diff --git a/environment.yml b/environment.yml
index e90cbee..ee52fd6 100644
--- a/environment.yml
+++ b/environment.yml
@@ -1,365 +1,36 @@
 name: sb_env
 channels:
   - conda-forge
+  - conda
   - defaults
 dependencies:
-  - _libgcc_mutex=0.1=conda_forge
-  - _openmp_mutex=4.5=2_gnu
-  - accessible-pygments=0.0.4=pyhd8ed1ab_0
-  - affine=2.4.0=pyhd8ed1ab_0
-  - aiohttp=3.8.4=py310h2372a71_1
-  - aiosignal=1.3.1=pyhd8ed1ab_0
-  - alabaster=0.7.13=pyhd8ed1ab_0
-  - anyio=3.7.0=pyhd8ed1ab_1
-  - argon2-cffi=21.3.0=pyhd8ed1ab_0
-  - argon2-cffi-bindings=21.2.0=py310h5764c6d_3
-  - astroid=2.15.5=py310hff52083_0
-  - asttokens=2.2.1=pyhd8ed1ab_0
-  - async-lru=2.0.2=pyhd8ed1ab_0
-  - async-timeout=4.0.2=pyhd8ed1ab_0
-  - attrs=23.1.0=pyh71513ae_1
-  - aws-c-auth=0.6.28=hccec9ca_5
-  - aws-c-cal=0.5.27=hf85dbcb_0
-  - aws-c-common=0.8.20=hd590300_0
-  - aws-c-compression=0.2.17=h4b87b72_0
-  - aws-c-event-stream=0.3.0=hc5de78f_6
-  - aws-c-http=0.7.8=h412fb1b_4
-  - aws-c-io=0.13.26=h0d05201_0
-  - aws-c-mqtt=0.8.13=ha5d9b87_2
-  - aws-c-s3=0.3.4=h95e21fb_5
-  - aws-c-sdkutils=0.1.10=h4b87b72_0
-  - aws-checksums=0.1.16=h4b87b72_0
-  - aws-crt-cpp=0.20.2=h5289e1f_9
-  - aws-sdk-cpp=1.10.57=h8101662_14
-  - babel=2.12.1=pyhd8ed1ab_1
-  - backcall=0.2.0=pyh9f0ad1d_0
-  - backports=1.0=pyhd8ed1ab_3
-  - backports.functools_lru_cache=1.6.5=pyhd8ed1ab_0
-  - beautifulsoup4=4.12.2=pyha770c72_0
-  - black=23.3.0=py310hff52083_1
-  - blackd=23.3.0=hd8ed1ab_1
-  - bleach=6.0.0=pyhd8ed1ab_0
-  - blosc=1.21.4=h0f2a231_0
-  - boost-cpp=1.78.0=h6582d0a_3
-  - branca=0.6.0=pyhd8ed1ab_0
-  - brotli=1.0.9=h166bdaf_9
-  - brotli-bin=1.0.9=h166bdaf_9
-  - brotli-python=1.0.9=py310hd8f1fbe_9
-  - bzip2=1.0.8=h7f98852_4
-  - c-ares=1.19.1=hd590300_0
-  - ca-certificates=2023.5.7=hbcca054_0
-  - cairo=1.16.0=hbbf8b49_1016
-  - certifi=2023.5.7=pyhd8ed1ab_0
-  - cffi=1.15.1=py310h255011f_3
-  - cfitsio=4.2.0=hd9d235c_0
-  - charset-normalizer=3.1.0=pyhd8ed1ab_0
-  - click=8.1.3=unix_pyhd8ed1ab_2
-  - click-plugins=1.1.1=py_0
-  - cligj=0.7.2=pyhd8ed1ab_1
-  - colorama=0.4.6=pyhd8ed1ab_0
-  - comm=0.1.3=pyhd8ed1ab_0
-  - contextily=1.3.0=pyhd8ed1ab_0
-  - contourpy=1.1.0=py310hd41b1e2_0
