{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pystencils as ps\n",
    "import pystencils.plot as plt\n",
    "import numpy as np\n",
    "import sympy as sp\n",
    "\n",
    "import shutil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    from scipy.ndimage import gaussian_filter\n",
    "    scipy_avail = True\n",
    "except ImportError:\n",
    "    scipy_avail = False"
   ]
  },
  {
   "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": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAM8AAADJCAYAAACE2GZCAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvctoD+AAAAAlwSFlzAAAPYQAAD2EBqD+naQAAEhlJREFUeJzt3Ql0FGWCB/B/dVef6c5JDgIEQtAQLlHJ6vBQkB28ZkTRkcUdxZlxVHR2Z7xGYZxlHA909uGJiqK4LLqK56qst6KA8sDxFsdAREK4ciekO+m7a19VDgjdCekvnXR18v+9l9dNnV9X17++r76qLiRFURQQUcwMsc9CRAwPUR+w5iESJIvOSH2jnmpuqA/grboAytxBeMNAf5x8miWgwGbEmcNMODfbDJtR6oe1DE0SOwwSE5yl5a14oco/oOs9OVXGk5MdsDNAccFmWwK8WxcY8OCoPm8O4tE9ngFf72DF8CTAm7UDH5wOajOR4oPhSYDv3SEkyj5vGO4gL+3FAzsMEsAT7v3O6935NRAOw1w4HgaLLWK8Eg4jUFUJyWCEnDMCkuHYx0NPSIFDZsdBXzE8CdDb6DS99l+oue9G7X3BkxthPW5y5zjfru/Q+PwjcG18HXJGNpRQECHXIWTMvwZZl90IyWTu8/qpZwyPTvn3/YjalUthLpoI/67vIsY3rf9veMu/wcj7X4VtwjRtmPvjN3Fg6a8QrNmPvMUPJ6DUQwvPeXRICYVQtewa2E+YDues86NOkzJtFgpWvtsZHJVjxrlwnPYzNL/7AsKt7gEs8dDE8OhQw7MPwL/7e+TceG+306hBMVjtEcMNdgegNuHch/q5lMTw6Iy3/FvUr/lPDLv6NphyRsY0r3rO4/7kLa3jQM7O77cyUhuGR0fCfh+q7rpaa4qlnf/rmOevXn4dwocaMOyKWyFJ7E3rb+ww0JH6J+5AYH8F8p9aG/POX/v4X+H+6DWkzf0VUs9e0G9lpMMYHp0IuZvR+NJjSJ0zH+EWF7xlX2rDg3VV2qu/Yod6Uxysx0+JmLd+7XI0PvsgUs++BDnXLx/wsg9VDI+OWI6bAl9FGarbr+2ogvXV2mvDM/fCmJqJUSve6DJPw7oVqF+9DM4585F7y4peXSSl+GB4dMLoSMXoVRui1ipqOPL+vKrLRVJV4ytPoG7lX+CcczHyljzC4AwwhidJNb/3ImofWgxL8YlIv/BK+Mq/6TLePKY4alc2xQ/Do3NyVh4sxVNhsHa9r009B7Icf4J2s03NAzdHzJf3p5WwjCkewJIOPfwxXALM2NqEWn/i7jDbfEoaciw8N+orbsFkoiio2L0b5Tt3IhxK3M8aqA3Dk0S8Xi/8fr/2M+7m5uZEF2fIY3gSQPTaf1NTU9f3gs+r5L0H8cHwJIDNEPvuqzbTml2uzn+rNZBaE4ngA0Dig+FJgCmpsXdyas20o2qaI2ui3iq0GZDCX5HGBcOTAOdmm2KbQVGiBsXlcsXccaA+u43ig+FJgNlZZvx2pKXX03t9Pq2ZdjS140ANUG+dliFjUYG119NTz3idJ4H+3hTA29oTQ0M9PhQkFAph27ZtWoAaGxq0YRmZmdqd16WlpbDbu7+TwGwARlmNOGuYCbMyTZAFzrcoOoYnyXT8VIH/M0zisdlGJIjhIRLE8BAJYniIBDE8RIIYHiJBDA+RIIaHSBDDQySI4SESxPAQCWJ4iAQxPESCGB4iQQwPkSCGh0gQw0MkiOEhEsTwEAlieIgEMTxEghgeIkEMD5EghodIEMNDJIjhIRLE8BAJYniIBDE8RIIYHiJBDA+RIIaHSBDDQySI4SESxPAQCWJ4iAQxPESCGB4iQQwPkSCGh0gQw0MkiOEhEsTwEAlieIgEMTxEghgeIkEMDxHDQzSwWPMQCWJ4iAQxPESCGB4iQQwPkSCGh0iQfKwJ6v1h7PGE4Q0rSDSrQcJomwFZ5uTPfHlLCI2BMIKxbtaSUu1lS2MgptnULeaUJYx3GGGUJAwVrSEFO1tC8IQU9HZTmyQg32rACKuxx+kkRVGiLrPMHcRduzz47FAQYeiHuhNMS5Nxa5EN4x3HzL7urNnnxdr9Puz3iW3VnTt2aK/HFxcLzZ8mS5ibY8bisTbIhsEbogZ/GLf90IqNDQF4BXfg8SlG/GGMFbOzzL0Pz+7WEBZ85UJTzIfFgZMuS1g31YlCe89HBz15vNKD+yq8fVpGX8PT4cxhJqyY4MBg1BJU8C9fNaO8te+HfXXvenRiCmZFCVDU9s+zB3y6Do5KLZ9azmQRCCt4Yq9+yvtuXUBrOg5G79X74xIclbqFHt8b/YAXNTzv18fWnk6UZCmnaltTEK6Qvg5IH9T7MRh9EOf94svmtvPTXoWnWrA9PtCSpZyqar/+ylrt01eY9bpfqFupJsoyo55xd1eZt36xGc3vv4jsa26H0Zke1wKKrCeZGh3HagV7tm+D55utCNYehJyTj5TS2bCMm9Tr5SvhMNyb1sOz/VPt67ZNOgWO08+DZOi+ZzIYva8o6QV7+FjV994IJRRZM6nbK+3cX8a0zJj6fH0VZWh+4xmEPS3oTwO1Hj0It7pRcflPsO/GixA4UAHTiEL4K3Zgz1WzUX3/H9FNZ2jXZfi82H/TRah5cDGMaZkwpg3T3u+/+WKE/fo5z9KD5refReDAHtgmTOvyp273WCVfX+8go/h9kGQzRj+1GeYjvkBL8VTUPngL7CdMh3P2vB6X0fjcg2j9cjNGr94Ey9gJ2jDHjHOw54rT0bhuBbIW3tTvnyOZmMcUI+3nC/u8nF6Hx/Xhq3C9/5L2vu6x2yBZbdr7jPm/g2XM4W5TtdnQsu19hA41QM4eDucZF8A8sqjLsrw7vkLL1vcQaqyDnDMCKaf8FJaiCTGtZ7CQ7A6MfGg9jCmpXYY7Z56nhaf1i009hketmZrWr4Vt6ozO4KgshSWwT52BQ6+vYXj6Sa+bbXLeKJiGj9beW46b3FndGR2pnW3uqmXXYu8fzkOoqQ7mgnHw7y5DxeXT0fzBy53LaXjuIVReexaCDTUwFYxD2H0IVXdfi6bX10Ssx1w0KWI9g43BbIkIjipwsFJ7laz2HucPVlUiVHcQ1vEnRoyzlpyMYO0BBKr2YrALBoPYsGEDAoFj97T5dnyFmocWo+aBW9D48ioE66v7t+axlZwM78RSrVZw/vNFMOWM6DK+8fmH0fzOOoxY/jJSSs/oHG5aVYDqv/0e9hNPg5yZg8bnViB93hXI+bdlndNk/fZWBKv3IhQKwZtbiJbctuZLy8TpKJjadjvKUKLWJvVP3a29V2vungRqDmivclZuxDhjZo72GqzdD1PeKAxmS5YswfLly5GVlYWs+9cjMHwsTObIC5uS2aqd35hyRyHkbkLTK0+gbtXtyPvTo3DOnJuYcx61eWCdWNolOKq0eVeg4X/uh/uTt5B+3uWAJMFXvh0hd3NbbaIo8Hq9aFJMcP3wQ9tMobZ+tHBYf927A6F+zd/Q+vlGpJ3/G9gm9nzwUPxtF/AkoylinGQyd3YoDHYulwtGoxH19fWo37kT8Eqw2+1IT09HisMBqf1+PvXc0pQ7snO+zMtuwr7r5qLqzkWwlpwEU87hcQMSHrVHR+0pgmxC9b03aIHQKEpnb1GwvRmS/bs7Ub38evw4bzxsU06Ft6AE4SkzgPyxEcv1+/2dt6N0R5r5EySF0y8ALr3l2NN9+BLw3L3AlBk4dNavcaibz9+5XWrrtZeafZWoOXravXu0l/3qNFGWc+eTr+HOp+/BoKO07XOtra3an8FoxLhx47RhRwano9mceekNOLDkErg/fgsZF145sOHpuJagNsusxVMjxtsmnAxz0UTtfeqZ87UOgpZPN8Dz7Va0bnoV+N/HgAuuBs65HEPax+uBdfcBk6YDi5YBci++nuz25nNDlHZ7x7COaYaocHtLpjsdpyDquXosYgqPZOi4CbPrtQdJNmnhCHtae9UFqF6LSJ3zC+0v+/f3oPKGefC/tRY4e6HWrEP7eswmE8Yc4wbIHUlyoe/5gz4sLW/tdnzzey+i6pl7YC+djfy7ntGOiL29MbRiTDGkvWUYfdS22lP5PZTCEoyZdmrUZc2f+Wfcsbbt3CrZLVq0CKtXr9Y6DtSDubpXmEwmrdmWmtpzZ5Pvx39or6a8gpjWGdNFUrXrWRVsP0k9knotwbfjSzQ8/3DEhT21WzpQs0+76Kn2vCnB4OECyDJkqw1GuwOjCwu1D4v2E12lUawXJNm4Nq3Xehzt087oMTiarW8Da5d16SHKmH8tfOXfwL35jc5h7o/fhG/n18hc8O8YCoxGoxYcWZaRn5+PkaNGobCwEBmZmTC21+DqHRz+fT9G9GrWrV4GY2audkdGv9U89mmzYBoxFgfvuBK2KdMhmUyd11+cs85H+OYHUbvyLzj0f0/DUjQRitcDf0WZdlEq95YVWo3SsuUd7fqNecx4GNOy4Nu1HaGmeuQtfhgWiwU5ubnI+vkCVLz8CJRVS3Fw29td1jPYBGoPoOr2K7V2uro9ah74Y5fxlqJJyLjoqsMDfvhaa96Fr7oVaO9hS/vZZfDv3YWDf71Cq7lUrZ99iIxfXofUsxdgKLj77rtx0kknYe7cubh6rwXfuSObaooSxoGll2sXpdUL0iFXoxYo08ixGL7s2Zgvh0T9PU/xpsZuZwh7W+H56hPtOg3CIaScOgfysOGHx/s88G7/VLtHy5ieBfPYkogejGBjrXZUDDU3abWZbdI/aU2/WNbTYcfpGUjmZpva6+j+6NVu55NzR2r3uXXY+cYLwME9KFpwdcSXrR5FPf/4u9azZJ1Qeszu6fl5ZtxxfAoGmwu/aI4ang6+H7bDX7lTayFZRhf36h7CV050YqJT7luHgcFq13bkbsdbbLCfPLPHZcgZ2ZBP+Wmf1jNYqAGI6VaRcSdof9GOkqbhBdof9UwNSyw33XYn+R8GQJQgDA9RPMOTLE8FSJZyqmQdPmvDqMMy6fVzRVtm1PBkqM/eSQKZ5uQop163aZZpcDY8Mvvhc0XbVlHXMjMz8j4pPUqWcqpOTTfBqrN9NZm2XyxmZsb3Z2olKUZkW3oZnkvyLYgyra6o5VswvIeLiTpjN0r4RZ5+yntiqhFTUgfnbyHPyTYjJ46tkoUjon9vUSMy2Snj0QkOjNBpgtRyqeVTy5lM1Ac1XppvSWgNpJ4nzso04YlJg/OZbaoMkwHPnODERIexz88G/I8iGy7s5qDX7RNDO2x3BbGrNST81MV4Une6IrsRk5IsNEdTH/26tSmAhoAS8+N2Fyxou2Ng3bp1Mc2n5jVVlrSnrQ6GxxX31h5PCN+6Qtpjd2N63K7FgNJ0ucdHEx8zPKQvHb9L4deWeEPnEEQUZwwPkSCGh0gQw0MkiOEhEsTwEAlieIgEMTxEghgeIkEMD5EghodIEMNDJIjhIRLE8BAJYniIBDE8RIIYHiJBDA+RIIaHSBDDQySI4SESxPAQCWJ4iAQxPESCGB4iQQwPkSCGh0gQw0MkiOEhEsTwEAlieIgEMTxEghgeIkEMD5EghodIEMNDJIjhIRLE8BAJYniIBDE8RIIYHiJBDA+RIIaHiOEhGliseYgEMTxEghgeIkEMD5EghodIEMNDJIjhIRLE8BAJYniIBDE8RIIkRVEU0Zkp/kKKgi2NQWxsCKAhEEZQAdSvaPPmzfD5fCj7vkybbnzJeO11xozTYLNZtaOgU5ZwSroJs7NMsBslfj39jOHRkQZ/GAu/caG8NdxluNfjQWVlZdR5cnJykJ6R0WVYuixhzRQHShxyv5Z3qGOzTUeuL2uJCI7KarVClqMHwel0RgxrCir4zbdu+MNsVPQnhkcnqn1hbGsKRh8pSUhPT48Y7HA4YOwmVA0BBR83BuJdTDoCw6MTnx8Koqd6IjUtLWJYtEAdvUzqPwyPTrhDPTex1GabWtMc+W+73d7jPC61t4H6Dc8odaKn3TzsaYF7y9sIvvcS8NmHQMAP56pNWnNOdJnUdwxPEmh8cSX8u8uQce6/osqSAuWjV5CamproYg15DE8SyFp4U+d7z9db0KS2t43GhJaJeM5DJIwdBkSCGB4iQQwPkSCGh0gQw0MkiOEhEsTwEAniRdIk4N7yDg4suaTLsN0XT9ZeTQXHofDpbQkq2dDG8CQBx/SzcPzGhkQXg47CZhuRIIaHSBDDQySI4dEJaz98E1YDn6DTnxgenRhrNybFMukwhkcnJjtl5Fvi93WoS5ozzBS35VEkhkdH7jjOjnjl5+axNgwz8+vtT3zooc586wpi3UFf2xND/QpCvZxPan9i6KnpMublmjE7y9zPJSWGh0gQ63UiQQwPkSCGh0gQw0MEMf8PLVzV03klapMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FG4P5tnAXYRIVAmyoTEbzr3hwFwVCUXA/oaScBgOWNGCdQuRQFGzK7t271WkJJx+YzehdhDGG8QpFwd2EmnIayu8BFIXIoSjYDPhQIQZ79uxRt7t06aKG4cR7X3iKgnsJJ+U0GBSF6KEo2Ihr164pdxGGh2ATxGlpxIgRcekuCoSi4E7CTTkNBkUheigKNgGB5EWLFqkGXw0bNpTZs2erbp3EB0XBfUSSchoMikL0UBRiDD7EK1eulO3bt6vbHTt2VKMyIQwkdqKw/thV+dnSg9IqNVk+eG6IJDlsUp1bU06DQVGIHopCDMnLy1MXBk5MAIG1UaNGOW5UpttEAY/x21VHpaSsQs7m3Zb3dmTLV+/vYPrjxgvRpJwGg6IQPRSFGIHpXmhXUVxcrILIM2fOlK5du8bq6ThGFGqbb2AUm07nyvWiUv32R7vOy5xB7Wgt2CDlNBgUheihKFgM8qhxYWzatEndbtu2rUo3bdy4sdVPxVFo1pPZlgJ+/5833T11LaegRFYeypEpWfFTQW402KxxCNKKMCNNOQ3lcQBTUiOHomAhaHENd5E2HWrYsGEybtw4Tu6ykfsIVsLBSzfv+f5fN5+Rib1a0lqIMOX0gw8+UCNio005DQZFIXooChaBITgYlVlUVKT8p2hV0bNnT6se3vFYIQrVWQka2fm3aS3YIOU02PtHUYgeioLJwAe+YcMGNS4TH1o0sYO7qEmTJmY/tKuwQhRqshI0aC3EPuU02LWmfT7oPoocioKJ4GKAdXD6tO/0OWjQIJk0aRI/sDYUhdqsBA1aC7FPOa0NzUoAFIXIoSiYAC6Et99+W/bu3StpaWnKbMYgHAzEIfYUhWBWggathdimnIYqCkZmNMUbFAUTQGbRr371K7WRYQgOehdhMhqqld0+Ic2JohCKlaBBayG2Kae14R9PYGuYyKEomECrVq2UhYD0UwSTYUpj4eJo3769anKHhZnK/PDGXhRCtRI0aC3ELuW0NhhkNgaKggmgxTVOSAC+1FOnTsnx48dVBTPiC1irVq1SPlZNIJCREW+Dc+wgCuFYCf7WwopDOTKVdQuWp5zWBkXBGCgKJgDzVQt0YbPHtDSQm5urxOHEiROqTTDqFnbt2qUWLiYUsmkigSwlWhHmi0JBSVlYVoLGptPXKQqVKafvvPOO6vBrdsppMCgKxkBRMAH/zAd8ULU4AtJQhwwZoha+j5MVBAILedznzp1Ta+3atdKgQQNdIBCs4zwFc0QhNTlJpvdpLauPXpEKv19dWl4h5ZXfSE5KkAQ/N0jjekkUhBiknAaDomAMFAUTwKkf8QPEFPwzIu564ZOS1GaPNXHiRHXi0gQC7qZbt26p7CUsnJLbtGmjBAL9kfB1vDXNM8tSwO/92aSeavnzm8+OyIK9vkaFf5s7ULq1SDX0cd2UcooY2pw5c0xPOQ0GRcEYKAomgU2/NlEIBIFp1DFg4X5ohQGBgLsJs5ovXLigFgrh6tWrp8REsyTioc025ymEByrnMdtbm1lc02e0efPmYaeLxirlNBgUBWOgKJgELriSkpKQRcEfWBmYq4CF3kgFBQW6FYF2GQjsIctDy/TASQ0WBAQCcQk35mhTFELn8OHDqgtvKFYVXlekjuKzZveU02BQFIyBomByXCESUQgkNTVVXYBYKOWHxaAFrOHXvXz5slpffPGFOrEh0KdZEW7pvkpRCN1CgCiECjZ6uChxmKitCtgOKafBoCgYA0XBAaLgD2IJSHnFGjNmjIo9wHrQLAltU9A2BtRCaAKBGgmnlv9TFEIDLqNwgYsJMa1mzZrZOuU0GBQFY3DmDhHHohAIspT69u2rFk59sBw0gTh//rxcuXJFLVRZ16lTR8191gLW6enp4hQoCqFRXQwBg5yQ0Xbp0iX1/o8YMUJ9FoLdD6C2Bl1O7ZByGgyKgjFQFEwWBWRnWLlxZmRkqDVy5Eh1wkMmkyYSiE1o1dWgadOmuhUBn3LgRmEnKAqR84tf/ELVyiD2hHngBw8elO9973uOSzkNBkXBGCgKDrcUagNZSr1791YLVgSymDSBQD0EXA1YW7duVc+3Q4cOuhUBwbCTv5iiEDk//vGPdasQ6cz/+Mc/HJlyGgyKgjFQFFwsCoGbKi5urAcffFBlRqHdhhawvnHjhopNYOE0iRRZzYqAyyHWKYcUhciBICAmoKU2P/fcc45MOQ2Gdq3ZJRvKqVAUTEJzxdhFFALBRQ6XAhYufviMNSsCLTgQeMTmgIWLDIFtLe01Fo38KArRAfcg4k+of9m/f3+1bdztnnIaDFoKxkBRiBNLIdiGiyImLMyNRotvCIMmEujZhNtYaOSHFFn/Rn5wU1nxHK2Y0exWhg4dqv4dPny4fOtb31LT//xjSPicYiCUnVNOg0FRMAaKgkk4SRQCQa+mbt26qQUgCppAwOWEgPXu3bvVsqqRH0UhMhAz0uIC2m1YiYH9uRYvXqxqXfB+Tp8+Xfr16ydOg6JgDBQFk3CyKASCRn7333+/WqE08tNacOBf3DYCikJkwPXzyiuvqCJGfCZhCTz11FP664nYEt5HCAcsPjunnAaDomAMFAWTcJMoBGvkpxXPaY389u3bp5Z/Iz8spMpG2sjP3/qAC8lJbo1YgoSBl19+WYkBBABBZq1IDYWOmiBANJ5++mlbp5wGg6JgDBQFk3CrKFS36WDkKJZ/Iz8suCMCG/nhFIqANUQFsYlQoShE5w4cMGDAXd9DthlEHG1T8L7Mnj3b0YIAKArGQFFwUfFarKmukR+sCKS9ao38UDiFBeDn1qwIZDfVluUSKAokcjSXH0DtAYTaDZ12KQrGQFEwiXixFGoDlgB65GBpjfw0K8K/kR9SIIM18qMohEaw9FG0PkG9AkCBIgoW8do6Je20NigKxkBRMAmKQs2N/JDu6N/ID//itn8jP6THagKhbVwatBRqTwqoDogyUorRywgg1oNMMQBBgBvQ6VAUjIGi4BJRCDa7AZuyFfUEkTbyQ7M2zYpAXAIuDqzNmzerfHqICSwNbHoUhdpfVxQkYp6CBj4XEF70MIK4QmRhJQDcRiGbU7vn+kNRMAbnfxLivKIZAUNUHePfYGDOMzZhnBLthJalhIWCqeoa+WlT6MAf//hHtfEhYG33Rn6xoFevXmrjR00CssNQcIjXNCUlRbVbx+usuYxgkeH7bkDr9OoGgYslfPUcbils2bJFuV5CASmI27Ztk8mTJ9u6l01gIz+0/j569KhKc4X4oZgOfweWfyM/LKRbMl3VZzHgtUIfK3w+4B6ye5fTaKGlYAwUBQeLws2bN0MWBH/fMgKNGLjjBLDBYyPDiRbFcXg9H330URUwhfWg1UnYtZFfpBQU35Fd2fny5anrsvpojpRVeOW1WX1lYPvqYwZu6HIaLRQFY6AoOFgUakp3RUARp2tsithMA0FvI6ehnf7xuqL9BjKaYEXARaK5llBp7d/ID3EUiJ8mEhAXu1oRt0rLZM/5G7LjXJ7sPJcnR3IKJDDx9r0d50MShe3bt8uyZcvU64O/G32OnCqO4UBRMAaKgoNFITDgCp8qWhqg4ynEAFWszzzzjKoZcDrVZR/he3AXYaHhG0TSv5EfBENr5Ld69eqYNPKrieI75bLvok8EsA5dKpDyIPUXM/rWHgvC64K/c+PGjY7schotFAVjoCi4qHgNrqHx48fLoEGD1G343P/+97+7QhQ0EcDGV1P2EQLOCD5jBWvkh9/l38hPC76aTVlFhfx6xRH57EiO3CkPvQgvs1kDeTCzac2/t6xMFi5c6Ogup9F+9rEAA83RQVFwUZ0CNkVNELTbRjWkc4IoBGvkhypeTSTgXkPqK9a6detUZpYmEGjBYRYnr96SpQcvh32/Jwe2q3GDR2YRhujAfebkLqfR4H+dURSig6Lg0uI15KS/9dZbqiOmW4imUyreD7iMsCZMmKAyczSBQPorMrP8G/mdSOsrIr6q6ooK49pqZDZvoE79J6+FniDQMDlJJvasPmsIxWjvvvuuchkibuDkLqfRQFEwDoqCC0UBWUm//vWvZcaMGapRnVswsn022mj4N/LTspkQsEbrjSJkddXxicKbb/5dBmZWdXsNp5FfIEkJCfLqrL7y7Ls75fqt0AL+07JaS0qde+MCaBUCQUAGGjKL3J5yGuooznhxmZkFRcEktIIqbDhWtnrGyRGtkh955BEZNWqUuAmzZipgI0GtA9bYsWNV7OEXi/fJuQsleraWfyM/bLzaaNJgjfyqo3XjekoYvvnBLim+4/OD18as/vcGmFG3MW/evLhKOa0NBpmNg6JgEoGTrayoukWri5deekkPmqJdNXzMI0aMEDdg1aAdWALNmjUVuXBR3Z45c5aUXfPFI3A6R50HltbID6m/mhURag+hnq0ayX97oLO8vv5ErT93f4d06djk7rhQvKac1gZFwTgoCi4SBTwONgmwZ88e9a+VouAtvSneW+dFSnLFk9ZDPCm+YS5GEavpay1btpBufTJVRg9iD1ojPyy4btBnSOs1FNjIr6ag54bjV+X/fnkq6GM/dl/bGlNOMSNhypQpcZNyWhsUBeOgKJgENmMspMlZFVdAptHzzz9v+uN4veUit3PEeytbiYBahdkid/z6L9VrJXUGvmzo49phJCeylNBADiuwkR/iEoGN/NCbCQIBd5PWwfT9ndny6trjenFa84Z15WrhvfGFFqnJehpqYMopehhB7Ok/90FRMA6KgonglAh/tJNnKlRUlInk7hdvyXXxFl0QgRAUXRSpCFJ/Ue7zx7tNFGpr5FdcXHxXIz8E/BG4xlq+fLmkpTeREw17yNbcqssOWUUvTughLy07JOuPX73r98/q10YFpplyGhyKgnFQFCwQBbMK2IyYdxyM8h0/FSnNC/8x0nuFfR+niUIg6DaKDqVYWiM/Pe313HlZXdRKckqrLrnBDW7K5PRkKbyRK796uKd868NiOXS5QP1fUoJHpvdpw5TTEKEoGAdFwcFpqRihqLmowiFwqlmt3LkZmWCl95F4E4XqGvlhde83SH44f6/kXCn0/Z94pU/JMWlxK0dWrRLV2hrvyaSOXeRa/UZypahcpvdtI6U3rzPlNEQoCsZBUXCwKGAgOzJfEPgMFfQJ0gashEJC5lypOPEOHEmhPzFPonjSeob+8y4UBY2T1wrlh/P3yaWbxep2g7qJ8rvpWZLZsJ9uRaA3E4rpbuzdKfdJghQmpcqpeR/JN17LVs3/unfvHvcpp8GgKBgHRcHhBWwYmoONHq6KYJPXIAbo9xOO+yix1Qjx1G8j5Yf+IFJWFNqdEupKxaX1PmuhQXiP5yZR2H42V1749IAUlvjel5apyfLa7H7SpXlDdbumRn7lFy/K0rVr1PcHDx4szz77bNynnAaDomAcFAWHT1/DRpmRkaGWWSQ0yhRPnxek7OBrIqX5we9Qflsqzn6iltRNE096H0lIzxJPWi/xJKXEhSgsOXBJfr3yiJRXtsjo0TJVFaw1a5gctJEfChDRpwlCQUEIDYqCcVAUXNz/yEg8DTIkqe+PpezAqyLFV0K/Y2m+eHO+kPKcL3xupUZdfSLRJEukXuuwrAjtZ8ONoVgJBOtPG0/LXzef0b+HtNJ/n9pb6tcN7XJLT09XNQgQiXgvSgsVioJxUBRMxE2iAFCMpoQBFsOt7Op/KLmJJGb9i3jzDoo3b794bxypSl/1lqvbWBVnPhZJbqpcTJ4mWeJp3EM8icmOthRKyyrk1ysPy/JDOfr3Hr+vrfzzmK6SmBCeC81/ZgQJDkXBOCgKJuI2UQCeuo0kqc+PpPzQ/xbvzWP3/D82+YR6LUSw2owWb3mpeG8cVQJRkXdApNgvF7/kulRcXi+C5UkST+Pu4mkCV1Mf8eD+NaTg2lEUbhbfkX9duF+N0ATYyn8wuqs8OTCymApFITwoCsZBUTARN4oC8CTVl8Tez0v50f8n3ty9d/9fQCqqJ7Gu2ugFmz0289s5Shx8VsQxEW/la+MtE2/+QbUq5AORlBaS0KSP+n2ext3Ek1DHtpbC+fzb8oP5e+Vsri8Qn5yUIC9P6S2ju907CjVUNBcZLYXQoCgYB0XBRNwqCtpmn9jz21J+/C3xXtlc+c0k1fOoxvtgU6/fShLrtxLJGCfe8mLx5h+psiJKcqt+uPiKVFxcI4KVUFe5l3o3uy57bpXZShQOXLwh//zJPskr8rnImtSvI7+f1U96t46uY6n2N0ZaoBhvUBSMg6LgspGcVuLxJEpi12ekIrmpVFzeIAltxgeNC9x1/8QU8TTtL9K0v8+KKLooFbAg0FbjJrqHVgaUK0rFm7dPRrQTte5c+r9SXjHAZ0U06iKehNh8jNceuyIvLT0kJWW+59mxSX2VcpqRFv3sZ7qPwoOiYBwUBRNxs6Wg4fEkSGKH6WpF93s8Ig0yJLFBhkjbSeItKxJv/mGpgEDAivBrtlen7JpUXPhMBAvCktbLl/IKkUgOrXV1tBv2ezuyVdtrzWYZ2C5NXpnRRxqlGNMNl6IQHhQF46AomEg8iIKZcQtPs4GS0GygeL0VIrfOy5YVf5GWKdelbdod1SpCARfU9V1Sfn2X73aDdlUC0aizsmaMpKyiQn6/9rh8vPuC/r3JvVrKzyb2lLpJxrl6KAphvi+V1xjnM0cPRcHhxWvxAKwRadhe9l5rI5cvJ8jTcx+VDmm3pCIXAesDImW+nkKKW9lSgXTZ88tFEuuLJ713pUhkqcypaCgqLZMXlxyUL09e17/39WEd5ZsPdDI8IExRiHwcJ4kOioKJ0FIwFm3jLfekSELzLEloPkRZEd7CM744BOIRhWer7lBeJN5r26X82naVJOpp2MFnQSCrCV9DbELkamGJamp3tLKpHeoOfjaxh0zNai1mQFEID1oKxkFRMBGKgrFUl5KKjd2T2lkEq8N03/S3vAOVaa8HlTD48PrEo/CMSPZikTqp4knrrSqrPWlZ4qlz98hLf7Lzbss/L9gnOQW+GRENk5NUU7v7O/iG5pgBU1LDg6JgHBQFE6EoGEsodQpwEXlaDpeElsPVhDjvzVOVKa/7VVxC506BeK9ukfKrW3xWRGpnvXAOcYlUv4DxL5cfktt3fBlGrRulqAyjzs1qFhEjYEpqeFAUjIOiYCIUBWMJt3gNQWZP464ijbtKYsdZ4i3Jq7Qi9os3/5DfdDiveAtOqlVxdqEaJTqrx7fkXG5z/I+sP35N/VTPVqny+5nVN7UzkrstIba5CAWKgnFQFEyEomAs0VY0e5LTxdNqhCS0GiHeijLx3jyui4QUXar6wduXpWX5cXllxii5cfuOtErZL93rXZKx/bpISoO6YjYUhfChKBgHRcFE3F68ZjVGtrlAwZsaBJTWUxI7PSbe4msqDnHn+kHZl99QuqUOEFQ8NK5XR55vu8FnWRxYKGV106vab6ShiV/krcBrgqIQPhQF46AomAgtBWMxs/cROsAWpD0gL6xPld3nb0jGoQPyP8Z3l/ZN6ksLj99lUponFZc/F8FSTfwqW4EjFlGvpSHuHopC+FAUjIOiYCIUBeeIwvm8Inl+/j45l+fLViosKZfvzdurxmcu++bXJDl3Uw1N/A77Kq9PfySS0ryqcA4dXxMjczX5z4tgTCE0KArGQVEwERavOUMU9l24If/yyT7Jv13V1K5vRmMVYL5VWi7nC8qlW8a4yiZ+JX5N/PYHNPG7KhWX1olgoasrZkRUDhTypITeMdX/72NDvNCgKBgHRcFEaCnYXxTWHL0iP19W1dSuU1NfU7u3tp6t/jkkJounaT+Rpv0qW4FfquzPVNnEz1vu+8GKO77vQTxOicpoUlYE4hGYPpdQc48kuo/Ct6w064ptLqKHomAiFAX7igJ+xzvbs+UPG9CN1ceg9mnyyvQ+d9UoBH0+9dtIYv02Im0nirfsts+VpMTgwN3zrG9florbl0UurhZJSFZBbl/AOks8yXcXwVEUwqO8vFKIKQqGQFEwEYqCPUUBTe3+15rjMn9PVVO7Kb1byYsTe0idxMib2nmS6omn2QBJaDbA9xxvna8UCFgRJ1U9hKKiRLy5e6Q8d4/vdv2Mqoym1M4UhXDfT7/eYrQUooeiYJEoYJNg0DD2onALTe0WH5SNp6qa2qGhHRrbGfn+qN/VsJ0kNmwn0u5h8ZbdEm/eoSor4k5B1Q8XXZCKogsi51eIJNaTxNRu0rf1LTl1PYWfmTBEAfEXxmCih6JgIv6nFpi4PMXEVhSuFJTIDxfslWOVTe2SEjzyb5N6yMO9zWlq548nqYF4mg+WhOaDK5v4ndNjDt6CM1VWRPltScjfK9N6+27e2f2ynxWBbqycxBYIg8zGQlEwEX8RQAEbRSF2onD8SqH8YMFeJQwgNTlJ/ueMPjKwfbpYja+JX0cRrPbTxIs+THkHq6yIsiI/0+acVNw6J5K9VATColqBQyR6i6dOasTPAbUW5ZfWSWLr0ZLQ6iFxMhQFY6EomAhMWWxk2MQ4UyF2orD59HX5yaIDKr0UtGnsa2rXqam5Te1CBZu7p8VQSWgxVFkRhZf2y47Vb0mX5iXSKrW06gfhgrq6Tcqvbqts4tfJF6iGSDRsH7IVgbTa8lMfqjGn5SfeFm9JriS0n+5YVxVFwVgoCiaCiwzWAawEioIxr2e4ovDJ3gvyu1XHpLzyPr1bN5L/nNlXmlrQwygSsLGX1+8gG041kk3ZdeSn//od8eZWtgJXTfxu+zXxO6WWnFvkawWenlVpRfRS7qqaUAV4FVViUwEr5E6BJGTOdaR7iqJgLBQFCwrYKArGUFBQIOfPnw9JFCq8Xvk/X5ySN/3qDUZ1bS4vT+klKXXsPZ3Lf8COp26aeFo9KAmtHvQ18UM311wUzh1QAWoduKCubJbyK5tho4qnUWZl4Vwfld3kbwUgjlGdOwlzsRO7fU31hXISFAVjcda770CYlmoMpaWlsmjRItm3b58UFxfLU089JV27dpUOHTrcM4KxpKxcfrn8sKw6ckX/3pyB7eT7o7qoiWl2p6apa6qJX+PuIo27S2KnR5XbR3V5RfFc/mGV6uqjwtcB9uZxqTi7QATCovozZYk07ukTlOoe99oOKYcw9Py2KY3+zIKiYCwUBZOhKBhjIbz33nuSm5urBACisHnzZrWSk5MlMzNTCQRWWUJd+dHC/bL3wg11X2jAv4zpJo8PaCtOIdRRnCh687R6SAWKvaighhBoVgQK5TRK88Wb84WU53yhrAiIRo2PnX9Iyg/8XhJ7fV88dRqKE6AoGAtFwWQoCtFx+fJlJQg3b96U6dOny6xZs6SkpESOHTsmx48fl1u3bsmhQ4fUuuVJkV0N+8vNCl+8ICUpQf59WpY81KWZOIlIRnGibYYnrZdIWi9JlCfEe/tK5UhSNPE7qtpuVP72oL/LW3Bayva/Ikm9f6hmUNgdioKxUBRMhqIQOdj0P/74Y+U6atasmcydO1fS032bVK9evdSJ+uLFi0ogvjycLRsLW8qdCl+LiuSKEhlRdkryDt6Qw3e6SefOnZVV4QSMGMXpqddCEuuNEWkzRrzlpUoYVB+my1+KeEOY71F0Scr2/U6Ssn4gnnqtxAwg7nhvawJ/f7169YK+DhQFY6EomAxFITK2b98uy5YtUxtkp06d5PHHH1cbhD84SWdkZMihgiRZsdsjdzy+U3DTOmUyqOigJN0ulN27r8ru3buV2wnxh27duik3U9OmTcXp7qNQQQtvNOLzNu7qmwURKiXXpWz3rySxx39XnV6NoqioSL2/169XVZXXRN26daVHjx7SpUuXGn+GomAsFAWT4fS18F0nq1atUvECcN9998nUqVPvCSZrm+fb287JG5+jr5CPwe3T5ZUZfSQlcYycO3dOWRFYiEecOnVKrRUrVihR0ASiumC1m0RB/735R6q6uIZKxR0pP/JfkjD8vwx7Hjt37gxJEAAsCSQXNGnSRK3qoCgYC0XBZGgphA42gAULFsiRI0fktidZLrUZKumN24q3ms0RTe1eWXVMPtl3Uf/etKzW8tMJ3SWpsqkdXEZYkyZNUpuQJhBnz55Vt2sKVjds2NCdolBNKmpIJBhX04EN/Nq1axHFligK1kBRsLApHqk9w+j9999XMQK8ZvntH5LDOSVyeHu2FN+pkBfGddM3STS1Q4Xy5tNVA26+/WBneXZohxo3UlgGw4YNUwu+7JMnT1YbrAZwSV2sk+k6UagpFfUekMLaoJ2aAaGqrVuNMOw5aM0h/cF7kJ2drb6Gm6h9+/b33K+2Oee0FIyFomAyFIXg5OTkqAyjGzduSP369WX8I4/Kt5agSZyPeXsuSNu0ejJ3cHvJKSiWH87fJ8ev+pra1Un0yEuTesqkXqEHQ2EZIFAdGKzG5oSvL1y4IBfr1hOp00b9/Pr166W8TxfLgtVmiYIEFv15EkXqt1YC4GnQturfKHoqRQKsgIMHDyoLccKECdWKQm1QFIyFomAyHMlZOydOnFAZRji9I8Nozpw58uGhfKkI2L9eX39CVSm/vzNbrhb6MlYapfia2g1oF3napBasxho9erSyWPCczm+5KOd8uqM2q4uHdloWrI4kJTUUknp9Vypy9/nqG2AJQBBsUL08YsQItd54442I7k9RMJbYfyJcDi2FmtmxY4fKMMIm2LFjR3niiSckqW6yLNzrc+P4A434w4aqgHIGmto92k86NjG2qV1qaqoKbmderSd79/riFX369JWC7KOWBauNSEmtDjTNS2wY3incCVAUjIWiYDIUheo3PWQYbdq0Sd3u37+/TJs2TW2qnx3JkdyimnPXQffmDeWNx/tLen1rmto98MBw6dZiomXBatPcRy6FomAsFAWToSjcGzBEhtHhw4fV7TFjxijXgbYBztt9PuhrerusXBJisGGGG6yGOMCSaN26dVgbPEUhPCgKxkJRMBmKQhWFhYUqwwiBXFgFM2bMkD59+uj/f+Jqoew+7+tZVBvn8m7Lvy7cL398rL/UTYpNq+fqgtUQB4iEFqzGQpAaVoMmEKEEqykK4UFRMBaKgsmweM3HlStX5N1339UzjL7yla/ck2WCLKNQ2X0+X3614rBqhR1rN4t/sHrUqFF6sBoCAWsCYoiq6lArq+NNFCCeR48eVVlIsCTXrl0rAwcOlMaNG4d0f4qCsVAUTIaWgqiN8aOPPlIuF2yC6GEUWIhUWFImyw/6dfYMgZWHc2Riz5YyItNeDe+0YDUWNqxwK6vNyj6yK3hNkJLaqpUvrRhfwwKjKMQGioLZL3CcF6+hpcHSpUvVRodNDxlGsBQCWXbwshTdKQ/fjRMj91E473+4ldX4F9XdRmcf2RW4EP3diOFCS8FYKAomE6+iABfI6tWrZePGjep237595ZFHHtFfj8CffctvQlpt4Ozco2WqDGyfLqO7Npe+GaG5GOxCKMFqCMX+/fvVlDlYEZEEq+MJioKxUBRMJh6L1+AX/uSTT/RMHPjZR44cWeOmtv7EVblSqE0Nu5cuzRrIoA7pMqhdutzXLk0apfheU6dTU7D68899nUzz8/NVoDqSYLVdiVTYarsfRcFYKAomE2+WAoKqH3zwgTrlwj+OwTiwEmrD4737gu/QpL4Map+uOp4OaJdmWT2CXYLV8K3fvn1btY3u2bNnrcFqrJoaxdkR/E1ogY6/Lxxqiy9o15adOt06GYqC2S9wHInC1atXVYYRTri48JFhhM0rGKO6NZefTewh1wpLZFqf1tIi1Tnzgc0AVgMsAWRnIQYTSbDazuKH57p3796wAvdt2vj6UFUHLQVjoSiYTLyIAjYoZBhhfjJOrsgwCqc30PS+NV/08UZg9lEkwWq7tAGvDjw/nPwvXbqkAuqBXVM1EGhPS0uTtm3b6m7Y6qAoGAtFwWTiQRTg0li8eLHazHC6hYVQXYYRCY1gdQrVBau1wjkjK6vNBM0PsYyAomAsFAWTcXPxGjYvFBohMApBwKaDUyDSUAPBZoTXokWLFqr5XbykW5rdEM/MymongL+5vNyXylxdZhsJH76KJuNWSwEit3DhQjlw4IC6KBEcxQo2ZhEbVV5enqpYJdUTaUVzpJXVTgtW++N/XVEUjIGiYKEo4GK3i/keDXBRoIcRMoxwmoXPN5z4AYKmKFZCJgoR09pcRFtZ7QQoCsZDUTAZ/9MLTtROP80gwwhT0nDaT0lJUR1OMTkt3E0Pp1annk7NxozeRzUFq+FqOnPmjOOC1YGigNeKLkljcPYO5QD8sybwAXayKJw+fVo+/PBDlWGUnp6uMowgDjWJwjvvvCPLly+X1157TZo3b37X/9WUcUKsaYjnhmB1YJDZTs/LyTh3h3IIOL3gw4oL3clxhT179siiRYtUQLldu3Yqw6hBgwZKFKpD63oJKADhYXVDPCcHq5l5ZDwUBZPRsm4QmHWiKGCTWLdund56ISsrS81BqM3iwcnzrbfekhdeeEG+853vWPhs3YFZ4zjdGKxm5pHxUBQswKmigOerZRgBxA8wKS3YCRYxh4cfflgVHpHwsdM8hUiC1VioV7EiWE1LwXgoChbgxLRU+JXRwyg7O1udWDFDGRtDMLQun88++6wlz9ON2EkU7B6spigYD0XBApwmCteuXVOnfZwEkWGE/judOnUK6b6bNm1SxWsIQgMEpX/wgx/IT3/6U+V6Is4VBTsGqykKxkNRsAAnVTXjxIcMI3SxhPsHm3tg5lBtPP3007oggK9//evy29/+ttaGZsSZomCHYDVFwXgoChbgFEsBnSuRYYTgHQrSnnzySZVhFG4KbmDzMlz0TimGsgNOH8dpZbCaomA8FAULsLso4GSHE9yGDRvU7d69e6sMo9o6U4bKX//615inLToNJ1oKsQpWUxSMh6IQ59PX8JxgHezbt0/dfvDBB2Xs2LGGbUiISdid/Nt3ZO+FfPGvp7t4o2oIzI5zeXLxRrF+u1FKkvTLSJPEBI/rUlLtGKyGQHTp0qXaYDVFwXgoCnFsKRQVFan4AXryYwOaOnWqDBgwIKzf4fTTbPGdcpnz5la5Wlha48+8uu7EPd97bmgH+faITFOek9ssBTOD1RQF46EoxKko4ESGKWkw33EiQ4YRTm/hEmlTOztZELlFdyy5T6jEkyhEG6xGvOLmzZuObh9jN/hKxqEowDJADYKWYTRnzhw15yAS0C4bfl+tsjQUMHUr3AC2WaTUSZSpWa3k032Xwrrf7P4Zpj2neBWFSILVSH9GcSX+H/PASfRQFOJMFBA7+PTTT9UmjgsOGUbRFBbBUhg+fLi6MGvqg6QBFxXSW/v37y924tkhHWXJgctSXhFak76HujSTHi1TTXs+FIXQgtVLlixR/bXwemkZWyR6KApxIgq4cNC/CH2MQM+ePWXWrFmGZBhhox89erS6MGu7OGFR2PH0m5FWLyxr4RvDQyvki9eUVCuuJxRYwvU5ceJE5UbCv8QYKApxULwGMcIMZdQhgAceeEDGjRtn+KYDS8CpGTOhWgtmWwluzz4ygi1btqj0VTBy5EhTPsvxDD91LrcUEDd4++23lSBoGUbjx4/nRVSDtRBrKwHQfVR7GxVNENCgkYJgPBQFF4sCzOu//OUvKrCMzA4ElAcNGmTpc3CatVBb7YEVVgKgKFTPl19+KZ999pluIYTSsZeED0XBpcVrCMRBEJB6imyf5557ThUAkcithW9aYCUAisK9IB62evVq9TXiV1gUBHOgKLjQUti/f78acoPiNDSiQ1O6li1bWvLYbrUWRnZpJt0tsBIAReHu1wJ1CWvXrlW3UW0PK4GYB0XBRaKgZRjNnz9fpZz26NFDnnnmGZXOR6KzFqyIJWgw++juqX8QBYBYGOIIxFwoCi4RBYgA6g+0ExVqBx5//PGIK47j3VrwtxUGtkuzzEoAzD7yvQZr1qzRx8Ai5RRZc8R8mJLqAlFAhtFHH30kp0+fVn5WjMIcPHiwKY8VL9ZC79aN5MClm+r214Z1tPTx4919hL9/1apVKtMITJ48WYYMGRLrpxU3UBQcLgqoIkYPIxTzwCp47LHHVDEPiY5XZ/WVl1cclj5tGsvgDtYOpI9nUcDfvnLlSlWLAHDAuf/++2P9tOIKioKDi9cwP/n9999XAeVGjRqplFP0IiLRk1a/rvznrH4xeSnjVRTwdy9fvly2bdumbmMu+MCBA2P9tOIOioJDLQX0Glq4cKH6nWgjDEFgQNkdxKMo4G9eunSp7NixQ/3djzzyiOpzRKyHouAwUcDFgyIeBOFA9+7dZfbs2Qwou4h4EwX8vWjDsmvXLvU3o9up3ZomxhMUBQeJAjKM0BkSLYPB0KFDZcKECeyR4zLiKSUVfysm/+3Zs0f9vTNnzpS+ffvG+mnFNRQFh1Q0FxcXqwwjzLLFxYOMDAbg3Em8pKRCEJBGrfXlQtferKysWD+tuIeiYLGlgAs+3BMgMozee+89uXr1qnITPfroo2okIXEn8eA+giB88sknqvoeggAXaO/evWP9tAgtBWtFQRsGgrkCoXL+/HmVYYR5tQgkz507lxlGLsftogA36IIFC+TgwYNKEJBGjfkexB7QUrDiRfabHwtrIVRRwMByXDy4D1JNkWGE1FPibtwsChCEefPmyeHDh9V1gKp7JEsQ+0BRsAB/EcAGjzbWwTYFVHOiqhPAVQTzOtj9iDtwqyhAED7++GM5cuSIuiaeeOIJukFtCEXBAnBxw1qAIAQrYMOFs2zZMjWQHCCYPGnSJNcHHYm7s4/w2UeixLFjx9S18JWvfIWt3G0KRcGqF7pSFGrLQEKGEU5SJ0+eVBsCxIA9X+IPt2Uf4TP/wQcfyIkTJ9R18OSTT0pmZmasnxapAYqCTWoV8vPzVYbRlStXVAorMozoa40dpaWlcvPmTf3UXh3IBMMAI6NP9G5yH8EyhiDgoIPPNeJinTpZ14achA9FwQaicOHCBZVhVFhYqDKMcOGgdQWJDciKOX78eK2CoFGvXj0ZNmyYpKWlGfb4bhEFCAIOOujeCwHF57pjR2s7zpLwcYd96uACNmRhvPnmm0oQMB0NU9IoCLED40uPHj0akiBobcu1+I9RuEEUYGmhe68mCP/0T/9EQXAItBRiZCngwt+8ebPKMMLXaHcNlxEzjGILCgTD5caNG2oTNGqgkdNFoaSkRAkC5oTj8wxBaNeuXayfFgkRikIMRAGnUGQYoSMkwEActK1wS2DRydQU88EGh3YM2PAQJA3s4AlXCUXBJwjvvPOOauuekpIiTz31lGRkZFj07hEjoChYLAqYfQA/KzIxcBJEQzs0tnPqqdBtaKd0f2DNYaPD+4TAMtKGzcSpKanInsPrhCp8xFogCG3atIn10yJhQlGwUBRw0aCaEydKxBhQkNajRw+rngKJgIKCAvnHP/4hL730kmUT7ZyYkorYyttvvy0XL15UgvDVr36VsTGH4pxPncNBQHnFihXKQsBF8+yzz1IQHACqb5EAgA0aLZ7R899snBZTgPUL4YQg1K9fX55++mkKgoOhKFgALvKNGzeqWgSY1mhuh9uYngYfLLEvubm56v36+9//rjKT/va3v8mf/vQnUx/TSaKA1waCcOnSJWnQoIE888wzbNjocOg+sgBc3N/73vdk/vz50qFDB3XqRC48FnrAdO7cWXWJRLEaLixiH1A3go3v9ddfV24/zA3+9re/rSw9owLLThUFvC5vvfWWKrhs2LChshCaN28e66dFooSiYBEYIIKFCx5mNtxJWDh9olAKC5sARANxBogEgpoktkCwIeLaBm3FRu0EUUBdDQQBKbwQTghCs2bNYv20iAFQFCwGFzpS9LDGjh0r165d0wUCJviZM2fUQvwBmRuaQPAEFhvQshzpp7/4xS+kV69esn37dhk/frypM7Htnn2E4DsEAZ9dtHKHIDRt2jTWT4sYBEUhhuCix2aP9dBDD6mYAwKbEAjkxcOiwFq7dq06hUEcIBIQC7tuGG7ku9/9rmplnpOTowqxBg0aFLfZR+gHBUGAhQtLFoLQpEmTWD8tYiAUBRuB/jnIhceCvxbtFiAQmMuMU9kXX3yhFi5GzYJo3769LTcPN4G4z4gRIyx7PLu6j1C5jZYsGA+LzyoEIT09PdZPixgMRcGmIOA8YMAAtZChhJgDBAL/4uLcunWrWkgBRIAaAgH/t/+UN+JM7CgKsGIhCPgXQgBBMLIJILEP3EEcAPrHZGVlqYV2CrAc4GbCQo747t271YKfGwVWEAj8yz5K4ROp1WWktWY3UYBlAEHAYQSuIggCkyDcC0XBYaASGpYBFtIjz549q8ch4O9lqmt0ROIOQTEi+vy4URRQp4EYAgQBwWQIAueEuxuKgoPB6RQDS7Awpa22VFfEHmBBMNW1dlC9jMB/qN1S8dr27t3b0A3cLqKAzxAsBGQbIdEBgoD0U+JuPN7qOoARR4O3NDDV1R+mugZPCUVBFvznNTW/w4YNdx1ExOiNEoVycNl87Wtfi1nLaXx+tDkfEEkIAgrUiPuhKMQBgamu/ucAnAC1TCamutqD1157Tb1n3/jGN2LSdhqCiNYV2uAnNLdjpX38QFGIMwJTXf1PwvAVa7UQWjsOYj2vvvqq8uF/85vftLz1NGoxIAj4nKBwD4KADDcSPzCmEGfUluqKQDVTXWNPrGIKly9fVoKAjDaMhIUgIIhO4guKQhzjn+qKiWOwHCAQsCSY6hpfooC4EwQBcxHgskLlNgUhPqEoEN8HISlJunXrphYCrUx1jR9RuHDhghqQgyFQbdu2VYJgZIotcRYUBRJSqqsWqEZWSnWprohDsMLVeQ3xMN8DggBXIt7LuXPnsugxzmGgmYQF8vchDhAJiIU/8ENrtRDIaop1nr1T+d3vfqfcOGjEZ2Y76uzsbDVTGYKAxAIIgpndX4kzoKVAwqK2rq7wS2NpXV2Z6mpf9xHcg++++66UlpYqi/DJJ5+kIBAFLQViSaqrJhBMdQ3Ob37zG3V6//73v29KW2rM64AgoI8WmihCENA+hRBAS4FYkuq6bds2tbSurhCJzMxMdnW12FKAYL///vtKELp06SJPPPEEBYHcBUWBxDzVFQKBrCd2dTVXFE6ePKkEAe8JXncIAlutk0AoCsTSVFfEHrSeTOzqap0owGL78MMPlSDAUnvssccoCKRaKArE0lTXjh07qsVUV+tSUo8dO6YEAXEeWGUQBEyTI6Q6GGgmtkl11TKZ4j3V9Ze//KWyFn70ox9F3ZkUr+nHH3+sBKFXr14ye/ZsCgKpFVoKxFaprpiFrKW6YiF10j/VFYNeNIFwa1dXo9xHhw4dknnz5inLA/GdmTNnUhBIUGgpEEekukIgECh1e6orBAGWAnjhhRci7lCKCXzz589XgtC3b1+ZMWOGK14fYj60FIhrUl0RzIZAODnV1X/WRaSWwv79+2XBggXqd/Xr10+mT59OQSAh48wrh8QlwVJd9+zZo5aTU12jFYW9e/fKwoUL1e+577771BxvWggkHCgKJC5SXSEQWHafIKZlHkUiCqj9WLRokRKEgQMHytSpU10ZcyHmwpgCcRXYEBGU1gQCXV01nNDVFb2I/uM//kN9/eKLL4Zcbbxz505ZvHix+nrw4MHy8MMPUxBIRNBSIK4CGz+ykrDGjh17T6orspmwVqxYYctU10jcRzt27JAlS5aor4cMGaJqQOzwtxBnQlEgcZPqirnHmkDYNdU1XFFAkH3ZsmXq62HDhsmECRMoCCQq6D4icYldU10xRwHzFMBLL71U62Nv2bJFWTzggQcekHHjxlEQSNTQUiBxSXWprhAItITwT3XFnGL0CrIq1TVUS2HTpk3y2Wefqa9hBY0ZM4aCQAyBokDinnBSXdFuGgKBlFcz5hiHIgpffvmlrF69Wn09cuRIGTVqFAWBGAZFgZAQUl1hRSAmgdYRWGalugZrhvf555+rGAgYPXq0EgVCjIQxBUIMSnXV4hDRpLrCdfX73/9eic6//du/3fX4GzZskPXr16vbyKyC24gQo6GlQIiBqa4rV67UU10hEsh8CieTqbpmePjeunXrlJUAxo8frwLLhJgBRYEQC1JdIRAZGRlBBSJQFHB7zZo1Ko4AJk6cqFJPCTELuo8IMTjVFRlMEIhIUl3z8vLk9ddfV0Htn/zkJ7Jq1SqVaQQmT56sitMIMROKAiEmEZjqihYWGv6prghYa+0scnNz5Q9/+IMSBaTLohYBTJkyRbWvIMRsKAqEWICW6qoND0Kqq4Z/qmt6err8+c9/Vm4ojC0F6HSKBneEWAFFgRCLqS7V1b+iGQFl/AziB5iWhhbYhFgFRYEQm6S6QiC2b9+u0k7hTnr//fdl0KBBfH+IpTD7iBAbpbqePn1aFdDBjURBILGAlgIhhBAdTvImhBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBCiQ1EghBAiGv8fxk75pr6bLHYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "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": 10,
   "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": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7feede091ac0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "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": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7feede111f10>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 14,
   "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": 15,
   "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": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pystencils.jupyter import display_as_html_video, display_as_html_image\n",
    "\n",
    "#if shutil.which(\"ffmpeg\") is not None:\n",
    "plt.figure()\n",
    "animation = plt.scalar_field_animation(run_func, frames=60)\n",
    "#else:\n",
    " #   print(\"No ffmpeg installed\")\n",
    "\n",
    "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": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "animation = plt.scalar_field_animation(run_func, frames=30)\n",
    "display_as_html_image(animation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For surface plots there is also an animated version:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "if shutil.which(\"ffmpeg\") is not None:\n",
    "    animation = plt.surface_plot_animation(run_func, frames=60)\n",
    "    display_as_html_video(animation)\n",
    "else:\n",
    "    print(\"No ffmpeg installed\")"
   ]
  },
  {
   "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": 18,
   "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": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "data = example_vector_field()\n",
    "plt.vector_field(data, step=1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `step` parameter can be used to display only every $n$'th arrow:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.vector_field(data, step=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "or by displaying their magnitude in a colormap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.vector_field_magnitude(data);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are also functions to animate both variants, quiver plots.."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = 0\n",
    "def run_func():\n",
    "    global t\n",
    "    t += 1\n",
    "    return example_vector_field(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "if shutil.which(\"ffmpeg\") is not None:\n",
    "    plt.figure()\n",
    "    animation = plt.vector_field_animation(run_func, frames=60)\n",
    "    ps.jupyter.display_as_html_video(animation)\n",
    "else:\n",
    "    print(\"No ffmpeg installed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...and magnitude plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "if shutil.which(\"ffmpeg\") is not None:\n",
    "    animation = plt.vector_field_magnitude_animation(run_func, frames=60)\n",
    "    ps.jupyter.display_as_html_video(animation)\n",
    "else:\n",
    "    print(\"No ffmpeg installed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4) Phase Fields\n",
    "\n",
    "A third group of plotting functions helps to display arrays as they occur in phase-field simulations. However these function may also be useful for other kinds of simulations. \n",
    "They expect arrays where the last coordinate indicates the fraction of a certain component, i.e. `arr[x, y, 2]` should be a value between $0$ and $1$ and specifies the fraction of the third phase at $(x, y)$. The plotting functions expect that sum over the last coordinate gives $1$ for all cells.\n",
    "\n",
    "Lets again generate some example data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def example_phase_field():\n",
    "    if scipy_avail:\n",
    "        from scipy.ndimage import gaussian_filter\n",
    "\n",
    "    shape=(80, 80)\n",
    "    result = np.zeros(shape + (4,))\n",
    "    result[20:40, 20:40, 0] = 1\n",
    "    \n",
    "    if scipy_avail:\n",
    "        gaussian_filter(result[..., 0], sigma=3, output=result[..., 0])\n",
    "    result[50:70, 30:50, 1] = 1\n",
    "    if scipy_avail:\n",
    "        gaussian_filter(result[..., 1], sigma=3, output=result[..., 1])\n",
    "\n",
    "    result[:, :10, 2] = 1\n",
    "    result[:, :, 3] = 1 - np.sum(result, axis=2)\n",
    "    return result\n",
    "data = example_phase_field()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `scalar_field_alpha_value` function uses the last entry, i.e. the value between 0 and 1, as the alpha value of the specified colour to show where the phase is located. This visualization makes it easy to distinguish between smooth and sharp transitions. Note: If `scipy` is not installed, the phase-field will have a sharp interface because no gaussian filter was applied above. This is not realistic. However, it still shows the possibilities of the visualization functions here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7feede245070>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AgFMUHwAAwCmKDwAA4BTFBwAAcIrAKeJSkPyYKYdmM5eUba7Qf6xY5d7iQdCJwBo0OPi2aRFUU5tpnwaGX40a+M/Bs5iILOgscqZwp82bzOYNZZqYy+Z5Nm+6oGxeYBObn8U2OOpvsw3YEiZNOIx8AAAApyg+AACAUxQfAADAKYoPAADgFIFTJISgE1KasnD+yRZtJ1/0t8VycU2XIdSgK8/ahEkzMiL3MbX5Fzk1LXraqGHNvy41MPSb1QK5rpc7DjqtbtAAZhC2Swv7Zz2N1XTAprZ4/AeEmGDkAwAAOEXxAQAAnKL4AAAATpH5QL2L1XxPpnyHaaHQsrKDb0dr8y9EasqKBJ0TKh4zH/6Mh2kiMH9WIysrcp/s7JrbTK+vGI6V1rCGVW5NbUFzISaxyinUdQYiVur750XSYuQDAAAkxsjH5s2b5cUXX5QuXbrIeeedF/a1/fv3y6JFi2TDhg3664MHD5Y02yQ1AABIaoGKj8rKShkzZoysXLlShg4dGlZ8lJaWyllnnSVbt26Vfv36yd133y0nnHCCzJs3Txo1ahTLcwcAAKlSfNxzzz2Sl5cnZ5xxRsTX7r33Xtm0aZN89tlncthhh0lBQYEcd9xxMmvWLLnmmmticc4AACCVio8PP/xQFxL//ve/ZezYsRFff+mll+SSSy7RhYfSvn17Of/883U7xQds2QRO/eFOUwDUFBwtLj74drS20tKaw6w2E5HV5TxRNkxXQP3zRtlOINa4cfh2kyaR++TlRbaZ+iXinEznabOPf1VbSUE2byguhSNRio+dO3fK6NGjZc6cOdKiRYuIr+/du1f++9//SteuXcPa1fbbb78d9bgVFRX6UaXY9MkPAABS726XK6+8UoYPHy5Dhgwxfn337t3ieZ40bdo0rF2NgpSUlEQ97vTp0yU/Pz/0UKMlAAAgxYuPxYsXy8KFC6VNmzYyY8YM/fjuu+/0SIf6uxqtyP755n1/oVH9ayZTpkyRoqKi0EPlRAAAQIpfdmnVqpVcddVV+hbbKuXl5fpSy/fff69vr1Uh1A4dOsi3334b9ly1rW65jSYzM1M/AABA8rMuPtTtsmqEozo16pGVlRXWfuGFF8rcuXPltttu0wXFrl27ZP78+TJp0qTYnjkk1Wc4jVXgdPv2yH1MbUVFBw+gmmZBtVn51nZCyKD8uUKb2UxNgVPT7KX+gGl+fuQ+pplna/pe0Va1beSfdbVBsL5MyRAqkMwznN56662yb98+GTRokNxxxx0ycOBAadeunVx77bWx/lYAACDV1nZRoxz+icPU5ZlPPvlEnn32Wdm4caMuOtQdMo399+QBAICUdEjFx7hx44zt6o4V5vQAAAAmrGoLp2yzDEEyH/4Jvg4l81FYGNnm3880HY3/+5nOKVEyH/5JxUw3rPknEDPlbkz8Ky2Y8iSNDW37fedUafhZbPou6XMgTCCGOMeqtgAAwCmKDwAA4BTFBwAAcIriAwAAOEXgFAk7yZg/uGkKd/on/TJNDuafPMw2hLprV+Q+u3fXHMA0TTxW34FT0yRf/kmHc3Ls+rem45gmJzOtfGsT1q10PcmYqfNsOjjIPrbPi5VYnlOsfl4kLUY+AACAUxQfAADAKYoPAADgFJkPxCWb6/b+6/+mLIUpc1FeXvMCcaYJxPwZjx07IvfxH8uUiTCdpz/TUpeZj/R0u8yHf+IvmwnETJOFmfIc/tfANhvjf81t8kJGrnMZ/k43vQimNtPsb36xerPYzj4X5GepyzxJtDbENUY+AACAUxQfAADAKYoPAADgFMUHAABwisApEoJNsNC0WqwptOifvMoUCjWthuufQMwUVC0pqfnY+/bFX+DUv8pstPOsaQIxU7+Z+sD/GtiESwNPxhY0tGgbAPW3mdK7/jZTh5s6wc90TnUZOLVJJ5t+Fv8+pj6x6UvT96/vydgQE4x8AAAApyg+AACAUxQfAADAKYoPAADgFIFTxCWbYGGQWVBNuT6bUKppFk5TkNLf5p/JM9r3q+/AqU3W0ZQr9PeJqd9Mx/a32YRLTW2eYX3aiDbbwGmQ4KiSkVHzMr7+qV9t0rym/UzLO7sOnPrfCKZpbf1tpj7x99uhBFVjtdIunGHkAwAAOEXxAQAAnKL4AAAATpH5QErlQkyXzU15g6BZEf8lepu8g+n71WXmw2ah1KA/i21f2mRcYrZire1qrf58gSmTYMo3ZGeHb+fkRO5jsySwzcRj8ZD58PeTqU+aNKm5T/z9ZjqWTS7E9Hqy8m3cY+QDAAA4RfEBAACcovgAAABOUXwAAACnCJwiaQQNLQZ9nin7528z7RM0gBmUzVxKplyhzc8Sq76MWbjU1GYTLjVNhNW4cc1BSiUvr+bZ52r6XtFCqf7AaeCOsmAb0vT3neln8QdMmzatud9M/Wt6DUzfz39OQScigzOMfAAAAKcoPgAAgFMUHwAAwCmKDwAA4BSBU6S8ugxJxvLYyfTzBmYTGvSnZ03hQ5vZS03h0vz8YLOX+o9dVha5j2lJYJupb10HTv39aepL/+ylpnBp8+Y196/pNTDNqOo/B9Nr7n9fMAtq4o18fP/99/Lxxx/Ljh07ou6zadMmWb58uRQWFh7K+QEAgFQuPpYsWSI9e/aUX/7ylzJhwgRp166djB8/Xg5Uq84rKyvlyiuvlF/84hcyceJE6dChg9x88811ce4AACDZL7ts3rxZXn75ZV1YKF999ZWceOKJcuqpp8oVV1yh2x555BF59dVXZc2aNXL00UfLypUrpX///nLSSSfJyJEj6+anAAAAyVl8jBo1Kmy7W7du0rx5c9myZUuo7cknn5SLL75YFx7KKaecokdKVDvFBxCczaX9pJo3yfjDeLXPfJgmFAuaU/Av9WtimgTLZiKyoMsd13fmw9S/QfMz/hyI6TUwrYbrfz1N52ST+Uj6f1QJHDjdvXu3fPTRR/rPV155RfLy8uTyyy/XX1OXXz7//HN9Saa63r17y5w5c6Ies6KiQj+qFBcX1/a0AABAshYfKkA6bdo02bVrl6xfv16mTp0qhx9+uP5aSUmJ7N+/X5o1axb2nBYtWsjOnTujHnP69Oly5513Bjl/AACQ7MVH586d5d1339V//89//iP9+vWT9PR0mTx5smT8PPRVXl4e9pyysrLQ10ymTJkikyZNChv5aN++fW1PDQAAJPskY8cee6wMHTpU3nrrLb2dnZ2tRznUbbbVqe2OHTtGPU5mZqa+fFP9AQAAklOtRj7UZZXc3NzQtud5sm7dOjnqqKNCbSpcOm/ePD2aoajLMAsWLJARI0bE8rwBpKIgk4ylWaxgawoymgKgJo0a1Ryu9I0GGycUM32/ulzu2EasAr1BVwi2DZz6X8+ggVPCpfFZfAwaNEiGDx8uPXr00JdWnnvuOfn6669l1qxZoX1uv/12fVutmuvj/PPPl2effVZfdrnpppvq4vwBAEAyX3ZZvHixNGjQQJ544gmZO3eunnBMjXyouT6qdO3aVc/toXIgM2fOlDZt2uht9ScAAECtRj7y8/NDl1NqyoLMnj2b3gUAABFYWA5IEFyOtuwUm8yHGDIfni9fYWIzoZYpp+BffM5mQjHXKw6a2OQiTIu4+fvJlLExLRDnz3OY8h11mflAYtztAgAAUFsUHwAAwCmKDwAA4BTFBwAAcIrAKVKe7VxDNvNbBdknWlusxOqcYvnzBhbxDaXmYGG6IRCZ5psYzHQs/3FME4qZJtCymUDMJlyaKIHToCvfmpbc8LeZgqqmNv/rYgrBMslYXGHkAwAAOEXxAQAAnKL4AAAATlF8AAAApwicImnUZZDS1GbKI0ZkHQ37mLJwfrHMFdpMSBn0Z3EZZo3tD2x4XnpasMCpTZjU32YTLo3WVt+CvHim18BmZlRTUNXU5j+W6djMaBpXGPkAAABOUXwAAACnKD4AAIBTZD6QsILmBvyX8mN5OdofCTAtXmriP6e6zHyYogw2P4vN5Xfbvgw631NEm3GnGrb1CZhOKmBHVVYefNt2srB4zHfYCBrqCRo0smkLek5whpEPAADgFMUHAABwiuIDAAA4RfEBAACcInCKuBSrFVWDBkdNC276F9PMyorcZ9++yDabffwZRdeBU9PcWf6fz/Tz+vvE1G9Bg6qBJyfzB0eNgVNTo0VHBV151uYFTabAqc0+rpeFJmAaVxj5AAAATlF8AAAApyg+AACAUxQfAADAKQKnSAhBF860CZOagpTZ2ZFtOTnh2xUVUiObRVDjIXBq6id/vzRpUnOfmPrN1L/+18BmodLAk1TazIJq+7xkDo66FsuQKGHShMPIBwAAcIriAwAAOEXxAQAAnCLzgbgUZAIxU27APwmW0rhxzVmGvLzItj17opzsQb6fKRdiynzYzFNVl31p03f+fIfStGnN/WbqX/9rYHqdbHIgQeebimkGwf9ikT8Ijr5LGYx8AAAApyg+AACAUxQfAADAKYoPAADgFIFT1Dub0KBpYix/+NC0oqppgit/ADI/P3IfmwnETMcuKwvf3rs3cp8DB+IvcGqa0Mvfn6YJxPwB0+bNI/cx9a//NbCZiMx0nqb3RaCJyA4FIUnAzciH53n6UZN9NuuLAwCAlFKr4mPp0qVy3nnnSdOmTSUnJ0f69esny5Yti9jvsccek7Zt20pWVpZ06tRJXnzxxVieMwAASJXi4+GHH5Y//OEPsmnTJtm6dav07t1bhg4dKhs2bAjt88Ybb8h1112n9y0rK5OpU6fK6NGjZfny5XVx/gAAIMGkeTbXTw5yWUWNgMycOVOuuOIK3TZo0CBp0aKFzJ07N7TfaaedpkdAnn/+eavjFhcXS35+vhQVFUmeadYiJBX/omqmNtMVPP+kX6WlkfsUFUW27dgRvr19e+Q+pjb/sUzfz39OpgnFEiXz4Z/kK2h+xpQD8bc1axa7rIh/MT9TLsTUBuDQ2f7/fUj/BH/66SddgDT/+ZNE1TErV66UAQMGhO2nCpIVK1YcyrcCAACpfreLKjSuueYaOeqoo+Tss8/WbSUlJVJeXi4tW7YM21dtFxYWRj1WRUWFflSvnAAAQHIKPPJx/fXX6wDqq6++qoOl1VX6xszVdtpBbkebPn26HqaperRv3z7oaQEAgGQsPm666SZ5+umnZdGiRdK9e/dQe25urjRp0iRilENtt2nTJurxpkyZoq8PVT0KCgqCnBYAAEjGyy6TJ0+WOXPmyNtvvy19+vQJ+5oa3ejbt68sXrxYj4xUUfuq23KjyczM1A+kpqCTjPkDkaa3kGliLFMItKbQoinsWF4euY9/UjHT9zIFbGMZMA3S3zb9a5r0K+gKwf420+tks9JtXEwyBqBuiw9126yaw2PevHnSrVs3Kf057p+RkaEfVcXJkCFD5NFHH5ULLrhAnnrqKfnyyy/1nwAAALW67DJr1iwdNFVFRevWrUOPBx54ILTPmWeeqScVmz17tvTs2VMWLlyoH9UvzwAAgNRVq5GPbdu2We130UUX6QcAAIAfU+0AAACnWNUWcSlWgVNTuLOm40SbOdMfkjStfOsPmNrMZhqtrT4DvqZZT0395O9zU7+ZwqT+troMnAKIP4x8AAAApyg+AACAUxQfAADAKTIfqHc21+hN1/b9mQTTxGA2xzI9zz95lu0EYv6Mh22+Ix4zH/42m5VvTRORmdr8eQ5TvsP0uvjPgUnGgMTEyAcAAHCK4gMAADhF8QEAAJyi+AAAAE4ROEVCsJkEy/Z5NoFTmzCpzQRi9R0utWUTOLV5DWxCqaY20z6mY/nbmFAMSEyMfAAAAKcoPgAAgFMUHwAAwCkyH4hLQa7lmzICNpkPU97AtCCdv80mzxGP+Q5bNpkPmwUAbdpsnxfknADEH0Y+AACAUxQfAADAKYoPAADgFMUHAABwisApEoJNiNA2fOgPMgZdedYmTJpMgVObfYKumBs0OEq4FEhMjHwAAACnKD4AAIBTFB8AAMApig8AAOAUgVMkrKBhQ//zbEOhiRwejbfXhDApkNoY+QAAAE5RfAAAAKcoPgAAgFNkPpDUgmYLTPkOJrSqu9cAQGph5AMAADhF8QEAAJyi+AAAAE5RfAAAAKcInAIGhCQBoO4w8gEAAOK7+Fi6dKmMGjVKunbtKvPnzzfu88EHH8iwYcOkR48eMnLkSFmzZk0szhUAAKRa8TFjxgyZMmWKnHvuubJ27VopKiqK2Gf16tVy1llnyfHHHy8zZ86U5s2by4ABA2T9+vWxPG8AAJCg0jzPfrmsiooKyczM/P9PTEuTZ555RsaMGRO2z4gRI3RRsnjxYr2tDt+tWzcZPHiwPPLII1bfp7i4WPLz8/Vx8vLyavcTAQCAemH7/3etRj6qCo+DWbJkiQwdOjS0rYoUNVKi2gEAAGJ6t0tpaans2rVL2rRpE9beunVr+eGHHw46oqIe1SsnAACQnGJ6t8uBAwf0nxkZGREjJvv374/6vOnTp+thmqpH+/btY3laAAAgWYuP3NxcXXhs27YtrF1tq+BpNCrEqq4PVT0KCgpieVoAACBZL7ukp6dLr169ZMWKFXL11VeH2pctWyZ9+vSJ+jw1MmKTJ0kVKicDAEhctbiXIyXFfJKxCRMmyCuvvCKrVq3S22+++aa89957MnHixFh/KwAAkOzFx/Lly/XkYuqhTJ48Wf/9tttuC+0zduxYuf7662XgwIFy+OGHy8UXXyz33XefnH322bE/ewAAkNzzfJSVlcnGjRsj2ps2barvaKlu9+7dUlhYqO98ycrKqtVJpfo8H1x2AYDElqqXXYot//+uVeYjOzs7NOpRk5ycHOncuXNtDg8AAFIAC8sBAACnKD4AAIBTFB8AAMApig8AAOAUxQcAAHCK4gMAADhF8QEAAJyi+AAAAE5RfAAAAKcoPgAAgFMUHwAAwCmKDwAA4BTFBwAAcIriAwAAOEXxAQAAnKL4AAAATlF8AAAApyg+AACAUxQfAADAKYoPAADgFMUHAABwiuIDAAA4RfEBAACcovgAAABOUXwAAACnKD4AAIBTFB8AAMApig8AAOAUxQcAAHCK4gMAADhF8QEAAJyi+AAAAE5RfAAAAKcoPgAAgFMN6+KgmzdvltmzZ8uGDRukS5cuMmHCBDnssMPq4lsBAIBUH/koKCiQXr16yYoVK6Rnz56ycOFCOfnkk2Xnzp2x/lYAACABxbz4uOuuu6RVq1Yyf/58ufbaa+Wtt96S0tJSmTFjRqy/FQAASEAxLz4WLFggI0aMkAYNGujt7OxsGTZsmG4HAACIafFRXl6u8x4dO3YMa1fb69evj/q8iooKKS4uDnsAAIDkFNPiY8+ePfrPJk2ahLXn5ubqwiSa6dOnS35+fujRvn37WJ4WAABI1rtdVNGRnp4eES7dsWOHLiqimTJlikyaNCm0XVRUJB06dGAEBACQkFJ1BL/455/b8zx3xUejRo2ka9eu8sUXX4S1f/7553LCCSdEfV5mZqZ++E+eERAAQCI62C/cqaCkpOSgfRDzeT5GjRolDz30kB7NaN26taxdu1befPNN3Warbdu2+pZddbkmLS1NUpEqwFTxpfohLy+vvk8nJdDn9Hcy4/1Nn7ugRjxU4aH+Hz+YmBcfN954oyxdulR69Oghffr0keXLl8vw4cNl7Nix1sdQl26OOOKIWJ9aQlKFB8UHfZ7MeI/T38ku1d7j+RajPjEvPrKysvRIx6pVq2Tjxo1y991368nGAAAA6qT4UNSlklNOOUU/AAAAqmNhuTilArh33HFHWBAX9Hky4T1Ofyc73uPRpXk13Q8DAAAQQ4x8AAAApyg+AACAUxQfAAAg8e92waHZu3evfPjhh3qilpNOOknatGlDl8bQ999/r2fhbdGihfTq1UsyMjIi9ikrK5MPPvhAvxann366NGvWjNfgEKn388KFC6Vdu3bSv3//iK9/+umn8t1338lRRx0l3bt3p78PkZpZWvWn6stOnTpFfH3btm16HiY1PUK/fv2kcePG9HlApaWl8vHHH+uJ3Dp37myc0fvAgQO6v1W/9+zZ0/iapBQVOEX8+Pbbb70jjzzS69Kli3fGGWd42dnZ3qxZs+r7tJLCxo0bvbPPPtvr3Lmzd95553nHHHOM/vvHH38ctp/aPvzww73u3bt7p59+upebm+u9/vrr9XbeyeK3v/2tl5GRofu+ur1793q/+tWvvGbNmnlDhgzxmjZt6v3mN7/x9u/fX2/nmsgKCwu9gQMHeq1atfIuvPBC7/jjj/fuuuuusH1eeuklLycnx+vbt6933HHHeW3btvXWrFlTb+ecyBYsWKDfs7179/YuuOACr3nz5t6gQYO80tLS0D4//fST/jzp2LGjN3jwYK9x48bePffc46Uyio84o96Y6rFv3z69PXv2bK9Ro0be+vXr6/vUEt6XX37pvfXWW6HtAwcOeBdffLHXrVu3UFtlZaXXtWtXb/To0aG2O+64Q3+47Nq1y/k5J4snnnhCF3LDhw+PKD4efPBBXXhs2LBBb69bt85r0qSJN3PmzHo628Q2YMAA77TTTvNKSkpC7+n58+eHFSeqf++///7Q11Xx17Nnz3o750SmflkcP358aHvLli26sPvrX/8aalOfJyeeeKJXVlamt+fPn6/uMvU++ugjL1VRfMSRH3/8Ub8h33jjjVCbKkLUB/O9995br+eWrP7xj3/oPt+zZ4/eVh8Ganv16tWhfbZv3+41bNjQe/bZZ+vxTBPXV1995bVu3VoX0BdddFFE8aF+Yxw3blxY26hRo7x+/fo5PtPEt3TpUv3+XbZsWdR91C80WVlZYb+Zv//++/p5X3zxhaMzTR7t2rULG8VQv9So9/sDDzygt8vLy73MzEzv8ccfD3ve0Ucf7V1//fVeqiLzEUeqVgM+/vjjQ20NGzaUbt266eu3iL133nlHunTpEprMraqfq78GKu+hcgq8BrW3Z88eueSSS+TPf/6zvhZuovr1d7/7XVibumau8iGonffff1+vIaLW1Xrvvfd0dkn1ZfW1slR/q9ciJycnrL+rvnbcccfR7bXw8MMPy6RJk/SCaiqfN2/ePP2ZPW7cOP31devWSUVFRdhnSlWfp/JnCsVHHCkqKtJ/+sONzZs3l127dtXTWSWv1157Tf7+97/L3Llzw14D9aHsD6HyGgRfaLJr164RxUX14kSFek3vefVaqA/0VF3ZOojCwkJdfJxxxhnSoEEDHSZVC33efPPNMm3aNL2P6ld/fzdt2lTvz+dM7amAtFrBVX2OqCJvzZo1cumll0p2dnaovxXTe/z777+XVMWttnGk6rdvlZyuTm2rDxHEzuLFi2XUqFFy7733yogRI8Jeg/LycqmsrOQ1OEQfffSRzJo1S/9H+MILL+jHDz/8ID/++KP+u7r7RRV5qrgwvefVa0HhUTvqc0L18ejRo/UoyKJFi+SVV16RO++8U1auXBl6j/v7WxWB6m4MPmdqR/Xb0KFD9Tpmn3zyicyfP19Wr14tf/vb3/RoX1V/V72n/e/xrBT+XKf4iLMKWlGrAVe3YcMGOfLII+vprJLPv/71Lxk2bJheO+f//u//Il4DVXioD/Aq+/fv1/9h8hrUjiosLrroIj38//rrr+vHpk2b5KefftJ/V8VHenq6vuWQ93xsP0NUv1c599xz9W206j/Fqn3U+7t6gV31Gzjv8dpRl1TUZ8Ovf/3rUFvLli1l4MCBsmTJkrA+5T3uU9+hE/yPSp136tQpLISkbvtUL9O7775LV8XAkiVL9O3L0W5z2717t761tiospqjbbNPS0rxvvvmG1+AQmQKn11xzjb7DqOoOLxX+Vf8ObrrpJvq7lgoKCnQ4uvrnxXfffac/Q+bNm6e3P/vsM739zjvvhPaZNm2aDrZXVFTQ57WwY8cO3ZdPPvlk2Oe4unPosssuC7Wdcsop+vbxKhs2bPAaNGjgvfDCCynb32Q+4ogaYp4xY4aMHDlS/0bYoUMHefDBB/VvMaqSxqFR4a7zzz9fTyymAndq6L/KBRdcoLMe6jqtGi694YYb9IRBTZo00dt//OMfdTAVsTd16lR59dVX9WugRqTUZQJ1CcA/KoWaqczBLbfcoi+7qBCkGtZ/6KGHZMCAAXoEpCroOH78eL2P6uMdO3bI/fffL48//rhxwj1Ed9hhh8m1114r119/vR6hVv2vAqfffPONPP3006H9HnjgARk8eLDudzXp22OPPSZ9+/bVn/WpilVt49CqVavk2Wef1cPS6g16+eWX6zAYDo2aXfAvf/mL8WvqA1oNl1a/C0b9J6jCkEOGDNF3bODQqeJa9enkyZPD2rds2aI/kKtmOL366qvDXg/UzoIFC3T+QP0So2ZJVoFfdedcFRXkfe655/QlSJVJUJcNVDYHwftb9aUK7KrLLGPHjg27w6jqbkaVBdm+fbv07t1bJkyYEMqDpCKKDwAA4BSBUwAA4BTFBwAAcIriAwAAOEXxAQAAnKL4AAAATlF8AAAApyg+AACAUxQfAADAKYoPAADgFMUHAABwiuIDAAA4RfEBAADEpf8HlYqrw6NfCYwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scalar_field_alpha_value(data[..., 0], color='b')\n",
    "plt.scalar_field_alpha_value(data[..., 1], color='r')\n",
    "plt.scalar_field_alpha_value(data[..., 2], color='k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To see all existing phases the `phase_plot` function uses this alpha-value representation for all phases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.phase_plot(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another option to display each field separately in a subplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
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