diff --git a/Python/QA-001-Cartopy-Installation-Jet.ipynb b/Python/QA-001-Cartopy-Installation-Jet.ipynb
index 2445498b91e0f8b7090b6b8354e67fb9b593cd46..11f61f894c03c588583f17368f79980b1726c034 100644
--- a/Python/QA-001-Cartopy-Installation-Jet.ipynb
+++ b/Python/QA-001-Cartopy-Installation-Jet.ipynb
@@ -17,15 +17,17 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Currently Loaded Modulefiles:\n",
-      " 1) anaconda3/2021.05-gcc-8.5.0   3) proj/8.1.0-gcc-8.5.0  \n",
-      " 2) geos/3.8.1-gcc-8.5.0         \n"
+      " 1) micromamba/2.2.0                3) geos/3.12.0-gcc-12.2.0-fa7igw7  \n",
+      " 2) proj/9.2.1-gcc-12.2.0-bx4rp63  \n"
      ]
     }
    ],
@@ -121,7 +123,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Overwriting /jetfs/home/mblaschek/load_modules_into_jupyter.conf\n"
+      "Overwriting /jetfs/home/yourusername/load_modules_into_jupyter.conf\n"
      ]
     }
    ],
@@ -213,7 +215,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.0"
+   "version": "3.9.0"
   },
   "vscode": {
    "interpreter": {
diff --git a/Python/QA-002-Modules-loaded-Kernel.ipynb b/Python/QA-002-Modules-loaded-Kernel.ipynb
index f80b8f830246c373b0c560fe1cac4937d6ce466f..ce4e681fc36dda28629738d16dea8970e8b28fcc 100644
--- a/Python/QA-002-Modules-loaded-Kernel.ipynb
+++ b/Python/QA-002-Modules-loaded-Kernel.ipynb
@@ -17,14 +17,16 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Currently Loaded Modulefiles:\n",
-      " 1) miniconda3/4.8.2-gcc-8.3.1-3m7b6t2  \n"
+      " 1) micromamba/2.2.0  \n"
      ]
     }
    ],
@@ -46,31 +48,35 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Writing /jetfs/home/mblaschek/load_modules_into_jupyter.conf\n"
+      "Overwriting /jetfs/home/yourusername/load_modules_into_jupyter.conf\n"
      ]
     }
    ],
    "source": [
     "%%writefile ~/load_modules_into_jupyter.conf\n",
-    "eccodes/2.18.0-gcc-8.3.1-s7clum3\n"
+    "eccodes/2.25.0-gcc-12.2.0-y2gnn47\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "eccodes/2.18.0-gcc-8.3.1-s7clum3\n"
+      "eccodes/2.25.0-gcc-12.2.0-y2gnn47\n"
      ]
     }
    ],
@@ -88,20 +94,18 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Currently Loaded Modulefiles:\n",
-      " 1) miniconda3/4.8.2-gcc-8.3.1-3m7b6t2        \n",
-      " 2) zlib/1.2.11-gcc-8.3.1-bbbpnzp             \n",
-      " 3) openmpi/4.0.5-gcc-8.3.1-773ztsv           \n",
-      " 4) hdf5/1.12.0-gcc-8.3.1-awl4atl             \n",
-      " 5) parallel-netcdf/1.12.1-gcc-8.3.1-xxrhtxn  \n",
-      " 6) netcdf-c/4.7.4-gcc-8.3.1-fh4nn6k          \n",
-      " 7) eccodes/2.18.0-gcc-8.3.1-s7clum3          \n"
+      " 1) micromamba/2.2.0                  4) netcdf-c/4.9.2-gcc-12.2.0-wicjkfm  \n",
+      " 2) mpich/4.1.2-gcc-12.2.0-mzdfzqb    5) eccodes/2.25.0-gcc-12.2.0-y2gnn47  \n",
+      " 3) hdf5/1.10.10-gcc-12.2.0-cnot2wb  \n"
      ]
     }
    ],
@@ -119,7 +123,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Miniconda3 (4.8.2)",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -133,7 +137,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.1"
+   "version": "3.9.0"
   }
  },
  "nbformat": 4,
diff --git a/Python/QA-003-Conda-Environment.ipynb b/Python/QA-003-Conda-Environment.ipynb
index 0609dd41c7d72ec3a74cd3d5cad8fecd72e18e5c..add18ce22661ce8b8892d4fbd0a519d330d3da29 100644
--- a/Python/QA-003-Conda-Environment.ipynb
+++ b/Python/QA-003-Conda-Environment.ipynb
@@ -6,26 +6,35 @@
    "source": [
     "# Setting up a user environment\n",
     "\n",
+    "Please notice that since 2024, the University of Vienna allows using anaconda products (anaconda and miniconda distributions) **only for teaching**, no research.\n",
+    "Please use alternatives:  [miniforge](https://github.com/conda-forge/miniforge), [micromamba](https://mamba.readthedocs.io/en/latest/user_guide/micromamba.html) (av. on all department servers), [mamba](https://mamba.readthedocs.io/en/latest/user_guide/mamba.html) or [pip](https://packaging.python.org/en/latest/tutorials/installing-packages/) (av. on all department servers)\n",
+    "\n",
     "Topics\n",
-    "* Setup a user environment [using conda](#using-conda)\n",
+    "* Setup a user environment [using micromamba](#using-micromamba)\n",
     "    - [Add user environment to notebook kernels](#add-the-new-environment-to-your-active-kernels)\n",
-    "    - [Activate your conda environment](#activate-your-conda-environment)\n",
+    "    - [Activate your environment](#activate-your-environment)\n",
     "* Setup a user environment [using venv](#using-virtual-environment)\n",
-    "* Include `PATH` in [Notebook Kernel](#add-path-to-your-user-environment)\n"
+    "* Include `PATH` in [Notebook Kernel](#add-path-to-your-user-environment)\n",
+    "\n",
+    "\n",
+    "Select the default kernel that should have `micromamba` present, otherwise add micromamba to the file `load_modules_into_jupyter.conf` or run `echo micromamba > ~/load_modules_into_jupyter.conf` in a terminal or in a code cell (prepending `!`).\n",
+    "\n",
+    "updated: 2025.06"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Currently Loaded Modulefiles:\u001b[m\n",
-      " 1) miniconda3/4.8.2-gcc-8.3.1-3m7b6t2  \u001b[m\n",
-      "\u001b[K\u001b[?1l\u001b>"
+      " 1) micromamba/2.2.0  \u001b[m"
      ]
     }
    ],
@@ -43,181 +52,80 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "\n",
-      "     active environment : None\n",
-      "       user config file : /jetfs/home/mblaschek/.condarc\n",
-      " populated config files : /jetfs/home/mblaschek/.condarc\n",
-      "          conda version : 4.8.5\n",
-      "    conda-build version : not installed\n",
-      "         python version : 3.8.1.final.0\n",
-      "       virtual packages : __glibc=2.28\n",
-      "       base environment : /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv  (read only)\n",
-      "           channel URLs : https://repo.anaconda.com/pkgs/main/linux-64\n",
-      "                          https://repo.anaconda.com/pkgs/main/noarch\n",
-      "                          https://repo.anaconda.com/pkgs/r/linux-64\n",
-      "                          https://repo.anaconda.com/pkgs/r/noarch\n",
-      "          package cache : /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/pkgs\n",
-      "                          /jetfs/home/mblaschek/.conda/pkgs\n",
-      "       envs directories : /jetfs/home/mblaschek/.conda/envs\n",
-      "                          /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/envs\n",
-      "               platform : linux-64\n",
-      "             user-agent : conda/4.8.5 requests/2.22.0 CPython/3.8.1 Linux/4.18.0-147.el8.x86_64 centos/8.2.2004 glibc/2.28\n",
-      "                UID:GID : 54212:100\n",
-      "             netrc file : None\n",
-      "           offline mode : False\n",
-      "\n"
+      "       libmamba version : 2.2.0\n",
+      "     micromamba version : 2.2.0\n",
+      "           curl version : libcurl/8.14.1 OpenSSL/3.5.0 zlib/1.3.1 zstd/1.5.7 libssh2/1.11.1 nghttp2/1.64.0\n",
+      "     libarchive version : libarchive 3.7.7 zlib/1.3.1 bz2lib/1.0.8 libzstd/1.5.7\n",
+      "       envs directories : /jetfs/home/yourusername/micromamba/envs\n",
+      "          package cache : /jetfs/home/yourusername/micromamba/pkgs\n",
+      "                          /jetfs/home/yourusername/.mamba/pkgs\n",
+      "            environment : base\n",
+      "           env location : /jetfs/home/yourusername/micromamba\n",
+      "      user config files : /jetfs/home/yourusername/.mambarc\n",
+      " populated config files : /jetfs/home/yourusername/.condarc\n",
+      "       virtual packages : __unix=0=0\n",
+      "                          __linux=4.18.0=0\n",
+      "                          __glibc=2.28=0\n",
+      "                          __archspec=1=x86_64_v4\n",
+      "               channels : https://conda.anaconda.org/conda-forge/linux-64\n",
+      "                          https://conda.anaconda.org/conda-forge/noarch\n",
+      "       base environment : /jetfs/home/yourusername/micromamba\n",
+      "               platform : linux-64\n"
      ]
     }
    ],
    "source": [
-    "!conda info"
+    "!micromamba info"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Create a environment with conda\n",
+    "# use -q quiet\n",
+    "# -y yes to all questions\n",
+    "# -c [] use conda-forge FLOSS channel\n",
+    "# -n [] name of the environment\n",
+    "# add packages, e.g.: python at version 3.12 numpy an ipykernel (required for jupyter integration)\n",
+    "!micromamba create -q -y -c conda-forge -n myenv python=3.12 numpy ipykernel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting package metadata (current_repodata.json): done\n",
-      "Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.\n",
-      "Collecting package metadata (repodata.json): done\n",
-      "Solving environment: done\n",
-      "\n",
-      "\n",
-      "==> WARNING: A newer version of conda exists. <==\n",
-      "  current version: 4.8.5\n",
-      "  latest version: 4.9.2\n",
-      "\n",
-      "Please update conda by running\n",
-      "\n",
-      "    $ conda update -n base -c defaults conda\n",
-      "\n",
-      "\n",
-      "\n",
-      "## Package Plan ##\n",
-      "\n",
-      "  environment location: /jetfs/home/mblaschek/.conda/envs/myenv\n",
-      "\n",
-      "  added / updated specs:\n",
-      "    - ipykernel\n",
-      "    - numpy\n",
-      "    - python=3.7\n",
-      "\n",
-      "\n",
-      "The following packages will be downloaded:\n",
-      "\n",
-      "    package                    |            build\n",
-      "    ---------------------------|-----------------\n",
-      "    certifi-2020.11.8          |   py37h06a4308_0         148 KB\n",
-      "    ipython-7.19.0             |   py37hb070fc8_0         978 KB\n",
-      "    jupyter_core-4.7.0         |   py37h06a4308_0          68 KB\n",
-      "    numpy-1.19.2               |   py37h54aff64_0          22 KB\n",
-      "    numpy-base-1.19.2          |   py37hfa32c7d_0         4.1 MB\n",
-      "    pexpect-4.8.0              |     pyhd3eb1b0_3          53 KB\n",
-      "    pip-20.2.4                 |   py37h06a4308_0         1.7 MB\n",
-      "    ptyprocess-0.6.0           |     pyhd3eb1b0_2          20 KB\n",
-      "    pygments-2.7.2             |     pyhd3eb1b0_0         674 KB\n",
-      "    setuptools-50.3.1          |   py37h06a4308_1         711 KB\n",
-      "    six-1.15.0                 |   py37h06a4308_0          27 KB\n",
-      "    wheel-0.35.1               |     pyhd3eb1b0_0          38 KB\n",
-      "    ------------------------------------------------------------\n",
-      "                                           Total:         8.5 MB\n",
-      "\n",
-      "The following NEW packages will be INSTALLED:\n",
-      "\n",
-      "  _libgcc_mutex      pkgs/main/linux-64::_libgcc_mutex-0.1-main\n",
-      "  backcall           pkgs/main/noarch::backcall-0.2.0-py_0\n",
-      "  blas               pkgs/main/linux-64::blas-1.0-mkl\n",
-      "  ca-certificates    pkgs/main/linux-64::ca-certificates-2020.10.14-0\n",
-      "  certifi            pkgs/main/linux-64::certifi-2020.11.8-py37h06a4308_0\n",
-      "  decorator          pkgs/main/noarch::decorator-4.4.2-py_0\n",
-      "  intel-openmp       pkgs/main/linux-64::intel-openmp-2020.2-254\n",
-      "  ipykernel          pkgs/main/linux-64::ipykernel-5.3.4-py37h5ca1d4c_0\n",
-      "  ipython            pkgs/main/linux-64::ipython-7.19.0-py37hb070fc8_0\n",
-      "  ipython_genutils   pkgs/main/linux-64::ipython_genutils-0.2.0-py37_0\n",
-      "  jedi               pkgs/main/linux-64::jedi-0.17.2-py37_0\n",
-      "  jupyter_client     pkgs/main/noarch::jupyter_client-6.1.7-py_0\n",
-      "  jupyter_core       pkgs/main/linux-64::jupyter_core-4.7.0-py37h06a4308_0\n",
-      "  ld_impl_linux-64   pkgs/main/linux-64::ld_impl_linux-64-2.33.1-h53a641e_7\n",
-      "  libedit            pkgs/main/linux-64::libedit-3.1.20191231-h14c3975_1\n",
-      "  libffi             pkgs/main/linux-64::libffi-3.3-he6710b0_2\n",
-      "  libgcc-ng          pkgs/main/linux-64::libgcc-ng-9.1.0-hdf63c60_0\n",
-      "  libsodium          pkgs/main/linux-64::libsodium-1.0.18-h7b6447c_0\n",
-      "  libstdcxx-ng       pkgs/main/linux-64::libstdcxx-ng-9.1.0-hdf63c60_0\n",
-      "  mkl                pkgs/main/linux-64::mkl-2020.2-256\n",
-      "  mkl-service        pkgs/main/linux-64::mkl-service-2.3.0-py37he904b0f_0\n",
-      "  mkl_fft            pkgs/main/linux-64::mkl_fft-1.2.0-py37h23d657b_0\n",
-      "  mkl_random         pkgs/main/linux-64::mkl_random-1.1.1-py37h0573a6f_0\n",
-      "  ncurses            pkgs/main/linux-64::ncurses-6.2-he6710b0_1\n",
-      "  numpy              pkgs/main/linux-64::numpy-1.19.2-py37h54aff64_0\n",
-      "  numpy-base         pkgs/main/linux-64::numpy-base-1.19.2-py37hfa32c7d_0\n",
-      "  openssl            pkgs/main/linux-64::openssl-1.1.1h-h7b6447c_0\n",
-      "  parso              pkgs/main/noarch::parso-0.7.0-py_0\n",
-      "  pexpect            pkgs/main/noarch::pexpect-4.8.0-pyhd3eb1b0_3\n",
-      "  pickleshare        pkgs/main/linux-64::pickleshare-0.7.5-py37_1001\n",
-      "  pip                pkgs/main/linux-64::pip-20.2.4-py37h06a4308_0\n",
-      "  prompt-toolkit     pkgs/main/noarch::prompt-toolkit-3.0.8-py_0\n",
-      "  ptyprocess         pkgs/main/noarch::ptyprocess-0.6.0-pyhd3eb1b0_2\n",
-      "  pygments           pkgs/main/noarch::pygments-2.7.2-pyhd3eb1b0_0\n",
-      "  python             pkgs/main/linux-64::python-3.7.9-h7579374_0\n",
-      "  python-dateutil    pkgs/main/noarch::python-dateutil-2.8.1-py_0\n",
-      "  pyzmq              pkgs/main/linux-64::pyzmq-19.0.2-py37he6710b0_1\n",
-      "  readline           pkgs/main/linux-64::readline-8.0-h7b6447c_0\n",
-      "  setuptools         pkgs/main/linux-64::setuptools-50.3.1-py37h06a4308_1\n",
-      "  six                pkgs/main/linux-64::six-1.15.0-py37h06a4308_0\n",
-      "  sqlite             pkgs/main/linux-64::sqlite-3.33.0-h62c20be_0\n",
-      "  tk                 pkgs/main/linux-64::tk-8.6.10-hbc83047_0\n",
-      "  tornado            pkgs/main/linux-64::tornado-6.0.4-py37h7b6447c_1\n",
-      "  traitlets          pkgs/main/noarch::traitlets-5.0.5-py_0\n",
-      "  wcwidth            pkgs/main/noarch::wcwidth-0.2.5-py_0\n",
-      "  wheel              pkgs/main/noarch::wheel-0.35.1-pyhd3eb1b0_0\n",
-      "  xz                 pkgs/main/linux-64::xz-5.2.5-h7b6447c_0\n",
-      "  zeromq             pkgs/main/linux-64::zeromq-4.3.3-he6710b0_3\n",
-      "  zlib               pkgs/main/linux-64::zlib-1.2.11-h7b6447c_3\n",
-      "\n",
-      "\n",
-      "\n",
-      "Downloading and Extracting Packages\n",
-      "numpy-1.19.2         | 22 KB     | ##################################### | 100% \n",
-      "pip-20.2.4           | 1.7 MB    | ##################################### | 100% \n",
-      "numpy-base-1.19.2    | 4.1 MB    | ##################################### | 100% \n",
-      "certifi-2020.11.8    | 148 KB    | ##################################### | 100% \n",
-      "wheel-0.35.1         | 38 KB     | ##################################### | 100% \n",
-      "ipython-7.19.0       | 978 KB    | ##################################### | 100% \n",
-      "pexpect-4.8.0        | 53 KB     | ##################################### | 100% \n",
-      "pygments-2.7.2       | 674 KB    | ##################################### | 100% \n",
-      "ptyprocess-0.6.0     | 20 KB     | ##################################### | 100% \n",
-      "jupyter_core-4.7.0   | 68 KB     | ##################################### | 100% \n",
-      "setuptools-50.3.1    | 711 KB    | ##################################### | 100% \n",
-      "six-1.15.0           | 27 KB     | ##################################### | 100% \n",
-      "Preparing transaction: done\n",
-      "Verifying transaction: done\n",
-      "Executing transaction: done\n",
-      "#\n",
-      "# To activate this environment, use\n",
-      "#\n",
-      "#     $ conda activate myenv\n",
-      "#\n",
-      "# To deactivate an active environment, use\n",
-      "#\n",
-      "#     $ conda deactivate\n",
-      "\n"
+      "  Name    Active  Path                                                                                                            \n",
+      "────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
+      "  base    *       /jetfs/home/yourusername/micromamba                                                                                \n",
+      "  modern          /jetfs/home/yourusername/micromamba/envs/modern                                                                    \n",
+      "  myenv           /jetfs/home/yourusername/micromamba/envs/myenv                                                                     "
      ]
     }
    ],
    "source": [
-    "# Create a environment with conda\n",
-    "!conda create -y -n myenv python=3.7 numpy ipykernel"
+    "# show available environment\n",
+    "!micromamba env list"
    ]
   },
   {
@@ -230,87 +138,76 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
+   "execution_count": 5,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Installed kernelspec MYENV in /jetfs/home/mblaschek/.local/share/jupyter/kernels/myenv\n"
+      "Installed kernelspec MYENV in /jetfs/home/yourusername/.local/share/jupyter/kernels/myenv\n"
      ]
     }
    ],
    "source": [
-    "!~/.conda/envs/myenv/bin/python -m ipykernel install --user --name MYENV --display-name \"Py3.7\""
+    "!~/micromamba/envs/myenv/bin/python -m ipykernel install --user --name MYENV --display-name \"Py3.12\""
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Activate your conda environment\n",
-    "Conda Environments need to be added to the `PATH` to work well. So there is an `activate` function for these conda environments.\n",
-    "\n",
-    "However, running\n",
-    "```bash\n",
-    "conda init bash\n",
-    "```\n",
-    "will edit your `.bashrc` and that is not nice, especially when you might move to another module. \n",
-    "**Therefore this is not recommended to do.**\n",
-    "\n",
-    "This script is used by `conda init bash` to set the configuration, we simply source (load) it and get the same functionality as we would be using `conda init bash`. \n",
-    "\n",
-    "**(Do not use `conda init bash`)**\n",
+    "### Activate your environment\n",
+    "Micromamba environments need to be added to the `PATH` to work well. So there is an `activate` function for these environments.\n",
     "\n",
+    "**You just need to run this once**\n",
     "\n",
     "```bash\n",
-    "# source the conda functionality\n",
-    "eval \"$(conda shell.bash hook)\"\n",
-    "# or\n",
-    "source $(dirname $(which conda))/../etc/profile.d/conda.sh\n",
-    "# now activating the environment works\n",
-    "conda activate myenv\n",
-    "```\n",
-    "\n",
-    "#### bash conda_activate function\n",
-    "optionally you can add this bash function to your `.bashrc` for convenience:\n",
+    "# initialize bash shell\n",
+    "$ micromamba shell init -s bash\n",
+    "Running `shell init`, which:\n",
+    " - modifies RC file: \"/jetfs/home/yourusername/.bashrc\"\n",
+    " - generates config for root prefix: \"/jetfs/home/yourusername/micromamba\"\n",
+    " - sets mamba executable to: \"/jetfs/manual/micromamba/2.2.0/bin/micromamba\"\n",
+    "The following has been added in your \"/jetfs/home/yourusername/.bashrc\" file\n",
     "\n",
-    "```bash\n",
-    "conda_activate(){\n",
-    "    if ! command -v conda &> /dev/null; then\n",
-    "        echo \"Load ana/miniconda module first\"\n",
-    "    else\n",
-    "        if [ $# -ne 1 ]; then\n",
-    "            echo \"usage: conda_activate [env-name]\"\n",
-    "            \n",
-    "        else\n",
-    "            source $(dirname $(which conda))/../etc/profile.d/conda.sh\n",
-    "            conda activate $1\n",
-    "        fi\n",
-    "    fi\n",
-    "}\n",
+    "# >>> mamba initialize >>>\n",
+    "# !! Contents within this block are managed by 'micromamba shell init' !!\n",
+    "export MAMBA_EXE='/jetfs/manual/micromamba/2.2.0/bin/micromamba';\n",
+    "export MAMBA_ROOT_PREFIX='/jetfs/home/yourusername/micromamba';\n",
+    "__mamba_setup=\"$(\"$MAMBA_EXE\" shell hook --shell bash --root-prefix \"$MAMBA_ROOT_PREFIX\" 2> /dev/null)\"\n",
+    "if [ $? -eq 0 ]; then\n",
+    "    eval \"$__mamba_setup\"\n",
+    "else\n",
+    "    alias micromamba=\"$MAMBA_EXE\"  # Fallback on help from micromamba activate\n",
+    "fi\n",
+    "unset __mamba_setup\n",
+    "# <<< mamba initialize <<<\n",
     "```\n",
-    "Source your bashrc by running: `source ~/.bashrc` or logout/login again. Then you should be able to use the function:\n",
     "\n",
-    "```bash\n",
-    "module load anaconda3\n",
-    "conda_activate myenv\n",
-    "```"
+    "will edit your `.bashrc`. After some time you might have to do this again, when the micromamba version changed a lot (e.g.: `micromamba shell reinit -s bash`)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
+   "execution_count": 6,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Available kernels:\n",
-      "  myenv      /jetfs/home/mblaschek/.local/share/jupyter/kernels/myenv\n",
-      "  python3    /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/share/jupyter/kernels/python3\n"
+      "  myenv                                      /jetfs/home/yourusername/.local/share/jupyter/kernels/myenv\n",
+      "  rttovv13.2                                 /jetfs/home/yourusername/.local/share/jupyter/kernels/rttovv13.2\n",
+      "  enstoolsv2021.11                           /jetfs/jupyterhub/alpha/share/jupyter/kernels/enstoolsv2021.11\n",
+      "  ir                                         /jetfs/jupyterhub/alpha/share/jupyter/kernels/ir\n",
+      "  modelling                                  /jetfs/jupyterhub/alpha/share/jupyter/kernels/modelling\n",
+      "  python3                                    /jetfs/jupyterhub/alpha/share/jupyter/kernels/python3\n"
      ]
     }
    ],
@@ -383,7 +280,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Installed kernelspec fancy in /jetfs/home/mblaschek/.local/share/jupyter/kernels/fancy\n"
+      "Installed kernelspec fancy in /jetfs/home/yourusername/.local/share/jupyter/kernels/fancy\n"
      ]
     }
    ],
@@ -409,9 +306,8 @@
      "output_type": "stream",
      "text": [
       "Available kernels:\n",
-      "  fancy      /jetfs/home/mblaschek/.local/share/jupyter/kernels/fancy\n",
-      "  myenv      /jetfs/home/mblaschek/.local/share/jupyter/kernels/myenv\n",
-      "  python3    /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/share/jupyter/kernels/python3\n"
+      "  fancy      /jetfs/home/yourusername/.local/share/jupyter/kernels/fancy\n",
+      "  myenv      /jetfs/home/yourusername/.local/share/jupyter/kernels/myenv\n"
      ]
     }
    ],
@@ -427,19 +323,19 @@
     "\n",
     "In order to get full access to all tools installed in your local environment, add it to your `PATH`.\n",
     "\n",
-    "Open your `kernel.json` file located `/jetfs/home/mblaschek/.local/share/jupyter/kernels/myenv/kernel.json`:\n",
+    "Open your `kernel.json` file located `/jetfs/home/yourusername/.local/share/jupyter/kernels/myenv/kernel.json`:\n",
     "```json\n",
     "{\n",
     "    \"argv\": [\n",
-    "        \"/jetfs/home/mblaschek/.conda/envs/myenv/bin/python\",\n",
+    "        \"/jetfs/home/yourusername/micromamba/envs/myenv/bin/python\",\n",
     "        \"-m\",\n",
     "        \"ipykernel_launcher\",\n",
     "        \"-f\",\n",
     "        \"{connection_file}\"\n",
     "    ],\n",
     "    \"env\" : {\n",
-    "        \"PATH\": \"/jetfs/home/mblaschek/.conda/envs/myenv/bin/:${PATH}\",\n",
-    "        \"LD_LIBRARY_PATH\": \"/jetfs/home/mblaschek/.conda/envs/myenv/lib:${LD_LIBRARY_PATH}\"\n",
+    "        \"PATH\": \"/jetfs/home/yourusername/.conda/envs/myenv/bin/:${PATH}\",\n",
+    "        \"LD_LIBRARY_PATH\": \"/jetfs/home/yourusername/micromamba/envs/myenv/lib:${LD_LIBRARY_PATH}\"\n",
     "    },\n",
     "    \"display_name\": \"MYENV\",\n",
     "    \"language\": \"python\"\n",
@@ -457,7 +353,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Miniconda3 (4.10.3) - 3.9.5",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -471,7 +367,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.5"
+   "version": "3.9.0"
   }
  },
  "nbformat": 4,
diff --git a/Python/QA-005-Remote-Kernels.ipynb b/Python/QA-005-Remote-Kernels.ipynb
index bda6f8585a5c316b97fd24978227edc7740cf2e6..a5814686bea9e1bb06504f7f2216c8b2e2baca7a 100644
--- a/Python/QA-005-Remote-Kernels.ipynb
+++ b/Python/QA-005-Remote-Kernels.ipynb
@@ -70,7 +70,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "env: PATH=/home/mblaschek/.local/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin\n"
+      "env: PATH=/home/yourusername/.local/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin\n"
      ]
     }
    ],
@@ -108,8 +108,8 @@
      "output_type": "stream",
      "text": [
       "Available kernels:\n",
-      "  anaconda3    /home/mblaschek/.local/share/jupyter/kernels/anaconda3\n",
-      "  python3      /home/mblaschek/.local/share/jupyter/kernels/python3\n"
+      "  anaconda3    /home/yourusername/.local/share/jupyter/kernels/anaconda3\n",
+      "  python3      /home/yourusername/.local/share/jupyter/kernels/python3\n"
      ]
     }
    ],
@@ -128,7 +128,7 @@
      "text": [
       "{\n",
       " \"argv\": [\n",
-      "  \"/home/mblaschek/anaconda3/bin/python\",\n",
+      "  \"/home/yourusername/anaconda3/bin/python\",\n",
       "  \"-m\",\n",
       "  \"ipykernel_launcher\",\n",
       "  \"-f\",\n",
@@ -188,7 +188,7 @@
     "\n",
     "1. Module: `miniconda3`\n",
     "2. Name: `PyS1` for Python on srvx1\n",
-    "3. Host: `mblaschek@srvx1.img.univie.ac.at` username and server\n",
+    "3. Host: `yourusername@srvx1.img.univie.ac.at` username and server\n",
     "\n",
     "In order to allow easy access [adding the public key to ssh authentication](../SSH-VPN-VNC/SSH.md) is recommended. Otherwise set `export SSH_ASKPASS=1` and you should be prompted each time the connection is established."
