diff --git a/_config.yml b/_config.yml
index 81bc5a06..d9a7bc7b 100644
--- a/_config.yml
+++ b/_config.yml
@@ -63,6 +63,8 @@ bibtex_bibfiles:
 # Advanced configuration
 sphinx:
   extra_extensions:
+    # required for mermaid
+    - myst-parser
     # 404 not found page
     - notfound.extension
     # maintain old paths and redirect them (so google results dont go to 404)
diff --git a/advanced/backends/backends.md b/advanced/backends/backends.md
index 609faea5..1b2fd20e 100644
--- a/advanced/backends/backends.md
+++ b/advanced/backends/backends.md
@@ -93,9 +93,9 @@ Follow the tutorials on creating a new backend for binary files.
 ### Links to internal backends
 
 - [netcdf4](https://pypi.org/project/netCDF4/) - netCDF4
-- [scipy]() - netCDF3
+- [scipy]https://scipy.org/) - netCDF3
 - [zarr](https://pypi.org/project/zarr/) - Zarr
-- [pydap](https://www.pydap.org/) - Data Access Protocol (DAP/DODS/OPeNDAP)
+- [pydap](https://pydap.github.io/pydap/) - Data Access Protocol (DAP/DODS/OPeNDAP)
 
 ### Links to external backends (not comprehensive)
 
@@ -103,4 +103,4 @@ Follow the tutorials on creating a new backend for binary files.
 - [tiledb](https://github.com/TileDB-Inc/TileDB-CF-Py) - TileDB
 - [rioxarray](https://corteva.github.io/rioxarray/stable/) - GeoTIFF, JPEG-2000, ESRI-hdr, etc (via GDAL)
 - [xarray-sentinel](https://github.com/bopen/xarray-sentinel) - Sentinel-1 SAFE
-- ...
+- ...
\ No newline at end of file
diff --git a/conda/conda-lock.yml b/conda/conda-lock.yml
index 28478f77..7d5e6e47 100644
--- a/conda/conda-lock.yml
+++ b/conda/conda-lock.yml
@@ -13,10 +13,10 @@
 version: 1
 metadata:
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-    linux-64: 5ae41fe34ebd9931191854a4d4246c6f39bf40d0c1f161735325cda24447af74
-    win-64: fd0c8214cb3443405a7990b491402cd1c0ccc2916a108ed9169a93eb5f5c345d
-    osx-arm64: d79662264dbd995388eeeda6e7416c048f2d5ca2448492066c3a51b94b37ae10
+    osx-64: 9cc593bfacc0c2bc9b2aaa779296383c808481ac921d9a3ab879bcd5d7d5fc24
+    linux-64: ded5f976bfa18bb4cf264baff359de6d57be2c145397ec6d09c523734a4b8b90
+    win-64: 1a98008d9da0738fca8c84dcd26ccdcfe852a01c212f48dd0660479b2e39c6e1
+    osx-arm64: 8d78c895f5ce9ebdc64a430f28c4744ea65951b02a44b2356e3e74324064782b
   channels:
   - url: conda-forge
     used_env_vars: []
@@ -11179,8 +11179,8 @@ package:
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     libbrotlienc: '>=1.1.0,<1.2.0a0'
     libcxx: '>=16'
-    libgoogle-cloud: '>=2.24.0,<2.25.0a0'
-    libgoogle-cloud-storage: '>=2.24.0,<2.25.0a0'
+    libgoogle-cloud: '>=2.25.0,<2.26.0a0'
+    libgoogle-cloud-storage: '>=2.25.0,<2.26.0a0'
     libre2-11: '>=2023.9.1,<2024.0a0'
     libutf8proc: '>=2.8.0,<3.0a0'
     libzlib: '>=1.3.1,<2.0a0'
@@ -11189,10 +11189,10 @@ package:
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     snappy: '>=1.2.0,<1.3.0a0'
     zstd: '>=1.5.6,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-16.1.0-h7ec700d_7_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-16.1.0-h9221a88_8_cpu.conda
   hash:
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-    sha256: 3b8f9cbaf81584f562d4239842def6d5b889d475a9034fa0a45f1fbee596b27a
+    md5: d451ed8dfebd794c1e589da524466c71
+    sha256: d40c0d7d05fff82075cc17adf822589794243b24ad267a3e33fb63bc52356f60
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   optional: false
 - name: libarrow
@@ -11263,10 +11263,10 @@ package:
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     libcxx: '>=16'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-acero-16.1.0-h00cdb27_7_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-acero-16.1.0-h00cdb27_8_cpu.conda
   hash:
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+    md5: 5d04143ebf574f2060c5a403ebb44e1d
+    sha256: 99fd791805fa51c4e7471c1dc8e7371e27978f77d0d67ee12684b5145a6ab761
   category: main
   optional: false
 - name: libarrow-acero
@@ -11326,10 +11326,10 @@ package:
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     libcxx: '>=16'
     libparquet: 16.1.0
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-dataset-16.1.0-h00cdb27_7_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-dataset-16.1.0-h00cdb27_8_cpu.conda
   hash:
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-    sha256: ba5742321c8623d3beb1a707c594641231b1023081bc2175f3498a98117089d4
+    md5: b3f256848d9efb02a5a58d96560a3aef
+    sha256: b544be70487c2de2a23453a6fc06e4d08ccb2f88f93fed9931c8b4b679ed3559
   category: main
   optional: false
 - name: libarrow-dataset
@@ -11397,10 +11397,10 @@ package:
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     libcxx: '>=16'
     libprotobuf: '>=4.25.3,<4.25.4.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-substrait-16.1.0-hc68f6b8_7_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-substrait-16.1.0-hc68f6b8_8_cpu.conda
   hash:
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-    sha256: 0cc316de0f588ba962064bd2831463251aabd4ac922cf6c20f66712c62920673
+    md5: a4e36eebd1bfb5bd8592994fd510161c
+    sha256: 4f206cfbd1dcaa3e183f246f65ea8909445583bd13156c3316a9d52ad31e1f2f
   category: main
   optional: false
 - name: libarrow-substrait
@@ -12173,10 +12173,10 @@ package:
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     _libgcc_mutex: '0.1'
     _openmp_mutex: '>=4.5'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_7.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-h77fa898_8.conda
   hash:
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-    sha256: 62af2b89acbe74a21606c8410c276e57309c0a2ab8a9e8639e3c8131c0b60c92
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   category: main
   optional: false
 - name: libgd
@@ -12575,10 +12575,10 @@ package:
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   dependencies:
     libgfortran5: 13.2.0
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-13.2.0-h69a702a_7.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-13.2.0-h69a702a_8.conda
   hash:
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-    sha256: a588e69f96b8e0983a8cdfdbf1dc75eb48189f5420ec71150c8d8cdc0a811a9b
+    md5: bfec48a6862ff3bf748008d5d31387b3
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   category: main
   optional: false
 - name: libgfortran5
@@ -12587,10 +12587,10 @@ package:
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   dependencies:
     libgcc-ng: '>=13.2.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-13.2.0-hca663fb_7.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-13.2.0-h3d2ce59_8.conda
   hash:
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   category: main
   optional: false
 - name: libgfortran5
@@ -12692,10 +12692,10 @@ package:
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   dependencies:
     _libgcc_mutex: '0.1'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h77fa898_7.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-h77fa898_8.conda
   hash:
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-    sha256: 781444fa069d3b50e8ed667b750571cacda785761c7fc2a89ece1ac49693d4ad
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   category: main
   optional: false
 - name: libgoogle-cloud
@@ -12735,21 +12735,21 @@ package:
   category: main
   optional: false
 - name: libgoogle-cloud
-  version: 2.24.0
+  version: 2.25.0
   manager: conda
   platform: osx-arm64
   dependencies:
     __osx: '>=11.0'
     libabseil: '>=20240116.2,<20240117.0a0'
-    libcurl: '>=8.7.1,<9.0a0'
+    libcurl: '>=8.8.0,<9.0a0'
     libcxx: '>=16'
     libgrpc: '>=1.62.2,<1.63.0a0'
     libprotobuf: '>=4.25.3,<4.25.4.0a0'
-    openssl: '>=3.3.0,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/libgoogle-cloud-2.24.0-hfe08963_0.conda
+    openssl: '>=3.3.1,<4.0a0'
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libgoogle-cloud-2.25.0-hfe08963_0.conda
   hash:
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 - name: libgoogle-cloud
@@ -12809,7 +12809,7 @@ package:
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   optional: false
 - name: libgoogle-cloud-storage
-  version: 2.24.0
+  version: 2.25.0
   manager: conda
   platform: osx-arm64
   dependencies:
@@ -12818,13 +12818,13 @@ package:
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     libcurl: ''
     libcxx: '>=16'
-    libgoogle-cloud: 2.24.0
-    libzlib: '>=1.2.13,<2.0.0a0'
