diff --git a/dataviz.yaml.lock b/dataviz.yaml.lock
index 1abd8d0..df3762b 100644
--- a/dataviz.yaml.lock
+++ b/dataviz.yaml.lock
@@ -3,27 +3,27 @@ channels:
 - conda-forge
 dependencies:
 - _openmp_mutex=4.5=2_gnu
-- anyio=4.3.0=pyhd8ed1ab_0
+- anyio=4.4.0=pyhd8ed1ab_0
 - argon2-cffi=23.1.0=pyhd8ed1ab_0
 - argon2-cffi-bindings=21.2.0=py312hdd3e373_4
 - arrow=1.3.0=pyhd8ed1ab_0
 - asttokens=2.4.1=pyhd8ed1ab_0
 - async-lru=2.0.4=pyhd8ed1ab_0
-- atk-1.0=2.38.0=hf4e84e4_1
+- atk-1.0=2.38.0=hedc4a1f_2
 - attrs=23.2.0=pyh71513ae_0
 - babel=2.14.0=pyhd8ed1ab_0
 - beautifulsoup4=4.12.3=pyha770c72_0
-- black=24.4.0=py312h996f985_0
+- black=24.4.2=py312h996f985_0
 - bleach=6.1.0=pyhd8ed1ab_0
 - brotli=1.1.0=h31becfc_1
 - brotli-bin=1.1.0=h31becfc_1
 - brotli-python=1.1.0=py312h2aa54b4_1
 - bzip2=1.0.8=h31becfc_5
-- ca-certificates=2024.2.2=hcefe29a_0
+- ca-certificates=2024.6.2=hcefe29a_0
 - cached-property=1.5.2=hd8ed1ab_1
 - cached_property=1.5.2=pyha770c72_1
 - cairo=1.18.0=ha13f110_0
-- certifi=2024.2.2=pyhd8ed1ab_0
+- certifi=2024.6.2=pyhd8ed1ab_0
 - cffi=1.16.0=py312hf3c74c0_0
 - charset-normalizer=3.3.2=pyhd8ed1ab_0
 - click=8.1.7=unix_pyh707e725_0
@@ -41,203 +41,199 @@ dependencies:
 - font-ttf-dejavu-sans-mono=2.37=hab24e00_0
 - font-ttf-inconsolata=3.000=h77eed37_0
 - font-ttf-source-code-pro=2.038=h77eed37_0
-- font-ttf-ubuntu=0.83=h77eed37_1
+- font-ttf-ubuntu=0.83=h77eed37_2
 - fontconfig=2.14.2=ha9a116f_0
 - fonts-conda-ecosystem=1=0
 - fonts-conda-forge=1=0
-- fonttools=4.51.0=py312hdd3e373_0
+- fonttools=4.53.0=py312h396f95a_0
 - fqdn=1.5.1=pyhd8ed1ab_0
 - freetype=2.12.1=hf0a5ef3_2
 - fribidi=1.0.10=hb9de7d4_0
-- gdk-pixbuf=2.42.10=h1db8359_6
-- gettext=0.22.5=h2f0025b_2
-- gettext-tools=0.22.5=h2f0025b_2
+- gdk-pixbuf=2.42.12=ha61d561_0
 - giflib=5.2.2=h31becfc_0
 - graphite2=1.3.13=h2f0025b_1003
-- graphviz=9.0.0=h65e8cce_1
+- graphviz=11.0.0=h8cf0465_0
 - gtk2=2.24.33=h0d7db29_4
 - gts=0.7.6=he293c15_4
 - h11=0.14.0=pyhd8ed1ab_0
 - h2=4.1.0=pyhd8ed1ab_0
-- harfbuzz=8.3.0=hebeb849_0
+- harfbuzz=8.5.0=h9812418_0
 - hpack=4.0.0=pyh9f0ad1d_0
 - httpcore=1.0.5=pyhd8ed1ab_0
 - httpx=0.27.0=pyhd8ed1ab_0
 - hyperframe=6.0.1=pyhd8ed1ab_0
 - icu=73.2=h787c7f5_0
-- idna=3.6=pyhd8ed1ab_0
+- idna=3.7=pyhd8ed1ab_0
 - importlib-metadata=7.1.0=pyha770c72_0
 - importlib_metadata=7.1.0=hd8ed1ab_0
 - importlib_resources=6.4.0=pyhd8ed1ab_0
-- ipykernel=6.29.3=pyhd33586a_0
-- ipython=8.22.2=pyh707e725_0
-- ipywidgets=8.1.2=pyhd8ed1ab_0
+- ipykernel=6.29.4=pyh3099207_0
+- ipython=8.25.0=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=py312h996f985_3
