diff --git a/.github/workflows/pr-pub.yml b/.github/workflows/pr-pub.yml
index 697409b..8c839eb 100644
--- a/.github/workflows/pr-pub.yml
+++ b/.github/workflows/pr-pub.yml
@@ -21,7 +21,8 @@ jobs:
         if: github.event.action != 'closed'
         uses: mamba-org/setup-micromamba@v2
         with:
-          environment-file: environment.yml
+          environment-file: conda-lock.yml
+          environment-name: ci
           init-shell: bash
           cache-environment: true
       
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 6c05203..2b2bf80 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -1,7 +1,7 @@
 on:
   workflow_dispatch:
   push:
-    branches: main
+    branches: [main]
 
 name: Quarto Publish
 
@@ -10,6 +10,7 @@ jobs:
     runs-on: ubuntu-latest
     permissions:
       contents: write
+      pages: write
     steps:
       - name: Check out repository
         uses: actions/checkout@v4
@@ -17,17 +18,25 @@ jobs:
       - name: Set up Quarto
         uses: quarto-dev/quarto-actions/setup@v2
 
-      - name: Install Python and Dependencies
-        uses: actions/setup-python@v5
+      - name: Setup micromamba
+        if: github.event.action != 'closed'
+        uses: mamba-org/setup-micromamba@v2
         with:
-          python-version: '3.10'
-          cache: 'pip'
-      - run: pip install jupyter
-      - run: pip install -r requirements.txt
+          environment-file: conda-lock.yml
+          environment-name: ci
+          init-shell: bash
+          cache-environment: true
       
-      - name: Render and Publish
-        uses: quarto-dev/quarto-actions/publish@v2
+      - name: Render Quarto Project using mamba environment
+        if: github.event.action != 'closed'
+        shell: micromamba-shell {0}
+        run: quarto render
+      
+      - name: Deploy to GitHub Pages
+        if: github.event.action != 'closed'
+        uses: peaceiris/actions-gh-pages@v3
         with:
-          target: gh-pages
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          publish_dir: ./_site
+          keep_files: true
+ 
diff --git a/_quarto.yml b/_quarto.yml
index 18b78f9..170c787 100644
--- a/_quarto.yml
+++ b/_quarto.yml
@@ -98,4 +98,4 @@ filters:
   - quarto
 
 execute:
-  freeze: true
+  freeze: auto
diff --git a/conda-lock.yml b/conda-lock.yml
new file mode 100644
index 0000000..7ad5788
--- /dev/null
+++ b/conda-lock.yml
@@ -0,0 +1,22636 @@
+# This lock file was generated by conda-lock (https://github.com/conda/conda-lock). DO NOT EDIT!
+#
+# A "lock file" contains a concrete list of package versions (with checksums) to be installed. Unlike
+# e.g. `conda env create`, the resulting environment will not change as new package versions become
+# available, unless you explicitly update the lock file.
+#
+# Install this environment as "YOURENV" with:
+#     conda-lock install -n YOURENV conda-lock.yml
+# To update a single package to the latest version compatible with the version constraints in the source:
+#     conda-lock lock  --lockfile conda-lock.yml --update PACKAGE
+# To re-solve the entire environment, e.g. after changing a version constraint in the source file:
+#     conda-lock -f environment.yml --lockfile conda-lock.yml
+version: 1
+metadata:
+  content_hash:
+    linux-64: 31954b0022e8e768bc668458160bb4152d951a53b9a48fb44801aeaea5647101
+    osx-arm64: df0be3d98097856676bb2a665e0755736319177bac80da3260dd9ad8220a8f8f
+    osx-64: e2e137d260d6048a1ade2d99cb406ecc4f4e9fbe94ac494a456fada097f31d41
+    win-64: 14def6ce9f5a1415e344b5dd7f062bd8e0e4c5e47268b4bbc3ba64b3c87623c9
+  channels:
+  - url: conda-forge
+    used_env_vars: []
+  platforms:
+  - linux-64
+  - osx-arm64
+  - osx-64
+  - win-64
+  sources:
+  - environment.yml
+package:
+- name: _libgcc_mutex
+  version: '0.1'
+  manager: conda
