diff --git a/book/_config.yml b/book/_config.yml
index 02bd82d..7687893 100644
--- a/book/_config.yml
+++ b/book/_config.yml
@@ -54,6 +54,8 @@ repository:
 bibtex_bibfiles:
   - references.bib
 sphinx:
+  extra_extensions:
+    - sphinxcontrib.mermaid
   config:
     bibtex_reference_style: author_year  # or label, super, \supercite
     nb_merge_streams: true # stdout lines combined in output
diff --git a/book/presentations/hackweek/dask_gridding.ipynb b/book/presentations/hackweek/dask_gridding.ipynb
index 1fc2019..acfd147 100644
--- a/book/presentations/hackweek/dask_gridding.ipynb
+++ b/book/presentations/hackweek/dask_gridding.ipynb
@@ -1135,7 +1135,7 @@
    "id": "043dea79",
    "metadata": {},
    "source": [
-    "```mermaid\n",
+    "```{mermaid}\n",
     "flowchart LR\n",
     "\n",
     "A(random.normal) -->|array| B(mean_and_std)\n",
@@ -1258,7 +1258,7 @@
    "id": "16abcee5",
    "metadata": {},
    "source": [
-    "```mermaid\n",
+    "```{mermaid}\n",
     "%%{ init: { 'flowchart': { 'curve': 'monotoneY' } } }%%\n",
     "\n",
     "flowchart LR\n",
@@ -5518,12 +5518,6 @@
   }
  ],
  "metadata": {
-  "jupytext": {
-   "text_representation": {
-    "extension": ".py",
-    "format_name": "light"
-   }
-  },
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
    "language": "python",
@@ -5539,7 +5533,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.14"
+   "version": "3.11.9"
   },
   "widgets": {
    "application/vnd.jupyter.widget-state+json": {
@@ -5878,13 +5872,13 @@
        "description": "",
        "description_allow_html": false,
        "layout": "IPY_MODEL_0fa5bd2afbaa4106b479092d5eba9adc",
-       "max": 1.0,
-       "min": 0.0,
+       "max": 1,
+       "min": 0,
        "orientation": "horizontal",
        "style": "IPY_MODEL_4a289586dcfa43d0a7fc77951d9b774f",
        "tabbable": null,
        "tooltip": null,
-       "value": 1.0
+       "value": 1
       }
      },
      "215deebb88ab419989ff45cf9aedaf93": {
@@ -6893,13 +6887,13 @@
        "description": "",
        "description_allow_html": false,
        "layout": "IPY_MODEL_1ddf698861fa47d385124fb6ee5e56d8",
-       "max": 10.0,
-       "min": 0.0,
+       "max": 10,
+       "min": 0,
        "orientation": "horizontal",
        "style": "IPY_MODEL_9b1f4e56e9ff4251a9e6134489c99af3",
        "tabbable": null,
        "tooltip": null,
-       "value": 10.0
+       "value": 10
       }
      },
      "84e71d15d9f74a54a7f98cf69458ba4a": {
@@ -7052,13 +7046,13 @@
        "description": "",
        "description_allow_html": false,
        "layout": "IPY_MODEL_294d05f74abf4ca0aa6993798c0f9315",
-       "max": 10.0,
-       "min": 0.0,
+       "max": 10,
+       "min": 0,
        "orientation": "horizontal",
        "style": "IPY_MODEL_a8aea866d4134d4c93e696440c3e8834",
        "tabbable": null,
        "tooltip": null,
-       "value": 10.0
+       "value": 10
       }
      },
      "b2fa6f8bf8c54b458e6db0f3e8ac0497": {
@@ -7292,13 +7286,13 @@
        "description": "",
        "description_allow_html": false,
        "layout": "IPY_MODEL_d50fae4e571b40c2a1a39e6c9268140c",
-       "max": 1.0,
-       "min": 0.0,
+       "max": 1,
+       "min": 0,
        "orientation": "horizontal",
        "style": "IPY_MODEL_15e77c63c4964243b972667b4a279d58",
        "tabbable": null,
        "tooltip": null,
-       "value": 1.0
+       "value": 1
       }
      },
      "d27711c0f82f4484baa9685bd7cdd442": {
@@ -7447,13 +7441,13 @@
        "description": "",
        "description_allow_html": false,
        "layout": "IPY_MODEL_511101091d7e4d0fbeaabed36c3fef1f",
-       "max": 1.0,
-       "min": 0.0,
+       "max": 1,
+       "min": 0,
        "orientation": "horizontal",
        "style": "IPY_MODEL_c6568ef659f7459d8590e6cf50e4252f",
        "tabbable": null,
        "tooltip": null,
-       "value": 1.0
+       "value": 1
       }
      },
      "d6fdc78506314692bbbdd0ba2ab906a5": {
@@ -7672,13 +7666,13 @@
        "description": "",
        "description_allow_html": false,
        "layout": "IPY_MODEL_29ff1ad765ff42a7b574b33d4a993ff8",
-       "max": 10.0,
-       "min": 0.0,
+       "max": 10,
+       "min": 0,
        "orientation": "horizontal",
        "style": "IPY_MODEL_b2fa6f8bf8c54b458e6db0f3e8ac0497",
        "tabbable": null,
        "tooltip": null,
-       "value": 10.0
+       "value": 10
       }
      },
      "fb7504f572b24361add86381bf3da303": {
diff --git a/conda/conda-linux-64.lock.yml b/conda/conda-linux-64.lock.yml
index fbbb98f..33522bb 100644
--- a/conda/conda-linux-64.lock.yml
+++ b/conda/conda-linux-64.lock.yml
@@ -1,23 +1,24 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 04022a2fab77921542f1546b61562420b8bd7949d5fe0a082946d048526afbef
+# input_hash: b2b813c189c9040ba431fd8f709259907a027fe9e6d4842aca10642c70d78ff7
 
 channels:
   - conda-forge
 dependencies:
   - _libgcc_mutex=0.1=conda_forge
   - _openmp_mutex=4.5=2_gnu
-  - accessible-pygments=0.0.4=pyhd8ed1ab_0
+  - accessible-pygments=0.0.5=pyhd8ed1ab_0
   - alabaster=0.7.16=pyhd8ed1ab_0
-  - alembic=1.13.1=pyhd8ed1ab_1
-  - anyio=4.3.0=pyhd8ed1ab_0
+  - alembic=1.13.2=pyhd8ed1ab_0
+  - annotated-types=0.7.0=pyhd8ed1ab_0
+  - anyio=4.4.0=pyhd8ed1ab_0
   - argon2-cffi=23.1.0=pyhd8ed1ab_0
   - argon2-cffi-bindings=21.2.0=py312h98912ed_4
   - arrow=1.3.0=pyhd8ed1ab_0
   - asttokens=2.4.1=pyhd8ed1ab_0
   - async-lru=2.0.4=pyhd8ed1ab_0
-  - async_generator=1.10=py_0
-  - attrs=23.2.0=pyh71513ae_0
+  - async_generator=1.10=pyhd8ed1ab_1
+  - attrs=24.2.0=pyh71513ae_0
   - babel=2.14.0=pyhd8ed1ab_0
   - beautifulsoup4=4.12.3=pyha770c72_0
   - binaryornot=0.4.4=py_1
@@ -25,27 +26,27 @@ dependencies:
   - blinker=1.8.2=pyhd8ed1ab_0
   - branca=0.7.2=pyhd8ed1ab_0
   - brotli-python=1.1.0=py312h30efb56_1
-  - bzip2=1.0.8=hd590300_5
-  - ca-certificates=2024.2.2=hbcca054_0
+  - bzip2=1.0.8=h4bc722e_7
+  - ca-certificates=2024.7.4=hbcca054_0
   - cached-property=1.5.2=hd8ed1ab_1
   - cached_property=1.5.2=pyha770c72_1
-  - certifi=2024.2.2=pyhd8ed1ab_0
-  - certipy=0.1.3=py_0
-  - cffi=1.16.0=py312hf06ca03_0
+  - certifi=2024.7.4=pyhd8ed1ab_0
+  - certipy=0.1.3=pyhd8ed1ab_1
+  - cffi=1.17.0=py312h1671c18_0
   - chardet=5.2.0=py312h7900ff3_1
   - charset-normalizer=3.3.2=pyhd8ed1ab_0
   - click=8.1.7=unix_pyh707e725_0
   - colorama=0.4.6=pyhd8ed1ab_0
   - comm=0.2.2=pyhd8ed1ab_0
   - cookiecutter=2.6.0=pyhca7485f_0
-  - cryptography=42.0.7=py312hbcc2302_0
+  - cryptography=43.0.0=py312h8aaac84_0
   - dataclasses=0.8=pyhc8e2a94_3
-  - debugpy=1.8.1=py312h30efb56_0
+  - debugpy=1.8.5=py312hca68cad_0
   - decorator=5.1.1=pyhd8ed1ab_0
   - defusedxml=0.7.1=pyhd8ed1ab_0
   - docutils=0.20.1=py312h7900ff3_3
   - entrypoints=0.4=pyhd8ed1ab_0
-  - exceptiongroup=1.2.0=pyhd8ed1ab_2
+  - exceptiongroup=1.2.2=pyhd8ed1ab_0
   - executing=2.0.1=pyhd8ed1ab_0
   - fqdn=1.5.1=pyhd8ed1ab_0
   - greenlet=3.0.3=py312h30efb56_0
@@ -57,140 +58,140 @@ dependencies:
   - hyperframe=6.0.1=pyhd8ed1ab_0
   - idna=3.7=pyhd8ed1ab_0
   - imagesize=1.4.1=pyhd8ed1ab_0
-  - importlib-metadata=7.1.0=pyha770c72_0
-  - importlib_metadata=7.1.0=hd8ed1ab_0
+  - importlib-metadata=8.2.0=pyha770c72_0
+  - importlib_metadata=8.2.0=hd8ed1ab_0
   - importlib_resources=6.4.0=pyhd8ed1ab_0
-  - ipykernel=6.29.3=pyhd33586a_0
-  - ipyleaflet=0.19.0=pyhd8ed1ab_1
-  - ipython=8.22.2=pyh707e725_0
-  - ipywidgets=8.1.2=pyhd8ed1ab_0
+  - ipykernel=6.29.5=pyh3099207_0
+  - ipyleaflet=0.19.2=pyhd8ed1ab_0
+  - ipython=8.26.0=pyh707e725_0
+  - ipywidgets=8.1.3=pyhd8ed1ab_0
   - isoduration=20.11.0=pyhd8ed1ab_0
   - jedi=0.19.1=pyhd8ed1ab_0
-  - jinja2=3.1.3=pyhd8ed1ab_0
+  - jinja2=3.1.4=pyhd8ed1ab_0
   - json5=0.9.25=pyhd8ed1ab_0
-  - jsonpointer=2.4=py312h7900ff3_3
-  - jsonschema=4.22.0=pyhd8ed1ab_0
+  - jsonpointer=3.0.0=py312h7900ff3_0
+  - jsonschema=4.23.0=pyhd8ed1ab_0
   - jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
-  - jsonschema-with-format-nongpl=4.22.0=pyhd8ed1ab_0
-  - jupyter-book=1.0.0=pyhd8ed1ab_0
+  - jsonschema-with-format-nongpl=4.23.0=hd8ed1ab_0
+  - jupyter-book=1.0.2=pyhd8ed1ab_0
   - jupyter-cache=1.0.0=pyhd8ed1ab_0
   - jupyter-lsp=2.2.5=pyhd8ed1ab_0
-  - jupyter-resource-usage=1.0.2=pyhd8ed1ab_0
-  - jupyter_client=8.6.1=pyhd8ed1ab_0
+  - jupyter-resource-usage=1.1.0=pyhd8ed1ab_0
+  - jupyter_client=8.6.2=pyhd8ed1ab_0
   - jupyter_core=5.7.2=py312h7900ff3_0
   - jupyter_events=0.10.0=pyhd8ed1ab_0
-  - jupyter_leaflet=0.19.0=pyhd8ed1ab_1
-  - jupyter_server=2.14.0=pyhd8ed1ab_0
+  - jupyter_leaflet=0.19.2=pyhd8ed1ab_0
+  - jupyter_server=2.14.2=pyhd8ed1ab_0
   - jupyter_server_terminals=0.5.3=pyhd8ed1ab_0