-- jsonschema=4.21.1=pyhd8ed1ab_0
+- jsonpointer=3.0.0=py312h996f985_0
+- jsonschema=4.22.0=pyhd8ed1ab_0
 - jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
-- jsonschema-with-format-nongpl=4.21.1=pyhd8ed1ab_0
+- jsonschema-with-format-nongpl=4.22.0=pyhd8ed1ab_0
 - jupyter=1.0.0=pyhd8ed1ab_10
 - jupyter-lsp=2.2.5=pyhd8ed1ab_0
-- jupyter_client=8.6.1=pyhd8ed1ab_0
+- jupyter_client=8.6.2=pyhd8ed1ab_0
 - jupyter_console=6.6.3=pyhd8ed1ab_0
 - jupyter_core=5.7.2=py312h996f985_0
 - jupyter_events=0.10.0=pyhd8ed1ab_0
-- jupyter_server=2.14.0=pyhd8ed1ab_0
+- jupyter_server=2.14.1=pyhd8ed1ab_0
 - jupyter_server_terminals=0.5.3=pyhd8ed1ab_0
-- jupyterlab=4.1.6=pyhd8ed1ab_0
+- jupyterlab=4.2.2=pyhd8ed1ab_0
 - jupyterlab_pygments=0.3.0=pyhd8ed1ab_1
-- jupyterlab_server=2.26.0=pyhd8ed1ab_0
-- jupyterlab_widgets=3.0.10=pyhd8ed1ab_0
-- jupytext=1.16.1=pyhd8ed1ab_0
+- jupyterlab_server=2.27.2=pyhd8ed1ab_0
+- jupyterlab_widgets=3.0.11=pyhd8ed1ab_0
+- jupytext=1.16.2=pyhd8ed1ab_1
+- keyutils=1.6.1=h4e544f5_0
 - kiwisolver=1.4.5=py312h721a97f_1
+- krb5=1.21.2=hc419048_0
 - lcms2=2.16=h922389a_0
-- ld_impl_linux-aarch64=2.40=h2d8c526_0
+- ld_impl_linux-aarch64=2.40=h9fc2d93_7
 - lerc=4.0.0=h4de3ea5_0
-- libasprintf=0.22.5=h7b6a552_2
-- libasprintf-devel=0.22.5=h7b6a552_2
 - libblas=3.9.0=22_linuxaarch64_openblas
 - libbrotlicommon=1.1.0=h31becfc_1
 - libbrotlidec=1.1.0=h31becfc_1
 - libbrotlienc=1.1.0=h31becfc_1
 - libcblas=3.9.0=22_linuxaarch64_openblas
 - libdeflate=1.20=h31becfc_0
+- libedit=3.1.20191231=he28a2e2_2
 - libexpat=2.6.2=h2f0025b_0
 - libffi=3.4.2=h3557bc0_5
-- libgcc-ng=13.2.0=hf8544c7_5
+- libgcc-ng=13.2.0=he277a41_11
 - libgd=2.3.3=hcd22fd5_9
-- libgettextpo=0.22.5=h2f0025b_2
-- libgettextpo-devel=0.22.5=h2f0025b_2
-- libgfortran-ng=13.2.0=he9431aa_5
-- libgfortran5=13.2.0=h582850c_5
-- libglib=2.80.0=h9d8fbc1_5
-- libgomp=13.2.0=hf8544c7_5
+- libgfortran-ng=13.2.0=he9431aa_11
+- libgfortran5=13.2.0=h2af0866_11
+- libglib=2.80.2=haee52c6_1
+- libgomp=13.2.0=he277a41_11
 - libiconv=1.17=h31becfc_2
 - libjpeg-turbo=3.0.0=h31becfc_1
 - liblapack=3.9.0=22_linuxaarch64_openblas
 - libnsl=2.0.1=h31becfc_0
 - libopenblas=0.3.27=pthreads_h5a5ec62_0
 - libpng=1.6.43=h194ca79_0
-- librsvg=2.58.0=h9e9650d_0
+- librsvg=2.58.1=h010368b_0
 - libsodium=1.0.18=hb9de7d4_1
-- libsqlite=3.45.2=h194ca79_0
-- libstdcxx-ng=13.2.0=h9a76618_5
+- libsqlite=3.46.0=hf51ef55_0
+- libstdcxx-ng=13.2.0=h3f4de04_11
 - libtiff=4.6.0=hf980d43_3
 - libuuid=2.38.1=hb4cce97_0
-- libwebp=1.3.2=heb2ea1b_1
-- libwebp-base=1.3.2=h31becfc_1