+  platform: linux-64
+  dependencies: {}
+  url: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
+  hash:
+    md5: d7c89558ba9fa0495403155b64376d81
+    sha256: fe51de6107f9edc7aa4f786a70f4a883943bc9d39b3bb7307c04c41410990726
+  category: main
+  optional: false
+- name: _openmp_mutex
+  version: '4.5'
+  manager: conda
+  platform: linux-64
+  dependencies:
+    _libgcc_mutex: '0.1'
+    libgomp: '>=7.5.0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
+  hash:
+    md5: 73aaf86a425cc6e73fcf236a5a46396d
+    sha256: fbe2c5e56a653bebb982eda4876a9178aedfc2b545f25d0ce9c4c0b508253d22
+  category: main
+  optional: false
+- name: _openmp_mutex
+  version: '4.5'
+  manager: conda
+  platform: win-64
+  dependencies:
+    libgomp: '>=7.5.0'
+    libwinpthread: '>=12.0.0.r2.ggc561118da'
+  url: https://conda.anaconda.org/conda-forge/win-64/_openmp_mutex-4.5-2_gnu.conda
+  hash:
+    md5: 37e16618af5c4851a3f3d66dd0e11141
+    sha256: 1a62cd1f215fe0902e7004089693a78347a30ad687781dfda2289cab000e652d
+  category: main
+  optional: false
+- name: affine
+  version: 2.4.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/affine-2.4.0-pyhd8ed1ab_1.conda
+  hash:
+    md5: 8c4061f499edec6b8ac7000f6d586829
+    sha256: 0deeaf0c001d5543719db9b2686bc1920c86c7e142f9bec74f35e1ce611b1fc2
+  category: main
+  optional: false
+- name: affine
+  version: 2.4.0
+  manager: conda
+  platform: osx-64
+  dependencies:
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/affine-2.4.0-pyhd8ed1ab_1.conda
+  hash:
+    md5: 8c4061f499edec6b8ac7000f6d586829
+    sha256: 0deeaf0c001d5543719db9b2686bc1920c86c7e142f9bec74f35e1ce611b1fc2
+  category: main
+  optional: false
+- name: affine
+  version: 2.4.0
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/affine-2.4.0-pyhd8ed1ab_1.conda
+  hash:
+    md5: 8c4061f499edec6b8ac7000f6d586829
+    sha256: 0deeaf0c001d5543719db9b2686bc1920c86c7e142f9bec74f35e1ce611b1fc2
+  category: main
+  optional: false
+- name: affine
+  version: 2.4.0
+  manager: conda
+  platform: win-64
+  dependencies:
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/affine-2.4.0-pyhd8ed1ab_1.conda
+  hash:
+    md5: 8c4061f499edec6b8ac7000f6d586829
+    sha256: 0deeaf0c001d5543719db9b2686bc1920c86c7e142f9bec74f35e1ce611b1fc2
+  category: main
+  optional: false
+- name: aiobotocore
+  version: 2.23.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    aiohttp: '>=3.9.2,<4.0.0'
+    aioitertools: '>=0.5.1,<1.0.0'
+    botocore: '>=1.38.23,<1.38.28'
+    jmespath: '>=0.7.1,<2.0.0'
+    multidict: '>=6.0.0,<7.0.0'
+    python: '>=3.9'
+    python-dateutil: '>=2.1,<3.0.0'
+    wrapt: '>=1.10.10,<2.0.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiobotocore-2.23.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: cb0eb51ffba34d35cbcd608c405fd66b
+    sha256: 3d3e570baae64eb8377df8ac1c7295a33ed47fdfeea8aa6b07aacdaa919188be
+  category: main
+  optional: false
+- name: aiobotocore
+  version: 2.23.0
+  manager: conda
+  platform: osx-64
+  dependencies:
+    aiohttp: '>=3.9.2,<4.0.0'
+    aioitertools: '>=0.5.1,<1.0.0'
+    botocore: '>=1.38.23,<1.38.28'
+    jmespath: '>=0.7.1,<2.0.0'
+    multidict: '>=6.0.0,<7.0.0'
+    python: '>=3.9'
+    python-dateutil: '>=2.1,<3.0.0'
+    wrapt: '>=1.10.10,<2.0.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiobotocore-2.23.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: cb0eb51ffba34d35cbcd608c405fd66b
+    sha256: 3d3e570baae64eb8377df8ac1c7295a33ed47fdfeea8aa6b07aacdaa919188be
+  category: main
+  optional: false
+- name: aiobotocore
+  version: 2.23.0
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    aiohttp: '>=3.9.2,<4.0.0'
+    aioitertools: '>=0.5.1,<1.0.0'
+    botocore: '>=1.38.23,<1.38.28'
+    jmespath: '>=0.7.1,<2.0.0'
+    multidict: '>=6.0.0,<7.0.0'
+    python: '>=3.9'
+    python-dateutil: '>=2.1,<3.0.0'
+    wrapt: '>=1.10.10,<2.0.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiobotocore-2.23.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: cb0eb51ffba34d35cbcd608c405fd66b
+    sha256: 3d3e570baae64eb8377df8ac1c7295a33ed47fdfeea8aa6b07aacdaa919188be
+  category: main
+  optional: false
+- name: aiobotocore
+  version: 2.23.0
+  manager: conda
+  platform: win-64
+  dependencies:
+    aiohttp: '>=3.9.2,<4.0.0'
+    aioitertools: '>=0.5.1,<1.0.0'
+    botocore: '>=1.38.23,<1.38.28'
+    jmespath: '>=0.7.1,<2.0.0'
+    multidict: '>=6.0.0,<7.0.0'
+    python: '>=3.9'
+    python-dateutil: '>=2.1,<3.0.0'
+    wrapt: '>=1.10.10,<2.0.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiobotocore-2.23.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: cb0eb51ffba34d35cbcd608c405fd66b
+    sha256: 3d3e570baae64eb8377df8ac1c7295a33ed47fdfeea8aa6b07aacdaa919188be
+  category: main
+  optional: false
+- name: aiohappyeyeballs
+  version: 2.6.1
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
+  hash:
+    md5: 18fd895e0e775622906cdabfc3cf0fb4
+    sha256: 7842ddc678e77868ba7b92a726b437575b23aaec293bca0d40826f1026d90e27
+  category: main
+  optional: false
+- name: aiohappyeyeballs
+  version: 2.6.1
+  manager: conda
+  platform: osx-64
+  dependencies:
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
+  hash:
+    md5: 18fd895e0e775622906cdabfc3cf0fb4
+    sha256: 7842ddc678e77868ba7b92a726b437575b23aaec293bca0d40826f1026d90e27
+  category: main
+  optional: false
+- name: aiohappyeyeballs
+  version: 2.6.1
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
+  hash:
+    md5: 18fd895e0e775622906cdabfc3cf0fb4
+    sha256: 7842ddc678e77868ba7b92a726b437575b23aaec293bca0d40826f1026d90e27
+  category: main
+  optional: false
+- name: aiohappyeyeballs
+  version: 2.6.1
+  manager: conda
+  platform: win-64
+  dependencies:
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
+  hash:
+    md5: 18fd895e0e775622906cdabfc3cf0fb4
+    sha256: 7842ddc678e77868ba7b92a726b437575b23aaec293bca0d40826f1026d90e27
+  category: main
+  optional: false
+- name: aiohttp
+  version: 3.12.14
+  manager: conda
+  platform: linux-64
+  dependencies:
+    __glibc: '>=2.17,<3.0.a0'
+    aiohappyeyeballs: '>=2.5.0'
+    aiosignal: '>=1.4.0'
+    attrs: '>=17.3.0'
+    frozenlist: '>=1.1.1'
+    libgcc: '>=14'
+    multidict: '>=4.5,<7.0'
+    propcache: '>=0.2.0'
+    python: '>=3.13,<3.14.0a0'
+    python_abi: 3.13.*
+    yarl: '>=1.17.0,<2.0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.12.14-py313h3dea7bd_0.conda
+  hash:
+    md5: 860893cafaf1b7c06bac07c2ef10eed0
+    sha256: e4829f9acee8b5e99fc1d2c68c365449b47aba009d5d7756f96a73e602382844
+  category: main
+  optional: false
+- name: aiohttp
+  version: 3.12.14
+  manager: conda
+  platform: osx-64
+  dependencies:
+    __osx: '>=10.13'
+    aiohappyeyeballs: '>=2.5.0'
+    aiosignal: '>=1.4.0'
+    attrs: '>=17.3.0'
+    frozenlist: '>=1.1.1'
+    multidict: '>=4.5,<7.0'
+    propcache: '>=0.2.0'
+    python: '>=3.13,<3.14.0a0'
+    python_abi: 3.13.*
+    yarl: '>=1.17.0,<2.0'
+  url: https://conda.anaconda.org/conda-forge/osx-64/aiohttp-3.12.14-py313h4db2fa4_0.conda
+  hash:
+    md5: 4524d831c62d49e7f1ca96f364132fa7
+    sha256: 1e1e24850a1d2d59f00cbf7d37fceab8f641560a446ebb6a12b5849eed036176
+  category: main
+  optional: false
+- name: aiohttp
+  version: 3.12.14
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    __osx: '>=11.0'
+    aiohappyeyeballs: '>=2.5.0'
+    aiosignal: '>=1.4.0'
+    attrs: '>=17.3.0'
+    frozenlist: '>=1.1.1'
+    multidict: '>=4.5,<7.0'
+    propcache: '>=0.2.0'
+    python: '>=3.13,<3.14.0a0'
+    python_abi: 3.13.*
+    yarl: '>=1.17.0,<2.0'
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aiohttp-3.12.14-py313ha0c97b7_0.conda
+  hash:
+    md5: dc7f5597870d8aebbf02f4688c87a8f4
+    sha256: 78aab4ed31a94a806c51033ca1a5443b22c8106daae36d150caf8923b44cbf08
+  category: main
+  optional: false
+- name: aiohttp
+  version: 3.12.14
+  manager: conda
+  platform: win-64
+  dependencies:
+    aiohappyeyeballs: '>=2.5.0'
+    aiosignal: '>=1.4.0'
+    attrs: '>=17.3.0'
+    frozenlist: '>=1.1.1'
+    multidict: '>=4.5,<7.0'
+    propcache: '>=0.2.0'
+    python: '>=3.13,<3.14.0a0'
+    python_abi: 3.13.*
+    ucrt: '>=10.0.20348.0'
+    vc: '>=14.3,<15'
+    vc14_runtime: '>=14.44.35208'
+    yarl: '>=1.17.0,<2.0'
+  url: https://conda.anaconda.org/conda-forge/win-64/aiohttp-3.12.14-py313hd650c13_0.conda
+  hash:
+    md5: c2b06ccae9dd8ebf91633b373488555c
+    sha256: fca03c041134650491136e9e2c10e94c7249f2b5f4e21a3e01d1c36821cb8f25
+  category: main
+  optional: false
+- name: aioitertools
+  version: 0.12.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=3.9'
+    typing_extensions: '>=4.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/aioitertools-0.12.0-pyhd8ed1ab_1.conda
+  hash:
+    md5: 3eb47adbffac44483f59e580f8600a1e
+    sha256: 7d56e547a819a03c058dd8793ca9df6ff9825812da52c214192edb61a7de1c95
+  category: main
+  optional: false
+- name: aioitertools
+  version: 0.12.0
+  manager: conda
+  platform: osx-64
+  dependencies:
+    python: '>=3.9'
+    typing_extensions: '>=4.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/aioitertools-0.12.0-pyhd8ed1ab_1.conda
+  hash:
+    md5: 3eb47adbffac44483f59e580f8600a1e
+    sha256: 7d56e547a819a03c058dd8793ca9df6ff9825812da52c214192edb61a7de1c95
+  category: main
+  optional: false
+- name: aioitertools
+  version: 0.12.0
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    python: '>=3.9'
+    typing_extensions: '>=4.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/aioitertools-0.12.0-pyhd8ed1ab_1.conda
+  hash:
+    md5: 3eb47adbffac44483f59e580f8600a1e
+    sha256: 7d56e547a819a03c058dd8793ca9df6ff9825812da52c214192edb61a7de1c95
+  category: main
+  optional: false
+- name: aioitertools
+  version: 0.12.0
+  manager: conda
+  platform: win-64
+  dependencies:
+    python: '>=3.9'
+    typing_extensions: '>=4.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/aioitertools-0.12.0-pyhd8ed1ab_1.conda
+  hash:
+    md5: 3eb47adbffac44483f59e580f8600a1e
+    sha256: 7d56e547a819a03c058dd8793ca9df6ff9825812da52c214192edb61a7de1c95
+  category: main
+  optional: false
+- name: aiosignal
+  version: 1.4.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    frozenlist: '>=1.1.0'
+    python: '>=3.9'
+    typing_extensions: '>=4.2'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: 421a865222cd0c9d83ff08bc78bf3a61
+    sha256: 8dc149a6828d19bf104ea96382a9d04dae185d4a03cc6beb1bc7b84c428e3ca2
+  category: main
+  optional: false
+- name: aiosignal
+  version: 1.4.0
+  manager: conda
+  platform: osx-64
+  dependencies:
+    frozenlist: '>=1.1.0'
+    python: '>=3.9'
+    typing_extensions: '>=4.2'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: 421a865222cd0c9d83ff08bc78bf3a61
+    sha256: 8dc149a6828d19bf104ea96382a9d04dae185d4a03cc6beb1bc7b84c428e3ca2
+  category: main
+  optional: false
+- name: aiosignal
+  version: 1.4.0
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    frozenlist: '>=1.1.0'
+    python: '>=3.9'
+    typing_extensions: '>=4.2'
+  url: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: 421a865222cd0c9d83ff08bc78bf3a61
+    sha256: 8dc149a6828d19bf104ea96382a9d04dae185d4a03cc6beb1bc7b84c428e3ca2
+  category: main
+  optional: false
+- name: aiosignal
+  version: 1.4.0
+  manager: conda
+  platform: win-64
+  dependencies:
+    frozenlist: '>=1.1.0'
+    python: '>=3.9'
+    typing_extensions: '>=4.2'
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