Interval Maze.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This builds mazes with depth first search algorithm, in a specified number of dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class NDMaze:\n",
    "    def debug(self, *msgs):\n",
    "        if self.debug_on:\n",
    "            for msg in msgs:\n",
    "                print(msg, end=' ')\n",
    "            print()\n",
    "        \n",
    "    def random_cell(self):\n",
    "        return tuple(np.random.randint(self.size) for _ in range(self.dims))\n",
    "    \n",
    "    def neighbour_mods(self):\n",
    "        # generate position modifiers corresponding to cell neighbours in each dimension\n",
    "        for dim in range(self.dims):\n",
    "            for modifier in [-1, 1]:\n",
    "                yield dim, modifier\n",
    "                \n",
    "    def modified_ref(self, dim, modifier, origin):\n",
    "        mr = []\n",
    "        for d, i in enumerate(origin):\n",
    "            # Modify the specified dimension\n",
    "            # Modulo for a wrapping maze\n",
    "            mr.append((i + modifier) % self.size if d == dim else i)\n",
    "        return tuple(mr)\n",
    "        \n",
    "                \n",
    "    def surrounding_cells(self, dim, modifier, origin):\n",
    "        assert(type(dim) == int)\n",
    "        assert(dim < self.dims)\n",
    "        assert(modifier == 1 or modifier == -1)\n",
    "        \n",
    "        # yield the target cell and the cell behind it\n",
    "        self.debug('yield target')\n",
    "        yield self.modified_ref(dim, modifier, origin)\n",
    "        self.debug('yield post target')\n",
    "        yield self.modified_ref(dim, modifier * 2, origin)\n",
    "        \n",
    "        # yield the cells surrounding these two in every dimension other than the modifying\n",
    "        block = [self.modified_ref(dim, modifier * i, origin) for i in [1, 2]]\n",
    "        \n",
    "        for dimension in range(self.dims):\n",
    "            if dimension != dim:\n",
    "                # slice operator makes a list copy, avoid infinite loop\n",
    "                for block_cell in block[:]:\n",
    "                    for new_mod in [-1, 1]:\n",
    "                        new_cell = self.modified_ref(dimension, new_mod, block_cell)\n",
    "                        self.debug('yield', dimension, new_mod, block_cell)\n",
    "                        yield new_cell\n",
    "                        block.append(new_cell)\n",
    "        \n",
    "    \n",
    "    def neigh_is_poss(self, dim, modifier, origin):\n",
    "        for surrounding_cell in self.surrounding_cells(dim, modifier, origin):\n",
    "            # self.debug('surrounding_cell:', surrounding_cell)\n",
    "            if self.space[surrounding_cell] == 1:\n",
    "                return False\n",
    "        return True\n",
    "    \n",
    "    def poss_neighbours(self, cell):\n",
    "        poss_neigh = []\n",
    "        for dim, modifier in self.neighbour_mods():\n",
    "            if self.neigh_is_poss(dim, modifier, cell):\n",
    "                poss_neigh.append(self.modified_ref(dim, modifier, cell))\n",
    "        return poss_neigh\n",
    "            \n",
    "        \n",
    "        \n",
    "    def extend_maze_to(self, cell):\n",
    "        self.space[cell] = 1\n",
    "        self.stack.append(cell)\n",
    "        self.debug(self.space)\n",
    "\n",
    "        \n",
    "    def __init__(self, dims, size=12, debug=False):\n",
    "        self.dims = dims\n",
    "        self.size = size\n",
    "        self.debug_on = debug\n",
    "        \n",
    "        self.space = np.zeros((size,) * dims, dtype = np.int8)\n",
    "        self.stack = []\n",
    "        \n",
