diff --git a/README.md b/README.md
index 6288ae09352fd1043201043736afc705e35c4359..cb7d286f4c0602322a00c13499be355b75737b69 100644
--- a/README.md
+++ b/README.md
@@ -1,13 +1,13 @@
 # Python for HPC
 
-Welcome to the MPCDF **Python for HPC** tutorial!
+Welcome to the MPCDF **Python for HPC** course!
 
 ## Authors
 
-* © 2022 Sebastian Kehl (sebastian.kehl@mpcdf.mpg.de)
-* © 2020 Rafael Lago (rafael.lago@mpcdf.mpg.de)
-* © 2018 - 2022 Sebastian Ohlmann (sebastian.ohlmann@mpcdf.mpg.de)
-* © 2018 - 2022 Klaus Reuter (klaus.reuter@mpcdf.mpg.de)
+* 2022 - 2023 Sebastian Kehl (sebastian.kehl@mpcdf.mpg.de)
+* 2020        Rafael Lago
+* 2018 - 2023 Sebastian Ohlmann (sebastian.ohlmann@mpcdf.mpg.de)
+* 2018 - 2023 Klaus Reuter (klaus.reuter@mpcdf.mpg.de)
 
 [Max Planck Computing and Data Facility, Garching](https://mpcdf.mpg.de/)
 
@@ -16,6 +16,7 @@ Welcome to the MPCDF **Python for HPC** tutorial!
 * The Jupyter notebooks discussed during the lectures are bundled into a [Jupyter book](https://mpcdf.pages.mpcdf.de/python-for-hpc) for convenient reading.
 * This material is currently intended to be used only by the registered participants of a Python for HPC course given by the MPCDF
 * Redistribution requires the consent of the authors
+* A GIT repository of the material is provided at https://gitlab.mpcdf.mpg.de/mpcdf/python-for-hpc-exercises
 
 ## List of topics
 
@@ -28,15 +29,15 @@ Welcome to the MPCDF **Python for HPC** tutorial!
   * HDF5-based IO with h5py
   * Cython
   * Interfacing with C/C++, Fortran, CUDA, and libraries
-  * Numba
+  * JIT, Numba, jax
   * Profiling
 * Parallel computing
   * Parallel computing basics
   * Python threading, GIL
   * multiprocessing
+  * Parallelization frameworks, e.g. Dask
   * mpi4py
-  * Running parallel Python programs with SLURM
-  * Parallelization frameworks, e.g. Dask and Ray
+  * Running parallel Python programs with Slurm
 * Software engineering with Python
   * Testing
   * Packaging
@@ -77,3 +78,4 @@ Anaconda Python or similar distributions.
     * `jupyter-nbextension install rise --py --sys-prefix`
     * `jupyter-nbextension enable rise --py --sys-prefix`
   * To enter presentation mode, simply press <Alt+r> from within a notebook.
+
diff --git a/exercises/_solutions/Parallel_Exercise_withsolution.ipynb b/exercises/_solutions/Parallel_Exercise_withsolution.ipynb
index 0021d57ed1b44bd64cafe1ca8e3f5b6d44de1409..e31e3ac26ce541c0b537499b392e5fa6a1303b3c 100644
--- a/exercises/_solutions/Parallel_Exercise_withsolution.ipynb
+++ b/exercises/_solutions/Parallel_Exercise_withsolution.ipynb
@@ -47,15 +47,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "284 ms ± 37.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
-      "351 ms ± 66.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "128 ms ± 2.71 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
+      "243 ms ± 29.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -81,11 +81,11 @@
     "percentiles = [(25, 99), (25, 90), (30, 95), (1, 99), (1, 20), (5, 30)]\n",
     "\n",
     "from multiprocessing import Pool\n",
-    "p = Pool(6)\n",
-    "results = p.map(get_edges, percentiles)\n",
+    "with Pool(3) as p:\n",
+    "    results = p.map(get_edges, percentiles)\n",
     "\n",
-    "%timeit p.map(get_edges, percentiles)\n",
-    "%timeit list(map(get_edges, percentiles))"
+    "    %timeit p.map(get_edges, percentiles)\n",
+    "    %timeit list(map(get_edges, percentiles))"
    ]
   },
   {
@@ -132,9 +132,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Final result: 3.143576\n",
-      "468 ms ± 17.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
-      "1.47 s ± 148 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "Final result: 3.141710\n",
+      "124 ms ± 3.21 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
+      "431 ms ± 19 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -154,14 +154,14 @@
     "    return approximate_pi\n",
     "\n",
     "from multiprocessing import Pool\n",
-    "p = Pool(6)\n",
-    "chunks = np.array([10**5] * 100)\n",
-    "results = p.map(get_pi_montecarlo, chunks)\n",
-    "pi = np.mean(results)\n",
-    "print(\"Final result: {:f}\".format(pi))\n",
+    "with Pool(6) as p:\n",
+    "    chunks = np.array([10**5] * 100)\n",
+    "    results = p.map(get_pi_montecarlo, chunks)\n",
+    "    pi = np.mean(results)\n",
+    "    print(\"Final result: {:f}\".format(pi))\n",
     "\n",
-    "%timeit p.map(get_pi_montecarlo, chunks)\n",
-    "%timeit list(map(get_pi_montecarlo, chunks))"
+    "    %timeit p.map(get_pi_montecarlo, chunks)\n",
+    "    %timeit list(map(get_pi_montecarlo, chunks))"
    ]
   },
   {
diff --git a/notebooks/1a--Introduction.ipynb b/notebooks/1a--Introduction.ipynb
index daa5f7b01699a027c7bcd2790e9c3d73c33c2d6d..041769fe060aad0a1ae415a360974dcb7a4f2827 100644
--- a/notebooks/1a--Introduction.ipynb
+++ b/notebooks/1a--Introduction.ipynb
@@ -14,7 +14,7 @@
     "\n",
     "Sebastian Kehl, Sebastian Ohlmann, Klaus Reuter\n",
     "\n",
-    "_15-17 November 2022_\n",
+    "_25-27 July 2023_\n",
     "\n",
     "Max Planck Computing and Data Facility, Garching"
    ]
@@ -122,7 +122,7 @@
     "    * Parallel programming with OpenMP\n",
     "    * Advanced parallel programming with OpenMP and MPI\n",
     "    * Node-level performance engineering\n",
-    "* Watch out for these courses which are regularly offered by HLRS, LRZ, RRZE"
+    "* Watch out for these courses which are regularly offered by HLRS, LRZ, NHR/RRZE"
    ]
   },
   {
@@ -157,6 +157,7 @@
     "* Cython\n",
     "* gcc, gfortran\n",
     "* Numba, JAX\n",
+    "* (CuPy)\n",
     "* (Dask, Dask-MPI, MPI, mpi4py)"
    ]
   },
@@ -168,7 +169,7 @@
     }
    },
    "source": [
-    "### Option 1: Cloud-based MPCDF Jupyter notebook service (beta)\n",
+    "### Software Option 1: Cloud-based MPCDF Jupyter notebooks\n",
     "\n",
     "* Use the link communicated by email to access a Jupyter service on the MPCDF HPC cloud\n",
     "* The course material *and* software are provided via an interactive JupyterLab interface\n",
@@ -187,13 +188,13 @@
     }
    },
    "source": [
-    "### Option 2: MPCDF Python infrastructure on the HPC systems\n",
+    "### Software Option 2: Python infrastructure on the MPCDF HPC systems\n",
     "* Python is provided via the Anaconda Python Distribution\n",
     "* software is accessible via environment modules, e.g.  \n",
     "    `module purge`  \n",
-    "    `module load gcc/10 impi/2019.9`  \n",
-    "    `module load anaconda/3/2021.05`  \n",
-    "    `module load mpi4py/3.0.3`"
+    "    `module load gcc/12 impi/2021.9`  \n",
