diff --git a/requirements/environment.yml b/requirements/environment.yml
index 966d2bc..5621c2e 100644
--- a/requirements/environment.yml
+++ b/requirements/environment.yml
@@ -1,65 +1,66 @@
+name: moveroplot
 channels:
   - conda-forge
+  - defaults
 dependencies:
   - _libgcc_mutex=0.1
   - _openmp_mutex=4.5
   - alabaster=0.7.13
-  - alsa-lib=1.2.8
+  - alsa-lib=1.2.10
   - anaconda-client=1.12.1
   - anaconda-project=0.11.1
   - annotated-types=0.6.0
   - anyio=3.7.1
-  - astroid=3.0.1
-  - asttokens=2.4.0
+  - archspec=0.2.2
+  - astroid=3.0.2
+  - asttokens=2.4.1
   - attr=2.5.1
-  - attrs=23.1.0
-  - babel=2.13.0
-  - backcall=0.2.0
-  - backports=1.0
-  - backports.functools_lru_cache=1.6.5
+  - attrs=23.2.0
+  - babel=2.14.0
   - beautifulsoup4=4.12.2
-  - black=23.10.0
-  - boa=0.14.0
-  - boltons=23.0.0
+  - black=23.12.1
+  - boa=0.16.0
+  - boltons=23.1.1
   - brotli=1.1.0
   - brotli-bin=1.1.0
   - brotli-python=1.1.0
   - bzip2=1.0.8
-  - c-ares=1.20.1
-  - ca-certificates=2023.7.22
-  - cairo=1.16.0
+  - c-ares=1.24.0
+  - ca-certificates=2023.11.17
+  - cairo=1.18.0
   - cartopy=0.22.0
-  - certifi=2023.7.22
+  - certifi=2023.11.17
   - cffi=1.16.0
   - cfgv=3.3.1
   - chardet=5.2.0
-  - charset-normalizer=3.3.0
+  - charset-normalizer=3.3.2
   - click=8.1.7
   - clyent=1.2.2
   - codespell=2.2.6
   - colorama=0.4.6
-  - conda=23.7.4
-  - conda-build=3.24.0
+  - conda=23.11.0
+  - conda-build=3.28.2
+  - conda-index=0.3.0
+  - conda-libmamba-solver=23.12.0
   - conda-pack=0.7.1
   - conda-package-handling=2.2.0
   - conda-package-streaming=0.9.0
-  - contourpy=1.1.1
-  - cryptography=41.0.4
+  - contourpy=1.2.0
   - cycler=0.12.1
-  - dataclasses=0.8
   - dbus=1.13.6
   - decorator=5.1.1
   - defusedxml=0.7.1
   - dill=0.3.7
-  - distlib=0.3.7
+  - distlib=0.3.8
+  - distro=1.9.0
   - docutils=0.20.1
-  - exceptiongroup=1.1.3
-  - executing=1.2.0
+  - exceptiongroup=1.2.0
+  - executing=2.0.1
   - expat=2.5.0
-  - filelock=3.12.4
-  - flake8=6.1.0
+  - filelock=3.13.1
+  - flake8=7.0.0
   - flake8-black=0.3.6
-  - fmt=9.1.0
+  - fmt=10.1.1
   - font-ttf-dejavu-sans-mono=2.37
   - font-ttf-inconsolata=3.000
   - font-ttf-source-code-pro=2.038
@@ -67,55 +68,54 @@ dependencies:
   - fontconfig=2.14.2
   - fonts-conda-ecosystem=1
   - fonts-conda-forge=1
-  - fonttools=4.43.1
+  - fonttools=4.47.0
   - freetype=2.12.1
-  - geos=3.12.0
+  - geos=3.12.1
   - gettext=0.21.1
-  - glib=2.78.0
-  - glib-tools=2.78.0
-  - glob2=0.7
+  - glib=2.78.3
+  - glib-tools=2.78.3
   - graphite2=1.3.13
-  - gst-plugins-base=1.22.3
-  - gstreamer=1.22.3
-  - harfbuzz=7.3.0
-  - icu=72.1