    "        # take random starting point, start stack, start maze\n",
    "        self.extend_maze_to(self.random_cell())\n",
    "        \n",
    "        while self.stack:\n",
    "            pn = self.poss_neighbours(self.stack[-1])\n",
    "            self.debug('possible neigbours', pn)\n",
    "            if pn:\n",
    "                self.extend_maze_to(random.choice(pn))\n",
    "            else:\n",
    "                self.stack.pop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 252,
       "width": 258
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "maze = NDMaze(2)\n",
    "plt.pcolormesh(maze.space)\n",
    "plt.axes().set_aspect('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice the wrapping over the edges."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This next class builds such mazes where movement through higher dimensions corresponds to melodic movement of larger intervals: moving through dimension 0 equates to melodic movement in semitones, in dimension 1 by whole tones, and so on..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class IntervalMaze(NDMaze):\n",
    "                \n",
    "    def random_maze_cell(self):\n",
    "        maze_cells = np.transpose(np.where(self.space == 1))\n",
    "        return tuple(maze_cells[random.randrange(maze_cells.shape[0])])\n",
    "    \n",
    "    def cell_note(self, cell):\n",
    "        return sum((dim + 1) * i for dim, i in enumerate(cell)) % self.size\n",
    "    \n",
    "    def maze_neighbours(self, cell, note):\n",
    "        neighbours = []\n",
    "        notes = []\n",
    "        for dim, mod in self.neighbour_mods():\n",
    "            neigh_ref = self.modified_ref(dim, mod, cell)\n",
    "            if self.space[neigh_ref] == 1:\n",
    "                neighbours.append(neigh_ref)\n",
    "                notes.append(note + (mod * (dim + 1)))\n",
    "        return neighbours, notes\n",
    "    \n",
    "    def next_maze_neighbours(self, played, notes):\n",
    "        mns, ns = self.maze_neighbours(played[-1], notes[-1])\n",
    "        return [c for c in mns if c not in played], [n for c, n in zip(mns, ns) if c not in played]\n",
    "    \n",
    "    def an_interval_path(self):\n",
    "        played = [self.random_maze_cell()]\n",
    "        notes = [self.cell_note(played[-1])]\n",
    "        while True:\n",
    "            nmn, poss_notes = self.next_maze_neighbours(played, notes)\n",
    "            if nmn:\n",
    "                choice = random.randrange(len(nmn))\n",
    "                played.append(nmn[choice])\n",
    "                notes.append(poss_notes[choice])\n",
    "            else:\n",
    "                return notes\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The .an_interval_path method traces a path through the maze until it reaches a dead end, starting from a random maze cell, and returns values which can correspond to pitch and intervals as described:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, -1, -2, -3, -1, -2, -3, -5, -7, -9, -10, -11, -13, -15, -17, -19, -21, -22, -23, -21]\n",
      "[5, 6, 4, 5, 6, 8, 9, 10, 11, 12, 13, 15, 17, 19, 18, 17, 15, 14, 13, 12, 11]\n",
      "[7, 5, 4, 3, 1, 0, -1, -3]\n",
      "[11, 12, 13, 15, 17, 19, 18, 17, 19, 21, 23, 25, 26, 27, 29, 31, 33, 34, 35, 33, 34, 32, 30, 28, 27, 25, 24, 23]\n",
      "[0, -2, -1, -3]\n"
     ]
    }
   ],
   "source": [
    "maze = IntervalMaze(2)\n",
    "for _ in range(5):\n",
    "    print(maze.an_interval_path())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that for a 2-dimensional maze, maximum change is 2 (whole-tone).  Let's try 3-dimensional:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[8, 11, 10, 13, 15, 17, 20, 19, 18, 15, 12, 9, 11, 13, 10, 7, 6, 4, 1, 0, -3, -6, -9, -12, -11, -9, -8]\n",