+    "    `module load anaconda/3/2023.03`  \n",
+    "    `module load mpi4py/3.1.4`"
    ]
   },
   {
@@ -204,9 +205,9 @@
     }
    },
    "source": [
-    "### Option 3: Python environment for your local computer\n",
+    "### Software Option 3: Python environment for your local computer\n",
     "* On a recent Linux system, install all the necessary packages via the package manager\n",
-    "* Alternatively, install the Anaconda Python Distribution (https://www.anaconda.com)"
+    "* Alternatively, install the Anaconda Python Distribution (https://www.anaconda.com) and use the `conda` package manager and the file 'environment.yml' to add all necessary packages"
    ]
   }
  ],
diff --git a/notebooks/1c--Python_Refresher.ipynb b/notebooks/1c--Python_Refresher.ipynb
index f4c6ebf838d616b6f7790ace7520b93617ee4ff5..f908d3e91b4d30e8b420cbfea6165765f3fdac9a 100644
--- a/notebooks/1c--Python_Refresher.ipynb
+++ b/notebooks/1c--Python_Refresher.ipynb
@@ -1280,9 +1280,10 @@
     "    * parameter files can be edited by hand\n",
     "    * code does not need to be changed, reads in parameter file\n",
     "* recommended\n",
-    "    * YAML\n",
+    "    * YAML $\\to$ human-readable, compatible with other tools\n",
     "* less recommended\n",
     "    * configparser (\".cfg\")\n",
+    "    * JSON\n",
     "    * custom formats"
    ]
   },
@@ -1391,7 +1392,7 @@
     "    * naming conventions\n",
     "    * ...\n",
     "* https://www.python.org/dev/peps/pep-0008/\n",
-    "* convert existing code into a PEP8 compliant format using the `autopep8` tool"
+    "* convert existing code into a PEP8 compliant format using `autopep8` or `black`"
    ]
   },
   {
diff --git a/notebooks/2a--NumPy.ipynb b/notebooks/2a--NumPy.ipynb
index f28c3c05102d919a7d707a62ba4da006989f3cb6..f7a046e4714018fbfa82ee0bc09973dc8e6d97a8 100644
--- a/notebooks/2a--NumPy.ipynb
+++ b/notebooks/2a--NumPy.ipynb
@@ -816,6 +816,7 @@
    },
    "outputs": [],
    "source": [
+    "import numpy as np\n",
     "def center_of_mass_loop(pos, mass):\n",
     "    com = np.zeros(3)\n",
     "    for j in range(3):\n",
@@ -836,8 +837,8 @@
     "    com /= total_mass\n",
     "    return com\n",
     "    \n",
-    "def center_of_mass_oneline(pos, mass):\n",
-    "    return np.sum(pos * mass[:, None], axis=0)/np.sum(mass)\n",
+    "def center_of_mass_dot(pos, mass):\n",
+    "    return np.dot(mass, pos)/np.sum(mass)\n",
     "\n",
     "# positions and masses of particles\n",
     "N = 10**5\n",
@@ -846,7 +847,7 @@
     "\n",
     "%timeit center_of_mass_loop(pos, mass)\n",
     "%timeit center_of_mass_arrays(pos, mass)\n",
-    "%timeit center_of_mass_oneline(pos, mass)"
+    "%timeit center_of_mass_dot(pos, mass)"
    ]
   },
   {
@@ -1673,7 +1674,7 @@
    "outputs": [],
    "source": [
     "def get_filtered_loop(image, alpha=0.25):\n",
-    "    filtered = np.zeros_like(image)\n",
+    "    filtered = np.empty_like(image)\n",
     "    N, M = image.shape\n",
     "    for i in range(1, N-1):\n",
     "        for j in range(1, M-1):\n",
@@ -1695,7 +1696,7 @@
    "outputs": [],
    "source": [
     "def get_filtered_array(image, alpha=0.25):\n",
-    "    filtered = np.zeros_like(image)\n",
+    "    filtered = np.empty_like(image)\n",
     "    N, M = image.shape\n",
     "    filtered[1:N-1, 1:M-1] = 0.25*(1.0-alpha)*(image[0:N-2, 1:M-1] + image[2:N, 1:M-1]\n",
     "                                               + image[1:N-1, 0:M-2] + image[1:N-1, 2:M]) \\\n",
@@ -1816,7 +1817,7 @@
    "outputs": [],
    "source": [
     "def get_edges(image, percentiles=(25, 99)):\n",
-    "    result = np.zeros_like(image)\n",
+    "    result = np.empty_like(image)\n",
     "    N, M = image.shape\n",
     "    result[1:N-1, 1:M-1] = -1.0*(image[0:N-2, 1:M-1] + image[2:N, 1:M-1]\n",
     "                                 + image[1:N-1, 0:M-2] + image[1:N-1, 2:M]\n",
diff --git a/notebooks/2d--Diffusion.ipynb b/notebooks/2d--Diffusion.ipynb
index 7a45b06d35a16eef19b4fc9c0fd528f165716505..109bf8a5213a81f3a80700075c553c3488236856 100644
--- a/notebooks/2d--Diffusion.ipynb
+++ b/notebooks/2d--Diffusion.ipynb
@@ -2062,7 +2062,7 @@
     "* to enable Cython to create efficient C code, we need to add data type declarations\n",
     "    * function parameters (e.g. declare parameters as `np.ndarray`, `int`, `double`)\n",
     "    * function body (e.g. declare variables as `cdef int`)\n",
-    "* function declarations\n",
+    "* function declarations (no impact on performance)\n",
     "    * `def`: Python function, takes Python objects as parameters and returns Python objects\n",
     "    * `cdef`: C function, not callable from Python, takes C values or Python objects as parameters and returns C values or Python objects\n",
     "    * `cpdef`: hybrid C and Python function\n",
diff --git a/notebooks/4a--Parallel_Programming_Shared_Memory.ipynb b/notebooks/4a--Parallel_Programming_Shared_Memory.ipynb
index ab82f361090b656c1599680fe32aad6b07016f30..51dcfeb2fc58c653c12d3a81062f7b4c057bf9e5 100644
--- a/notebooks/4a--Parallel_Programming_Shared_Memory.ipynb
+++ b/notebooks/4a--Parallel_Programming_Shared_Memory.ipynb
@@ -318,6 +318,7 @@
     "* Use processes instead of threads $\\to$ sidestep the global interpreter lock\n",
     "* `multiprocessing` module, part of the Python standard library\n",
     "* Most important use case: Data parallelism with the `Pool` class\n",
+    "* Caveat: size of \"work units\" needs to be large enough compared to overhead of process creation\n",
     "* Explicit interprocess communication possible via Queues\n",
     "* https://docs.python.org/3/library/multiprocessing.html"
    ]
@@ -451,6 +452,20 @@
     "print(\"pool time: {:f}\".format(time.time() - start))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "###  `multiprocessing.Pool` combined with threading\n",
+    "* Pool can be combined with a threaded library, e.g. numpy calls via MKL, numba with auto-parallelization\n",
+    "* Product of number of processes for Pool and number of threads should equal the number of cores of the CPU\n",
+    "* Set variables `OMP_NUM_THREADS`, `NUMBA_NUM_THREADS` to control number of threads"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
diff --git a/notebooks/5a--Visualization.ipynb b/notebooks/5a--Visualization.ipynb
index 5882ee6f4b3349988557eedc7122b3a261501cdb..876af536c067a8ceee4ce2828b672d15bcde45b7 100644
--- a/notebooks/5a--Visualization.ipynb
+++ b/notebooks/5a--Visualization.ipynb
@@ -76,7 +76,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -130,12 +130,14 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f82b9b94b38>"
