demo_plotting_and_animation.ipynb 2.42 MB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pystencils.session import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting and Animation\n",
    "\n",
    "\n",
    "## 1) Stencils\n",
    "\n",
    "This section shows how to visualize stencils, i.e. lists of directions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": "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\n",
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      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stencil_5pt = [(0, 0), (1, 0), (-1, 0), (0, 1), (0, -1)]\n",
    "plt.figure(figsize=(2, 2))\n",
    "ps.stencil.plot(stencil_5pt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default the indices are shown the arrow endpoints. \n",
    "Custom data can also be plotted:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": "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\n",
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      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(2, 2))\n",
    "ps.stencil.plot(stencil_5pt, data=[2.0, 5, 'test', 42, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The stencil can also be given as an expression in a single field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
93
      "image/png": "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\n",
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      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = ps.fields(\"f: [2D]\")\n",
    "c = sp.symbols(\"c\")\n",
    "expr = f[0, 0] + 2 * f[1, 0] + c * f[-1, 0] + 4 * f[0, 1] - c**2 * f[0, -1]\n",
    "plt.figure(figsize=(2, 2))\n",
    "ps.stencil.plot_expression(expr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is also a function to simply plot sympy expressions depending on one variable only:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
126
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = sp.symbols(\"x\")\n",
    "plt.figure(figsize=(4, 4))\n",
    "plt.sympy_function(x**2 - 1, x_values=np.linspace(-2, 2));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Three dimensional stencils can be visualized in two different ways"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
157
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stencil_7pt = [(0, 0, 0), (1, 0, 0), (-1, 0, 0), (0, 1, 0), (0, -1, 0), (0, 0, 1), (0, 0, -1)]\n",
    "ps.stencil.plot(stencil_7pt, data=[i for i in range(7)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This kind of plot works well for small stencils, for larger stencils this gets messy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
187
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stencil_27pt = [(i, j, k) for i in (-1, 0, 1) for j in (-1, 0, 1) for k in (-1, 0, 1)]\n",
    "ps.stencil.plot(stencil_27pt, data=[i for i in range(27)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adding `slice=True` shows the three projections of the stencils instead"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
217
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ps.stencil.plot(stencil_27pt, data=[i for i in range(27)], slice=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Scalar fields\n",
    "\n",
    "*pystencils* also comes with helper functions to plot simulation data. \n",