-  - jupyter_telemetry=0.1.0=pyhd8ed1ab_1
-  - jupyterhub-base=4.1.5=pyh31011fe_0
-  - jupyterhub-singleuser=4.1.5=pyh31011fe_0
-  - jupyterlab=4.2.0=pyhd8ed1ab_0
+  - jupyterhub-base=5.1.0=pyh31011fe_0
+  - jupyterhub-singleuser=5.1.0=pyh31011fe_0
+  - jupyterlab=4.2.4=pyhd8ed1ab_0
   - jupyterlab_pygments=0.3.0=pyhd8ed1ab_1
-  - jupyterlab_server=2.27.1=pyhd8ed1ab_0
-  - jupyterlab_widgets=3.0.10=pyhd8ed1ab_0
-  - jupytext=1.16.2=pyhd8ed1ab_1
+  - jupyterlab_server=2.27.3=pyhd8ed1ab_0
+  - jupyterlab_widgets=3.0.11=pyhd8ed1ab_0
+  - jupytext=1.16.4=pyh80e38bb_0
   - keyutils=1.6.1=h166bdaf_0
-  - krb5=1.21.2=h659d440_0
+  - krb5=1.21.3=h659f571_0
   - latexcodec=2.0.1=pyh9f0ad1d_0
-  - ld_impl_linux-64=2.40=h55db66e_0
+  - ld_impl_linux-64=2.40=hf3520f5_7
   - libedit=3.1.20191231=he28a2e2_2
   - libexpat=2.6.2=h59595ed_0
   - libffi=3.4.2=h7f98852_5
-  - libgcc-ng=13.2.0=h77fa898_7
-  - libgomp=13.2.0=h77fa898_7
+  - libgcc-ng=14.1.0=h77fa898_0
+  - libgomp=14.1.0=h77fa898_0
   - libnsl=2.0.1=hd590300_0
   - libsodium=1.0.18=h36c2ea0_1
-  - libsqlite=3.45.3=h2797004_0
-  - libstdcxx-ng=13.2.0=hc0a3c3a_7
+  - libsqlite=3.46.0=hde9e2c9_0
+  - libstdcxx-ng=14.1.0=hc0a3c3a_0
   - libuuid=2.38.1=h0b41bf4_0
   - libxcrypt=4.4.36=hd590300_1
-  - libzlib=1.2.13=hd590300_5
+  - libzlib=1.3.1=h4ab18f5_1
   - linkify-it-py=2.0.3=pyhd8ed1ab_0
-  - mako=1.3.3=pyhd8ed1ab_0
+  - mako=1.3.5=pyhd8ed1ab_0
   - markdown=3.6=pyhd8ed1ab_0
   - markdown-it-py=3.0.0=pyhd8ed1ab_0
   - markupsafe=2.1.5=py312h98912ed_0
   - matplotlib-inline=0.1.7=pyhd8ed1ab_0
-  - mdit-py-plugins=0.4.0=pyhd8ed1ab_0
+  - mdit-py-plugins=0.4.1=pyhd8ed1ab_0
   - mdurl=0.1.2=pyhd8ed1ab_0
   - mistune=3.0.2=pyhd8ed1ab_0
-  - myst-nb=1.1.0=pyhd8ed1ab_0
+  - myst-nb=1.1.1=pyhd8ed1ab_0
   - myst-parser=2.0.0=pyhd8ed1ab_0
   - nbclient=0.10.0=pyhd8ed1ab_0
-  - nbconvert-core=7.16.4=pyhd8ed1ab_0
+  - nbconvert-core=7.16.4=pyhd8ed1ab_1
   - nbformat=5.10.4=pyhd8ed1ab_0
-  - ncurses=6.4.20240210=h59595ed_0
+  - ncurses=6.5=h59595ed_0
   - nest-asyncio=1.6.0=pyhd8ed1ab_0
   - notebook-shim=0.2.4=pyhd8ed1ab_0
   - oauthlib=3.2.2=pyhd8ed1ab_0
-  - openssl=3.3.0=hd590300_0
+  - openssl=3.3.1=h4bc722e_2
   - overrides=7.7.0=pyhd8ed1ab_0
-  - packaging=24.0=pyhd8ed1ab_0
-  - pamela=1.1.0=pyh1a96a4e_0
+  - packaging=24.1=pyhd8ed1ab_0
+  - pamela=1.2.0=pyhff2d567_0
   - pandocfilters=1.5.0=pyhd8ed1ab_0
   - parso=0.8.4=pyhd8ed1ab_0
   - pexpect=4.9.0=pyhd8ed1ab_0
   - pickleshare=0.7.5=py_1003
-  - pip=24.0=pyhd8ed1ab_0
+  - pip=24.2=pyhd8ed1ab_0
   - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
-  - platformdirs=4.2.1=pyhd8ed1ab_0
+  - platformdirs=4.2.2=pyhd8ed1ab_0
   - prometheus_client=0.20.0=pyhd8ed1ab_0
-  - prompt-toolkit=3.0.42=pyha770c72_0
+  - prompt-toolkit=3.0.47=pyha770c72_0
   - psutil=5.9.8=py312h98912ed_0
   - ptyprocess=0.7.0=pyhd3deb0d_0
-  - pure_eval=0.2.2=pyhd8ed1ab_0
+  - pure_eval=0.2.3=pyhd8ed1ab_0
   - pybtex=0.24.0=pyhd8ed1ab_2
   - pybtex-docutils=1.0.3=py312h7900ff3_1
   - pycparser=2.22=pyhd8ed1ab_0
-  - pydata-sphinx-theme=0.15.2=pyhd8ed1ab_0
+  - pydantic=2.8.2=pyhd8ed1ab_0
+  - pydantic-core=2.20.1=py312hf008fa9_0
+  - pydata-sphinx-theme=0.15.4=pyhd8ed1ab_0
   - pygments=2.18.0=pyhd8ed1ab_0
-  - pyjwt=2.8.0=pyhd8ed1ab_1
-  - pymdown-extensions=10.8.1=pyhd8ed1ab_0
-  - pyopenssl=24.0.0=pyhd8ed1ab_0
+  - pyjwt=2.9.0=pyhd8ed1ab_1
+  - pymdown-extensions=10.9=pyhd8ed1ab_0
+  - pyopenssl=24.2.1=pyhd8ed1ab_2
   - pysocks=1.7.1=pyha2e5f31_6
-  - python=3.12.3=hab00c5b_0_cpython
+  - python=3.12.5=h2ad013b_0_cpython
   - python-dateutil=2.9.0=pyhd8ed1ab_0
-  - python-fastjsonschema=2.19.1=pyhd8ed1ab_0
+  - python-fastjsonschema=2.20.0=pyhd8ed1ab_0
   - python-json-logger=2.0.7=pyhd8ed1ab_0
   - python-slugify=8.0.4=pyhd8ed1ab_0
   - python_abi=3.12=4_cp312
   - pytz=2024.1=pyhd8ed1ab_0
-  - pyyaml=6.0.1=py312h98912ed_1
-  - pyzmq=26.0.3=py312h8fd38d8_0
+  - pyyaml=6.0.2=py312h41a817b_0
+  - pyzmq=26.1.0=py312h7ab5c7e_0
   - readline=8.2=h8228510_1
   - referencing=0.35.1=pyhd8ed1ab_0
-  - requests=2.31.0=pyhd8ed1ab_0
+  - requests=2.32.3=pyhd8ed1ab_0
   - rfc3339-validator=0.1.4=pyhd8ed1ab_0
   - rfc3986-validator=0.1.1=pyh9f0ad1d_0
   - rich=13.7.1=pyhd8ed1ab_0
-  - rpds-py=0.18.1=py312h4413252_0
-  - ruamel.yaml=0.18.6=py312h98912ed_0
-  - ruamel.yaml.clib=0.2.8=py312h98912ed_0
+  - rpds-py=0.20.0=py312hf008fa9_0
   - send2trash=1.8.3=pyh0d859eb_0
-  - setuptools=69.5.1=pyhd8ed1ab_0
+  - setuptools=72.1.0=pyhd8ed1ab_0
   - six=1.16.0=pyh6c4a22f_0
   - sniffio=1.3.1=pyhd8ed1ab_0
   - snowballstemmer=2.2.0=pyhd8ed1ab_0
   - soupsieve=2.5=pyhd8ed1ab_1
-  - sphinx=7.3.7=pyhd8ed1ab_0
-  - sphinx-book-theme=1.1.2=pyhd8ed1ab_0
+  - sphinx=7.4.7=pyhd8ed1ab_0
+  - sphinx-book-theme=1.1.3=pyhd8ed1ab_0
   - sphinx-comments=0.0.3=pyh9f0ad1d_0
   - sphinx-copybutton=0.5.2=pyhd8ed1ab_0
-  - sphinx-design=0.5.0=pyhd8ed1ab_0
+  - sphinx-design=0.6.1=pyhd8ed1ab_0
   - sphinx-external-toc=1.0.1=pyhd8ed1ab_0
   - sphinx-jupyterbook-latex=1.0.0=pyhd8ed1ab_0
   - sphinx-multitoc-numbering=0.1.3=pyhd8ed1ab_0
   - sphinx-thebe=0.3.1=pyhd8ed1ab_0
   - sphinx-togglebutton=0.3.2=pyhd8ed1ab_0
-  - sphinxcontrib-applehelp=1.0.8=pyhd8ed1ab_0
+  - sphinxcontrib-applehelp=2.0.0=pyhd8ed1ab_0
   - sphinxcontrib-bibtex=2.6.2=pyhd8ed1ab_0
-  - sphinxcontrib-devhelp=1.0.6=pyhd8ed1ab_0
-  - sphinxcontrib-htmlhelp=2.0.5=pyhd8ed1ab_0
+  - sphinxcontrib-devhelp=2.0.0=pyhd8ed1ab_0
+  - sphinxcontrib-htmlhelp=2.1.0=pyhd8ed1ab_0
   - sphinxcontrib-jsmath=1.0.1=pyhd8ed1ab_0
-  - sphinxcontrib-qthelp=1.0.7=pyhd8ed1ab_0
+  - sphinxcontrib-mermaid=0.9.2=pyhd8ed1ab_0
+  - sphinxcontrib-qthelp=2.0.0=pyhd8ed1ab_0
   - sphinxcontrib-serializinghtml=1.1.10=pyhd8ed1ab_0
-  - sqlalchemy=2.0.30=py312h9a8786e_0
+  - sqlalchemy=2.0.32=py312h41a817b_0
   - stack_data=0.6.2=pyhd8ed1ab_0
   - tabulate=0.9.0=pyhd8ed1ab_1
   - terminado=0.18.1=pyh0d859eb_0
@@ -198,27 +199,29 @@ dependencies:
   - tinycss2=1.3.0=pyhd8ed1ab_0
   - tk=8.6.13=noxft_h4845f30_101
   - tomli=2.0.1=pyhd8ed1ab_0
-  - tornado=6.4=py312h98912ed_0
+  - tornado=6.4.1=py312h9a8786e_0
   - traitlets=5.14.3=pyhd8ed1ab_0
   - traittypes=0.2.1=pyh9f0ad1d_2
   - types-python-dateutil=2.9.0.20240316=pyhd8ed1ab_0
-  - typing-extensions=4.11.0=hd8ed1ab_0
-  - typing_extensions=4.11.0=pyha770c72_0
+  - typing-extensions=4.12.2=hd8ed1ab_0
+  - typing_extensions=4.12.2=pyha770c72_0
   - typing_utils=0.1.0=pyhd8ed1ab_0
   - tzdata=2024a=h0c530f3_0
   - uc-micro-py=1.0.3=pyhd8ed1ab_0
   - uri-template=1.3.0=pyhd8ed1ab_0
-  - urllib3=2.2.1=pyhd8ed1ab_0
+  - urllib3=2.2.2=pyhd8ed1ab_1
   - wcwidth=0.2.13=pyhd8ed1ab_0
-  - webcolors=1.13=pyhd8ed1ab_0
+  - webcolors=24.8.0=pyhd8ed1ab_0
   - webencodings=0.5.1=pyhd8ed1ab_2
   - websocket-client=1.8.0=pyhd8ed1ab_0
-  - wheel=0.43.0=pyhd8ed1ab_1
-  - widgetsnbextension=4.0.10=pyhd8ed1ab_0
-  - xyzservices=2024.4.0=pyhd8ed1ab_0
+  - wheel=0.44.0=pyhd8ed1ab_0
+  - widgetsnbextension=4.0.11=pyhd8ed1ab_0
+  - xyzservices=2024.6.0=pyhd8ed1ab_0
   - xz=5.2.6=h166bdaf_0
   - yaml=0.2.5=h7f98852_2
-  - zeromq=4.3.5=h75354e8_3
-  - zipp=3.17.0=pyhd8ed1ab_0
+  - zeromq=4.3.5=h75354e8_4
+  - zipp=3.19.2=pyhd8ed1ab_0
+  - zstandard=0.23.0=py312h3483029_0
+  - zstd=1.5.6=ha6fb4c9_0
   - pip:
       - jinja-markdown === 1.210911 --hash=sha256:cce8e2be016227c925a8c82a7f3499099319d239fedc481b7728a7c9e9e3cfcc
diff --git a/conda/conda-lock.yml b/conda/conda-lock.yml
index ca3af92..d35d5e2 100644
--- a/conda/conda-lock.yml
+++ b/conda/conda-lock.yml
@@ -13,9 +13,9 @@
 version: 1
 metadata:
   content_hash:
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-    osx-64: faaa720379bee7b5578cb255b268f6fcd04fe2d2c742d4fe9938cbbf906395f5
-    osx-arm64: 92ebfc1e54f4f3227d39a43367873af5236bd38b97a335b60b5a885c2c25297e
+    linux-64: b2b813c189c9040ba431fd8f709259907a027fe9e6d4842aca10642c70d78ff7
+    osx-64: 4af796927180d4ef63cb0814581c8206417de33cf640031b26f726df89ea23a2
+    osx-arm64: f1b7126cd7e51ac6201628d7b9f903e981ae64b07f31002b3d6272aae0c3f070
   channels:
   - url: conda-forge
     used_env_vars: []
@@ -51,42 +51,42 @@ package:
   category: main
   optional: false
 - name: accessible-pygments
-  version: 0.0.4
+  version: 0.0.5
   manager: conda
   platform: linux-64
   dependencies:
     pygments: ''
-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.4-pyhd8ed1ab_0.conda
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.5-pyhd8ed1ab_0.conda
   hash:
-    md5: 46a2e6e3dfa718ce3492018d5a110dd6
-    sha256: ce532e2da08fb2b77df281e3d42e2b2131641bdd6a6e8127f3718ae6860bd70d
+    md5: 1bb1ef9806a9a20872434f58b3e7fc1a
+    sha256: 712c1875bcd32674e8ce2f418f0b2875ecb98e6bcbb21ec7502dae8ff4b0f73c
