diff --git a/README.Rmd b/README.Rmd
index 336c9c0..4e36ebe 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -71,4 +71,4 @@ hidecan_plot(
 
 If using HIDECAN, please cite:
 
-Angelin-Bonnet, O., Vignes, M., Biggs, P. J., Baldwin, S., & Thomson, S. (2023). Visual integration of GWAS and differential expression results with the hidecan R package. bioRxiv, 2023-03. <https://doi.org/10.1101/2023.03.30.535015>
+Angelin-Bonnet, O., Vignes, M., Biggs, P. J., Baldwin, S., & Thomson, S. (2024). Visual Integration of Genome-Wide Association Studies and Differential Expression Results with the Hidecan R Package. Genes, 15(10), 1244. <https://doi.org/10.3390/genes15101244>
diff --git a/hidecan.Rproj b/hidecan.Rproj
index 4218dd8..cb1f5fb 100644
--- a/hidecan.Rproj
+++ b/hidecan.Rproj
@@ -1,4 +1,5 @@
 Version: 1.0
+ProjectId: a24ce321-13c2-4b92-9944-ac401547eaa0
 
 RestoreWorkspace: No
 SaveWorkspace: No
diff --git a/renv.lock b/renv.lock
index 3fad80f..98740c9 100644
--- a/renv.lock
+++ b/renv.lock
@@ -1,6 +1,6 @@
 {
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-    "Version": "4.4.1",
+    "Version": "4.4.2",
     "Repositories": [
       {
         "Name": "CRAN",
@@ -12,15 +12,8 @@
     "DBI": {
       "Package": "DBI",
       "Version": "1.2.3",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "DBI",
-      "RemoteRef": "DBI",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.2.3",
+      "Source": "Repository",
+      "Repository": "CRAN",
       "Hash": "065ae649b05f1ff66bb0c793107508f5",
       "Requirements": []
     },
@@ -33,8 +26,8 @@
       "RemoteUsername": "jendelman",
       "RemoteRepo": "GWASpoly",
       "RemoteRef": "master",
-      "RemoteSha": "c8c80a5ec5c08b4f9dc48840cab0aa02d046b1ad",
-      "Hash": "b5c8403cc1ef528bcadd5a51b90d6038",
+      "RemoteSha": "101e81877002f8e41dfef8e02af6a1393761fe27",
+      "Hash": "dbb3a403b7f93296519eb548f36915df",
       "Requirements": [
         "Matrix",
         "ggplot2",
@@ -47,59 +40,52 @@
     },
     "MASS": {
       "Package": "MASS",
-      "Version": "7.3-60.2",
+      "Version": "7.3-61",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "2f342c46163b0b54d7b64d1f798e2c78",
+      "Hash": "0cafd6f0500e5deba33be22c46bf6055",
       "Requirements": []
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     "Matrix": {
       "Package": "Matrix",
-      "Version": "1.7-0",
+      "Version": "1.7-1",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "1920b2f11133b12350024297d8a4ff4a",
+      "Hash": "5122bb14d8736372411f955e1b16bc8a",
       "Requirements": [
         "lattice"
       ]
     },
     "R6": {
       "Package": "R6",
-      "Version": "2.5.1",
+      "Version": "2.6.1",
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-      "Hash": "470851b6d5d0ac559e9d01bb352b4021",
+      "Hash": "d4335fe7207f1c01ab8c41762f5840d4",
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-      "RemotePkgRef": "RColorBrewer",
-      "RemoteRef": "RColorBrewer",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.1-3",
+      "Source": "Repository",
+      "Repository": "RSPM",
       "Hash": "45f0398006e83a5b10b72a90663d8d8c",
       "Requirements": []
     },
     "Rcpp": {
       "Package": "Rcpp",
-      "Version": "1.0.12",
+      "Version": "1.0.14",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "5ea2700d21e038ace58269ecdbeb9ec0",
+      "Hash": "e7bdd9ee90e96921ca8a0f1972d66682",
       "Requirements": []
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     "askpass": {
       "Package": "askpass",
-      "Version": "1.2.0",
+      "Version": "1.2.1",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "cad6cf7f1d5f6e906700b9d3e718c796",
+      "Hash": "c39f4155b3ceb1a9a2799d700fbd4b6a",
       "Requirements": [
         "sys"
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@@ -107,15 +93,8 @@
     "backports": {
       "Package": "backports",
       "Version": "1.5.0",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "backports",
-      "RemoteRef": "backports",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.5.0",
+      "Source": "Repository",
+      "Repository": "RSPM",
       "Hash": "e1e1b9d75c37401117b636b7ae50827a",
       "Requirements": []
     },
@@ -123,24 +102,24 @@
       "Package": "base64enc",
       "Version": "0.1-3",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Hash": "543776ae6848fde2f48ff3816d0628bc",
       "Requirements": []
     },
     "bit": {
       "Package": "bit",
-      "Version": "4.0.5",
+      "Version": "4.6.0",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "d242abec29412ce988848d0294b208fd",
+      "Hash": "ebe86ffd194564abdc895d87742d5a29",
       "Requirements": []
