diff --git a/.github/workflows/qaqc.yaml b/.github/workflows/qaqc.yaml
index 312327fc..e922ee7c 100644
--- a/.github/workflows/qaqc.yaml
+++ b/.github/workflows/qaqc.yaml
@@ -21,15 +21,7 @@ jobs:
 
       - uses: ./.github/actions/setup-pixi
 
-      # NOTE: this isn't a comprehensive spellcheck, just common typos
-      - name: Spellcheck
-        if: always()
-        uses: codespell-project/actions-codespell@v2
-        with:
-          check_filenames: true
-          check_hidden: true
-          skip: '.git,*.js,qaqc.yml'
-          ignore_words_list: hist,nd
+      - run: pixi run codespell
 
       # borrowed from https://github.com/ProjectPythia/pythia-foundations/blob/main/.github/workflows/link-checker.yaml
       - name: Disable Notebook Execution Before Linkcheck
diff --git a/pixi.lock b/pixi.lock
index ce4b217d..3ac7a56e 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,8 +1,20 @@
 version: 7
 platforms:
 - name: linux-64
+  virtual-packages:
+  - __unix=0=0
+  - __linux=4.18
+  - __glibc=2.28
+  - __archspec=0=x86_64
 - name: osx-arm64
+  virtual-packages:
+  - __unix=0=0
+  - __osx=13.0
+  - __archspec=0=m1
 - name: win-64
+  virtual-packages:
+  - __win=10.0
+  - __archspec=0=x86_64
 environments:
   default:
     channels:
@@ -1493,6 +1505,76 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.2-hfd05255_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/zlib-ng-2.3.3-h0261ad2_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_6.conda
+  qaqc:
+    channels:
+    - url: https://conda.anaconda.org/conda-forge/
+    indexes:
+    - https://pypi.org/simple
+    packages:
+      linux-64:
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-py310h44b86e0_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.8.1-hecca717_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.7.0-h3435931_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-16.1.0-ha9f2e26_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-16.1.0-he0feb66_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.3-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.4-hf4e2dac_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-16.1.0-h934c35e_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42.2-h5347b49_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.3-h35e630c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.6-h242f9ac_102_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_hd70dff1_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.7.22-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.14-8_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+      - pypi: https://files.pythonhosted.org/packages/8b/bf/bdb951d34eb169140b546f44be9ec4525d1acefb9eb5572071f5492b19fc/codespell-2.4.3-py3-none-any.whl
+      osx-arm64:
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.7.22-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.14-8_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-h4e30115_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/icu-78.3-py310h579977c_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.8.1-hf6b4638_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.7.0-hcf2aa1b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.8.3-h8088a28_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libmpdec-4.0.0-h84a0fba_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.53.4-h1ae2325_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.2-h8088a28_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.6-he64c551_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.6.3-hd24854e_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.14.6-hf4d206d_102_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.3-h46df422_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-hd3d0363_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