    ]
@@ -202,7 +202,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added kernel ['rik_ssh_mblaschek_srvx1_img_univie_ac_at_pys1']: SSH mblaschek@srvx1.img.univie.ac.at PyS1.\n"
+      "Added kernel ['rik_ssh_yourusername_srvx1_img_univie_ac_at_pys1']: SSH yourusername@srvx1.img.univie.ac.at PyS1.\n"
      ]
     }
    ],
@@ -212,7 +212,7 @@
     "    --kernel_cmd='kernel-launcher miniconda3 ipython kernel -f {connection_file}' \\\n",
     "    --name='PyS1' \\\n",
     "    --interface=ssh \\\n",
-    "    --host=mblaschek@srvx1.img.univie.ac.at"
+    "    --host=yourusername@srvx1.img.univie.ac.at"
    ]
   },
   {
@@ -225,9 +225,9 @@
      "output_type": "stream",
      "text": [
       "Available kernels:\n",
-      "  anaconda3                                        /home/mblaschek/.local/share/jupyter/kernels/anaconda3\n",
-      "  python3                                          /home/mblaschek/.local/share/jupyter/kernels/python3\n",
-      "  rik_ssh_mblaschek_srvx1_img_univie_ac_at_pys1    /home/mblaschek/.local/share/jupyter/kernels/rik_ssh_mblaschek_srvx1_img_univie_ac_at_pys1\n"
+      "  anaconda3                                        /home/yourusername/.local/share/jupyter/kernels/anaconda3\n",
+      "  python3                                          /home/yourusername/.local/share/jupyter/kernels/python3\n",
+      "  rik_ssh_yourusername_srvx1_img_univie_ac_at_pys1    /home/yourusername/.local/share/jupyter/kernels/rik_ssh_yourusername_srvx1_img_univie_ac_at_pys1\n"
      ]
     }
    ],
@@ -253,20 +253,20 @@
       "    \"--interface\",\n",
       "    \"ssh\",\n",
       "    \"--host\",\n",
-      "    \"mblaschek@srvx1.img.univie.ac.at\",\n",
+      "    \"yourusername@srvx1.img.univie.ac.at\",\n",
       "    \"--kernel_cmd\",\n",
       "    \"kernel-launcher miniconda3 ipython kernel -f {host_connection_file}\",\n",
       "    \"{connection_file}\"\n",
       "  ],\n",
-      "  \"display_name\": \"SSH mblaschek@srvx1.img.univie.ac.at PyS1\",\n",
+      "  \"display_name\": \"SSH yourusername@srvx1.img.univie.ac.at PyS1\",\n",
       "  \"remote_ikernel_argv\": [\n",
-      "    \"/home/mblaschek/.local/bin/remote_ikernel\",\n",
+      "    \"/home/yourusername/.local/bin/remote_ikernel\",\n",
       "    \"manage\",\n",
       "    \"--add\",\n",
       "    \"--kernel_cmd=kernel-launcher miniconda3 ipython kernel -f {connection_file}\",\n",
       "    \"--name=PyS1\",\n",
       "    \"--interface=ssh\",\n",
-      "    \"--host=mblaschek@srvx1.img.univie.ac.at\"\n",
+      "    \"--host=yourusername@srvx1.img.univie.ac.at\"\n",
       "  ]\n",
       "}"
      ]
@@ -274,7 +274,7 @@
    ],
    "source": [
     "# Here we can see that the remote_ikernel actually does.\n",
-    "!cat  /home/mblaschek/.local/share/jupyter/kernels/rik_ssh_mblaschek_srvx1_img_univie_ac_at_pys1/kernel.json"
+    "!cat  /home/yourusername/.local/share/jupyter/kernels/rik_ssh_yourusername_srvx1_img_univie_ac_at_pys1/kernel.json"
    ]
   },
   {
@@ -294,7 +294,7 @@
    "outputs": [],
    "source": [
     "# This will launch the remote kernel in a console\n",
-    "!jupyter console --existing=rik_ssh_mblaschek_srvx1_img_univie_ac_at_pys1"
+    "!jupyter console --existing=rik_ssh_yourusername_srvx1_img_univie_ac_at_pys1"
    ]
   },
   {
@@ -324,7 +324,7 @@
     "    --kernel_cmd='/opt/anaconda3/bin/ipython kernel -f {connection_file}' \\\n",
     "    --name='MyP3' \\\n",
     "    --interface=ssh \\\n",
-    "    --host=mblaschek@srvx1.img.univie.ac.at"
+    "    --host=yourusername@srvx1.img.univie.ac.at"
    ]
   },
   {
@@ -346,7 +346,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Anaconda3 (2020.07)",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -360,7 +360,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.9.0"
   }
  },
  "nbformat": 4,
diff --git a/Python/QA-006-Add-Packages-to-Anaconda-Modules.ipynb b/Python/QA-006-Add-Packages-to-Anaconda-Modules.ipynb
deleted file mode 100644
index 110b0ed0c934e56510a189e71e7a657602930c06..0000000000000000000000000000000000000000
--- a/Python/QA-006-Add-Packages-to-Anaconda-Modules.ipynb
+++ /dev/null
@@ -1,588 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "2768572a-8dab-44b6-b4f2-129799e71608",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "# Add packages to Anaconda module\n",
-    "\n",
-    "Sometimes it is necessary to add packages to the default anaconda install, or update to a newer version.\n",
-    "\n",
-    "Check the loaded module:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "751822da-638e-46ac-be46-cb605e07253b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Currently Loaded Modulefiles:\u001b[m\n",
-      " 1) anaconda3/2020.07-gcc-8.4.1   3) proj/8.1.0-gcc-8.4.1  \u001b[m\n",
-      " 2) geos/3.9.1-gcc-8.4.1         \u001b[m\n",
-      "\u001b[K\u001b[?1l\u001b>"
-     ]
-    }
-   ],
-   "source": [
-    "!module list"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "518754ec-6ab1-4c4c-ad1a-dd36632c565a",
-   "metadata": {},
-   "source": [
-    "Check the default packages in anaconda:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "447a0d97-71d0-4abd-8171-6961c7d171af",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "# packages in environment at /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex:\n",
-      "#\n",
-      "# Name                    Version                   Build  Channel\n",
-      "_ipyw_jlab_nb_ext_conf    0.1.0                    py38_0  \n",
-      "_libgcc_mutex             0.1                        main  \n",
-      "alabaster                 0.7.12                     py_0  \n",
-      "anaconda                  2020.07                  py38_0  \n",
-      "anaconda-client           1.7.2                    py38_0  \n",
-      "anaconda-navigator        1.9.12                   py38_0  \n",
-      "anaconda-project          0.8.4                      py_0  \n",
-      "argh                      0.26.2                   py38_0  \n",
-      "asn1crypto                1.3.0                    py38_0  \n",
-      "astroid                   2.4.2                    py38_0  \n",
-      "astropy                   4.0.1.post1      py38h7b6447c_1  \n",
-      "atomicwrites              1.4.0                      py_0  \n",
-      "attrs                     19.3.0                     py_0  \n",
-      "autopep8                  1.5.3                      py_0  \n",
-      "babel                     2.8.0                      py_0  \n",
-      "backcall                  0.2.0                      py_0  \n",
-      "backports                 1.0                        py_2  \n",
-      "backports.functools_lru_cache 1.6.1                      py_0  \n",
-      "backports.shutil_get_terminal_size 1.0.0                    py38_2  \n",
-      "backports.tempfile        1.0                        py_1  \n",
-      "backports.weakref         1.0.post1                  py_1  \n",
-      "beautifulsoup4            4.9.1                    py38_0  \n",
-      "bitarray                  1.4.0            py38h7b6447c_0  \n",
-      "bkcharts                  0.2                      py38_0  \n",
-      "blas                      1.0                         mkl  \n",
-      "bleach                    3.1.5                      py_0  \n",
-      "blosc                     1.19.0               hd408876_0  \n",
-      "bokeh                     2.1.1                    py38_0  \n",
-      "boto                      2.49.0                   py38_0  \n",
-      "bottleneck                1.3.2            py38heb32a55_1  \n",
-      "brotlipy                  0.7.0           py38h7b6447c_1000  \n",
-      "bzip2                     1.0.8                h7b6447c_0  \n",
-      "ca-certificates           2020.6.24                     0  \n",
-      "cairo                     1.14.12              h8948797_3  \n",
-      "certifi                   2020.6.20                py38_0  \n",
-      "cffi                      1.14.0           py38he30daa8_1  \n",
-      "chardet                   3.0.4                 py38_1003  \n",
-      "click                     7.1.2                      py_0  \n",
-      "cloudpickle               1.5.0                      py_0  \n",
-      "clyent                    1.2.2                    py38_1  \n",
-      "colorama                  0.4.3                      py_0  \n",
-      "conda                     4.8.3                    py38_0  \n",
-      "conda-build               3.18.11                  py38_0  \n",
-      "conda-env                 2.6.0                         1  \n",
-      "conda-package-handling    1.6.1            py38h7b6447c_0  \n",
-      "conda-verify              3.4.2                      py_1  \n",
-      "contextlib2               0.6.0.post1                py_0  \n",
-      "cryptography              2.9.2            py38h1ba5d50_0  \n",
-      "curl                      7.71.1               hbc83047_1  \n",
-      "cycler                    0.10.0                   py38_0  \n",
-      "cython                    0.29.21          py38he6710b0_0  \n",
-      "cytoolz                   0.10.1           py38h7b6447c_0  \n",
-      "dask                      2.20.0                     py_0  \n",
-      "dask-core                 2.20.0                     py_0  \n",
-      "dbus                      1.13.16              hb2f20db_0  \n",
-      "decorator                 4.4.2                      py_0  \n",
-      "defusedxml                0.6.0                      py_0  \n",
-      "diff-match-patch          20200713                   py_0  \n",
-      "distributed               2.20.0                   py38_0  \n",
-      "docutils                  0.16                     py38_1  \n",
-      "entrypoints               0.3                      py38_0  \n",
-      "et_xmlfile                1.0.1                   py_1001  \n",
-      "expat                     2.2.9                he6710b0_2  \n",
-      "fastcache                 1.1.0            py38h7b6447c_0  \n",
-      "filelock                  3.0.12                     py_0  \n",
-      "flake8                    3.8.3                      py_0  \n",
-      "flask                     1.1.2                      py_0  \n",
-      "fontconfig                2.13.0               h9420a91_0  \n",
-      "freetype                  2.10.2               h5ab3b9f_0  \n",
-      "fribidi                   1.0.9                h7b6447c_0  \n",
-      "fsspec                    0.7.4                      py_0  \n",
-      "future                    0.18.2                   py38_1  \n",
-      "get_terminal_size         1.0.0                haa9412d_0  \n",
-      "gevent                    20.6.2           py38h7b6447c_0  \n",
-      "glib                      2.65.0               h3eb4bd4_0  \n",
-      "glob2                     0.7                        py_0  \n",
-      "gmp                       6.1.2                h6c8ec71_1  \n",
-      "gmpy2                     2.0.8            py38hd5f6e3b_3  \n",
-      "graphite2                 1.3.14               h23475e2_0  \n",
-      "greenlet                  0.4.16           py38h7b6447c_0  \n",
-      "gst-plugins-base          1.14.0               hbbd80ab_1  \n",
-      "gstreamer                 1.14.0               hb31296c_0  \n",
-      "h5py                      2.10.0           py38h7918eee_0  \n",
-      "harfbuzz                  2.4.0                hca77d97_1  \n",
-      "hdf5                      1.10.4               hb1b8bf9_0  \n",
-      "heapdict                  1.0.1                      py_0  \n",
-      "html5lib                  1.1                        py_0  \n",
-      "icu                       58.2                 he6710b0_3  \n",
-      "idna                      2.10                       py_0  \n",
-      "imageio                   2.9.0                      py_0  \n",
-      "imagesize                 1.2.0                      py_0  \n",
-      "importlib-metadata        1.7.0                    py38_0  \n",
-      "importlib_metadata        1.7.0                         0  \n",
-      "intel-openmp              2020.1                      217  \n",
-      "intervaltree              3.0.2                      py_1  \n",
-      "ipykernel                 5.3.2            py38h5ca1d4c_0  \n",
-      "ipython                   7.16.1           py38h5ca1d4c_0  \n",
-      "ipython_genutils          0.2.0                    py38_0  \n",
-      "ipywidgets                7.5.1                      py_0  \n",
-      "isort                     4.3.21                   py38_0  \n",
-      "itsdangerous              1.1.0                      py_0  \n",
-      "jbig                      2.1                  hdba287a_0  \n",
-      "jdcal                     1.4.1                      py_0  \n",
-      "jedi                      0.17.1                   py38_0  \n",
-      "jeepney                   0.4.3                      py_0  \n",
-      "jinja2                    2.11.2                     py_0  \n",
-      "joblib                    0.16.0                     py_0  \n",
-      "jpeg                      9b                   h024ee3a_2  \n",
-      "json5                     0.9.5                      py_0  \n",
-      "jsonschema                3.2.0                    py38_0  \n",
-      "jupyter                   1.0.0                    py38_7  \n",
-      "jupyter_client            6.1.6                      py_0  \n",
-      "jupyter_console           6.1.0                      py_0  \n",
-      "jupyter_core              4.6.3                    py38_0  \n",
-      "jupyterlab                2.1.5                      py_0  \n",
-      "jupyterlab_server         1.2.0                      py_0  \n",
-      "keyring                   21.2.1                   py38_0  \n",
-      "kiwisolver                1.2.0            py38hfd86e86_0  \n",
-      "krb5                      1.18.2               h173b8e3_0  \n",
-      "lazy-object-proxy         1.4.3            py38h7b6447c_0  \n",
-      "lcms2                     2.11                 h396b838_0  \n",
-      "ld_impl_linux-64          2.33.1               h53a641e_7  \n",
-      "libarchive                3.4.2                h62408e4_0  \n",
-      "libcurl                   7.71.1               h20c2e04_1  \n",
-      "libedit                   3.1.20191231         h14c3975_1  \n",
-      "libffi                    3.3                  he6710b0_2  \n",
-      "libgcc-ng                 9.1.0                hdf63c60_0  \n",
-      "libgfortran-ng            7.3.0                hdf63c60_0  \n",
-      "liblief                   0.10.1               he6710b0_0  \n",
-      "libllvm9                  9.0.1                h4a3c616_1  \n",
-      "libpng                    1.6.37               hbc83047_0  \n",
-      "libsodium                 1.0.18               h7b6447c_0  \n",
-      "libspatialindex           1.9.3                he6710b0_0  \n",
-      "libssh2                   1.9.0                h1ba5d50_1  \n",
-      "libstdcxx-ng              9.1.0                hdf63c60_0  \n",
-      "libtiff                   4.1.0                h2733197_1  \n",
-      "libtool                   2.4.6                h7b6447c_5  \n",
-      "libuuid                   1.0.3                h1bed415_2  \n",
-      "libxcb                    1.14                 h7b6447c_0  \n",
-      "libxml2                   2.9.10               he19cac6_1  \n",
-      "libxslt                   1.1.34               hc22bd24_0  \n",
-      "llvmlite                  0.33.0           py38hc6ec683_1  \n",
-      "locket                    0.2.0                    py38_1  \n",
-      "lxml                      4.5.2            py38hefd8a0e_0  \n",
-      "lz4-c                     1.9.2                he6710b0_0  \n",
-      "lzo                       2.10                 h7b6447c_2  \n",
-      "markupsafe                1.1.1            py38h7b6447c_0  \n",
-      "matplotlib                3.2.2                         0  \n",
-      "matplotlib-base           3.2.2            py38hef1b27d_0  \n",
-      "mccabe                    0.6.1                    py38_1  \n",
-      "mistune                   0.8.4           py38h7b6447c_1000  \n",
-      "mkl                       2020.1                      217  \n",
-      "mkl-service               2.3.0            py38he904b0f_0  \n",
-      "mkl_fft                   1.1.0            py38h23d657b_0  \n",
-      "mkl_random                1.1.1            py38h0573a6f_0  \n",
-      "mock                      4.0.2                      py_0  \n",
-      "more-itertools            8.4.0                      py_0  \n",
-      "mpc                       1.1.0                h10f8cd9_1  \n",
-      "mpfr                      4.0.2                hb69a4c5_1  \n",
-      "mpmath                    1.1.0                    py38_0  \n",
-      "msgpack-python            1.0.0            py38hfd86e86_1  \n",
-      "multipledispatch          0.6.0                    py38_0  \n",
-      "navigator-updater         0.2.1                    py38_0  \n",
-      "nbconvert                 5.6.1                    py38_0  \n",
-      "nbformat                  5.0.7                      py_0  \n",
-      "ncurses                   6.2                  he6710b0_1  \n",
-      "networkx                  2.4                        py_1  \n",
-      "nltk                      3.5                        py_0  \n",
-      "nose                      1.3.7                    py38_2  \n",
-      "notebook                  6.0.3                    py38_0  \n",
-      "numba                     0.50.1           py38h0573a6f_1  \n",
-      "numexpr                   2.7.1            py38h423224d_0  \n",
-      "numpy                     1.18.5           py38ha1c710e_0  \n",
-      "numpy-base                1.18.5           py38hde5b4d6_0  \n",
-      "numpydoc                  1.1.0                      py_0  \n",
-      "olefile                   0.46                       py_0  \n",
-      "openpyxl                  3.0.4                      py_0  \n",
-      "openssl                   1.1.1g               h7b6447c_0  \n",
-      "packaging                 20.4                       py_0  \n",
-      "pandas                    1.0.5            py38h0573a6f_0  \n",
-      "pandoc                    2.10                          0  \n",
-      "pandocfilters             1.4.2                    py38_1  \n",
-      "pango                     1.45.3               hd140c19_0  \n",
-      "parso                     0.7.0                      py_0  \n",
-      "partd                     1.1.0                      py_0  \n",
-      "patchelf                  0.11                 he6710b0_0  \n",
-      "path                      13.1.0                   py38_0  \n",
-      "path.py                   12.4.0                        0  \n",
-      "pathlib2                  2.3.5                    py38_0  \n",
-      "pathtools                 0.1.2                      py_1  \n",
-      "patsy                     0.5.1                    py38_0  \n",
-      "pcre                      8.44                 he6710b0_0  \n",
-      "pep8                      1.7.1                    py38_0  \n",
-      "pexpect                   4.8.0                    py38_0  \n",
-      "pickleshare               0.7.5                 py38_1000  \n",
-      "pillow                    7.2.0            py38hb39fc2d_0  \n",
-      "pip                       20.1.1                   py38_1  \n",
-      "pixman                    0.40.0               h7b6447c_0  \n",
-      "pkginfo                   1.5.0.1                  py38_0  \n",
-      "pluggy                    0.13.1                   py38_0  \n",
-      "ply                       3.11                     py38_0  \n",