+       "<Figure size 612x367.2 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -178,12 +180,14 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f82b97dc6a0>"
+       "<Figure size 720x288 with 6 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -222,6 +226,14 @@
    "execution_count": 4,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_1685267/3064593639.py:9: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
+      "  plt.pcolormesh(x, y, z.T, cmap='PuOr')   # transpose necessary because pcolormesh expects matrix-like format\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
@@ -234,12 +246,14 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f82b94ebf28>"
+       "<Figure size 432x288 with 2 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -248,17 +262,37 @@
     "import matplotlib.pyplot as plt\n",
     "x = np.linspace(-4.0, 5.0)\n",
     "y = np.linspace(-2.0, 4.0)\n",
-    "xv, yv = np.meshgrid(x, y)\n",
+    "xv, yv = np.meshgrid(y, x)\n",
     "z = np.sin(3.*xv/np.pi)*np.cos(4.0*yv/np.pi) / (xv**2 + yv**2+1.0)\n",
     "f = plt.figure()\n",
     "# pcolormesh much faster than pcolor!\n",
     "plt.pcolormesh(x, y, z.T, cmap='PuOr')   # transpose necessary because pcolormesh expects matrix-like format\n",
     "plt.colorbar()\n",
-    "plt.ylabel('$y$ [cm]')\n",
-    "plt.xlabel('$x$ [cm]')\n",
     "plt.axis('image')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Colormaps\n",
+    "* Which colormap to use for visualizing data?\n",
+    "* Depends on many things, e.g.\n",
+    "    * knowledge of data set (critical values, ...)\n",
+    "    * intuitive color scheme available?\n",
+    "    * expectations of audience?\n",
+    "* guidelines:\n",
+    "    * *sequential* colormaps (monotonous change in lightness) for ordered data\n",
+    "    * *diverging* colormaps (two different colors meet in middle) for data deviating from a mean value\n",
+    "    * *qualitative* colormaps for information without ordering/relationships (e.g. different lines in line plots)\n",
+    "    * **avoid** the jet or rainbow colorscale\n",
+    "* [matplotlib colormaps](https://matplotlib.org/tutorials/colors/colormaps.html)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -267,14 +301,26 @@
     }
    },
    "source": [
-    "### 2D contour plots:"
+    "![Sequential colormaps](fig/colormaps_sequential.png)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {},
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_1685267/1080335468.py:8: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
+      "  plt.pcolormesh(x, y, z.T, cmap='viridis')\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
@@ -287,12 +333,14 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f82b9add4a8>"
+       "<Figure size 432x288 with 2 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -301,38 +349,16 @@
     "import matplotlib.pyplot as plt\n",
     "x = np.linspace(-4.0, 5.0)\n",
     "y = np.linspace(-2.0, 4.0)\n",
-    "xv, yv = np.meshgrid(x, y)\n",
-    "z = np.sin(3.*xv/np.pi)*np.cos(4.0*yv/np.pi) / (xv**2 + yv**2+1.0)\n",
+    "xv, yv = np.meshgrid(y, x)\n",
+    "z = 1/(xv**2 + yv**2 + 0.5)*100\n",
     "f = plt.figure()\n",
-    "CS = plt.contour(x, y, z.T, 10)   # transpose necessary because pcolormesh expects matrix-like format\n",
-    "plt.clabel(CS, inline=1, fontsize=10)\n",
+    "plt.pcolormesh(x, y, z.T, cmap='viridis')\n",
+    "plt.colorbar(label=\"Intensity [W/cm$^2$]\")\n",
     "plt.ylabel('$y$ [cm]')\n",
     "plt.xlabel('$x$ [cm]')\n",
     "plt.axis('image')"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "slideshow": {
-     "slide_type": "slide"
-    }
-   },
-   "source": [
-    "## Colormaps\n",
-    "* Which colormap to use for visualizing data?\n",
-    "* Depends on many things, e.g.\n",
-    "    * knowledge of data set (critical values, ...)\n",
-    "    * intuitive color scheme available?\n",
-    "    * expectations of audience?\n",
-    "* guidelines:\n",
-    "    * *sequential* colormaps (monotonous change in lightness) for ordered data\n",
-    "    * *diverging* colormaps (two different colors meet in middle) for data deviating from a mean value\n",
-    "    * *qualitative* colormaps for information without ordering/relationships (e.g. different lines in line plots)\n",
-    "    * **avoid** the jet or rainbow colorscale\n",
-    "* [matplotlib colormaps](https://matplotlib.org/tutorials/colors/colormaps.html)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -341,18 +367,62 @@
     }
    },
    "source": [
-    "![Sequential colormaps](fig/colormaps_sequential.png)"
+    "![Diverging colormaps](fig/colormaps_diverging.png)"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 6,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
     }
    },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_1685267/3205858091.py:8: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
+      "  plt.pcolormesh(x, y, z.T, cmap='RdBu_r')\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-4.0, 5.0, -2.0, 4.0)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "![Diverging colormaps](fig/colormaps_diverging.png)"
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "x = np.linspace(-4.0, 5.0)\n",
+    "y = np.linspace(-2.0, 4.0)\n",
+    "xv, yv = np.meshgrid(y, x)\n",
+    "z = np.sin(3.*xv/np.pi)*np.cos(4.0*yv/np.pi) / (xv**2 + yv**2+1.0)*5 + 273\n",
+    "f = plt.figure()\n",
+    "plt.pcolormesh(x, y, z.T, cmap='RdBu_r')\n",
+    "plt.colorbar(label=\"$T$ [K]\")\n",
+    "plt.ylabel('$y$ [cm]')\n",
+    "plt.xlabel('$x$ [cm]')\n",
+    "plt.axis('image')"
    ]
   },
   {
@@ -370,14 +440,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['seaborn-paper', 'seaborn-pastel', 'seaborn-dark-palette', 'seaborn-colorblind', 'Solarize_Light2', 'seaborn-whitegrid', '_classic_test', 'fast', 'seaborn-muted', 'grayscale', 'seaborn-bright', 'ggplot', 'seaborn-ticks', 'seaborn-deep', 'bmh', 'dark_background', 'seaborn-white', 'seaborn-darkgrid', 'seaborn-notebook', 'seaborn-poster', 'seaborn-talk', 'fivethirtyeight', 'seaborn-dark', 'classic', 'seaborn']\n"
+      "['Solarize_Light2', '_classic_test_patch', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark', 'seaborn-dark-palette', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']\n"
      ]
     }
    ],
@@ -387,7 +457,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -396,12 +466,14 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f82b9483198>"
+       "<Figure size 1080x360 with 2 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -438,7 +510,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {
     "scrolled": false,
     "slideshow": {
@@ -450,36 +522,38 @@
      "data": {
       "application/javascript": [
        "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
        "window.mpl = {};\n",
        "\n",
-       "\n",
-       "mpl.get_websocket_type = function() {\n",
-       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
        "        return WebSocket;\n",
-       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
        "        return MozWebSocket;\n",
        "    } else {\n",
-       "        alert('Your browser does not have WebSocket support.' +\n",
-       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "              'Firefox 4 and 5 are also supported but you ' +\n",
-       "              'have to enable WebSockets in about:config.');\n",
-       "    };\n",
-       "}\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
        "\n",
-       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
        "    this.id = figure_id;\n",
        "\n",
        "    this.ws = websocket;\n",
        "\n",
-       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
        "\n",
        "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
        "        if (warnings) {\n",
        "            warnings.style.display = 'block';\n",
-       "            warnings.textContent = (\n",
-       "                \"This browser does not support binary websocket messages. \" +\n",
-       "                    \"Performance may be slow.\");\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
        "        }\n",
        "    }\n",
        "\n",
@@ -494,11 +568,11 @@
        "\n",
        "    this.image_mode = 'full';\n",
        "\n",
-       "    this.root = $('<div/>');\n",
-       "    this._root_extra_style(this.root)\n",
-       "    this.root.attr('style', 'display: inline-block');\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
        "\n",
-       "    $(parent_element).append(this.root);\n",
+       "    parent_element.appendChild(this.root);\n",
        "\n",
        "    this._init_header(this);\n",
        "    this._init_canvas(this);\n",
@@ -508,285 +582,364 @@
        "\n",
        "    this.waiting = false;\n",
        "\n",
-       "    this.ws.onopen =  function () {\n",
-       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
-       "            fig.send_message(\"send_image_mode\", {});\n",
-       "            if (mpl.ratio != 1) {\n",
-       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
-       "            }\n",
-       "            fig.send_message(\"refresh\", {});\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
        "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
        "\n",
-       "    this.imageObj.onload = function() {\n",
-       "            if (fig.image_mode == 'full') {\n",
-       "                // Full images could contain transparency (where diff images\n",
-       "                // almost always do), so we need to clear the canvas so that\n",
-       "                // there is no ghosting.\n",
-       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "            }\n",
-       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "        };\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
        "\n",
-       "    this.imageObj.onunload = function() {\n",
+       "    this.imageObj.onunload = function () {\n",
        "        fig.ws.close();\n",
-       "    }\n",
+       "    };\n",
        "\n",
        "    this.ws.onmessage = this._make_on_message_function(this);\n",
        "\n",
        "    this.ondownload = ondownload;\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype._init_header = function() {\n",
-       "    var titlebar = $(\n",
-       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
-       "        'ui-helper-clearfix\"/>');\n",
-       "    var titletext = $(\n",
-       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
-       "        'text-align: center; padding: 3px;\"/>');\n",
-       "    titlebar.append(titletext)\n",
-       "    this.root.append(titlebar);\n",
-       "    this.header = titletext[0];\n",
-       "}\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
        "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
        "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
        "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
        "\n",
-       "}\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
        "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
        "\n",
-       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
        "\n",
-       "}\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
        "\n",
-       "mpl.figure.prototype._init_canvas = function() {\n",
-       "    var fig = this;\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
        "\n",
-       "    var canvas_div = $('<div/>');\n",
+       "    this.context = canvas.getContext('2d');\n",
        "\n",
-       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
        "\n",
-       "    function canvas_keyboard_event(event) {\n",
-       "        return fig.key_event(event, event['data']);\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
        "    }\n",
        "\n",
-       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
-       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
-       "    this.canvas_div = canvas_div\n",
-       "    this._canvas_extra_style(canvas_div)\n",
-       "    this.root.append(canvas_div);\n",
-       "\n",
-       "    var canvas = $('<canvas/>');\n",
-       "    canvas.addClass('mpl-canvas');\n",
-       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
-       "\n",
-       "    this.canvas = canvas[0];\n",
-       "    this.context = canvas[0].getContext(\"2d\");\n",
-       "\n",
-       "    var backingStore = this.context.backingStorePixelRatio ||\n",
-       "\tthis.context.webkitBackingStorePixelRatio ||\n",
-       "\tthis.context.mozBackingStorePixelRatio ||\n",
-       "\tthis.context.msBackingStorePixelRatio ||\n",
-       "\tthis.context.oBackingStorePixelRatio ||\n",
-       "\tthis.context.backingStorePixelRatio || 1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband = $('<canvas/>');\n",
-       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
-       "\n",
-       "    var pass_mouse_events = true;\n",
-       "\n",
-       "    canvas_div.resizable({\n",
-       "        start: function(event, ui) {\n",
-       "            pass_mouse_events = false;\n",
-       "        },\n",
-       "        resize: function(event, ui) {\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
-       "        stop: function(event, ui) {\n",
-       "            pass_mouse_events = true;\n",
-       "            fig.request_resize(ui.size.width, ui.size.height);\n",
-       "        },\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
        "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
        "\n",
-       "    function mouse_event_fn(event) {\n",
-       "        if (pass_mouse_events)\n",
-       "            return fig.mouse_event(event, event['data']);\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
        "    }\n",
        "\n",
-       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
-       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
        "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
        "\n",
-       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
-       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
        "\n",
-       "    canvas_div.on(\"wheel\", function (event) {\n",
-       "        event = event.originalEvent;\n",
-       "        event['data'] = 'scroll'\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
        "        if (event.deltaY < 0) {\n",
        "            event.step = 1;\n",
        "        } else {\n",
        "            event.step = -1;\n",
        "        }\n",
-       "        mouse_event_fn(event);\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
        "    });\n",
        "\n",
-       "    canvas_div.append(canvas);\n",
-       "    canvas_div.append(rubberband);\n",
-       "\n",
-       "    this.rubberband = rubberband;\n",
-       "    this.rubberband_canvas = rubberband[0];\n",
-       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
-       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
-       "\n",
-       "    this._resize_canvas = function(width, height) {\n",
-       "        // Keep the size of the canvas, canvas container, and rubber band\n",
-       "        // canvas in synch.\n",
-       "        canvas_div.css('width', width)\n",
-       "        canvas_div.css('height', height)\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
        "\n",
-       "        canvas.attr('width', width * mpl.ratio);\n",
-       "        canvas.attr('height', height * mpl.ratio);\n",
-       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
        "\n",
-       "        rubberband.attr('width', width);\n",
-       "        rubberband.attr('height', height);\n",
-       "    }\n",
-       "\n",
-       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
-       "    // upon first draw.\n",
-       "    this._resize_canvas(600, 600);\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
        "\n",
        "    // Disable right mouse context menu.\n",
-       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
        "        return false;\n",
        "    });\n",
        "\n",
-       "    function set_focus () {\n",
+       "    function set_focus() {\n",
        "        canvas.focus();\n",
        "        canvas_div.focus();\n",
        "    }\n",
        "\n",
        "    window.setTimeout(set_focus, 100);\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
        "    var fig = this;\n",
        "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
        "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
        "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
        "    }\n",
        "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
        "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
        "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
        "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
        "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
        "\n",
        "        if (!name) {\n",
-       "            // put a spacer in here.\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
        "            continue;\n",
        "        }\n",
-       "        var button = $('<button/>');\n",
-       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
-       "                        'ui-button-icon-only');\n",
-       "        button.attr('role', 'button');\n",
-       "        button.attr('aria-disabled', 'false');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "\n",
-       "        var icon_img = $('<span/>');\n",
-       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
-       "        icon_img.addClass(image);\n",
-       "        icon_img.addClass('ui-corner-all');\n",
-       "\n",
-       "        var tooltip_span = $('<span/>');\n",
-       "        tooltip_span.addClass('ui-button-text');\n",
-       "        tooltip_span.html(tooltip);\n",
-       "\n",
-       "        button.append(icon_img);\n",
-       "        button.append(tooltip_span);\n",
-       "\n",
-       "        nav_element.append(button);\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
        "    }\n",
        "\n",
-       "    var fmt_picker_span = $('<span/>');\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
        "\n",
-       "    var fmt_picker = $('<select/>');\n",
-       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
-       "    fmt_picker_span.append(fmt_picker);\n",
-       "    nav_element.append(fmt_picker_span);\n",
-       "    this.format_dropdown = fmt_picker[0];\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
        "\n",
        "    for (var ind in mpl.extensions) {\n",
        "        var fmt = mpl.extensions[ind];\n",
-       "        var option = $(\n",
-       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
-       "        fmt_picker.append(option)\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
        "    }\n",
        "\n",
-       "    // Add hover states to the ui-buttons\n",
-       "    $( \".ui-button\" ).hover(\n",
-       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
-       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
-       "    );\n",
-       "\n",
-       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
-       "}\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
        "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
        "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
-       "}\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
        "    properties['type'] = type;\n",
        "    properties['figure_id'] = this.id;\n",
        "    this.ws.send(JSON.stringify(properties));\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
        "    if (!this.waiting) {\n",