+      - pypi: https://files.pythonhosted.org/packages/8b/bf/bdb951d34eb169140b546f44be9ec4525d1acefb9eb5572071f5492b19fc/codespell-2.4.3-py3-none-any.whl
+      win-64:
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.7.22-h4c7d964_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.14-8_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h0ad9c76_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libexpat-2.8.1-hac47afa_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libffi-3.7.0-h3d046cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/liblzma-5.8.3-hfd05255_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libmpdec-4.0.0-hfd05255_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libsqlite-3.53.4-hf5d6505_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libzlib-1.3.2-hfd05255_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.6.3-hf411b9b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.14.6-h53f6dd8_102_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h967ab96_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.5-ha367084_41.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.51.36247-habf1de7_41.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.51.36247-habf1de7_41.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_7.conda
+      - pypi: https://files.pythonhosted.org/packages/8b/bf/bdb951d34eb169140b546f44be9ec4525d1acefb9eb5572071f5492b19fc/codespell-2.4.3-py3-none-any.whl
 packages:
 - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
   build_number: 20
@@ -1505,6 +1587,7 @@ packages:
   - openmp_impl <0.0a0
   license: BSD-3-Clause
   license_family: BSD
+  purls: []
   run_exports:
     strong:
     - _openmp_mutex >=4.5
@@ -1937,6 +2020,20 @@ packages:
   run_exports: {}
   size: 367376
   timestamp: 1764017265553
+- conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_10.conda
+  sha256: 1a0d382c515ebf55f8ee1f38c8b81bc95af5c2acc42ad53b66bc5df932032f96
+  md5: e675fabcf81499adc7edf58124fb1e01
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  license: bzip2-1.0.6
+  license_family: BSD
+  purls: []
+  run_exports:
+    weak:
+    - bzip2 >=1.0.8,<2.0a0
+  size: 257808
+  timestamp: 1785906269155
 - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_9.conda
   sha256: 0b75d45f0bba3e95dc693336fa51f40ea28c980131fec438afb7ce6118ed05f6
   md5: d2ffd7602c02f2b316fd921d39876885
@@ -2542,6 +2639,21 @@ packages:
     - icu >=78.3,<79.0a0
   size: 12723451
   timestamp: 1773822285671
+- conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-py310h44b86e0_2.conda
+  sha256: 9f07834f0c546ab14d885ce0366285f61f44e326c0edd1fc63b8294e113ae432
+  md5: 72a381cbad04f24b1c2a43ef707f45b4
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libstdcxx >=14
+  - libgcc >=14
+  license: MIT
+  license_family: MIT
+  purls: []
+  run_exports:
+    weak:
+    - icu >=78.3,<79.0a0
+  size: 14459115
+  timestamp: 1786545741408
 - conda: https://conda.anaconda.org/conda-forge/linux-64/json-c-0.18-h6688a6e_0.conda
   sha256: 09e706cb388d3ea977fabcee8e28384bdaad8ce1fc49340df5f868a2bd95a7da
   md5: 38f5dbc9ac808e31c00650f7be1db93f
@@ -2627,6 +2739,20 @@ packages:
   run_exports: {}
   size: 728002
   timestamp: 1774197446916
+- conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_102.conda
+  sha256: 27d83f1188cd19bcb7754a078b3fa7f4cfb8527f8eb2fde54dd01fc529d1adec
+  md5: 449500f2c089da11c40f5c21312e3e07
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - zstd >=1.5.7,<1.6.0a0
+  constrains:
+  - binutils_impl_linux-64 2.46.1
+  license: GPL-3.0-only
+  license_family: GPL
+  purls: []