+- libwebp=1.4.0=h8b4e01b_0
+- libwebp-base=1.4.0=h31becfc_0
 - libxcb=1.15=h2a766a3_0
 - libxcrypt=4.4.36=h31becfc_1
-- libxml2=2.12.6=h3091e33_1
-- libzlib=1.2.13=h31becfc_5
+- libxml2=2.12.7=h49dc7a2_1
+- libzlib=1.3.1=h68df207_1
 - markdown-it-py=3.0.0=pyhd8ed1ab_0
 - markupsafe=2.1.5=py312h9ef2f89_0
-- matplotlib=3.8.4=py312h8025657_0
-- matplotlib-base=3.8.4=py312h132ec79_0
+- matplotlib=3.8.4=py312h8025657_2
+- matplotlib-base=3.8.4=py312h34f9ed2_2
 - 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
 - munkres=1.1.4=pyh9f0ad1d_0
 - mypy_extensions=1.0.0=pyha770c72_0
 - nbclient=0.10.0=pyhd8ed1ab_0
-- nbconvert=7.16.3=hd8ed1ab_1
-- nbconvert-core=7.16.3=pyhd8ed1ab_1
-- nbconvert-pandoc=7.16.3=hd8ed1ab_1
+- nbconvert=7.16.4=hd8ed1ab_1
+- nbconvert-core=7.16.4=pyhd8ed1ab_1
+- nbconvert-pandoc=7.16.4=hd8ed1ab_1
 - nbformat=5.10.4=pyhd8ed1ab_0
-- ncurses=6.4.20240210=h0425590_0
+- ncurses=6.5=h0425590_0
 - nest-asyncio=1.6.0=pyhd8ed1ab_0
-- notebook=7.1.2=pyhd8ed1ab_0
+- notebook=7.2.1=pyhd8ed1ab_0
 - notebook-shim=0.2.4=pyhd8ed1ab_0
-- numpy=1.26.4=py312h470d778_0
+- numpy=2.0.0=py312hd0593b1_0
 - openjpeg=2.5.2=h0d9d63b_0
-- openpyxl=3.1.2=py312hdd3e373_1
-- openssl=3.2.1=h31becfc_1
+- openpyxl=3.1.4=py312hdd3e373_0
+- openssl=3.3.1=h68df207_0
 - overrides=7.7.0=pyhd8ed1ab_0
-- packaging=24.0=pyhd8ed1ab_0
-- pandas=2.2.2=py312hc56aa73_0
-- pandoc=3.1.13=h8af1aa0_0
+- packaging=24.1=pyhd8ed1ab_0
+- pandas=2.2.2=py312h14eacfc_1
+- pandoc=3.2=h8af1aa0_0
 - pandocfilters=1.5.0=pyhd8ed1ab_0
-- pango=1.52.2=h11ef544_0
+- pango=1.54.0=h399c48b_0
 - parso=0.8.4=pyhd8ed1ab_0
 - pathspec=0.12.1=pyhd8ed1ab_0
 - patsy=0.5.6=pyhd8ed1ab_0
-- pcre2=10.43=hd0f9c67_0
+- pcre2=10.44=h070dd5b_0
 - pexpect=4.9.0=pyhd8ed1ab_0
 - pickleshare=0.7.5=py_1003
 - pillow=10.3.0=py312h317ddc0_0
 - pip=24.0=pyhd8ed1ab_0
 - pixman=0.43.4=h2f0025b_0
 - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
-- platformdirs=4.2.0=pyhd8ed1ab_0
+- platformdirs=4.2.2=pyhd8ed1ab_0
 - prometheus_client=0.20.0=pyhd8ed1ab_0
-- prompt-toolkit=3.0.42=pyha770c72_0
-- prompt_toolkit=3.0.42=hd8ed1ab_0
+- prompt-toolkit=3.0.47=pyha770c72_0
+- prompt_toolkit=3.0.47=hd8ed1ab_0
 - psutil=5.9.8=py312hdd3e373_0
 - pthread-stubs=0.4=hb9de7d4_1001
 - ptyprocess=0.7.0=pyhd3deb0d_0
 - pure_eval=0.2.2=pyhd8ed1ab_0
 - pycparser=2.22=pyhd8ed1ab_0
-- pygments=2.17.2=pyhd8ed1ab_0
+- pygments=2.18.0=pyhd8ed1ab_0
 - pyparsing=3.1.2=pyhd8ed1ab_0
 - pysocks=1.7.1=pyha2e5f31_6
-- python=3.12.3=h43d1f9e_0_cpython
+- python=3.12.4=h829453d_0_cpython
 - python-dateutil=2.9.0=pyhd8ed1ab_0