-  - coverage=7.2.7=py310h2372a71_0
-  - curl=8.1.2=h409715c_0
-  - cycler=0.11.0=pyhd8ed1ab_0
-  - cykhash=2.0.1=py310heca2aa9_1
-  - cython=0.29.35=py310hc6cd4ac_0
-  - debugpy=1.6.7=py310heca2aa9_0
-  - decorator=5.1.1=pyhd8ed1ab_0
-  - defusedxml=0.7.1=pyhd8ed1ab_0
-  - dill=0.3.6=pyhd8ed1ab_1
-  - docutils=0.19=py310hff52083_1
-  - entrypoints=0.4=pyhd8ed1ab_0
-  - exceptiongroup=1.1.1=pyhd8ed1ab_0
-  - executing=1.2.0=pyhd8ed1ab_0
-  - expat=2.5.0=hcb278e6_1
-  - fiona=1.9.4=py310h111440e_0
-  - flit-core=3.9.0=pyhd8ed1ab_0
-  - folium=0.14.0=pyhd8ed1ab_0
-  - 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=hab24e00_0
-  - fontconfig=2.14.2=h14ed4e7_0
-  - fonts-conda-ecosystem=1=0
-  - fonts-conda-forge=1=0
-  - fonttools=4.40.0=py310h2372a71_0
-  - freetype=2.12.1=hca18f0e_1
-  - freexl=1.0.6=h166bdaf_1
-  - frozenlist=1.3.3=py310h5764c6d_0
-  - gdal=3.7.0=py310h65bb550_3
-  - geographiclib=1.52=pyhd8ed1ab_0
-  - geopandas=0.13.2=pyhd8ed1ab_1
-  - geopandas-base=0.13.2=pyha770c72_1
-  - geopy=2.3.0=pyhd8ed1ab_0
-  - geos=3.11.2=hcb278e6_0
-  - geotiff=1.7.1=h22adcc9_9
-  - gettext=0.21.1=h27087fc_0
-  - gflags=2.2.2=he1b5a44_1004
-  - giflib=5.2.1=h0b41bf4_3
-  - glog=0.6.0=h6f12383_0
-  - greenlet=2.0.2=py310hc6cd4ac_1
-  - hdf4=4.2.15=h501b40f_6
-  - hdf5=1.14.1=nompi_h4f84152_100
-  - icu=72.1=hcb278e6_0
-  - idna=3.4=pyhd8ed1ab_0
-  - imagesize=1.4.1=pyhd8ed1ab_0
-  - importlib-metadata=6.7.0=pyha770c72_0
-  - importlib_metadata=6.7.0=hd8ed1ab_0
-  - importlib_resources=5.12.0=pyhd8ed1ab_0
-  - iniconfig=2.0.0=pyhd8ed1ab_0
-  - ipykernel=6.23.3=pyh71e2992_0
-  - ipython=8.14.0=pyh41d4057_0
-  - isort=5.12.0=pyhd8ed1ab_1
-  - jedi=0.18.2=pyhd8ed1ab_0
-  - jinja2=3.1.2=pyhd8ed1ab_1
-  - joblib=1.3.0=pyhd8ed1ab_1
-  - json-c=0.16=hc379101_0
-  - json5=0.9.14=pyhd8ed1ab_0
-  - jsonschema=4.17.3=pyhd8ed1ab_0
-  - jupyter-cache=0.6.1=pyhd8ed1ab_0
-  - jupyter-lsp=2.2.0=pyhd8ed1ab_0
-  - jupyter_client=8.3.0=pyhd8ed1ab_0
-  - jupyter_core=5.3.1=py310hff52083_0
-  - jupyter_events=0.6.3=pyhd8ed1ab_0
-  - jupyter_server=2.7.0=pyhd8ed1ab_0
-  - jupyter_server_terminals=0.4.4=pyhd8ed1ab_1
-  - jupyterlab=4.0.2=pyhd8ed1ab_0
