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 4b799ce5f564c36a6803128f87e321f00bfdb937..c4232bcdcfda62fc0051c5fcbe844ecfcc8ce262 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,725,Zenodo,2013,https://zenodo.org/
-inist.sshade,476,Solid Spectroscopy Hosting Architecture of Databases and Expertise,2019,https://www.sshade.eu/
+cern.zenodo,728,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
@@ -13,7 +13,7 @@ mcdy.dohrmi,12,dggv-e-publications,2020,https://www.dggv.de/publikationen/dggv-e
 figshare.sage,6,figshare SAGE Publications,2018,
 iris.iris,5,Incorporated Research Institutions for Seismology,2018,http://www.iris.edu/hq/
 tib.gfzbib,3,GFZpublic,2011,https://gfzpublic.gfz-potsdam.de
-tib.repod,3,RepOD,2015,
+tib.repod,3,RepOD,2015,https://repod.icm.edu.pl/
 vqpf.dris,3,Direction des ressources et de l'information scientifique,2021,
 ugraz.unipub,2,unipub,2019,http://unipub.uni-graz.at
 bl.nerc,2,NERC Environmental Data Service,2011,https://eds.ukri.org
diff --git a/1-enrich-with-datacite/nb-dois.txt b/1-enrich-with-datacite/nb-dois.txt
index e654209c28219fd888235a4a5ad7fe38e9a0f2e2..a6ae6d7888b55c89e37d6790dbb5d31db765f159 100644
--- a/1-enrich-with-datacite/nb-dois.txt
+++ b/1-enrich-with-datacite/nb-dois.txt
@@ -1 +1 @@
-2200
\ No newline at end of file
+2206
\ 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 bdd623b8662d2175bd7bc396775524c57a4b5fd6..80f3576e220cd29346125260af27901d4bb76ed1 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 0d38b6761e9f0d764a1d8fee98ba5355535f9b7d..dc86207927521124aa12f2f82d1d6ed59a177c2a 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 351a0d8da535ac700a04e774f795975409f6c61a..64a742ef297c7d9cda81d6cfa2ba4c10af67af84 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 60eca24b8020adebf700b162ff47b14c982ab5a9..6d83e75dfe7ec3cb1c322d922c20c84fef647e61 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 1934ec6c09009d6747ab30a0ae922a3cac54545b..51e781f8f91847c14fe6d39c3c6115b726ac0add 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 16ceca15ceaae71531f5880a81173d156ff3ad34..12ab7e8249fe178e8fb8e2b7d3acfb1bb212c4c3 100644
--- a/dois-uga.csv
+++ b/dois-uga.csv
@@ -10064,3 +10064,23 @@ Contact: L. Börger (lboerger@igg.uni-bonn.de)",api,True,findable,0,0,0,0,0,2024
 10.15778/resif.z42023,"Post-seismic deployment following the La Laigne, Ml4.9 earthquake that occurred on Friday June 16 in western France, France (RESIF-SISMOB)",RESIF - Réseau Sismologique et géodésique Français,2024,,Dataset,"Open Access,Creative Commons Attribution 4.0 International","Post-seismic deployment following the La Laigne, Ml 4.9 earthquake that occurred on Friday June 16 in western France.",fabrica,True,findable,0,0,0,1,0,2024-07-12T11:15:18.000Z,2024-07-12T11:16:08.000Z,inist.resif,vcob,"La Laigne Ml4.9 earthquake,La Laigne 2023-06-16,Seismicity France,Post seismicity,Broadband seismology,Dense networks,Nodes,Seismicity","[{'subject': 'La Laigne Ml4.9 earthquake'}, {'subject': 'La Laigne 2023-06-16'}, {'subject': 'Seismicity France'}, {'subject': 'Post seismicity'}, {'subject': 'Broadband seismology'}, {'subject': 'Dense networks'}, {'subject': 'Nodes'}, {'subject': 'Seismicity'}]","['21 stations, 163Go (miniseed format)']","['Miniseed data', 'stationXML metadata']",,,['IsCitedBy'],
 10.18709/perscido.2024.07.ds410,Thermochronology of the Pelvoux massif,PerSCiDO,2024,,Dataset,,"The repository contain U-Pb on apatite, zircon fission tracks and apatite fission tracks of the publication ""Thermochronology of the Western Alps (Pelvoux massif) reveals the long-term multiphase tectonic history of the European paleomargin."" of Boschetti et al., submitted in Tectonics",api,True,findable,0,0,0,0,0,2024-07-11T13:12:12.000Z,2024-07-11T13:12:12.000Z,inist.persyval,vcob,"Geology,FOS: Earth and related environmental sciences","[{'subject': 'Geology', 'subjectScheme': 'http://www.radar-projekt.org/display/Geological_Sciences'}, {'subject': 'FOS: Earth and related environmental sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}]",['10 Mo'],['Excel'],,,,
 10.15778/resif.1f2018,Dense nodal seismic array temporary experiment for monitoring of passive seismic noise from groundwater near Lyon (RESIF-SISMOB),RESIF - Réseau Sismologique et géodésique Français,2018,,Dataset,,"This experiment consists in the deployment of about 100 nodes deployed around the infiltration basin 5.2 (water catchment area of Crépieux-Charmy, France) during 19 days of acquisition then 100 nodes deployed around a water pumping structure (water catchment area of Crépieux-Charmy,France).",fabrica,True,findable,0,0,0,2,0,2024-07-12T16:58:30.000Z,2024-07-12T16:59:10.000Z,inist.resif,vcob,"Groundwater,Seismic noise,Velocity variation; infiltration basin,Infiltration basin,Water pumping","[{'subject': 'Groundwater'}, {'subject': 'Seismic noise'}, {'subject': 'Velocity variation; infiltration basin'}, {'subject': 'Infiltration basin'}, {'subject': 'Water pumping'}]","['198 stations, 409Go (miniseed format)']","['Miniseed data', 'stationXML metadata']",,,"['IsCitedBy', 'IsReferencedBy']",
+10.26302/sshade/experiment_op_20240717_002,Vis-NIR BRDF (principal plane) of Phobos regolith simulants OPPS and UTPS-TB,SSHADE/GhoSST (OSUG Data Center),2024,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.","Vis-NIR (0.6-3.6 µm) reflectance spectra (i=0-60°, az=0°, and phase angles from 5 to 130°) acquired with the SHADOWS instrument of mixtures of phyllosilicates, coals or carbon and other minerals used as a Phobos regolith simulant. Observatory of Paris Phobos Simulant OPPS (mixture of saponite, coals and olivine powders) and University of Tokyo Phobos Simulant, Tagish Lake based, UTPS-TB (powder mixture of serpentinite and other minerals)",mds,True,findable,0,0,0,0,0,2024-07-19T12:57:46.000Z,2024-07-19T12:57:46.000Z,inist.sshade,mgeg,"laboratory measurement,bidirectional reflection,macroscopic,Vis,Visible,NIR,Near-Infrared,reflectance factor,saponite,complex polyaromatic carbonaceous matter,Mg-rich serpentine phyllosilicates,olivine,pyroxene,chromite,Magnetite,Dolomite,Limestone,pyrrhotite,Pyrite,Pentlandite,Troilite,Carbon in unknown phase,mineral,carbonaceous,natural terrestrial,commercial,nesosilicate,None,phyllosilicate,inosilicate,oxide-hydroxide,carbonate,sulfide","[{'subject': 'laboratory measurement', 'subjectScheme': 'main'}, {'subject': 'bidirectional 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': 'saponite', 'subjectScheme': 'name'}, {'subject': 'complex polyaromatic carbonaceous matter', 'subjectScheme': 'name'}, {'subject': 'Mg-rich serpentine phyllosilicates', 'subjectScheme': 'name'}, {'subject': 'olivine', 'subjectScheme': 'name'}, {'subject': 'pyroxene', 'subjectScheme': 'name'}, {'subject': 'chromite', 'subjectScheme': 'name'}, {'subject': 'Magnetite', 