diff --git a/hosts/voyager/services/jupyter.nix b/hosts/voyager/services/jupyter.nix
index f94437e..b27ca94 100644
--- a/hosts/voyager/services/jupyter.nix
+++ b/hosts/voyager/services/jupyter.nix
@@ -18,16 +18,38 @@ in {
     in
       readFile config.sops.secrets."jupyter/password".path;
 
+    /* kernels = { */
+      /* pythonDS = let */
+      /*   env = (pkgs.python310.withPackages (pythonPackages: with pythonPackages; [ */
+      /*     numpy */
+      /*     matplotlib */
+      /*     ipykernel */
+      /*   ])); */
+      /* in { */
+      /*   displayName = "Python for data science"; */
+      /*   argv = [ */
+      /*     "${env.interpreter}" */
+      /*     "-m" */
+      /*     "ipykernel_launcher" */
+      /*     "-f" */
+      /*     "{connection_file}" */
+      /*   ]; */
+      /*   language = "python"; */
+      /*   logo32 = "${env}/${env.sitePackages}/ipykernel/resources/logo-32x32.png"; */
+      /*   logo64 = "${env}/${env.sitePackages}/ipykernel/resources/logo-64x64.png"; */
+      /* }; */
+    /* }; */
     kernels = {
-      pythonDS = let
+      python3 = let
         env = (pkgs.python3.withPackages (pythonPackages: with pythonPackages; [
-          numpy
-          matplotlib
-          scipy
-          ipykernel
-        ]));
+                ipykernel
+                pandas
+                numpy
+                scipy
+                scikit-learn
+              ]));
       in {
-        displayName = "Python for data science";
+        displayName = "Python 3 for statistics";
         argv = [
           "${env.interpreter}"
           "-m"
@@ -98,6 +120,9 @@ in {
   };
 
   services.nginx.virtualHosts."jupyter.feal.no" = {
-    locations."/".proxyPass = "http://unix:/run/jupyter/jupyter.sock:/";
+    locations."/" = {
+      proxyPass = "http://unix:/run/jupyter/jupyter.sock:/";
+      proxyWebsockets = true;
+    };
   };
 }
diff --git a/secrets/voyager/voyager.yaml b/secrets/voyager/voyager.yaml
index 2c6595c..02b37e4 100644
--- a/secrets/voyager/voyager.yaml
+++ b/secrets/voyager/voyager.yaml
@@ -24,7 +24,7 @@ wireguard:
 vaultwarden:
     admintoken: ENC[AES256_GCM,data:mJDiu0tgJQmvmJcJMULmctJvPN6/uM9VaoigHOMFkve9Vd3IMrpDmyJq+ibLpul+hw4PlLARjRzOxdZVcX7AB+uOOOrypppOIfvYC6U=,iv:YcyYLEHeIsCchcEy+fOMiQi8Cgf24AwQDpL7fhogNEU=,tag:1SqpNvuPhfjYIjvvRV34/Q==,type:str]
 jupyter:
-    password: ENC[AES256_GCM,data:eTcjhRphz+2+QAPIPh/H4Dy3SK5bhUVTMkg=,iv:I+fdFG/zNqCj5Wl2H+qJb/eIfjrWmu2fUsxITBMM2N8=,tag:Vim/Fepf/Q67hjUJlXIkbg==,type:str]
+    password: ENC[AES256_GCM,data:MYnrNSesZn97ArnrGS6nHMnSSmDpBCk4/H6zJx1O+M8tjm2SWf25Pk1HcRzdJ5nUyPvMmoaJ0zAdptZYMiGmh2p4emaEbSOerxhEKyrFnuaS3PZRBgEUBAMQ3r0FNwUFNQ+e711t2fHD,iv:gZkwZwFJCn/oSIanNaOhpTZNG9qVvtRlO8f8KvuDR08=,tag:cXvFwQRhd24mcidMOki2Qg==,type:str]
 sops:
     kms: []
     gcp_kms: []
@@ -58,8 +58,8 @@ sops:
             NENEM2VLRDBzTWM0ckdPVThaeE0xL2MKTAvsDKgaoj0Fz9CoNbP6s1kROlDbbXtB
             4rFRGN+WZJrBioz5nN4kR7mVFKa4w6z6Pu3D5WLyK7UQQkZJ64avdw==
             -----END AGE ENCRYPTED FILE-----
-    lastmodified: "2023-09-18T11:59:23Z"
-    mac: ENC[AES256_GCM,data:dTejNchI4iKODArCaotXwVkLmjm+mt0u9KOajj1MBAUQ31p+0r5v3smrOO6ZdlCn4t+F8C8F//pnTw/zr8TSRYFbwMaJtDpPn5Dl/ZNuHmWgEM1JN/1obA6kfGaj5LVM01DhfzD5MGU9s3gSA9SjdRB4I1iT33nuO6xGIXgESn8=,iv:8isU2ZBSKqsmSZMRgebuP17o/tWSiq+nSmN5QyAAwPM=,tag:GVwlBmvvo5s7y3CIvyGi4Q==,type:str]
+    lastmodified: "2023-09-18T12:45:40Z"
+    mac: ENC[AES256_GCM,data:UfB8zJR4ijFPrm9942XL1uSPCN9wGSM/eEFyT/zEgtUkS8+y8pnRcMrDHBxxgB261us4XLL7lN3gxviPtlHJ3HpoftjRanmRdmyHkeWc3XTPNWHzAsWI9psLWAYOZGympY8nOoFnhgY3WaatMhETs/xB1rIH4k2C8mU3XwsnKhw=,iv:F29buZyeDQgmdZ7BEnpUvXkKcRwIhNvpNq9TJL9pDtk=,tag:b5bh1ATX6bbcboBnpeWApQ==,type:str]
     pgp: []
     unencrypted_suffix: _unencrypted
     version: 3.7.3