-  - jupyterlab_code_formatter=2.2.1=pyhd8ed1ab_0
-  - jupyterlab_pygments=0.2.2=pyhd8ed1ab_0
-  - jupyterlab_server=2.23.0=pyhd8ed1ab_0
-  - kealib=1.5.1=h3e6883b_4
-  - keyutils=1.6.1=h166bdaf_0
-  - kiwisolver=1.4.4=py310hbf28c38_1
-  - krb5=1.20.1=h81ceb04_0
-  - lazy-object-proxy=1.9.0=py310h1fa729e_0
-  - lcms2=2.15=haa2dc70_1
-  - ld_impl_linux-64=2.40=h41732ed_0
-  - lerc=4.0.0=h27087fc_0
-  - libabseil=20230125.3=cxx17_h59595ed_0
-  - libaec=1.0.6=hcb278e6_1
-  - libarchive=3.6.2=h039dbb9_1
-  - libarrow=12.0.1=h32ed672_2_cpu
-  - libblas=3.9.0=17_linux64_openblas
-  - libbrotlicommon=1.0.9=h166bdaf_9
-  - libbrotlidec=1.0.9=h166bdaf_9
-  - libbrotlienc=1.0.9=h166bdaf_9
-  - libcblas=3.9.0=17_linux64_openblas
-  - libcrc32c=1.1.2=h9c3ff4c_0
-  - libcurl=8.1.2=h409715c_0
-  - libdeflate=1.18=h0b41bf4_0
-  - libedit=3.1.20191231=he28a2e2_2
-  - libev=4.33=h516909a_1
-  - libevent=2.1.12=hf998b51_1
-  - libexpat=2.5.0=hcb278e6_1
-  - libffi=3.4.2=h7f98852_5
-  - libgcc-ng=13.1.0=he5830b7_0
-  - libgdal=3.7.0=h4a547c6_3
-  - libgfortran-ng=13.1.0=h69a702a_0
-  - libgfortran5=13.1.0=h15d22d2_0
-  - libglib=2.76.3=hebfc3b9_0
-  - libgomp=13.1.0=he5830b7_0
-  - libgoogle-cloud=2.12.0=h840a212_1
-  - libgrpc=1.56.0=h3905398_2
-  - libiconv=1.17=h166bdaf_0
-  - libjpeg-turbo=2.1.5.1=h0b41bf4_0
-  - libkml=1.3.0=h37653c0_1015
-  - liblapack=3.9.0=17_linux64_openblas
-  - libllvm14=14.0.6=hcd5def8_3
-  - libnetcdf=4.9.2=nompi_h78c856c_106
-  - libnghttp2=1.52.0=h61bc06f_0
-  - libnsl=2.0.0=h7f98852_0
-  - libnuma=2.0.16=h0b41bf4_1
-  - libopenblas=0.3.23=pthreads_h80387f5_0
-  - libpng=1.6.39=h753d276_0
-  - libpq=15.3=hbcd7760_1
-  - libprotobuf=4.23.3=hd1fb520_0
-  - libpysal=4.7.0=pyhd8ed1ab_0
-  - librttopo=1.1.0=h0d5128d_13
-  - libsodium=1.0.18=h36c2ea0_1
-  - libspatialindex=1.9.3=h9c3ff4c_4
-  - libspatialite=5.0.1=hca56755_27
-  - libsqlite=3.42.0=h2797004_0
-  - libssh2=1.11.0=h0841786_0
-  - libstdcxx-ng=13.1.0=hfd8a6a1_0
-  - libthrift=0.18.1=h8fd135c_2
-  - libtiff=4.5.1=h8b53f26_0
-  - libutf8proc=2.8.0=h166bdaf_0
-  - libuuid=2.38.1=h0b41bf4_0
-  - libwebp-base=1.3.1=hd590300_0
-  - libxcb=1.15=h0b41bf4_0
-  - libxml2=2.11.4=h0d562d8_0
-  - libzip=1.9.2=hc929e4a_1
-  - libzlib=1.2.13=hd590300_5
-  - llvmlite=0.40.1=py310h1b8f574_0
-  - lz4-c=1.9.4=hcb278e6_0
-  - lzo=2.10=h516909a_1000
-  - mapclassify=2.5.0=pyhd8ed1ab_1
-  - markdown-it-py=2.2.0=pyhd8ed1ab_0
-  - markupsafe=2.1.3=py310h2372a71_0
-  - matplotlib-base=3.7.1=py310he60537e_0
-  - matplotlib-inline=0.1.6=pyhd8ed1ab_0
-  - mccabe=0.7.0=pyhd8ed1ab_0
-  - mdit-py-plugins=0.4.0=pyhd8ed1ab_0
-  - mdurl=0.1.0=pyhd8ed1ab_0
-  - mercantile=1.2.1=pyhd8ed1ab_0
-  - mistune=3.0.0=pyhd8ed1ab_0
-  - momepy=0.6.0=pyhd8ed1ab_1
-  - multidict=6.0.4=py310h1fa729e_0
-  - munch=3.0.0=pyhd8ed1ab_0
-  - munkres=1.1.4=pyh9f0ad1d_0
-  - mypy_extensions=1.0.0=pyha770c72_0
-  - myst-nb=0.17.2=pyhd8ed1ab_0
-  - myst-parser=0.18.1=pyhd8ed1ab_0
-  - nbclient=0.7.4=pyhd8ed1ab_0
-  - nbconvert-core=7.6.0=pyhd8ed1ab_0
-  - nbformat=5.9.0=pyhd8ed1ab_0
-  - ncurses=6.4=hcb278e6_0
-  - nest-asyncio=1.5.6=pyhd8ed1ab_0
-  - networkx=3.1=pyhd8ed1ab_0
-  - notebook-shim=0.2.3=pyhd8ed1ab_0
-  - nspr=4.35=h27087fc_0
-  - nss=3.89=he45b914_0
-  - numba=0.57.1=py310h0f6aa51_0
-  - numpy=1.24.4=py310ha4c1d20_0
-  - numpydoc=1.5.0=pyhd8ed1ab_0
-  - openjpeg=2.5.0=hfec8fc6_2
-  - openssl=3.1.1=hd590300_1
-  - orc=1.9.0=h385abfd_1
-  - osmnx=1.5.0=pyhd8ed1ab_0
-  - overrides=7.3.1=pyhd8ed1ab_0
-  - packaging=23.1=pyhd8ed1ab_0
-  - pandas=2.0.3=py310h7cbd5c2_0
-  - pandocfilters=1.5.0=pyhd8ed1ab_0
-  - parso=0.8.3=pyhd8ed1ab_0
-  - pathspec=0.11.1=pyhd8ed1ab_0
-  - patsy=0.5.3=pyhd8ed1ab_0
-  - pcre2=10.40=hc3806b6_0
-  - pexpect=4.8.0=pyh1a96a4e_2
-  - pickleshare=0.7.5=py_1003
-  - pillow=10.0.0=py310h582fbeb_0
-  - pip=23.1.2=pyhd8ed1ab_0
-  - pixman=0.40.0=h36c2ea0_0
-  - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_0
-  - platformdirs=3.8.0=pyhd8ed1ab_0
-  - pluggy=1.2.0=pyhd8ed1ab_0
-  - pooch=1.7.0=pyha770c72_3
-  - poppler=23.05.0=hd18248d_1
-  - poppler-data=0.4.12=hd8ed1ab_0
-  - postgresql=15.3=hd458b1d_1
-  - proj=9.2.1=ha643af7_0
-  - prometheus_client=0.17.0=pyhd8ed1ab_0
-  - prompt-toolkit=3.0.38=pyha770c72_0
-  - prompt_toolkit=3.0.38=hd8ed1ab_0
-  - psutil=5.9.5=py310h1fa729e_0
-  - pthread-stubs=0.4=h36c2ea0_1001