   category: main
   optional: false
 - name: accessible-pygments
-  version: 0.0.4
+  version: 0.0.5
   manager: conda
   platform: osx-64
   dependencies:
     pygments: ''
-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.4-pyhd8ed1ab_0.conda
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.5-pyhd8ed1ab_0.conda
   hash:
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-    sha256: ce532e2da08fb2b77df281e3d42e2b2131641bdd6a6e8127f3718ae6860bd70d
+    md5: 1bb1ef9806a9a20872434f58b3e7fc1a
+    sha256: 712c1875bcd32674e8ce2f418f0b2875ecb98e6bcbb21ec7502dae8ff4b0f73c
   category: main
   optional: false
 - name: accessible-pygments
-  version: 0.0.4
+  version: 0.0.5
   manager: conda
   platform: osx-arm64
   dependencies:
     pygments: ''
-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.4-pyhd8ed1ab_0.conda
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/accessible-pygments-0.0.5-pyhd8ed1ab_0.conda
   hash:
-    md5: 46a2e6e3dfa718ce3492018d5a110dd6
-    sha256: ce532e2da08fb2b77df281e3d42e2b2131641bdd6a6e8127f3718ae6860bd70d
+    md5: 1bb1ef9806a9a20872434f58b3e7fc1a
+    sha256: 712c1875bcd32674e8ce2f418f0b2875ecb98e6bcbb21ec7502dae8ff4b0f73c
   category: main
   optional: false
 - name: alabaster
@@ -126,7 +126,7 @@ package:
   category: main
   optional: false
 - name: alembic
-  version: 1.13.1
+  version: 1.13.2
   manager: conda
   platform: linux-64
   dependencies:
@@ -136,14 +136,14 @@ package:
     python: '>=3.8'
     sqlalchemy: '>=1.3.0'
     typing-extensions: '>=4'
-  url: https://conda.anaconda.org/conda-forge/noarch/alembic-1.13.1-pyhd8ed1ab_1.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/alembic-1.13.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 7b7b0062b0de9f3f71502d31215fcbbb
-    sha256: e4bc9aa5a6e866461274826bb750407a407fed9207a5adb70bf727f6addd7fe6
+    md5: 0045ed5e28a7f2c252a30442408b36c4
+    sha256: 96fd39cb4500542556bbef01130033bad75c637a6f573eb7b043d15a3f7b02ff
   category: main
   optional: false
 - name: alembic
-  version: 1.13.1
+  version: 1.13.2
   manager: conda
   platform: osx-64
   dependencies:
@@ -153,14 +153,14 @@ package:
     python: '>=3.8'
     sqlalchemy: '>=1.3.0'
     typing-extensions: '>=4'
-  url: https://conda.anaconda.org/conda-forge/noarch/alembic-1.13.1-pyhd8ed1ab_1.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/alembic-1.13.2-pyhd8ed1ab_0.conda
   hash:
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-    sha256: e4bc9aa5a6e866461274826bb750407a407fed9207a5adb70bf727f6addd7fe6
+    md5: 0045ed5e28a7f2c252a30442408b36c4
+    sha256: 96fd39cb4500542556bbef01130033bad75c637a6f573eb7b043d15a3f7b02ff
   category: main
   optional: false
 - name: alembic
-  version: 1.13.1
+  version: 1.13.2
   manager: conda
   platform: osx-arm64
   dependencies:
@@ -170,14 +170,53 @@ package:
     python: '>=3.8'
     sqlalchemy: '>=1.3.0'
     typing-extensions: '>=4'
-  url: https://conda.anaconda.org/conda-forge/noarch/alembic-1.13.1-pyhd8ed1ab_1.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/alembic-1.13.2-pyhd8ed1ab_0.conda
+  hash:
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+    sha256: 96fd39cb4500542556bbef01130033bad75c637a6f573eb7b043d15a3f7b02ff
+  category: main
+  optional: false
+- name: annotated-types
+  version: 0.7.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=3.7'
+    typing-extensions: '>=4.0.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_0.conda
+  hash:
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+    sha256: 668f0825b6c18e4012ca24a0070562b6ec801ebc7008228a428eb52b4038873f
+  category: main
+  optional: false
+- name: annotated-types
+  version: 0.7.0
+  manager: conda
+  platform: osx-64
+  dependencies:
+    python: '>=3.7'
+    typing-extensions: '>=4.0.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: 7e9f4612544c8edbfd6afad17f1bd045
+    sha256: 668f0825b6c18e4012ca24a0070562b6ec801ebc7008228a428eb52b4038873f
+  category: main
+  optional: false
+- name: annotated-types
+  version: 0.7.0
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    python: '>=3.7'
+    typing-extensions: '>=4.0.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_0.conda
   hash:
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-    sha256: e4bc9aa5a6e866461274826bb750407a407fed9207a5adb70bf727f6addd7fe6
+    md5: 7e9f4612544c8edbfd6afad17f1bd045
+    sha256: 668f0825b6c18e4012ca24a0070562b6ec801ebc7008228a428eb52b4038873f
   category: main
   optional: false
 - name: anyio
-  version: 4.3.0
+  version: 4.4.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -186,14 +225,14 @@ package:
     python: '>=3.8'
     sniffio: '>=1.1'
     typing_extensions: '>=4.1'
-  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.3.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.4.0-pyhd8ed1ab_0.conda
   hash:
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-    sha256: 86aca4a31c09f9b4dbdb332cd9a6a7dbab62ca734d3f832651c0ab59c6a7f52e
+    md5: 1fa97c6e8db1f82c64ff17a5efc4ae8e
+    sha256: 84ac9429812495f12939ab4994f2634f7cacd254f6234a0c2c0243daed15a7ee
   category: main
   optional: false
 - name: anyio
-  version: 4.3.0
+  version: 4.4.0
   manager: conda
   platform: osx-64
   dependencies:
@@ -202,14 +241,14 @@ package:
     typing_extensions: '>=4.1'
     idna: '>=2.8'
     exceptiongroup: '>=1.0.2'
-  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.3.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.4.0-pyhd8ed1ab_0.conda
   hash:
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-    sha256: 86aca4a31c09f9b4dbdb332cd9a6a7dbab62ca734d3f832651c0ab59c6a7f52e
+    md5: 1fa97c6e8db1f82c64ff17a5efc4ae8e
+    sha256: 84ac9429812495f12939ab4994f2634f7cacd254f6234a0c2c0243daed15a7ee
   category: main
   optional: false
 - name: anyio
-  version: 4.3.0
+  version: 4.4.0
   manager: conda
   platform: osx-arm64
   dependencies:
@@ -218,10 +257,10 @@ package:
     typing_extensions: '>=4.1'
     idna: '>=2.8'
     exceptiongroup: '>=1.0.2'
-  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.3.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.4.0-pyhd8ed1ab_0.conda
   hash:
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-    sha256: 86aca4a31c09f9b4dbdb332cd9a6a7dbab62ca734d3f832651c0ab59c6a7f52e
+    md5: 1fa97c6e8db1f82c64ff17a5efc4ae8e
+    sha256: 84ac9429812495f12939ab4994f2634f7cacd254f6234a0c2c0243daed15a7ee
   category: main
   optional: false
 - name: appnope
@@ -458,11 +497,11 @@ package:
   manager: conda
   platform: linux-64
   dependencies:
-    python: '>2.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/async_generator-1.10-py_0.tar.bz2
+    python: '>=3.5'
+  url: https://conda.anaconda.org/conda-forge/noarch/async_generator-1.10-pyhd8ed1ab_1.conda
   hash:
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-    sha256: b45a479387f9eab020da572f87f37d55182e5b41c21a7851d6fc7dcb635a3cf0
+    md5: bcee238f99c34ca11add65c1684c5a2d
+    sha256: 8647ec9fba010c7fd34a00c0c2a04902141f1c5c1d55d80e6c7b99649b6a1c72
   category: main
   optional: false
 - name: async_generator
@@ -470,11 +509,11 @@ package:
   manager: conda
   platform: osx-64
   dependencies:
-    python: '>2.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/async_generator-1.10-py_0.tar.bz2
+    python: '>=3.5'
+  url: https://conda.anaconda.org/conda-forge/noarch/async_generator-1.10-pyhd8ed1ab_1.conda
   hash:
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-    sha256: b45a479387f9eab020da572f87f37d55182e5b41c21a7851d6fc7dcb635a3cf0
+    md5: bcee238f99c34ca11add65c1684c5a2d
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   category: main
   optional: false
 - name: async_generator
@@ -482,47 +521,47 @@ package:
   manager: conda
   platform: osx-arm64
   dependencies:
-    python: '>2.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/async_generator-1.10-py_0.tar.bz2
+    python: '>=3.5'
+  url: https://conda.anaconda.org/conda-forge/noarch/async_generator-1.10-pyhd8ed1ab_1.conda
   hash:
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+    sha256: 8647ec9fba010c7fd34a00c0c2a04902141f1c5c1d55d80e6c7b99649b6a1c72
   category: main
   optional: false
 - name: attrs
-  version: 23.2.0
+  version: 24.2.0
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/attrs-23.2.0-pyh71513ae_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/attrs-24.2.0-pyh71513ae_0.conda
   hash:
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   optional: false
 - name: attrs
-  version: 23.2.0
+  version: 24.2.0
   manager: conda
