not observed, while green squares indicate sites in which the leech was present. (For interpretation of the references to color in this figure legend, the reader is referred to the Web version of this article.)",api,True,findable,0,0,0,0,0,2024-07-30T14:59:16.000Z,2024-07-30T14:59:17.000Z,cern.zenodo,cern,"Biodiversity,Taxonomy","[{'subject': 'Biodiversity'}, {'subject': 'Taxonomy'}]",,,,,"['IsPartOf', 'IsPartOf', 'IsPartOf', 'HasVersion']","[['IsVersionOf', '10.5281/zenodo.13135091']]"
+10.5281/zenodo.13164857,Data file needed for star cluster setup in Phantom smoothed particle hydrodynamics and magnetohydrodynamics code,Zenodo,2024,,Dataset,Creative Commons Attribution 4.0 International,"** this file is automatically downloaded by Phantom when running the starcluster setup **
+
+This is a small ascii file containing positions and velocities of stars utilised in the ""starcluster"" configuration in the Phantom smoothed particle hydrodynamics and magnetohydrodynamics code (Price et al. 2018). It is used to set up a collection of N-body particles.
+
+The star cluster setup (and the data file) were written by Yann Bernard as part of his PhD thesis at Université Grenoble Alpes. The datafile is published here so it can be used in the automated code testing via github actions. 
+
+The columns are mass, position (x,y,z) and velocity (vx,vy,vz) for all of the stars in the simulation",api,True,findable,0,0,0,0,0,2024-08-02T07:57:10.000Z,2024-08-02T07:57:10.000Z,cern.zenodo,cern,,,,,,,['HasVersion'],"[['IsVersionOf', '10.5281/zenodo.13164857']]"
+10.5281/zenodo.13135087,"Fig. 2 in Batracobdella leeches, environmental features and Hydromantes salamanders",Zenodo,2018,,Image,Creative Commons Attribution 4.0 International,"Fig. 2. Boxplots showing BCI of Hydromantes. On left side (0) BCI of salamanders free from leeches, while on the right side (1) BCI of the parasitized salamanders.",api,True,findable,0,0,0,0,0,2024-07-30T14:59:13.000Z,2024-07-30T14:59:13.000Z,cern.zenodo,cern,"Biodiversity,Taxonomy","[{'subject': 'Biodiversity'}, {'subject': 'Taxonomy'}]",,,,,"['IsPartOf', 'IsPartOf', 'IsPartOf', 'HasVersion']","[['IsVersionOf', '10.5281/zenodo.13135087']]"
+10.5281/zenodo.13189234,Fig. 2 in Are gastrointestinal parasites associated with the cyclic population dynamics of their arctic lemming hosts?,Zenodo,2019,,Image,Creative Commons Attribution 4.0 International,"Fig. 2. Eimerian faecal prevalence in adult collared lemming droppings from three sites in Northeast Greenland (HOC: Hochstetter Forland, ZAC: Zackenberg, KVP: Karupelv Valley), during 2010–2014. Numbers above bars give the sampling size and error bars show standard errors (estimated as SE = sqrt [p·(1-p)/n]; with p being the prevalence).",api,True,findable,0,0,0,0,0,2024-08-03T07:20:35.000Z,2024-08-03T07:20:35.000Z,cern.zenodo,cern,"Biodiversity,Taxonomy","[{'subject': 'Biodiversity'}, {'subject': 'Taxonomy'}]",,,,,"['IsPartOf', 'IsPartOf', 'HasVersion']","[['IsVersionOf', '10.5281/zenodo.13189234']]"