      "[11, 10, 7, 6, 8, 7, 6, 9, 12, 13]\n",
      "[10, 13, 12, 10]\n",
      "[11, 13, 15, 17, 18, 21, 22, 23, 24, 27, 30]\n",
      "[1, 4]\n"
     ]
    }
   ],
   "source": [
    "maze = IntervalMaze(3)\n",
    "for _ in range(5):\n",
    "    print(maze.an_interval_path())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a listen..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import music21"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def int_to_note(note, **kwargs):\n",
    "    \"\"\"\n",
    "    Return note middle-C for 0, semitones are 1 big\n",
    "    \"\"\"\n",
    "    return music21.note.Note((note % 12), octave=((note // 12) + 4), **kwargs)\n",
    "\n",
    "\n",
    "def playable_stream(notes):\n",
    "    \"\"\"\n",
    "    Take a list of note values and return a music21 Stream\n",
    "    \"\"\"\n",
    "    \n",
    "    output = music21.stream.Stream()\n",
    "    \n",
    "    # Patch the MIDI player which drops the first second in some cases\n",
    "    output.append(music21.note.Rest())\n",
    "    \n",
    "    for note in notes:\n",
    "        output.append(int_to_note(note, type='eighth'))\n",
    "    \n",
    "    output.append(music21.note.Rest())\n",
    "        \n",
    "    return output\n",
    "\n",
    "\n",
    "def append_phrase(stream, phrase):\n",
    "    for note in phrase:\n",
    "        stream.append(int_to_note(note, type='16th'))\n",
    "\n",
    "\n",
    "def song_from_maze(maze, phrases=5):\n",
    "    # score = music21.stream.Score()\n",
    "    # tempo = music21.tempo.MetronomeMark(number=176)\n",
    "    # tempo.numberSounding = 176\n",
    "    # score.append(tempo)\n",
    "    \n",
    "    output = music21.stream.Stream()\n",
    "    \n",
    "    # Patch the MIDI player which drops the first second in some cases\n",
    "    output.append(music21.note.Rest())\n",
    "    \n",
    "    for phrase_i in range(phrases):\n",
    "        phrase = music21.stream.Stream()\n",
    "        phrase_notes = maze.an_interval_path()\n",
    "        append_phrase(phrase, phrase_notes)\n",
    "        output.append(phrase)\n",
    "        output.append(music21.note.Rest(type='16th'))\n",
    "        \n",
    "    # patch the MIDI player chopping the end off\n",
    "    for _ in range(2):\n",
    "        output.append(music21.note.Rest(type='whole'))\n",
    "    \n",
    "    # score.append(output)\n",
    "    # return score\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "maze = IntervalMaze(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 907,
       "width": 753
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <div id='midiPlayerDiv61326'></div>\n",
       "                <link rel=\"stylesheet\" href=\"//cuthbertLab.github.io/music21j/css/m21.css\"\n",
       "                    type=\"text/css\" />\n",
       "                <script>\n",
       "                require.config({\n",
       "                    paths: {'music21': '//cuthbertLab.github.io/music21j/src/music21'}\n",
       "                });\n",
       "                require(['music21'], function() {\n",
       "                               mp = new music21.miditools.MidiPlayer();\n",
       "                               mp.addPlayer('#midiPlayerDiv61326');\n",
       "                               mp.base64Load('data:audio/midi;base64,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');\n",
       "                        });\n",
       "                </script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "song = song_from_maze(maze, phrases=8)\n",
    "song.show()\n",
    "song.show('midi')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have trouble with MuseScore path, see below for a workaround."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5-dimensional mazes represent intervals of up to a perfect fourth, and are about the limit for a desktop computer.  They take a while to build (that's 12^5 cells now).  Let's try it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "maze = IntervalMaze(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 906,
       "width": 753
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <div id='midiPlayerDiv71739'></div>\n",
       "                <link rel=\"stylesheet\" href=\"//cuthbertLab.github.io/music21j/css/m21.css\"\n",
       "                    type=\"text/css\" />\n",
       "                <script>\n",
       "                require.config({\n",
       "                    paths: {'music21': '//cuthbertLab.github.io/music21j/src/music21'}\n",
       "                });\n",
       "                require(['music21'], function() {\n",
       "                               mp = new music21.miditools.MidiPlayer();\n",
       "                               mp.addPlayer('#midiPlayerDiv71739');\n",
       "                               mp.base64Load('data:audio/midi;base64,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');\n",
       "                        });\n",
       "                </script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "song = song_from_maze(maze, phrases=16)\n",
    "song.show()\n",
    "song.show('midi')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extension\n",
    "Other possibilities: \n",
    "- map the dimensions to other intervals\n",
    "- send probabilities for the various intervals to the maze building algorithm, to influence their prevalence \n",
    "- build the maze in definable intervalic structures, whole motifs at a time\n",
    "- ..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A wrapping 3-dimensional maze for your enjoyment:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdYAAAHWCAYAAADKGqhaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACUBJREFUeJzt2bGKXGUYgOF/ZAhukyJ2U4gWW6RYpsotZK55Fm9ABGHYcgtTTSOKGMKSQo+F1SAkynnjOZt9ngv4+Dj/mfPyM5tpmgYA0Phi6QUA4HMirAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYDQthiy2Wx+GmM8H2O8KeYBwAK+GWP8Pk3Tt3OGJGEdYzy/+nLz4uX1sxfRvNnu766WXuHC9c3D0ius2trOC3h63o2348/xx+w5VVjfvLx+9uKH26+jcfMddvulV7hwvD0tvcKqre28gKfn++m78Xb89mbuHP+xAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABDaLr3AU3HY7ZdeAWBVjufT0itcePX6Yfx4N3+OGysAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAoW016P7uahx2+2ocsHLH82npFS74/jw+azuz++nnMcb72XPcWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAIbatB1zcP43h7qsbxiR12+6VXWL3jeV3v89rObG37wFq4sQJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACG2rQfd3V+Ow21fjZjueT0uvcGFNz4bHyTv9YWt7PmN4Rh+ztudTcWMFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBILRdegFYq8Nuv/QKF47n09IrXFjbPjw+a3uHXr1+GD/ezZ/jxgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJAaLv0Ap/KYbdfegX+g+P5tPQK/7C2d2ht+/D4rO0dWuPvvuDGCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBoWw26vnkYx9tTNW62w26/9Aqrdjyv56z4d5wZc/ku/j/cWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhLbVoPu7q3HY7atxfGLO6vFxZvA4uLECQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAENouvQAAT9Nht196hQv3089jjPez57ixAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABDaLr3AU3E8n5Ze4cJht196BYDPkhsrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKAKFtNej65mEcb0/VuNkOu/3SK8Bn7Xhez++df8d38f/hxgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYDQZpqm+UM2m1+uvty8eHn9LFipcX93tfQKF65vHpZe4cLang+Pz9reaT7O7/7D3o2348/xx6/TNH01Z04V1p/GGM/HGG9mDwOAZXwzxvh9mqZv5wxJwgoA/M1/rAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBIPQXUP2Ujb2Lh7gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdYAAAHWCAYAAADKGqhaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACTpJREFUeJzt2bGKlFcYgOEzOo2IEjbdVFpsKQMJ4g2Ic80juYEUEYYtLLZwSbFdQjDFGps/RaolYNzMq//v7vNcwMfH+c/sy2FX0zQNAKBxb+4FAOA2EVYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJAaF0MWa1W78YYj8cYF8U8AJjBkzHG+2manh4zJAnrGOPxvXH/5OF4dBLNO9rps6u5V7jm/OzB3CvArba03/wSLe3v0NK+2dvzj+Pqw3T0nCqsFw/Ho5MXq5fRuOPtXx/mXuGa3WY79wpwqy3tN79ES/s7tLRv9vzVr+PN2V8Xx87xP1YACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQuu5F4Cl2l8e5l7hmt1mO/cK3JBvdjd5sQJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQWk3TdPyQ1eqXR+O7H16sXgYrAcDX9/P00/hz/PFmmqYfj5njxQoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJAaF0NOn12NfavD9W4o+0227lXuGZ/uZyzGcP5fI6lnRHfniXe6yW5rb8xL1YACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKAKH13AvAGGPsNtu5V4Cce303ebECQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEFrPvcBdsdts515h0faXh7lX+JelfbOlnZHz+W9LOyO+Di9WAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELruRf4UvaXh7lXWLTdZjv3CtyQb/Zpzoel8GIFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBILSuBp2fPRi7zbYaBwDfJC9WAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgCh9dwLwFLtLw9zr3DNbrOdewXgM3ixAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABBaV4NOn12N/etDNY4vbLfZzr3CNUvbZ4wx9pfu86cs7XyWeIf4tKXdoeevrsabs+PneLECQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEFpXg87PHozdZluNu3X2l4e5V+CG3Gfg//BiBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASC0nnuBu2K32c69Aje0vzzMvcI1S7tDS9tnidyhu8mLFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKAKHVNE3HD1mtfrs37p88HI+ClWAZTp9dzb3CNednD+ZegRtyhz5taefz9vzjuPow/T5N0/fHzKnC+m6M8XiMcXH0MACYx5Mxxvtpmp4eMyQJKwDwD/9jBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAob8BEIKW+cWcSgcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdYAAAHWCAYAAADKGqhaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACI5JREFUeJzt2bFuI1UAhtHrrBsUZYvQuVoKSuSSF0DyMxvxApQWJQWp0oFWiVZUyVBQuVqt/G3uZHPOA1z9Go/16Wo2y7IMAKBxNXsAAHxLhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQ2haHbDabv8YY78cYd8V5ADDBhzHGw7IsP1xySBLWMcb7q/Hu9nrc3EbnAXyRH3/6d/aE1fvzj+9mT1i1T+NxPI+ni8+pwnp3PW5uf978Eh0H8GWOv55mT1i9w24/e8Kq/b78Nh7Hx7tLz/GNFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYDQdvYAWKvj/Wn2hDOH3X72hFVb4/NZ2zu0tj1r/M0KbqwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhLazB3wtx/vT7AlnDrv97AlnPJ/PW+MmXhfv0NvkxgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJAaDt7wNdy2O1nT1g1z+fzjven2RPO+M3gdXBjBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQ2s4eAGt12O1nTwBeITdWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELb2QOY43h/mj3hzGG3nz2BV25t7/Qa+Z+9DDdWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELb2QOY47Dbz54A3zz/s7fJjRUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWA0Hb2AIDCYbefPQHGGG6sAJASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBC29kDAArH+9PsCat32O1nT3gT3FgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACG1nDwAoHHb72RNgjOHGCgApYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgNBmWZbLD9ls/r4a726vx00wCQBe3qfxOJ7H0z/Lsnx/yTnbaM/D83gaj+PjXXQeALy0D2OMh0sPSW6sAMD/fGMFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgCh/wC27FNgzFUgPgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdYAAAHWCAYAAADKGqhaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAACOBJREFUeJzt2cGK01cchuETDRQRXUx3WRRduJSApfQGSnPNEW9AikJw0YULZzW7FlHKlEL776KroVAXefUk0+e5gB8fmQwvh6yWZRkAQOPO7AEAcJsIKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASC0Lo6sVqt3Y4yHY4zL4h4ATPBojPFhWZbHxxxJwjrGeHhn3L24Px5cRPdguidPr2dPuOHtm3uzJ8Ct9tv4OP4afx59pwrr5f3x4OL71Q/ROZhv//wwe8INu8129gS41V4uL8bH8f7y2Dt+YwWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgtJ49ADhP+6vD7Amcud1mO3vCZ+HFCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBoPXsAcJ52m+3sCXCSvFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACK1nD2CO/dVh9oQbdpvt7AmcuVP7TvNpt/X/3osVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBoPXsAQGG32c6ecPL2V4fZE/4XvFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACK2WZTn+yGr16tnTr5799PybYFJjt9nOngDAGXm5vBgfx/vXy7J8e8wdL1YACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQuvq0Ns398Zus63OAcBZ8mIFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBILSePQDGGGN/dZg94V92m+3sCTec2mfk8/m0U/uM+DK8WAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhNazB8Cp2l8dZk/gzPkO/bfdZjt7wmfhxQoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJAaD17AIwxxm6znT2BM+c7xKnwYgWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgtJ49AMYYY391mD2BM7fbbGdPOHmn9n92W/9mXqwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhNazB8AYY+w229kTgC9sf3WYPeGG7368Hq/fHH/HixUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgJCwAkBIWAEgJKwAEBJWAAgJKwCEhBUAQsIKACFhBYCQsAJASFgBICSsABASVgAICSsAhIQVAELCCgCh1bIsxx9ZrX65M+5e3B8PgkkAfA5Pnl7PnnDSfn77x7j+ffl1WZavj7lThfXdGOPhGOPy6GMAMMejMcaHZVkeH3MkCSsA8A+/sQJASFgBICSsABASVgAICSsAhIQVAELCCgAhYQWAkLACQEhYASAkrAAQElYACAkrAISEFQBCwgoAIWEFgNDfI2FyAIj7VWgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 235,
       "width": 235
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dims = 3\n",
    "maze3d = NDMaze(dims, debug=False)\n",
    "\n",
    "for i in range(12):\n",
    "    plt.pcolormesh(maze3d.space[i])\n",
    "    plt.axes().set_aspect('equal') #set the x and y axes to the same scale\n",
    "    plt.xticks([]) # remove the tick marks by setting to an empty list\n",
    "    plt.yticks([]) # remove the tick marks by setting to an empty list\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use this to set the path to your MuseScore installation, if you have problems:\n",
    "path = '/Applications/MuseScore 3.app/Contents/MacOS/mscore'\n",
    "\n",
    "import music21\n",
    "import pathlib\n",
    "\n",
    "music21.environment.set('musicxmlPath', pathlib.PosixPath(path))\n",
    "music21.environment.set('musescoreDirectPNGPath', pathlib.PosixPath(path))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tests\n",
    "assert(len(NDMaze(4).random_cell()) == 4)\n",
    "assert(NDMaze(4).space.shape == (12, 12, 12, 12))\n",
    "\n",
    "# assignability test\n",
    "dims = 5\n",
    "maze = NDMaze(dims)\n",
    "cell = tuple(np.random.randint(12) for _ in range(dims))\n",
    "assert(maze.space[cell] == 0)\n",
    "maze.space[cell] = 1\n",
    "assert(maze.space[cell] == 1)\n",
    "\n",
    "# stack is a list\n",
    "assert(type(maze.stack) == list)\n",
    "\n",
    "assert(len(list(maze.neighbour_mods())) == dims * 2)\n",
    "assert(min(list(maze.neighbour_mods())) == (0, -1))\n",
    "assert(max(list(maze.neighbour_mods())) == (dims - 1, 1))\n",
    "\n",
    "# test modified_ref wrapping\n",
    "dims = 2\n",
    "maze = NDMaze(dims)\n",
    "assert(maze.modified_ref(dim=0, modifier=-1, origin=(0, 0)) == (maze.size - 1, 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dims = 3\n",
    "maze = IntervalMaze(dims)\n",
    "assert(len(maze.random_maze_cell()) == dims)\n",
    "for _ in range(10):\n",
    "    assert(maze.space[maze.random_maze_cell()] == 1)\n",
    "    \n",
    "assert(maze.cell_note((1, 1, 1, 1)) == 10)\n",
    "assert(maze.cell_note((0, 0, 0, 0)) == 0)\n",
    "assert(maze.cell_note((0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1)) == 0)\n",
    "assert(maze.cell_note((1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1)) == 1)\n",
    "assert(maze.cell_note((0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1)) == 4)\n",
    "assert(maze.cell_note((0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1)) == 0)\n",
    "assert(maze.cell_note((-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1)) == 11)\n",
    "for _ in range(10):\n",
    "    assert(0 <= maze.cell_note(maze.random_maze_cell()) < 12)"
   ]
  }
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