+  run_exports: {}
+  size: 745303
+  timestamp: 1784214507189
 - conda: https://conda.anaconda.org/conda-forge/linux-64/lerc-4.1.0-hdb68285_0.conda
   sha256: f84cb54782f7e9cea95e810ea8fef186e0652d0fa73d3009914fa2c1262594e1
   md5: a752488c68f2e7c456bcbd8f16eec275
@@ -3039,6 +3165,7 @@ packages:
   - expat 2.8.1.*
   license: MIT
   license_family: MIT
+  purls: []
   run_exports: {}
   size: 77856
   timestamp: 1781203599810
@@ -3055,6 +3182,20 @@ packages:
     - libffi >=3.5.2,<3.6.0a0
   size: 58592
   timestamp: 1769456073053
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.7.0-h3435931_0.conda
+  sha256: ac38603008bf1e99b8ed379b1a656a67a70e2841f2b6a069c630cdf6316012d2
+  md5: 0abe40a9880086ca4d2e5daf09dceff9
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  license: MIT
+  license_family: MIT
+  purls: []
+  run_exports:
+    weak:
+    - libffi >=3.7.0,<3.8.0a0
+  size: 67576
+  timestamp: 1783520858222
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libfreetype-2.14.3-ha770c72_0.conda
   sha256: 38f014a7129e644636e46064ecd6b1945e729c2140e21d75bb476af39e692db2
   md5: e289f3d17880e44b633ba911d57a321b
@@ -3092,6 +3233,21 @@ packages:
   run_exports: {}
   size: 1041084
   timestamp: 1778269013026
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-16.1.0-ha9f2e26_1.conda
+  sha256: d5cb8475131c31680f8fd30512c418f373064e272e452063276a8fb14c9fa42f
+  md5: 5a7d954665c707c93311657cd779c705
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - _openmp_mutex >=4.5
+  constrains:
+  - libgomp 16.1.0 he0feb66_1
+  - libgcc-ng ==16.1.0=*_1
+  license: GPL-3.0-only WITH GCC-exception-3.1
+  license_family: GPL
+  purls: []
+  run_exports: {}
+  size: 1057877
+  timestamp: 1785375436766
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_19.conda
   sha256: 9dcf54adfaa5e861123c2da4f2f0451a685464ea7e5a41ad91cf67b31d658d98
   md5: 331ee9b72b9dff570d56b1302c5ab37d
@@ -3285,6 +3441,19 @@ packages:
     - _openmp_mutex >=4.5
   size: 603817
   timestamp: 1778268942614
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-16.1.0-he0feb66_1.conda
+  sha256: 62cb599ad0539d99386515326d9d5e8f51f75a60c69c2131b21df76edf35bd89
+  md5: 88f2d91cb1533194c323534253094d23
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  license: GPL-3.0-only WITH GCC-exception-3.1
+  license_family: GPL
+  purls: []
+  run_exports:
+    strong:
+    - _openmp_mutex >=4.5
+  size: 640415
+  timestamp: 1785375373755
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libgoogle-cloud-3.6.0-h8d2ee43_0.conda
   sha256: eb6fe89a6e2ffa6b485c437022e15d2173c2da3ada86690cf250bcfe6f6382d5
   md5: 50a88a9c7d89d854336c633966b67e56
@@ -3498,6 +3667,21 @@ packages:
     - liblzma >=5.8.3,<6.0a0
   size: 113478
   timestamp: 1775825492909
+- conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.3-hb03c661_1.conda
+  sha256: 9787df8c22a59c9a70d3e5a10db9ad663485e75e9ccc3f09bd092cb7b95e0dab
+  md5: 1390b7c5ac0b1d8e447bc5efa6d3c8c2
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  constrains:
+  - xz 5.8.3.*
+  license: 0BSD
+  purls: []
+  run_exports:
+    weak:
+    - liblzma >=5.8.3,<6.0a0
+  size: 112995
+  timestamp: 1786348617826
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_1.conda
   sha256: fe171ed5cf5959993d43ff72de7596e8ac2853e9021dec0344e583734f1e0843
   md5: 2c21e66f50753a083cbe6b80f38268fa
@@ -3509,6 +3693,18 @@ packages:
   run_exports: {}
   size: 92400
   timestamp: 1769482286018
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_2.conda
+  sha256: 46820b4a835e175940ae20bec00fdddaff804cda27a1408ab1b95e77a2196437
+  md5: fcfed1dc5053eb1901b66e7b1fc32588
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  license: BSD-2-Clause
+  license_family: BSD