   platform: osx-64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/attrs-23.2.0-pyh71513ae_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/attrs-24.2.0-pyh71513ae_0.conda
   hash:
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-    sha256: 77c7d03bdb243a048fff398cedc74327b7dc79169ebe3b4c8448b0331ea55fea
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   category: main
   optional: false
 - name: attrs
-  version: 23.2.0
+  version: 24.2.0
   manager: conda
   platform: osx-arm64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/attrs-23.2.0-pyh71513ae_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/attrs-24.2.0-pyh71513ae_0.conda
   hash:
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   category: main
   optional: false
 - name: babel
@@ -816,66 +855,69 @@ package:
   manager: conda
   platform: linux-64
   dependencies:
+    __glibc: '>=2.17,<3.0.a0'
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hd590300_5.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
   hash:
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-    sha256: 242c0c324507ee172c0e0dd2045814e746bb303d1eb78870d182ceb0abc726a8
+    md5: 62ee74e96c5ebb0af99386de58cf9553
+    sha256: 5ced96500d945fb286c9c838e54fa759aa04a7129c59800f0846b4335cee770d
   category: main
   optional: false
 - name: bzip2
   version: 1.0.8
   manager: conda
   platform: osx-64
-  dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h10d778d_5.conda
+  dependencies:
+    __osx: '>=10.13'
+  url: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-hfdf4475_7.conda
   hash:
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-    sha256: 61fb2b488928a54d9472113e1280b468a309561caa54f33825a3593da390b242
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   version: 1.0.8
   manager: conda
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-  dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-h93a5062_5.conda
+  dependencies:
+    __osx: '>=11.0'
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-h99b78c6_7.conda
   hash:
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+    sha256: adfa71f158cbd872a36394c56c3568e6034aa55c623634b37a4836bd036e6b91
   category: main
   optional: false
 - name: ca-certificates
-  version: 2024.2.2
+  version: 2024.7.4
   manager: conda
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-    sha256: 4e095631b52a78bbd9b53f28eb79b0c8f448d9509cf0451e99c2f3f85576f114
+    md5: de631703d59e40af41c56c4b4e2928ab
+    sha256: da2e54cb68776e62a708cb6d5f026229d8405ff4cfd8a2446f7d386f07ebc5c1
   category: main
   optional: false
 - name: xyzservices
-  version: 2024.4.0
+  version: 2024.6.0
   manager: conda
   platform: osx-arm64
   dependencies:
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/xyzservices-2024.4.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xyzservices-2024.6.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 93dffc47dadbe36a1a644f3f50d4979d
-    sha256: 4e095631b52a78bbd9b53f28eb79b0c8f448d9509cf0451e99c2f3f85576f114
+    md5: de631703d59e40af41c56c4b4e2928ab
+    sha256: da2e54cb68776e62a708cb6d5f026229d8405ff4cfd8a2446f7d386f07ebc5c1
   category: main
   optional: false
 - name: xz
@@ -8831,10 +8914,10 @@ package:
     libgcc-ng: '>=12'
     libsodium: '>=1.0.18,<1.0.19.0a0'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h75354e8_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h75354e8_4.conda
   hash:
-    md5: 1b0ea5d6674e4e7dde0537c890813edb
-    sha256: c2f2db5d19b603546db025b47fb71765f8dda0a0fe8feb42bd4e6a46194a5590
+    md5: 03cc8d9838ad9dd0060ab532e81ccb21
+    sha256: bc9aaee39e7be107d7daff237435dfd8f791aca460a98583a36a263615205262
   category: main
   optional: false
 - name: zeromq
@@ -8842,14 +8925,14 @@ package:
   manager: conda
   platform: osx-64
   dependencies:
-    __osx: '>=10.9'
+    __osx: '>=10.13'
     krb5: '>=1.21.2,<1.22.0a0'
     libcxx: '>=16'
     libsodium: '>=1.0.18,<1.0.19.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h8d87b8b_3.conda
+  url: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-hde137ed_4.conda
   hash:
-    md5: 56ddf659a2f41a33a71c89813d871ff8
-    sha256: 2e367db3e568d285c217a8df6b42fe868d70dade9eccf30e5c9192931fc7752b
+    md5: e56609055da6c658aa329d42a6c6b9f2
+    sha256: 871625ce993e6c61649b14659a3d1d6011fbb242b7d6a25cadbc6300b2356f32
   category: main
   optional: false
 - name: zeromq
@@ -8861,46 +8944,135 @@ package:
     krb5: '>=1.21.2,<1.22.0a0'
     libcxx: '>=16'
     libsodium: '>=1.0.18,<1.0.19.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h5119023_3.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-hcc0f68c_4.conda
   hash:
-    md5: bbd1b56c80c0b21506bbfa7bdd1c9169
-    sha256: 5eb581b4191767645b973c8fab29a167da366e3f0f218198a4cdb264e902b681
+    md5: 39fb79e7a7a880a03f82c1f2eb7f7c73
+    sha256: c22520d6d66a80f17c5f2b3719ad4a6ee809b210b8ac87d6f05ab98b94b3abda
   category: main
   optional: false
 - name: zipp
-  version: 3.17.0
+  version: 3.19.2
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.17.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.19.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 2e4d6bc0b14e10f895fc6791a7d9b26a
-    sha256: bced1423fdbf77bca0a735187d05d9b9812d2163f60ab426fc10f11f92ecbe26
+    md5: 49808e59df5535116f6878b2a820d6f4
+    sha256: e3e9c8501f581bfdc4700b83ea283395e237ec6b9b5cbfbedb556e1da6f4fdc9
   category: main
   optional: false
 - name: zipp
-  version: 3.17.0
+  version: 3.19.2
   manager: conda
   platform: osx-64
   dependencies:
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.17.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.19.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 2e4d6bc0b14e10f895fc6791a7d9b26a
-    sha256: bced1423fdbf77bca0a735187d05d9b9812d2163f60ab426fc10f11f92ecbe26
+    md5: 49808e59df5535116f6878b2a820d6f4
+    sha256: e3e9c8501f581bfdc4700b83ea283395e237ec6b9b5cbfbedb556e1da6f4fdc9
   category: main
   optional: false
 - name: zipp
-  version: 3.17.0
+  version: 3.19.2
   manager: conda
   platform: osx-arm64
   dependencies:
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.17.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.19.2-pyhd8ed1ab_0.conda
+  hash:
+    md5: 49808e59df5535116f6878b2a820d6f4
+    sha256: e3e9c8501f581bfdc4700b83ea283395e237ec6b9b5cbfbedb556e1da6f4fdc9
+  category: main
+  optional: false
+- name: zstandard
+  version: 0.23.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    __glibc: '>=2.17,<3.0.a0'
+    cffi: '>=1.11'
+    libgcc-ng: '>=12'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py312h3483029_0.conda
+  hash:
+    md5: eab52e88c858d87cf5a069f79d10bb50
+    sha256: 7e1e105ea7eab2af591faebf743ff2493f53c313079e316419577925e4492b03
+  category: main
+  optional: false
+- name: zstandard
+  version: 0.23.0
+  manager: conda
+  platform: osx-64
+  dependencies:
+    __osx: '>=10.13'
+    cffi: '>=1.11'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.23.0-py312h331e495_0.conda
+  hash:
+    md5: fb62d40e45f51f7d6a7df47c9a12caf4
+    sha256: c1d379d1062f23e3fbd3dd8548fc6cf61b23d6f96b11e78c4e01f4761580cb02
+  category: main
+  optional: false
+- name: zstandard
+  version: 0.23.0
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    __osx: '>=11.0'
+    cffi: '>=1.11'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+    zstd: '>=1.5.6,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.23.0-py312h721a963_0.conda
+  hash:
+    md5: caf7f5b85615a132c0fa586b82bd59e6
+    sha256: 6fc0d2f7a0a49a7c1453bb9eacd5456214b6cf000760067d72f0cce464975fa1
+  category: main
+  optional: false
+- name: zstd
+  version: 1.5.6
+  manager: conda
+  platform: linux-64
+  dependencies:
+    libgcc-ng: '>=12'
+    libstdcxx-ng: '>=12'
+    libzlib: '>=1.2.13,<2.0.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.6-ha6fb4c9_0.conda
+  hash:
+    md5: 4d056880988120e29d75bfff282e0f45
+    sha256: c558b9cc01d9c1444031bd1ce4b9cff86f9085765f17627a6cd85fc623c8a02b
+  category: main
+  optional: false
+- name: zstd
+  version: 1.5.6
+  manager: conda
+  platform: osx-64
+  dependencies:
+    __osx: '>=10.9'
+    libzlib: '>=1.2.13,<2.0.0a0'
+  url: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.6-h915ae27_0.conda
+  hash:
+    md5: 4cb2cd56f039b129bb0e491c1164167e
+    sha256: efa04a98cb149643fa54c4dad5a0179e36a5fbc88427ea0eec88ceed87fd0f96
+  category: main
+  optional: false
+- name: zstd
+  version: 1.5.6
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    __osx: '>=11.0'
+    libzlib: '>=1.2.13,<2.0.0a0'
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.6-hb46c0d2_0.conda
   hash:
