{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e1385446",
   "metadata": {},
   "source": [
    "# Generative Reflection (GR) kernel"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "748b12e2",
   "metadata": {},
   "source": [
    "In this notebook we provide examples of how tilings made with the generative reflection (GR) kernel can be used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "47d85c69",
   "metadata": {
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "from hypertiling import HyperbolicTiling, TilingKernels\n",
    "from hypertiling.graphics.plot import plot_tiling\n",
    "\n",
    "import matplotlib.cm as cmap\n",
    "import numpy as np\n",
    "import time"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d086c93c",
   "metadata": {},
   "source": [
    "## Example 1: The hypertiling logo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "82ff1a19",
   "metadata": {},
   "outputs": [],
   "source": [
    "t = HyperbolicTiling(7, 3, 3, kernel=TilingKernels.GenerativeReflection) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b779fe64",
   "metadata": {},
   "outputs": [],
   "source": [
    "ct = np.zeros(len(t))\n",
    "for i, poly in enumerate(t):\n",
    "    val = np.real(poly[0])-np.imag(poly[0])\n",
    "    ct[i] = np.sign(val)*(np.abs(val))**1.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5ca80041",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tiling(t, ct, cmap=cmap.RdYlGn, edgecolor=\"w\", lw=5, clim=[-1,1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3792f50",
   "metadata": {},
   "source": [
    "## Example 2: Save as vector graphics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27a9fa2b",
   "metadata": {},
   "source": [
    "Just like every other kernel, tilings constructed with GR can be stored as vector graphic images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "486f4ae3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hypertiling import HyperbolicTiling\n",
    "import hypertiling.graphics.svg as svg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8bec2388",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"500px\" height=\"500px\" viewBox=\"0 0 200 200\">\n",
       "<g style=\"stroke:black; stroke-width:0.3px\">\n",
       "\t<path style=\"fill:rgb(255, 255, 229)\" d=\"M 139.71789 97.48334  A 149.53488 149.53488 0 0 1 109.88002 61.44835  A 149.53488 149.53488 0 0 1 66.3883 78.69043  A 149.53488 149.53488 0 0 1 69.34681 125.38161  A 149.53488 149.53488 0 0 1 114.66699 136.99627  A 149.53488 149.53488 0 0 1 139.71789 97.48334 \"/>\n",
       "\n",
       "\t<path style=\"fill:rgb(254, 235, 162)\" d=\"M 139.71789 97.48334  A 149.53488 149.53488 0 0 1 166.35667 73.69322  A 35.3004 35.3004 0 0 1 160.16028 50.18578  A 35.3004 35.3004 0 0 1 138.22094 39.7139  A 149.53488 149.53488 0 0 1 109.88002 61.44835  A 149.53488 149.53488 0 0 0 139.71789 97.48334 \"/>\n",
       "\n",
       "\t<path style=\"fill:rgb(254, 187, 71)\" d=\"M 139.71789 97.48334  A 149.53488 149.53488 0 0 0 169.14641 117.72084  A 35.3004 35.3004 0 0 1 184.04719 102.82926  A 20.01233 20.01233 0 0 1 183.01789 86.58492  A 35.3004 35.3004 0 0 1 166.35667 73.69322  A 149.53488 149.53488 0 0 0 139.71789 97.48334 \"/>\n",
       "\n",
       "\t<path style=\"fill:rgb(254, 187, 71)\" d=\"M 166.35667 73.69322  A 149.53488 149.53488 0 0 1 181.52124 64.40078  A 11.7668 11.7668 0 0 1 180.84374 54.83905  A 10.16677 10.16677 0 0 1 174.67786 48.51334  A 35.3004 35.3004 0 0 1 160.16028 50.18578  A 35.3004 35.3004 0 0 0 166.35667 73.69322 \"/>\n",
       "\n",
       "\t<path style=\"fill:rgb(254, 187, 71)\" d=\"M 160.16028 50.18578  A 35.3004 35.3004 0 0 1 164.51095 36.23483  A 10.16677 10.16677 0 0 1 159.44619 28.99737  A 11.7668 11.7668 0 0 1 150.17857 26.54847  A 149.53488 149.53488 0 0 1 138.22094 39.7139  A 35.3004 35.3004 0 0 0 160.16028 50.18578 \"/>\n",
       "\n",
       "\t<path style=\"fill:rgb(239, 120, 24)\" d=\"M 169.14641 117.72084  A 149.53488 149.53488 0 0 0 185.36259 125.02488  A 11.7668 11.7668 0 0 1 191.58976 118.45408  A 8.33329 8.33329 0 0 1 191.9489 110.98278  A 20.01233 20.01233 0 0 1 184.04719 102.82926  A 35.3004 35.3004 0 0 0 169.14641 117.72084 \"/>\n",
       "\n",
       "\t<path style=\"fill:rgb(239, 120, 24)\" d=\"M 184.04719 102.82926  A 35.3004 35.3004 0 0 1 193.85352 99.42093  A 6.45094 6.45094 0 0 1 195.35126 93.95822  A 6.45094 6.45094 0 0 1 193.17599 88.72824  A 35.3004 35.3004 0 0 1 183.01789 86.58492  A 20.01233 20.01233 0 0 0 184.04719 102.82926 \"/>\n",
       "\n",
       "\t<path style=\"fill:rgb(239, 120, 24)\" d=\"M 183.01789 86.58492  A 20.01233 20.01233 0 0 1 189.82727 77.49926  A 8.33329 8.33329 0 0 1 188.52798 70.13305  A 11.7668 11.7668 0 0 1 181.52124 64.40078  A 149.53488 149.53488 0 0 0 166.35667 73.69322  A 35.3004 35.3004 0 0 0 183.01789 86.58492 \"/>\n",
       "\n",
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      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate tiling\n",
    "tiling = HyperbolicTiling(5, 4, 6, kernel=\"GR\")\n",
    "\n",
    "# we color the tiling by layer\n",
    "colors = [0.0, 0.2, 0.4, 0.6, 0.8, 1.0]\n",
    "\n",
    "# query layer information\n",
    "tiling_colors = [colors[tiling.get_reflection_level(i) % len(colors)] for i in range(len(tiling))]\n",
    "\n",
    "# create and draw svg image\n",
    "tiling_svg = svg.make_svg(tiling, tiling_colors, unitcircle=True, cmap=\"YlOrBr\")\n",
    "svg.draw_svg(tiling_svg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36a52bec",
   "metadata": {},
   "source": [
    "## Example 3: Voter model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "992837d6",
   "metadata": {},
   "source": [
    "In this simple statistic model, cells will always take on the color of the majority of their adjacent cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7b9d713c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hypertiling.graphics.plot import plot_tiling\n",
    "\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "18d66ae8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation of 76616 polygons took 0.06269 s\n"
     ]
    }
   ],
   "source": [
    "t1 = time.time()\n",
    "\n",
    "p, q, n = 7, 3, 11\n",
    "t = HyperbolicTiling(p, q, n, kernel=\"GR\")\n",
    "\n",
    "print(f\"Generation of {len(t)} polygons took {round(time.time() - t1,5)} s\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2458cb59",
   "metadata": {},
   "source": [
    "Extract the neighbours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f6b83ff3",
   "metadata": {},
   "outputs": [],
   "source": [
    "nbrs = t.get_nbrs_list()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad6f8de5",
   "metadata": {},
   "source": [
    "Initialize the voter model with random state space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6ce19ff6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "states = np.random.randint(0, 2, size=len(t))\n",
    "plot_tiling(t, states, cmap=cmap.Greys, edgecolor=\"k\", cutoff=0.01, lw=0.7, clim=[0,2]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a30d05a5",
   "metadata": {},
   "source": [
    "Run the model and display resulting configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "db50e939",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "its = 1e5 # number of iterations\n",
    "\n",
    "for i in range(int(its)):\n",
    "    index = int(len(t) * np.random.random())\n",
    "    sum_ = sum([states[nbr] for nbr in t.get_nbrs_mapping(index)])\n",
    "    if sum_ > p // 2:\n",
    "        states[index] = 1\n",
    "    else:\n",
    "        states[index] = 0\n",
    "    \n",
    "plot_tiling(t, states, cmap=cmap.Greys, edgecolor=\"k\", cutoff=0.01, lw=0.7, clim=[0,2]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c3cb3d1",
   "metadata": {},
   "source": [
    "## Further methods"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "234db2e0",
   "metadata": {},
   "source": [
    "## get_reflection_level"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc552ae5",
   "metadata": {},
   "source": [
    "The natural defintion of layers of the GR-family is slightly differnt than for the SR  kernel family. Only for tilings with $q=3$ the layers match. Therefore, GR comes with two differnt get_layer functions. The first, namely the `get_layer method`, requieres addtional calculations as it refers to the traditional defintion of layers (same SR family). This method is used in Example 2. To access the natural layer definition of the GR-family, `get_reflection_level` can be used. In the following we want to compare this definitions on a $(3,7,5)$ tiling and a $(7,3,5)$ tiling. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "39b3213c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hypertiling import HyperbolicTiling, TilingKernels\n",
    "import hypertiling.graphics.svg as svg\n",
    "\n",
    "# some colors values\n",
    "colors = [0.0, 0.2, 0.4, 0.6, 0.8, 1.0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "905887c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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   ],
   "source": [
    "# For q != 3, the definitons do not match\n",
    "t = HyperbolicTiling(3, 7, 5, kernel=TilingKernels.GenerativeReflection)\n",
    "\n",
    "# plot traditional layers\n",
    "t.map_layers()  # if not called manually, get_layer will call it automatically in its first call\n",
    "tiling_colors = [colors[t.get_layer(i) % len(colors)] for i in range(len(t))]\n",
    "tiling_svg = svg.make_svg(t, tiling_colors, unitcircle=True, cmap=\"YlOrBr\")\n",
    "svg.draw_svg(tiling_svg)\n",
    "\n",
    "# plot reflective layers\n",
    "tiling_colors = [colors[t.get_reflection_level(i) % len(colors)] for i in range(len(t))]\n",
    "tiling_svg = svg.make_svg(t, tiling_colors, unitcircle=True, cmap=\"YlOrBr\")\n",
    "svg.draw_svg(tiling_svg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3fab4641",
   "metadata": {},
   "outputs": [
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       "\n",
       "\t<path style=\"fill:rgb(102, 37, 5)\" d=\"M 193.94417 117.11029  A 43.12548 43.12548 0 0 1 195.86213 117.2935  A 2.93336 2.93336 0 0 1 196.78933 116.48329  A 1.85529 1.85529 0 0 1 197.07367 115.52717  A 2.13538 2.13538 0 0 1 196.82691 114.48555  A 5.49309 5.49309 0 0 1 195.65566 113.53432  A 9.59632 9.59632 0 0 0 193.37842 114.37633  A 5.71738 5.71738 0 0 0 193.94417 117.11029 \"/>\n",
       "\n",
       "<circle cx=\"100\" cy=\"100\" r=\"99.9999\" fill=\"none\"/></g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For q == 3, the definitons match\n",
    "# (we display only one)\n",
    "t = HyperbolicTiling(7, 3, 5, kernel=TilingKernels.GenerativeReflection)\n",
    "\n",
    "# plot traditional layers\n",
    "# t.map_layers()  get_layer will call it automatically in its first call\n",
    "tiling_colors = [colors[t.get_layer(i) % len(colors)] for i in range(len(t))]\n",
    "tiling_svg = svg.make_svg(t, tiling_colors, unitcircle=True, cmap=\"YlOrBr\")\n",
    "svg.draw_svg(tiling_svg)\n",
    "\n",
    "# plot reflective layers\n",
    "tiling_colors = [colors[t.get_reflection_level(i) % len(colors)] for i in range(len(t))]\n",
    "tiling_svg = svg.make_svg(t, tiling_colors, unitcircle=True, cmap=\"YlOrBr\")\n",
    "#svg.draw_svg(tiling_svg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "addf6282",
   "metadata": {},
   "source": [
    "## check_integrity\n",
    "The GR Kernel provides with check_integrity a simple approach to verify the integrity of the tiling and monitor numerical uncertainties."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2d1a34ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hypertiling import HyperbolicTiling, TilingKernels\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0e649da3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Integrity ensured till index 13 at layer 4\n"
     ]
    }
   ],
   "source": [
    "t = HyperbolicTiling(5, 4, 5, kernel=TilingKernels.GenerativeReflection)\n",
    "t.check_integrity()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4658356a",
   "metadata": {},
   "source": [
    "This is the expected result. It can be explained by the fact, that the polygon with index 2 is the first polygon of the last layer and thus is missing some neighbors. We can either verify this pretty easily by accessing a protected attribute of GR (fastest and best method), by testing (more intuitive, still fast) or ploting (most intuitive but very slow)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8ba2bf54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expect complete set of neighbors until cell 13\n"
     ]
    }
   ],
   "source": [
    "print(f\"Expect complete set of neighbors until cell {t._sector_lengths_cumulated[-2]}\")  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07957bf5",
   "metadata": {},
   "source": [
    "For demonstration purposes, we access a protected attribute here, `_sector_lengths_cumulated`. If you dont know what protected means: dont touch it! It is an array that stores the start indices of each constructed as well as the next theoretical layer. Therefore, `t._sector_lengths_cumulated[-2]` accesses the first polygon of the last constructed layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "38d1e371",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n"
     ]
    }
   ],
   "source": [
    "print(t.get_reflection_level(12))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45d908a0",
   "metadata": {},
   "source": [
    "We can see, that the polygon with index 12 (= 13 - 1) is in the previous layer and thus the polygon with index is the first polygon in the layer with index 6 (layers start counting at 0 and thus in the 5th layer). Therefore, we expect it to miss some of its neighbors causing the message "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "5f25076e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_ax = plt.subplots(figsize=(7,7))\n",
    "fig_ax[1].set_xlim(-1, 1)\n",
    "fig_ax[1].set_ylim(-1, 1)\n",
    "fig_ax[1].set_box_aspect(1)\n",
    "\n",
    "colors = [\"#81b29a\", \"#f2cc8f\", \"#e07a5f\"]\n",
    "\n",
    "for idx, pgon in enumerate(t):\n",
    "\n",
    "    # color cells based on layer\n",
    "    poly_layer = t.get_reflection_level(idx)\n",
    "    color = colors[poly_layer % len(colors)]\n",
    "    \n",
    "    # extract coordinates\n",
    "    coords_complex = pgon[1:]\n",
    "    coords = np.array([(np.real(e), np.imag(e)) for e in coords_complex])\n",
    "    \n",
    "    # font size depending on radial distance\n",
    "    center = pgon[0]\n",
    "    dist = np.abs(center) + 0.0001\n",
    "    fsize = np.minimum(7+1/dist**3,20)\n",
    "    \n",
    "    # draw cell patches and labels\n",
    "    patch = mpl.patches.Polygon(coords, fc=color, ec=\"#FFFFFF\")\n",
    "    fig_ax[1].add_patch(patch)\n",
    "    fig_ax[1].text(np.real(pgon[0]), np.imag(pgon[0]), str(idx), fontsize=fsize, ha=\"center\", va=\"center\")\n",
    "    \n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec4dc131",
   "metadata": {},
   "source": [
    "As can be seen, the polygon with index 13 is the first polygon in the last layer and thus lacking its outer neighbors."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0473d42b",
   "metadata": {},
   "source": [
    "## find"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68db653f",
   "metadata": {},
   "source": [
    "The find method takes some complex number as input (interpreted as coordinate in the Poincare disk) and determins the polyon this coordinates belong to. However, due to numerical uncertainties coordinates very close to the boundary of polygons might be not detected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b045a9fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hypertiling import HyperbolicTiling, TilingKernels\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import hypertiling.graphics.svg as svg\n",
    "import random\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "076b3f60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = HyperbolicTiling(7, 3, 4, kernel=TilingKernels.GenerativeReflection)\n",
    "\n",
    "# draw random points and assign colors\n",
    "colors = [[(255, 0, 0),\n",
    "          (255, 128, 0),\n",
    "          (255, 255, 0),\n",
    "          (58, 223, 0),\n",
    "          (1, 223, 215),\n",
    "          (1, 1, 223),\n",
    "          (255, 0, 191)]]\n",
    "\n",
    "xs = [2 * random.random() - 1 for i in range(len(colors[0]))]\n",
    "points = []\n",
    "for x in xs:\n",
    "    range_ = np.sqrt(1 - x**2)\n",
    "    y = range_ * random.random() - range_ / 2\n",
    "    points.append(complex(x, y))\n",
    "\n",
    "# show colors and their cells according to the tiling\n",
    "plt.imshow(colors)\n",
    "for i, point in enumerate(points):\n",
    "    index = t.find(point)\n",
    "    plt.text(1 * i, 0, str(index))\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# plot tiling and scatter in points\n",
    "fig_ax = plt.subplots(figsize=(6,6))\n",
    "fig_ax[1].set_xlim(-1, 1)\n",
    "fig_ax[1].set_ylim(-1, 1)\n",
    "fig_ax[1].set_box_aspect(1)\n",
    "\n",
    "     \n",
    "# add points\n",
    "rgb2hex = lambda r,g,b: f\"#{int(r):02x}{int(g):02x}{int(b):02x}\"\n",
    "plt.scatter(np.real(points), np.imag(points), s=200, marker=\"x\", c=[rgb2hex(*color) for color in colors[0]])\n",
    "plt.axis(\"off\")\n",
    "            \n",
    "# plot tiling\n",
    "for polygon_index, pgon in enumerate(t):\n",
    "    patch = mpl.patches.Polygon(np.array([(np.real(e), np.imag(e)) for e in pgon[1:]]),\n",
    "                                    facecolor=\"#00000000\", edgecolor=\"#000000\")\n",
    "    fig_ax[1].add_patch(patch)\n",
    "    fig_ax[1].text(np.real(pgon[0]), np.imag(pgon[0]), str(polygon_index))\n",
    "\n",
    "plt.show()"
   ]
  }
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