diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 88a62d6..2e4cfcf 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -16,14 +16,14 @@ jobs:
     strategy:
       matrix:
         julia-version:
-          - "1.7"
+          - "1.10"
         julia-arch: [x64]
         os: [ubuntu-latest]
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
       - name: Set up notebook state cache
-        uses: actions/cache@v2
+        uses: actions/cache@v4
         with:
           path: ~/.julia
           key: ${{ runner.os }}-julia-packages-${{ hashFiles('**/Project.toml', '**/Manifest.toml') }}
diff --git a/Manifest.toml b/Manifest.toml
deleted file mode 100644
index 3cafd55..0000000
--- a/Manifest.toml
+++ /dev/null
@@ -1,1187 +0,0 @@
-# This file is machine-generated - editing it directly is not advised
-
-[[AbstractFFTs]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "485ee0867925449198280d4af84bdb46a2a404d0"
-uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.0.1"
-
-[[Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "84918055d15b3114ede17ac6a7182f68870c16f7"
-uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.3.1"
-
-[[ArgTools]]
-uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
-
-[[ArnoldiMethod]]
-deps = ["LinearAlgebra", "Random", "StaticArrays"]
-git-tree-sha1 = "f87e559f87a45bece9c9ed97458d3afe98b1ebb9"
-uuid = "ec485272-7323-5ecc-a04f-4719b315124d"
-version = "0.1.0"
-
-[[Arpack]]
-deps = ["Arpack_jll", "Libdl", "LinearAlgebra"]
-git-tree-sha1 = "2ff92b71ba1747c5fdd541f8fc87736d82f40ec9"
-uuid = "7d9fca2a-8960-54d3-9f78-7d1dccf2cb97"
-version = "0.4.0"
-
-[[Arpack_jll]]
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-git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
-uuid = "68821587-b530-5797-8361-c406ea357684"
-version = "3.5.0+3"
-
-[[Artifacts]]
-uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
-
-[[AssetRegistry]]
-deps = ["Distributed", "JSON", "Pidfile", "SHA", "Test"]
-git-tree-sha1 = "b25e88db7944f98789130d7b503276bc34bc098e"
-uuid = "bf4720bc-e11a-5d0c-854e-bdca1663c893"
-version = "0.1.0"
-
-[[BSON]]
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-uuid = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0"
-version = "0.3.3"
-
-[[Base64]]
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-
-[[BinDeps]]
-deps = ["Libdl", "Pkg", "SHA", "URIParser", "Unicode"]
-git-tree-sha1 = "1289b57e8cf019aede076edab0587eb9644175bd"
-uuid = "9e28174c-4ba2-5203-b857-d8d62c4213ee"
-version = "1.0.2"
-
-[[BinaryProvider]]
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-uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
-version = "0.5.10"
-
-[[Blink]]
-deps = ["Base64", "BinDeps", "Distributed", "JSExpr", "JSON", "Lazy", "Logging", "MacroTools", "Mustache", "Mux", "Reexport", "Sockets", "WebIO", "WebSockets"]
-git-tree-sha1 = "08d0b679fd7caa49e2bca9214b131289e19808c0"
-uuid = "ad839575-38b3-5650-b840-f874b8c74a25"
-version = "0.12.5"
-
-[[CSV]]
-deps = ["Dates", "Mmap", "Parsers", "PooledArrays", "SentinelArrays", "Tables", "Unicode"]
-git-tree-sha1 = "b83aa3f513be680454437a0eee21001607e5d983"
-uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
-version = "0.8.5"
-
-[[CatIndices]]
-deps = ["CustomUnitRanges", "OffsetArrays"]
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-uuid = "aafaddc9-749c-510e-ac4f-586e18779b91"
-version = "0.2.2"
-
-[[CategoricalArrays]]
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-
-[[ChainRulesCore]]
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-version = "1.3.1"
-
-[[CodecZlib]]
-deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da"
-uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.0"
-
-[[ColorSchemes]]
-deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random"]
-git-tree-sha1 = "9995eb3977fbf67b86d0a0a0508e83017ded03f2"
-uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.14.0"
-
-[[ColorTypes]]
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-version = "0.10.12"
-
-[[ColorVectorSpace]]
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-git-tree-sha1 = "42a9b08d3f2f951c9b283ea427d96ed9f1f30343"
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-
-[[Colors]]
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-version = "0.12.8"
-
-[[Compat]]
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-git-tree-sha1 = "6071cb87be6a444ac75fdbf51b8e7273808ce62f"
-uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "3.35.0"
-
-[[CompilerSupportLibraries_jll]]
-deps = ["Artifacts", "Libdl"]
-uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-
-[[Compose]]
-deps = ["Base64", "Colors", "DataStructures", "Dates", "IterTools", "JSON", "LinearAlgebra", "Measures", "Printf", "Random", "Requires", "Statistics", "UUIDs"]
-git-tree-sha1 = "c6461fc7c35a4bb8d00905df7adafcff1fe3a6bc"
-uuid = "a81c6b42-2e10-5240-aca2-a61377ecd94b"
-version = "0.9.2"
-
-[[ComputationalResources]]
-git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7"
-uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3"
-version = "0.3.2"
-
-[[CorpusLoaders]]
-deps = ["CSV", "DataDeps", "Glob", "InternedStrings", "LightXML", "MultiResolutionIterators", "StringEncodings", "WordTokenizers"]
-git-tree-sha1 = "66b3a067f466eb4c0c9670fb5f5bbaad8e206cef"
-uuid = "214a0ac2-f95b-54f7-a80b-442ed9c2c9e8"
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-
-[[Crayons]]
-git-tree-sha1 = "3f71217b538d7aaee0b69ab47d9b7724ca8afa0d"
-uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
-version = "4.0.4"
-
-[[CustomUnitRanges]]
-git-tree-sha1 = "1a3f97f907e6dd8983b744d2642651bb162a3f7a"
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-version = "1.0.2"
-
-[[Dash]]
-deps = ["CodecZlib", "DashBase", "DashCoreComponents", "DashHtmlComponents", "DashTable", "DataStructures", "HTTP", "JSON", "JSON2", "MD5", "PlotlyBase", "Sockets", "Test", "UUIDs"]
-git-tree-sha1 = "d5afc7e1816c535b9023d3ae0154c6af3def6d7b"
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-
-[[DashBase]]
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-
-[[DashCoreComponents]]
-deps = ["DashBase"]
-git-tree-sha1 = "8af600ca3179b193698472376a133c1caf3f2adc"
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-version = "1.17.1"
-
-[[DashHtmlComponents]]
-deps = ["DashBase"]
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-
-[[DashTable]]
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-
-[[DataAPI]]
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-
-[[DataDeps]]
-deps = ["BinaryProvider", "HTTP", "Libdl", "Reexport", "SHA", "p7zip_jll"]
-git-tree-sha1 = "4f0e41ff461d42cfc62ff0de4f1cd44c6e6b3771"
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-
-[[DataFrames]]
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-git-tree-sha1 = "d785f42445b63fc86caa08bb9a9351008be9b765"
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-[[DataStructures]]
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diff --git a/julia/2D-Histogram.md b/julia/2D-Histogram.md
index cab708d..2c19454 100644
--- a/julia/2D-Histogram.md
+++ b/julia/2D-Histogram.md
@@ -20,9 +20,7 @@ jupyter:
     order: 5
     page_type: example_index
     permalink: julia/2D-Histogram/
-    redirect_from:
-    - julia/2d-histogram/
-    - julia/2d-histograms/
+    redirect_from: julia/2d-histograms/
     thumbnail: thumbnail/histogram2d.jpg
 ---
 