-  - identify=2.5.30
-  - idna=3.4
+  - gst-plugins-base=1.22.8
+  - gstreamer=1.22.8
+  - harfbuzz=8.3.0
+  - icu=73.2
+  - identify=2.5.33
+  - idna=3.6
   - imagesize=1.4.1
   - importlib-metadata=4.13.0
-  - importlib_resources=6.1.0
+  - importlib_resources=6.1.1
   - iniconfig=2.0.0
   - ipdb=0.13.13
-  - ipython=8.16.1
-  - isort=5.12.0
+  - ipython=8.19.0
+  - isort=5.13.2
   - jedi=0.19.1
   - jinja2=3.1.2
   - joblib=1.3.2
   - json5=0.9.14
   - jsonpatch=1.33
   - jsonpointer=2.4
-  - jsonschema=4.19.1
-  - jsonschema-specifications=2023.7.1
-  - jupyter_core=5.4.0
+  - jsonschema=4.20.0
+  - jsonschema-specifications=2023.12.1
+  - jupyter_core=5.7.0
   - keyutils=1.6.1
   - kiwisolver=1.4.5
-  - krb5=1.20.1
+  - krb5=1.21.2
   - lame=3.100
-  - lcms2=2.15
+  - lcms2=2.16
   - ld_impl_linux-64=2.40
   - lerc=4.0.0
-  - libarchive=3.6.2
+  - libarchive=3.7.2
   - libblas=3.9.0
   - libbrotlicommon=1.1.0
   - libbrotlidec=1.1.0
   - libbrotlienc=1.1.0
   - libcap=2.69
   - libcblas=3.9.0
-  - libclang=16.0.6
-  - libclang13=16.0.6
+  - libclang=15.0.7
+  - libclang13=15.0.7
   - libcups=2.3.3
-  - libcurl=8.1.2
-  - libdeflate=1.18
+  - libcurl=8.5.0
+  - libdeflate=1.19
   - libedit=3.1.20191231
   - libev=4.33
   - libevent=2.1.12
@@ -123,54 +123,57 @@ dependencies:
   - libffi=3.4.2
   - libflac=1.4.3
   - libgcc-ng=13.2.0
-  - libgcrypt=1.10.1
+  - libgcrypt=1.10.3
   - libgfortran-ng=13.2.0
   - libgfortran5=13.2.0
-  - libglib=2.78.0
+  - libglib=2.78.3
   - libgomp=13.2.0
   - libgpg-error=1.47
   - libiconv=1.17
-  - libjpeg-turbo=2.1.5.1
+  - libjpeg-turbo=3.0.0
   - liblapack=3.9.0
   - liblief=0.12.3
-  - libllvm16=16.0.6
-  - libmamba=1.4.9
-  - libmambapy=1.4.9
-  - libnghttp2=1.52.0
+  - libllvm15=15.0.7
+  - libmamba=1.5.6
+  - libmambapy=1.5.6
+  - libnghttp2=1.58.0
   - libnsl=2.0.1
   - libogg=1.3.4
-  - libopenblas=0.3.24
+  - libopenblas=0.3.25
   - libopus=1.3.1
   - libpng=1.6.39
-  - libpq=15.3
+  - libpq=16.1
   - libsndfile=1.2.2
-  - libsolv=0.7.25
-  - libsqlite=3.43.2
+  - libsolv=0.7.27
+  - libsqlite=3.44.2
   - libssh2=1.11.0
   - libstdcxx-ng=13.2.0
-  - libsystemd0=254
-  - libtiff=4.5.1
+  - libsystemd0=255
+  - libtiff=4.6.0
   - libuuid=2.38.1
   - libvorbis=1.3.7
   - libwebp-base=1.3.2
   - libxcb=1.15
+  - libxcrypt=4.4.36
   - libxkbcommon=1.6.0
-  - libxml2=2.11.5
+  - libxml2=2.12.3
   - libzlib=1.2.13
   - livereload=2.6.3
   - lz4-c=1.9.4
   - lzo=2.10
-  - mamba=1.4.9
+  - mamba=1.5.6
   - markdown-it-py=3.0.0
   - markupsafe=2.1.3
-  - matplotlib=3.8.0
-  - matplotlib-base=3.8.0
+  - matplotlib=3.8.2
+  - matplotlib-base=3.8.2
