diff --git a/doc/installation.rst b/doc/installation.rst
index b07fd290..fbabfd15 100644
--- a/doc/installation.rst
+++ b/doc/installation.rst
@@ -31,7 +31,7 @@ Install Python Dependencies
 
 PyPSA-Eur relies on a set of other Python packages to function.
 We recommend using the package manager `mamba <https://mamba.readthedocs.io/en/latest/>`_ to install them and manage your environments.
-For instructions for your operating system follow the ``mamba`` `installation guide <https://mamba.readthedocs.io/en/latest/installation.html>`_.
+For instructions for your operating system follow the ``mamba`` `installation guide <https://mamba.readthedocs.io/en/latest/installation/mamba-installation.html>`_.
 You can also use ``conda`` equivalently.
 
 The package requirements are curated in the `envs/environment.yaml <https://github.com/PyPSA/pypsa-eur/blob/master/envs/environment.yaml>`_ file.
diff --git a/envs/environment.fixed.yaml b/envs/environment.fixed.yaml
index cde0b801..8bbd70bf 100644
--- a/envs/environment.fixed.yaml
+++ b/envs/environment.fixed.yaml
@@ -4,443 +4,443 @@
 
 name: pypsa-eur
 channels:
-  - bioconda
-  - http://conda.anaconda.org/gurobi
-  - conda-forge
-  - defaults
+- bioconda
+- http://conda.anaconda.org/gurobi
+- conda-forge
+- defaults
 dependencies:
-  - _libgcc_mutex=0.1
-  - _openmp_mutex=4.5
-  - affine=2.4.0
-  - alsa-lib=1.2.10
-  - ampl-mp=3.1.0
-  - amply=0.1.6
-  - appdirs=1.4.4
-  - asttokens=2.4.1
-  - atk-1.0=2.38.0
-  - atlite=0.2.12
-  - attr=2.5.1
-  - attrs=23.2.0
-  - aws-c-auth=0.7.15
-  - aws-c-cal=0.6.9
-  - aws-c-common=0.9.12
-  - aws-c-compression=0.2.17
-  - aws-c-event-stream=0.4.1
-  - aws-c-http=0.8.0
-  - aws-c-io=0.14.3
-  - aws-c-mqtt=0.10.1
-  - aws-c-s3=0.5.0
-  - aws-c-sdkutils=0.1.14
-  - aws-checksums=0.1.17
-  - aws-crt-cpp=0.26.1
-  - aws-sdk-cpp=1.11.242
-  - azure-core-cpp=1.10.3
-  - azure-storage-blobs-cpp=12.10.0
-  - azure-storage-common-cpp=12.5.0
-  - beautifulsoup4=4.12.3
-  - blosc=1.21.5
-  - bokeh=3.3.4
-  - bottleneck=1.3.7
-  - branca=0.7.1
-  - brotli=1.1.0
-  - brotli-bin=1.1.0
-  - brotli-python=1.1.0
-  - bzip2=1.0.8
-  - c-ares=1.26.0
-  - c-blosc2=2.13.2
-  - ca-certificates=2024.2.2
-  - cairo=1.18.0
-  - cartopy=0.22.0
-  - cdsapi=0.6.1
-  - certifi=2024.2.2
-  - cffi=1.16.0
-  - cfgv=3.3.1
-  - cfitsio=4.3.1
-  - cftime=1.6.3
-  - charset-normalizer=3.3.2
-  - click=8.1.7
-  - click-plugins=1.1.1
-  - cligj=0.7.2
-  - cloudpickle=3.0.0
-  - coin-or-cbc=2.10.10
-  - coin-or-cgl=0.60.7
-  - coin-or-clp=1.17.8
-  - coin-or-osi=0.108.8
-  - coin-or-utils=2.11.9
-  - coincbc=2.10.10
-  - colorama=0.4.6
-  - configargparse=1.7
-  - connection_pool=0.0.3
-  - contourpy=1.2.0
-  - country_converter=1.2
-  - cppad=20240000.2
-  - cycler=0.12.1
