demo_plotting_and_animation.ipynb 2.39 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": {
      "image/png": "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\n",
      "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": {
      "image/png": "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\n",
      "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": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKIAAACWCAYAAABdGVOgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACuBJREFUeJzt3WtsW+Udx/HvE9u52UncxG0uTde0NK3WirXkBdLYCoOxgblKwDZtXSmlG4MCYyqjDE2aOlRggnZlKu2YBhIToogWBGMV5tqJboCANiAuWlvaQpvQ9OI0N+fiS/zshSEkODc79jmPk//nnX2e55z/cX4+V588SmuNEHbLs7sAIUCCKAzhtLuAyUgFgkXAGuBCoIKxv/Ax4ADwuPb7/pXl8oyk5Bgx81QguBX4fprdV2u/77VM1pMLZNecYSoQ9AHnT2AW12SqllwiQcy8Wib2udZlqI6cIkHMPIfN/XOSBNFqR/a5uGJmPeuvq7K7FJNIEK225Y5K5i7qs7sM00gQrfTythKKS/s585weu0sxjQTRKqH2PJ7c6OPGe0/ZXYqJJIhWefSPPi74cQdVs2N2l2IiubNihf17C/jwzWK27v7M7lJMJUG0wnu7iwkec3Htt84AINybRzwONy0t4K//OWJzdUaQIFrhyhvaufAnnQOvn9pUzslmF7c9eMLGqowiQbRCkVtT5O4feF3ojuMqiFNe2T9KrylFgmglraHl0zO4+uYOvNOP212OSeSs2Uq9ITda59Hd5UV+9TSEBDHz4iNOCXWUo7UCDb0hzwitpmRCJYiZ1zrsu7Gok2i4EACt8wi1TxuhfzBLdRlNgphh2u87CnySNCHUUZbYGn4hEi4iFh3uGP2V7FVnLglidtwC7B/yTrEnhKfsNABKaTzeVhzOwXdZosBTwONWFWkSeVQgi1QgOIvEMytfbQlvuaARb8XzrN+xblDTGPCZ9vu6rK3QHBJEiymlNPCY1nql3bWYRHbNwggSRGEECaIwggRRGEGCKIwgQRRGkCAKI0gQhREkiMIIEkRhBAmiMIIEURhBgiiMIEEURpAgCiNIEIURJIjCCBJEYQQJojCCBFEYQYIojCBBFEaQIAojSBCFESSIwggSRGEECaIwggRRGEGCKIwgQRRGkCAKI0gQhREkiMIIEkRhBAmiMIIEURjB8rH4VCB4HvA9wMvg/7afTAPtwL+137fbgtIySgWC84FLgVrAMTDhhvXgqzlbBYIPDmoeBt4HdubayAIqECwBLgOWAAVjNI8Bh4Hntd/XPGQ+Vo4qoALBO4Hr0+j6iPb7Hsh0PdnyxZdtK8N90ZsPzqfI00lF1XCDQh4AfpYrYVSBYCmwDahPsWsIuFb7fR9/+YZlu2YVCJYDK9LsvlIFgt5M1pNlt5De3ubLrWiuuJTUQwjgAVYNfsPKY8QzGbyLSo3ji/7GU4HgRGs9K1O1WGAitQ7pa2UQxzp+GEthRqrIvnxGP/Ydy0Q/JytNpNYhfeWsWRhBRrC30o7NXnZth88PlfLtS+CuRybfKPaRPsWmX8/go7fchDodVM6KsPx3Qb5zWfdo3SSIVqqojnHJdfC/dyP0x8ZsnpNiMfDVxPjTP49SPTvGGzvdbLi5hrqFnzJz7ogrbcau+aUnSrhp6WyurpvHiiVz2PNa0cA0raGny8P6lZuUUm/aWOXEXXBNiLPOA483p0fiVEqdqZQ6wVsvnE8knD9kYrFHs2pdKzPnxshzwNIru5leE2H/3lGP8e3fIm7bMI1dO8q4/aEWFjSEOfRhPsWlcaIRF6EOLz1dZaCht6sG6FZKzba75FEtPLuAPz07xueqFVorYpHkdqGOEqWmm72O0AC4Ofn5Ik41KxzOCB5vG56yzqSWrS0Ojh/NZ87CyGgztDeIp084eHpzBfc928SChjAA9UsSBZ9smkUkXPS1Hm7gM0trTNXBD+D40dHbxOP59MfyOX60JGnantfmkt5FfxvoxB4rFi2g/VRVUhCjEbjvl9Wce2UncxYZHMR3Xy2mtj4yEMLBfDXNdHeVEmovJ97vJHHLr0NrXW55nSlQgWARidt1w2s+OJ88RxinK0ztvOSTldp5Af233/8miyVOmFLqh8BzqDwXSjnIL+qmxNs2pFG8H+5dVY3TpbntwRNjzdPeIHa1OXCX9g87Lc+hKfF2UOLtINxbQHnlAaDD2gLFCA4D+5i9oJuq2dU4nEP/hjoO999YRUfQyb3PNOPKH34ug9h7slK/uI8DjUXsbyxAx+HIPheHP0quuqAozO1bHtBa/8iGKjMnFoVoOLG1iPdDuFcRi9pdVcq01ge11g0sXtqYFEKAjbdW0nwon/XbmyksHteJmb1bxMVL+7hqdSt3L59JT5cDX02UNZtbbK0pm/5xTwXPbIHEXYUC3thZytU3t7JqXavNlWXOsU+d7NpehjNfs2zRvIH3f3XPcS5ePuKPOew/a162to1la9vGbjgJrFrXykU/rxjl1ze5r2ZOjBdOHUi1mxnXEccnp6+9pWBKrqeVQeyZYP/ejFSRfWFg+BOw8cmV9YSJ/U37Br+wMojvA6NeSxpFGHgvg7Vkjfb74sDeCczi7UzVYoF3JtB3yHpaFkTt94WAjWl236D9voluUa20gcSvkFP1NvBihmvJpgDphfEE8PDgNyx9VABABYL1wHnAtHE0bwNe137fJ9mtKvNUIFgBXEjimZWvvvCPrruf6bV7uOIX2wc1jwCNwFva78upX0OoQNAJnEPih65jXTD88pmVXV9/HMLyIE51SikNPKa1Xml3LSbJpbNmMYlJEIURJIjCCBJEYQQJojCCBFEYQYIojCBBFEaQIAojSBCFESSIwggSRGEECaIwggRRGEGCKIwgQRRGkCAKI0gQhREkiMIIEkRhBAmiMIIEURhBgiiMIEEURpAgCiNIEIURJIjCCBJEYQQJojCCBFEYQYIojCBBFEaQIAojSBCFEewf8CfHqUCwmsRIUuMzYxZ4Sj0qEKwbZw8NtGm/L3kI2klE/od2mlQgeDmwBqhJqWPzwflpjDwVB/YAd2q/71hKy8sRsmtOgwoEvwncT6ohTF8ecDbwkEXLs5wEMT0Xkepn19tdzKljieD2hkppbakmHlcpLneRCgRnpdgnJ0gQ01OZco9ouIBwj2fgdW93CTqezuef+rJzgJyspCf1ALlLO+lq86F1YitYUNSdNNbxB/8t5O9/mIHTpZlWGeOuR1qGGXR7Um48JuVKGcnh7Ce/MDGMm1Iajzd5aOCquigP7Gxi00tNVH4jyu7nPEltJikJopVKvKcBUHlxCouTxxacUds/MOK7w6FRU+fPM3XW1AQFxb04nDHcpW2oUc5Tmg+5eO91N9+9PJ2BJXOSHCNaSSmorjs8aptQex4bVldxx9YW8sd/nTzXSRDt8tITJTz3cDknm1x4vP3cuvE4S87t5Z7rq1n221bqFkbtLtFKEkQ7bNswjV07yrj9oRYWNIQ59GE+xaVxXt5WyqEPCnlyYwVPbqzAv6KdH/y0a+wZ5j4JotVOn3Dw9OYK7nu2iQUNYQDql0QAmDm3k0tWTOp7yiORIGbSmotnsW9v0bDT6pf08pdXmnj31WJq6yMDIRSABDGz/vxi05htutocuEv7x2w3xcjlG6vVL+7jQGMR+xsL0HE4ss/F4Y+Sbp9MNbJFtNripX1ctbqVu5fPpKfLga8myprNLXaXZTcJoh2WrW1j2drkW3xTmOyahREkiMIIEkRhBAlieuy8Bjgprz9KENPzvk3L7QX227TsrJIgpudF4GMblrtF+319Niw36+Rx0jSpQNAN+IEGoDCLi4oDp4FXtd/3ThaXYysJojCC7JqFESSIwggSRGEECaIwggRRGEGCKIwgQRRG+D/ihuOb571A1QAAAABJRU5ErkJggg==\n",
      "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": {
      "image/png": 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\n",
      "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": {
      "image/png": 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\n",
      "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": {
      "image/png": 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\n",
      "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": {
      "image/png": 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\n",
      "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": {
      "image/png": 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ebzd4/3bEzyyWDve3VxcfvMHHK4mcVbfj5lSxsqR/o493jlia/0Olvj0eS5PqaJqPn63Kxb5ah1Drupw15ArghjGzF0j6ZUnP1+645adLKX8la991iGVm/4WZfdrMPmVmP2lmLzCzV5jZR8zss2b2t83seed5CgAAAACWYLOPo0351+FLkl5XSvnjkr5B0hvM7DVZ44MHNmb2Ukn/uaTbpZSvl7SW9GZJPyLpb5RSXinpn0v6np6tAwAAALB8pZi2ZTX53+HxSyml/OH+7gP7f+lp6d4o2i1JX2ZmdyR9uaSnJb1O0nftl79b0tsk/UTneAAmGlRSc7kuc9GQqkJaqypag4+mVbE0N/Zg6Cxylt0O97NqcLFPGlML8SElUb2qT9wf2/Hol7UiZt1XvE/unDm+lr3G1njxq5jaqXGzXt1Rv1YVu/F2VUQsxsqS8dLKZ8rjZ6sw9ippZ40qZllkrbfyWYyRHno82oQ33a3ktfBlXWOJV/8zYpNE2e6EPztWVEUDFi9WSDw3M1tL+pikf1vSj5dSPpK1PbglpZTflvTXJf2mdgc0/2I/+O+VUu7umz0l6aUnbjcAAACA+8eDZva4+/dYbFBK2ZRSvkHSI5JebWZfnw128IyNmb1E0pskvULS70n6O5K+faTp6Ncu+w18TJJe/vKXH1odAAAAgAUoqs/WTvDFUsrtrnWV8ntm9mFJb5D0qbE2PVG0b5X0T0opz0iSmf2spH9P0ovN7Nb+rM0jkj6fbMQ7JL1Dkm7fvs05Z6ChSppkldAaF+jMYlfDTuM/hFrXtvSRFp8eWYUfaF3xs9ZFRpP4WYzTVRctreJr+ZOoqp1tx9tIqs9ln1gVrfdikiXpPhzPRfD844MLmCbRrUbELIuplcELNtqsrTeqN6VPT4WzRiW1LH7mo2e7MS5u+/hZHLtu5yqC+VhZGHvtxlv7KJtrE6NoUy7qOUX2R0uzKprcRTld5bNV+CD76mkAlsguNYpmZg9JurM/qPky7Y5LfiRr37MlvynpNWb25barGft6SZ+R9CFJf27f5i2S3nfSlgMAAABYjN11bGzyvw4PS/qQmX1S0kclfbCU8vNZ44NnbEopHzGzn5b0cUl3Jf2qdmdg/g9J7zWz/3b/2Dt7tg4AAADAzRALiZxTKeWTkl7V276rKtr+QjjxYjifk/Tq/k0DAAAAgMvRW+4ZwFXL5peE/Hw9/8bl/reNU7w2PtEifueSzpfJNlSqJ34k/VvzZfxGmLs9OGOdzRWJ9af92G6ftMa2bRlf1ioRfc65OI35INVcnMY6i5LXoXf+Re88mnOWhW4872xOzKBfMq/G4pvbDs+riVPRsnk1zXLPfuyqdHMYu6PEc5zL01p2qiwi4h+Pc2+qZW7n+Xk0qxI/oACWrKg7UnYlOLABAAAAMMn2EqNox+LABgAAAMDRShle4Pc6cWADXKdtiI/EfMo9rVLJabLDx3PCuNuk3ZQs0WB7XIzLx73ccxtUhkxiallErdUuPtWSlMBu9nHbWvXx+20Qh+q4He7nsbJQQjsrW5yMNRzPtUtrP+diGeiq/HP2lumMlaUlncP9uoxzo3RzFj+LJZn97SR+FiNmWfwslm72Y/vSzetmiejxaFwWS5PqEux5lK3etimloP0fLSv3QdyEserImdsGt513tuHPjvl80QtgojlF0fiRAgAAAGDxOGMDAAAA4Gi74gHzOU/CgQ0wJ74MmTu1a/7xWO3MxvtUKaMYV8uibSXEVE6tcJaMPewzHlNLY2lHtMviZ80E3jZZVq0zxLOy2FMcO6us1hlf808ojajF7UmGKoMVdUTMzq35vJP42SB2dzh+NohgJbGyOooWImbJsrjZPfGzdRh73VEJLT6Hc1dCy/g/WrZunTF+4quk+Vhae/DTtg3A9dtc2S+MwziwAQAAAHC0IubYAAAAAMBZccYGmKkqYda6UGYVC8vyVY0KVY1TyD4CV6XkyngcarCqnmpn6quk1oq8VZGsGFnLomRZRC0u82M3n0Oy3bHiWkkiVa0LhnZUUiuhol71XsiqwdWrqdd7zgtvxjGyCNUgajXef1BRrCd+FiuKdcTPhhfoHI+fDWJlHfGzQYWzjnYr5X2ydlOqoEl1rCyu97k24UPgq6T5qmhVRE2dETUAC8EcGwAAAAA3wJY5NgAAAACWjAt0AgAAALgRiKIBGJVVbq7mqsSSzBs338XF1/P5NvGumw8QvnXpKt08mEPitieZk9KaL1PPVXFzbwZlk908Fj8/JZaP7SgL3dyennLRUj6lqTGRpRrbv67xd0QyF6fSKKFdbVBrykU1gafRp+fLuVabdO5MbDc+VyXOo+qZV+Pn1MR1+bkzq2R+jFSXZK7nzuRlmLP5MuvGHJvsdqu889S5NPfEP0zWtnHLLnZW9c1seL18u2wuTTZfBwDOgQMbAAAAAEfbXaCTKBoAAACAhaN4AABJw6q31V0f93I/NGISzXyvTRYTiZ1cHMonjlb5BpmNb8OgNHFWunlro4/v+mh8mXt8UMY5Wc8gGrca3yd1WenO7an2R1zPeLthFG28j1UbF8f274Wsf5CVn/YlvEOXtMT4Wco9d5R4jm2SyNqgdHNH/KxVujmLn8W4WBY/G0TWOuJnMTqW9+krEV2XeI55zPE+U/jImo+rxWX+DehjaQ+o7kP5Z2DZuEAnAAAAAJwZZ2wAAAAATEJVNADjXLzKXHyo+Mpl2/qUbx1H8jEjFz+q0x+Sj5xV2aZw9foqujVeJctCxiet5uYiMLFyWRWV8hGqrCLZYNv8gjj2eGRNbj8OYm4dcbjBz3Gf8GlsT11drqN/GKR6L/jujd8rWcRssGnV9liyoK6eV6ZEm7JKaDHWmETJBqGHjviZj54N2yVxsdjHjeejY63qaVmFs/Vg7CxWlsfXslhZq0+vrPqZ37bBtSvSN+R4LE2S1oMyhgAWpVA8AAAAAMDCFVE8AAAAAMANMKczNvMJxQEAAADARJyxARagvgh8mO/gyyhXcxdakymSCQux3HMy/6aa3zIoieuWbccXxPkgvnRzWpK5NbcoK88sNebI5HN+/GSKqk82J6axDYPtyb5O6p4KcXi+TVyPf35V6fD1FV4FPivXbONzXXb3x/u02mXzalar2OfwvJpV2KnZvJpYFjqbS9Oa+5KVdW7Oseks8XxO9Tezq7DMLXHbs3Yv/irM19rGOtwAFmVu5Z45sAEAAAAwCQc2AAAAABatiKpoABJV5KzOdYy2kWIcafzq9YOqrEkJ2JhmKebjZ+Nlk2OSpO7jH/clq2Mfdzst/Vxvc1biuazyyFoVOfPPIUbjXFym7tNZIroRWctU+zSW507HGI+lhUX169DatvGEWH9KLln/ZEkMy0KsLCvdXEfUGiWZk/hZLMmcxtfi2B3xs7U1yj1nt8MrsZoQX5siK/3cfmNcvKGziJpUx9QALNOcqqJRPAAAAADA4nHGBgAAAMDxCnNsAHRIY2mx3Wo8Z1SlR2L3pBLR8ELi49XK6ohY3aknsjbs45alFdJCxCypQmZhX9UVylx0q1VJLYmpVRG1QYxrPAbYlLSL21Old7LfH/Hx6jXK1h9eB//8qnZJ/8E29DWsq50ltxtjD6ui+VjZeMQsVi6r+iTxs0EUzd2+lVRI2413cf+WjbcbVDjriJ/FGNeUyFmMs2W27k3o15vG0gb9XSU0t85tWdftzhCVA3B9qIoGAAAA4EaY04ENc2wAAAAALB5nbIDrNIiIjTdrpjU2Sfystd7kK43WdTyz+Npg45LIWjquJJ9OySJrzYhZFSsL8apq2XhMroQN8jGztIrYIIrWKENXtcsXpV3861VdbNMJr09ahc4ngWKFvd5qblPSQ9nbJ6liFrtkF+EcjjF+0dJBVTT3XsguvBk3OYufxRhYT/ysGUVL4metPj2PT7UdZDWfW9LVf9P4abSeVnMPwExQ7hkAAADAjRC/HLxOHNgAAAAAmGRO17HhwAYAAADA0QrlngGkToybd0frB7WKswGrTuNNYhnmtBxxXn86K2dcl2oOwyXzamJp7Kpf8XN2fJu+EtHbxvwU/5S21cJYUtm3O021r8Ng5va3n2/TnCekZNngRb2kN2qjJHN2e3d/vM+q2Wd8mS8LfSuWe06WxRLKPfNqBvNlOubVtObOpPNtuss753+YZGPnc2/63d3O5w8iAMvHgQ0AAACASZhjAwAAAGDhqIoGoIP1xsWmmJJE89199mebx4LqPi7604qvJWPHcX1EzEd/woXNVVzUJSv3PKw/7W+7KJBrN1iP61MNHV5HP8ky21cDltxOIny7FY9vW7tktTUWXpLWPkgiUM1YmXt85eJi6xA39CWes7hXXE9WkrnVLousrbJa6I3tabWrHj/za9f7R8uUCcRz+oMIwDScsQEAAACwaEXz+oLi9Jl/AAAAAHDNOGMDzEgaP+uNjl1mfM2vx21QaeWpbPSmyqCCl1uWRNbiF0J1VbPxx+MyHx/zp85jXKxeptF2g9hN5673MaE0uhMfTqJorapo1b6vsnGNjeuMrHW9zWJMqqNk3+Bp2+Hbu/tZ5TGNPh7vrzsrl91yb65snVJf/Kw3YtZqV/U5d/zsjLGy1re5c/qmF8AEpb/Q6lXgwAYAAADAJFygEwAAAMCiFVE8AECP9BqGjXO+WaGlSzxPbK0ITBJTs3hBTNeuiqW55zOoiuYjOutGTqnKkrll6+TxQR+NtovRnynfWFXVtKqsVWw4ugn1U21dQzOpDDesipZvayq9kGfrfeFudu625gU6O9q1+lSxtKRaWhwjq3wmXf/FNqdovX/PGTGLF/Wc0ze9AJaPAxsAAAAAE3AdGwAAAAA3AMUDAAAAACwec2wASOovz1y1yy9YXn1t0qwS2/v1ypRvYaqfb8kckkFp4vF2fi5OLCtdzcWppsuEjfbzb/xqfJ9wRa+sLPS22iH19qRlnFvVsKvJIcm+UmNejS9l3Zov44dOymS3+lzi1I7KYB5MY46Mt0ratea0dPVR3qfd7v6YVxPbxPkzY+sZ9pnPH0QAjlfKvA5suEAnAAAAgMXjjA0AAACASeZ05pUDG2BOqqhUEj8LmaM03ZKVLA7a5aPPGINZdWay/BPaJo/HPuvxh6WwG5KI2SDHlZSFXimLpUk+c5bG0mKPzWj3QfXpNH7my2HH8+9Z5MwNHl/76l6rdPM1TxRtx9KSPoN2h2NlcT2nxspabS4zcuZl78feiFgdRctLN2eRtTjunCIsAKaheAAAAACAxZvTFxQc2AAAAAA4WpFxYAPgkiTxs0HczEXMzlI9rYePtcUKZ25jq5+PPlcUM2ZVWbNGOxc/q9I+ruJaVTktttN4JGsVIj3bpALcIDZVLasG6OqTxs9CpblqlyQVzuLLmxW0a70NzK2oKHlN4oCd4kuZtxuPj7Uiaz2acTP/XrC8VGFvfG3K9vTk2qdUPmu18/GzOHYWOdts+/oAwKmoigYAAABgknLCv0PM7GVm9iEze8LMPm1mP9Bq33VgY2YvNrOfNrN/tB/43zWzrzKzD5rZZ/f/v6RnLAAAAAA3wP46NlP/dbgr6S+XUv6YpNdI+l4z+7qsce8Zmx+T9AullH9H0h+X9ISkH5L0S6WUV0r6pf19AAAAAPeLSzxlU0p5upTy8f3tP9DuGOSlWfuDc2zM7CslfbOk/2Q/6LOSnjWzN0n6ln2zd0v6sKS3Ht5EAF2SEs+DmH42r2aT5/7rORedkyny4SYI63FfsZifWOGbxSe+StrFr2v8vnNzafw3RYMpSOlPxrz8dLXdjSk/quaAJHNn4pQfv3/865CVdI58n6r0c2iXvPxx19ffsp1xHlZjDkqye7vF+SmWzH3JHh+739Mu7dPYb6fOxWnpKeMc72fzau5uV2kf/x5p9ZnTpGMA82Zmj0p6laSPZG16ztj8EUnPSPpfzexXzex/MbOvkPQ1pZSnpd3RlKSvTjbiMTN73Mwef+aZZ458CgAAAADm6sQo2oP3jhP2/x4bW4eZvVDSz0j6wVLK72fb0lMV7Zakb5T0/aWUj5jZj+mI2Fkp5R2S3iFJt2/fntElfAAAAACc4sQCql8spdxuNTCzB7Q7qHlPKeVnW217DmyekvRUKeXeaZ/hrqLrAAAgAElEQVSf1u7A5nfM7OFSytNm9rCkL3SMBaBhUJb5ucfdndgmKevc7uPuNyJm1htTO1USbSq+NHI8v7x1fapYWoi2uGVVsq2xOau7bjX+p6TvdLcewUeL/C61QZlqv8zd3o632S1zW+6fj3/tw+uYjVf1abwtuhNm3e0uKb6mvKzzZUa6WiWe0z5nft6ZVonnql1Snnl3/3D8LPbxsbK7ZbzdphFfA7A8RZcbKbXdL9F3SnqilPKjh9ofjKKVUv6ZpN8ys6/dP/R6SZ+R9H5Jb9k/9hZJ75u0xQAAAACWp2j3xdXUf4e9VtJ3S3qdmX1i/++NWePeC3R+v6T3mNnzJH1O0l/Q7qDop8zseyT9pqQ/3zkWAAAAADSVUv6BjqgZ03VgU0r5hKSx/Nvre1cE4EhZ9CteLb6KlSXRsUHZr6R/K7KW9D8PH7W6uFlXSAuxl6pAmX8OfVXse2NptukaTtq42FwVMYsvmG/nooMuWhefgk89VdXTGlXRLHlZ68frZ+73YyuWVo2hxMxnVFaVy9zGtuJrVxUl83qjWln8rF3tbLzyWRwv6xPfPz3xs7g9G6JowOJdZlL9WL1nbAAAAACgxoENAAAAgGWzSy0ecCwObIAlaF44s6MSWqyYlcXPeiNrvds2hY+6+J+Vq8YFMX2f8GTND+Krp60v4jHxGfjV1lXNfKYrli7zsTL38Da2czeTC28OCm75dlVczMXaOlOESmJpsU/1rOMvreSisCdXUhv8cpzR14BX6JzxsykX3oztfCW0rPJZ7OPjZ5vG9sQqaQAWaEY/qvmJAgAAAGDxOGMDAAAA4Hjlcq9jcywObAAAAABMM6MoGgc2wHWa8MMgnesipRMrBn2yeTVT5+J4sbxxDz/3xY3dW+7Zz7+xkLAt64vb9dwVP6kl9HG366vau5WG51l8GefWfJmkxLP55xCfazJeVgZ698DoKptlnCfNl8m0xu4d4hp+Wfo5IK3Sz5PGdu+fKaWjszk1UquMc5w7Mz6vJrbrmVfTmi+z6S33HOegAVig+XyOmWMDAAAAYPE4YwMAAABgGqJoAEZV5ZX7unSVeG5F0apo0zZv5207Y2m9NlkZZff4qj7V7WNqpTr5HMo9u2VVLK3ksbJ829yWxdjeany8GEUrVexOo+1iH5+Uy6Jk8f1SxdR6YmlxWfJ4axv6yz37q9f3dcoqTO+WJe+Zhiqu5d5L60b/OkrWJ4u2tWJlvVqRs7RPEj+L/f0+zfrEUs098bMYPdtS7hlYPg5sAAAAACxa0cg1yK4PBzYAAAAAJrmOQi8ZDmyAJfA/NDqrjjWrp22TdrFPT+RsQpW2gar6WRJLi1W/XIKlitDFSI3rWMXSksd3Q/gKZ0lsz8I3VK5dViEt3vdjZxG1eN+q265/eN6W9MliaYMxGtmvejxLHq/75O+fZP0j94/lI1DrCRXOYjyripKVPP6Y9zm+4lorYpZXQhuvfNbqE2Nlvp+vkNaqcJaP7R5vxNcA4FQc2AAAAACYhjM2AAAAABZvRmdeObABlq5xgc3RNjoQPzt2nY3+1n2xziySlVVLU/2DdN2orOSrMPn4T/a4JNtc7MjiS5IlF9SUwkU03XMYVh4bvxBnFjGT6gt59lZFq9r598XaN4rbNn57GCvrbFf1Ga+E1lvPrFT988hadnsQK0uWrZS/L6oxqg2P7788mnas/iha34U3s/hZjKxlF+is+rcu0JnEz2IfqqIBy3fmaxmfhAMbAAAAAMcrmlUUja9KAAAAACweZ2wAAAAATGDMsQFwBXrm3gzaNSZqJLeb82gmzN+J5ZGfG6p1ftnNiYnzbaqSyBv3uNspZRX7ZHNa/D7IyytXc0jC86lLKmu03aBE9CppN2EeTG+fqn9s1lMWujn2+DyY1jyh1hybeq7JxeON6URVH/96b2388ahVrrm3FHTev++PhJ55NXGsbF7N3TDXxe/ju8kcmVgiumdeTZxTs93O5w8iABPNKIrGgQ0AAACAaWZ0YMMcGwAAAACLxxkbYGEGCZhTyzW3Hu+Jn/Wuv9XOkmiTbxIjXf5rGd8/RuPcDqsq9GblkGOfLNK3CeWeV+ORqkG55zRKlsfc0ohXI/qVbkNviegTx25H0cZvD6Nx4yWiB29TfzuJYcVYmb/XVfpZ9cvv41kxllbdTzKU3ZXQq/XnETwvK9Ucx2i164mfbUKMrCd+FqNnmw3frwKLN6MzNhzYAAAAADheEcUDAAAAACwfF+gEcJR4Jfqudr0RsSmZmJZzRuOs81ug1jr9smS8uH/rmJq7s8q3p6q+5uNmoU9PLCz+kvBjW1JFbPgcsnbJthzRLtvu3gpnaXW5xnNoVUXLlvmo1Cq89sVtYBZZuxumod5yYbTeWmc++tWqpJb2b3wTmlU/q+J4yiNmWeUzqS9+Fiuc9cTPYhStUBUNWL4ZHdgQbgUAAACweBzYAAAAAFg8omgAAAAAJmGODYAr1TtHpznGlBLPXm+fjtLPu+1xzbLSz1I9R8b/9PXZ/sFP5Y7SzYOaw0mfOHI1X8a38887dLqkcs8DVTv/fBpzkHrn5VQDuPkgfrJKYz5SfTufY7NJ5stswnwQS8qAy7db1TNp/JwbP99mE0squ7FXyVyeKWL/bC5NNvdGqvfDNtlvsV02r2bwvDvm1cQ5NqfuEwAzMKPPMQc2AAAAAI5XRPEAAAAAADgnztgAc3WG+NiVbENvqeWrMqhhPOEUeRWPckNlZYrDeutYWR5Za0XJujRKRKfxs84+VdQv7tKqT/JcW3G6ZP/GPtVwPuZkdUTM3Gvsb/s4ldmm6rNpRM4uVhS++3PtfCxtUMa5Kr18vs9ALN3cVe45RsySZTGq1xM/i+Wee+JnJfSh3DNwA8zgz5V7OLABAAAAMAnFAwAAAAAsHwc2AA6qIlQz+qlx2ao81JljKlVFsjL2cHt71Lk9rbiXH2073i72yZY1q5BN6JMtC8mvelk2XogYVdG2Ost2cTPGknzKbZW/Xj7qVMXS1q4iWYyVZXk4FzcbvC3cGMVXO2t8XTmIqZ2gWRUti6WFMdKqaLFaWUf8bFDhrCN+FvsQRQNwThzYAAAAAJhmRt+9cmADAAAA4GhWmGMD4IqVEOnqvmBnFodrRcSyKNmkdd5APbthQiW1YXzNR7fG+zerojUuiOkv1uoXWVbtLIytLLIWX/rVeEythMGLW/G2qoTmxwp5uiqaNr7hJe4gN4aPcbXiZoMxjtS6gGUWOWtVOytJ/Cy+xj3xs1YUzcfP/NiD6BlRNGD5uEAnAAAAgMWb0RkbLtAJAAAAYPE4YwMAAABgEubYADiKnyNjved8e8tFr1y7TWOugGvn51h0m8PcmWwbzrFtfprGekL/Kbu0s9xzd5+kf3MuTvW4uxffI9n8Gz/HYlX3Kcn8mxjn9u38aqyeZFN38nNuqvkgF9uwDtuTzauxsIP8Mj9Xpfddlr0sveWe68fD2Mn8m+bYybyaYenm8Xk1241/X1DuGbhxOLABAAAAsGgzq4rGHBsAAAAAi8cZG2BhYgzHx22q0rutnFFWhjlGsnpKNPfGuE4t9xwe99G4alnn9sQS2Ceb8jVRR1ws3q/KOHeGm9L4WWM9zXYuxVXc7Vbyq4og+f5+pTGWZOO3YwnlrVvZyg2+0XjEbHff3XaRMx8ji31WLr5WxUPD9mx8n0ss95xFzkoSS5PqaFwWN9vdHy/xXO23RinpLH42LPcsAEs3ozM2HNgAAAAAmIYDGwAAAABLN6c5NhzYAPeDGAvyWZlW9bQkrlXceIMKab0xtx7n6JNF1i5zGy5TFhGbECsb/DLKYmUhLlRVyKuySe5mjBz5CmPVesajlLuFSpYNcm7u1ngsbZh4qkqzufW47VnVvbabi3J3rapoXmvZsWKsLK2K1ttnm0fWtkl8rFpPq8JZFj+LLwRV0QCcEcUDAAAAACweZ2wAAAAATEMUDcCl8OdgSxIJU6jo5JetQiyko2JRaZz3tRMrHpW4PdXgnRGzbNmq0SZ5TmevpOY3oVXtrKc4XeMimmn8bBAxSwbvrIqm1Xibwbqq+Flytc/xB8Y2R1mszMfSYpXA4ja8uCeeJSnjsm1vFC1dcrzBNViTCmdVOrA7ihbG9hfbrB5vVTjriJ81+gBYoJldx4YDGwAAAADTcGADAAAAYPFmdGBD8QAAAAAAi8cZG2AJqiu6N+ZfxKD8c/1jjr2zDPP41IVurfk3XXrnzvjbcf9U8znG+wzmzrRKEB94/CpVJZ0by6r5O9Xcq9Bpwlwcq+ZS5PNlqjkXNv7+iy9DNf+m2oYwb6S65+aGuOdt4b1o/s1dxp94CW/g+u3TW+45XdQl+0jvlk2ZY+PvjJdxjstKNaeqMcfGj5HNqxn0EYAFM81rjk33nx1mtjazXzWzn9/ff4WZfcTMPmtmf9vMnnd5mwkAAABgdsoJ/w4ws3eZ2RfM7FM9m3LM96k/IOkJd/9HJP2NUsorJf1zSd9zxFgAAAAAlmxfFW3qvw7/m6Q39G5OVxTNzB6R9B9I+quS/pLtLhX9OknftW/ybklvk/QTvSsGMOJwOqYtiVAN0jDuKvA+TtJMzZwYS+uWZXeakTkfRau/r6liZlmJ5/gVTxZta2xCHXPL23X1b0jjZ633SPJeGpQzTuJnMaVkSYnnqvRz7JPd8cm4QR/3fq6WDIJ3F0uSMtet2N22eo39ZyOsZXXxgDVeryyaNiWW1h9F8wvGI2pSfM+Mx80G/bKy0K3SzX68RvzRKPcMoKGU8stm9mhv+945Nn9T0n8p6UX7+/+apN8rpdzd339K0kt7VwoAAADgBljSHBsz+9OSvlBK+Zh/eKTp6NMys8fM7HEze/yZZ56ZuJkAAAAAZue0OTYP3jtO2P977JRN6Tlj81pJ32Fmb5T0Aklfqd0ZnBeb2a39WZtHJH1+rHMp5R2S3iFJt2/fntExHbBMwwpeZexmiAjVfaoYTRJLkxqJqlWjVVUZ68SYSaxwVq22s8KZ31YXU8sqpO2W6XC7weswvpmD6mlJDGuSE+NnMTGVxbia7VzkqHpfxU7+uW78nZI0kopblsfSwgPJ7RjJ8k+iuPesr542iMaVtb+TbHXoc8ZyQYPn4JdVd5LoWGiYxc0G/fyyVhQticNV7xGqogE3zok/5r5YSrl9pk05fMamlPLDpZRHSimPSnqzpL9fSvmPJH1I0p/bN3uLpPeda6MAAAAALMAlVkU71ilXmXirdoUEntRuzs07z7NJAAAAAO53ZvaTkv5vSV9rZk+ZWbMK81EX6CylfFjSh/e3Pyfp1dM2E4CkYYYl+/bCR3xitmSVxESqNjFLlERaQru0Ylpre9aNZT0mVEVLK59JefzMb+cgvjZe4azabWE9JalId3Icr1MzLlYtSG6rrnZWXZuy0S6N1vVG8KpoUl+1s8HHpnrfJp+HuH+qym6+OpiLmLUuGFpdWLQRu0uCaq23RffHphW1G2mzu99Z4awjVjb4OZJFGbNqaWNjAFiWSzrz8tzwpXznMe2POrABAAAAgHvOOJXwZBzYAAAAAJiGAxsAAAAAS8cZGwCHZfNYGvNySjU1pDUnJR+u4qrbZiV+42QBK+PzEKYYlG72/ByQZunmw/NqyrrRp7esdDX/plWmOl90aarSzckbRuFtls2jiffT+TZxn3aURx7MtyijNwft1hptVzXLp+/Uz6FR7llJOesSnlH6tq36dOqcg1Ky/dMo93xyuzi1KJ2L49pQ7hnAJeLABgAAAMA0M/qCggMbAAAAAMe75Kpox+LABliAMp6A2S9zZWd9jMaXrY3hnzRi1oiVJf1jbdoYyzlJK4qWxcJiuecsSrZO+kt1+d9V0mcVo1aHb8d1VSWVJ+w2//rEcr+WRIZKM0qULIslerPn14ivrdwDWyWxNP++kqRNFoHKy5f7fWqNktV1SW53e9v4sHWW8S5Z4PzU0t+tPx66yz139Bm0u7iZxs0aY1sSS9uNl28CgPkzXU/COnPKBToBAAAAYBY4YwMAAABgmhmdeeXABpiRKlaW/aQYxFnGqzNlsbTd2MmJ41UjVharGd0bq/sy6cc7T1U03yeJksU+flkWF4ublo3XOkefpYfOfV6/ihK5h2MsyEWG0qiWVEWQetNVflU+llZa758sSjbI9yXV07b+9a67WPb8mlXRktsDycJTc1dT3hjN+NrFTRvs057bIf6YVUJrxR+TnysAlmNOkVIObAAAAABMw4ENAAAAgMWb0YENxQMAAAAALB5nbIC58l87+LkCas2XOTzfRgpzbvy8ntbchViKd6TJWWSTNprldd2dQRnmZL5LVXZ5UJt4dFlVqnlQxjnZntY8jaT/WWSvSzX3Icyp8iV6O8s9D5Ydu21l/P07uNso3ew/H5bMkbE4fyx5X1Tlojtfu97X2C9IS0I3DD6fmc55Nb3lo9M5Mr3lwrPSz4e2AcD8FebYAAAAALgJOLABAAAAsHScsQEwXSxNXF3F/XAsTZK09jET3y5IYkbVD7FTr6auzhhWK