   - matplotlib-inline=0.1.6
   - mccabe=0.7.0
-  - mdurl=0.1.0
+  - mdurl=0.1.2
+  - menuinst=2.0.1
+  - more-itertools=10.1.0
   - mpg123=1.32.3
   - munkres=1.1.4
-  - mypy=1.6.1
+  - mypy=1.8.0
   - mypy_extensions=1.0.0
   - mysql-common=8.0.33
   - mysql-libs=8.0.33
@@ -178,30 +181,32 @@ dependencies:
   - ncurses=6.4
   - nodeenv=1.8.0
   - nspr=4.35
-  - nss=3.94
+  - nss=3.96
+  - numpy=1.26.3
   - openjpeg=2.5.0
-  - openssl=3.1.3
+  - openssl=3.2.0
   - packaging=23.2
-  - pandas=2.1.1
+  - pandas=2.1.4
+  - pandas-stubs=2.1.4.231227
   - parso=0.8.3
   - patch=2.7.6
   - patchelf=0.17.2
-  - pathspec=0.11.2
-  - pcre2=10.40
+  - pathspec=0.12.1
+  - pcre2=10.42
   - pexpect=4.8.0
   - pickleshare=0.7.5
-  - pillow=10.0.0
-  - pip=23.3
-  - pixman=0.42.2
+  - pillow=10.2.0
+  - pip=23.3.2
+  - pixman=0.43.0
   - pkginfo=1.9.6
   - pkgutil-resolve-name=1.3.10
-  - platformdirs=3.11.0
+  - platformdirs=4.1.0
   - pluggy=1.3.0
   - ply=3.11
-  - pre-commit=3.5.0
-  - proj=9.2.1
-  - prompt_toolkit=3.0.39
-  - psutil=5.9.5
+  - pre-commit=3.6.0
+  - proj=9.3.1
+  - prompt_toolkit=3.0.42
+  - psutil=5.9.7
   - pthread-stubs=0.4
   - ptyprocess=0.7.0
   - pulseaudio-client=16.1
@@ -211,48 +216,47 @@ dependencies:
   - pycodestyle=2.11.1
   - pycosat=0.6.6
   - pycparser=2.21
-  - pydantic=2.4.2
-  - pydantic-core=2.10.1
+  - pydantic=2.5.3
+  - pydantic-core=2.14.6
   - pydocstyle=6.3.0
-  - pyflakes=3.1.0
-  - pygments=2.16.1
-  - pylint=3.0.1
-  - pyopenssl=23.2.0
+  - pyflakes=3.2.0
+  - pygments=2.17.2
+  - pylint=3.0.3
   - pyparsing=3.1.1
   - pyproj=3.6.1
   - pyqt=5.15.9
   - pyqt5-sip=12.12.2
   - pyshp=2.3.1
   - pysocks=1.7.1
-  - pytest=7.4.2
-  - python=3.11.6
+  - pytest=7.4.4
+  - python=3.11.7
   - python-dateutil=2.8.2
-  - python-fastjsonschema=2.18.1
+  - python-fastjsonschema=2.19.1
   - python-libarchive-c=5.0
-  - python-tzdata=2023.3
+  - python-tzdata=2023.4
   - python_abi=3.11
   - pytoolconfig=1.2.5
   - pytz=2023.3.post1
   - pyyaml=6.0.1
   - qt-main=5.15.8
   - readline=8.2
-  - referencing=0.30.2
+  - referencing=0.32.1
   - reproc=14.2.4.post0
   - reproc-cpp=14.2.4.post0
   - requests=2.31.0
   - requests-toolbelt=1.0.0
-  - rich=13.6.0
-  - ripgrep=13.0.0
-  - rope=1.10.0
-  - rpds-py=0.10.6
-  - rstcheck=6.1.2
-  - rstcheck-core=1.1.1
-  - ruamel.yaml=0.17.39
+  - rich=13.7.0
+  - ripgrep=14.0.3
+  - rope=1.11.0
+  - rpds-py=0.16.2
+  - rstcheck=6.2.0
+  - rstcheck-core=1.2.0
+  - ruamel.yaml=0.18.5
   - ruamel.yaml.clib=0.2.7
   - ruamel_yaml=0.15.80
-  - setuptools=68.2.2
+  - setuptools=69.0.3
   - shapely=2.0.2
-  - shellingham=1.5.3