        "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
        "    }\n",
-       "}\n",
-       "\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
        "    var format_dropdown = fig.format_dropdown;\n",
        "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
        "    fig.ondownload(fig, format);\n",
-       "}\n",
-       "\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
        "    var size = msg['size'];\n",
-       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1]);\n",
-       "        fig.send_message(\"refresh\", {});\n",
-       "    };\n",
-       "}\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
        "    x0 = Math.floor(x0) + 0.5;\n",
        "    y0 = Math.floor(y0) + 0.5;\n",
        "    x1 = Math.floor(x1) + 0.5;\n",
@@ -797,78 +950,111 @@
        "    var height = Math.abs(y1 - y0);\n",
        "\n",
        "    fig.rubberband_context.clearRect(\n",
-       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
        "\n",
        "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
        "    // Updates the figure title.\n",
        "    fig.header.textContent = msg['label'];\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
        "    var cursor = msg['cursor'];\n",
-       "    switch(cursor)\n",
-       "    {\n",
-       "    case 0:\n",
-       "        cursor = 'pointer';\n",
-       "        break;\n",
-       "    case 1:\n",
-       "        cursor = 'default';\n",
-       "        break;\n",
-       "    case 2:\n",
-       "        cursor = 'crosshair';\n",
-       "        break;\n",
-       "    case 3:\n",
-       "        cursor = 'move';\n",
-       "        break;\n",
+       "    switch (cursor) {\n",
+       "        case 0:\n",
+       "            cursor = 'pointer';\n",
+       "            break;\n",
+       "        case 1:\n",
+       "            cursor = 'default';\n",
+       "            break;\n",
+       "        case 2:\n",
+       "            cursor = 'crosshair';\n",
+       "            break;\n",
+       "        case 3:\n",
+       "            cursor = 'move';\n",
+       "            break;\n",
        "    }\n",
        "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
        "    fig.message.textContent = msg['message'];\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
        "    // Request the server to send over a new figure.\n",
        "    fig.send_draw_message();\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
        "    fig.image_mode = msg['mode'];\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
        "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message(\"ack\", {});\n",
-       "}\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
        "\n",
        "// A function to construct a web socket function for onmessage handling.\n",
        "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
        "    return function socket_on_message(evt) {\n",
        "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = \"image/png\";\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
        "\n",
        "            /* Free the memory for the previous frames */\n",
        "            if (fig.imageObj.src) {\n",
        "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src);\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
        "            }\n",
        "\n",
        "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data);\n",
+       "                img\n",
+       "            );\n",
        "            fig.updated_canvas_event();\n",
        "            fig.waiting = false;\n",
        "            return;\n",
-       "        }\n",
-       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
        "            fig.imageObj.src = evt.data;\n",
        "            fig.updated_canvas_event();\n",
        "            fig.waiting = false;\n",
@@ -881,9 +1067,12 @@
        "        // Call the  \"handle_{type}\" callback, which takes\n",
        "        // the figure and JSON message as its only arguments.\n",
        "        try {\n",
-       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "            var callback = fig['handle_' + msg_type];\n",
        "        } catch (e) {\n",
-       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
        "            return;\n",
        "        }\n",
        "\n",
@@ -892,32 +1081,40 @@
        "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
        "                callback(fig, msg);\n",
        "            } catch (e) {\n",
-       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
        "            }\n",
        "        }\n",
        "    };\n",
-       "}\n",
+       "};\n",
        "\n",
        "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function(e) {\n",
+       "mpl.findpos = function (e) {\n",
        "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
        "    var targ;\n",
-       "    if (!e)\n",
+       "    if (!e) {\n",
        "        e = window.event;\n",
-       "    if (e.target)\n",
+       "    }\n",
+       "    if (e.target) {\n",
        "        targ = e.target;\n",
-       "    else if (e.srcElement)\n",
+       "    } else if (e.srcElement) {\n",
        "        targ = e.srcElement;\n",
-       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
        "        targ = targ.parentNode;\n",
+       "    }\n",
        "\n",
-       "    // jQuery normalizes the pageX and pageY\n",
        "    // pageX,Y are the mouse positions relative to the document\n",
-       "    // offset() returns the position of the element relative to the document\n",
-       "    var x = e.pageX - $(targ).offset().left;\n",
-       "    var y = e.pageY - $(targ).offset().top;\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
        "\n",
-       "    return {\"x\": x, \"y\": y};\n",
+       "    return { x: x, y: y };\n",
        "};\n",
        "\n",
        "/*\n",
@@ -925,29 +1122,33 @@
        " * we need this to avoid circular references\n",
        " * http://stackoverflow.com/a/24161582/3208463\n",
        " */\n",
-       "function simpleKeys (original) {\n",
-       "  return Object.keys(original).reduce(function (obj, key) {\n",
-       "    if (typeof original[key] !== 'object')\n",
-       "        obj[key] = original[key]\n",
-       "    return obj;\n",
-       "  }, {});\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
        "}\n",
        "\n",
-       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event)\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
        "\n",