+    libgoogle-cloud: 2.25.0
+    libzlib: '>=1.2.13,<2.0a0'
     openssl: ''
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/libgoogle-cloud-storage-2.24.0-h3fa5b87_0.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libgoogle-cloud-storage-2.25.0-h3fa5b87_0.conda
   hash:
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   optional: false
 - name: libgoogle-cloud-storage
@@ -13502,10 +13502,10 @@ package:
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     libthrift: '>=0.19.0,<0.19.1.0a0'
     openssl: '>=3.3.1,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/libparquet-16.1.0-hcf52c46_7_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libparquet-16.1.0-hcf52c46_8_cpu.conda
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   optional: false
 - name: libparquet
@@ -14113,11 +14113,12 @@ package:
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   manager: conda
   platform: linux-64
-  dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-13.2.0-hc0a3c3a_7.conda
+  dependencies:
+    libgcc-ng: 13.2.0
+  url: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-13.2.0-hc0a3c3a_8.conda
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   optional: false
 - name: libthrift
@@ -17334,51 +17335,51 @@ package:
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   optional: false
 - name: packaging
-  version: '24.0'
+  version: '24.1'
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/packaging-24.0-pyhd8ed1ab_0.conda
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   optional: false
 - name: packaging
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/packaging-24.0-pyhd8ed1ab_0.conda
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/packaging-24.0-pyhd8ed1ab_0.conda
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 - name: packaging
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/packaging-24.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/packaging-24.1-pyhd8ed1ab_0.conda
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 - name: pandas
@@ -18123,12 +18124,12 @@ package:
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     flexparser: ''
-    python: '>=3.9'
+    python: '>=3.10'
     typing_extensions: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/pint-0.24-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/pint-0.24-pyhd8ed1ab_1.conda
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 - name: pint
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-    python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/pint-0.24-pyhd8ed1ab_0.conda
+    python: '>=3.10'
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-  url: https://conda.anaconda.org/conda-forge/noarch/pint-0.24-pyhd8ed1ab_0.conda
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 - name: pint
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-    python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/pint-0.24-pyhd8ed1ab_0.conda
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 - name: pint-xarray
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     libcurl: '>=8.8.0,<9.0a0'
     libcxx: '>=16'
-    libgoogle-cloud: '>=2.24.0,<2.25.0a0'
-    libgoogle-cloud-storage: '>=2.24.0,<2.25.0a0'
+    libgoogle-cloud: '>=2.25.0,<2.26.0a0'
+    libgoogle-cloud-storage: '>=2.25.0,<2.26.0a0'
     libwebp-base: '>=1.4.0,<2.0a0'
     libzlib: '>=1.3.1,<2.0a0'
     lz4-c: '>=1.9.3,<1.10.0a0'
     openssl: '>=3.3.1,<4.0a0'
     spdlog: '>=1.13.0,<1.14.0a0'
     zstd: '>=1.5.6,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/tiledb-2.24.0-hcda1485_0.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/tiledb-2.24.0-h043b35b_1.conda
   hash:
-    md5: a7dc0f2e684ede3a23edda0378b47702
-    sha256: 6e16eff9a72fb1b6c4aa2e3279424d23b1158f88e5638a79d3c2a49f8f161162
+    md5: 31b96fcd7791221a3e5ee56bb8da12a9
+    sha256: de006cb84652bf106c1af36ceb27e9d78b33721e52c90cc6fa17678c44ad1ddf
   category: main
   optional: false
 - name: tiledb
@@ -26724,6 +26725,50 @@ package:
     sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
   category: main
   optional: false
+- name: mdit-py-plugins
+  version: 0.3.5
+  manager: pip
+  platform: linux-64