+  - shellingham=1.5.4
   - sip=6.7.12
   - six=1.16.0
   - sniffio=1.3.0
@@ -266,29 +270,30 @@ dependencies:
   - sphinxcontrib-jsmath=1.0.1
   - sphinxcontrib-qthelp=1.0.6
   - sphinxcontrib-serializinghtml=1.1.9
-  - sqlite=3.43.2
+  - sqlite=3.44.2
   - stack_data=0.6.2
   - tk=8.6.13
   - toml=0.10.2
   - tomli=2.0.1
-  - tomlkit=0.12.1
-  - toolz=0.12.0
+  - tomlkit=0.12.3
   - tornado=6.3.3
   - tqdm=4.66.1
-  - traitlets=5.11.2
-  - typer=0.4.2
-  - types-docutils=0.20.0.3
-  - types-setuptools=68.2.0.0
+  - traitlets=5.14.1
+  - truststore=0.8.0
+  - typer=0.9.0
+  - types-docutils=0.20.0.20240106
+  - types-pytz=2023.3.1.1
+  - types-setuptools=69.0.0.0
   - types-toml=0.10.8.7
-  - typing-extensions=4.8.0
-  - typing_extensions=4.8.0
-  - tzdata=2023c
+  - typing-extensions=4.9.0
+  - typing_extensions=4.9.0
+  - tzdata=2023d
   - ukkonen=1.0.1
-  - urllib3=2.0.7
-  - virtualenv=20.24.4
+  - urllib3=2.1.0
+  - virtualenv=20.25.0
   - watchgod=0.8.2
-  - wcwidth=0.2.8
-  - wheel=0.41.2
+  - wcwidth=0.2.12
+  - wheel=0.42.0
   - xcb-util=0.4.0
   - xcb-util-image=0.4.0
   - xcb-util-keysyms=0.4.0
@@ -309,13 +314,13 @@ dependencies:
   - xorg-xproto=7.0.31
   - xz=5.2.6
   - yaml=0.2.5
-  - yaml-cpp=0.7.0
+  - yaml-cpp=0.8.0
   - zipp=3.17.0
   - zlib=1.2.13
-  - zstandard=0.21.0
+  - zstandard=0.22.0
   - zstd=1.5.5
   - pip:
-      - copier==8.3.0
+      - copier==9.1.0
       - dunamai==1.19.0
       - flake8-pyproject==1.2.3
       - funcy==2.0
@@ -323,6 +328,6 @@ dependencies:
       - mistune==2.0.5
       - plumbum==1.8.2
       - prompt-toolkit==3.0.36
-      - pyyaml-include==1.3.1
+      - pyyaml-include==1.3.2
       - questionary==2.0.1
       - sphinx-mdinclude==0.5.3
diff --git a/requirements/requirements.yml b/requirements/requirements.yml
index 6d72128..aaa2c33 100644
--- a/requirements/requirements.yml
+++ b/requirements/requirements.yml
@@ -8,6 +8,7 @@ dependencies:
   - click >= 6.0
   - matplotlib>=3.7
   - pandas=2.1
+  - pandas-stubs=2.1
   # development
   - anaconda-client
   - black>=22.10
diff --git a/src/moveroplot/station_scores.py b/src/moveroplot/station_scores.py
index a26db82..9911402 100644
--- a/src/moveroplot/station_scores.py
+++ b/src/moveroplot/station_scores.py
@@ -73,7 +73,7 @@ def _initialize_plots(labels: list, scores: list):
     for ax in axes.ravel():
         ax.set_extent([5.3, 11.2, 45.4, 48.2])
         _add_features(ax)
-    fig.tight_layout(w_pad=8, h_pad=2, rect=[0.05, 0.05, 0.90, 0.90])
+    fig.tight_layout(w_pad=8, h_pad=2, rect=(0.05, 0.05, 0.90, 0.90))
     plt.subplots_adjust(bottom=0.15)
     return fig, axes