diff --git a/_data/epiverse_contributors.csv b/_data/epiverse_contributors.csv
index 5545a982..34cbc6f9 100644
--- a/_data/epiverse_contributors.csv
+++ b/_data/epiverse_contributors.csv
@@ -1,6 +1,6 @@
 "logins","type","repo","avatar"
-"actions-user","code","blueprints, cfr, cleanepi, climateR0, ColOpenData, datatagr, epichains, epidemics, epiparameter, epiparameterDashboard, episoap, epiverse, etstats, finalsize, hex-stickers, iraca, linelist, llm-guidance, numberize, packagetemplate, quickfit, readepi, scenarios, simulist, sivirep, superspreading, tracetheme, vaccineff","https://avatars.githubusercontent.com/u/65916846?v=4"
-"adamkucharski","code, issue_authors",".github, cfr, climateR0, epi-training-kit, epichains, epidemics, epiparameter, episoap, epiverse-trace.github.io, epiversetheme, finalsize, howto, llm-guidance, quickfit, readepi, scenarios, Severity_methods_assessment, simulist, sivirep, superspreading","https://avatars.githubusercontent.com/u/8329046?v=4"
+"actions-user","code","blueprints, cfr, cleanepi, climateR0, ColOpenData, datatagr, epichains, epidemics, epiparameter, epiparameterDashboard, epiparameterDB, episoap, epiverse, etstats, finalsize, hex-stickers, iraca, linelist, llm-guidance, numberize, packagetemplate, quickfit, readepi, scenarios, simulist, sivirep, superspreading, tracetheme, vaccineff","https://avatars.githubusercontent.com/u/65916846?v=4"
+"adamkucharski","code, issue_authors",".github, cfr, climateR0, epi-training-kit, epichains, epidemics, epiparameter, episoap, epiverse-trace.github.io, epiversetheme, finalsize, howto, llm-guidance, quickfit, readepi, scenarios, serofoi, Severity_methods_assessment, simulist, sivirep, superspreading, tutorials-late","https://avatars.githubusercontent.com/u/8329046?v=4"
 "alejandrocs98","issue_authors","epiCo","https://avatars.githubusercontent.com/u/87541159?u=af9888be17ba9616ae9c9d218e693dc39e1513cc&v=4"
 "amanda-minter","code","tutorials, tutorials-early, tutorials-late, tutorials-middle","https://avatars.githubusercontent.com/u/19464496?v=4"
 "andresmore","code","sivirep","https://avatars.githubusercontent.com/u/2692503?v=4"
@@ -57,7 +57,7 @@
 "jlessler","issue_authors","epiparameter","https://avatars.githubusercontent.com/u/4983095?v=4"
 "johanaatorress","issue_authors","epiCo","https://avatars.githubusercontent.com/u/148384716?v=4"
 "josejbocanegra","code","shinyapps-tracelac","https://avatars.githubusercontent.com/u/22149464?v=4"
-"joshwlambert","code, issue_authors, issue_contributors",".github, blueprints, cfr, cleanepi, climateR0, epichains, epiCo, epidemics, epiparameter, episoap, epiverse-trace.github.io, finalsize, hex-stickers, linelist, packagetemplate, quickfit, simulist, superspreading, tracetheme, tutorials","https://avatars.githubusercontent.com/u/46606402?v=4"
+"joshwlambert","code, issue_authors, issue_contributors",".github, blueprints, cfr, cleanepi, climateR0, epichains, epiCo, epidemics, epiparameter, epiparameterDB, episoap, epiverse-trace.github.io, finalsize, hex-stickers, linelist, packagetemplate, quickfit, simulist, superspreading, tracetheme, tutorials","https://avatars.githubusercontent.com/u/46606402?v=4"
 "Joskerus","code","epi-training-kit, epimodelac, epitkit","https://avatars.githubusercontent.com/u/98434743?v=4"
 "jpavlich","code","blueprints, packagetemplate, serofoi, sivirep, vaccineff","https://avatars.githubusercontent.com/u/1485744?v=4"
 "juan-umana","code, issue_authors","blueprints, epiCo, epiverse-trace.github.io","https://avatars.githubusercontent.com/u/64109621?u=b4097abb1d092e3a1e217c6d69a02a27aad5608e&v=4"