-    md5: 2e4d6bc0b14e10f895fc6791a7d9b26a
-    sha256: bced1423fdbf77bca0a735187d05d9b9812d2163f60ab426fc10f11f92ecbe26
+    md5: d96942c06c3e84bfcc5efb038724a7fd
+    sha256: 2d4fd1ff7ee79cd954ca8e81abf11d9d49954dd1fef80f27289e2402ae9c2e09
   category: main
   optional: false
 - name: jinja-markdown
diff --git a/conda/conda-osx-64.lock.yml b/conda/conda-osx-64.lock.yml
index ed7dd96..1900673 100644
--- a/conda/conda-osx-64.lock.yml
+++ b/conda/conda-osx-64.lock.yml
@@ -1,22 +1,23 @@
 # Generated by conda-lock.
 # platform: osx-64
-# input_hash: faaa720379bee7b5578cb255b268f6fcd04fe2d2c742d4fe9938cbbf906395f5
+# input_hash: 4af796927180d4ef63cb0814581c8206417de33cf640031b26f726df89ea23a2
 
 channels:
   - conda-forge
 dependencies:
-  - accessible-pygments=0.0.4=pyhd8ed1ab_0
+  - accessible-pygments=0.0.5=pyhd8ed1ab_0
   - alabaster=0.7.16=pyhd8ed1ab_0
-  - alembic=1.13.1=pyhd8ed1ab_1
-  - anyio=4.3.0=pyhd8ed1ab_0
+  - alembic=1.13.2=pyhd8ed1ab_0
+  - annotated-types=0.7.0=pyhd8ed1ab_0
+  - anyio=4.4.0=pyhd8ed1ab_0
   - appnope=0.1.4=pyhd8ed1ab_0
   - argon2-cffi=23.1.0=pyhd8ed1ab_0
   - argon2-cffi-bindings=21.2.0=py312h104f124_4
   - arrow=1.3.0=pyhd8ed1ab_0
   - asttokens=2.4.1=pyhd8ed1ab_0
   - async-lru=2.0.4=pyhd8ed1ab_0
-  - async_generator=1.10=py_0
-  - attrs=23.2.0=pyh71513ae_0
+  - async_generator=1.10=pyhd8ed1ab_1
+  - attrs=24.2.0=pyh71513ae_0
   - babel=2.14.0=pyhd8ed1ab_0
   - beautifulsoup4=4.12.3=pyha770c72_0
   - binaryornot=0.4.4=py_1
@@ -24,27 +25,27 @@ dependencies:
   - blinker=1.8.2=pyhd8ed1ab_0
   - branca=0.7.2=pyhd8ed1ab_0
   - brotli-python=1.1.0=py312heafc425_1
-  - bzip2=1.0.8=h10d778d_5
-  - ca-certificates=2024.2.2=h8857fd0_0
+  - bzip2=1.0.8=hfdf4475_7
+  - ca-certificates=2024.7.4=h8857fd0_0
   - cached-property=1.5.2=hd8ed1ab_1
   - cached_property=1.5.2=pyha770c72_1
-  - certifi=2024.2.2=pyhd8ed1ab_0
-  - certipy=0.1.3=py_0
-  - cffi=1.16.0=py312h38bf5a0_0
+  - certifi=2024.7.4=pyhd8ed1ab_0
+  - certipy=0.1.3=pyhd8ed1ab_1
+  - cffi=1.17.0=py312h9620c06_0
   - chardet=5.2.0=py312hb401068_1
   - charset-normalizer=3.3.2=pyhd8ed1ab_0
   - click=8.1.7=unix_pyh707e725_0
   - colorama=0.4.6=pyhd8ed1ab_0
   - comm=0.2.2=pyhd8ed1ab_0
   - cookiecutter=2.6.0=pyhca7485f_0
-  - cryptography=42.0.7=py312h7e81a9d_0
+  - cryptography=43.0.0=py312h7e81a9d_0
   - dataclasses=0.8=pyhc8e2a94_3
-  - debugpy=1.8.1=py312hede676d_0
+  - debugpy=1.8.5=py312h28f332c_0
   - decorator=5.1.1=pyhd8ed1ab_0
   - defusedxml=0.7.1=pyhd8ed1ab_0
   - docutils=0.20.1=py312hb401068_3
   - entrypoints=0.4=pyhd8ed1ab_0
-  - exceptiongroup=1.2.0=pyhd8ed1ab_2
+  - exceptiongroup=1.2.2=pyhd8ed1ab_0
   - executing=2.0.1=pyhd8ed1ab_0
   - fqdn=1.5.1=pyhd8ed1ab_0
   - greenlet=3.0.3=py312hede676d_0
@@ -56,135 +57,135 @@ dependencies:
   - hyperframe=6.0.1=pyhd8ed1ab_0
   - idna=3.7=pyhd8ed1ab_0
   - imagesize=1.4.1=pyhd8ed1ab_0
-  - importlib-metadata=7.1.0=pyha770c72_0
-  - importlib_metadata=7.1.0=hd8ed1ab_0
+  - importlib-metadata=8.2.0=pyha770c72_0
+  - importlib_metadata=8.2.0=hd8ed1ab_0
   - importlib_resources=6.4.0=pyhd8ed1ab_0
-  - ipykernel=6.29.3=pyh3cd1d5f_0
-  - ipyleaflet=0.19.0=pyhd8ed1ab_1
-  - ipython=8.22.2=pyh707e725_0
-  - ipywidgets=8.1.2=pyhd8ed1ab_0
+  - ipykernel=6.29.5=pyh57ce528_0
+  - ipyleaflet=0.19.2=pyhd8ed1ab_0
+  - ipython=8.26.0=pyh707e725_0
+  - ipywidgets=8.1.3=pyhd8ed1ab_0
   - isoduration=20.11.0=pyhd8ed1ab_0
   - jedi=0.19.1=pyhd8ed1ab_0
-  - jinja2=3.1.3=pyhd8ed1ab_0
+  - jinja2=3.1.4=pyhd8ed1ab_0
   - json5=0.9.25=pyhd8ed1ab_0
-  - jsonpointer=2.4=py312hb401068_3
-  - jsonschema=4.22.0=pyhd8ed1ab_0
+  - jsonpointer=3.0.0=py312hb401068_0
+  - jsonschema=4.23.0=pyhd8ed1ab_0
   - jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
-  - jsonschema-with-format-nongpl=4.22.0=pyhd8ed1ab_0
-  - jupyter-book=1.0.0=pyhd8ed1ab_0
+  - jsonschema-with-format-nongpl=4.23.0=hd8ed1ab_0
+  - jupyter-book=1.0.2=pyhd8ed1ab_0
   - jupyter-cache=1.0.0=pyhd8ed1ab_0
   - jupyter-lsp=2.2.5=pyhd8ed1ab_0
-  - jupyter-resource-usage=1.0.2=pyhd8ed1ab_0
-  - jupyter_client=8.6.1=pyhd8ed1ab_0
+  - jupyter-resource-usage=1.1.0=pyhd8ed1ab_0
+  - jupyter_client=8.6.2=pyhd8ed1ab_0
   - jupyter_core=5.7.2=py312hb401068_0
   - jupyter_events=0.10.0=pyhd8ed1ab_0
-  - jupyter_leaflet=0.19.0=pyhd8ed1ab_1
-  - jupyter_server=2.14.0=pyhd8ed1ab_0
+  - jupyter_leaflet=0.19.2=pyhd8ed1ab_0
+  - jupyter_server=2.14.2=pyhd8ed1ab_0
   - jupyter_server_terminals=0.5.3=pyhd8ed1ab_0
-  - jupyter_telemetry=0.1.0=pyhd8ed1ab_1
-  - jupyterhub-base=4.1.5=pyh31011fe_0
-  - jupyterhub-singleuser=4.1.5=pyh31011fe_0
-  - jupyterlab=4.2.0=pyhd8ed1ab_0
+  - jupyterhub-base=5.1.0=pyh31011fe_0
+  - jupyterhub-singleuser=5.1.0=pyh31011fe_0
+  - jupyterlab=4.2.4=pyhd8ed1ab_0
   - jupyterlab_pygments=0.3.0=pyhd8ed1ab_1
-  - jupyterlab_server=2.27.1=pyhd8ed1ab_0
-  - jupyterlab_widgets=3.0.10=pyhd8ed1ab_0
-  - jupytext=1.16.2=pyhd8ed1ab_1
-  - krb5=1.21.2=hb884880_0
+  - jupyterlab_server=2.27.3=pyhd8ed1ab_0
+  - jupyterlab_widgets=3.0.11=pyhd8ed1ab_0
+  - jupytext=1.16.4=pyh80e38bb_0
+  - krb5=1.21.3=h37d8d59_0
   - latexcodec=2.0.1=pyh9f0ad1d_0
-  - libcxx=17.0.6=h88467a6_0
+  - libcxx=18.1.8=heced48a_2
   - libedit=3.1.20191231=h0678c8f_2
   - libexpat=2.6.2=h73e2aa4_0
   - libffi=3.4.2=h0d85af4_5
   - libsodium=1.0.18=hbcb3906_1
-  - libsqlite=3.45.3=h92b6c6a_0
-  - libzlib=1.2.13=h8a1eda9_5
+  - libsqlite=3.46.0=h1b8f9f3_0
+  - libzlib=1.3.1=h87427d6_1
   - linkify-it-py=2.0.3=pyhd8ed1ab_0
-  - mako=1.3.3=pyhd8ed1ab_0
+  - mako=1.3.5=pyhd8ed1ab_0
   - markdown=3.6=pyhd8ed1ab_0
   - markdown-it-py=3.0.0=pyhd8ed1ab_0
   - markupsafe=2.1.5=py312h41838bb_0
   - matplotlib-inline=0.1.7=pyhd8ed1ab_0
-  - mdit-py-plugins=0.4.0=pyhd8ed1ab_0
+  - mdit-py-plugins=0.4.1=pyhd8ed1ab_0
   - mdurl=0.1.2=pyhd8ed1ab_0
   - mistune=3.0.2=pyhd8ed1ab_0