+  dependencies:
+    markdown-it-py: '>=1.0.0,<3.0.0'
+  url: https://files.pythonhosted.org/packages/fe/4c/a9b222f045f98775034d243198212cbea36d3524c3ee1e8ab8c0346d6953/mdit_py_plugins-0.3.5-py3-none-any.whl
+  hash:
+    sha256: ca9a0714ea59a24b2b044a1831f48d817dd0c817e84339f20e7889f392d77c4e
+  category: main
+  optional: false
+- name: mdit-py-plugins
+  version: 0.3.5
+  manager: pip
+  platform: osx-64
+  dependencies:
+    markdown-it-py: '>=1.0.0,<3.0.0'
+  url: https://files.pythonhosted.org/packages/fe/4c/a9b222f045f98775034d243198212cbea36d3524c3ee1e8ab8c0346d6953/mdit_py_plugins-0.3.5-py3-none-any.whl
+  hash:
+    sha256: ca9a0714ea59a24b2b044a1831f48d817dd0c817e84339f20e7889f392d77c4e
+  category: main
+  optional: false
+- name: mdit-py-plugins
+  version: 0.3.5
+  manager: pip
+  platform: osx-arm64
+  dependencies:
+    markdown-it-py: '>=1.0.0,<3.0.0'
+  url: https://files.pythonhosted.org/packages/fe/4c/a9b222f045f98775034d243198212cbea36d3524c3ee1e8ab8c0346d6953/mdit_py_plugins-0.3.5-py3-none-any.whl
+  hash:
+    sha256: ca9a0714ea59a24b2b044a1831f48d817dd0c817e84339f20e7889f392d77c4e
+  category: main
+  optional: false
+- name: mdit-py-plugins
+  version: 0.3.5
+  manager: pip
+  platform: win-64
+  dependencies:
+    markdown-it-py: '>=1.0.0,<3.0.0'
+  url: https://files.pythonhosted.org/packages/fe/4c/a9b222f045f98775034d243198212cbea36d3524c3ee1e8ab8c0346d6953/mdit_py_plugins-0.3.5-py3-none-any.whl
+  hash:
+    sha256: ca9a0714ea59a24b2b044a1831f48d817dd0c817e84339f20e7889f392d77c4e
+  category: main
+  optional: false
 - name: sphinxcontrib-mermaid
   version: 0.9.2
   manager: pip
diff --git a/conda/environment-unpinned.yml b/conda/environment-unpinned.yml
index 14c64c9b..264f8790 100644
--- a/conda/environment-unpinned.yml
+++ b/conda/environment-unpinned.yml
@@ -38,4 +38,5 @@ dependencies:
   - xarray
   - zarr
   - pip:
-    - sphinxcontrib-mermaid
+    - myst-parser
+    - sphinxcontrib-mermaid
\ No newline at end of file
diff --git a/conda/environment.yml b/conda/environment.yml
index c0f5b339..a72540e2 100644
--- a/conda/environment.yml
+++ b/conda/environment.yml
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 5ae41fe34ebd9931191854a4d4246c6f39bf40d0c1f161735325cda24447af74
+# input_hash: ded5f976bfa18bb4cf264baff359de6d57be2c145397ec6d09c523734a4b8b90
 
 channels:
   - conda-forge
@@ -209,13 +209,13 @@ dependencies:
   - libevent=2.1.12=hf998b51_1
   - libexpat=2.6.2=h59595ed_0
   - libffi=3.4.2=h7f98852_5
-  - libgcc-ng=13.2.0=h77fa898_7
+  - libgcc-ng=13.2.0=h77fa898_8
   - libgd=2.3.3=h119a65a_9
   - libgdal=3.9.0=h471f4ab_7
-  - libgfortran-ng=13.2.0=h69a702a_7
-  - libgfortran5=13.2.0=hca663fb_7
+  - libgfortran-ng=13.2.0=h69a702a_8
+  - libgfortran5=13.2.0=h3d2ce59_8
   - libglib=2.80.2=hf974151_0
-  - libgomp=13.2.0=h77fa898_7
+  - libgomp=13.2.0=h77fa898_8
   - libgoogle-cloud=2.24.0=h2736e30_0
   - libgoogle-cloud-storage=2.24.0=h3d9a0c8_0
   - libgrpc=1.62.2=h15f2491_0
@@ -239,7 +239,7 @@ dependencies:
   - libspatialite=5.1.0=h6fbd9c4_7
   - libsqlite=3.46.0=hde9e2c9_0
   - libssh2=1.11.0=h0841786_0
-  - libstdcxx-ng=13.2.0=hc0a3c3a_7
+  - libstdcxx-ng=13.2.0=hc0a3c3a_8
   - libthrift=0.19.0=hb90f79a_1
   - libtiff=4.6.0=h1dd3fc0_3
   - libutf8proc=2.8.0=h166bdaf_0
@@ -293,7 +293,7 @@ dependencies:
   - openssl=3.3.1=h4ab18f5_0
   - orc=2.0.1=h17fec99_1
   - overrides=7.7.0=pyhd8ed1ab_0
-  - packaging=24.0=pyhd8ed1ab_0
+  - packaging=24.1=pyhd8ed1ab_0
   - pandas=2.2.2=py311h14de704_1
   - pandoc=3.2=ha770c72_0
   - pandocfilters=1.5.0=pyhd8ed1ab_0
@@ -306,7 +306,7 @@ dependencies:
   - pexpect=4.9.0=pyhd8ed1ab_0
   - pickleshare=0.7.5=py_1003
   - pillow=10.3.0=py311h18e6fac_0
-  - pint=0.24=pyhd8ed1ab_0
+  - pint=0.24=pyhd8ed1ab_1
   - pint-xarray=0.3=pyhd8ed1ab_0
   - pip=24.0=pyhd8ed1ab_0
   - pixman=0.43.2=h59595ed_0
@@ -462,4 +462,5 @@ dependencies:
   - zlib=1.3.1=h4ab18f5_1
   - zstd=1.5.6=ha6fb4c9_0
   - pip:
+      - mdit-py-plugins === 0.3.5 --hash=sha256:ca9a0714ea59a24b2b044a1831f48d817dd0c817e84339f20e7889f392d77c4e
       - sphinxcontrib-mermaid === 0.9.2 --hash=sha256:6795a72037ca55e65663d2a2c1a043d636dc3d30d418e56dd6087d1459d98a5d