2LmDWJBSXzMP74Onapo0nj/YZ8k2jQoJZ0vO8XgF0tS1rkVMauiW62I2amb3Vs+uIoEuvdpo3Rz9Vz946GscLWsqtSdDBA3r7P0c/beTkuun0Hzj4yOiGJzjNbr1RFZGzzrGf1BBGCiGX2OKR4AAAAAYPE4YwMAAABgEqJoAMb5eExV1cz91BhUqBqvmFZFXWL+w8fPqkxOaBfjViPNYmWtHt0RrFazRoWyrF1PtbO43jR+1oqYrRr7vifO1NieKSyJpQ2vAt/5vnDvwSmbVlUe2+Tb01tZq2SfD59JaLwOlnzuYp8svjZg/nPY2IbL0vuRbDyJNFbWWE86Wm8lNQDLUzSrKBoHNgAAAACmmdGBDXNsAAAAACweZ2yAaxQjUFmsy7eLFxqsbJN4Vhy3uiinfzwfOjOouHaiNB3Tiq+1Ko1lFcpasaKsEtqEiFms4NW6yOdZ9VSoakW/tn1vjDqWmCxorLe5D7IKbo3Xy9LXIV6gc7xdb9wsW098oPuLzHO+FyZ8e9pcfWcUrRqv+0KgrRUDmDvTvCKlHNgAAAAAmIYDGwAAAABLN6WI0GXhwAYAAADA8aiKBqBLNUfG3WzMNcnn34Q+br7Cpc7zyHSWLWmWhc7mzjTb+W1ozHXJ5sFk820Gy/rapWWlJ9VQDvezK95npZ/DGHVJ5XzwarzG65qu18bbSPV+aM19sez9XPUP5bk7ym4P3xfZHLjYbnzorE2v3vfFWfLuPWP0zrFpjnEdP4AA3FQc2AAAAACYhOIBAAAAAJaPAxsAY6qyzj6v05nWaF4t3lsft12TTdnuzrHSBMuqETmqxmtF0cZvZ+WiJamsO9tlUafGPpiS1snK7VZvi1gF3Ee6VuOPx47Ve7YxdhatrN6ycT0+2pbE0nbbkIzXWa45ja81OpVmu2yl+fZ42XbPLbQ16VvaGf0BBOA8OGMDAAAAYPlmdGDTOYUXAAAAAOaLMzbATHXFs1quKrdy7upOsYpYT59WrKxqN367u6paEo0ajNGsrOVvH66+dhZZqjFWIfOb4GNhzX2a5NziPvX7LqmKFteTbcOgKlqyzBpjp1Gy3ihbeidfT9MlVVIDgEtViKIBAAAAuAk4sAEAAACwZCbO2ADocUWxk0nXx0viYpPHTqJgU2JlwzEOl5gaXFgy6dJb7awdRTtj/KyKmNW/WbqijLEqWr6obpfF1KrbrZzb+H5sVRdLI2atZb0RsfT1zren6/GxMU7pc25nXg/X2gRw3TiwAQAAADBNmc8pGw5sAAAAAExCFA0AAADAshVRPADA3rlLJXtXNA+me7ze+TLVWL31dl2f1tW5ppR47nw+eTvL202Y29H9eiUlnqupLvGXUTpfJt++rOxxex7M+G/B1vOunkMYvGdezaBEdHInfW6Nsa9sjs2E0tHdY09d16l9ACxeNe/ymnGBTgAAAACLxxkbAAAAANMQRQNwSBoZaUTMrqy8cs/j6iu1POiTnUeesp7Q77yxoImvw4nbM0kSS2s0q2NqZyh73NOn9TLWEbFGneq0T9/2tEp69/RvrvfMfbqjjL7LhD6978fLHBvAfFE8AAAAAMCyFVHuGQAAAMDyccYGwKie+Fk71tEZMeuu9HU5UbJJ1c7OEAuq+1xilbee/ucaIxs6+QatNFaaLmlVT+scLOvS+9x6Y2q9feqG1WgHxx326due7jjliZHJVpSte1+d+DnsjtYRRQNwRhzYAAAAAJiGMzYAAAAAlsxEFA0AAADA0pVC8QAAHSbMq0mvaj8x23/O+TJT5iucZT5Rx3qOGuPIsU5ez5llc28k9ccJuievdAyV3ul3ztdrSono7u1pfiY75vY05svkpZbrBelL15qLM+HnimWf/c45PwAwBQc2AAAAACYhigYAAABg+TiwATBZyJL0REYGcTG/bDX++KBfb1ysJ37Weg7JWAfX29Hn6LGOcVWRmuwXyBX+YlltZ/RbTGd4/bojZhPKn0+JlSXt4lhpjK/qE16rzoiYks9+GjFrjG3N9QjAwnHGBgAAAMCyFUkz+rIrmxoMAAAAAIvBGRtgTrJKaFnlMynEysbjI4PqZllMrbMyUrZtUVf/6MQrnrc0K7hds2a1sqqhu93bpffLtHOPN2HsKS7tVW1ULqse7Xxv9rfri7z1fL7iUL0RsSrClj2HVejUE1mLT42vV4Hlm88Jm8M/UszsZWb2ITN7wsw+bWY/sH/8q8zsg2b22f3/L7n8zQUAAAAwF1am/zu3nu9K7kr6y6WUPybpNZK+18y+TtIPSfqlUsorJf3S/j4AAACA+8W9i3RO+dfBzN5gZr9mZk+aWfN442AUrZTytKSn97f/wMyekPRSSW+S9C37Zu+W9GFJb+3aQgCS+qs5tasXjd9uVjtLI2+t9U7pkzweTYjhZOZ2wb/eb6RK4wl2x9R61tsYqurT264au/OX1CVWdpvyDeCk98ykSmi9sc3kYp3dn7UT46VS/bVnFjELr3e6rUlEFsDNcJlV0cxsLenHJX2bpKckfdTM3l9K+cxY+6PSrWb2qKRXSfqIpK/ZH/TcO/j56umbDQAAAACVV0t6spTyuVLKs5Leq93JlVHdBzZm9kJJPyPpB0spv39Ev8fM7HEze/yZZ57p7QYAAABgzsqJ/w57qaTfcvef2j82quvAxswe0O6g5j2llJ/dP/w7ZvbwfvnDkr4w1reU8o5Syu1Syu2HHnqoZ3UAAAAAZs60i0tP/SfpwXsnQPb/HhtZRZQeEh2cY2NmJumdkp4opfyoW/R+SW+R9Pb9/+87NBaAI3SXfHVzX5JcfAllWdOcfW+7M+f+e/o32/Xq7TMhL5xljAfbmbSzRhu/76bMt/HjTZpHE9bZM0emmbnO9kHrufWWot72tZtiUDY93QjXp/ocj5dQ3rUb75+2kep5byvfrm89/vM+KAu99e2SbQuvSTX/xvdxr2v8GTOnK5YDmOi0n7tfLKXcbix/StLL3P1HJH0+a9zzY/q1kr5b0uvM7BP7f2/U7oDm28zss9pN6Hl7x1gAAAAA0OOjkl5pZq8ws+dJerN2J1dG9VRF+wfKv+d8/aRNBAAAALB4k5IEnUopd83s+yT9oqS1pHeVUj6dtT94YAPg6uRlYn2b/GrfWawsjltHS5IoW+yXRNFitKSrxPM5YjiZc5ST7fgZHSM0pRHRqfol66muCH+G7emJnw37lPFlMXLUFUWLO8gt244/HqW/LCfE3M7B0jutTr50c6NTR6n24Wd/vCx09vketmtE1ny0rSQ/S+K+zpZVP1fim0kAlqy/CMD0VZTyAUkf6GnLgQ0AAACACfovtHkVOLABAAAAMMmcioBwYAPMVBrPakVGbDwyMqjmlFZTysfOIjHDsZPxeiJqod3Zq6J16vkhPfiCyt/3sbI8kdWshHZZuqudNSJrti3j7RoRsypWdmJltubrsz1+R3ZXtOsV45nPjed3Vh4Rs97PTfIZr+Kh4clV7arKZ/HD74Zw+zSLqMVlmcHn4ajLhANAGwc2AAAAAKYhigYAAABg0crlXj/sWBzYAEvXE1mLsZckfjaoilZFWvr6dF3Is1UVLRkruswoWhqPSnNkeYyrt3BUb7Gp7gtVZnGvVqQriZU1K5xtknbNsZNtCDGynupro9uXbUNPn07NCmfJhTjri9Tm668+X+vGRTST+Fp6QU1JZe3buUhp2PdptK0RZaw3XKO3488LiqIBN8CMztiQbgUAAACweJyxAQAAADDNfE7YcGADAAAAYJpTo73nxIENMCeWzWnJyyunJZ4bZWKzOTKDkq9Zu845Nl3zbQ4su2hzhWn8jjkb3WWc8yHOW+65t2xyo082r8bPo4n98tLPjfkyfo5N71wev6w1UbW3LPSJv4ir167x3izjH+lhn6Rsuza+1HJeIrqai1OVca5Xky3zc2+kupRzcfuqfjz2uXhg2zl7Zj5/DgGYjAMbAAAAAItW1P6y6YpRPAAAAADA4nHGBrhOyRXKB1pRrZ4Sz9196mZ1TM3d9u0G0bjx8dpRtMa2Hnr8HAZVa8fL1pq7M6WMc2u9VWTpHGf1O0o8x/Wk8bNBZC2Jkvn4WYyiZZGzqnT0INs0vq29kTVvm+/UU/d3q/S4JZ/xQbSyKt08Hi+1dd2niqH6b0zdEyqxT1W6OXkDStI6WdYq6e2exMp/VqoUIQWegZvEVJhjAwAAAOAG4MAGAAAAwOJxYAPgoM7qYD2V0AaV1JJKaM12SfxsUHEtuep5M27WqOCW9jmnQSRrfL0lu7L6buFFl23erIqsZfGz+FyT3xmtWFkquSJ8a9mgwlkSP6uiZK34WtWujLYZbEOVZ2pUXCvjY7cmt54aoxi8XP69nsxktUEUbTx+prUbID7vqlqiu71uvE9X7oFGO79Ps+ppw1jZ4RDmVRY3BHAFKB4AAAAAAOfFGWGnaSMAAA86SURBVBsAAAAAk1A8AMBRBhfB9DoqoQ0v0Hn4op6D+xMu0FlVYGrFza4jitYb/Sp5s7rLeK5s0Cf7+Z+VVZsoi6lZFu9SXQktq3w2WLYZj5INYmUd1dOG25PEykL1NMviZ61ftkl0Ysov6BgPre5ln91GFM3frvZVjKH6KNnW9xmPqMU+pbpYZ/28yy3/gR//sKzCG3XbURuw3QfAInFgAwAAAGDZyqwObJhjAwAAAGDxOGMDAAAA4HhFszpjw4ENMCOtK5g/p9EmnS/TmNOS3g73s3k1McOfjZeWjh5b76HHx8bIhpgwpyWbftMsZtvTSaHE85nn1dQrSkov+ykbbk6NFOeqJGOpc15NnAeTtEvn0YQx6nLPYYKMn78zab5N5873Y/h5MK0+q+wFD0OvLj4g5rMU1XyZOmRRld12y+pyz/nEOfPzbUK7rd+p62S7Qx8/f6Znvo0kWXedcgCzNaNyzxzYAAAAAJiEqmgAAAAAlo8DGwCHlKR087Cdu5PFwGKZ2CxiFlMrPvnSGV/L+vRG485d7rlkiZjOoTsTZlXKKCv9PHL3NEnELEpLPMc+vl0WF2u0UxJRa47nYmWD9fjIWVUuOuQeqphaZxQt+UU8KFM9QRXP9HG/pKTz7q57Tr6/j5/FN4+PklXNfP/w7l77TKh7PJQSqtJw6rQZL+tcxdIaVa4B4FQc2AAAAAA4XlH/PMUrwIENAAAAgAnmdR0bDmyAhRlWFBvPcjSrhmWxsHhlq55KaL2xsmSs1rb1Vj5rZsSSdtZIZGWrrWJprU6X+TM+i9OVxv2sKtognjXefzC2/3ZuO/74IIrWEz8LEbN0Wfx20C8ryTa0omhn/qVsnfGzanN8RGzr+7h9tQ4fnJLE1Hz/W6GSmn/a68aH/+74kv7iR676WvVzILwvyKIBy8eBDQAAAIDFm9GBTet7UwAAAABYBM7YAAAAADgexQMAXJae0s+xXWseS91ufF5N48Lm+byaVh+vd57QBPm10NvLju7UmIN06nNolo7O5uJs8zb13Jm++TLZvJpW6Wa76zaiGivM4NiMz50ZzsVJ2mVloFvtkm1uWjXCD9kcklju2a+rKvHsSjrH7czm3zQmsaVloQcNx+ffNOfbVD8j/OuatJFkZ61/DuDqFan0z767bBzYAAAAAJiGOTYAAAAAcD6csQHmqiMG1qu39HN3iejW4x1xuGHJ6iPXOTbG4S5pXKy3cnNVKrfxHM6erukZL3xjVpdrTmpbN0pEtyJracRr24qLuWVZ/GwT4gxVWejt6OOD7emMr/llg4jXc306X8hVXwzDWqWfffxs5dbrSqsPynNnMTXXf/B5WLvnrbVrF57DraSUdFIGWpK21Rg+vnbRfxs2iHLPwMIxxwYAAADAjTCjKBoHNgAAAACm4cAGwKhTY2ZZfK13PZ0RsWZVtZ5o24T19Gr1qRbN4edwtg2NbbNGlKxnPT7ONIjM+apmvl2ocGZZu96qaFn8rFXtrDOyVt32cbPYJ6vi0/oFncUtVq03nYuLVY+HIJeLs1kVS0siapLkKqFl8UkfHZMkSyqm+VjabrwsXuf6hyZVrMztK/+zyOL2kEQDFq7M6sCG4gEAAAAAFo8zNgAAAACOV9R/za8rwIENcD+YeKHLtBpb70UmeyuuVes8PNZRkkpmreGySmh53udyDaphjbYJD/RUOGtUUmu1q8ZOqp0Nxs6WZZXPwrJWZE2bjRu6jD4+eA4+VpbF0nor/Wway3xMzRqxMvfmLH69WURNkoqLj7lqZ/79Utb5c2h/BlzFNPOxMr9/w3jJMmv8vLD5/D0EYKoZRdE4sAEAAAAwDQc2AAAAAJatzOo6NhQPAAAAALB4nLEB7kPZPJYp5ZW7x2jk7M8+ryYbYw5fKk0o8Zy1a5V+rublJO2a83IaZaHrscfndqhR7tnPl0lLOod2df96ckdVynnrlrXm0fhyxMmcn4HeuIWfVOI31c2RsVjnOJuL40o6x7XXr4Obb+N+s8ePUPYMBtvjNtz38d+GbuN3o/6N4p+O3wdhPau7c/hQApisSCWbp3gNOLABAAAAMM2Momgc2AAAAACYhuIBAKTzRL9OHW9KGeaTSze3nDj2IF513SZsTzsi5h/P42JdsbLwLVsaJYvtshLPvnRzq7yyj3tV62yVe3bRqEG7zWi7NG7W2gb3+KDPBFXEy5dhjtGv4mNqyXrD9pSVK8mcbUD4LV8lM/023I3tXLTN1WT2iROLZa794FnsLryXBvsBAE7AgQ0AAACA45XCBToBAAAA3ABE0QCczWVWFDtl/WfWirVdWfxsQuWy3nYnP4dYuWybLGtVO9uOLxvEyrJKaH6d8Rs8H1PriaVJefxsu0nbVfEz/3gjilZXRWtUUpug+Apnfr8NomhJTM33WedXaPDPrvmR9BXTNhctB2+/ra/sdnHbrPGmrfa9f64+blh3IYkGLF/hjA0AAACAZSuzOmPDBToBAAAALB5nbACcZnDVwMtZzeSo1jmqknW0yfq02qXraY3dG1/r6RP7V/G1vCqaei7Q2erjYwu+XbzwZrWe/AKdafzMR9laVdqKr/rV2KlTomnm94+Lfln4XjGLqfmIWhw6WWUzlpZkvwYX8jQfP3Pb7XfBpu7lI2dpZC2saFBZDcCyFM3qOjYnnbExszeY2a+Z2ZNm9kPn2igAAAAAC1C20/+d2eQzNma2lvTjkr5N0lOSPmpm7y+lfOZcGwcAAABgnooOnOm+YqdE0V4t6clSyuckyczeK+lNkjiwAQAAAG66Ui7lzMtUpxzYvFTSb7n7T0n6ptM2B8DRkih7b5GSqk9nO9+wtwxzq12lu25tR//G9mRzUCb3aZVHTtp19++YIxP7WFbWuSrp3Jo7k6xTaszFyUs3VyWeO/tUc2k2ybwcdc6rafXJfimfo9JP8dvj3tAWX6/x+Tetj0DPR6WswjwY/7z9fBsL+yAt95z38buxmjvjtyGsZlD2GgBOcMqBzdhPo8FvATN7TNJjkvTyl7/8hNUBAAAAmJM5RdFOKR7wlKSXufuPSPp8bFRKeUcp5XYp5fZDDz10wuoAAAAAzMqMigfYoARmb0ezW5L+saTXS/ptSR+V9F2llE83+jwj6Z9OWuF5PCjpi9e4/puC/Xg69uF5sB/Pg/14OvbhebAfT8c+PI/r2I//ZillUWcBzOwXtNtXU32xlPKGs23P1AMbSTKzN0r6m5LWkt5VSvmr59qwy2Bmj5dSbl/3diwd+/F07MPzYD+eB/vxdOzD82A/no59eB7sx2U66QKdpZQPSPrAmbYFAAAAACY56QKdAAAAADAH99uBzTuuewNuCPbj6diH58F+PA/24+nYh+fBfjwd+/A82I8LdNIcGwAAAACYg/vtjA0AAACAG+i+OLAxs7eZ2W+b2Sf2/97olv2wmT1pZr9mZn/qOrdz7szsvzOzf2RmnzSznzOzF+8ff9TM/pXbv//TdW/rnJnZG/bvtyfN7Ieue3uWwMxeZmYfMrMnzOzTZvYD+8fTzzbGmdlvmNk/3O+vx/ePfZWZfdDMPrv//yXXvZ1zZmZf695znzCz3zezH+T92GZm7zKzL5jZp9xjo+892/kf9j8nP2lm33h9Wz4vyX7k9/MRkn3I34o3wH0RRTOzt0n6w1LKXw+Pf52kn5T0akn/hqS/J+mPllI2V76RC2Bmf1LS3y+l3DWzH5GkUspbzexRST9fSvn669y+JTCztXbXf/o27S5y+1FJ31lK+cy1btjMmdnDkh4upXzczF4k6WOS/oyk/1Ajn23kzOw3JN0upXzRPfbXJP1uKeXt+4Ptl5RS3npd27gk+8/0b0v6Jkl/QbwfU2b2zZL+UNL/fu/3Rfbe2/9R+f2S3qjdvv2xUso3Xde2z0myH/n9fIRkH75N/K24ePfFGZuGN0l6bynlS6WUfyLpSe3euBhRSvm7pZS7+7u/IumR69yehXq1pCdLKZ8rpTwr6b3avQ/RUEp5upTy8f3tP5D0hKSXXu9W3ShvkvTu/e13a3fQiD6vl/TrpZTrvPj0IpRSflnS74aHs/fem7T7o7OUUn5F0ov3X3Dc98b2I7+fj5O8FzP8rbgg99OBzfftT9G+y8UsXirpt1ybp8QfS73+U0n/p7v/CjP7VTP7v8zs37+ujVoA3nMn2n8D+SpJH9k/NPbZRq5I+rtm9jEze2z/2NeUUp6WdgeRkr762rZued6s3be59/B+PE723uNn5XT8fp6OvxUX7sYc2JjZ3zOzT438e5Okn5D0b0n6BklPS/rv73UbGermZ/MaDuzHe23+a0l3Jb1n/9DTkl5eSnmVpL8k6W+Z2Vde/dYvAu+5E5jZCyX9jKQfLKX8vvLPNnKvLaV8o6Rvl/S9+0gGJjCz50n6Dkl/Z/8Q78fz4WflBPx+Pgl/K94At657A86llPKtPe3M7H+W9PP7u09Jeplb/Iikz5950xbl0H40s7dI+tOSXl/2E7RKKV+S9KX97Y+Z2a9L+qOSHr/kzV0i3nMTmdkD2h3UvKeU8rOSVEr5Hbfcf7aRKKV8fv//F8zs57SLVPyOmT1cSnl6H/f5wrVu5HJ8u6SP33sf8n6cJHvv8bPySPx+Pk3j88t7cUFuzBmblpDL/bOS7lXBeL+kN5vZ883sFZJeKen/uertWwoze4Okt0r6jlLKv3SPP7SfQCsz+yPa7cfPXc9Wzt5HJb3SzF6x/7b3zdq9D9FgZibpnZKeKKX8qHs8+2xjhJl9xb74gszsKyT9Se322fslvWXf7C2S3nc9W7g43ykXQ+P9OEn23nu/pP/Ydl4j6V/ci6xhiN/Pp+NvxZvhxpyxOeCvmdk3aHfq8Dck/WeSVEr5tJn9lKTPaHfq9nupctH0P0p6vqQP7v7O1K+UUv6ipG+W9N+Y2V1JG0l/sZTSOynvvrKvWPN9kn5R0lrSu0opn77mzVqC10r6bkn/0Mw+sX/sv5L0nWOfbaS+RtLP7T+/tyT9rVLKL5jZRyX9lJl9j6TflPTnr3EbF8HMvly76ob+PTf6uwY7ZvaTkr5F0oNm9pSkvyLp7Rp/731Au4poT0r6l9pVnIPS/fjD4vdzt2Qffgt/Ky7ffVHuGQAAAMDNdl9E0QAAAADcbBzYAAAAAFg8DmwAAAAALB4HNgAAAAAWjwMbAAAAAIvHgQ0AAACAxePABgAAAMDicWADAAAAYPH+fzJl1H5xZbz9AAAAAElFTkSuQmCC\n",
      "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": {
      "image/png": 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\n",
      "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": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scalar_field_surface(arr);"
   ]
  },
  {
   "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",
       " <source 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\" type=\"video/mp4\">\n",
       " 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": [
    "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": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "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",
       " <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",
       " 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": {
      "image/png": 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