-  - myst-nb=1.1.0=pyhd8ed1ab_0
+  - myst-nb=1.1.1=pyhd8ed1ab_0
   - myst-parser=2.0.0=pyhd8ed1ab_0
   - nbclient=0.10.0=pyhd8ed1ab_0
-  - nbconvert-core=7.16.4=pyhd8ed1ab_0
+  - nbconvert-core=7.16.4=pyhd8ed1ab_1
   - nbformat=5.10.4=pyhd8ed1ab_0
-  - ncurses=6.4.20240210=h73e2aa4_0
+  - ncurses=6.5=h5846eda_0
   - nest-asyncio=1.6.0=pyhd8ed1ab_0
   - notebook-shim=0.2.4=pyhd8ed1ab_0
   - oauthlib=3.2.2=pyhd8ed1ab_0
-  - openssl=3.3.0=hd75f5a5_0
+  - openssl=3.3.1=h87427d6_2
   - overrides=7.7.0=pyhd8ed1ab_0
-  - packaging=24.0=pyhd8ed1ab_0
-  - pamela=1.1.0=pyh1a96a4e_0
+  - packaging=24.1=pyhd8ed1ab_0
+  - pamela=1.2.0=pyhff2d567_0
   - pandocfilters=1.5.0=pyhd8ed1ab_0
   - parso=0.8.4=pyhd8ed1ab_0
   - pexpect=4.9.0=pyhd8ed1ab_0
   - pickleshare=0.7.5=py_1003
-  - pip=24.0=pyhd8ed1ab_0
+  - pip=24.2=pyhd8ed1ab_0
   - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
-  - platformdirs=4.2.1=pyhd8ed1ab_0
+  - platformdirs=4.2.2=pyhd8ed1ab_0
   - prometheus_client=0.20.0=pyhd8ed1ab_0
-  - prompt-toolkit=3.0.42=pyha770c72_0
+  - prompt-toolkit=3.0.47=pyha770c72_0
   - psutil=5.9.8=py312h41838bb_0
   - ptyprocess=0.7.0=pyhd3deb0d_0
-  - pure_eval=0.2.2=pyhd8ed1ab_0
+  - pure_eval=0.2.3=pyhd8ed1ab_0
   - pybtex=0.24.0=pyhd8ed1ab_2
   - pybtex-docutils=1.0.3=py312hb401068_1
   - pycparser=2.22=pyhd8ed1ab_0
-  - pydata-sphinx-theme=0.15.2=pyhd8ed1ab_0
+  - pydantic=2.8.2=pyhd8ed1ab_0
+  - pydantic-core=2.20.1=py312ha47ea1c_0
+  - pydata-sphinx-theme=0.15.4=pyhd8ed1ab_0
   - pygments=2.18.0=pyhd8ed1ab_0
-  - pyjwt=2.8.0=pyhd8ed1ab_1
-  - pymdown-extensions=10.8.1=pyhd8ed1ab_0
-  - pyobjc-core=10.2=py312h74abf1d_0
-  - pyobjc-framework-cocoa=10.2=py312h74abf1d_0
-  - pyopenssl=24.0.0=pyhd8ed1ab_0
+  - pyjwt=2.9.0=pyhd8ed1ab_1
+  - pymdown-extensions=10.9=pyhd8ed1ab_0
+  - pyobjc-core=10.3.1=py312he77c50b_0
+  - pyobjc-framework-cocoa=10.3.1=py312he77c50b_0
+  - pyopenssl=24.2.1=pyhd8ed1ab_2
   - pysocks=1.7.1=pyha2e5f31_6
-  - python=3.12.3=h1411813_0_cpython
+  - python=3.12.5=h37a9e06_0_cpython
   - python-dateutil=2.9.0=pyhd8ed1ab_0
-  - python-fastjsonschema=2.19.1=pyhd8ed1ab_0
+  - python-fastjsonschema=2.20.0=pyhd8ed1ab_0
   - python-json-logger=2.0.7=pyhd8ed1ab_0
   - python-slugify=8.0.4=pyhd8ed1ab_0
   - python_abi=3.12=4_cp312
   - pytz=2024.1=pyhd8ed1ab_0
-  - pyyaml=6.0.1=py312h104f124_1
-  - pyzmq=26.0.3=py312ha04878a_0
+  - pyyaml=6.0.2=py312hbd25219_0
+  - pyzmq=26.1.0=py312h7a17523_0
   - readline=8.2=h9e318b2_1
   - referencing=0.35.1=pyhd8ed1ab_0
-  - requests=2.31.0=pyhd8ed1ab_0
+  - requests=2.32.3=pyhd8ed1ab_0
   - rfc3339-validator=0.1.4=pyhd8ed1ab_0
   - rfc3986-validator=0.1.1=pyh9f0ad1d_0
   - rich=13.7.1=pyhd8ed1ab_0
-  - rpds-py=0.18.1=py312ha47ea1c_0
-  - ruamel.yaml=0.18.6=py312h41838bb_0
-  - ruamel.yaml.clib=0.2.8=py312h41838bb_0
+  - rpds-py=0.20.0=py312ha47ea1c_0
   - send2trash=1.8.3=pyh31c8845_0
-  - setuptools=69.5.1=pyhd8ed1ab_0
+  - setuptools=72.1.0=pyhd8ed1ab_0
   - six=1.16.0=pyh6c4a22f_0
   - sniffio=1.3.1=pyhd8ed1ab_0
   - snowballstemmer=2.2.0=pyhd8ed1ab_0
   - soupsieve=2.5=pyhd8ed1ab_1
-  - sphinx=7.3.7=pyhd8ed1ab_0
-  - sphinx-book-theme=1.1.2=pyhd8ed1ab_0
+  - sphinx=7.4.7=pyhd8ed1ab_0
+  - sphinx-book-theme=1.1.3=pyhd8ed1ab_0
   - sphinx-comments=0.0.3=pyh9f0ad1d_0
   - sphinx-copybutton=0.5.2=pyhd8ed1ab_0
-  - sphinx-design=0.5.0=pyhd8ed1ab_0
+  - sphinx-design=0.6.1=pyhd8ed1ab_0
   - sphinx-external-toc=1.0.1=pyhd8ed1ab_0
   - sphinx-jupyterbook-latex=1.0.0=pyhd8ed1ab_0
   - sphinx-multitoc-numbering=0.1.3=pyhd8ed1ab_0
   - sphinx-thebe=0.3.1=pyhd8ed1ab_0
   - sphinx-togglebutton=0.3.2=pyhd8ed1ab_0
-  - sphinxcontrib-applehelp=1.0.8=pyhd8ed1ab_0
+  - sphinxcontrib-applehelp=2.0.0=pyhd8ed1ab_0
   - sphinxcontrib-bibtex=2.6.2=pyhd8ed1ab_0
-  - sphinxcontrib-devhelp=1.0.6=pyhd8ed1ab_0
-  - sphinxcontrib-htmlhelp=2.0.5=pyhd8ed1ab_0
+  - sphinxcontrib-devhelp=2.0.0=pyhd8ed1ab_0
+  - sphinxcontrib-htmlhelp=2.1.0=pyhd8ed1ab_0
   - sphinxcontrib-jsmath=1.0.1=pyhd8ed1ab_0
-  - sphinxcontrib-qthelp=1.0.7=pyhd8ed1ab_0
+  - sphinxcontrib-mermaid=0.9.2=pyhd8ed1ab_0
+  - sphinxcontrib-qthelp=2.0.0=pyhd8ed1ab_0
   - sphinxcontrib-serializinghtml=1.1.10=pyhd8ed1ab_0
-  - sqlalchemy=2.0.30=py312h520dd33_0
+  - sqlalchemy=2.0.32=py312hbd25219_0
   - stack_data=0.6.2=pyhd8ed1ab_0
   - tabulate=0.9.0=pyhd8ed1ab_1
   - terminado=0.18.1=pyh31c8845_0
@@ -192,27 +193,29 @@ dependencies:
   - tinycss2=1.3.0=pyhd8ed1ab_0
   - tk=8.6.13=h1abcd95_1
   - tomli=2.0.1=pyhd8ed1ab_0
-  - tornado=6.4=py312h41838bb_0
+  - tornado=6.4.1=py312hbd25219_0
   - traitlets=5.14.3=pyhd8ed1ab_0
   - traittypes=0.2.1=pyh9f0ad1d_2
   - types-python-dateutil=2.9.0.20240316=pyhd8ed1ab_0
-  - typing-extensions=4.11.0=hd8ed1ab_0
-  - typing_extensions=4.11.0=pyha770c72_0
+  - typing-extensions=4.12.2=hd8ed1ab_0
+  - typing_extensions=4.12.2=pyha770c72_0
   - typing_utils=0.1.0=pyhd8ed1ab_0
   - tzdata=2024a=h0c530f3_0
   - uc-micro-py=1.0.3=pyhd8ed1ab_0
   - uri-template=1.3.0=pyhd8ed1ab_0
-  - urllib3=2.2.1=pyhd8ed1ab_0
+  - urllib3=2.2.2=pyhd8ed1ab_1
   - wcwidth=0.2.13=pyhd8ed1ab_0
-  - webcolors=1.13=pyhd8ed1ab_0
+  - webcolors=24.8.0=pyhd8ed1ab_0
   - webencodings=0.5.1=pyhd8ed1ab_2
   - websocket-client=1.8.0=pyhd8ed1ab_0
-  - wheel=0.43.0=pyhd8ed1ab_1
-  - widgetsnbextension=4.0.10=pyhd8ed1ab_0
-  - xyzservices=2024.4.0=pyhd8ed1ab_0
+  - wheel=0.44.0=pyhd8ed1ab_0
+  - widgetsnbextension=4.0.11=pyhd8ed1ab_0
+  - xyzservices=2024.6.0=pyhd8ed1ab_0
   - xz=5.2.6=h775f41a_0
   - yaml=0.2.5=h0d85af4_2
-  - zeromq=4.3.5=h8d87b8b_3
-  - zipp=3.17.0=pyhd8ed1ab_0
+  - zeromq=4.3.5=hde137ed_4
+  - zipp=3.19.2=pyhd8ed1ab_0
+  - zstandard=0.23.0=py312h331e495_0
+  - zstd=1.5.6=h915ae27_0
   - pip:
       - jinja-markdown === 1.210911 --hash=sha256:cce8e2be016227c925a8c82a7f3499099319d239fedc481b7728a7c9e9e3cfcc
diff --git a/conda/conda-osx-arm64.lock.yml b/conda/conda-osx-arm64.lock.yml
index 76cac04..657a68a 100644
--- a/conda/conda-osx-arm64.lock.yml
+++ b/conda/conda-osx-arm64.lock.yml
@@ -1,22 +1,23 @@
 # Generated by conda-lock.
 # platform: osx-arm64
-# input_hash: 92ebfc1e54f4f3227d39a43367873af5236bd38b97a335b60b5a885c2c25297e
+# input_hash: f1b7126cd7e51ac6201628d7b9f903e981ae64b07f31002b3d6272aae0c3f070
 
 channels:
   - conda-forge
 dependencies:
-  - accessible-pygments=0.0.4=pyhd8ed1ab_0
+  - accessible-pygments=0.0.5=pyhd8ed1ab_0
   - alabaster=0.7.16=pyhd8ed1ab_0
-  - alembic=1.13.1=pyhd8ed1ab_1
-  - anyio=4.3.0=pyhd8ed1ab_0
+  - alembic=1.13.2=pyhd8ed1ab_0
+  - annotated-types=0.7.0=pyhd8ed1ab_0
+  - anyio=4.4.0=pyhd8ed1ab_0
   - appnope=0.1.4=pyhd8ed1ab_0
   - argon2-cffi=23.1.0=pyhd8ed1ab_0
   - argon2-cffi-bindings=21.2.0=py312h02f2b3b_4
   - arrow=1.3.0=pyhd8ed1ab_0
   - asttokens=2.4.1=pyhd8ed1ab_0
   - async-lru=2.0.4=pyhd8ed1ab_0
-  - async_generator=1.10=py_0
-  - attrs=23.2.0=pyh71513ae_0
+  - async_generator=1.10=pyhd8ed1ab_1
+  - attrs=24.2.0=pyh71513ae_0
   - babel=2.14.0=pyhd8ed1ab_0
   - beautifulsoup4=4.12.3=pyha770c72_0
   - binaryornot=0.4.4=py_1
@@ -24,27 +25,27 @@ dependencies:
   - blinker=1.8.2=pyhd8ed1ab_0
   - branca=0.7.2=pyhd8ed1ab_0
   - brotli-python=1.1.0=py312h9f69965_1
-  - bzip2=1.0.8=h93a5062_5
-  - ca-certificates=2024.2.2=hf0a4a13_0
+  - bzip2=1.0.8=h99b78c6_7
+  - ca-certificates=2024.7.4=hf0a4a13_0
   - cached-property=1.5.2=hd8ed1ab_1
   - cached_property=1.5.2=pyha770c72_1
-  - certifi=2024.2.2=pyhd8ed1ab_0
-  - certipy=0.1.3=py_0
-  - cffi=1.16.0=py312h8e38eb3_0
+  - certifi=2024.7.4=pyhd8ed1ab_0
+  - certipy=0.1.3=pyhd8ed1ab_1
+  - cffi=1.17.0=py312h80c9ed6_0
   - chardet=5.2.0=py312h81bd7bf_1
   - charset-normalizer=3.3.2=pyhd8ed1ab_0
   - click=8.1.7=unix_pyh707e725_0
   - colorama=0.4.6=pyhd8ed1ab_0
   - comm=0.2.2=pyhd8ed1ab_0
   - cookiecutter=2.6.0=pyhca7485f_0
-  - cryptography=42.0.7=py312had01cb0_0
+  - cryptography=43.0.0=py312had01cb0_0
   - dataclasses=0.8=pyhc8e2a94_3
-  - debugpy=1.8.1=py312h20a0b95_0
+  - debugpy=1.8.5=py312h5c2e7bc_0
   - decorator=5.1.1=pyhd8ed1ab_0
   - defusedxml=0.7.1=pyhd8ed1ab_0
   - docutils=0.20.1=py312h81bd7bf_3
   - entrypoints=0.4=pyhd8ed1ab_0
-  - exceptiongroup=1.2.0=pyhd8ed1ab_2
+  - exceptiongroup=1.2.2=pyhd8ed1ab_0
   - executing=2.0.1=pyhd8ed1ab_0
   - fqdn=1.5.1=pyhd8ed1ab_0
   - greenlet=3.0.3=py312h20a0b95_0
@@ -56,135 +57,135 @@ dependencies:
   - hyperframe=6.0.1=pyhd8ed1ab_0
   - idna=3.7=pyhd8ed1ab_0
   - imagesize=1.4.1=pyhd8ed1ab_0
-  - importlib-metadata=7.1.0=pyha770c72_0
-  - importlib_metadata=7.1.0=hd8ed1ab_0
+  - importlib-metadata=8.2.0=pyha770c72_0
+  - importlib_metadata=8.2.0=hd8ed1ab_0
   - importlib_resources=6.4.0=pyhd8ed1ab_0
-  - ipykernel=6.29.3=pyh3cd1d5f_0
-  - ipyleaflet=0.19.0=pyhd8ed1ab_1
-  - ipython=8.22.2=pyh707e725_0
-  - ipywidgets=8.1.2=pyhd8ed1ab_0
+  - ipykernel=6.29.5=pyh57ce528_0
+  - ipyleaflet=0.19.2=pyhd8ed1ab_0
+  - ipython=8.26.0=pyh707e725_0
+  - ipywidgets=8.1.3=pyhd8ed1ab_0
   - isoduration=20.11.0=pyhd8ed1ab_0
   - jedi=0.19.1=pyhd8ed1ab_0
-  - jinja2=3.1.3=pyhd8ed1ab_0
+  - jinja2=3.1.4=pyhd8ed1ab_0
   - json5=0.9.25=pyhd8ed1ab_0
-  - jsonpointer=2.4=py312h81bd7bf_3
-  - jsonschema=4.22.0=pyhd8ed1ab_0
+  - jsonpointer=3.0.0=py312h81bd7bf_0
+  - jsonschema=4.23.0=pyhd8ed1ab_0
   - jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
-  - jsonschema-with-format-nongpl=4.22.0=pyhd8ed1ab_0
-  - jupyter-book=1.0.0=pyhd8ed1ab_0
+  - jsonschema-with-format-nongpl=4.23.0=hd8ed1ab_0
+  - jupyter-book=1.0.2=pyhd8ed1ab_0
   - jupyter-cache=1.0.0=pyhd8ed1ab_0
   - jupyter-lsp=2.2.5=pyhd8ed1ab_0
-  - jupyter-resource-usage=1.0.2=pyhd8ed1ab_0
-  - jupyter_client=8.6.1=pyhd8ed1ab_0
+  - jupyter-resource-usage=1.1.0=pyhd8ed1ab_0
+  - jupyter_client=8.6.2=pyhd8ed1ab_0
   - jupyter_core=5.7.2=py312h81bd7bf_0
   - jupyter_events=0.10.0=pyhd8ed1ab_0
-  - jupyter_leaflet=0.19.0=pyhd8ed1ab_1
-  - jupyter_server=2.14.0=pyhd8ed1ab_0
+  - jupyter_leaflet=0.19.2=pyhd8ed1ab_0
+  - jupyter_server=2.14.2=pyhd8ed1ab_0
   - jupyter_server_terminals=0.5.3=pyhd8ed1ab_0
-  - jupyter_telemetry=0.1.0=pyhd8ed1ab_1
-  - jupyterhub-base=4.1.5=pyh31011fe_0
-  - jupyterhub-singleuser=4.1.5=pyh31011fe_0
-  - jupyterlab=4.2.0=pyhd8ed1ab_0
+  - jupyterhub-base=5.1.0=pyh31011fe_0
+  - jupyterhub-singleuser=5.1.0=pyh31011fe_0
+  - jupyterlab=4.2.4=pyhd8ed1ab_0
   - jupyterlab_pygments=0.3.0=pyhd8ed1ab_1
-  - jupyterlab_server=2.27.1=pyhd8ed1ab_0
-  - jupyterlab_widgets=3.0.10=pyhd8ed1ab_0
-  - jupytext=1.16.2=pyhd8ed1ab_1
-  - krb5=1.21.2=h92f50d5_0
+  - jupyterlab_server=2.27.3=pyhd8ed1ab_0
+  - jupyterlab_widgets=3.0.11=pyhd8ed1ab_0
+  - jupytext=1.16.4=pyh80e38bb_0
+  - krb5=1.21.3=h237132a_0
   - latexcodec=2.0.1=pyh9f0ad1d_0
-  - libcxx=17.0.6=h5f092b4_0
+  - libcxx=18.1.8=h5a72898_2
   - libedit=3.1.20191231=hc8eb9b7_2
   - libexpat=2.6.2=hebf3989_0
   - libffi=3.4.2=h3422bc3_5
   - libsodium=1.0.18=h27ca646_1
-  - libsqlite=3.45.3=h091b4b1_0
-  - libzlib=1.2.13=h53f4e23_5
+  - libsqlite=3.46.0=hfb93653_0
+  - libzlib=1.3.1=hfb2fe0b_1
   - linkify-it-py=2.0.3=pyhd8ed1ab_0
-  - mako=1.3.3=pyhd8ed1ab_0
+  - mako=1.3.5=pyhd8ed1ab_0
   - markdown=3.6=pyhd8ed1ab_0
   - markdown-it-py=3.0.0=pyhd8ed1ab_0
   - markupsafe=2.1.5=py312he37b823_0
   - matplotlib-inline=0.1.7=pyhd8ed1ab_0
-  - mdit-py-plugins=0.4.0=pyhd8ed1ab_0
+  - mdit-py-plugins=0.4.1=pyhd8ed1ab_0
   - mdurl=0.1.2=pyhd8ed1ab_0
   - mistune=3.0.2=pyhd8ed1ab_0
-  - myst-nb=1.1.0=pyhd8ed1ab_0
+  - myst-nb=1.1.1=pyhd8ed1ab_0
   - myst-parser=2.0.0=pyhd8ed1ab_0
   - nbclient=0.10.0=pyhd8ed1ab_0
-  - nbconvert-core=7.16.4=pyhd8ed1ab_0
+  - nbconvert-core=7.16.4=pyhd8ed1ab_1
   - nbformat=5.10.4=pyhd8ed1ab_0
-  - ncurses=6.4.20240210=h078ce10_0
+  - ncurses=6.5=hb89a1cb_0