-  - ptyprocess=0.7.0=pyhd3deb0d_0
-  - pure_eval=0.2.2=pyhd8ed1ab_0
-  - pyarrow=12.0.1=py310h0576679_2_cpu
-  - pycparser=2.21=pyhd8ed1ab_0
-  - pydata-sphinx-theme=0.13.3=pyhd8ed1ab_0
-  - pygeos=0.14=py310h056c13c_1
-  - pygments=2.15.1=pyhd8ed1ab_0
-  - pylint=2.17.4=pyhd8ed1ab_0
-  - pyparsing=3.1.0=pyhd8ed1ab_0
-  - pyproj=3.6.0=py310h24ef57a_1
-  - pyrobuf=0.9.3=py310hd8f1fbe_5
-  - pyrosm=0.6.1=py310hd8f1fbe_1
-  - pyrsistent=0.19.3=py310h1fa729e_0
-  - pysocks=1.7.1=pyha2e5f31_6
-  - pytest=7.4.0=pyhd8ed1ab_0
-  - pytest-cov=4.1.0=pyhd8ed1ab_0
-  - python=3.10.12=hd12c33a_0_cpython
-  - python-dateutil=2.8.2=pyhd8ed1ab_0
-  - python-fastjsonschema=2.17.1=pyhd8ed1ab_0
-  - python-json-logger=2.0.7=pyhd8ed1ab_0
-  - python-rapidjson=1.10=py310heca2aa9_0
-  - python-tzdata=2023.3=pyhd8ed1ab_0
-  - python_abi=3.10=3_cp310
-  - pytz=2023.3=pyhd8ed1ab_0
-  - pyyaml=6.0=py310h5764c6d_5
-  - pyzmq=25.1.0=py310h5bbb5d0_0
-  - rasterio=1.3.8=py310hd227816_0
-  - rasterstats=0.19.0=pyhd8ed1ab_0
-  - rdma-core=28.9=h59595ed_1
-  - re2=2023.03.02=h8c504da_0
-  - readline=8.2=h8228510_1
-  - requests=2.31.0=pyhd8ed1ab_0
-  - rfc3339-validator=0.1.4=pyhd8ed1ab_0
-  - rfc3986-validator=0.1.1=pyh9f0ad1d_0
-  - rtree=1.0.1=py310hbdcdc62_1
-  - ruamel.yaml=0.17.32=py310h2372a71_0
-  - ruamel.yaml.clib=0.2.7=py310h1fa729e_1
-  - s2n=1.3.45=h06160fa_0
-  - scikit-learn=1.3.0=py310hf7d194e_0
-  - scipy=1.10.1=py310ha4c1d20_3
-  - seaborn=0.12.2=hd8ed1ab_0
-  - seaborn-base=0.12.2=pyhd8ed1ab_0
-  - send2trash=1.8.2=pyh41d4057_0
-  - setuptools=68.0.0=pyhd8ed1ab_0
-  - shapely=2.0.1=py310h056c13c_1
-  - simplejson=3.19.1=py310h1fa729e_0
-  - six=1.16.0=pyh6c4a22f_0
-  - snappy=1.1.10=h9fff704_0
-  - sniffio=1.3.0=pyhd8ed1ab_0
-  - snowballstemmer=2.2.0=pyhd8ed1ab_0
-  - snuggs=1.4.7=py_0
-  - soupsieve=2.3.2.post1=pyhd8ed1ab_0
-  - sphinx=5.3.0=pyhd8ed1ab_0
-  - sphinx-book-theme=1.0.1=pyhd8ed1ab_0
-  - sphinxcontrib-applehelp=1.0.4=pyhd8ed1ab_0
-  - sphinxcontrib-devhelp=1.0.2=py_0
-  - sphinxcontrib-htmlhelp=2.0.1=pyhd8ed1ab_0
-  - sphinxcontrib-jsmath=1.0.1=py_0
-  - sphinxcontrib-qthelp=1.0.3=py_0
-  - sphinxcontrib-serializinghtml=1.1.5=pyhd8ed1ab_2