-- python-fastjsonschema=2.19.1=pyhd8ed1ab_0
+- python-fastjsonschema=2.20.0=pyhd8ed1ab_0
 - python-graphviz=0.20.3=pyh717bed2_0
 - python-json-logger=2.0.7=pyhd8ed1ab_0
 - python-tzdata=2024.1=pyhd8ed1ab_0
 - python_abi=3.12=4_cp312
 - pytz=2024.1=pyhd8ed1ab_0
 - pyyaml=6.0.1=py312hdd3e373_1
-- pyzmq=26.0.0=py312h1c32067_0
-- qtconsole-base=5.5.1=pyha770c72_0
+- pyzmq=26.0.3=py312h7059f03_0
+- qtconsole-base=5.5.2=pyha770c72_0
 - qtpy=2.4.1=pyhd8ed1ab_0
 - readline=8.2=h8fc344f_1
-- referencing=0.34.0=pyhd8ed1ab_0
-- requests=2.31.0=pyhd8ed1ab_0
+- referencing=0.35.1=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=0.18.0=py312h2a5c9d6_0
-- scipy=1.13.0=py312h470d778_0
-- seaborn=0.13.2=hd8ed1ab_0
-- seaborn-base=0.13.2=pyhd8ed1ab_0
+- rpds-py=0.18.1=py312heb99873_0
+- scipy=1.13.1=py312h37abc14_0
+- seaborn=0.13.2=hd8ed1ab_2
+- seaborn-base=0.13.2=pyhd8ed1ab_2
 - send2trash=1.8.3=pyh0d859eb_0
-- setuptools=69.5.1=pyhd8ed1ab_0
+- setuptools=70.0.0=pyhd8ed1ab_0
 - shellingham=1.5.4=pyhd8ed1ab_0
 - six=1.16.0=pyh6c4a22f_0
 - sniffio=1.3.1=pyhd8ed1ab_0
 - soupsieve=2.5=pyhd8ed1ab_1
 - stack_data=0.6.2=pyhd8ed1ab_0
-- statsmodels=0.14.1=py312h3e17d05_0
+- statsmodels=0.14.2=py312hc5fbee2_0
 - tabulate=0.9.0=pyhd8ed1ab_1
 - terminado=0.18.1=pyh0d859eb_0
-- tinycss2=1.2.1=pyhd8ed1ab_0
+- tinycss2=1.3.0=pyhd8ed1ab_0
 - tk=8.6.13=h194ca79_0
-- toml=0.10.2=pyhd8ed1ab_0
 - tomli=2.0.1=pyhd8ed1ab_0
-- tornado=6.4=py312h9ef2f89_0
-- traitlets=5.14.2=pyhd8ed1ab_0
+- tornado=6.4.1=py312h5adff4d_0
+- traitlets=5.14.3=pyhd8ed1ab_0
 - typer=0.12.3=pyhd8ed1ab_0
 - typer-slim=0.12.3=pyhd8ed1ab_0
 - typer-slim-standard=0.12.3=hd8ed1ab_0
 - 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
 - uri-template=1.3.0=pyhd8ed1ab_0
-- urllib3=2.2.1=pyhd8ed1ab_0
+- urllib3=2.2.2=pyhd8ed1ab_0
 - wcwidth=0.2.13=pyhd8ed1ab_0
-- webcolors=1.13=pyhd8ed1ab_0
+- webcolors=24.6.0=pyhd8ed1ab_0
 - webencodings=0.5.1=pyhd8ed1ab_2
-- websocket-client=1.7.0=pyhd8ed1ab_0
+- websocket-client=1.8.0=pyhd8ed1ab_0
 - wheel=0.43.0=pyhd8ed1ab_1
-- widgetsnbextension=4.0.10=pyhd8ed1ab_0
+- widgetsnbextension=4.0.11=pyhd8ed1ab_0
 - xorg-kbproto=1.0.7=h3557bc0_1002
 - xorg-libice=1.1.1=h7935292_0
 - xorg-libsm=1.2.4=h5a01bc2_0
@@ -251,8 +247,8 @@ dependencies:
 - xorg-xproto=7.0.31=h3557bc0_1007
 - xz=5.2.6=h9cdd2b7_0
 - yaml=0.2.5=hf897c2e_2
-- zeromq=4.3.5=h2f0025b_1
-- zipp=3.17.0=pyhd8ed1ab_0
-- zlib=1.2.13=h31becfc_5
-- zstd=1.5.5=h4c53e97_0
+- zeromq=4.3.5=h28faeed_4
+- zipp=3.19.2=pyhd8ed1ab_0
+- zlib=1.3.1=h68df207_1
+- zstd=1.5.6=h02f22dd_0