   - nest-asyncio=1.6.0=pyhd8ed1ab_0
   - notebook-shim=0.2.4=pyhd8ed1ab_0
   - oauthlib=3.2.2=pyhd8ed1ab_0
-  - openssl=3.3.0=h0d3ecfb_0
+  - openssl=3.3.1=hfb2fe0b_2
   - overrides=7.7.0=pyhd8ed1ab_0
-  - packaging=24.0=pyhd8ed1ab_0
-  - pamela=1.1.0=pyh1a96a4e_0
+  - packaging=24.1=pyhd8ed1ab_0
+  - pamela=1.2.0=pyhff2d567_0
   - pandocfilters=1.5.0=pyhd8ed1ab_0
   - parso=0.8.4=pyhd8ed1ab_0
   - pexpect=4.9.0=pyhd8ed1ab_0
   - pickleshare=0.7.5=py_1003
-  - pip=24.0=pyhd8ed1ab_0
+  - pip=24.2=pyhd8ed1ab_0
   - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
-  - platformdirs=4.2.1=pyhd8ed1ab_0
+  - platformdirs=4.2.2=pyhd8ed1ab_0
   - prometheus_client=0.20.0=pyhd8ed1ab_0
-  - prompt-toolkit=3.0.42=pyha770c72_0
+  - prompt-toolkit=3.0.47=pyha770c72_0
   - psutil=5.9.8=py312he37b823_0
   - ptyprocess=0.7.0=pyhd3deb0d_0
-  - pure_eval=0.2.2=pyhd8ed1ab_0
+  - pure_eval=0.2.3=pyhd8ed1ab_0
   - pybtex=0.24.0=pyhd8ed1ab_2
   - pybtex-docutils=1.0.3=py312h81bd7bf_1
   - pycparser=2.22=pyhd8ed1ab_0
-  - pydata-sphinx-theme=0.15.2=pyhd8ed1ab_0
+  - pydantic=2.8.2=pyhd8ed1ab_0
+  - pydantic-core=2.20.1=py312h552d48e_0
+  - pydata-sphinx-theme=0.15.4=pyhd8ed1ab_0
   - pygments=2.18.0=pyhd8ed1ab_0
-  - pyjwt=2.8.0=pyhd8ed1ab_1
-  - pymdown-extensions=10.8.1=pyhd8ed1ab_0
-  - pyobjc-core=10.2=py312h9d22092_0
-  - pyobjc-framework-cocoa=10.2=py312h9d22092_0
-  - pyopenssl=24.0.0=pyhd8ed1ab_0
+  - pyjwt=2.9.0=pyhd8ed1ab_1
+  - pymdown-extensions=10.9=pyhd8ed1ab_0
+  - pyobjc-core=10.3.1=py312hbb55c70_0
+  - pyobjc-framework-cocoa=10.3.1=py312hbb55c70_0
+  - pyopenssl=24.2.1=pyhd8ed1ab_2
   - pysocks=1.7.1=pyha2e5f31_6
-  - python=3.12.3=h4a7b5fc_0_cpython
+  - python=3.12.5=h30c5eda_0_cpython
   - python-dateutil=2.9.0=pyhd8ed1ab_0
-  - python-fastjsonschema=2.19.1=pyhd8ed1ab_0
+  - python-fastjsonschema=2.20.0=pyhd8ed1ab_0
   - python-json-logger=2.0.7=pyhd8ed1ab_0
   - python-slugify=8.0.4=pyhd8ed1ab_0
   - python_abi=3.12=4_cp312
   - pytz=2024.1=pyhd8ed1ab_0
-  - pyyaml=6.0.1=py312h02f2b3b_1
-  - pyzmq=26.0.3=py312hfa13136_0
+  - pyyaml=6.0.2=py312h7e5086c_0
+  - pyzmq=26.1.0=py312hfa13136_0
   - readline=8.2=h92ec313_1
   - referencing=0.35.1=pyhd8ed1ab_0
-  - requests=2.31.0=pyhd8ed1ab_0
+  - requests=2.32.3=pyhd8ed1ab_0
   - rfc3339-validator=0.1.4=pyhd8ed1ab_0
   - rfc3986-validator=0.1.1=pyh9f0ad1d_0
   - rich=13.7.1=pyhd8ed1ab_0
-  - rpds-py=0.18.1=py312h552d48e_0
-  - ruamel.yaml=0.18.6=py312he37b823_0
-  - ruamel.yaml.clib=0.2.8=py312he37b823_0
+  - rpds-py=0.20.0=py312h552d48e_0
   - send2trash=1.8.3=pyh31c8845_0
-  - setuptools=69.5.1=pyhd8ed1ab_0
+  - setuptools=72.1.0=pyhd8ed1ab_0
   - six=1.16.0=pyh6c4a22f_0
   - sniffio=1.3.1=pyhd8ed1ab_0
   - snowballstemmer=2.2.0=pyhd8ed1ab_0
   - soupsieve=2.5=pyhd8ed1ab_1
-  - sphinx=7.3.7=pyhd8ed1ab_0
-  - sphinx-book-theme=1.1.2=pyhd8ed1ab_0
+  - sphinx=7.4.7=pyhd8ed1ab_0
+  - sphinx-book-theme=1.1.3=pyhd8ed1ab_0
   - sphinx-comments=0.0.3=pyh9f0ad1d_0
   - sphinx-copybutton=0.5.2=pyhd8ed1ab_0
-  - sphinx-design=0.5.0=pyhd8ed1ab_0
+  - sphinx-design=0.6.1=pyhd8ed1ab_0
   - sphinx-external-toc=1.0.1=pyhd8ed1ab_0
   - sphinx-jupyterbook-latex=1.0.0=pyhd8ed1ab_0
   - sphinx-multitoc-numbering=0.1.3=pyhd8ed1ab_0
   - sphinx-thebe=0.3.1=pyhd8ed1ab_0
   - sphinx-togglebutton=0.3.2=pyhd8ed1ab_0
-  - sphinxcontrib-applehelp=1.0.8=pyhd8ed1ab_0
+  - sphinxcontrib-applehelp=2.0.0=pyhd8ed1ab_0
   - sphinxcontrib-bibtex=2.6.2=pyhd8ed1ab_0
-  - sphinxcontrib-devhelp=1.0.6=pyhd8ed1ab_0
-  - sphinxcontrib-htmlhelp=2.0.5=pyhd8ed1ab_0
+  - sphinxcontrib-devhelp=2.0.0=pyhd8ed1ab_0
+  - sphinxcontrib-htmlhelp=2.1.0=pyhd8ed1ab_0
   - sphinxcontrib-jsmath=1.0.1=pyhd8ed1ab_0
-  - sphinxcontrib-qthelp=1.0.7=pyhd8ed1ab_0
+  - sphinxcontrib-mermaid=0.9.2=pyhd8ed1ab_0
+  - sphinxcontrib-qthelp=2.0.0=pyhd8ed1ab_0
   - sphinxcontrib-serializinghtml=1.1.10=pyhd8ed1ab_0
-  - sqlalchemy=2.0.30=py312h7e5086c_0
+  - sqlalchemy=2.0.32=py312h7e5086c_0
   - stack_data=0.6.2=pyhd8ed1ab_0
   - tabulate=0.9.0=pyhd8ed1ab_1
   - terminado=0.18.1=pyh31c8845_0
@@ -192,27 +193,29 @@ dependencies:
   - tinycss2=1.3.0=pyhd8ed1ab_0
   - tk=8.6.13=h5083fa2_1
   - tomli=2.0.1=pyhd8ed1ab_0
-  - tornado=6.4=py312he37b823_0
+  - tornado=6.4.1=py312h7e5086c_0
   - traitlets=5.14.3=pyhd8ed1ab_0
   - traittypes=0.2.1=pyh9f0ad1d_2
   - types-python-dateutil=2.9.0.20240316=pyhd8ed1ab_0
-  - typing-extensions=4.11.0=hd8ed1ab_0
-  - typing_extensions=4.11.0=pyha770c72_0
+  - typing-extensions=4.12.2=hd8ed1ab_0
+  - typing_extensions=4.12.2=pyha770c72_0
   - typing_utils=0.1.0=pyhd8ed1ab_0
   - tzdata=2024a=h0c530f3_0
   - uc-micro-py=1.0.3=pyhd8ed1ab_0
   - uri-template=1.3.0=pyhd8ed1ab_0
-  - urllib3=2.2.1=pyhd8ed1ab_0
+  - urllib3=2.2.2=pyhd8ed1ab_1
   - wcwidth=0.2.13=pyhd8ed1ab_0
-  - webcolors=1.13=pyhd8ed1ab_0
+  - webcolors=24.8.0=pyhd8ed1ab_0
   - webencodings=0.5.1=pyhd8ed1ab_2
   - websocket-client=1.8.0=pyhd8ed1ab_0
-  - wheel=0.43.0=pyhd8ed1ab_1
-  - widgetsnbextension=4.0.10=pyhd8ed1ab_0
-  - xyzservices=2024.4.0=pyhd8ed1ab_0
+  - wheel=0.44.0=pyhd8ed1ab_0
+  - widgetsnbextension=4.0.11=pyhd8ed1ab_0
+  - xyzservices=2024.6.0=pyhd8ed1ab_0
   - xz=5.2.6=h57fd34a_0
   - yaml=0.2.5=h3422bc3_2
-  - zeromq=4.3.5=h5119023_3
-  - zipp=3.17.0=pyhd8ed1ab_0
+  - zeromq=4.3.5=hcc0f68c_4
+  - zipp=3.19.2=pyhd8ed1ab_0
+  - zstandard=0.23.0=py312h721a963_0
+  - zstd=1.5.6=hb46c0d2_0
   - pip:
       - jinja-markdown === 1.210911 --hash=sha256:cce8e2be016227c925a8c82a7f3499099319d239fedc481b7728a7c9e9e3cfcc
diff --git a/conda/environment.yml b/conda/environment.yml
index b35b149..1877931 100644
--- a/conda/environment.yml
+++ b/conda/environment.yml
@@ -16,6 +16,7 @@ dependencies:
   - pip
   - python
   - sphinxcontrib-bibtex
+  - sphinxcontrib-mermaid
   # For building the Splashpage
   - cookiecutter
   # Dependencies of jinja-markdown: