diff --git a/.Rhistory b/.Rhistory
index 58b263e..567135b 100644
--- a/.Rhistory
+++ b/.Rhistory
@@ -1,15 +1,3 @@
-EDI_6=c(1:100),
-EDI_7=c(1:100),
-EDI_8=c(1:100))
-Data<-expand.grid(EB_1=c(50:100),
-EB_2=c(50:100),
-EB_3=c(50:100),
-EB_5=c(50:100),
-EB_6=c(50:100),
-EB_8=c(50:100),
-OBN_1=c(0:5),
-OBN_2=c(0:5),
-OBN_3=c(0:5),
 OBN_4=c(0:5),
 OBN_5=c(0:5),
 OBN_6=c(0:5),
@@ -510,3 +498,15 @@ library(Rolodex)
 profvis::profvis(print(Rolodex::run_app()))
 remove.packages("Rolodex")
 devtools::install_github("EwokOzwok/Rolodex")
+## code to prepare `data` dataset goes here
+data<-readxl::read_excel("data-raw/Rolodex.xlsx")
+usethis::use_data(data, overwrite = TRUE)
+library(Rolodex)
+run_app()
+library(Rolodex)
+library(Rolodex)
+run_app()
+library(Rolodex)
+run_app()
+remove.packages("Rolodex")
+devtools::install_github("EwokOzwok/Rolodex")
diff --git a/deploy/README b/deploy/README
index cc41214..b2534a0 100644
--- a/deploy/README
+++ b/deploy/README
@@ -1,4 +1,4 @@
 docker build -f Dockerfile_base --progress=plain -t rolodex_base .
 docker build -f Dockerfile --progress=plain -t rolodex:latest .
-docker run -p 3838:3838 rolodex:latest
-# then go to 127.0.0.1:3838
\ No newline at end of file
+docker run -p 80:80 rolodex:latest
+# then go to 127.0.0.1:80
\ No newline at end of file
diff --git a/deploy/Rolodex_1.0.0.2000.tar.gz b/deploy/Rolodex_1.0.0.2000.tar.gz
index 9430393..9e7a140 100644
Binary files a/deploy/Rolodex_1.0.0.2000.tar.gz and b/deploy/Rolodex_1.0.0.2000.tar.gz differ
diff --git a/deploy/slim.report.json b/deploy/slim.report.json
index f0121aa..ac0b141 100644
--- a/deploy/slim.report.json
+++ b/deploy/slim.report.json
@@ -21,7 +21,7 @@
   },
   "source_image": {
     "identity": {
-      "id": "sha256:dc0b6a9f2ee8ea76225f9ef71565261f4afb3c969e9669f44e6fe775bbbad3cc",
+      "id": "sha256:56de0c7185f6aa0cfdc8b8b917a2fb8ff632209a924017f8e650b05ed0dd2018",
       "tags": [
         "latest"
       ],
@@ -29,9 +29,9 @@
         "rolodex:latest"
       ]
     },
-    "size": 3941586851,
+    "size": 3941589878,
     "size_human": "3.9 GB",
-    "create_time": "2023-10-21T05:11:13Z",
+    "create_time": "2023-10-23T13:15:00Z",
     "docker_version": "",
     "architecture": "amd64",
     "exposed_ports": [
@@ -69,27 +69,27 @@
       "exe_path": ""
     }
   },
-  "minified_image_size": 486110444,
+  "minified_image_size": 486112607,
   "minified_image_size_human": "486 MB",
   "minified_image": "rolodex.slim",
   "minified_image_has_data": true,
-  "minified_by": 8.108418363872882,
-  "artifact_location": "/tmp/slim-state/.slim-state/images/dc0b6a9f2ee8ea76225f9ef71565261f4afb3c969e9669f44e6fe775bbbad3cc/artifacts",
+  "minified_by": 8.108388511717822,
+  "artifact_location": "/tmp/slim-state/.slim-state/images/56de0c7185f6aa0cfdc8b8b917a2fb8ff632209a924017f8e650b05ed0dd2018/artifacts",
   "container_report_name": "creport.json",
   "seccomp_profile_name": "rolodex-seccomp.json",
   "apparmor_profile_name": "rolodex-apparmor-profile",
   "image_stack": [
     {
       "is_top_image": true,
-      "id": "sha256:dc0b6a9f2ee8ea76225f9ef71565261f4afb3c969e9669f44e6fe775bbbad3cc",
+      "id": "sha256:56de0c7185f6aa0cfdc8b8b917a2fb8ff632209a924017f8e650b05ed0dd2018",
       "full_name": "rolodex:latest",
       "repo_name": "rolodex",
       "version_tag": "latest",
       "raw_tags": [
         "rolodex:latest"
       ],
-      "create_time": "2023-10-21T05:11:13Z",
-      "new_size": 3941586851,
+      "create_time": "2023-10-23T13:15:00Z",
+      "new_size": 3941589878,
       "new_size_human": "3.9 GB",
       "instructions": [
         {
@@ -104,7 +104,7 @@
           "command_all": "ARG RELEASE",
           "inst_set_time_bucket": "2023-06-05T13:00:00-04:00",
           "inst_set_time_index": 0,
-          "inst_set_time_reverse_index": 9
+          "inst_set_time_reverse_index": 10
         },
         {
           "type": "ARG",
@@ -118,7 +118,7 @@
           "command_all": "ARG LAUNCHPAD_BUILD_ARCH",
           "inst_set_time_bucket": "2023-06-05T13:00:00-04:00",
           "inst_set_time_index": 0,
-          "inst_set_time_reverse_index": 9
+          "inst_set_time_reverse_index": 10
         },
         {
           "type": "LABEL",
@@ -132,7 +132,7 @@
           "command_all": "LABEL org.opencontainers.image.ref.name=ubuntu",
           "inst_set_time_bucket": "2023-06-05T13:00:00-04:00",
           "inst_set_time_index": 0,
-          "inst_set_time_reverse_index": 9
+          "inst_set_time_reverse_index": 10
         },
         {
           "type": "LABEL",
@@ -146,7 +146,7 @@
           "command_all": "LABEL org.opencontainers.image.version=22.04",
           "inst_set_time_bucket": "2023-06-05T13:00:00-04:00",
           "inst_set_time_index": 0,
-          "inst_set_time_reverse_index": 9
+          "inst_set_time_reverse_index": 10
         },
         {
           "type": "ADD",
@@ -163,7 +163,7 @@
           "source_type": "file",
           "inst_set_time_bucket": "2023-06-05T13:00:00-04:00",
           "inst_set_time_index": 0,
-          "inst_set_time_reverse_index": 9
+          "inst_set_time_reverse_index": 10
         },
         {
           "type": "CMD",
@@ -178,7 +178,7 @@
           "command_all": "CMD [\"/bin/bash\"]\n",
           "inst_set_time_bucket": "2023-06-05T13:00:00-04:00",
           "inst_set_time_index": 0,
-          "inst_set_time_reverse_index": 9
+          "inst_set_time_reverse_index": 10
         },
         {
           "type": "LABEL",
@@ -194,7 +194,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:00:00-04:00",
           "inst_set_time_index": 1,
-          "inst_set_time_reverse_index": 8
+          "inst_set_time_reverse_index": 9
         },
         {
           "type": "ENV",
@@ -210,7 +210,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:00:00-04:00",
           "inst_set_time_index": 1,
-          "inst_set_time_reverse_index": 8
+          "inst_set_time_reverse_index": 9
         },
         {
           "type": "ENV",
@@ -226,7 +226,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:00:00-04:00",
           "inst_set_time_index": 1,
-          "inst_set_time_reverse_index": 8
+          "inst_set_time_reverse_index": 9
         },
         {
           "type": "ENV",
@@ -242,7 +242,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:00:00-04:00",
           "inst_set_time_index": 1,
-          "inst_set_time_reverse_index": 8
+          "inst_set_time_reverse_index": 9
         },
         {
           "type": "COPY",
@@ -259,7 +259,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:00:00-04:00",
           "inst_set_time_index": 1,
-          "inst_set_time_reverse_index": 8
+          "inst_set_time_reverse_index": 9
         },
         {
           "type": "RUN",
@@ -278,7 +278,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:15:00-04:00",
           "inst_set_time_index": 2,
-          "inst_set_time_reverse_index": 7
+          "inst_set_time_reverse_index": 8
         },
         {
           "type": "ENV",
@@ -294,7 +294,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:15:00-04:00",
           "inst_set_time_index": 2,
-          "inst_set_time_reverse_index": 7
+          "inst_set_time_reverse_index": 8
         },
         {
           "type": "ENV",
@@ -310,7 +310,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:15:00-04:00",
           "inst_set_time_index": 2,
-          "inst_set_time_reverse_index": 7
+          "inst_set_time_reverse_index": 8
         },
         {
           "type": "COPY",
@@ -327,7 +327,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:15:00-04:00",
           "inst_set_time_index": 2,
-          "inst_set_time_reverse_index": 7
+          "inst_set_time_reverse_index": 8
         },
         {
           "type": "RUN",
@@ -346,7 +346,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:30:00-04:00",
           "inst_set_time_index": 3,
-          "inst_set_time_reverse_index": 6
+          "inst_set_time_reverse_index": 7
         },
         {
           "type": "CMD",
@@ -363,7 +363,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T06:30:00-04:00",
           "inst_set_time_index": 3,
-          "inst_set_time_reverse_index": 6
+          "inst_set_time_reverse_index": 7
         },
         {
           "type": "LABEL",
@@ -379,7 +379,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "ENV",
@@ -395,7 +395,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "ENV",
@@ -411,7 +411,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "ENV",
@@ -427,7 +427,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "ENV",
@@ -443,7 +443,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "ENV",
@@ -459,7 +459,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "RUN",
@@ -478,7 +478,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "RUN",
@@ -497,7 +497,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "RUN",
@@ -516,7 +516,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "EXPOSE",
@@ -532,7 +532,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "CMD",
@@ -549,7 +549,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:15:00-04:00",
           "inst_set_time_index": 4,
-          "inst_set_time_reverse_index": 5
+          "inst_set_time_reverse_index": 6
         },
         {
           "type": "LABEL",
@@ -565,7 +565,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:30:00-04:00",
           "inst_set_time_index": 5,
-          "inst_set_time_reverse_index": 4
+          "inst_set_time_reverse_index": 5
         },
         {
           "type": "RUN",
@@ -584,7 +584,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:30:00-04:00",
           "inst_set_time_index": 5,
-          "inst_set_time_reverse_index": 4
+          "inst_set_time_reverse_index": 5
         },
         {
           "type": "LABEL",
@@ -600,7 +600,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:45:00-04:00",
           "inst_set_time_index": 6,
-          "inst_set_time_reverse_index": 3
+          "inst_set_time_reverse_index": 4
         },
         {
           "type": "ENV",
@@ -616,7 +616,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:45:00-04:00",
           "inst_set_time_index": 6,
-          "inst_set_time_reverse_index": 3
+          "inst_set_time_reverse_index": 4
         },
         {
           "type": "ENV",
@@ -632,7 +632,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:45:00-04:00",
           "inst_set_time_index": 6,
-          "inst_set_time_reverse_index": 3
+          "inst_set_time_reverse_index": 4
         },
         {
           "type": "RUN",
@@ -651,7 +651,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-06-16T09:45:00-04:00",
           "inst_set_time_index": 6,
-          "inst_set_time_reverse_index": 3
+          "inst_set_time_reverse_index": 4
         },
         {
           "type": "RUN",
@@ -672,7 +672,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-08-29T15:15:00-04:00",
           "inst_set_time_index": 7,
-          "inst_set_time_reverse_index": 2
+          "inst_set_time_reverse_index": 3
         },
         {
           "type": "RUN",
@@ -690,7 +690,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-08-29T15:15:00-04:00",
           "inst_set_time_index": 7,
-          "inst_set_time_reverse_index": 2
+          "inst_set_time_reverse_index": 3
         },
         {
           "type": "RUN",
@@ -709,7 +709,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-08-29T15:15:00-04:00",
           "inst_set_time_index": 7,
-          "inst_set_time_reverse_index": 2
+          "inst_set_time_reverse_index": 3
         },
         {
           "type": "RUN",
@@ -728,7 +728,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-08-29T15:15:00-04:00",
           "inst_set_time_index": 7,
-          "inst_set_time_reverse_index": 2
+          "inst_set_time_reverse_index": 3
         },
         {
           "type": "COPY",
@@ -745,7 +745,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-10-19T17:45:00-04:00",
           "inst_set_time_index": 8,
-          "inst_set_time_reverse_index": 1
+          "inst_set_time_reverse_index": 2
         },
         {
           "type": "RUN",
@@ -764,7 +764,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-10-19T17:45:00-04:00",
           "inst_set_time_index": 8,
-          "inst_set_time_reverse_index": 1
+          "inst_set_time_reverse_index": 2
         },
         {
           "type": "COPY",
@@ -781,7 +781,7 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-10-19T17:45:00-04:00",
           "inst_set_time_index": 8,
-          "inst_set_time_reverse_index": 1
+          "inst_set_time_reverse_index": 2
         },
         {
           "type": "RUN",
@@ -800,32 +800,32 @@
           "is_buildkit_instruction": true,
           "inst_set_time_bucket": "2023-10-19T17:45:00-04:00",
           "inst_set_time_index": 8,
-          "inst_set_time_reverse_index": 1
+          "inst_set_time_reverse_index": 2
         },
         {
           "type": "COPY",
-          "time": "2023-10-21T05:09:41Z",
+          "time": "2023-10-23T13:11:48Z",
           "is_nop": false,
           "local_image_exists": false,
           "layer_index": 0,
-          "size": 506762,
-          "size_human": "507 kB",
+          "size": 507626,
+          "size_human": "508 kB",
           "params": "Rolodex_*.tar.gz /app.tar.gz",
           "command_snippet": "COPY Rolodex_*.tar.gz /app.tar.gz",
           "command_all": "COPY Rolodex_*.tar.gz /app.tar.gz",
           "comment": "buildkit.dockerfile.v0",
           "is_buildkit_instruction": true,
-          "inst_set_time_bucket": "2023-10-21T01:00:00-04:00",
+          "inst_set_time_bucket": "2023-10-23T09:00:00-04:00",
           "inst_set_time_index": 9,
-          "inst_set_time_reverse_index": 0
+          "inst_set_time_reverse_index": 1
         },
         {
           "type": "RUN",
-          "time": "2023-10-21T05:11:12Z",
+          "time": "2023-10-23T13:14:59Z",
           "is_nop": false,
           "local_image_exists": false,
           "layer_index": 0,
-          "size": 58068865,
+          "size": 58071028,
           "size_human": "58 MB",
           "command_snippet": "RUN R -e 'remotes::install_github(\"EwokOzwok...",
           "command_all": "RUN R -e 'remotes::install_github(\"EwokOzwok/Rolodex\")'",
@@ -834,13 +834,13 @@
           ],
           "comment": "buildkit.dockerfile.v0",
           "is_buildkit_instruction": true,
-          "inst_set_time_bucket": "2023-10-21T01:00:00-04:00",
+          "inst_set_time_bucket": "2023-10-23T09:00:00-04:00",
           "inst_set_time_index": 9,
-          "inst_set_time_reverse_index": 0
+          "inst_set_time_reverse_index": 1
         },
         {
           "type": "RUN",
-          "time": "2023-10-21T05:11:13Z",
+          "time": "2023-10-23T13:15:00Z",
           "is_nop": false,
           "local_image_exists": false,
           "layer_index": 0,
@@ -852,13 +852,13 @@
           ],
           "comment": "buildkit.dockerfile.v0",
           "is_buildkit_instruction": true,
-          "inst_set_time_bucket": "2023-10-21T01:00:00-04:00",
-          "inst_set_time_index": 9,
+          "inst_set_time_bucket": "2023-10-23T09:15:00-04:00",
+          "inst_set_time_index": 10,
           "inst_set_time_reverse_index": 0
         },
         {
           "type": "EXPOSE",
-          "time": "2023-10-21T05:11:13Z",
+          "time": "2023-10-23T13:15:00Z",
           "is_nop": false,
           "local_image_exists": false,
           "layer_index": 0,
@@ -868,13 +868,13 @@
           "command_all": "EXPOSE 3838/tcp",
           "comment": "buildkit.dockerfile.v0",
           "is_buildkit_instruction": true,
-          "inst_set_time_bucket": "2023-10-21T01:00:00-04:00",
-          "inst_set_time_index": 9,
+          "inst_set_time_bucket": "2023-10-23T09:15:00-04:00",
+          "inst_set_time_index": 10,
           "inst_set_time_reverse_index": 0
         },
         {
           "type": "CMD",
-          "time": "2023-10-21T05:11:13Z",
+          "time": "2023-10-23T13:15:00Z",
           "is_last_instruction": true,
           "is_nop": false,
           "local_image_exists": true,
@@ -888,8 +888,8 @@
             "rolodex:latest"
           ],
           "is_buildkit_instruction": true,
-          "inst_set_time_bucket": "2023-10-21T01:00:00-04:00",
-          "inst_set_time_index": 9,
+          "inst_set_time_bucket": "2023-10-23T09:15:00-04:00",
+          "inst_set_time_index": 10,
           "inst_set_time_reverse_index": 0
         }
       ]
diff --git a/rsconnect/shinyapps.io/ualbanyprojectaccess/Rolodex.dcf b/rsconnect/shinyapps.io/ualbanyprojectaccess/Rolodex.dcf
index 933fdc7..0f9ceb4 100644
--- a/rsconnect/shinyapps.io/ualbanyprojectaccess/Rolodex.dcf
+++ b/rsconnect/shinyapps.io/ualbanyprojectaccess/Rolodex.dcf
@@ -5,7 +5,7 @@ account: ualbanyprojectaccess
 server: shinyapps.io
 hostUrl: https://api.shinyapps.io/v1
 appId: 9545804
-bundleId: 7833009
+bundleId: 7833589
 url: https://ualbanyprojectaccess.shinyapps.io/Rolodex/
 asMultiple: FALSE
 asStatic: FALSE