-       "    if (name === 'button_press')\n",
-       "    {\n",
+       "    if (name === 'button_press') {\n",
        "        this.canvas.focus();\n",
        "        this.canvas_div.focus();\n",
        "    }\n",
        "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
        "\n",
-       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
-       "                             step: event.step,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
        "\n",
        "    /* This prevents the web browser from automatically changing to\n",
        "     * the text insertion cursor when the button is pressed.  We want\n",
@@ -955,268 +1156,342 @@
        "     * 'cursor' event from matplotlib */\n",
        "    event.preventDefault();\n",
        "    return false;\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
        "    // Handle any extra behaviour associated with a key event\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "};\n",
        "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
        "    // Prevent repeat events\n",
-       "    if (name == 'key_press')\n",
-       "    {\n",
-       "        if (event.which === this._key)\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
        "            return;\n",
-       "        else\n",
-       "            this._key = event.which;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
        "    }\n",
-       "    if (name == 'key_release')\n",
+       "    if (name === 'key_release') {\n",
        "        this._key = null;\n",
+       "    }\n",
        "\n",
        "    var value = '';\n",
-       "    if (event.ctrlKey && event.which != 17)\n",
-       "        value += \"ctrl+\";\n",
-       "    if (event.altKey && event.which != 18)\n",
-       "        value += \"alt+\";\n",
-       "    if (event.shiftKey && event.which != 16)\n",
-       "        value += \"shift+\";\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
        "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
+       "    value += 'k' + event.key;\n",
        "\n",
        "    this._key_event_extra(event, name);\n",
        "\n",
-       "    this.send_message(name, {key: value,\n",
-       "                             guiEvent: simpleKeys(event)});\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
        "    return false;\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
-       "    if (name == 'download') {\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
        "        this.handle_save(this, null);\n",
        "    } else {\n",
-       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
        "    }\n",
        "};\n",
        "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
        "    this.message.textContent = tooltip;\n",
        "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
        "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
        "\n",
-       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "var comm_websocket_adapter = function (comm) {\n",
        "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
        "    // object with the appropriate methods. Currently this is a non binary\n",
        "    // socket, so there is still some room for performance tuning.\n",
        "    var ws = {};\n",
        "\n",
-       "    ws.close = function() {\n",
-       "        comm.close()\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
        "    };\n",
-       "    ws.send = function(m) {\n",
+       "    ws.send = function (m) {\n",
        "        //console.log('sending', m);\n",
        "        comm.send(m);\n",
        "    };\n",
        "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function(msg) {\n",
+       "    comm.on_msg(function (msg) {\n",
        "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data'])\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
        "    });\n",
        "    return ws;\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
        "    // This is the function which gets called when the mpl process\n",
        "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
        "\n",
        "    var id = msg.content.data.id;\n",
        "    // Get hold of the div created by the display call when the Comm\n",
        "    // socket was opened in Python.\n",
-       "    var element = $(\"#\" + id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
        "\n",
-       "    function ondownload(figure, format) {\n",
-       "        window.open(figure.imageObj.src);\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
        "    }\n",
        "\n",
-       "    var fig = new mpl.figure(id, ws_proxy,\n",
-       "                           ondownload,\n",
-       "                           element.get(0));\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
        "\n",
        "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
        "    // web socket which is closed, not our websocket->open comm proxy.\n",
        "    ws_proxy.onopen();\n",
        "\n",
-       "    fig.parent_element = element.get(0);\n",
+       "    fig.parent_element = element;\n",
        "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
        "    if (!fig.cell_info) {\n",
-       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
        "        return;\n",
        "    }\n",
-       "\n",
-       "    var output_index = fig.cell_info[2]\n",
-       "    var cell = fig.cell_info[0];\n",
-       "\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
        "};\n",
        "\n",
-       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
-       "    var width = fig.canvas.width/mpl.ratio\n",
-       "    fig.root.unbind('remove')\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
        "\n",
        "    // Update the output cell to use the data from the current canvas.\n",
        "    fig.push_to_output();\n",
        "    var dataURL = fig.canvas.toDataURL();\n",
        "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
        "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable()\n",
-       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
        "    fig.close_ws(fig, msg);\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
        "    fig.send_message('closing', msg);\n",
        "    // fig.ws.close()\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
        "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var width = this.canvas.width / this.ratio;\n",
        "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "}\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