'subjectScheme': 'name'}, {'subject': 'Dolomite', 'subjectScheme': 'name'}, {'subject': 'Limestone', 'subjectScheme': 'name'}, {'subject': 'pyrrhotite', 'subjectScheme': 'name'}, {'subject': 'Pyrite', 'subjectScheme': 'name'}, {'subject': 'Pentlandite', 'subjectScheme': 'name'}, {'subject': 'Troilite', 'subjectScheme': 'name'}, {'subject': 'Carbon in unknown phase', 'subjectScheme': 'name'}, {'subject': 'mineral', 'subjectScheme': 'family'}, {'subject': 'carbonaceous', 'subjectScheme': 'family'}, {'subject': 'natural terrestrial', 'subjectScheme': 'origin'}, {'subject': 'commercial', 'subjectScheme': 'origin'}, {'subject': 'nesosilicate', 'subjectScheme': 'compound type'}, {'subject': 'None', 'subjectScheme': 'compound type'}, {'subject': 'phyllosilicate', 'subjectScheme': 'compound type'}, {'subject': 'inosilicate', 'subjectScheme': 'compound type'}, {'subject': 'oxide-hydroxide', 'subjectScheme': 'compound type'}, {'subject': 'carbonate', 'subjectScheme': 'compound type'}, {'subject': 'sulfide', 'subjectScheme': 'compound type'}]",['80 spectra'],['ASCII'],,,"['IsPartOf', 'IsPartOf']",
+10.5281/zenodo.12742967,Data for prepare-ocean-param,Zenodo,2024,,Dataset,Creative Commons Attribution 4.0 International,,api,True,findable,0,0,0,0,0,2024-07-15T09:30:53.000Z,2024-07-15T09:30:53.000Z,cern.zenodo,cern,,,,,,,['HasVersion'],"[['IsVersionOf', '10.5281/zenodo.12742967']]"
+10.5281/zenodo.12774358,Models and code for estimating glacier erosion rate,Zenodo,2024,en,Model,Creative Commons Attribution 4.0 International,"To accompany a manuscript in review.
+
+Contents:
+
+
+
+Three elastic net regression models for predicting erosion rates from glaciers in different environments (land-terminating glaciers, marine-terminating glaciers, and surge-type glaciers) based on a suite of explanatory variables. Model objects are saved as .RDS files
+
+An R script detailing their training and use. The script also contains a function to produce bootstrap confidence and prediction intervals for the models. Script is an .R file",api,True,findable,0,0,0,0,0,2024-07-18T20:26:54.000Z,2024-07-18T20:26:55.000Z,cern.zenodo,cern,"Glaciology,Glacial geology","[{'subject': 'Glaciology', 'subjectScheme': 'EuroSciVoc'}, {'subject': 'Glacial geology', 'subjectScheme': 'EuroSciVoc'}]",,,,,['HasVersion'],"[['IsVersionOf', '10.5281/zenodo.12774358']]"
+10.26302/sshade/experiment_lb_20240713_001,"Vis-NIR reflectance spectra (i=0°, e=30°, az=0°) of Phobos simulants (silicates, organics, pure and mixed)",SSHADE/GhoSST (OSUG Data Center),2024,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.","Vis-NIR (0.6-4.2 µm) reflectance spectra (i=0°, e=30°, az=0°) acquired with the SHADOWS instrument of several mixtures and endmembers used as Phobos simulants",mds,True,findable,0,0,0,0,0,2024-07-16T15:12:30.000Z,2024-07-16T15:12:30.000Z,inist.sshade,mgeg,"laboratory measurement,bidirectional reflection,macroscopic,Vis,Visible,NIR,Near-Infrared,reflectance factor,biotite,antigorite,complex polyaromatic carbonaceous matter,olivine,nepheline,saponite,mineral,carbonaceous,solid,natural terrestrial,laboratory,phyllosilicate,None,nesosilicate,tektosilicate","[{'subject': 'laboratory measurement', 'subjectScheme': 'main'}, {'subject': 'bidirectional 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': 'biotite', 'subjectScheme': 'name'}, {'subject': 'antigorite', 'subjectScheme': 'name'}, {'subject': 'complex polyaromatic carbonaceous matter', 'subjectScheme': 'name'}, {'subject': 'olivine', 'subjectScheme': 'name'}, {'subject': 'nepheline', 'subjectScheme': 'name'}, {'subject': 'saponite', 'subjectScheme': 'name'}, {'subject': 'mineral', 'subjectScheme': 'family'}, {'subject': 'carbonaceous', 'subjectScheme': 'family'}, {'subject': 'solid', 'subjectScheme': 'family'}, {'subject': 'natural terrestrial', 'subjectScheme': 'origin'}, {'subject': 'laboratory', 'subjectScheme': 'origin'}, {'subject': 'phyllosilicate', 'subjectScheme': 'compound type'}, {'subject': 'None', 'subjectScheme': 'compound type'}, {'subject': 'nesosilicate', 'subjectScheme': 'compound type'}, {'subject': 'tektosilicate', 'subjectScheme': 'compound type'}]",['27 spectra'],['ASCII'],,,"['IsPartOf', 'IsPartOf']",
+10.26302/sshade/experiment_op_20240717_001,"NIR-MIR reflectance spectra (i=0°, e=30°, az=0°) of phyllosilicates and Phobos simulants (mixed silicates and coals)",SSHADE/GhoSST (OSUG Data Center),2024,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.","MIR (1.2-19.9 µm) reflectance spectra (i=0°, e=30°, az=0°) acquired with a biconical reflectance kit on a FTIR instrument of several mixtures and endmembers used as Phobos simulants",mds,True,findable,0,0,0,0,0,2024-07-17T14:48:52.000Z,2024-07-17T14:48:52.000Z,inist.sshade,mgeg,"laboratory measurement,transmission,macroscopic,NIR,Near-Infrared,MIR,Mid-Infrared,reflectance factor,biotite,antigorite,nepheline,saponite,complex polyaromatic carbonaceous matter,mineral,carbonaceous,natural terrestrial,phyllosilicate,tektosilicate,nesosilicate,None","[{'subject': 'laboratory measurement', 'subjectScheme': 'main'}, {'subject': 'transmission', 'subjectScheme': 'main'}, {'subject': 'macroscopic', 'subjectScheme': 'main'}, {'subject': 'NIR', 'subjectScheme': 'variables'}, {'subject': 'Near-Infrared', 'subjectScheme': 'variables'}, {'subject': 'MIR', 'subjectScheme': 'variables'}, {'subject': 'Mid-Infrared', 'subjectScheme': 'variables'}, {'subject': 'reflectance factor', 'subjectScheme': 'variables'}, {'subject': 'biotite', 'subjectScheme': 'name'}, {'subject': 'antigorite', 'subjectScheme': 'name'}, {'subject': 'nepheline', 'subjectScheme': 'name'}, {'subject': 'saponite', 'subjectScheme': 'name'}, {'subject': 'complex polyaromatic carbonaceous matter', 'subjectScheme': 'name'}, {'subject': 'mineral', 'subjectScheme': 'family'}, {'subject': 'carbonaceous', 'subjectScheme': 'family'}, {'subject': 'natural terrestrial', 'subjectScheme': 'origin'}, {'subject': 'phyllosilicate', 'subjectScheme': 'compound type'}, {'subject': 'tektosilicate', 'subjectScheme': 'compound type'}, {'subject': 'nesosilicate', 'subjectScheme': 'compound type'}, {'subject': 'None', 'subjectScheme': 'compound type'}]",['15 spectra'],['ASCII'],,,"['IsPartOf', 'IsPartOf']",
+10.5281/zenodo.12790568,Results: 3-D Intrinsic Attenuation Tomography using Ambient Seismic Noise: application to La Palma island (Canary Islands),Zenodo,2024,,Model,Creative Commons Attribution 4.0 International,"cc =  Empirical Green's Function
+
+Q = Intrinsic attenuation values for all the pairs of stations and for different frequencies.
+
+2Dmodels = 2D intrinsic attenuation maps for different frequencies
+
+1Dmodels = 1D depth intrinsic attenuation models",api,True,findable,0,0,0,0,1,2024-07-21T15:50:34.000Z,2024-07-21T15:50:34.000Z,cern.zenodo,cern,,,,,,,['HasVersion'],