-  - cytoolz=0.12.3
-  - dask=2024.2.0
-  - dask-core=2024.2.0
-  - datrie=0.8.2
-  - dbus=1.13.6
-  - decorator=5.1.1
-  - deprecation=2.1.0
-  - descartes=1.1.0
-  - distlib=0.3.8
-  - distributed=2024.2.0
-  - distro=1.9.0
-  - docutils=0.20.1
-  - dpath=2.1.6
-  - entsoe-py=0.6.6
-  - et_xmlfile=1.1.0
-  - exceptiongroup=1.2.0
-  - executing=2.0.1
-  - expat=2.5.0
-  - filelock=3.13.1
-  - fiona=1.9.5
-  - folium=0.15.1
-  - font-ttf-dejavu-sans-mono=2.37
-  - font-ttf-inconsolata=3.000
-  - font-ttf-source-code-pro=2.038
-  - font-ttf-ubuntu=0.83
-  - fontconfig=2.14.2
-  - fonts-conda-ecosystem=1
-  - fonts-conda-forge=1
-  - fonttools=4.49.0
-  - freetype=2.12.1
-  - freexl=2.0.0
-  - fribidi=1.0.10
-  - fsspec=2024.2.0
-  - gdal=3.8.4
-  - gdk-pixbuf=2.42.10
-  - geographiclib=1.52
-  - geojson-rewind=1.1.0
-  - geopandas=0.14.3
-  - geopandas-base=0.14.3
-  - geopy=2.4.1
-  - geos=3.12.1
-  - geotiff=1.7.1
-  - gettext=0.21.1
-  - gflags=2.2.2
-  - giflib=5.2.1
-  - gitdb=4.0.11
-  - gitpython=3.1.42
-  - glib=2.78.4
-  - glib-tools=2.78.4
-  - glog=0.6.0
-  - glpk=5.0
-  - gmp=6.3.0
-  - graphite2=1.3.13
-  - graphviz=9.0.0
-  - gst-plugins-base=1.22.9
-  - gstreamer=1.22.9
-  - gtk2=2.24.33
-  - gts=0.7.6
-  - harfbuzz=8.3.0
-  - hdf4=4.2.15
-  - hdf5=1.14.3
-  - humanfriendly=10.0
-  - icu=73.2
-  - identify=2.5.35
-  - idna=3.6
-  - importlib-metadata=7.0.1
-  - importlib_metadata=7.0.1
-  - importlib_resources=6.1.1
-  - iniconfig=2.0.0
-  - ipopt=3.14.14
-  - ipython=8.21.0
-  - jedi=0.19.1
-  - jinja2=3.1.3
-  - joblib=1.3.2
-  - json-c=0.17
-  - jsonschema=4.21.1
-  - jsonschema-specifications=2023.12.1
-  - jupyter_core=5.7.1
-  - kealib=1.5.3
-  - keyutils=1.6.1
-  - kiwisolver=1.4.5
-  - krb5=1.21.2
-  - lame=3.100
-  - lcms2=2.16
-  - ld_impl_linux-64=2.40
-  - lerc=4.0.0
-  - libabseil=20230802.1
-  - libaec=1.1.2
-  - libarchive=3.7.2
-  - libarrow=15.0.0
-  - libarrow-acero=15.0.0
-  - libarrow-dataset=15.0.0
-  - libarrow-flight=15.0.0
-  - libarrow-flight-sql=15.0.0
-  - libarrow-gandiva=15.0.0
-  - libarrow-substrait=15.0.0
-  - libblas=3.9.0
-  - libboost-headers=1.84.0
-  - libbrotlicommon=1.1.0
-  - libbrotlidec=1.1.0
-  - libbrotlienc=1.1.0
-  - libcap=2.69
-  - libcblas=3.9.0
-  - libclang=15.0.7
-  - libclang13=15.0.7
-  - libcrc32c=1.1.2
-  - libcups=2.3.3
-  - libcurl=8.5.0
-  - libdeflate=1.19
-  - libedit=3.1.20191231
-  - libev=4.33
-  - libevent=2.1.12
-  - libexpat=2.5.0
-  - libffi=3.4.2
-  - libflac=1.4.3
-  - libgcc-ng=13.2.0
-  - libgcrypt=1.10.3
-  - libgd=2.3.3
-  - libgdal=3.8.4
-  - libgfortran-ng=13.2.0
-  - libgfortran5=13.2.0
-  - libglib=2.78.4
-  - libgomp=13.2.0
-  - libgoogle-cloud=2.12.0
-  - libgpg-error=1.47
-  - libgrpc=1.60.1
-  - libhwloc=2.9.3
-  - libiconv=1.17
-  - libjpeg-turbo=3.0.0
-  - libkml=1.3.0
-  - liblapack=3.9.0
-  - liblapacke=3.9.0
-  - libllvm15=15.0.7
-  - libnetcdf=4.9.2
-  - libnghttp2=1.58.0
-  - libnl=3.9.0
-  - libnsl=2.0.1
-  - libnuma=2.0.16
-  - libogg=1.3.4
-  - libopenblas=0.3.26
-  - libopus=1.3.1
-  - libparquet=15.0.0
-  - libpng=1.6.42
-  - libpq=16.2
-  - libprotobuf=4.25.1
-  - libre2-11=2023.06.02
-  - librsvg=2.56.3
-  - librttopo=1.1.0
-  - libscotch=7.0.4
-  - libsndfile=1.2.2
-  - libspatialindex=1.9.3
-  - libspatialite=5.1.0
-  - libspral=2023.09.07
-  - libsqlite=3.45.1
-  - libssh2=1.11.0
-  - libstdcxx-ng=13.2.0
-  - libsystemd0=255
-  - libthrift=0.19.0
-  - libtiff=4.6.0
-  - libutf8proc=2.8.0
-  - libuuid=2.38.1
-  - libvorbis=1.3.7
-  - libwebp=1.3.2
-  - libwebp-base=1.3.2
-  - libxcb=1.15
-  - libxcrypt=4.4.36
-  - libxkbcommon=1.6.0
-  - libxml2=2.12.5
-  - libxslt=1.1.39
-  - libzip=1.10.1
-  - libzlib=1.2.13
-  - linopy=0.3.4
-  - locket=1.0.0
-  - lxml=5.1.0
-  - lz4=4.3.3
-  - lz4-c=1.9.4
-  - lzo=2.10
-  - mapclassify=2.6.1
-  - markupsafe=2.1.5
-  - matplotlib=3.8.3
-  - matplotlib-base=3.8.3
-  - matplotlib-inline=0.1.6
-  - memory_profiler=0.61.0
-  - metis=5.1.0
-  - minizip=4.0.4
-  - mpg123=1.32.4
-  - msgpack-python=1.0.7
-  - mumps-include=5.6.2
-  - mumps-seq=5.6.2
-  - munkres=1.1.4
-  - mysql-common=8.0.33
-  - mysql-libs=8.0.33
-  - nbformat=5.9.2
-  - ncurses=6.4
-  - netcdf4=1.6.5
-  - networkx=3.2.1
-  - nodeenv=1.8.0
-  - nomkl=1.0
-  - nspr=4.35
-  - nss=3.98
-  - numexpr=2.9.0
-  - numpy=1.26.4
-  - openjdk=21.0.2
-  - openjpeg=2.5.0
-  - openpyxl=3.1.2
-  - openssl=3.2.1
-  - orc=1.9.2
-  - packaging=23.2
-  - pandas=2.2.0
-  - pango=1.50.14
-  - parso=0.8.3
-  - partd=1.4.1
-  - patsy=0.5.6
-  - pcre2=10.42
-  - pexpect=4.9.0
-  - pickleshare=0.7.5
-  - pillow=10.2.0
-  - pip=24.0
-  - pixman=0.43.2
-  - pkgutil-resolve-name=1.3.10
-  - plac=1.4.2
-  - platformdirs=4.2.0
-  - pluggy=1.4.0
-  - ply=3.11
-  - poppler=24.02.0
-  - poppler-data=0.4.12
-  - postgresql=16.2
-  - powerplantmatching=0.5.11
-  - pre-commit=3.6.2
-  - progressbar2=4.3.2
-  - proj=9.3.1
-  - prompt-toolkit=3.0.42
-  - psutil=5.9.8
-  - pthread-stubs=0.4
-  - ptyprocess=0.7.0
-  - pulp=2.7.0
-  - pulseaudio-client=16.1
-  - pure_eval=0.2.2
-  - py-cpuinfo=9.0.0
-  - pyarrow=15.0.0
-  - pyarrow-hotfix=0.6
-  - pycountry=22.3.5
-  - pycparser=2.21
-  - pygments=2.17.2
-  - pyomo=6.6.1
-  - pyparsing=3.1.1
-  - pyproj=3.6.1
-  - pypsa=0.27.0
-  - pyqt=5.15.9
-  - pyqt5-sip=12.12.2
-  - pyscipopt=4.4.0
-  - pyshp=2.3.1
-  - pysocks=1.7.1
-  - pytables=3.9.2
-  - pytest=8.0.0
-  - python=3.11.8
-  - python-dateutil=2.8.2
-  - python-fastjsonschema=2.19.1
-  - python-tzdata=2024.1
-  - python-utils=3.8.2
-  - python_abi=3.11
-  - pytz=2024.1
-  - pyxlsb=1.0.10
-  - pyyaml=6.0.1
-  - qt-main=5.15.8
-  - rasterio=1.3.9
-  - rdma-core=50.0
-  - re2=2023.06.02
-  - readline=8.2
-  - referencing=0.33.0
-  - requests=2.31.0
-  - reretry=0.11.8
-  - rioxarray=0.15.1
-  - rpds-py=0.18.0
-  - rtree=1.2.0
-  - s2n=1.4.3
-  - scikit-learn=1.4.1.post1
-  - scip=8.1.0
-  - scipy=1.12.0
-  - scotch=7.0.4
-  - seaborn=0.13.2
-  - seaborn-base=0.13.2
-  - setuptools=69.1.0
-  - setuptools-scm=8.0.4
-  - setuptools_scm=8.0.4
-  - shapely=2.0.2
-  - sip=6.7.12
-  - six=1.16.0
-  - smart_open=6.4.0
-  - smmap=5.0.0
-  - snakemake-minimal=7.32.4
-  - snappy=1.1.10
-  - snuggs=1.4.7
-  - sortedcontainers=2.4.0
-  - soupsieve=2.5
-  - sqlite=3.45.1
-  - stack_data=0.6.2
-  - statsmodels=0.14.1
-  - stopit=1.1.2
-  - tabula-py=2.7.0
-  - tabulate=0.9.0
-  - tbb=2021.11.0
-  - tblib=3.0.0
-  - threadpoolctl=3.3.0
-  - throttler=1.2.2
-  - tiledb=2.20.0
-  - tk=8.6.13
-  - toml=0.10.2
-  - tomli=2.0.1
-  - toolz=0.12.1
-  - toposort=1.10
-  - tornado=6.3.3
-  - tqdm=4.66.2
-  - traitlets=5.14.1
-  - typing-extensions=4.9.0
-  - typing_extensions=4.9.0
-  - tzcode=2024a
-  - tzdata=2024a
-  - ucx=1.15.0
-  - ukkonen=1.0.1
-  - unidecode=1.3.8
-  - unixodbc=2.3.12
-  - uriparser=0.9.7
-  - urllib3=2.2.1
-  - validators=0.22.0
-  - virtualenv=20.25.0
-  - wcwidth=0.2.13
-  - wheel=0.42.0
-  - wrapt=1.16.0
-  - xarray=2024.2.0
-  - xcb-util=0.4.0
-  - xcb-util-image=0.4.0
-  - xcb-util-keysyms=0.4.0
-  - xcb-util-renderutil=0.3.9
-  - xcb-util-wm=0.4.1
-  - xerces-c=3.2.5
-  - xkeyboard-config=2.41
-  - xlrd=2.0.1
-  - xorg-fixesproto=5.0
-  - xorg-inputproto=2.3.2
-  - xorg-kbproto=1.0.7
-  - xorg-libice=1.1.1
-  - xorg-libsm=1.2.4
-  - xorg-libx11=1.8.7
-  - xorg-libxau=1.0.11
-  - xorg-libxdmcp=1.1.3
-  - xorg-libxext=1.3.4
-  - xorg-libxfixes=5.0.3
-  - xorg-libxi=1.7.10
-  - xorg-libxrender=0.9.11
-  - xorg-libxt=1.3.0
-  - xorg-libxtst=1.2.3
-  - xorg-recordproto=1.14.2
-  - xorg-renderproto=0.11.1
-  - xorg-xextproto=7.3.0
-  - xorg-xf86vidmodeproto=2.3.1
-  - xorg-xproto=7.0.31
-  - xyzservices=2023.10.1
-  - xz=5.2.6
-  - yaml=0.2.5
-  - yte=1.5.4
-  - zict=3.0.0
-  - zipp=3.17.0
-  - zlib=1.2.13
-  - zlib-ng=2.0.7
-  - zstd=1.5.5
-  - pip:
-      - highspy==1.5.3
-      - tsam==2.3.1
+- _libgcc_mutex=0.1
+- _openmp_mutex=4.5
+- affine=2.4.0
+- alsa-lib=1.2.10
+- ampl-mp=3.1.0
+- amply=0.1.6
+- appdirs=1.4.4
+- asttokens=2.4.1
+- atk-1.0=2.38.0
+- atlite=0.2.12
+- attr=2.5.1
+- attrs=23.2.0
+- aws-c-auth=0.7.15
+- aws-c-cal=0.6.9
+- aws-c-common=0.9.12
+- aws-c-compression=0.2.17
+- aws-c-event-stream=0.4.1
+- aws-c-http=0.8.0
+- aws-c-io=0.14.3
+- aws-c-mqtt=0.10.1
+- aws-c-s3=0.5.0
+- aws-c-sdkutils=0.1.14
+- aws-checksums=0.1.17
+- aws-crt-cpp=0.26.1
+- aws-sdk-cpp=1.11.242
+- azure-core-cpp=1.10.3
+- azure-storage-blobs-cpp=12.10.0
+- azure-storage-common-cpp=12.5.0
+- beautifulsoup4=4.12.3
+- blosc=1.21.5
+- bokeh=3.3.4
+- bottleneck=1.3.7
+- branca=0.7.1
+- brotli=1.1.0
+- brotli-bin=1.1.0
+- brotli-python=1.1.0
+- bzip2=1.0.8
+- c-ares=1.26.0
+- c-blosc2=2.13.2
+- ca-certificates=2024.2.2
+- cairo=1.18.0
+- cartopy=0.22.0
+- cdsapi=0.6.1
+- certifi=2024.2.2
+- cffi=1.16.0
+- cfgv=3.3.1
+- cfitsio=4.3.1
+- cftime=1.6.3
+- charset-normalizer=3.3.2
+- click=8.1.7
+- click-plugins=1.1.1
+- cligj=0.7.2
+- cloudpickle=3.0.0
+- coin-or-cbc=2.10.10
+- coin-or-cgl=0.60.7
+- coin-or-clp=1.17.8
+- coin-or-osi=0.108.8
+- coin-or-utils=2.11.9
+- coincbc=2.10.10
+- colorama=0.4.6
+- configargparse=1.7
+- connection_pool=0.0.3
+- contourpy=1.2.0
+- country_converter=1.2
+- cppad=20240000.2
+- cycler=0.12.1
+- cytoolz=0.12.3
+- dask=2024.2.0
+- dask-core=2024.2.0
+- datrie=0.8.2
+- dbus=1.13.6
+- decorator=5.1.1
+- deprecation=2.1.0
+- descartes=1.1.0
+- distlib=0.3.8
+- distributed=2024.2.0
+- distro=1.9.0
+- docutils=0.20.1
+- dpath=2.1.6
+- entsoe-py=0.6.6
+- et_xmlfile=1.1.0
+- exceptiongroup=1.2.0
+- executing=2.0.1
+- expat=2.5.0
+- filelock=3.13.1
+- fiona=1.9.5
+- folium=0.15.1
+- font-ttf-dejavu-sans-mono=2.37
+- font-ttf-inconsolata=3.000
+- font-ttf-source-code-pro=2.038
+- font-ttf-ubuntu=0.83
+- fontconfig=2.14.2
+- fonts-conda-ecosystem=1
+- fonts-conda-forge=1
+- fonttools=4.49.0
+- freetype=2.12.1
+- freexl=2.0.0
+- fribidi=1.0.10
+- fsspec=2024.2.0
+- gdal=3.8.4
+- gdk-pixbuf=2.42.10
+- geographiclib=1.52
+- geojson-rewind=1.1.0
+- geopandas=0.14.3
+- geopandas-base=0.14.3
+- geopy=2.4.1
+- geos=3.12.1
+- geotiff=1.7.1
+- gettext=0.21.1
+- gflags=2.2.2
+- giflib=5.2.1
+- gitdb=4.0.11
+- gitpython=3.1.42
+- glib=2.78.4
+- glib-tools=2.78.4
+- glog=0.6.0
+- glpk=5.0
+- gmp=6.3.0
+- graphite2=1.3.13
+- graphviz=9.0.0
+- gst-plugins-base=1.22.9
+- gstreamer=1.22.9
+- gtk2=2.24.33
+- gts=0.7.6
+- harfbuzz=8.3.0
+- hdf4=4.2.15
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+- zict=3.0.0
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+- zlib-ng=2.0.7
+- zstd=1.5.5
+- pip:
+  - highspy==1.5.3
+  - tsam==2.3.1
diff --git a/scripts/prepare_sector_network.py b/scripts/prepare_sector_network.py
index 810257c0..f5e6604b 100755
--- a/scripts/prepare_sector_network.py
+++ b/scripts/prepare_sector_network.py
@@ -3059,8 +3059,7 @@ def add_industry(n, costs):
             + mwh_coal_per_mwh_coke * industrial_demand["coke"]
         ) / nhours
 
-        p_set.rename(lambda x: x + " coal for industry",
-                     inplace=True)
+        p_set.rename(lambda x: x + " coal for industry", inplace=True)
 
         if not options["regional_coal_demand"]:
             p_set = p_set.sum()