-      "prometheus_client         0.8.0                      py_0  \n",
-      "prompt-toolkit            3.0.5                      py_0  \n",
-      "prompt_toolkit            3.0.5                         0  \n",
-      "psutil                    5.7.0            py38h7b6447c_0  \n",
-      "ptyprocess                0.6.0                    py38_0  \n",
-      "py                        1.9.0                      py_0  \n",
-      "py-lief                   0.10.1           py38h403a769_0  \n",
-      "pycodestyle               2.6.0                      py_0  \n",
-      "pycosat                   0.6.3            py38h7b6447c_1  \n",
-      "pycparser                 2.20                       py_2  \n",
-      "pycurl                    7.43.0.5         py38h1ba5d50_0  \n",
-      "pydocstyle                5.0.2                      py_0  \n",
-      "pyflakes                  2.2.0                      py_0  \n",
-      "pygments                  2.6.1                      py_0  \n",
-      "pylint                    2.5.3                    py38_0  \n",
-      "pyodbc                    4.0.30           py38he6710b0_0  \n",
-      "pyopenssl                 19.1.0                     py_1  \n",
-      "pyparsing                 2.4.7                      py_0  \n",
-      "pyqt                      5.9.2            py38h05f1152_4  \n",
-      "pyrsistent                0.16.0           py38h7b6447c_0  \n",
-      "pysocks                   1.7.1                    py38_0  \n",
-      "pytables                  3.6.1            py38h9fd0a39_0  \n",
-      "pytest                    5.4.3                    py38_0  \n",
-      "python                    3.8.3                hcff3b4d_2  \n",
-      "python-dateutil           2.8.1                      py_0  \n",
-      "python-jsonrpc-server     0.3.4                      py_1  \n",
-      "python-language-server    0.34.1                   py38_0  \n",
-      "python-libarchive-c       2.9                        py_0  \n",
-      "pytz                      2020.1                     py_0  \n",
-      "pywavelets                1.1.1            py38h7b6447c_0  \n",
-      "pyxdg                     0.26                       py_0  \n",
-      "pyyaml                    5.3.1            py38h7b6447c_1  \n",
-      "pyzmq                     19.0.1           py38he6710b0_1  \n",
-      "qdarkstyle                2.8.1                      py_0  \n",
-      "qt                        5.9.7                h5867ecd_1  \n",
-      "qtawesome                 0.7.2                      py_0  \n",
-      "qtconsole                 4.7.5                      py_0  \n",
-      "qtpy                      1.9.0                      py_0  \n",
-      "readline                  8.0                  h7b6447c_0  \n",
-      "regex                     2020.6.8         py38h7b6447c_0  \n",
-      "requests                  2.24.0                     py_0  \n",
-      "ripgrep                   11.0.2               he32d670_0  \n",
-      "rope                      0.17.0                     py_0  \n",
-      "rtree                     0.9.4                    py38_1  \n",
-      "ruamel_yaml               0.15.87          py38h7b6447c_1  \n",
-      "scikit-image              0.16.2           py38h0573a6f_0  \n",
-      "scikit-learn              0.23.1           py38h423224d_0  \n",
-      "scipy                     1.5.0            py38h0b6359f_0  \n",
-      "seaborn                   0.10.1                     py_0  \n",
-      "secretstorage             3.1.2                    py38_0  \n",
-      "send2trash                1.5.0                    py38_0  \n",
-      "setuptools                49.2.0                   py38_0  \n",
-      "simplegeneric             0.8.1                    py38_2  \n",
-      "singledispatch            3.4.0.3                  py38_0  \n",
-      "sip                       4.19.13          py38he6710b0_0  \n",
-      "six                       1.15.0                     py_0  \n",
-      "snappy                    1.1.8                he6710b0_0  \n",
-      "snowballstemmer           2.0.0                      py_0  \n",
-      "sortedcollections         1.2.1                      py_0  \n",
-      "sortedcontainers          2.2.2                      py_0  \n",
-      "soupsieve                 2.0.1                      py_0  \n",
-      "sphinx                    3.1.2                      py_0  \n",
-      "sphinxcontrib             1.0                      py38_1  \n",
-      "sphinxcontrib-applehelp   1.0.2                      py_0  \n",
-      "sphinxcontrib-devhelp     1.0.2                      py_0  \n",
-      "sphinxcontrib-htmlhelp    1.0.3                      py_0  \n",
-      "sphinxcontrib-jsmath      1.0.1                      py_0  \n",
-      "sphinxcontrib-qthelp      1.0.3                      py_0  \n",
-      "sphinxcontrib-serializinghtml 1.1.4                      py_0  \n",
-      "sphinxcontrib-websupport  1.2.3                      py_0  \n",
-      "spyder                    4.1.4                    py38_0  \n",
-      "spyder-kernels            1.9.2                    py38_0  \n",
-      "sqlalchemy                1.3.18           py38h7b6447c_0  \n",
-      "sqlite                    3.32.3               h62c20be_0  \n",
-      "statsmodels               0.11.1           py38h7b6447c_0  \n",
-      "sympy                     1.6.1                    py38_0  \n",
-      "tbb                       2020.0               hfd86e86_0  \n",
-      "tblib                     1.6.0                      py_0  \n",
-      "terminado                 0.8.3                    py38_0  \n",
-      "testpath                  0.4.4                      py_0  \n",
-      "threadpoolctl             2.1.0              pyh5ca1d4c_0  \n",
-      "tk                        8.6.10               hbc83047_0  \n",
-      "toml                      0.10.1                     py_0  \n",
-      "toolz                     0.10.0                     py_0  \n",
-      "tornado                   6.0.4            py38h7b6447c_1  \n",
-      "tqdm                      4.47.0                     py_0  \n",
-      "traitlets                 4.3.3                    py38_0  \n",
-      "typing_extensions         3.7.4.2                    py_0  \n",
-      "ujson                     1.35             py38h7b6447c_0  \n",
-      "unicodecsv                0.14.1                   py38_0  \n",
-      "unixodbc                  2.3.7                h14c3975_0  \n",
-      "urllib3                   1.25.9                     py_0  \n",
-      "watchdog                  0.10.3                   py38_0  \n",
-      "wcwidth                   0.2.5                      py_0  \n",
-      "webencodings              0.5.1                    py38_1  \n",
-      "werkzeug                  1.0.1                      py_0  \n",
-      "wheel                     0.34.2                   py38_0  \n",
-      "widgetsnbextension        3.5.1                    py38_0  \n",
-      "wrapt                     1.11.2           py38h7b6447c_0  \n",
-      "wurlitzer                 2.0.1                    py38_0  \n",
-      "xlrd                      1.2.0                      py_0  \n",
-      "xlsxwriter                1.2.9                      py_0  \n",
-      "xlwt                      1.3.0                    py38_0  \n",
-      "xmltodict                 0.12.0                     py_0  \n",
-      "xz                        5.2.5                h7b6447c_0  \n",
-      "yaml                      0.2.5                h7b6447c_0  \n",
-      "yapf                      0.30.0                     py_0  \n",
-      "zeromq                    4.3.2                he6710b0_2  \n",
-      "zict                      2.0.0                      py_0  \n",
-      "zipp                      3.1.0                      py_0  \n",
-      "zlib                      1.2.11               h7b6447c_3  \n",
-      "zope                      1.0                      py38_1  \n",
-      "zope.event                4.4                      py38_0  \n",
-      "zope.interface            4.7.1            py38h7b6447c_0  \n",
-      "zstd                      1.4.5                h0b5b093_0  \n"
-     ]
-    }
-   ],
-   "source": [
-    "!conda list"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ac91b684-0f70-4d1e-9ce6-98cf91ac09a0",
-   "metadata": {},
-   "source": [
-    "## Add a new package\n",
-    "\n",
-    "It is easily possible to add packages to a module installed anaconda distribution. These additional pacakges are stored in your `$HOME/.local` directory."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "887e26a0-1ccb-4b4e-92b2-b7dc9d1457b6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3.8.3 (default, Jul  2 2020, 16:21:59) \n",
-      "[GCC 7.3.0]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Check what version you are using?\n",
-    "import sys\n",
-    "print(sys.version)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "15eb2567-de4a-4740-b845-0a3e8802c998",
-   "metadata": {},
-   "source": [
-    "Based on that version you might already have a directory in your local directory. Within these directories your manually installed packages will be stored. These are default paths, and your python interpreter will always look there.\n",
-    "\n",
-    "**Special Note: If you want to ignore these user directories use** `export PYTHONNOUSERSITE=True`\n",
-    "This variable must be set manually. Default is to use user directories."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "188c9565-e45d-49ea-b37c-0e2e272362ea",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "python3.7  python3.8\n"
-     ]
-    }
-   ],
-   "source": [
-    "!ls $HOME/.local/lib"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "45095b0c-dd63-43c8-af35-c6b216b9f984",
-   "metadata": {},
-   "source": [
-    "Now let's install the package `metpy` [doc](https://unidata.github.io/MetPy/latest/index.html)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "7c72f540-672d-459f-9455-6301b586d26c",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Collecting metpy\n",
-      "  Downloading MetPy-1.1.0-py3-none-any.whl (361 kB)\n",
-      "\u001b[K     |████████████████████████████████| 361 kB 14.9 MB/s eta 0:00:01\n",
-      "\u001b[?25hCollecting pint>=0.10.1\n",
-      "  Downloading Pint-0.17-py2.py3-none-any.whl (204 kB)\n",
-      "\u001b[K     |████████████████████████████████| 204 kB 81.4 MB/s eta 0:00:01\n",
-      "\u001b[?25hRequirement already satisfied: matplotlib>=3.0.1 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from metpy) (3.2.2)\n",
-      "Requirement already satisfied: pyproj>=2.3.0 in /home/spack/.local/lib/python3.8/site-packages (from metpy) (3.2.1)\n",
-      "Collecting importlib-resources>=1.3.0; python_version < \"3.9\"\n",
-      "  Downloading importlib_resources-5.2.2-py3-none-any.whl (27 kB)\n",
-      "Collecting pooch>=0.1\n",
-      "  Downloading pooch-1.5.2-py3-none-any.whl (57 kB)\n",
-      "\u001b[K     |████████████████████████████████| 57 kB 15.4 MB/s eta 0:00:01\n",
-      "\u001b[?25hCollecting xarray>=0.14.1\n",
-      "  Using cached xarray-0.19.0-py3-none-any.whl (827 kB)\n",
-      "Requirement already satisfied: traitlets>=4.3.0 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from metpy) (4.3.3)\n",
-      "Requirement already satisfied: scipy>=1.2.0 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from metpy) (1.5.0)\n",
-      "Requirement already satisfied: numpy>=1.17.0 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from metpy) (1.18.5)\n",
-      "Requirement already satisfied: pandas>=0.24.0 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from metpy) (1.0.5)\n",
-      "Requirement already satisfied: packaging in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from pint>=0.10.1->metpy) (20.4)\n",
-      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from matplotlib>=3.0.1->metpy) (2.4.7)\n",
-      "Requirement already satisfied: python-dateutil>=2.1 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from matplotlib>=3.0.1->metpy) (2.8.1)\n",
-      "Requirement already satisfied: cycler>=0.10 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from matplotlib>=3.0.1->metpy) (0.10.0)\n",
-      "Requirement already satisfied: kiwisolver>=1.0.1 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from matplotlib>=3.0.1->metpy) (1.2.0)\n",
-      "Requirement already satisfied: certifi in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from pyproj>=2.3.0->metpy) (2020.6.20)\n",
-      "Requirement already satisfied: zipp>=3.1.0; python_version < \"3.10\" in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from importlib-resources>=1.3.0; python_version < \"3.9\"->metpy) (3.1.0)\n",
-      "Collecting appdirs\n",
-      "  Downloading appdirs-1.4.4-py2.py3-none-any.whl (9.6 kB)\n",
-      "Requirement already satisfied: requests in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from pooch>=0.1->metpy) (2.24.0)\n",
-      "Requirement already satisfied: setuptools>=40.4 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from xarray>=0.14.1->metpy) (49.2.0.post20200714)\n",
-      "Requirement already satisfied: six in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from traitlets>=4.3.0->metpy) (1.15.0)\n",
-      "Requirement already satisfied: ipython-genutils in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from traitlets>=4.3.0->metpy) (0.2.0)\n",
-      "Requirement already satisfied: decorator in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from traitlets>=4.3.0->metpy) (4.4.2)\n",
-      "Requirement already satisfied: pytz>=2017.2 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from pandas>=0.24.0->metpy) (2020.1)\n",
-      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from requests->pooch>=0.1->metpy) (1.25.9)\n",
-      "Requirement already satisfied: idna<3,>=2.5 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from requests->pooch>=0.1->metpy) (2.10)\n",
-      "Requirement already satisfied: chardet<4,>=3.0.2 in /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex/lib/python3.8/site-packages (from requests->pooch>=0.1->metpy) (3.0.4)\n",
-      "Installing collected packages: pint, importlib-resources, appdirs, pooch, xarray, metpy\n",
-      "Successfully installed appdirs-1.4.4 importlib-resources-5.2.2 metpy-1.1.0 pint-0.17 pooch-1.5.2 xarray-0.19.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Note that using --user might not be necessary for you, but it's a good reminder.\n",
-    "!pip install --user metpy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "1813067a-bc16-4e39-a643-75a898298597",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "MetPy                              1.1.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "# check if metpy is installed?\n",
-    "!pip list | grep -i metpy"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c11af8c6-c3b4-4199-b399-1c43979d2c82",
-   "metadata": {},
-   "source": [
-    "**Note: conda won't show the packages as listed**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "775802ab-433d-41ed-86c8-6c5d6adbfb36",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import metpy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "c2518d87-48b8-4a36-a212-6f4f87cece55",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'/home/spack/.local/lib/python3.8/site-packages/metpy/__init__.py'"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# this shows where the python module is installed, in your .local directory.\n",
-    "metpy.__file__"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Anaconda3 (2020.07)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/Python/QA-007-Restore-Conda-Environments.ipynb b/Python/QA-007-Restore-Conda-Environments.ipynb
index a84c7eb699a1a4148f7e24b3f150e3f91d5ded31..d379ffa385cda89b399a008581d831e19bfff399 100644
--- a/Python/QA-007-Restore-Conda-Environments.ipynb
+++ b/Python/QA-007-Restore-Conda-Environments.ipynb
@@ -5,7 +5,7 @@
    "id": "18953a0d-48d2-454f-9402-40cd0aac6bdb",
    "metadata": {},
    "source": [
-    "# Restore / Save Conda Environments\n",
+    "# Restore / Save Conda/Micromamba Environments\n",
     "\n",
     "Sometimes it just works and you do not want to change anything.\n",
     "\n",
@@ -32,15 +32,16 @@
    "cell_type": "code",
    "execution_count": 1,
    "id": "e7c0b076-e7d2-48e1-a177-c55a4451040d",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Currently Loaded Modulefiles:\u001b[m\n",
-      " 1) anaconda3/2020.07-gcc-8.4.1   3) proj/8.1.0-gcc-8.4.1  \u001b[m\n",
-      " 2) geos/3.9.1-gcc-8.4.1         \u001b[m\n",
+      " 1) micromamba/2.2.0  \u001b[m\n",
       "\u001b[K\u001b[?1l\u001b>"
      ]
     }
@@ -51,37 +52,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "8932eb21-2025-40ec-8744-2730b19455eb",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "# conda environments:\n",
-      "#\n",
-      "                         /home/spack-root/opt/spack/linux-centos8-skylake_avx512/gcc-8.3.1/anaconda3-2020.07-l2bohj4adsd6r2oweeytdzrgqmjl64lt\n",
-      "                         /home/spack-root/opt/spack/linux-centos8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-5qezliv3bkrc63cv2zk2lyh3xioozd45\n",
-      "                         /home/spack-root/opt/spack/linux-centos8-skylake_avx512/gcc-8.3.1/miniconda3-4.9.2-htox4jjktvvm7b4d3rfwpwpwa4i2kkhk\n",
-      "                         /home/spack/envs/test\n",
-      "                         /home/swd/anaconda3\n",
-      "                         /home/swd/manual/intelpython/intelpython/latest\n",
-      "                         /home/swd/manual/intelpython/intelpython/latest/envs/2021.4.0\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda2-2019.10-eaw5h5kknfwa3bsjnjhqfhytzfxgd3nf\n",
-      "base                  *  /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.11-v46okvjlotnor7yrmpqnbn63xt3a2qyq\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2021.05-hrg2ocjseksc4af3osaiipzu433xctef\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/miniconda2-4.7.12.1-3r6cvxekrhf32f6tdeout3aq7xxsgjit\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/miniconda3-4.10.3-l23y36yispi4ue5w7mhyc4mllio4ylfm\n",
-      "\n"
+      "  Name    Active  Path                                                                                                            \n",
+      "────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
+      "  base    *       /jetfs/home/yourusername/micromamba                                                                                \n",
+      "  modern          /jetfs/home/yourusername/micromamba/envs/modern                                                                    \n",
+      "                  /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/anaconda2-2019.10-5pou6jiel7heivyyjwlgwcyltniipjlp  \n",
+      "                  /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/anaconda3-2019.10-tmy5mgp3gzy7uqkouhm33gfyp3p3xpsu  \n",
+      "                  /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/anaconda3-2020.07-weugqkfkxd6zmn2irm7lpmujzczwebiw  \n",
+      "                  /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda2-4.7.12.1-zduqggvbh63zrdghrlty4ncwiclobaja\n",
+      "                  /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv   \n"
      ]
     }
    ],
    "source": [
     "# Check What environment are present\n",
     "# Typically there are some root installed environments\n",
-    "!conda env list"
+    "!micromamba env list"
    ]
   },
   {
@@ -89,99 +85,438 @@
    "id": "6253ef9a-6761-497e-9921-863320f6ae2f",
    "metadata": {},
    "source": [
-    "But there is one called **test** in `/home/spack/envs/test` which we are going to backup."