     },
     "bit64": {
       "Package": "bit64",
-      "Version": "4.0.5",
+      "Version": "4.6.0-1",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "9fe98599ca456d6552421db0d6772d8f",
+      "Hash": "4f572fbc586294afff277db583b9060f",
       "Requirements": [
         "bit"
       ]
@@ -148,15 +127,8 @@
     "blob": {
       "Package": "blob",
       "Version": "1.2.4",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "blob",
-      "RemoteRef": "blob",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.2.4",
+      "Source": "Repository",
+      "Repository": "CRAN",
       "Hash": "40415719b5a479b87949f3aa0aee737c",
       "Requirements": [
         "rlang",
@@ -181,17 +153,10 @@
     },
     "broom": {
       "Package": "broom",
-      "Version": "1.0.6",
-      "Source": "CRAN",
+      "Version": "1.0.7",
+      "Source": "Repository",
       "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "broom",
-      "RemoteRef": "broom",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.0.6",
-      "Hash": "a4652c36d1f8abfc3ddf4774f768c934",
+      "Hash": "8fcc818f3b9887aebaf206f141437cc9",
       "Requirements": [
         "backports",
         "dplyr",
@@ -207,10 +172,10 @@
     },
     "bslib": {
       "Package": "bslib",
-      "Version": "0.7.0",
+      "Version": "0.9.0",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "8644cc53f43828f19133548195d7e59e",
+      "Hash": "70a6489cc254171fb9b4a7f130f44dca",
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         "base64enc",
         "cachem",
@@ -229,7 +194,7 @@
       "Package": "cachem",
       "Version": "1.1.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Hash": "cd9a672193789068eb5a2aad65a0dedf",
       "Requirements": [
         "fastmap",
@@ -239,15 +204,8 @@
     "callr": {
       "Package": "callr",
       "Version": "3.7.6",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "callr",
-      "RemoteRef": "callr",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "3.7.6",
+      "Source": "Repository",
+      "Repository": "RSPM",
       "Hash": "d7e13f49c19103ece9e58ad2d83a7354",
       "Requirements": [
         "R6",
@@ -257,15 +215,8 @@
     "cellranger": {
       "Package": "cellranger",
       "Version": "1.1.0",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "cellranger",
-      "RemoteRef": "cellranger",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.1.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
       "Hash": "f61dbaec772ccd2e17705c1e872e9e7c",
       "Requirements": [
         "rematch",
@@ -274,55 +225,41 @@
     },
     "cli": {
       "Package": "cli",
-      "Version": "3.6.3",
+      "Version": "3.6.4",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "b21916dd77a27642b447374a5d30ecf3",
+      "Hash": "491c34d3d9dd0d2fe13d9f278bb90795",
       "Requirements": []
     },
     "clipr": {
       "Package": "clipr",
       "Version": "0.8.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Hash": "3f038e5ac7f41d4ac41ce658c85e3042",
       "Requirements": []
     },
     "colorspace": {
       "Package": "colorspace",
       "Version": "2.1-1",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "colorspace",
-      "RemoteRef": "colorspace",
-      "RemoteRepos": "https://cran.rstudio.com",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "2.1-1",
+      "Source": "Repository",
+      "Repository": "CRAN",
       "Hash": "d954cb1c57e8d8b756165d7ba18aa55a",
       "Requirements": []
     },
     "commonmark": {
       "Package": "commonmark",
-      "Version": "1.9.1",
+      "Version": "1.9.5",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "5d8225445acb167abf7797de48b2ee3c",
+      "Hash": "4ac08754c8ed35996b7c343fbb22885a",
       "Requirements": []
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     "conflicted": {
       "Package": "conflicted",
       "Version": "1.2.0",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "conflicted",
-      "RemoteRef": "conflicted",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.2.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
       "Hash": "bb097fccb22d156624fd07cd2894ddb6",
       "Requirements": [
         "cli",
@@ -332,26 +269,26 @@
     },
     "cpp11": {
       "Package": "cpp11",
-      "Version": "0.4.7",
+      "Version": "0.5.2",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "5a295d7d963cc5035284dcdbaf334f4e",
+      "Hash": "2720e3fd3dad08f34b19b56b3d6f073d",
       "Requirements": []
     },
     "crayon": {
       "Package": "crayon",
       "Version": "1.5.3",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Hash": "859d96e65ef198fd43e82b9628d593ef",
       "Requirements": []
     },
     "credentials": {
       "Package": "credentials",
-      "Version": "2.0.1",
+      "Version": "2.0.2",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "c7844b32098dcbd1c59cbd8dddb4ecc6",
+      "Hash": "09fd631e607a236f8cc7f9604db32cb8",
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         "askpass",
         "curl",
@@ -362,39 +299,25 @@
     },
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-      "Version": "5.2.1",
+      "Version": "6.2.1",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "411ca2c03b1ce5f548345d2fc2685f7a",
+      "Hash": "d65efa2a203bb99faa78690eee928f30",
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-      "Repository": "CRAN",
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-      "RemotePkgRef": "data.table",
-      "RemoteRef": "data.table",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.15.4",
-      "Hash": "8ee9ac56ef633d0c7cab8b2ca87d683e",
+      "Version": "1.17.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "d06cd1a942bb17b607df7d57048d6840",
       "Requirements": []
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     "dbplyr": {
       "Package": "dbplyr",
       "Version": "2.5.0",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "dbplyr",
-      "RemoteRef": "dbplyr",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "2.5.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
       "Hash": "39b2e002522bfd258039ee4e889e0fd1",
       "Requirements": [
         "DBI",
@@ -468,10 +391,10 @@
     },
     "digest": {
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-      "Version": "0.6.36",
+      "Version": "0.6.37",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "fd6824ad91ede64151e93af67df6376b",
+      "Hash": "33698c4b3127fc9f506654607fb73676",
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@@ -496,15 +419,8 @@
     "dplyr": {
       "Package": "dplyr",
       "Version": "1.1.4",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "dplyr",
-      "RemoteRef": "dplyr",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.1.4",
+      "Source": "Repository",
+      "Repository": "RSPM",
       "Hash": "fedd9d00c2944ff00a0e2696ccf048ec",
       "Requirements": [
         "R6",
@@ -523,15 +439,8 @@
     "dtplyr": {
       "Package": "dtplyr",
       "Version": "1.3.1",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "dtplyr",
-      "RemoteRef": "dtplyr",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.3.1",
+      "Source": "Repository",
+      "Repository": "CRAN",
       "Hash": "54ed3ea01b11e81a86544faaecfef8e2",
       "Requirements": [
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@@ -557,32 +466,25 @@
     },
     "evaluate": {
       "Package": "evaluate",
-      "Version": "0.24.0",
+      "Version": "1.0.3",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "a1066cbc05caee9a4bf6d90f194ff4da",
+      "Hash": "e9651417729bbe7472e32b5027370e79",
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     "fansi": {
       "Package": "fansi",
       "Version": "1.0.6",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Hash": "962174cf2aeb5b9eea581522286a911f",
       "Requirements": []
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     "farver": {
       "Package": "farver",
       "Version": "2.1.2",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "farver",
-      "RemoteRef": "farver",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "2.1.2",
+      "Source": "Repository",
+      "Repository": "RSPM",
       "Hash": "680887028577f3fa2a81e410ed0d6e42",
       "Requirements": []
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@@ -596,10 +498,10 @@
     },
     "fontawesome": {
       "Package": "fontawesome",
-      "Version": "0.5.2",
+      "Version": "0.5.3",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "c2efdd5f0bcd1ea861c2d4e2a883a67d",
+      "Hash": "bd1297f9b5b1fc1372d19e2c4cd82215",
       "Requirements": [
         "htmltools",
         "rlang"
@@ -608,15 +510,8 @@
     "forcats": {
       "Package": "forcats",
       "Version": "1.0.0",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "forcats",
-      "RemoteRef": "forcats",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.0.0",
+      "Source": "Repository",
+      "Repository": "RSPM",
       "Hash": "1a0a9a3d5083d0d573c4214576f1e690",
       "Requirements": [
         "cli",
@@ -629,24 +524,17 @@
     },
     "fs": {
       "Package": "fs",
-      "Version": "1.6.4",
+      "Version": "1.6.5",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "15aeb8c27f5ea5161f9f6a641fafd93a",
+      "Hash": "7f48af39fa27711ea5fbd183b399920d",
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       "Package": "gargle",