    "The plotting functions are simple but useful wrappers around basic Matplotlib functionality. \n",
    "*pystencils* imports all matplotlib functions as well, such that one can use\n",
    "\n",
    "```import pystencils.plot as plt```\n",
    "\n",
    "instead of \n",
    "\n",
    "```import matplotlib.pyplot as plt```\n",
    "\n",
    "The session import at the top of the notebook does this already, and also sets up inline plotting for notebooks.\n",
    "\n",
    "This section demonstrates how to plot 2D scalar fields. Internally `imshow` from matplotlib is used, however the coordinate system is changed such that (0,0) is in the lower left corner,  the $x$-axis points to the right, and the $y$-axis upward. \n",
    "\n",
    "The next function returns a scalar field for demonstration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def example_scalar_field(t=0):\n",
    "    x, y = np.meshgrid(np.linspace(0, 2 * np.pi, 100), np.linspace(0, 2 * np.pi, 100))\n",
    "    z = np.cos(x + 0.1 * t) * np.sin(y + 0.1 * t) + 0.1 * x * y\n",
    "    return z"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To show a single scalar field use `plt.scalar_field`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
283
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arr = example_scalar_field()\n",
    "plt.scalar_field(arr)\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A similar wrapper around `counter` from matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
314
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scalar_field_contour(arr);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A 3D surface plot is also possible:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7f38908f9828>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
365
    "plt.scalar_field_surface(arr)"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For simulation results one often needs visualization of time dependent results. To show an evolving scalar field an animation can be created as shown in the next cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = 0\n",
    "def run_func():\n",
    "    global t\n",
    "    t += 1\n",
    "    return example_scalar_field(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video controls width=\"80%\">\n",
397
       " <source 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\" type=\"video/mp4\">\n",
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       " Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
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    "plt.figure()\n",
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    "animation = plt.scalar_field_animation(run_func, frames=60)\n",
    "ps.jupyter.display_as_html_video(animation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another way to display animations is as an image sequence. While the `run_func` i.e. the simulation is running the current state is then displayed as HTML image. Use this method when your `run_func` takes a long time and you want to see the status while the simulation runs. The `frames` parameter specifies how often the run function will be called."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
430
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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    "plt.figure()\n",
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    "animation = plt.scalar_field_animation(run_func, frames=30)\n",
    "ps.jupyter.display_as_html_image(animation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For surface plots there is also an animated version:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video controls width=\"80%\">\n",
463
       " <source 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hq2G0THA5GNqA/dLfgVXA0R2pYpGT1M17s8AO+Pir5EsDrmh5Kh6VqDKD7Vuee3kmRRKdm4Bs/C/yfiOyPir4/wH+IEwJS+N94JREy1sikQSIvkx5QFv5eIPSaBMrq2yp2k9VgMPf6zn4NdM4614jgEBXgw33wDz5SNGntpF/sWL4iHxQGGoNiCm0W1tfwHhtLYa8dpRHJ+f1fgy8n+b6P///gh8AVoa4jx6Ixf/8SMDLAISplKk59Tc34PoZyf8hu+23g7/gyGVYn57cH0o9/wBm+HCnOAEr2qyEK1z5fGr8AQm2gHZJzZ5ZJFXpjdwF/UGfrrrrrrrrrrrrrrrrrrrrrrrrr4f/3ghBRgJOxOb+Y4mWjOsP7ONxxk25OMLkon54CTu374TGpm/rX/rkFZbokd38DxZR5TQbiOf/F3fH34AvZiizMxAuRNP5y8oNyEDzcdX9M/B3v/8JQR7wBbNM3+pQnsRvQGIxiwNpV/6//CyB4eKrbXI/Sn9emS8NZs83Beifkgh3///woFoahJCfmFw7E/NFJZg8OoSn/8d3hU3AdzMWV+GIFxCVP50Ee8Rwlxv2hWb6m/4A4u/GE4EIlHMDLTf1AgpI5r/Afldvyvv//d92lw745PTYjPBnOq0/gI9jzI/kNPbpQnsRltmL51f5XH8qUfwff/8JRYyI5rAXlXN+f6/fwC/H//k///ChxjIln4GXbzjPbzjoR//9n/+O7wqEsATfMKOmgL7PQt0/nQBtbJN+BvJSc1/jfW9+f/uN7+ycaTO6IBa2Lm4MIs6F35wzU4s1b792IC2I37cX+AYAIYhwlzgpIZmtowcGCRcjsR4BhD4YrgNx09Q3OnrYoYeUY+CcWqU5kx/wCABwrvssNOj/fOHlNSWXP/8AxDhUoPDuPui4TAfPoNxqev/8F8AhWJi+mZfTWdC5cXydiA0NST1/+AYBCpspmpRi5ygouYv/q+Dwrwm9ISCRyN9+oTz/o73fgo8d9Bt+XMnu9//YW7cgX2slrUYwFN//w446+7r1gdPAglbt000zqcgghjcSSH6F0Kq36f/sOI2gqSL/s3//mChiAhKzlhA1b1hQVGVuAJxOgMPfuf5E9wHUhvJuTXNODwLrQysF3CpQVZvo2ggcdLIsHTFMCm8/fTlxul736nwUY8bmD4bzTSSy8Lz35h9ujTr+tUyW8gB7nbt50xcXEb8hfS7knnLiCZvJayeeqBV23SnUUjeNy/5CtCLJweTWUw9FgyfX+dLFzkiHYkMBBdFNxnbMXcfAMg0R6gJjjKMn4Zjsv3wHokkFrOQ4S8gwt0WuP9IQq/WBrDDKvd/wAQ4NoTlHwDHK5kPpnN33XYbjp6JRkzRKZip38Xoy4Br+G30Oa+XO1jVuWTst//AMA4VOGnKnqGnKnr5meaQPDsPu//gGAXhW4iA3HT14aY6es4/7/qY8AhUg77F3lhq3LYb1T1DeVPXHL4cAi8IwPJ4jVe8xvZLKouYgSZr2uWMRAbnT1/+AYYw0bE3CePRNnWn+4o01gOByYGNFp/o1GmVS46n9hKH/4eCtdbbjDP9dh/h/1wqEOAA3mmCZZihzuL77v7pz1BTXXXXXXXXXXXXXXXXXXXXXXXXX8Hh/4SBFM/7/+H/4UjgxS4FiPE/OFicT86PxC/2JDdf//lhQOQuSRPzaGoGDkSkAdrNb84JdnyKG43/3d3lCvBHvC8kG5QrN9TAwtreDggNrSej7/u7viHfgC8zFFmZIDlUhmF5INyAflO35Z9/8P8Hfw/xUEe8Blk39UoTbEbiBAdkLNYPlFvHH75/AtOJ+YWuJ+biMf/w8c/tU55IbjoeL/sYhWND5QFhoSgACYaH//jBCXAFaMxZX4ICryGd+d/93AHwqSaROKZRv6tWZvvcAJs8yDT/mQBzKMWH/3F3w9k4CQWUb8H68JenRyqG5omRtnALyp2/C/H/rALJn/d9//hKCPeAYX28HVXy3g4ObmoDM7kX3HH/8PBEH9///4kRA5OTMPcmY/tXx3rX61///8KCNFTsViUOigDf//7vDoc4I943WQZAOAjwUHHxPf97jjkCBOBfa4F81nuv98NzkSbp0fp996/TrNus36fp9/66/rE6b/hUhxW3//wQ8hMlf9P/qIJGGQIaclr9kmIP/9vBdlpFYnQMpcn5/+RRemMgQNe5ce77imC/5+/s1tCgH1H1oWT1Xa6tOdARgqSBL+PmG6rcfT9vtCagZq8BLuvaZrbba9OXbbj+L/kNNVg7W0+9+/kxWsfQ0iX78NnDUMn10AMjMByBBYVUAZffAqoRPAR1LeIgvgxAgMDZ//+gmCCZ8n4hUSyfmFVZPzWiRUL133/iEMP4TDnjTMwAeTxHWuO0UU+oAH/ChgD7LI2seVW3ALSj/z3pwDFD1MDkgxYlP9glAz8n5g8P/4eKJEJabT1gHItZ29727/CQXw/hI3VbaJMa5HfQIMzEPET2qfYq189ftMN8+aEfkGlgvz1BbXXXXXXXXXXXXXXXXXXXXXXXXX+kP/CgWv7H+kfGjhGDltDjz/zaxgIExRewai4iZtnQA9pPnzZeUG5DOivV5av+Dvd+M8CEEUWYJty56gOPEeeHgel3Iu/xe4O/+EuUFyJl5y8oNyBHvAMtreDnBz9g/99//xUEB2zzWA/Jc35f91ALE8QtOJ+apM1VMP/+ExvfM7hCNG497hX//pSFA5KMmaqkV6Z//3weL9KrMWu2eYhG3eCreZNP+bQBxOMWAqUSnf+f+L3fjPASDq34AK5mLK/BTNxC6fzk+6n68kG5Qpm+pv+77vLhxRMpfd8B4NTHkREJJj6AZnciRBRFJZnK8DJ283crj/8TGoxPIzBmNK0/m59/rfvwYv8///u+HScC5R4gR7wc53IU2QHzxvhdx8n991H4yeBfaxDVBW5bzx0qPguUZ9Xxp08Lol5jPzmf9Ommv4AAYAH9BqzW/dYzL/9Szf8UXhL8CP7u1H3DG/78YmMRjXat9wwD9aG5cAZ9QF+NtQfqmj3zFMW+38AwD+KNzpIaLnVFyEwqunL9+Y8AwD/Q7lvYPyWOtCRlvqRZt/93u/n6G9L6QR7wZ6Xczrgc8dNg77pk3u8if/DBWclPb04UoIJbbf//8PoL33XnSEST0//b4knlCJK//T+MMeQ4DIYuz6VUXPEEl3v8pEX2HNe9wPTAyyyfc/sMkgSXUz/+3gzsD72z9uMnZ5Cdxfzpr6TW1rfimbb+mFSQV6I1fl2v2v3X8XG4rIWUievi8t82ashA8Mn/+zEt/wyre1iqWA8p+Fbgkk+FRQWmgjiJ4sTOPH/DUImmH3gn+r4cO1TV2Y/4IkRBAuUqcffwpRG3+v8YfYkrwOzOdHgNDW09Q9TW/w4L4j3lSxIjB0fcG01lMf+3s5qRTO5fBQUTJ/P/gGfhDvhy5qFHS5k6+RRnRzZ7oePf/gGAcKlANOSp5g8pr4PHUPuKA4uf/4BgvCs0GnqGhj6evh7moxJy2JBOOZ/1wwCFSe+yyWf7w05U9WXt/wwCLgy8n+eiScMKiTJ+dIccSDBlTthudPUNManr/tgEuMgCtGaE8eHUhL0aPDsR1wi48ssZ6rkIW3aOmNq17/PA4UlcOVkwmVeSCn///wQAswAH7IwRFiHCnIJBqCGuuuuuuuuuuuuuuuuuuuuuuuuv+4B8oQ+HAAg/uuv/iaThyL2+8P/8V75+LjtxL2UGEjCxOJ+YWJon5iP//I4f/p/8KBrfwBWmYsr8//e74s1Yc87gXKifnCtuSSGK2nnRv/YI94Bhet4Oqty3/4i+/gm4CFMUXoMYPEmn84HBzc1AZXci/uDu5f8JYCQWpvyMazf1T489okt7KeARmqevPvj/+E4QdFM9gDp6RPzi9E/3KbghLAA///SKDl+OZTWCzJlbT/eSSIhxG/DXLNCGyF3TMXz7/AN0gbjYdXcIhuIByhwPb4DbZluljnDnch/6/wmm6ke++6V9LSCqEA4m78//wipFP/+3Hq/7e1+E0XnIt205iGsoUoaDasHWb+vd1fSlzZ2aOaf5cPjgVWyq3UVd3GpFHW7qSlogT8q+9k/U/XiO9ym/tdkPkLMMXICqoRUHGvdbpTjKpUo8S4pr1u5aD25ljeF4ie7glmme3wpd3lBBMCucZqEVDkARlNNtjoYWeNy+S7Jp0cVzJ8hc8TIUuaJL0amk4jmIh/Ftx+OAj5q2XQmoStRs/1HuntNfQqSF6925NzGZzWS0cV4VJDftv/KlQP77/pkUXsf7KsL1Nx5fCUsVvD0ZTdttxs/j+hA12ml4XTBcVa274jnZGIJNmghiV8yOSbGJSYRVvt7bf/9o2ZvkDRuCqsJzBSCYM1T1cQwU0cr//7fCYchQWyfmVdMhGc8omPAUef47FMqFRQBvvufx//4TDwN1yWeVDRI5isn5wonk/PrCEP+KEQCsy9Psff2UTHfEopP/f4QIS0kj84WCEikkvfDUFFD1OA8kGeeJc+///h4WAO9MQmRUayf0MPSHwD+HhV5sRVrVMvAUrug/plHOnbWcGVp0bO98oI6666666666666666666666666/6Q/5P9Pq7xgYshHacEe8cDC2X/AQDbGufm/8Hd34uN4wMTpsPf2AJvmFFTQG3l7B84Gg+OxP2LwzBpTT+bnvx3d3y8TwBtbSb8EljhFnpYIMyp6gQ5uf+P9b2/P/u93/+EoBJ8wip/zDgnCtxmAXsOlKnf+N9/mf+P//CdFwmIzweOwlOOymEgxPzqGQWtMX//DB4sOAwUJHKChI7mYSDE/IEnapP4ziicZcAulTt+f+73fjPASDq34AkFlG/CQUbCMwf2r9fQblHF/M/7uV/njium0+LC6kF08LJWLHkR71/AVRMcXj+gyYERuYD0cKvBA631FHOXxK6/18S2vYOXXhkzIS4fRxEzUkEFkQBwZ7/t//8Y7/CCUltNjrIxH5iNOpLNkqeT34BlBKUk5S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\" type=\"video/mp4\">\n",
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       " Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animation = plt.surface_plot_animation(run_func, frames=60)\n",
    "ps.jupyter.display_as_html_video(animation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Vector Fields\n",
    "\n",
    "*pystencils* provides another set of plotting functions for vector fields, e.g. velocity fields. \n",
    "They have three index dimensions, where the last coordinate has to have 2 entries, representing the $x$ and $y$ component of the vector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def example_vector_field(t=0, shape=(40, 40)):\n",
    "    result = np.empty(shape + (2,))\n",
    "    x, y = np.meshgrid(np.linspace(0, 2 * np.pi, shape[0]), np.linspace(0, 2 * np.pi, shape[1]))\n",
    "    result[..., 0] = np.cos(x + 0.1 * t) * np.sin(y + 0.1 * t) + 0.01 * x * y\n",
    "    result[..., 1] = np.cos(0.001 * y)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vector fields can either be plotted using quivers (arrows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
519
      "image/png": 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