+    "We want to backup the **modern** environment."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 3,
    "id": "735145c2-c24d-4006-9751-9c2a5f684387",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "# packages in environment at /home/spack/envs/test:\n",
-      "#\n",
-      "# Name                    Version                   Build  Channel\n",
-      "_libgcc_mutex             0.1                        main  \n",
-      "_openmp_mutex             4.5                       1_gnu  \n",
-      "ca-certificates           2021.9.30            h06a4308_1  \n",
-      "certifi                   2021.10.8        py39h06a4308_0  \n",
-      "ld_impl_linux-64          2.35.1               h7274673_9  \n",
-      "libffi                    3.3                  he6710b0_2  \n",
-      "libgcc-ng                 9.3.0               h5101ec6_17  \n",
-      "libgomp                   9.3.0               h5101ec6_17  \n",
-      "libstdcxx-ng              9.3.0               hd4cf53a_17  \n",
-      "ncurses                   6.2                  he6710b0_1  \n",
-      "openssl                   1.1.1l               h7f8727e_0  \n",
-      "pip                       21.2.4           py39h06a4308_0  \n",
-      "python                    3.9.7                h12debd9_1  \n",
-      "readline                  8.1                  h27cfd23_0  \n",
-      "setuptools                58.0.4           py39h06a4308_0  \n",
-      "sqlite                    3.36.0               hc218d9a_0  \n",
-      "tk                        8.6.11               h1ccaba5_0  \n",
-      "tzdata                    2021a                h5d7bf9c_0  \n",
-      "wheel                     0.37.0             pyhd3eb1b0_1  \n",
-      "xz                        5.2.5                h7b6447c_0  \n",
-      "zlib                      1.2.11               h7b6447c_3  \n"
+      "List of packages in environment: \"/jetfs/home/yourusername/micromamba/envs/modern\"\n",
+      "\n",
+      "  Name                              Version       Build                 Channel    \n",
+      "─────────────────────────────────────────────────────────────────────────────────────\n",
+      "  _libgcc_mutex                     0.1           conda_forge           conda-forge\n",
+      "  _openmp_mutex                     4.5           2_gnu                 conda-forge\n",
+      "  asttokens                         3.0.0         pyhd8ed1ab_1          conda-forge\n",
+      "  aws-c-auth                        0.8.1         h205f482_0            conda-forge\n",
+      "  aws-c-cal                         0.8.1         h1a47875_3            conda-forge\n",
+      "  aws-c-common                      0.10.6        hb9d3cd8_0            conda-forge\n",
+      "  aws-c-compression                 0.3.0         h4e1184b_5            conda-forge\n",
+      "  aws-c-event-stream                0.5.0         h7959bf6_11           conda-forge\n",
+      "  aws-c-http                        0.9.2         hefd7a92_4            conda-forge\n",
+      "  aws-c-io                          0.15.3        h173a860_6            conda-forge\n",
+      "  aws-c-mqtt                        0.11.0        h11f4f37_12           conda-forge\n",
+      "  aws-c-s3                          0.7.9         he1b24dc_1            conda-forge\n",
+      "  aws-c-sdkutils                    0.2.2         h4e1184b_0            conda-forge\n",
+      "  aws-checksums                     0.2.2         h4e1184b_4            conda-forge\n",
+      "  aws-crt-cpp                       0.29.9        he0e7f3f_2            conda-forge\n",
+      "  aws-sdk-cpp                       1.11.489      h4d475cb_0            conda-forge\n",
+      "  azure-core-cpp                    1.14.0        h5cfcd09_0            conda-forge\n",
+      "  azure-identity-cpp                1.10.0        h113e628_0            conda-forge\n",
+      "  azure-storage-blobs-cpp           12.13.0       h3cf044e_1            conda-forge\n",
+      "  azure-storage-common-cpp          12.8.0        h736e048_1            conda-forge\n",
+      "  azure-storage-files-datalake-cpp  12.12.0       ha633028_1            conda-forge\n",
+      "  bokeh                             3.6.3         pyhd8ed1ab_0          conda-forge\n",
+      "  brotli-python                     1.1.0         py312h2ec8cdc_2       conda-forge\n",
+      "  bzip2                             1.0.8         h4bc722e_7            conda-forge\n",
+      "  c-ares                            1.34.4        hb9d3cd8_0            conda-forge\n",
+      "  ca-certificates                   2025.1.31     hbcca054_0            conda-forge\n",
+      "  certifi                           2024.12.14    pyhd8ed1ab_0          conda-forge\n",
+      "  cffi                              1.17.1        py312h06ac9bb_0       conda-forge\n",
+      "  click                             8.1.8         pyh707e725_0          conda-forge\n",
+      "  cloudpickle                       3.1.1         pyhd8ed1ab_0          conda-forge\n",
+      "  contourpy                         1.3.1         py312h68727a3_0       conda-forge\n",
+      "  crc32c                            2.7.1         py312h66e93f0_0       conda-forge\n",
+      "  cytoolz                           1.0.1         py312h66e93f0_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mdask                            \u001b[0m  2025.1.0      pyhd8ed1ab_0          conda-forge\n",
+      "  dask-core                         2025.1.0      pyhd8ed1ab_0          conda-forge\n",
+      "  decorator                         5.1.1         pyhd8ed1ab_1          conda-forge\n",
+      "  deprecated                        1.2.18        pyhd8ed1ab_0          conda-forge\n",
+      "  distributed                       2025.1.0      pyhd8ed1ab_0          conda-forge\n",
+      "  donfig                            0.8.1.post1   pyhd8ed1ab_1          conda-forge\n",
+      "  exceptiongroup                    1.2.2         pyhd8ed1ab_1          conda-forge\n",
+      "  executing                         2.1.0         pyhd8ed1ab_1          conda-forge\n",
+      "  freetype                          2.12.1        h267a509_2            conda-forge\n",
+      "  fsspec                            2025.2.0      pyhd8ed1ab_0          conda-forge\n",
+      "  gflags                            2.2.2         h5888daf_1005         conda-forge\n",
+      "  glog                              0.7.1         hbabe93e_0            conda-forge\n",
+      "  h2                                4.2.0         pyhd8ed1ab_0          conda-forge\n",
+      "  hpack                             4.1.0         pyhd8ed1ab_0          conda-forge\n",
+      "  hyperframe                        6.1.0         pyhd8ed1ab_0          conda-forge\n",
+      "  importlib-metadata                8.6.1         pyha770c72_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mipython                         \u001b[0m  8.32.0        pyh907856f_0          conda-forge\n",
+      "  jedi                              0.19.2        pyhd8ed1ab_1          conda-forge\n",
+      "  jinja2                            3.1.5         pyhd8ed1ab_0          conda-forge\n",
+      "  keyutils                          1.6.1         h166bdaf_0            conda-forge\n",
+      "  krb5                              1.21.3        h659f571_0            conda-forge\n",
+      "  lcms2                             2.17          h717163a_0            conda-forge\n",
+      "  ld_impl_linux-64                  2.43          h712a8e2_2            conda-forge\n",
+      "  lerc                              4.0.0         h27087fc_0            conda-forge\n",
+      "  libabseil                         20240722.0    cxx17_hbbce691_4      conda-forge\n",
+      "  libarrow                          19.0.0        h00a82cf_8_cpu        conda-forge\n",
+      "  libarrow-acero                    19.0.0        hcb10f89_8_cpu        conda-forge\n",
+      "  libarrow-dataset                  19.0.0        hcb10f89_8_cpu        conda-forge\n",
+      "  libarrow-substrait                19.0.0        h08228c5_8_cpu        conda-forge\n",
+      "  libblas                           3.9.0         28_h59b9bed_openblas  conda-forge\n",
+      "  libbrotlicommon                   1.1.0         hb9d3cd8_2            conda-forge\n",
+      "  libbrotlidec                      1.1.0         hb9d3cd8_2            conda-forge\n",
+      "  libbrotlienc                      1.1.0         hb9d3cd8_2            conda-forge\n",
+      "  libcblas                          3.9.0         28_he106b2a_openblas  conda-forge\n",
+      "  libcrc32c                         1.1.2         h9c3ff4c_0            conda-forge\n",
+      "  libcurl                           8.11.1        h332b0f4_0            conda-forge\n",
+      "  libdeflate                        1.23          h4ddbbb0_0            conda-forge\n",
+      "  libedit                           3.1.20250104  pl5321h7949ede_0      conda-forge\n",
+      "  libev                             4.33          hd590300_2            conda-forge\n",
+      "  libevent                          2.1.12        hf998b51_1            conda-forge\n",
+      "  libexpat                          2.6.4         h5888daf_0            conda-forge\n",
+      "  libffi                            3.4.2         h7f98852_5            conda-forge\n",
+      "  libgcc                            14.2.0        h77fa898_1            conda-forge\n",
+      "  libgcc-ng                         14.2.0        h69a702a_1            conda-forge\n",
+      "  libgfortran                       14.2.0        h69a702a_1            conda-forge\n",
+      "  libgfortran5                      14.2.0        hd5240d6_1            conda-forge\n",
+      "  libgomp                           14.2.0        h77fa898_1            conda-forge\n",
+      "  libgoogle-cloud                   2.34.0        h2b5623c_0            conda-forge\n",
+      "  libgoogle-cloud-storage           2.34.0        h0121fbd_0            conda-forge\n",
+      "  libgrpc                           1.67.1        h25350d4_1            conda-forge\n",
+      "  libiconv                          1.17          hd590300_2            conda-forge\n",
+      "  libjpeg-turbo                     3.0.0         hd590300_1            conda-forge\n",
+      "  liblapack                         3.9.0         28_h7ac8fdf_openblas  conda-forge\n",
+      "  libllvm15                         15.0.7        hb3ce162_4            conda-forge\n",
+      "  liblzma                           5.6.4         hb9d3cd8_0            conda-forge\n",
+      "  liblzma-devel                     5.6.4         hb9d3cd8_0            conda-forge\n",
+      "  libnghttp2                        1.64.0        h161d5f1_0            conda-forge\n",
+      "  libnsl                            2.0.1         hd590300_0            conda-forge\n",
+      "  libopenblas                       0.3.28        pthreads_h94d23a6_1   conda-forge\n",
+      "  libopentelemetry-cpp              1.18.0        hfcad708_1            conda-forge\n",
+      "  libopentelemetry-cpp-headers      1.18.0        ha770c72_1            conda-forge\n",
+      "  libparquet                        19.0.0        h081d1f1_8_cpu        conda-forge\n",
+      "  libpng                            1.6.46        h943b412_0            conda-forge\n",
+      "  libprotobuf                       5.28.3        h6128344_1            conda-forge\n",
+      "  libre2-11                         2024.07.02    hbbce691_2            conda-forge\n",
+      "  libsqlite                         3.48.0        hee588c1_1            conda-forge\n",
+      "  libssh2                           1.11.1        hf672d98_0            conda-forge\n",
+      "  libstdcxx                         14.2.0        hc0a3c3a_1            conda-forge\n",
+      "  libstdcxx-ng                      14.2.0        h4852527_1            conda-forge\n",
+      "  libthrift                         0.21.0        h0e7cc3e_0            conda-forge\n",
+      "  libtiff                           4.7.0         hd9ff511_3            conda-forge\n",
+      "  libutf8proc                       2.10.0        h4c51ac1_0            conda-forge\n",
+      "  libuuid                           2.38.1        h0b41bf4_0            conda-forge\n",
+      "  libwebp-base                      1.5.0         h851e524_0            conda-forge\n",
+      "  libxcb                            1.17.0        h8a09558_0            conda-forge\n",
+      "  libxml2                           2.13.5        h0d44e9d_1            conda-forge\n",
+      "  libzlib                           1.3.1         hb9d3cd8_2            conda-forge\n",
+      "  llvmlite                          0.44.0        py312h374181b_0       conda-forge\n",
+      "  locket                            1.0.0         pyhd8ed1ab_0          conda-forge\n",
+      "  lz4                               4.3.3         py312hf0f0c11_2       conda-forge\n",
+      "  lz4-c                             1.10.0        h5888daf_1            conda-forge\n",
+      "  markupsafe                        3.0.2         py312h178313f_1       conda-forge\n",
+      "  matplotlib-inline                 0.1.7         pyhd8ed1ab_1          conda-forge\n",
+      "  msgpack-python                    1.1.0         py312h68727a3_0       conda-forge\n",
+      "  ncurses                           6.5           h2d0b736_3            conda-forge\n",
+      "  nlohmann_json                     3.11.3        he02047a_1            conda-forge\n",
+      "  numba                             0.61.0        py312h2e6246c_1       conda-forge\n",
+      "  numcodecs                         0.15.0        py312hf9745cd_0       conda-forge\n",
+      "  numpy                             2.1.3         py312h58c1407_0       conda-forge\n",
+      "  openjpeg                          2.5.3         h5fbd93e_0            conda-forge\n",
+      "  openssl                           3.4.0         h7b32b05_1            conda-forge\n",
+      "  orc                               2.0.3         h12ee42a_2            conda-forge\n",
+      "  packaging                         24.2          pyhd8ed1ab_2          conda-forge\n",
+      "  pandas                            2.2.3         py312hf9745cd_1       conda-forge\n",
+      "  parso                             0.8.4         pyhd8ed1ab_1          conda-forge\n",
+      "  partd                             1.4.2         pyhd8ed1ab_0          conda-forge\n",
+      "  pexpect                           4.9.0         pyhd8ed1ab_1          conda-forge\n",
+      "  pickleshare                       0.7.5         pyhd8ed1ab_1004       conda-forge\n",
+      "  pillow                            11.1.0        py312h80c1187_0       conda-forge\n",
+      "  pip                               25.0.1        pyh8b19718_0          conda-forge\n",
+      "  proj                              9.5.1         h0054346_0            conda-forge\n",
+      "  prometheus-cpp                    1.3.0         ha5d0236_0            conda-forge\n",
+      "  prompt-toolkit                    3.0.50        pyha770c72_0          conda-forge\n",
+      "  psutil                            6.1.1         py312h66e93f0_0       conda-forge\n",
+      "  pthread-stubs                     0.4           hb9d3cd8_1002         conda-forge\n",
+      "  ptyprocess                        0.7.0         pyhd8ed1ab_1          conda-forge\n",
+      "  pure_eval                         0.2.3         pyhd8ed1ab_1          conda-forge\n",
+      "  pyarrow                           19.0.0        py312h7900ff3_0       conda-forge\n",
+      "  pyarrow-core                      19.0.0        py312h01725c0_0_cpu   conda-forge\n",
+      "  pycparser                         2.22          pyh29332c3_1          conda-forge\n",
+      "  pygments                          2.19.1        pyhd8ed1ab_0          conda-forge\n",
+      "  pyproj                            3.7.0         py312he630544_0       conda-forge\n",
+      "  pysocks                           1.7.1         pyha55dd90_7          conda-forge\n",
+      "  \u001b[1m\u001b[34mpython                          \u001b[0m  3.12.0        hab00c5b_0_cpython    conda-forge\n",
+      "  python-dateutil                   2.9.0.post0   pyhff2d567_1          conda-forge\n",
+      "  python-tzdata                     2025.1        pyhd8ed1ab_0          conda-forge\n",
+      "  python_abi                        3.12          5_cp312               conda-forge\n",
+      "  pytz                              2024.1        pyhd8ed1ab_0          conda-forge\n",
+      "  pyyaml                            6.0.2         py312h178313f_2       conda-forge\n",
+      "  re2                               2024.07.02    h9925aae_2            conda-forge\n",
+      "  readline                          8.2           h8228510_1            conda-forge\n",
+      "  s2n                               1.5.11        h072c03f_0            conda-forge\n",
+      "  setuptools                        75.8.0        pyhff2d567_0          conda-forge\n",
+      "  six                               1.17.0        pyhd8ed1ab_0          conda-forge\n",
+      "  snappy                            1.2.1         h8bd8927_1            conda-forge\n",
+      "  sortedcontainers                  2.4.0         pyhd8ed1ab_1          conda-forge\n",
+      "  sqlite                            3.48.0        h9eae976_1            conda-forge\n",
+      "  stack_data                        0.6.3         pyhd8ed1ab_1          conda-forge\n",
+      "  tblib                             3.0.0         pyhd8ed1ab_1          conda-forge\n",
+      "  tk                                8.6.13        noxft_h4845f30_101    conda-forge\n",
+      "  toolz                             1.0.0         pyhd8ed1ab_1          conda-forge\n",
+      "  tornado                           6.4.2         py312h66e93f0_0       conda-forge\n",
+      "  traitlets                         5.14.3        pyhd8ed1ab_1          conda-forge\n",
+      "  typing_extensions                 4.12.2        pyha770c72_1          conda-forge\n",
+      "  tzdata                            2025a         h78e105d_0            conda-forge\n",
+      "  urllib3                           2.3.0         pyhd8ed1ab_0          conda-forge\n",
+      "  wcwidth                           0.2.13        pyhd8ed1ab_1          conda-forge\n",
+      "  wheel                             0.45.1        pyhd8ed1ab_1          conda-forge\n",
+      "  wrapt                             1.17.2        py312h66e93f0_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mxarray                          \u001b[0m  2025.1.2      pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mxgrads                          \u001b[0m  0.2.6         pyhd8ed1ab_1          conda-forge\n",
+      "  xorg-libxau                       1.0.12        hb9d3cd8_0            conda-forge\n",
+      "  xorg-libxdmcp                     1.1.5         hb9d3cd8_0            conda-forge\n",
+      "  xyzservices                       2025.1.0      pyhd8ed1ab_0          conda-forge\n",
+      "  xz                                5.6.4         hbcc6ac9_0            conda-forge\n",
+      "  xz-gpl-tools                      5.6.4         hbcc6ac9_0            conda-forge\n",
+      "  xz-tools                          5.6.4         hb9d3cd8_0            conda-forge\n",
+      "  yaml                              0.2.5         h7f98852_2            conda-forge\n",
+      "  \u001b[1m\u001b[34mzarr                            \u001b[0m  3.0.2         pyhd8ed1ab_0          conda-forge\n",
+      "  zict                              3.0.0         pyhd8ed1ab_1          conda-forge\n",
+      "  zipp                              3.21.0        pyhd8ed1ab_1          conda-forge\n",
+      "  zlib                              1.3.1         hb9d3cd8_2            conda-forge\n",
+      "  zstandard                         0.23.0        py312hef9b889_1       conda-forge\n",
+      "  zstd                              1.5.6         ha6fb4c9_0            conda-forge\n"
      ]
     }
    ],
    "source": [
     "# Check What is installed inside your environment\n",
-    "!conda list -p /home/spack/envs/test"
+    "!micromamba list -n modern"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 4,
    "id": "08bcab6f-7056-44ea-8363-af7718c4dd3d",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [],
    "source": [
     "# Export the definition (versions, packages) to a YAML file\n",
-    "!conda env export -p /home/spack/envs/test > environment.yaml"
+    "!micromamba env export -n modern > environment.yaml"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 5,
    "id": "4ec66832-8a9a-446e-ae4a-7de85fad29d7",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "name: null\n",
+      "name: modern\n",
       "channels:\n",
-      "  - defaults\n",
+      "  - conda-forge\n",
       "dependencies:\n",
-      "  - _libgcc_mutex=0.1=main\n",
-      "  - _openmp_mutex=4.5=1_gnu\n",
-      "  - ca-certificates=2021.9.30=h06a4308_1\n",
-      "  - certifi=2021.10.8=py39h06a4308_0\n",
-      "  - ld_impl_linux-64=2.35.1=h7274673_9\n",
-      "  - libffi=3.3=he6710b0_2\n",
-      "  - libgcc-ng=9.3.0=h5101ec6_17\n",
-      "  - libgomp=9.3.0=h5101ec6_17\n",
-      "  - libstdcxx-ng=9.3.0=hd4cf53a_17\n",
-      "  - ncurses=6.2=he6710b0_1\n",
-      "  - openssl=1.1.1l=h7f8727e_0\n",
-      "  - pip=21.2.4=py39h06a4308_0\n",
-      "  - python=3.9.7=h12debd9_1\n",
-      "  - readline=8.1=h27cfd23_0\n",
-      "  - setuptools=58.0.4=py39h06a4308_0\n",
-      "  - sqlite=3.36.0=hc218d9a_0\n",
-      "  - tk=8.6.11=h1ccaba5_0\n",
-      "  - tzdata=2021a=h5d7bf9c_0\n",
-      "  - wheel=0.37.0=pyhd3eb1b0_1\n",
-      "  - xz=5.2.5=h7b6447c_0\n",
-      "  - zlib=1.2.11=h7b6447c_3\n",
-      "prefix: /home/spack/envs/test\n",
-      "\n"
+      "  - _libgcc_mutex=0.1=conda_forge\n",
+      "  - _openmp_mutex=4.5=2_gnu\n",
+      "  - asttokens=3.0.0=pyhd8ed1ab_1\n",
+      "  - aws-c-auth=0.8.1=h205f482_0\n",
+      "  - aws-c-cal=0.8.1=h1a47875_3\n",
+      "  - aws-c-common=0.10.6=hb9d3cd8_0\n",
+      "  - aws-c-compression=0.3.0=h4e1184b_5\n",
+      "  - aws-c-event-stream=0.5.0=h7959bf6_11\n",
+      "  - aws-c-http=0.9.2=hefd7a92_4\n",
+      "  - aws-c-io=0.15.3=h173a860_6\n",
+      "  - aws-c-mqtt=0.11.0=h11f4f37_12\n",
+      "  - aws-c-s3=0.7.9=he1b24dc_1\n",
+      "  - aws-c-sdkutils=0.2.2=h4e1184b_0\n",
+      "  - aws-checksums=0.2.2=h4e1184b_4\n",
+      "  - aws-crt-cpp=0.29.9=he0e7f3f_2\n",
+      "  - aws-sdk-cpp=1.11.489=h4d475cb_0\n",
+      "  - azure-core-cpp=1.14.0=h5cfcd09_0\n",
+      "  - azure-identity-cpp=1.10.0=h113e628_0\n",
+      "  - azure-storage-blobs-cpp=12.13.0=h3cf044e_1\n",
+      "  - azure-storage-common-cpp=12.8.0=h736e048_1\n",
+      "  - azure-storage-files-datalake-cpp=12.12.0=ha633028_1\n",
+      "  - bokeh=3.6.3=pyhd8ed1ab_0\n",
+      "  - brotli-python=1.1.0=py312h2ec8cdc_2\n",
+      "  - bzip2=1.0.8=h4bc722e_7\n",
+      "  - c-ares=1.34.4=hb9d3cd8_0\n",
+      "  - ca-certificates=2025.1.31=hbcca054_0\n",
+      "  - certifi=2024.12.14=pyhd8ed1ab_0\n",
+      "  - cffi=1.17.1=py312h06ac9bb_0\n",
+      "  - click=8.1.8=pyh707e725_0\n",
+      "  - cloudpickle=3.1.1=pyhd8ed1ab_0\n",
+      "  - contourpy=1.3.1=py312h68727a3_0\n",
+      "  - crc32c=2.7.1=py312h66e93f0_0\n",
+      "  - cytoolz=1.0.1=py312h66e93f0_0\n",
+      "  - dask=2025.1.0=pyhd8ed1ab_0\n",
+      "  - dask-core=2025.1.0=pyhd8ed1ab_0\n",
+      "  - decorator=5.1.1=pyhd8ed1ab_1\n",
+      "  - deprecated=1.2.18=pyhd8ed1ab_0\n",
+      "  - distributed=2025.1.0=pyhd8ed1ab_0\n",
+      "  - donfig=0.8.1.post1=pyhd8ed1ab_1\n",
+      "  - exceptiongroup=1.2.2=pyhd8ed1ab_1\n",
+      "  - executing=2.1.0=pyhd8ed1ab_1\n",
+      "  - freetype=2.12.1=h267a509_2\n",
+      "  - fsspec=2025.2.0=pyhd8ed1ab_0\n",
+      "  - gflags=2.2.2=h5888daf_1005\n",
+      "  - glog=0.7.1=hbabe93e_0\n",
+      "  - h2=4.2.0=pyhd8ed1ab_0\n",
+      "  - hpack=4.1.0=pyhd8ed1ab_0\n",
+      "  - hyperframe=6.1.0=pyhd8ed1ab_0\n",
+      "  - importlib-metadata=8.6.1=pyha770c72_0\n",
+      "  - ipython=8.32.0=pyh907856f_0\n",
+      "  - jedi=0.19.2=pyhd8ed1ab_1\n",
+      "  - jinja2=3.1.5=pyhd8ed1ab_0\n",
+      "  - keyutils=1.6.1=h166bdaf_0\n",
+      "  - krb5=1.21.3=h659f571_0\n",
+      "  - lcms2=2.17=h717163a_0\n",
+      "  - ld_impl_linux-64=2.43=h712a8e2_2\n",
+      "  - lerc=4.0.0=h27087fc_0\n",
+      "  - libabseil=20240722.0=cxx17_hbbce691_4\n",
+      "  - libarrow=19.0.0=h00a82cf_8_cpu\n",
+      "  - libarrow-acero=19.0.0=hcb10f89_8_cpu\n",
+      "  - libarrow-dataset=19.0.0=hcb10f89_8_cpu\n",
+      "  - libarrow-substrait=19.0.0=h08228c5_8_cpu\n",
+      "  - libblas=3.9.0=28_h59b9bed_openblas\n",
+      "  - libbrotlicommon=1.1.0=hb9d3cd8_2\n",
+      "  - libbrotlidec=1.1.0=hb9d3cd8_2\n",
+      "  - libbrotlienc=1.1.0=hb9d3cd8_2\n",
+      "  - libcblas=3.9.0=28_he106b2a_openblas\n",
+      "  - libcrc32c=1.1.2=h9c3ff4c_0\n",
+      "  - libcurl=8.11.1=h332b0f4_0\n",
+      "  - libdeflate=1.23=h4ddbbb0_0\n",
+      "  - libedit=3.1.20250104=pl5321h7949ede_0\n",
+      "  - libev=4.33=hd590300_2\n",
+      "  - libevent=2.1.12=hf998b51_1\n",
+      "  - libexpat=2.6.4=h5888daf_0\n",
+      "  - libffi=3.4.2=h7f98852_5\n",
+      "  - libgcc=14.2.0=h77fa898_1\n",
+      "  - libgcc-ng=14.2.0=h69a702a_1\n",
+      "  - libgfortran=14.2.0=h69a702a_1\n",
+      "  - libgfortran5=14.2.0=hd5240d6_1\n",
+      "  - libgomp=14.2.0=h77fa898_1\n",
+      "  - libgoogle-cloud=2.34.0=h2b5623c_0\n",
+      "  - libgoogle-cloud-storage=2.34.0=h0121fbd_0\n",
+      "  - libgrpc=1.67.1=h25350d4_1\n",
+      "  - libiconv=1.17=hd590300_2\n",
+      "  - libjpeg-turbo=3.0.0=hd590300_1\n",
+      "  - liblapack=3.9.0=28_h7ac8fdf_openblas\n",
+      "  - libllvm15=15.0.7=hb3ce162_4\n",
+      "  - liblzma=5.6.4=hb9d3cd8_0\n",
+      "  - liblzma-devel=5.6.4=hb9d3cd8_0\n",
+      "  - libnghttp2=1.64.0=h161d5f1_0\n",
+      "  - libnsl=2.0.1=hd590300_0\n",
+      "  - libopenblas=0.3.28=pthreads_h94d23a6_1\n",
+      "  - libopentelemetry-cpp=1.18.0=hfcad708_1\n",
+      "  - libopentelemetry-cpp-headers=1.18.0=ha770c72_1\n",
+      "  - libparquet=19.0.0=h081d1f1_8_cpu\n",
+      "  - libpng=1.6.46=h943b412_0\n",
+      "  - libprotobuf=5.28.3=h6128344_1\n",
+      "  - libre2-11=2024.07.02=hbbce691_2\n",
+      "  - libsqlite=3.48.0=hee588c1_1\n",
+      "  - libssh2=1.11.1=hf672d98_0\n",
+      "  - libstdcxx=14.2.0=hc0a3c3a_1\n",
+      "  - libstdcxx-ng=14.2.0=h4852527_1\n",
+      "  - libthrift=0.21.0=h0e7cc3e_0\n",
+      "  - libtiff=4.7.0=hd9ff511_3\n",
+      "  - libutf8proc=2.10.0=h4c51ac1_0\n",
+      "  - libuuid=2.38.1=h0b41bf4_0\n",
+      "  - libwebp-base=1.5.0=h851e524_0\n",
+      "  - libxcb=1.17.0=h8a09558_0\n",
+      "  - libxml2=2.13.5=h0d44e9d_1\n",
+      "  - libzlib=1.3.1=hb9d3cd8_2\n",
+      "  - llvmlite=0.44.0=py312h374181b_0\n",
+      "  - locket=1.0.0=pyhd8ed1ab_0\n",
+      "  - lz4=4.3.3=py312hf0f0c11_2\n",
+      "  - lz4-c=1.10.0=h5888daf_1\n",
+      "  - markupsafe=3.0.2=py312h178313f_1\n",
+      "  - matplotlib-inline=0.1.7=pyhd8ed1ab_1\n",
+      "  - msgpack-python=1.1.0=py312h68727a3_0\n",
+      "  - ncurses=6.5=h2d0b736_3\n",
+      "  - nlohmann_json=3.11.3=he02047a_1\n",
+      "  - numba=0.61.0=py312h2e6246c_1\n",
+      "  - numcodecs=0.15.0=py312hf9745cd_0\n",
+      "  - numpy=2.1.3=py312h58c1407_0\n",
+      "  - openjpeg=2.5.3=h5fbd93e_0\n",
+      "  - openssl=3.4.0=h7b32b05_1\n",
+      "  - orc=2.0.3=h12ee42a_2\n",
+      "  - packaging=24.2=pyhd8ed1ab_2\n",
+      "  - pandas=2.2.3=py312hf9745cd_1\n",
+      "  - parso=0.8.4=pyhd8ed1ab_1\n",
+      "  - partd=1.4.2=pyhd8ed1ab_0\n",
+      "  - pexpect=4.9.0=pyhd8ed1ab_1\n",
+      "  - pickleshare=0.7.5=pyhd8ed1ab_1004\n",
+      "  - pillow=11.1.0=py312h80c1187_0\n",
+      "  - pip=25.0.1=pyh8b19718_0\n",
+      "  - proj=9.5.1=h0054346_0\n",
+      "  - prometheus-cpp=1.3.0=ha5d0236_0\n",
+      "  - prompt-toolkit=3.0.50=pyha770c72_0\n",
+      "  - psutil=6.1.1=py312h66e93f0_0\n",
+      "  - pthread-stubs=0.4=hb9d3cd8_1002\n",
+      "  - ptyprocess=0.7.0=pyhd8ed1ab_1\n",
+      "  - pure_eval=0.2.3=pyhd8ed1ab_1\n",
+      "  - pyarrow=19.0.0=py312h7900ff3_0\n",
+      "  - pyarrow-core=19.0.0=py312h01725c0_0_cpu\n",
+      "  - pycparser=2.22=pyh29332c3_1\n",
+      "  - pygments=2.19.1=pyhd8ed1ab_0\n",
+      "  - pyproj=3.7.0=py312he630544_0\n",
+      "  - pysocks=1.7.1=pyha55dd90_7\n",
+      "  - python=3.12.0=hab00c5b_0_cpython\n",
+      "  - python-dateutil=2.9.0.post0=pyhff2d567_1\n",
+      "  - python-tzdata=2025.1=pyhd8ed1ab_0\n",
+      "  - python_abi=3.12=5_cp312\n",
+      "  - pytz=2024.1=pyhd8ed1ab_0\n",
+      "  - pyyaml=6.0.2=py312h178313f_2\n",
+      "  - re2=2024.07.02=h9925aae_2\n",
+      "  - readline=8.2=h8228510_1\n",
+      "  - s2n=1.5.11=h072c03f_0\n",
+      "  - setuptools=75.8.0=pyhff2d567_0\n",
+      "  - six=1.17.0=pyhd8ed1ab_0\n",
+      "  - snappy=1.2.1=h8bd8927_1\n",
+      "  - sortedcontainers=2.4.0=pyhd8ed1ab_1\n",
+      "  - sqlite=3.48.0=h9eae976_1\n",
+      "  - stack_data=0.6.3=pyhd8ed1ab_1\n",
+      "  - tblib=3.0.0=pyhd8ed1ab_1\n",
+      "  - tk=8.6.13=noxft_h4845f30_101\n",
+      "  - toolz=1.0.0=pyhd8ed1ab_1\n",
+      "  - tornado=6.4.2=py312h66e93f0_0\n",
+      "  - traitlets=5.14.3=pyhd8ed1ab_1\n",
+      "  - typing_extensions=4.12.2=pyha770c72_1\n",
+      "  - tzdata=2025a=h78e105d_0\n",
+      "  - urllib3=2.3.0=pyhd8ed1ab_0\n",
+      "  - wcwidth=0.2.13=pyhd8ed1ab_1\n",
+      "  - wheel=0.45.1=pyhd8ed1ab_1\n",
+      "  - wrapt=1.17.2=py312h66e93f0_0\n",
+      "  - xarray=2025.1.2=pyhd8ed1ab_0\n",
+      "  - xgrads=0.2.6=pyhd8ed1ab_1\n",
+      "  - xorg-libxau=1.0.12=hb9d3cd8_0\n",
+      "  - xorg-libxdmcp=1.1.5=hb9d3cd8_0\n",
+      "  - xyzservices=2025.1.0=pyhd8ed1ab_0\n",
+      "  - xz=5.6.4=hbcc6ac9_0\n",
+      "  - xz-gpl-tools=5.6.4=hbcc6ac9_0\n",
+      "  - xz-tools=5.6.4=hb9d3cd8_0\n",
+      "  - yaml=0.2.5=h7f98852_2\n",
+      "  - zarr=3.0.2=pyhd8ed1ab_0\n",
+      "  - zict=3.0.0=pyhd8ed1ab_1\n",
+      "  - zipp=3.21.0=pyhd8ed1ab_1\n",
+      "  - zlib=1.3.1=hb9d3cd8_2\n",
+      "  - zstandard=0.23.0=py312hef9b889_1\n",
+      "  - zstd=1.5.6=ha6fb4c9_0\n",
+      "\n",
+      "prefix: \"/jetfs/home/yourusername/micromamba/envs/modern\"\n"
      ]
     }
    ],
@@ -198,12 +533,14 @@
     "\n",
     "With that file you will be able to rebuild this environment at anytime.\n",
     "\n",
+    "## Backup with pip\n",
+    "\n",
     "If you want to use `pip` later to restore your environment, you can use\n",
     "```bash\n",
     "./envs/test/bin/pip list format=freeze > requirements.txt\n",
     "```\n",
     "\n",
-    "However, this is quite different from conda. You need to have the **correct version of python** available otherwise you can not restore the environment."
+    "However, this is quite different from conda/micromamba. You need to have the **correct version of python** available otherwise you can not restore the environment."
    ]
   },
   {
@@ -213,136 +550,262 @@
    "source": [
     "## Restore\n",
     "\n",
-    "Maybe you get a environment file from a colleague or it's your backup, there are ways to restore your environment.\n",
-    "\n",
-    "Please note that conda is slow and resolving dependencies can be slow."
+    "Maybe you get a environment file from a colleague or it's your backup, there are ways to restore your environment."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 7,
    "id": "04145eb1-b368-405e-898c-1694f485b57c",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Collecting package metadata (repodata.json): done\n",
-      "Solving environment: done\n",
-      "\n",
-      "\n",
-      "==> WARNING: A newer version of conda exists. <==\n",
-      "  current version: 4.8.3\n",
-      "  latest version: 4.10.3\n",
-      "\n",
-      "Please update conda by running\n",
-      "\n",
-      "    $ conda update -n base -c defaults conda\n",
-      "\n",
-      "\n",
-      "Preparing transaction: done\n",
-      "Verifying transaction: done\n",
-      "Executing transaction: done\n",
-      "#\n",
-      "# To activate this environment, use\n",
-      "#\n",
-      "#     $ conda activate /home/spack/envs/restore\n",
-      "#\n",
-      "# To deactivate an active environment, use\n",
-      "#\n",
-      "#     $ conda deactivate\n",
-      "\n"
-     ]
-    }
-   ],
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
    "source": [
     "# Create the environment in a special path\n",
-    "!conda env create -p /home/spack/envs/restore -f environment.yaml"
+    "# -y yes to questions\n",
+    "# -q quiet\n",
+    "!micromamba env create -y -q -n modern2 -f environment.yaml\n",
+    "# this can take some time to finish."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 8,
    "id": "72e85fe7-ed74-4f1c-974b-b328533b52a0",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "# conda environments:\n",
-      "#\n",
-      "                         /home/spack-root/opt/spack/linux-centos8-skylake_avx512/gcc-8.3.1/anaconda3-2020.07-l2bohj4adsd6r2oweeytdzrgqmjl64lt\n",
-      "                         /home/spack-root/opt/spack/linux-centos8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-5qezliv3bkrc63cv2zk2lyh3xioozd45\n",
-      "                         /home/spack-root/opt/spack/linux-centos8-skylake_avx512/gcc-8.3.1/miniconda3-4.9.2-htox4jjktvvm7b4d3rfwpwpwa4i2kkhk\n",
-      "                         /home/spack/envs/restore\n",
-      "                         /home/spack/envs/test\n",
-      "                         /home/swd/anaconda3\n",
-      "                         /home/swd/manual/intelpython/intelpython/latest\n",
-      "                         /home/swd/manual/intelpython/intelpython/latest/envs/2021.4.0\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda2-2019.10-eaw5h5kknfwa3bsjnjhqfhytzfxgd3nf\n",
-      "base                  *  /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.07-4onhdcbnvyvwfdxxbelrplxjihjsknex\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2020.11-v46okvjlotnor7yrmpqnbn63xt3a2qyq\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/anaconda3-2021.05-hrg2ocjseksc4af3osaiipzu433xctef\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/miniconda2-4.7.12.1-3r6cvxekrhf32f6tdeout3aq7xxsgjit\n",
-      "                         /home/swd/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.4.1/miniconda3-4.10.3-l23y36yispi4ue5w7mhyc4mllio4ylfm\n",
-      "\n"
+      "  Name     Active  Path                                                                                                            \n",
+      "─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
+      "  base     *       /jetfs/home/yourusername/micromamba                                                                                \n",
+      "  modern           /jetfs/home/yourusername/micromamba/envs/modern                                                                    \n",
+      "  modern2          /jetfs/home/yourusername/micromamba/envs/modern2                                                                   \n",
+      "                   /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/anaconda2-2019.10-5pou6jiel7heivyyjwlgwcyltniipjlp  \n",
+      "                   /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/anaconda3-2019.10-tmy5mgp3gzy7uqkouhm33gfyp3p3xpsu  \n",
+      "                   /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/anaconda3-2020.07-weugqkfkxd6zmn2irm7lpmujzczwebiw  \n",
+      "                   /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda2-4.7.12.1-zduqggvbh63zrdghrlty4ncwiclobaja\n",
+      "                   /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv   \n"
      ]
     }
    ],
    "source": [
-    "!conda env list"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1ffa23fe-1b8c-45af-9547-6295edcec219",
-   "metadata": {},
-   "source": [
-    "Please note that we have another environment like this, called restore:\n",
-    "`/home/spack/envs/restore`"
+    "!micromamba env list"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 9,
    "id": "45e09ec6-6670-4dc0-bef1-3dcc1e6504ec",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "# packages in environment at /home/spack/envs/restore:\n",
-      "#\n",
-      "# Name                    Version                   Build  Channel\n",
-      "_libgcc_mutex             0.1                        main  \n",
-      "_openmp_mutex             4.5                       1_gnu  \n",
-      "ca-certificates           2021.9.30            h06a4308_1  \n",
-      "certifi                   2021.10.8        py39h06a4308_0  \n",
-      "ld_impl_linux-64          2.35.1               h7274673_9  \n",
-      "libffi                    3.3                  he6710b0_2  \n",
-      "libgcc-ng                 9.3.0               h5101ec6_17  \n",
-      "libgomp                   9.3.0               h5101ec6_17  \n",
-      "libstdcxx-ng              9.3.0               hd4cf53a_17  \n",
-      "ncurses                   6.2                  he6710b0_1  \n",
-      "openssl                   1.1.1l               h7f8727e_0  \n",
-      "pip                       21.2.4           py39h06a4308_0  \n",
-      "python                    3.9.7                h12debd9_1  \n",
-      "readline                  8.1                  h27cfd23_0  \n",
-      "setuptools                58.0.4           py39h06a4308_0  \n",
-      "sqlite                    3.36.0               hc218d9a_0  \n",
-      "tk                        8.6.11               h1ccaba5_0  \n",
-      "tzdata                    2021a                h5d7bf9c_0  \n",
-      "wheel                     0.37.0             pyhd3eb1b0_1  \n",
-      "xz                        5.2.5                h7b6447c_0  \n",
-      "zlib                      1.2.11               h7b6447c_3  \n"
+      "List of packages in environment: \"/jetfs/home/yourusername/micromamba/envs/modern2\"\n",
+      "\n",
+      "  Name                              Version       Build                 Channel    \n",
+      "─────────────────────────────────────────────────────────────────────────────────────\n",
+      "  \u001b[1m\u001b[34m_libgcc_mutex                   \u001b[0m  0.1           conda_forge           conda-forge\n",
+      "  \u001b[1m\u001b[34m_openmp_mutex                   \u001b[0m  4.5           2_gnu                 conda-forge\n",
+      "  \u001b[1m\u001b[34masttokens                       \u001b[0m  3.0.0         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-auth                      \u001b[0m  0.8.1         h205f482_0            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-cal                       \u001b[0m  0.8.1         h1a47875_3            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-common                    \u001b[0m  0.10.6        hb9d3cd8_0            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-compression               \u001b[0m  0.3.0         h4e1184b_5            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-event-stream              \u001b[0m  0.5.0         h7959bf6_11           conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-http                      \u001b[0m  0.9.2         hefd7a92_4            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-io                        \u001b[0m  0.15.3        h173a860_6            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-mqtt                      \u001b[0m  0.11.0        h11f4f37_12           conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-s3                        \u001b[0m  0.7.9         he1b24dc_1            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-c-sdkutils                  \u001b[0m  0.2.2         h4e1184b_0            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-checksums                   \u001b[0m  0.2.2         h4e1184b_4            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-crt-cpp                     \u001b[0m  0.29.9        he0e7f3f_2            conda-forge\n",
+      "  \u001b[1m\u001b[34maws-sdk-cpp                     \u001b[0m  1.11.489      h4d475cb_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mazure-core-cpp                  \u001b[0m  1.14.0        h5cfcd09_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mazure-identity-cpp              \u001b[0m  1.10.0        h113e628_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mazure-storage-blobs-cpp         \u001b[0m  12.13.0       h3cf044e_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mazure-storage-common-cpp        \u001b[0m  12.8.0        h736e048_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mazure-storage-files-datalake-cpp\u001b[0m  12.12.0       ha633028_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mbokeh                           \u001b[0m  3.6.3         pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mbrotli-python                   \u001b[0m  1.1.0         py312h2ec8cdc_2       conda-forge\n",
+      "  \u001b[1m\u001b[34mbzip2                           \u001b[0m  1.0.8         h4bc722e_7            conda-forge\n",
+      "  \u001b[1m\u001b[34mc-ares                          \u001b[0m  1.34.4        hb9d3cd8_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mca-certificates                 \u001b[0m  2025.1.31     hbcca054_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mcertifi                         \u001b[0m  2024.12.14    pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mcffi                            \u001b[0m  1.17.1        py312h06ac9bb_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mclick                           \u001b[0m  8.1.8         pyh707e725_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mcloudpickle                     \u001b[0m  3.1.1         pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mcontourpy                       \u001b[0m  1.3.1         py312h68727a3_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mcrc32c                          \u001b[0m  2.7.1         py312h66e93f0_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mcytoolz                         \u001b[0m  1.0.1         py312h66e93f0_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mdask                            \u001b[0m  2025.1.0      pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mdask-core                       \u001b[0m  2025.1.0      pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mdecorator                       \u001b[0m  5.1.1         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mdeprecated                      \u001b[0m  1.2.18        pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mdistributed                     \u001b[0m  2025.1.0      pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mdonfig                          \u001b[0m  0.8.1.post1   pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mexceptiongroup                  \u001b[0m  1.2.2         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mexecuting                       \u001b[0m  2.1.0         pyhd8ed1ab_1          conda-forge\n",
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+      "  \u001b[1m\u001b[34mlibllvm15                       \u001b[0m  15.0.7        hb3ce162_4            conda-forge\n",
+      "  \u001b[1m\u001b[34mliblzma                         \u001b[0m  5.6.4         hb9d3cd8_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mliblzma-devel                   \u001b[0m  5.6.4         hb9d3cd8_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibnghttp2                      \u001b[0m  1.64.0        h161d5f1_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibnsl                          \u001b[0m  2.0.1         hd590300_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibopenblas                     \u001b[0m  0.3.28        pthreads_h94d23a6_1   conda-forge\n",
+      "  \u001b[1m\u001b[34mlibopentelemetry-cpp            \u001b[0m  1.18.0        hfcad708_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibopentelemetry-cpp-headers    \u001b[0m  1.18.0        ha770c72_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibparquet                      \u001b[0m  19.0.0        h081d1f1_8_cpu        conda-forge\n",
+      "  \u001b[1m\u001b[34mlibpng                          \u001b[0m  1.6.46        h943b412_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibprotobuf                     \u001b[0m  5.28.3        h6128344_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibre2-11                       \u001b[0m  2024.07.02    hbbce691_2            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibsqlite                       \u001b[0m  3.48.0        hee588c1_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibssh2                         \u001b[0m  1.11.1        hf672d98_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibstdcxx                       \u001b[0m  14.2.0        hc0a3c3a_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibstdcxx-ng                    \u001b[0m  14.2.0        h4852527_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibthrift                       \u001b[0m  0.21.0        h0e7cc3e_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibtiff                         \u001b[0m  4.7.0         hd9ff511_3            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibutf8proc                     \u001b[0m  2.10.0        h4c51ac1_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibuuid                         \u001b[0m  2.38.1        h0b41bf4_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibwebp-base                    \u001b[0m  1.5.0         h851e524_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibxcb                          \u001b[0m  1.17.0        h8a09558_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibxml2                         \u001b[0m  2.13.5        h0d44e9d_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mlibzlib                         \u001b[0m  1.3.1         hb9d3cd8_2            conda-forge\n",
+      "  \u001b[1m\u001b[34mllvmlite                        \u001b[0m  0.44.0        py312h374181b_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mlocket                          \u001b[0m  1.0.0         pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mlz4                             \u001b[0m  4.3.3         py312hf0f0c11_2       conda-forge\n",
+      "  \u001b[1m\u001b[34mlz4-c                           \u001b[0m  1.10.0        h5888daf_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mmarkupsafe                      \u001b[0m  3.0.2         py312h178313f_1       conda-forge\n",
+      "  \u001b[1m\u001b[34mmatplotlib-inline               \u001b[0m  0.1.7         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mmsgpack-python                  \u001b[0m  1.1.0         py312h68727a3_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mncurses                         \u001b[0m  6.5           h2d0b736_3            conda-forge\n",
+      "  \u001b[1m\u001b[34mnlohmann_json                   \u001b[0m  3.11.3        he02047a_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mnumba                           \u001b[0m  0.61.0        py312h2e6246c_1       conda-forge\n",
+      "  \u001b[1m\u001b[34mnumcodecs                       \u001b[0m  0.15.0        py312hf9745cd_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mnumpy                           \u001b[0m  2.1.3         py312h58c1407_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mopenjpeg                        \u001b[0m  2.5.3         h5fbd93e_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mopenssl                         \u001b[0m  3.4.0         h7b32b05_1            conda-forge\n",
+      "  \u001b[1m\u001b[34morc                             \u001b[0m  2.0.3         h12ee42a_2            conda-forge\n",
+      "  \u001b[1m\u001b[34mpackaging                       \u001b[0m  24.2          pyhd8ed1ab_2          conda-forge\n",
+      "  \u001b[1m\u001b[34mpandas                          \u001b[0m  2.2.3         py312hf9745cd_1       conda-forge\n",
+      "  \u001b[1m\u001b[34mparso                           \u001b[0m  0.8.4         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mpartd                           \u001b[0m  1.4.2         pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mpexpect                         \u001b[0m  4.9.0         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mpickleshare                     \u001b[0m  0.7.5         pyhd8ed1ab_1004       conda-forge\n",
+      "  \u001b[1m\u001b[34mpillow                          \u001b[0m  11.1.0        py312h80c1187_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mpip                             \u001b[0m  25.0.1        pyh8b19718_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mproj                            \u001b[0m  9.5.1         h0054346_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mprometheus-cpp                  \u001b[0m  1.3.0         ha5d0236_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mprompt-toolkit                  \u001b[0m  3.0.50        pyha770c72_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mpsutil                          \u001b[0m  6.1.1         py312h66e93f0_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mpthread-stubs                   \u001b[0m  0.4           hb9d3cd8_1002         conda-forge\n",
+      "  \u001b[1m\u001b[34mptyprocess                      \u001b[0m  0.7.0         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mpure_eval                       \u001b[0m  0.2.3         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mpyarrow                         \u001b[0m  19.0.0        py312h7900ff3_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mpyarrow-core                    \u001b[0m  19.0.0        py312h01725c0_0_cpu   conda-forge\n",
+      "  \u001b[1m\u001b[34mpycparser                       \u001b[0m  2.22          pyh29332c3_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mpygments                        \u001b[0m  2.19.1        pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mpyproj                          \u001b[0m  3.7.0         py312he630544_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mpysocks                         \u001b[0m  1.7.1         pyha55dd90_7          conda-forge\n",
+      "  \u001b[1m\u001b[34mpython                          \u001b[0m  3.12.0        hab00c5b_0_cpython    conda-forge\n",
+      "  \u001b[1m\u001b[34mpython-dateutil                 \u001b[0m  2.9.0.post0   pyhff2d567_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mpython-tzdata                   \u001b[0m  2025.1        pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mpython_abi                      \u001b[0m  3.12          5_cp312               conda-forge\n",
+      "  \u001b[1m\u001b[34mpytz                            \u001b[0m  2024.1        pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mpyyaml                          \u001b[0m  6.0.2         py312h178313f_2       conda-forge\n",
+      "  \u001b[1m\u001b[34mre2                             \u001b[0m  2024.07.02    h9925aae_2            conda-forge\n",
+      "  \u001b[1m\u001b[34mreadline                        \u001b[0m  8.2           h8228510_1            conda-forge\n",
+      "  \u001b[1m\u001b[34ms2n                             \u001b[0m  1.5.11        h072c03f_0            conda-forge\n",
+      "  \u001b[1m\u001b[34msetuptools                      \u001b[0m  75.8.0        pyhff2d567_0          conda-forge\n",
+      "  \u001b[1m\u001b[34msix                             \u001b[0m  1.17.0        pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34msnappy                          \u001b[0m  1.2.1         h8bd8927_1            conda-forge\n",
+      "  \u001b[1m\u001b[34msortedcontainers                \u001b[0m  2.4.0         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34msqlite                          \u001b[0m  3.48.0        h9eae976_1            conda-forge\n",
+      "  \u001b[1m\u001b[34mstack_data                      \u001b[0m  0.6.3         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mtblib                           \u001b[0m  3.0.0         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mtk                              \u001b[0m  8.6.13        noxft_h4845f30_101    conda-forge\n",
+      "  \u001b[1m\u001b[34mtoolz                           \u001b[0m  1.0.0         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mtornado                         \u001b[0m  6.4.2         py312h66e93f0_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mtraitlets                       \u001b[0m  5.14.3        pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mtyping_extensions               \u001b[0m  4.12.2        pyha770c72_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mtzdata                          \u001b[0m  2025a         h78e105d_0            conda-forge\n",
+      "  \u001b[1m\u001b[34murllib3                         \u001b[0m  2.3.0         pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mwcwidth                         \u001b[0m  0.2.13        pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mwheel                           \u001b[0m  0.45.1        pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mwrapt                           \u001b[0m  1.17.2        py312h66e93f0_0       conda-forge\n",
+      "  \u001b[1m\u001b[34mxarray                          \u001b[0m  2025.1.2      pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mxgrads                          \u001b[0m  0.2.6         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mxorg-libxau                     \u001b[0m  1.0.12        hb9d3cd8_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mxorg-libxdmcp                   \u001b[0m  1.1.5         hb9d3cd8_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mxyzservices                     \u001b[0m  2025.1.0      pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mxz                              \u001b[0m  5.6.4         hbcc6ac9_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mxz-gpl-tools                    \u001b[0m  5.6.4         hbcc6ac9_0            conda-forge\n",
+      "  \u001b[1m\u001b[34mxz-tools                        \u001b[0m  5.6.4         hb9d3cd8_0            conda-forge\n",
+      "  \u001b[1m\u001b[34myaml                            \u001b[0m  0.2.5         h7f98852_2            conda-forge\n",
+      "  \u001b[1m\u001b[34mzarr                            \u001b[0m  3.0.2         pyhd8ed1ab_0          conda-forge\n",
+      "  \u001b[1m\u001b[34mzict                            \u001b[0m  3.0.0         pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mzipp                            \u001b[0m  3.21.0        pyhd8ed1ab_1          conda-forge\n",
+      "  \u001b[1m\u001b[34mzlib                            \u001b[0m  1.3.1         hb9d3cd8_2            conda-forge\n",
+      "  \u001b[1m\u001b[34mzstandard                       \u001b[0m  0.23.0        py312hef9b889_1       conda-forge\n",
+      "  \u001b[1m\u001b[34mzstd                            \u001b[0m  1.5.6         ha6fb4c9_0            conda-forge\n"
      ]
     }
    ],
    "source": [
-    "!conda list -p /home/spack/envs/restore"
+    "!micromamba list -n modern2"
    ]
   },
   {
@@ -350,7 +813,10 @@
    "id": "3c241577-5e41-40d8-9b3e-fd8874118d20",
    "metadata": {},
    "source": [
+    "## Restore with pip\n",
+    "\n",
     "When you want to use pip to restore the environment:\n",
+    "\n",
     "```bash\n",
     "# create a virtual environment\n",
     "python3 -m venv env\n",
@@ -378,7 +844,7 @@
    "source": [
     "There are three things you need:\n",
     "- name\n",
-    "- channels (mostly conda-forge and defaults)\n",
+    "- channels (mostly conda-forge)\n",
     "- dependencies (packages)\n",
     "\n",
     "An example yaml file\n",
@@ -387,7 +853,6 @@
     "name: selfdesigned\n",
     "channels:\n",
     "- conda-forge\n",
-    "- defaults\n",
     "dependencies:\n",
     "- numpy\n",
     "- pandas\n",
@@ -401,15 +866,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 12,
    "id": "fe80dc6b-aa2a-40d2-b73e-67acf5b487c2",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Writing design.yaml\n"
+      "Overwriting design.yaml\n"
      ]
     }
    ],
@@ -418,7 +885,6 @@
     "name: selfdesigned\n",
     "channels:\n",
     "- conda-forge\n",
-    "- defaults\n",
     "dependencies:\n",
     "- numpy\n",
     "- pandas\n",
@@ -429,190 +895,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 13,
    "id": "3d821016-50d6-4696-ac47-06755d57e990",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Warning: you have pip-installed dependencies in your environment file, but you do not list pip itself as one of your conda dependencies.  Conda may not use the correct pip to install your packages, and they may end up in the wrong place.  Please add an explicit pip dependency.  I'm adding one for you, but still nagging you.\n",
-      "Collecting package metadata (repodata.json): done\n",
-      "Solving environment: done\n",
-      "\n",
-      "\n",
-      "==> WARNING: A newer version of conda exists. <==\n",
-      "  current version: 4.8.3\n",
-      "  latest version: 4.10.3\n",
-      "\n",
-      "Please update conda by running\n",
-      "\n",
-      "    $ conda update -n base -c defaults conda\n",
-      "\n",
-      "\n",
-      "\n",
-      "Downloading and Extracting Packages\n",
-      "pandas-1.3.3         | 13.0 MB   | ##################################### | 100% \n",
-      "numpy-1.21.2         | 6.2 MB    | ##################################### | 100% \n",
-      "ncurses-6.2          | 985 KB    | ##################################### | 100% \n",
-      "libcblas-3.9.0       | 11 KB     | ##################################### | 100% \n",
-      "pytz-2021.3          | 242 KB    | ##################################### | 100% \n",
-      "ld_impl_linux-64-2.3 | 667 KB    | ##################################### | 100% \n",
-      "_libgcc_mutex-0.1    | 3 KB      | ##################################### | 100% \n",
-      "sqlite-3.36.0        | 1.4 MB    | ##################################### | 100% \n",
-      "tk-8.6.11            | 3.3 MB    | ##################################### | 100% \n",
-      "pip-21.3             | 1.2 MB    | ##################################### | 100% \n",
-      "libblas-3.9.0        | 12 KB     | ##################################### | 100% \n",
-      "python_abi-3.9       | 4 KB      | ##################################### | 100% \n",
-      "python-3.9.7         | 27.5 MB   | ##################################### | 100% \n",
-      "tzdata-2021c         | 120 KB    | ##################################### | 100% \n",
-      "wheel-0.37.0         | 31 KB     | ##################################### | 100% \n",
-      "libgfortran5-11.2.0  | 1.7 MB    | ##################################### | 100% \n",
-      "zlib-1.2.11          | 86 KB     | ##################################### | 100% \n",
-      "libopenblas-0.3.17   | 9.2 MB    | ##################################### | 100% \n",
-      "libstdcxx-ng-11.2.0  | 4.2 MB    | ##################################### | 100% \n",
-      "libgfortran-ng-11.2. | 19 KB     | ##################################### | 100% \n",
-      "_openmp_mutex-4.5    | 22 KB     | ##################################### | 100% \n",
-      "six-1.16.0           | 14 KB     | ##################################### | 100% \n",
-      "libffi-3.4.2         | 57 KB     | ##################################### | 100% \n",
-      "python-dateutil-2.8. | 240 KB    | ##################################### | 100% \n",
-      "ca-certificates-2021 | 139 KB    | ##################################### | 100% \n",
-      "libgcc-ng-11.2.0     | 887 KB    | ##################################### | 100% \n",
-      "xz-5.2.5             | 343 KB    | ##################################### | 100% \n",
-      "libzlib-1.2.11       | 59 KB     | ##################################### | 100% \n",
-      "xarray-0.19.0        | 614 KB    | ##################################### | 100% \n",
-      "setuptools-58.2.0    | 1011 KB   | ##################################### | 100% \n",
-      "openssl-3.0.0        | 2.9 MB    | ##################################### | 100% \n",
-      "readline-8.1         | 295 KB    | ##################################### | 100% \n",
-      "libgomp-11.2.0       | 427 KB    | ##################################### | 100% \n",
-      "liblapack-3.9.0      | 11 KB     | ##################################### | 100% \n",
-      "Preparing transaction: done\n",
-      "Verifying transaction: done\n",
-      "Executing transaction: done\n",
-      "Ran pip subprocess with arguments:\n",
-      "['/home/spack/envs/design/bin/python', '-m', 'pip', 'install', '-U', '-r', '/home/spack/computer-resources/Python/condaenv.wjxlpjet.requirements.txt']\n",
-      "Pip subprocess output:\n",
-      "Collecting metpy\n",
-      "  Using cached MetPy-1.1.0-py3-none-any.whl (361 kB)\n",
-      "Collecting pooch>=0.1\n",
-      "  Using cached pooch-1.5.2-py3-none-any.whl (57 kB)\n",
-      "Collecting scipy>=1.2.0\n",
-      "  Downloading scipy-1.7.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl (28.5 MB)\n",
-      "Collecting pint>=0.10.1\n",
-      "  Using cached Pint-0.17-py2.py3-none-any.whl (204 kB)\n",
-      "Requirement already satisfied: pandas>=0.24.0 in /home/spack/envs/design/lib/python3.9/site-packages (from metpy->-r /home/spack/computer-resources/Python/condaenv.wjxlpjet.requirements.txt (line 1)) (1.3.3)\n",
-      "Requirement already satisfied: numpy>=1.17.0 in /home/spack/envs/design/lib/python3.9/site-packages (from metpy->-r /home/spack/computer-resources/Python/condaenv.wjxlpjet.requirements.txt (line 1)) (1.21.2)\n",
-      "Collecting matplotlib>=3.0.1\n",
-      "  Downloading matplotlib-3.4.3-cp39-cp39-manylinux1_x86_64.whl (10.3 MB)\n",
-      "Requirement already satisfied: xarray>=0.14.1 in /home/spack/envs/design/lib/python3.9/site-packages (from metpy->-r /home/spack/computer-resources/Python/condaenv.wjxlpjet.requirements.txt (line 1)) (0.19.0)\n",
-      "Collecting traitlets>=4.3.0\n",
-      "  Downloading traitlets-5.1.0-py3-none-any.whl (101 kB)\n",
-      "Collecting pyproj>=2.3.0\n",
-      "  Downloading pyproj-3.2.1-cp39-cp39-manylinux2010_x86_64.whl (6.3 MB)\n",
-      "Collecting pyparsing>=2.2.1\n",
-      "  Using cached pyparsing-2.4.7-py2.py3-none-any.whl (67 kB)\n",
-      "Collecting kiwisolver>=1.0.1\n",
-      "  Downloading kiwisolver-1.3.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (1.6 MB)\n",
-      "Collecting pillow>=6.2.0\n",
-      "  Downloading Pillow-8.3.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.0 MB)\n",
-      "Requirement already satisfied: python-dateutil>=2.7 in /home/spack/envs/design/lib/python3.9/site-packages (from matplotlib>=3.0.1->metpy->-r /home/spack/computer-resources/Python/condaenv.wjxlpjet.requirements.txt (line 1)) (2.8.2)\n",
-      "Collecting cycler>=0.10\n",
-      "  Downloading cycler-0.10.0-py2.py3-none-any.whl (6.5 kB)\n",
-      "Requirement already satisfied: pytz>=2017.3 in /home/spack/envs/design/lib/python3.9/site-packages (from pandas>=0.24.0->metpy->-r /home/spack/computer-resources/Python/condaenv.wjxlpjet.requirements.txt (line 1)) (2021.3)\n",
-      "Collecting packaging\n",
-      "  Using cached packaging-21.0-py3-none-any.whl (40 kB)\n",
-      "Collecting appdirs\n",
-      "  Using cached appdirs-1.4.4-py2.py3-none-any.whl (9.6 kB)\n",
-      "Collecting requests\n",
-      "  Downloading requests-2.26.0-py2.py3-none-any.whl (62 kB)\n",
-      "Collecting certifi\n",
-      "  Downloading certifi-2021.10.8-py2.py3-none-any.whl (149 kB)\n",
-      "Requirement already satisfied: setuptools>=40.4 in /home/spack/envs/design/lib/python3.9/site-packages (from xarray>=0.14.1->metpy->-r /home/spack/computer-resources/Python/condaenv.wjxlpjet.requirements.txt (line 1)) (58.2.0)\n",
-      "Requirement already satisfied: six in /home/spack/envs/design/lib/python3.9/site-packages (from cycler>=0.10->matplotlib>=3.0.1->metpy->-r /home/spack/computer-resources/Python/condaenv.wjxlpjet.requirements.txt (line 1)) (1.16.0)\n",
-      "Collecting idna<4,>=2.5\n",
-      "  Downloading idna-3.3-py3-none-any.whl (61 kB)\n",
-      "Collecting charset-normalizer~=2.0.0\n",
-      "  Downloading charset_normalizer-2.0.7-py3-none-any.whl (38 kB)\n",
-      "Collecting urllib3<1.27,>=1.21.1\n",
-      "  Downloading urllib3-1.26.7-py2.py3-none-any.whl (138 kB)\n",
-      "Installing collected packages: urllib3, pyparsing, idna, charset-normalizer, certifi, requests, pillow, packaging, kiwisolver, cycler, appdirs, traitlets, scipy, pyproj, pooch, pint, matplotlib, metpy\n",
-      "Successfully installed appdirs-1.4.4 certifi-2021.10.8 charset-normalizer-2.0.7 cycler-0.10.0 idna-3.3 kiwisolver-1.3.2 matplotlib-3.4.3 metpy-1.1.0 packaging-21.0 pillow-8.3.2 pint-0.17 pooch-1.5.2 pyparsing-2.4.7 pyproj-3.2.1 requests-2.26.0 scipy-1.7.1 traitlets-5.1.0 urllib3-1.26.7\n",
-      "\n",
-      "#\n",
-      "# To activate this environment, use\n",
-      "#\n",
-      "#     $ conda activate /home/spack/envs/design\n",
-      "#\n",
-      "# To deactivate an active environment, use\n",
-      "#\n",
-      "#     $ conda deactivate\n",
-      "\n"
+      "\u001b[33m\u001b[1mwarning  libmamba\u001b[m You are using 'pip' as an additional package manager.\n",
+      "    Be aware that packages installed with 'pip' are managed independently from 'conda-forge' channel.\n"
      ]
     }
    ],
    "source": [
-    "!conda env create -f design.yaml -p /home/spack/envs/design"
+    "!micromamba env create -q -y -f design.yaml -n selfdesigned"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "c1d727e8-a97f-4809-b695-d10be49e1b4a",
-   "metadata": {},
+   "execution_count": 14,
+   "id": "75e73b88-3917-4dd4-8e8c-a03070e40b8d",
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Package            Version\n",
-      "------------------ ---------\n",
-      "appdirs            1.4.4\n",
-      "certifi            2021.10.8\n",
-      "charset-normalizer 2.0.7\n",
-      "cycler             0.10.0\n",
-      "idna               3.3\n",
-      "kiwisolver         1.3.2\n",
-      "matplotlib         3.4.3\n",
-      "MetPy              1.1.0\n",
-      "numpy              1.21.2\n",
-      "packaging          21.0\n",
-      "pandas             1.3.3\n",
-      "Pillow             8.3.2\n",
-      "Pint               0.17\n",
-      "pip                21.3\n",
-      "pooch              1.5.2\n",
-      "pyparsing          2.4.7\n",
-      "pyproj             3.2.1\n",
-      "python-dateutil    2.8.2\n",
-      "pytz               2021.3\n",
-      "requests           2.26.0\n",
-      "scipy              1.7.1\n",
-      "setuptools         58.2.0\n",
-      "six                1.16.0\n",
-      "traitlets          5.1.0\n",
-      "urllib3            1.26.7\n",
-      "wheel              0.37.0\n",
-      "xarray             0.19.0\n"
+      "  Name          Active  Path                                                                                                            \n",
+      "──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
+      "  base          *       /jetfs/home/yourusername/micromamba                                                                                \n",
+      "  modern                /jetfs/home/yourusername/micromamba/envs/modern                                                                    \n",
+      "  modern2               /jetfs/home/yourusername/micromamba/envs/modern2                                                                   \n",
+      "  selfdesigned          /jetfs/home/yourusername/micromamba/envs/selfdesigned                                                              \n",
+      "                        /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/anaconda2-2019.10-5pou6jiel7heivyyjwlgwcyltniipjlp  \n",
+      "                        /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/anaconda3-2019.10-tmy5mgp3gzy7uqkouhm33gfyp3p3xpsu  \n",
+      "                        /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/anaconda3-2020.07-weugqkfkxd6zmn2irm7lpmujzczwebiw  \n",
+      "                        /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda2-4.7.12.1-zduqggvbh63zrdghrlty4ncwiclobaja\n",
+      "                        /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv   \n"
      ]
     }
    ],
    "source": [
-    "!/home/spack/envs/design/bin/pip list"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "21a756ab-392b-4238-9272-5494fd8730c8",
-   "metadata": {},
-   "source": [
-    "FIN"
+    "!micromamba env list"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Miniconda3 (4.10.3) - 3.9.5",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -626,7 +961,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.5"
+   "version": "3.9.0"
   }
  },
  "nbformat": 4,
diff --git a/Python/QA-011-Reading-ODB.ipynb b/Python/QA-011-Reading-ODB.ipynb
index 1742cc2542f11836f50c0c0db16eb35cbcc8f516..074b8944e93b6df36d29c09fefa3b0a4ed6bde22 100644
--- a/Python/QA-011-Reading-ODB.ipynb
+++ b/Python/QA-011-Reading-ODB.ipynb
@@ -145,7 +145,7 @@
       "Building wheels for collected packages: pyodc\n",
       "  Building wheel for pyodc (pyproject.toml) ... \u001b[?25ldone\n",
       "\u001b[?25h  Created wheel for pyodc: filename=pyodc-1.3.0-py3-none-any.whl size=29866 sha256=a9e092f59bbe53178efcf5a95a88e4682068f9bb36e4113b529d6615fc9ce488\n",
-      "  Stored in directory: /mnt/users/staff/mblaschek/.cache/pip/wheels/9a/08/f0/7fde07980857fb4bec365d72c929d91d7a512c903ae6847e1c\n",
+      "  Stored in directory: /mnt/users/staff/yourusername/.cache/pip/wheels/9a/08/f0/7fde07980857fb4bec365d72c929d91d7a512c903ae6847e1c\n",
       "Successfully built pyodc\n",
       "Installing collected packages: pyodc\n",
       "Successfully installed pyodc-1.3.0\n"
@@ -793,9 +793,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "nwp 2023.1 - 3.10",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "name": "nwp2023.1"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -807,7 +807,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.9"
+   "version": "3.9.0"
   }
  },
  "nbformat": 4,
diff --git a/Python/QA-012-Mars-Requests.ipynb b/Python/QA-012-Mars-Requests.ipynb
index 949d1db28e46202a925f844ddfe77dcc3705e4f5..be0f96bb81374131ca83873ec899d829c9a6583a 100644
--- a/Python/QA-012-Mars-Requests.ipynb
+++ b/Python/QA-012-Mars-Requests.ipynb
@@ -43,12 +43,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Overwriting /mnt/users/staff/mblaschek/.ecmwfapirc\n"
+      "Overwriting /mnt/users/staff/yourusername/.ecmwfapirc\n"
      ]
     }
    ],
    "source": [
-    "%%writefile /mnt/users/staff/mmustermann/.ecmwfapirc\n",
+    "%%writefile ~/.ecmwfapirc\n",
     "{\n",
     "    \"url\"   : \"https://api.ecmwf.int/v1\",\n",
     "    \"key\"   : \"1234567890???????\",\n",
@@ -251,9 +251,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "nwp 2023.1 - 3.10",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "name": "nwp2023.1"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -265,7 +265,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.9"
+   "version": "3.9.0"
   }
  },
  "nbformat": 4,
diff --git a/Python/QA-013-Retrieving-ERA5-Magics.ipynb b/Python/QA-013-Retrieving-ERA5-Magics.ipynb
index c82cc54fcc2c308e16e0d810a87e5eb5851aef51..92990e02571350b3ba34135096192190d92db2fe 100644
--- a/Python/QA-013-Retrieving-ERA5-Magics.ipynb
+++ b/Python/QA-013-Retrieving-ERA5-Magics.ipynb
@@ -192,9 +192,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Miniconda3 (4.10.3) - 3.9.5",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "name": "miniconda34.10.3-gcc-8.5.0"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -206,7 +206,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.5"
+   "version": "3.9.0"
   }
  },
  "nbformat": 4,
diff --git a/Python/QA-014-VSC-Notebook-Kernels.ipynb b/Python/QA-014-VSC-Notebook-Kernels.ipynb
index 93afbc688ac005172ea6343f015b219cca906d3a..bbdadb8386a79c789ffe5214fbe36ec49af670c7 100644
--- a/Python/QA-014-VSC-Notebook-Kernels.ipynb
+++ b/Python/QA-014-VSC-Notebook-Kernels.ipynb
@@ -78,10 +78,24 @@
   }
  ],
  "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
-   "name": "python"
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.0"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/Python/README.md b/Python/README.md
index d4e5c016da4493a024f9d69423e178d0976bf074..bab09fcd097d9c8998ec30fec4ecb3dc270d4284 100644
--- a/Python/README.md
+++ b/Python/README.md
@@ -14,6 +14,8 @@ This is a replacement package manager for Python that is independent from a dist
 [link](https://mamba.readthedocs.io/en/latest/user_guide/micromamba.html)
 
 ```sh title="Conda environment"
+# load the module on department servers
+module load micromamba
 # Download and extract just micromamba exe
 wget -qO- https://micromamba.snakepit.net/api/micromamba/linux-64/latest | tar -xvj --strip-components=1 bin/micromamba
 # show
@@ -51,18 +53,8 @@ It is recommended to use micromamba, which is way faster than conda. It has a sm
 
 ### install packages
 
-
 There are sometimes different versions available with different build options as well.
 
-```sh title="Conda environment"
-# load the minimum module (alternative load anaconda3)
-module load miniconda3
-# Create an environment and install some packages
-conda create --name <my-environment> <package_name>=<version>=<build_string>
-# install packages into that environment again
-conda install -c <channel> -n <my-environment> <package_name>=<version>=<build_string>
-```
-
 ```sh title="micromamba environment"
 # load micromamba exe (just one exe)
 module load micromamba
@@ -71,8 +63,6 @@ micromamba create -n <my-environment> <package_name>=<version>=<build_string>
 micromamba install -c conda-forge -n <my-environment> <package_name>=<version>=<build_string>
 ```
 
-
-
 ## Q: Installing Cartopy on Jet Cluster or any other module based environment?
 [Cartopy Installation Notebook](QA-001-Cartopy-Installation-Jet.ipynb)
 
@@ -80,7 +70,7 @@ The user needs to load `geos` and `proj` libraries and install via
 `pip install --user cartopy` or create an anaconda environment and install there. 
 
 *Installing from `conda-forge` is also possible, without loading any modules.* 
-e.g. `conda install -c conda-forge cartopy` in a conda environment. 
+e.g. `micromamba install -n <my-env> -c conda-forge cartopy` in a conda environment. 
 This installs the libraries as well. (Not recommended)
 
 ## Q: Load Modules into the current Notebook Environment?
@@ -92,7 +82,7 @@ The Idea is to create a `load_modules_into_jupyter.conf` file in your home direc
 ## Q: How to create a user environment?
 [Conda/Virtual Environment](QA-003-Conda-Environment.ipynb)
 
-The idea is to install a conda or virtual environment and use that as a kernel for your notebooks. *Please note the solution for cartopy*
+The idea is to install a micromamba or virtual environment and use that as a kernel for your notebooks. *Please note the solution for cartopy*
 
 ## Q: The Notebook server on the TeachingHub won't start?
 [Teaching-Hub Spawn](QA-004-TeachingHub-SpawnFailed.md)
@@ -115,11 +105,6 @@ Some are:
  and `atom`. This is simple editor available on any platform and it can be extended with packages to become a full grown IDE with the power of open source. 
 
 
-## Q: How to add a new package to anaconda module?
-[Add Package](QA-006-Add-Packages-to-Anaconda-Modules.ipynb)
-
-It is relativly easy to install additional packages to a anaconda module distribution with `pip install --user`.
-
 ## Q: How to restore a conda environment?
 [Save/Restore conda environment](QA-007-Restore-Conda-Environments.ipynb)
 
diff --git a/Python/Your-First-Notebook-onJet_v2.ipynb b/Python/Your-First-Notebook-onJet_v2.ipynb
index 3105d22615f1263039374d28e19fd20db04c683c..0b275affe15df53fc9901c1ceaa39249fc0c9d63 100644
--- a/Python/Your-First-Notebook-onJet_v2.ipynb
+++ b/Python/Your-First-Notebook-onJet_v2.ipynb
@@ -71,7 +71,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "mblaschek\n"
+      "yourusername\n"
      ]
     }
    ],
@@ -88,7 +88,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/jetfs/home/mblaschek/Documents\n"
+      "/jetfs/home/yourusername/Documents\n"
      ]
     }
    ],
@@ -127,51 +127,17 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/bin/python\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Import sys and check the executable (so what python you are using)\n",
-    "import sys\n",
-    "print(sys.executable)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Notice the funny path?**\n",
-    "\n",
-    "    Yes this is SPACK your nice scientific package manager. \n",
-    "    Allows to build custom libraries and applications tailored to our needs!\n",
-    "    Please not that software currently installed in /opt on JET01 is not available here.\n",
-    "    Software under /opt is deprecated and will be removed after a full transition \n",
-    "    to the current libraries\n",
-    "\n",
-    "More information on [SPACK](https://spack.io/) \n",
-    "\n",
-    "## Check your environmental PATH Variable, could be useful to know"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'/jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/bin:/bin:/jetfs/spack/bin:/jetfs/userservices:/opt/jupyterhub/bin:/opt/slurm/bin:/sbin:/usr/bin:/usr/local/sbin:/usr/sbin:/usr/share/Modules/bin::/jetfs/home/mblaschek/bin:/jetfs/home/mblaschek/.local/bin'"
+       "'/jetfs/manual/micromamba/2.2.0/bin:/jetfs/spack/bin:/jetfs/home/yourusername/micromamba/condabin:/jetfs/home/yourusername/bin:/jetfs/home/yourusername/.local/bin:/jetfs/userservices:/jetfs/spack/bin:/usr/share/Modules/bin:/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/jetfs/jupyterhub/jhub/bin'"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -189,15 +155,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
+   "execution_count": 6,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Currently Loaded Modulefiles:\n",
-      " 1) miniconda3/4.8.2-gcc-8.3.1-3m7b6t2  \n"
+      " 1) micromamba/2.2.0  \n"
      ]
     }
    ],
@@ -216,37 +184,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
+   "execution_count": 7,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Writing /jetfs/home/mblaschek/load_modules_into_jupyter.conf\n"
+      "Overwriting /jetfs/home/yourusername/load_modules_into_jupyter.conf\n"
      ]
     }
    ],
    "source": [
     "%%writefile ~/load_modules_into_jupyter.conf\n",
-    "eccodes/2.18.0-gcc-8.3.1-s7clum3\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "eccodes/2.18.0-gcc-8.3.1-s7clum3\n"
-     ]
-    }
-   ],
-   "source": [
-    "!cat ~/load_modules_into_jupyter.conf"
+    "eccodes/2.25.0-gcc-12.2.0-y2gnn47\n"
    ]
   },
   {
@@ -259,19 +212,18 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Currently Loaded Modulefiles:\n",
-      " 1) miniconda3/4.8.2-gcc-8.3.1-3m7b6t2        \n",
-      " 2) openmpi/4.0.5-gcc-8.3.1-773ztsv           \n",
-      " 3) hdf5/1.12.0-gcc-8.3.1-awl4atl             \n",
-      " 4) parallel-netcdf/1.12.1-gcc-8.3.1-xxrhtxn  \n",
-      " 5) netcdf-c/4.7.4-gcc-8.3.1-fh4nn6k          \n",
-      " 6) eccodes/2.18.0-gcc-8.3.1-s7clum3          \n"
+      " 1) micromamba/2.2.0                  4) netcdf-c/4.9.2-gcc-12.2.0-wicjkfm  \n",
+      " 2) mpich/4.1.2-gcc-12.2.0-mzdfzqb    5) eccodes/2.25.0-gcc-12.2.0-y2gnn47  \n",
+      " 3) hdf5/1.10.10-gcc-12.2.0-cnot2wb  \n"
      ]
     }
    ],
@@ -289,46 +241,127 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
+   "execution_count": 2,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--------- /jetfs/spack/share/spack/modules/linux-rhel8-skylake_avx512 ----------\n",
-      "anaconda2/2019.10-gcc-8.3.1-5pou6ji       \n",
-      "anaconda3/2019.10-gcc-8.3.1-tmy5mgp       \n",
-      "anaconda3/2020.07-gcc-8.3.1-weugqkf       \n",
-      "cdo/1.9.8-gcc-8.3.1-ipgvzeh               \n",
-      "eccodes/2.18.0-gcc-8.3.1-s7clum3          \n",
-      "hdf5/1.12.0-gcc-8.3.1-awl4atl             \n",
-      "intel-mkl/2020.3.279-gcc-8.3.1-5xeezjw    \n",
-      "miniconda2/4.7.12.1-gcc-8.3.1-zduqggv     \n",
-      "miniconda3/4.8.2-gcc-8.3.1-3m7b6t2        \n",
-      "netcdf-c/4.7.4-gcc-8.3.1-fh4nn6k          \n",
-      "netcdf-fortran/4.5.3-gcc-8.3.1-kfd2vkj    \n",
-      "openmpi/3.1.6-gcc-8.3.1-rk5av53           \n",
-      "openmpi/4.0.5-gcc-8.3.1-773ztsv           \n",
-      "parallel-netcdf/1.12.1-gcc-8.3.1-gng2jcu  \n",
-      "parallel-netcdf/1.12.1-gcc-8.3.1-xxrhtxn  \n",
+      "--------- \u001b[1;94m/jetfs/spack/share/spack/modules/linux-rocky8-skylake_avx512\u001b[0m ---------\n",
+      "anaconda3/2022.05-gcc-8.5rocky8-4bmyals                        \n",
+      "anaconda3/2023.03-1-gcc-8.5rocky8-sqi7jtx                      \n",
+      "arm-forge/22.1.1-gcc-8.5rocky8-bspohkw                         \n",
+      "autoconf/2.69-gcc-8.5rocky8-syodhbh                            \n",
+      "cdo/2.2.2-gcc-12.2.0-msrest5                                   \n",
+      "cdo/2.4.4-gcc-12.2.0-scx5tas                                   \n",
+      "cmake/3.24.3-gcc-8.5rocky8-xbvhp7b                             \n",
+      "cmake/3.24.3-intel-2021.7.1-mqya6yj                            \n",
+      "eccodes/2.25.0-gcc-12.2.0-vp5krmy                              \n",
+      "eccodes/2.25.0-gcc-12.2.0-y2gnn47                              \n",
+      "eccodes/2.25.0-intel-2021.7.1-nmixz3j                          \n",
+      "eccodes/2.35.0-gcc-12.2.0-llkav24                              \n",
+      "eccodes/2.38.0-gcc-12.2.0-akxktxn                              \n",
+      "eccodes/2.40.0-gcc-12.2.0-bkcs4rk                              \n",
+      "extrae/4.0.6-gcc-12.2.0-p2ftbwa                                \n",
+      "fftw/3.3.10-gcc-12.2.0-fxobhly                                 \n",
+      "fftw/3.3.10-gcc-12.2.0-jfdku2j                                 \n",
+      "gcc/12.2.0-n4mqta4                                             \n",
+      "gcc/13.2.0-q3jhn5x                                             \n",
+      "geos/3.9.1-intel-2021.7.1-taqq53o                              \n",
+      "geos/3.12.0-gcc-12.2.0-fa7igw7                                 \n",
+      "hdf5/1.10.10-gcc-12.2.0-cnot2wb                                \n",
+      "hdf5/1.12.2-intel-2021.7.1-eezva36                             \n",
+      "intel-oneapi-compilers-classic/2021.7.0-gcc-8.5rocky8-fdw37cv  \n",
+      "intel-oneapi-compilers/2022.2.1-exnxgdl                        \n",
+      "intel-oneapi-mkl/2022.2.1-intel-2021.7.1-vccyt4d               \n",
+      "intel-oneapi-mkl/2023.2.0-gcc-12.2.0-hgi4mnb                   \n",
+      "intel-oneapi-mpi/2021.7.1-intel-2021.7.1-lsywigf               \n",
+      "miniconda3/22.11.1-gcc-8.5rocky8-litfvls                       \n",
+      "mpich/4.1.2-gcc-12.2.0-mzdfzqb                                 \n",
+      "nco/5.1.0-intel-2021.7.1-sftop5w                               \n",
+      "nco/5.1.6-gcc-12.2.0-k2osggy                                   \n",
+      "ncview/2.1.8-intel-2021.7.1-thdjwvq                            \n",
+      "ncview/2.1.9-gcc-12.2.0-dyvf7db                                \n",
+      "netcdf-c/4.7.4-intel-2021.7.1-j4fp2gi                          \n",
+      "netcdf-c/4.9.2-gcc-12.2.0-wicjkfm                              \n",
+      "netcdf-fortran/4.5.3-intel-2021.7.1-sbwn2nk                    \n",
+      "netcdf-fortran/4.6.1-gcc-12.2.0-eicuxhe                        \n",
+      "netlib-lapack/3.9.1-gcc-8.5rocky8-cm6nni5                      \n",
+      "netlib-lapack/3.9.1-index64-gcc-8.5rocky8-7isczxn              \n",
+      "netlib-lapack/3.11.0-gcc-12.2.0-mlo7s42                        \n",
+      "netlib-scalapack/2.2.0-gcc-12.2.0-kblcxkf                      \n",
+      "openblas/0.3.24-gcc-12.2.0-y7gmad2                             \n",
+      "opencoarrays/2.10.1-gcc-12.2.0-bbwmgah                         \n",
+      "opencoarrays/2.10.1-gcc-12.2.0-o7auzjk                         \n",
+      "openmpi/4.1.1-gcc-8.5rocky8-kdi5pov                            \n",
+      "openmpi/4.1.6-gcc-12.2.0-nbabgma                               \n",
+      "proj/8.2.1-intel-2021.7.1-bgcfd33                              \n",
+      "proj/9.2.1-gcc-12.2.0-bx4rp63                                  \n",
+      "r/4.3.0-gcc-12.2.0-mhbmxih                                     \n",
+      "rdma-core/46.0-gcc-12.2.0-mkh4thn                              \n",
+      "valgrind/3.19.0-gcc-8.5rocky8-6nzwgjy                          \n",
+      "\n",
+      "--------- \u001b[1;94m/jetfs/spack/share/spack/modules/linux-rhel8-skylake_avx512\u001b[0m ----------\n",
+      "anaconda3/2020.11-gcc-8.5.0-gf52svn                 \n",
+      "anaconda3/2021.05-gcc-8.5.0-gefwhbz                 \n",
+      "autoconf/2.69-gcc-8.5.0-lejmm2i                     \n",
+      "autoconf/2.69-gcc-8.5rhel8-civunpc                  \n",
+      "cdo/2.0.1-gcc-8.5.0-dyzjir7                         \n",
+      "cdo/2.1.1-intel-2021.7.1-wtifahn                    \n",
+      "cmake/3.21.4-gcc-8.5.0-bsilzh3                      \n",
+      "cmake/3.21.4-gcc-8.5rhel8-tlexfai                   \n",
+      "cmake/3.24.3-intel-2021.7.1-3e63fby                 \n",
+      "eccodes/2.21.0-gcc-8.5.0-zjundl7                    \n",
+      "eccodes/2.25.0-intel-2021.7.1-zqawf62               \n",
+      "gcc/8.5.0-7ka2e42                                   \n",
+      "geos/3.8.1-gcc-8.5.0-bymxoyq                        \n",
+      "geos/3.9.1-gcc-8.5.0-smhcud5                        \n",
+      "geos/3.9.1-intel-2021.7.1-zrinbiw                   \n",
+      "hdf5/1.10.7-gcc-8.5.0-lt2uriw                       \n",
+      "hdf5/1.12.2-intel-2021.7.1-w5sw2dq                  \n",
+      "intel-oneapi-compilers/2022.2.1-zkofgc5             \n",
+      "intel-oneapi-mkl/2022.2.1-intel-2021.7.1-uu65kbx    \n",
+      "intel-oneapi-mpi/2021.7.1-intel-2021.7.1-pt3unoz    \n",
+      "intel-oneapi-vtune/2022.4.1-intel-2021.7.1-thzvq7z  \n",
+      "libemos/4.5.9-gcc-8.5.0-igrwju3                     \n",
+      "miniconda2/4.7.12.1-gcc-8.5.0-hkx7ovs               \n",
+      "miniconda3/4.10.3-gcc-8.5.0-eyq4jvx                 \n",
+      "nco/5.0.1-gcc-8.5.0-pz242kb                         \n",
+      "nco/5.1.0-intel-2021.7.1-izrhxv2                    \n",
+      "ncview/2.1.8-gcc-8.5.0-drrsgw2                      \n",
+      "ncview/2.1.8-intel-2021.7.1-croyrc7                 \n",
+      "netcdf-c/4.7.4-gcc-8.5.0-jchgjiu                    \n",
+      "netcdf-c/4.7.4-intel-2021.7.1-lnfs5zz               \n",
+      "netcdf-cxx/4.2-gcc-8.5.0-l4wm5jr                    \n",
+      "netcdf-cxx4/4.3.1-gcc-8.5.0-vb2y67x                 \n",
+      "netcdf-fortran/4.5.3-gcc-8.5.0-qsqbozc              \n",
+      "netcdf-fortran/4.5.3-intel-2021.7.1-27ldrnt         \n",
+      "netlib-lapack/3.9.1-gcc-8.5.0-ipqdnxj               \n",
+      "netlib-scalapack/2.1.0-gcc-8.5.0-azz4ujr            \n",
+      "openblas/0.3.18-gcc-8.5.0-zv6qss4                   \n",
+      "openmpi/4.0.5-gcc-8.5.0-ajmjw6n                     \n",
+      "openmpi/4.1.1-gcc-8.5.0-qlcihhp                     \n",
+      "openmpi/4.1.2-gcc-8.5.0-ioxcpyc                     \n",
+      "parallel-netcdf/1.12.2-gcc-8.5.0-4ucyla7            \n",
+      "proj/7.1.0-gcc-8.5.0-k3kp5sb                        \n",
+      "proj/8.1.0-gcc-8.5.0-4ydzmxc                        \n",
+      "proj/8.2.1-intel-2021.7.1-kxxw7ym                   \n",
+      "ucx/1.11.2-gcc-8.5.0-nqn7ryc                        \n",
+      "\n",
+      "------------- \u001b[1;94m/jetfs/spack/share/spack/modules/linux-rhel8-haswell\u001b[0m -------------\n",
+      "intel-parallel-studio/composer.2017.7-disfj2g  \n",
       "\n",
-      "--------- /jetfs/spack/share/spack/modules/linux-rhel8-skylake_avx512 ----------\n",
-      "anaconda2/2019.10-gcc-8.3.1-5pou6ji       \n",
-      "anaconda3/2019.10-gcc-8.3.1-tmy5mgp       \n",
-      "anaconda3/2020.07-gcc-8.3.1-weugqkf       \n",
-      "cdo/1.9.8-gcc-8.3.1-ipgvzeh               \n",
-      "eccodes/2.18.0-gcc-8.3.1-s7clum3          \n",
-      "hdf5/1.12.0-gcc-8.3.1-awl4atl             \n",
-      "intel-mkl/2020.3.279-gcc-8.3.1-5xeezjw    \n",
-      "miniconda2/4.7.12.1-gcc-8.3.1-zduqggv     \n",
-      "miniconda3/4.8.2-gcc-8.3.1-3m7b6t2        \n",
-      "netcdf-c/4.7.4-gcc-8.3.1-fh4nn6k          \n",
-      "netcdf-fortran/4.5.3-gcc-8.3.1-kfd2vkj    \n",
-      "openmpi/3.1.6-gcc-8.3.1-rk5av53           \n",
-      "openmpi/4.0.5-gcc-8.3.1-773ztsv           \n",
-      "parallel-netcdf/1.12.1-gcc-8.3.1-gng2jcu  \n",
-      "parallel-netcdf/1.12.1-gcc-8.3.1-xxrhtxn  \n"
+      "---------------------------- \u001b[1;94m/jetfs/manual/modules\u001b[0m -----------------------------\n",
+      "azure-cli/2.56.0           intel-stack/2021.7.1  rttov/v12.3-gcc-8.5.0  \n",
+      "dwd-opendata/0.2.0         mayavi/4.8.1          rttov/v13.2-gcc-8.5.0  \n",
+      "ecaccess-webtoolkit/6.3.1  micro/2.0.14          teleport/10.1.4        \n",
+      "enstools/v2020.11          micromamba/0.27.0     teleport/10.3.3        \n",
+      "enstools/v2021.11          micromamba/2.2.0      teleport/13.4.15       \n",
+      "gcc-stack/12.2.0           mojo/0.5.0            teleport/17.4.2        \n",
+      "go/1.22.4                  ncl/6.6.2             \n"
      ]
     }
    ],
@@ -343,17 +376,15 @@
    "source": [
     "# Software on JET\n",
     "Currently:\n",
-    " - [x] Anaconda (2,3)\n",
-    " - [x] Miniconda (2,3)\n",
+    " - [x] micromamba\n",
     " - [x] OPENMPI (4.0.5, 3.6.1) optimized for JET\n",
     " - [x] HDF5 (1.12) optimized with OPENMPI\n",
     " - [x] NetCDF (Parallel (NC3), NC4->HDF5)\n",
-    " - [x] Eccodes (2.18)\n",
+    " - [x] ECCodes \n",
     " - [x] CDO\n",
-    " - [x] Intel compiled Libraries (License) \n",
-    " - [x] Emoslib \n",
+    " - [x] Intel compiled Libraries\n",
     " - [x] Ecaccess\n",
-    " - [ ] RTTOV"
+    " - [x] RTTOV"
    ]
   },
   {
@@ -363,10 +394,9 @@
     "## Currently there are a few choices:\n",
     "\n",
     "1. Python (2, 3)\n",
-    "    * Anaconda\n",
-    "    * Miniconda\n",
+    "    * micromamba environments\n",
     "2. Julia (not yet)\n",
-    "3. R (not yet)"
+    "3. R"
    ]
   },
   {
@@ -385,8 +415,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: numpy in /jetfs/home/mblaschek/.local/lib/python3.8/site-packages (1.19.2)\n",
-      "Requirement already satisfied: scipy in /jetfs/home/mblaschek/.local/lib/python3.8/site-packages (1.5.2)\n",
+      "Requirement already satisfied: numpy in /jetfs/home/yourusername/.local/lib/python3.8/site-packages (1.19.2)\n",
+      "Requirement already satisfied: scipy in /jetfs/home/yourusername/.local/lib/python3.8/site-packages (1.5.2)\n",
       "Note: you may need to restart the kernel to use updated packages.\n"
      ]
     }
@@ -426,224 +456,173 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Using conda"
+    "## Using micromamba"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
+   "execution_count": 3,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "\n",
-      "     active environment : None\n",
-      "       user config file : /jetfs/home/mblaschek/.condarc\n",
-      " populated config files : /jetfs/home/mblaschek/.condarc\n",
-      "          conda version : 4.8.5\n",
-      "    conda-build version : not installed\n",
-      "         python version : 3.8.1.final.0\n",
-      "       virtual packages : __glibc=2.28\n",
-      "       base environment : /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv  (read only)\n",
-      "           channel URLs : https://repo.anaconda.com/pkgs/main/linux-64\n",
-      "                          https://repo.anaconda.com/pkgs/main/noarch\n",
-      "                          https://repo.anaconda.com/pkgs/r/linux-64\n",
-      "                          https://repo.anaconda.com/pkgs/r/noarch\n",
-      "          package cache : /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/pkgs\n",
-      "                          /jetfs/home/mblaschek/.conda/pkgs\n",
-      "       envs directories : /jetfs/home/mblaschek/.conda/envs\n",
-      "                          /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/envs\n",
-      "               platform : linux-64\n",
-      "             user-agent : conda/4.8.5 requests/2.22.0 CPython/3.8.1 Linux/4.18.0-147.el8.x86_64 centos/8.2.2004 glibc/2.28\n",
-      "                UID:GID : 54212:100\n",
-      "             netrc file : None\n",
-      "           offline mode : False\n",
-      "\n"
+      "       libmamba version : 2.2.0\n",
+      "     micromamba version : 2.2.0\n",
+      "           curl version : libcurl/8.14.1 OpenSSL/3.5.0 zlib/1.3.1 zstd/1.5.7 libssh2/1.11.1 nghttp2/1.64.0\n",
+      "     libarchive version : libarchive 3.7.7 zlib/1.3.1 bz2lib/1.0.8 libzstd/1.5.7\n",
+      "       envs directories : /jetfs/home/yourusername/micromamba/envs\n",
+      "          package cache : /jetfs/home/yourusername/micromamba/pkgs\n",
+      "                          /jetfs/home/yourusername/.mamba/pkgs\n",
+      "            environment : base\n",
+      "           env location : /jetfs/home/yourusername/micromamba\n",
+      "      user config files : /jetfs/home/yourusername/.mambarc\n",
+      " populated config files : /jetfs/home/yourusername/.condarc\n",
+      "       virtual packages : __unix=0=0\n",
+      "                          __linux=4.18.0=0\n",
+      "                          __glibc=2.28=0\n",
+      "                          __archspec=1=x86_64_v4\n",
+      "               channels : https://conda.anaconda.org/conda-forge/linux-64\n",
+      "                          https://conda.anaconda.org/conda-forge/noarch\n",
+      "       base environment : /jetfs/home/yourusername/micromamba\n",
+      "               platform : linux-64\n"
      ]
     }
    ],
    "source": [
-    "!conda info"
+    "!micromamba info"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
+   "execution_count": 3,
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Create a environment with conda\n",
+    "# use -q quiet\n",
+    "# -y yes to all questions\n",
+    "# -c [] use conda-forge FLOSS channel\n",
+    "# -n [] name of the environment\n",
+    "# add packages, e.g.: python at version 3.12 numpy an ipykernel (required for jupyter integration)\n",
+    "!micromamba create -q -y -c conda-forge -n myenv python=3.12 numpy ipykernel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting package metadata (current_repodata.json): done\n",
-      "Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.\n",
-      "Collecting package metadata (repodata.json): done\n",
-      "Solving environment: done\n",
-      "\n",
-      "## Package Plan ##\n",
-      "\n",
-      "  environment location: /jetfs/home/mblaschek/.conda/envs/myenv\n",
-      "\n",
-      "  added / updated specs:\n",
-      "    - ipykernel\n",
-      "    - numpy\n",
-      "    - python=3.7\n",
-      "\n",
-      "\n",
-      "The following NEW packages will be INSTALLED:\n",
-      "\n",
-      "  _libgcc_mutex      pkgs/main/linux-64::_libgcc_mutex-0.1-main\n",
-      "  backcall           pkgs/main/noarch::backcall-0.2.0-py_0\n",
-      "  blas               pkgs/main/linux-64::blas-1.0-mkl\n",
-      "  ca-certificates    pkgs/main/linux-64::ca-certificates-2020.10.14-0\n",
-      "  certifi            pkgs/main/linux-64::certifi-2020.6.20-py37_0\n",
-      "  decorator          pkgs/main/noarch::decorator-4.4.2-py_0\n",
-      "  intel-openmp       pkgs/main/linux-64::intel-openmp-2020.2-254\n",
-      "  ipykernel          pkgs/main/linux-64::ipykernel-5.3.4-py37h5ca1d4c_0\n",
-      "  ipython            pkgs/main/linux-64::ipython-7.18.1-py37h5ca1d4c_0\n",
-      "  ipython_genutils   pkgs/main/linux-64::ipython_genutils-0.2.0-py37_0\n",
-      "  jedi               pkgs/main/linux-64::jedi-0.17.2-py37_0\n",
-      "  jupyter_client     pkgs/main/noarch::jupyter_client-6.1.7-py_0\n",
-      "  jupyter_core       pkgs/main/linux-64::jupyter_core-4.6.3-py37_0\n",
-      "  ld_impl_linux-64   pkgs/main/linux-64::ld_impl_linux-64-2.33.1-h53a641e_7\n",
-      "  libedit            pkgs/main/linux-64::libedit-3.1.20191231-h14c3975_1\n",
-      "  libffi             pkgs/main/linux-64::libffi-3.3-he6710b0_2\n",
-      "  libgcc-ng          pkgs/main/linux-64::libgcc-ng-9.1.0-hdf63c60_0\n",
-      "  libsodium          pkgs/main/linux-64::libsodium-1.0.18-h7b6447c_0\n",
-      "  libstdcxx-ng       pkgs/main/linux-64::libstdcxx-ng-9.1.0-hdf63c60_0\n",
-      "  mkl                pkgs/main/linux-64::mkl-2020.2-256\n",
-      "  mkl-service        pkgs/main/linux-64::mkl-service-2.3.0-py37he904b0f_0\n",
-      "  mkl_fft            pkgs/main/linux-64::mkl_fft-1.2.0-py37h23d657b_0\n",
-      "  mkl_random         pkgs/main/linux-64::mkl_random-1.1.1-py37h0573a6f_0\n",
-      "  ncurses            pkgs/main/linux-64::ncurses-6.2-he6710b0_1\n",
-      "  numpy              pkgs/main/linux-64::numpy-1.19.1-py37hbc911f0_0\n",
-      "  numpy-base         pkgs/main/linux-64::numpy-base-1.19.1-py37hfa32c7d_0\n",
-      "  openssl            pkgs/main/linux-64::openssl-1.1.1h-h7b6447c_0\n",
-      "  parso              pkgs/main/noarch::parso-0.7.0-py_0\n",
-      "  pexpect            pkgs/main/linux-64::pexpect-4.8.0-py37_1\n",
-      "  pickleshare        pkgs/main/linux-64::pickleshare-0.7.5-py37_1001\n",
-      "  pip                pkgs/main/linux-64::pip-20.2.3-py37_0\n",
-      "  prompt-toolkit     pkgs/main/noarch::prompt-toolkit-3.0.8-py_0\n",
-      "  ptyprocess         pkgs/main/linux-64::ptyprocess-0.6.0-py37_0\n",
-      "  pygments           pkgs/main/noarch::pygments-2.7.1-py_0\n",
-      "  python             pkgs/main/linux-64::python-3.7.9-h7579374_0\n",
-      "  python-dateutil    pkgs/main/noarch::python-dateutil-2.8.1-py_0\n",
-      "  pyzmq              pkgs/main/linux-64::pyzmq-19.0.2-py37he6710b0_1\n",
-      "  readline           pkgs/main/linux-64::readline-8.0-h7b6447c_0\n",
-      "  setuptools         pkgs/main/linux-64::setuptools-50.3.0-py37hb0f4dca_1\n",
-      "  six                pkgs/main/noarch::six-1.15.0-py_0\n",
-      "  sqlite             pkgs/main/linux-64::sqlite-3.33.0-h62c20be_0\n",
-      "  tk                 pkgs/main/linux-64::tk-8.6.10-hbc83047_0\n",
-      "  tornado            pkgs/main/linux-64::tornado-6.0.4-py37h7b6447c_1\n",
-      "  traitlets          pkgs/main/noarch::traitlets-5.0.5-py_0\n",
-      "  wcwidth            pkgs/main/noarch::wcwidth-0.2.5-py_0\n",
-      "  wheel              pkgs/main/noarch::wheel-0.35.1-py_0\n",
-      "  xz                 pkgs/main/linux-64::xz-5.2.5-h7b6447c_0\n",
-      "  zeromq             pkgs/main/linux-64::zeromq-4.3.3-he6710b0_3\n",
-      "  zlib               pkgs/main/linux-64::zlib-1.2.11-h7b6447c_3\n",
-      "\n",
-      "\n",
-      "Preparing transaction: done\n",
-      "Verifying transaction: done\n",
-      "Executing transaction: done\n",
-      "#\n",
-      "# To activate this environment, use\n",
-      "#\n",
-      "#     $ conda activate myenv\n",
-      "#\n",
-      "# To deactivate an active environment, use\n",
-      "#\n",
-      "#     $ conda deactivate\n",
-      "\n"
+      "  Name    Active  Path                                                                                                            \n",
+      "────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
+      "  base    *       /jetfs/home/yourusername/micromamba                                                                                \n",
+      "  modern          /jetfs/home/yourusername/micromamba/envs/modern                                                                    \n",
+      "  myenv           /jetfs/home/yourusername/micromamba/envs/myenv                                                                     \n"
      ]
     }
    ],
    "source": [
-    "# Create a environment with conda\n",
-    "!conda create -y -n myenv python=3.7 numpy ipykernel"
+    "# show available environment\n",
+    "!micromamba env list"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Activating a conda environment\n",
-    "\n",
-    "It is not recommended to use `conda init bash`, because it will write that specific version into your `.bashrc` file and will result in errors when you move to another module or newer version.\n",
-    "\n",
-    "Hint: Checkout the guides on [Gitlab](https://gitlab.phaidra.org/imgw/computer-resources/-/blob/master/Python/QA-003-Conda-Environment.ipynb#Activate-your-conda-environment)\n",
-    "\n",
-    "### Load bash conda configuration\n",
-    "This script is used by `conda init bash` to set the configuration, we simply source (load) it and get the same functionality as we would be using `conda init bash`. **(Do not use `conda init bash`)**\n",
-    "\n",
-    "```bash\n",
-    "source $(dirname $(which conda))/../etc/profile.d/conda.sh\n",
-    "# now activating the environment works\n",
-    "conda activate myenv\n",
-    "```\n",
-    "optionaly you can add this bash function to your `.bashrc` for convenience:\n",
-    "```bash\n",
-    "conda_activate(){\n",
-    "    if ! command -v conda &> /dev/null; then\n",
-    "        echo \"Load ana/miniconda module first\"\n",
-    "    else\n",
-    "        if [ $# -ne 1 ]; then\n",
-    "            echo \"usage: conda_activate [env-name]\"\n",
-    "            \n",
-    "        else\n",
-    "            source $(dirname $(which conda))/../etc/profile.d/conda.sh\n",
-    "            conda activate $1\n",
-    "        fi\n",
-    "    fi\n",
-    "}\n",
-    "```\n",
-    "After your `.bashrc` has been loaded (e.g. logout/login again) you should be able to use\n",
-    "\n",
-    "```bash\n",
-    "module load anaconda3\n",
-    "conda_activate myenv\n",
-    "```\n",
-    "\n",
-    "### Activate your kernel in your notebooks\n",
-    "\n",
-    "Please run the follwoing command and install the ipykernel, if it is not yet installed:"
+    "### Add the new environment to your active kernels\n",
+    "This way you can choose the kernel from the Jupyterlab launcher."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
+   "execution_count": 5,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Installed kernelspec MYENV in /jetfs/home/mblaschek/.local/share/jupyter/kernels/myenv\n"
+      "Installed kernelspec MYENV in /jetfs/home/yourusername/.local/share/jupyter/kernels/myenv\n"
      ]
     }
    ],
    "source": [
-    "!~/.conda/envs/myenv/bin/python -m ipykernel install --user --name MYENV --display-name \"MYCONDA\""
+    "!~/micromamba/envs/myenv/bin/python -m ipykernel install --user --name MYENV --display-name \"Py3.12\""
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 18,
+   "cell_type": "markdown",
    "metadata": {},
+   "source": [
+    "### Activate your environment\n",
+    "Micromamba environments need to be added to the `PATH` to work well. So there is an `activate` function for these environments.\n",
+    "\n",
+    "**You just need to run this once**\n",
+    "\n",
+    "```bash\n",
+    "# initialize bash shell\n",
+    "$ micromamba shell init -s bash\n",
+    "Running `shell init`, which:\n",
+    " - modifies RC file: \"/jetfs/home/yourusername/.bashrc\"\n",
+    " - generates config for root prefix: \"/jetfs/home/yourusername/micromamba\"\n",
+    " - sets mamba executable to: \"/jetfs/manual/micromamba/2.2.0/bin/micromamba\"\n",
+    "The following has been added in your \"/jetfs/home/yourusername/.bashrc\" file\n",
+    "\n",
+    "# >>> mamba initialize >>>\n",
+    "# !! Contents within this block are managed by 'micromamba shell init' !!\n",
+    "export MAMBA_EXE='/jetfs/manual/micromamba/2.2.0/bin/micromamba';\n",
+    "export MAMBA_ROOT_PREFIX='/jetfs/home/yourusername/micromamba';\n",
+    "__mamba_setup=\"$(\"$MAMBA_EXE\" shell hook --shell bash --root-prefix \"$MAMBA_ROOT_PREFIX\" 2> /dev/null)\"\n",
+    "if [ $? -eq 0 ]; then\n",
+    "    eval \"$__mamba_setup\"\n",
+    "else\n",
+    "    alias micromamba=\"$MAMBA_EXE\"  # Fallback on help from micromamba activate\n",
+    "fi\n",
+    "unset __mamba_setup\n",
+    "# <<< mamba initialize <<<\n",
+    "```\n",
+    "\n",
+    "will edit your `.bashrc`. After some time you might have to do this again, when the micromamba version changed a lot (e.g.: `micromamba shell reinit -s bash`)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Available kernels:\n",
-      "  myenv      /jetfs/home/mblaschek/.local/share/jupyter/kernels/myenv\n",
-      "  python3    /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/share/jupyter/kernels/python3\n"
+      "  myenv                                      /jetfs/home/yourusername/.local/share/jupyter/kernels/myenv\n",
+      "  rttovv13.2                                 /jetfs/home/yourusername/.local/share/jupyter/kernels/rttovv13.2\n",
+      "  enstoolsv2021.11                           /jetfs/jupyterhub/alpha/share/jupyter/kernels/enstoolsv2021.11\n",
+      "  ir                                         /jetfs/jupyterhub/alpha/share/jupyter/kernels/ir\n",
+      "  modelling                                  /jetfs/jupyterhub/alpha/share/jupyter/kernels/modelling\n",
+      "  python3                                    /jetfs/jupyterhub/alpha/share/jupyter/kernels/python3\n"
      ]
     }
    ],
    "source": [
+    "# List available Kernels\n",
     "!jupyter kernelspec list"
    ]
   },
@@ -693,7 +672,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Installed kernelspec fancy in /jetfs/home/mblaschek/.local/share/jupyter/kernels/fancy\n"
+      "Installed kernelspec fancy in /jetfs/home/yourusername/.local/share/jupyter/kernels/fancy\n"
      ]
     }
    ],
@@ -719,9 +698,8 @@
      "output_type": "stream",
      "text": [
       "Available kernels:\n",
-      "  fancy      /jetfs/home/mblaschek/.local/share/jupyter/kernels/fancy\n",
-      "  myenv      /jetfs/home/mblaschek/.local/share/jupyter/kernels/myenv\n",
-      "  python3    /jetfs/spack/opt/spack/linux-rhel8-skylake_avx512/gcc-8.3.1/miniconda3-4.8.2-3m7b6t2kgedyr3jnd2nasmgiq7wm27iv/share/jupyter/kernels/python3\n"
+      "  fancy      /jetfs/home/yourusername/.local/share/jupyter/kernels/fancy\n",
+      "  myenv      /jetfs/home/yourusername/.local/share/jupyter/kernels/myenv\n"
      ]
     }
    ],
@@ -741,7 +719,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Miniconda3 (4.10.3) - 3.9.5",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -755,7 +733,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.5"
+   "version": "3.9.0"
   }
  },
  "nbformat": 4,
diff --git a/Python/conda-kernel-setup.sh b/Python/conda-kernel-setup.sh
index d469697226f623da5d5b33cd1b14c25c96c8ce96..8dbe5cb5cdc346681f5a0c55c59d2f694769b395 100644
--- a/Python/conda-kernel-setup.sh
+++ b/Python/conda-kernel-setup.sh
@@ -3,18 +3,18 @@
 # Jumpstart a python environment for my students
 
 # Activate anaconda module
-module load anaconda3
+module load micromamba
 # Create a new kernel that is based on anaconda, but with some additional packages
 # potentially specify which python version, e.g. python=3.8
-conda create -y -n ClimatePy3 numpy ipykernel zarr
+micromamba create -y -c conda-forge -n ClimatePy3 numpy ipykernel zarr
 # This will create a ~/.conda/envs/ClimatePy3/ directory
-# using ~/.conda/envs/ClimatePy3/bin/python3 in a script is possible
+# using ~/micromamba/envs/ClimatePy3/bin/python3 in a script is possible
 
 # activate that environment by sourcing the conda environment
-source $(dirname $(which conda))/../etc/profile.d/conda.sh
+eval "$(micromamba shell hook --shell bash)"
 # and activating your new
-conda activate ClimatePy3
+micromamba activate ClimatePy3
 
 # deactivate environment
-conda deactivate
+micromamba deactivate
 # FIN
\ No newline at end of file