       "Version": "1.5.2",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "gargle",
-      "RemoteRef": "gargle",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "1.5.2",
+      "Source": "Repository",
+      "Repository": "CRAN",
       "Hash": "fc0b272e5847c58cd5da9b20eedbd026",
       "Requirements": [
         "cli",
@@ -664,24 +552,17 @@
     "generics": {
       "Package": "generics",
       "Version": "0.1.3",
-      "Source": "CRAN",
-      "Repository": "CRAN",
-      "RemoteType": "standard",
-      "RemotePkgRef": "generics",
-      "RemoteRef": "generics",
-      "RemoteRepos": "https://cloud.r-project.org",
-      "RemoteReposName": "CRAN",
-      "RemotePkgPlatform": "x86_64-w64-mingw32",
-      "RemoteSha": "0.1.3",
+      "Source": "Repository",
+      "Repository": "RSPM",
       "Hash": "15e9634c0fcd294799e9b2e929ed1b86",
       "Requirements": []
     },
     "gert": {
       "Package": "gert",
-      "Version": "2.0.1",
+      "Version": "2.1.4",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "f70d3fe2d9e7654213a946963d1591eb",
+      "Hash": "ae855ad6d7be20dd7b05d43d25700398",
       "Requirements": [
         "askpass",
         "credentials",
@@ -691,12 +572,43 @@
         "zip"
       ]
     },
+    "ggfun": {
+      "Package": "ggfun",
+      "Version": "0.1.8",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "ec2db46b707458520f6cd821cb313732",
+      "Requirements": [
+        "cli",
+        "dplyr",
+        "ggplot2",
+        "rlang",
+        "yulab.utils"
+      ]
+    },
+    "ggimage": {
+      "Package": "ggimage",
+      "Version": "0.3.3",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "18c57347f13a654ef8683a6676042624",
+      "Requirements": [
+        "ggfun",
+        "ggplot2",
+        "ggplotify",
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@@ -729,12 +634,24 @@
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@@ -894,11 +791,35 @@
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@@ -1455,17 +1315,17 @@
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@@ -1494,7 +1354,7 @@
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@@ -1512,17 +1372,10 @@
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@@ -1533,30 +1386,16 @@
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@@ -1607,18 +1439,18 @@
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@@ -1659,7 +1491,7 @@
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@@ -1673,10 +1505,10 @@
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@@ -1719,7 +1544,7 @@
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@@ -1732,15 +1557,8 @@
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@@ -1757,10 +1575,10 @@
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@@ -1769,15 +1587,8 @@
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@@ -1786,20 +1597,20 @@
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@@ -1822,6 +1633,40 @@
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@@ -1834,7 +1679,7 @@
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@@ -1842,7 +1687,7 @@
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@@ -1856,36 +1701,38 @@
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@@ -1908,20 +1755,14 @@
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@@ -1929,7 +1770,7 @@
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@@ -1944,15 +1785,8 @@
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@@ -1973,7 +1807,7 @@
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@@ -1987,15 +1821,8 @@
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@@ -2033,15 +1860,8 @@
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@@ -2049,20 +1869,20 @@
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@@ -2081,10 +1901,10 @@
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@@ -2111,22 +1931,15 @@
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@@ -2134,7 +1947,7 @@
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@@ -2174,7 +1980,7 @@
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@@ -2195,18 +2001,15 @@
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+        "rlang"
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@@ -2219,33 +2022,26 @@
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@@ -2271,18 +2067,31 @@
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+        "digest",
+        "fs",
+        "rlang"
+      ]
+    },
     "zip": {
       "Package": "zip",
-      "Version": "2.3.1",
+      "Version": "2.3.2",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "fcc4bd8e6da2d2011eb64a5e5cc685ab",
+      "Hash": "2f2ac1424654714391fe94dd69e196a9",
       "Requirements": []
     }
   }