+  purls: []
+  run_exports: {}
+  size: 92759
+  timestamp: 1786650399772
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libnetcdf-4.10.1-nompi_he3e3c8e_200.conda
   build_number: 100
   sha256: 4dae1dcf200bb832febf235f8fdc3c3535a7cf327cd9c8bf892f7d687146b592
@@ -3814,6 +4010,21 @@ packages:
     - libsqlite >=3.53.3,<4.0a0
   size: 962119
   timestamp: 1782519076616
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.4-hf4e2dac_0.conda
+  sha256: 72023efc207fe681e26b65fc9d668062cf0b4f0eacf3431e6eb099b95c1f2efd
+  md5: df088a279cd5e6fd2790b4c196434da1
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - icu >=78.3,<79.0a0
+  - libgcc >=14
+  - libzlib >=1.3.2,<2.0a0
+  license: blessing
+  purls: []
+  run_exports:
+    weak:
+    - libsqlite >=3.53.4,<4.0a0
+  size: 964200
+  timestamp: 1785016112246
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.11.1-hcf80075_0.conda
   sha256: fa39bfd69228a13e553bd24601332b7cfeb30ca11a3ca50bb028108fe90a7661
   md5: eecce068c7e4eddeb169591baac20ac4
@@ -3842,6 +4053,20 @@ packages:
   run_exports: {}
   size: 5852044
   timestamp: 1778269036376
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-16.1.0-h934c35e_1.conda
+  sha256: 79721dd08aeb0ab9e773f1f9ef41cf4e6c17477e3d72319147619045bce05a09
+  md5: aed6cf89adc1e9b846e4367ac538e434
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc 16.1.0 ha9f2e26_1
+  constrains:
+  - libstdcxx-ng ==16.1.0=*_1
+  license: GPL-3.0-only WITH GCC-exception-3.1
+  license_family: GPL
+  purls: []
+  run_exports: {}
+  size: 6631744
+  timestamp: 1785375462643
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.2.0-hdf11a46_19.conda
   sha256: 0672b6b6e1791c92e8eccad58081a99d614fcf82bca5841f9dfa3c3e658f83b9
   md5: e5ce228e579726c07255dbf90dc62101
@@ -3912,6 +4137,7 @@ packages:
   - __glibc >=2.17,<3.0.a0
   license: BSD-3-Clause
   license_family: BSD
+  purls: []
   run_exports:
     weak:
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@@ -4068,6 +4294,21 @@ packages:
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   license_family: GPL
+  purls: []
   run_exports:
     weak:
     - readline >=8.3,<9.0a0
@@ -12302,6 +12816,19 @@ packages:
     - tk >=8.6.13,<8.7.0a0
   size: 3127137
   timestamp: 1769460817696
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-hd3d0363_3.conda
+  sha256: 47186bc7ab8d7e8bee86bbd1a917196f8c21cf63f081fc33cd6d1221af087580
+  md5: 8e3cf0e455e6b54519f0b1c72c61780a
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.3.2,<2.0a0
+  license: TCL
+  purls: []
+  run_exports:
+    weak:
+    - tk >=8.6.13,<8.7.0a0
+  size: 3338712
+  timestamp: 1784229090530
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.5.7-py314h6c2aa35_0.conda
   sha256: 1a4f3d940cf239acde2fc61674b7cf80219a7f22a369e92b95b245be2d47caf1
   md5: cc1d84777343f00f01c08a2d9550f639
@@ -12514,6 +13041,20 @@ packages:
     - zstd >=1.5.7,<1.6.0a0
   size: 433413
   timestamp: 1764777166076
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
+  sha256: da867f5092eb0cb746d353694f0098031fd9817a4ce7d5743121209ae0f406ca
+  md5: 4ec2684c73812cc2c3d78379384a39cc
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.3.2,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  run_exports:
+    weak:
+    - zstd >=1.5.7,<1.6.0a0
+  size: 433687
+  timestamp: 1786599629846
 - conda: https://conda.anaconda.org/conda-forge/win-64/_openmp_mutex-4.5-20_gnu.conda
   build_number: 20
   sha256: 8a1cee28bd0ee7451ada1cd50b64720e57e17ff994fc62dd8329bef570d382e4
@@ -12912,6 +13453,21 @@ packages:
   run_exports: {}
   size: 335782
   timestamp: 1764018443683
+- conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h0ad9c76_10.conda
+  sha256: 04767466ee9227c9c57ab2c6503e0149177d34111c7418d2f420297acb1eb229
+  md5: c3301c058362f340100d91cd8be0393f
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: bzip2-1.0.6
+  license_family: BSD
+  purls: []
+  run_exports:
+    weak:
+    - bzip2 >=1.0.8,<2.0a0
+  size: 55919
+  timestamp: 1785906343696
 - conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h0ad9c76_9.conda
   sha256: 76dfb71df5e8d1c4eded2dbb5ba15bb8fb2e2b0fe42d94145d5eed4c75c35902
   md5: 4cb8e6b48f67de0b018719cdf1136306
@@ -13777,6 +14333,7 @@ packages:
   - expat 2.8.1.*
   license: MIT
   license_family: MIT
+  purls: []
   run_exports: {}
   size: 71631
   timestamp: 1781203724164
@@ -13794,6 +14351,21 @@ packages:
     - libffi >=3.5.2,<3.6.0a0
   size: 45831
   timestamp: 1769456418774
+- conda: https://conda.anaconda.org/conda-forge/win-64/libffi-3.7.0-h3d046cb_0.conda
+  sha256: 2ea8d2fe7b84ca37653777e15ac1e7abd35f0c90d3efbe7f6c4de9b489606369
+  md5: 92bdfc0e5012660892b0e0eaf3069a5c
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: MIT
+  license_family: MIT
+  purls: []
+  run_exports:
+    weak:
+    - libffi >=3.7.0,<3.8.0a0
+  size: 50247
+  timestamp: 1783521107166
 - conda: https://conda.anaconda.org/conda-forge/win-64/libfreetype-2.14.3-h57928b3_1.conda
   sha256: 035d0c67bf9f7a16f4a1764f420c120f1a995d071bb265fcc66ef688ef709d7b
   md5: e45b52fb9a81c9e2708465a706e05952
@@ -14193,6 +14765,22 @@ packages:
     - liblzma >=5.8.3,<6.0a0
   size: 106486
   timestamp: 1775825663227
+- conda: https://conda.anaconda.org/conda-forge/win-64/liblzma-5.8.3-hfd05255_1.conda
+  sha256: d36c4a1e1f80fd08e18a407e03622ff2f34dfdd022da6488ad19603dea19e6d5
+  md5: 880a0c8549479b198af21ba5dc49b109
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  constrains:
+  - xz 5.8.3.*
+  license: 0BSD
+  purls: []
+  run_exports:
+    weak:
+    - liblzma >=5.8.3,<6.0a0
+  size: 105809
+  timestamp: 1786348717883
 - conda: https://conda.anaconda.org/conda-forge/win-64/libmpdec-4.0.0-hfd05255_1.conda
   sha256: 40dcd0b9522a6e0af72a9db0ced619176e7cfdb114855c7a64f278e73f8a7514
   md5: e4a9fc2bba3b022dad998c78856afe47
@@ -14205,6 +14793,19 @@ packages:
   run_exports: {}
   size: 89411
   timestamp: 1769482314283
+- conda: https://conda.anaconda.org/conda-forge/win-64/libmpdec-4.0.0-hfd05255_2.conda
+  sha256: f07e451de3db1836b87f7aedf95c8e65cdb06c0e6105329ba24bb5f7b5c75e2a
+  md5: 5ae92fd6614edd024576e14069d7ad4c
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: BSD-2-Clause
+  license_family: BSD
+  purls: []
+  run_exports: {}
+  size: 89109
+  timestamp: 1786650384519
 - conda: https://conda.anaconda.org/conda-forge/win-64/libnetcdf-4.10.1-nompi_he1c4404_200.conda
   build_number: 100
   sha256: 74c18520802925d4623ae5f285ee3bc5b707d48b80fcd32d936df92065ec5701
@@ -14428,6 +15029,20 @@ packages:
     - libsqlite >=3.53.3,<4.0a0
   size: 1315909
   timestamp: 1782519131898
+- conda: https://conda.anaconda.org/conda-forge/win-64/libsqlite-3.53.4-hf5d6505_0.conda
+  sha256: 62e1c45ec71ab2e5deeeb0e47e7df6a609991e91d46348f16df50c68fee145c8
+  md5: ca0d59f40a02a15e9b5d0ff8db0f85e3
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: blessing
+  purls: []
+  run_exports:
+    weak:
+    - libsqlite >=3.53.4,<4.0a0
+  size: 1313790
+  timestamp: 1785016158097
 - conda: https://conda.anaconda.org/conda-forge/win-64/libssh2-1.11.1-h9aa295b_0.conda
   sha256: cbdf93898f2e27cefca5f3fe46519335d1fab25c4ea2a11b11502ff63e602c09
   md5: 9dce2f112bfd3400f4f432b3d0ac07b2
@@ -14647,6 +15262,23 @@ packages:
     - libzlib >=1.3.2,<2.0a0
   size: 58347
   timestamp: 1774072851498
+- conda: https://conda.anaconda.org/conda-forge/win-64/libzlib-1.3.2-hfd05255_3.conda
+  sha256: 0629c2cc0404d3bb29d6baa7b4ba62da80797015e86de050db81ea5a07050527
+  md5: 5d2ff29d465097458cc3ff6569151991
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  constrains:
+  - zlib 1.3.2 *_3
+  license: Zlib
+  license_family: Other
+  purls: []
+  run_exports:
+    weak:
+    - libzlib >=1.3.2,<2.0a0
+  size: 58529
+  timestamp: 1785276664143
 - conda: https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-22.1.8-h4fa8253_0.conda
   sha256: 50c02902bb516eeb56680358f052be38b5bf74b40e78ea4b2a675e84957e7307
   md5: de3551bf6508d45ca46b714639e52823
@@ -15005,6 +15637,22 @@ packages:
     - openssl >=3.6.3,<4.0a0
   size: 9414790
   timestamp: 1781071745579
+- conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.6.3-hf411b9b_1.conda
+  sha256: 2ebff5a1b5793e82495bf33c91fba040e11ff23333c2385ac66d0c3aee2cc14c
+  md5: a978392692a910ba1c8920ccb1e784b3
+  depends:
+  - ca-certificates
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: Apache-2.0
+  license_family: Apache
+  purls: []
+  run_exports:
+    weak:
+    - openssl >=3.6.3,<4.0a0
+  size: 9427535
+  timestamp: 1785915614585
 - conda: https://conda.anaconda.org/conda-forge/win-64/orc-2.3.0-h8fc0eb6_0.conda
   sha256: f65b96be3790bdb90195226dfbcac2025b680bdffdbedc7e87d919161a63f8a7
   md5: 1e03f610c02a16fdd7fee7430ec23115
@@ -15329,6 +15977,36 @@ packages:
   size: 18481352
   timestamp: 1781256034828
   python_site_packages_path: Lib/site-packages
+- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.14.6-h53f6dd8_102_cp314.conda
+  build_number: 102
+  sha256: 9faac11f2b7813585f428310df3768e2a465205d76c3829f8ccbd05e6b98764f
+  md5: 048ad2c1b1faf11cda7bb8c7ec998b0c
+  depends:
+  - bzip2 >=1.0.8,<2.0a0
+  - libexpat >=2.8.1,<3.0a0
+  - libffi >=3.7.0,<3.8.0a0
+  - liblzma >=5.8.3,<6.0a0
+  - libmpdec >=4.0.0,<5.0a0
+  - libsqlite >=3.53.4,<4.0a0
+  - libzlib >=1.3.2,<2.0a0
+  - openssl >=3.5.7,<4.0a0
+  - python_abi 3.14.* *_cp314
+  - tk >=8.6.13,<8.7.0a0
+  - tzdata
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - zstd >=1.5.7,<1.6.0a0
+  license: Python-2.0
+  purls: []
+  run_exports:
+    weak:
+    - python_abi 3.14.* *_cp314
+    noarch:
+    - python
+  size: 17903528
+  timestamp: 1786444689733
+  python_site_packages_path: Lib/site-packages
 - conda: https://conda.anaconda.org/conda-forge/win-64/pywin32-312-py314hcaaf0b2_0.conda
   sha256: 71f9617186f5e2273bcefc4f3a258df5784886077ad36fe14f1d16b1c2c506eb
   md5: 4d49ac91c23c4b1878daf5ea9e7c767a
@@ -15585,6 +16263,20 @@ packages:
     - tk >=8.6.13,<8.7.0a0
   size: 3526350
   timestamp: 1769460339384
+- conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h967ab96_3.conda
+  sha256: 13fa29257d43f8e630a1e591ed77fae9bbbb236b011432f01e2034cf36e6bf03
+  md5: aaf79e2af50a151fb5b5a3e3f38b7a69
+  depends:
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
+  license: TCL
+  purls: []
+  run_exports:
+    weak:
+    - tk >=8.6.13,<8.7.0a0
+  size: 3782314
+  timestamp: 1784229072899
 - conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.5.7-py314h5a2d7ad_0.conda
   sha256: 6b9f5a195ca148f7c6b9a4a0a026631979b3112c43cd7c1064085ff833dfa4f0
   md5: b1b9bf11a82e608c5649d7462de94c5f
@@ -15606,6 +16298,7 @@ packages:
   - vc14_runtime >=14.29.30037
   - vs2015_runtime >=14.29.30037
   license: LicenseRef-MicrosoftWindowsSDK10
+  purls: []
   run_exports: {}
   size: 694692
   timestamp: 1756385147981
@@ -15678,6 +16371,19 @@ packages:
   run_exports: {}
   size: 20362
   timestamp: 1781320968457
+- conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.5-ha367084_41.conda
+  sha256: 35444c55a92e2f7f7ba26bc70f81e56e52344f7d064c0fd4b40a46a58517b79c
+  md5: aa805b5522c2a98fa286e551a1f48546
+  depends:
+  - vc14_runtime >=14.51.36247
+  track_features:
+  - vc14
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  run_exports: {}
+  size: 21383
+  timestamp: 1785359368566
 - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.51.36231-h1b9f54f_39.conda
   sha256: 8153ed849c92e891eacac0f2f8d7ecb79f9b5fd7f7917fbb896f252a60a40390
   md5: 06a5bf5a1ca16cce0df6eaa91fc42bc2
@@ -15691,6 +16397,20 @@ packages:
   run_exports: {}
   size: 737434
   timestamp: 1781320964561
+- conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.51.36247-habf1de7_41.conda
+  sha256: 4e4cb599cdc41bf2109d1464c127b5bcbddf548ce3e322e612afb691338b48f8
+  md5: ac5333bb3d429361f23adf704cc49a78
+  depends:
+  - ucrt >=10.0.20348.0
+  - vcomp14 14.51.36247 habf1de7_41
+  constrains:
+  - vs2015_runtime 14.51.36247.* *_41
+  license: LicenseRef-MicrosoftVisualCpp2015-2022Runtime
+  license_family: Proprietary
+  purls: []
+  run_exports: {}
+  size: 767955
+  timestamp: 1785359364369
 - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.51.36231-h1b9f54f_39.conda
   sha256: 07fb14713c4bc62e2533a2e23a363abfb0e65650681fba0ae4c840e2219350f3
   md5: 8b53a83fda40ec679e4d63fa32fae989
@@ -15705,6 +16425,21 @@ packages:
     - vcomp14 >=14.51.36231
   size: 120684
   timestamp: 1781320948530
+- conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.51.36247-habf1de7_41.conda
+  sha256: 731e043390c9457299484d39e427221fc868a9249540a498a5a4f6456c7744d1
+  md5: 350bb67a5c8e5f1c53347ac544ab6600
+  depends:
+  - ucrt >=10.0.20348.0
+  constrains:
+  - vs2015_runtime 14.51.36247.* *_41
+  license: LicenseRef-MicrosoftVisualCpp2015-2022Runtime
+  license_family: Proprietary
+  purls: []
+  run_exports:
+    strong:
+    - vcomp14 >=14.51.36247
+  size: 155910
+  timestamp: 1785359349999
 - conda: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.51.36231-h84cd919_39.conda
   sha256: 6de6c2cf008fc2dce61060b583f2d8494c83883106952b201381b6b0505f03d7
   md5: 2ccc63d7b7d066a814ed9f99072832d7
@@ -15978,3 +16713,27 @@ packages:
     - zstd >=1.5.7,<1.6.0a0
   size: 388453
   timestamp: 1764777142545
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_7.conda
+  sha256: ca7daae4f218a11fab82cc2857f0ea518ec3f46acec60490485347a4c22c6b3e
+  md5: e4ac308c39d6d0e131154976da67cf3b
+  depends:
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
+  - libzlib >=1.3.2,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  run_exports:
+    weak:
+    - zstd >=1.5.7,<1.6.0a0
+  size: 387535
+  timestamp: 1786599623274
+- pypi: https://files.pythonhosted.org/packages/8b/bf/bdb951d34eb169140b546f44be9ec4525d1acefb9eb5572071f5492b19fc/codespell-2.4.3-py3-none-any.whl
+  name: codespell
+  version: 2.4.3
+  sha256: af2505b335e8573dbd2d384d1c4ef498f4006f4ba2d6fceca01e55b91f52628a
+  requires_dist:
+  - chardet ; extra == 'hard-encoding-detection'
+  - tomli ; python_full_version < '3.11' and extra == 'toml'
+  requires_python: '>=3.9'
diff --git a/pyproject.toml b/pyproject.toml
index 5e04d23b..2cbcb8c6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -50,7 +50,7 @@ fixable = ["I"]
 
 [tool.codespell]
 ignore-words-list = "nd"
-skip = "pixi.lock,.pixi,qaqc.yaml,intermediate/indexing/why-an-index.ipynb"
+skip = "pixi.lock,.pixi,qaqc.yaml,why-an-index.ipynb"
 
 [tool.pixi.workspace]
 name = "xarray-tutorial"
@@ -113,3 +113,15 @@ rich = ">=15.0.0,<16"
 imageio = ">=2.37.0,<3"
 intake = "<2"
 intake-xarray = "<2"
+
+[tool.pixi.feature.qaqc.dependencies]
+python = ">=3.14"
+
+[tool.pixi.feature.qaqc.pypi-dependencies]
+codespell = ">=2.4.3"
+
+[tool.pixi.feature.qaqc.tasks]
+codespell = { cmd = "codespell", description = "Run codespell" } # this isn't a comprehensive spellcheck, just common typos
+
+[tool.pixi.environments]
+qaqc = { features = ["qaqc"], no-default-feature = true }