-  - sqlalchemy=2.0.17=py310h2372a71_0
-  - sqlite=3.42.0=h2c6b66d_0
-  - stack_data=0.6.2=pyhd8ed1ab_0
-  - statsmodels=0.14.0=py310h278f3c1_1
-  - tabulate=0.9.0=pyhd8ed1ab_1
-  - terminado=0.17.1=pyh41d4057_0
-  - threadpoolctl=3.1.0=pyh8a188c0_0
-  - tiledb=2.13.2=hd532e3d_0
-  - tinycss2=1.2.1=pyhd8ed1ab_0
-  - tk=8.6.12=h27826a3_0
-  - toml=0.10.2=pyhd8ed1ab_0
-  - tomli=2.0.1=pyhd8ed1ab_0
-  - tomlkit=0.11.8=pyha770c72_0
-  - tornado=6.3.2=py310h2372a71_0
-  - tqdm=4.65.0=pyhd8ed1ab_1
-  - traitlets=5.9.0=pyhd8ed1ab_0
-  - typing-extensions=4.7.0=hd8ed1ab_0
-  - typing_extensions=4.7.0=pyha770c72_0
-  - typing_utils=0.1.0=pyhd8ed1ab_0
-  - tzcode=2023c=h0b41bf4_0
-  - tzdata=2023c=h71feb2d_0
-  - ucx=1.14.1=hf587318_2
-  - unicodedata2=15.0.0=py310h5764c6d_0
-  - urllib3=2.0.3=pyhd8ed1ab_1
-  - wcwidth=0.2.6=pyhd8ed1ab_0
-  - webencodings=0.5.1=py_1
-  - websocket-client=1.6.1=pyhd8ed1ab_0
-  - wheel=0.40.0=pyhd8ed1ab_0
-  - wrapt=1.15.0=py310h1fa729e_0
-  - xerces-c=3.2.4=h8d71039_2
-  - xorg-kbproto=1.0.7=h7f98852_1002
-  - xorg-libice=1.1.1=hd590300_0
-  - xorg-libsm=1.2.4=h7391055_0
-  - xorg-libx11=1.8.6=h8ee46fc_0
-  - xorg-libxau=1.0.11=hd590300_0
-  - xorg-libxdmcp=1.1.3=h7f98852_0
-  - xorg-libxext=1.3.4=h0b41bf4_2
-  - xorg-libxrender=0.9.11=hd590300_0
-  - xorg-renderproto=0.11.1=h7f98852_1002
-  - xorg-xextproto=7.3.0=h0b41bf4_1003
-  - xorg-xproto=7.0.31=h7f98852_1007
-  - xyzservices=2023.5.0=pyhd8ed1ab_1
-  - xz=5.2.6=h166bdaf_0
-  - yaml=0.2.5=h7f98852_2
-  - yarl=1.9.2=py310h2372a71_0
-  - zeromq=4.3.4=h9c3ff4c_1
-  - zipp=3.15.0=pyhd8ed1ab_0
-  - zlib=1.2.13=hd590300_5
-  - zstd=1.5.2=h3eb15da_6
+# Dependencies
+  - osmnx
+  - geopandas
+  - rasterio
+  - shapely
+  - pyrosm
+  - numba
+  - tqdm
+  - contextily
+  - ruamel.yaml
+  - pyarrow
+  - seaborn
+  - rasterstats  # only used in one reference notebook
+  - momepy  # only used in one reference notebook
+  # Editor
+  - jupyterlab
+  - jupyterlab_code_formatter
+  # Code Quality
+  - blackd
+  - isort
+  - pylint
+  # Testing
+  - pytest
+  - pytest-cov
+  - coverage
+  # Documentation
+  - sphinx
+  - numpydoc
+  - myst-nb
+  - sphinx-book-theme
\ No newline at end of file