diff --git a/julia/2d-histogram-contour.md b/julia/2d-histogram-contour.md
index e825429..0a27255 100644
--- a/julia/2d-histogram-contour.md
+++ b/julia/2d-histogram-contour.md
@@ -26,7 +26,7 @@ jupyter:
 
 ## 2D Histogram Contours or Density Contours
 
-A 2D histogram contour plot, also known as a density contour plot, is a 2-dimensional generalization of a [histogram](/julia/histograms/) which resembles a [contour plot](/julia/contour-plots/) but is computed by grouping a set of points specified by their `x` and `y` coordinates into bins, and applying an aggregation function such as `count` or `sum` (if `z` is provided) to compute the value to be used to compute contours. This kind of visualization (and the related [2D histogram, or density heatmap](/julia/2d-histogram/)) is often used to manage over-plotting, or situations where showing large data sets as [scatter plots](/julia/line-and-scatter/) would result in points overlapping each other and hiding patterns.
+A 2D histogram contour plot, also known as a density contour plot, is a 2-dimensional generalization of a [histogram](/julia/histograms/) which resembles a [contour plot](/julia/contour-plots/) but is computed by grouping a set of points specified by their `x` and `y` coordinates into bins, and applying an aggregation function such as `count` or `sum` (if `z` is provided) to compute the value to be used to compute contours. This kind of visualization (and the related [2D histogram, or density heatmap](/julia/2D-Histogram/)) is often used to manage over-plotting, or situations where showing large data sets as [scatter plots](/julia/line-and-scatter/) would result in points overlapping each other and hiding patterns.
 
 ### 2D Histograms with Graph Objects