        "    // Tell IPython that the notebook contents must change.\n",
        "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message(\"ack\", {});\n",
+       "    this.send_message('ack', {});\n",
        "    var fig = this;\n",
        "    // Wait a second, then push the new image to the DOM so\n",
        "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
-       "}\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
        "    var fig = this;\n",
        "\n",
-       "    var nav_element = $('<div/>')\n",
-       "    nav_element.attr('style', 'width: 100%');\n",
-       "    this.root.append(nav_element);\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
        "\n",
-       "    // Define a callback function for later on.\n",
-       "    function toolbar_event(event) {\n",
-       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
        "    }\n",
-       "    function toolbar_mouse_event(event) {\n",
-       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
        "    }\n",
        "\n",
-       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
        "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
        "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
        "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
        "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
        "\n",
-       "        if (!name) { continue; };\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
        "\n",
-       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
-       "        button.click(method_name, toolbar_event);\n",
-       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
-       "        nav_element.append(button);\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
        "    }\n",
        "\n",
        "    // Add the status bar.\n",
-       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
-       "    nav_element.append(status_bar);\n",
-       "    this.message = status_bar[0];\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
        "\n",
        "    // Add the close button to the window.\n",
-       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
-       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
-       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
-       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
-       "    buttongrp.append(button);\n",
-       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
-       "    titlebar.prepend(buttongrp);\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function(el){\n",
-       "    var fig = this\n",
-       "    el.on(\"remove\", function(){\n",
-       "\tfig.close_ws(fig, {});\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
        "    });\n",
-       "}\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
        "    // this is important to make the div 'focusable\n",
-       "    el.attr('tabindex', 0)\n",
+       "    el.setAttribute('tabindex', 0);\n",
        "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
        "    // off when our div gets focus\n",
        "\n",
        "    // location in version 3\n",
        "    if (IPython.notebook.keyboard_manager) {\n",
        "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "    else {\n",
+       "    } else {\n",
        "        // location in version 2\n",
        "        IPython.keyboard_manager.register_events(el);\n",
        "    }\n",
+       "};\n",
        "\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
        "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager)\n",
+       "    if (!manager) {\n",
        "        manager = IPython.keyboard_manager;\n",
+       "    }\n",
        "\n",
        "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which == 13) {\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
        "        this.canvas_div.blur();\n",
-       "        event.shiftKey = false;\n",
-       "        // Send a \"J\" for go to next cell\n",
-       "        event.which = 74;\n",
-       "        event.keyCode = 74;\n",
-       "        manager.command_mode();\n",
-       "        manager.handle_keydown(event);\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
        "    }\n",
-       "}\n",
+       "};\n",
        "\n",
-       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
        "    fig.ondownload(fig, null);\n",
-       "}\n",
-       "\n",
+       "};\n",
        "\n",
-       "mpl.find_output_cell = function(html_output) {\n",
+       "mpl.find_output_cell = function (html_output) {\n",
        "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
        "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
        "    // IPython event is triggered only after the cells have been serialised, which for\n",
        "    // our purposes (turning an active figure into a static one), is too late.\n",
        "    var cells = IPython.notebook.get_cells();\n",
        "    var ncells = cells.length;\n",
-       "    for (var i=0; i<ncells; i++) {\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
        "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code'){\n",
-       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
        "                var data = cell.output_area.outputs[j];\n",
        "                if (data.data) {\n",
        "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
        "                    data = data.data;\n",
        "                }\n",
-       "                if (data['text/html'] == html_output) {\n",
+       "                if (data['text/html'] === html_output) {\n",
        "                    return [cell, data, j];\n",
        "                }\n",
        "            }\n",
        "        }\n",
        "    }\n",
-       "}\n",
+       "};\n",
        "\n",
        "// Register the function which deals with the matplotlib target/channel.\n",
        "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel != null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
        "}\n"
       ],
       "text/plain": [
@@ -1229,7 +1504,7 @@
     {
      "data": {
       "text/html": [
-       "<img 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\" width=\"640\">"
+       "<img src=\"data:image/png;base64,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\" width=\"640\">"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1241,10 +1516,10 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f82b92d0e48>]"
+       "[<matplotlib.lines.Line2D at 0x7f937d1efd30>]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }