{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test for the cnn module"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Source: https://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html\n",
    "\n",
    "The test consists of six model data sets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First import the module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-04T18:29:32.805481Z",
     "start_time": "2019-07-04T18:29:32.801455Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/janjoswig/.virtualenvs/CNN-5gkgQAOT/lib/python3.7/site-packages/pandas/compat/__init__.py:84: UserWarning: Could not import the lzma module. Your installed Python is incomplete. Attempting to use lzma compression will result in a RuntimeError.\n",
      "  warnings.warn(msg)\n"
     ]
    }
   ],
   "source": [
    "import core.cnn as cnn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'core.cnn' from '/home/janjoswig/CNN/core/cnn.py'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "importlib.reload(cnn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Other import:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-04T18:29:35.578358Z",
     "start_time": "2019-07-04T18:29:34.864648Z"
    }
   },
   "outputs": [],
   "source": [
    "import importlib\n",
    "import warnings\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from pathlib import Path\n",
    "from itertools import cycle, islice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-04T18:31:36.903227Z",
     "start_time": "2019-07-04T18:31:36.896519Z"
    }
   },
   "outputs": [],
   "source": [
    "from matplotlib import cm\n",
    "from pylab import rcParams\n",
    "rcParams['figure.figsize'] = 6.50128*0.5, 6.50128*0.5*0.618*1.1\n",
    "dpi = 300\n",
    "rcParams['figure.dpi'] =  dpi\n",
    "rcParams['font.family'] = 'sans-serif'\n",
    "rcParams['font.sans-serif'] = 'Latin Modern Sans'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set how many data points should be generated and a random seed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-04T18:29:37.443728Z",
     "start_time": "2019-07-04T18:29:37.439872Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Configuration file found in /home/janjoswig\n",
      "Calculating nxn distance matrix for 200 points\n",
      "Execution time for call of fit():     0 hours, 0 minutes, 0.0073 seconds\n",
      "recording: ... \n",
      "points                  200\n",
      "radius_cutoff           0.4\n",
      "cnn_cutoff                0\n",
      "member_cutoff             1\n",
      "max_clusters           None\n",
      "n_clusters                2\n",
      "largest                 0.5\n",
      "noise                     0\n",
      "time             0.00733256\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "noisy_circles, _ = datasets.make_circles(\n",
    "    n_samples=200,\n",
    "    factor=.5,\n",
    "    noise=.05,\n",
    "    random_state=8\n",
    "    )\n",
    "\n",
    "noisy_circles = StandardScaler().fit_transform(noisy_circles)\n",
    "\n",
    "params = {\n",
    "    'radius_cutoff': 0.4,\n",
    "    'cnn_cutoff': 0,\n",
    "    'member_cutoff': 1,\n",
    "    'max_clusters': None\n",
    "    }\n",
    "\n",
    "cobj = cnn.CNN(train=noisy_circles)\n",
    "\n",
    "cobj.fit(\n",
    "    radius_cutoff=params['radius_cutoff'],\n",
    "    cnn_cutoff=params['cnn_cutoff'],\n",
    "    member_cutoff=params['member_cutoff'],\n",
    "    max_clusters=params['max_clusters']\n",
    "    )\n",
    "\n",
    "color = ['#000000', '#396ab1', '#da7c30',\n",
    "        '#3e9651', '#cc2529', '#535154',\n",
    "        '#6b4c9a', '#922428', '#948b3d']\n",
    "\n",
    "colors = np.array(\n",
    "    list(islice(cycle(\n",
    "        color\n",
    "            ), int(max(cobj.train_labels) + 1)       \n",
    "        ))\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "cobj.evaluate(ax=ax, annotate=False, plot=\"scatter\", ax_props={\"aspect\": \"equal\"}, original=True)\n",
    "fig.savefig(figdir / \"circles.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "figdir = Path(\"/home/janjoswig/Documents/Presentation/cnn/figures\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "cobj.evaluate(ax=ax, annotate=False, plot=\"scatter\", ax_props={\"aspect\": \"equal\"})\n",
    "fig.savefig(figdir / \"circles_clustered.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cobj.evaluate(plot='contourf', contour_props={'cmap': cm.inferno})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And take a look at the sets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-04T18:31:48.550738Z",
     "start_time": "2019-07-04T18:31:48.058957Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "Ax[0].plot(\n",
    "    noisy_circles[:, 0],\n",
    "    noisy_circles[:, 1],\n",
    "    'k.')\n",
    "Ax[0].set(**{\n",
    "    \"xticks\": (),\n",
    "    \"yticks\": (),\n",
    "    \"xlim\": (-2.5, 2.5),\n",
    "    \"ylim\": (-2.5, 2.5),\n",
    "    \"aspect\": 'equal',\n",
    "})\n",
    "\n",
    "Ax[0].set_title(\"original\", fontsize=10, pad=3)\n",
    "          \n",
    "Ax[1].scatter(\n",
    "    noisy_circles[:, 0],\n",
    "    noisy_circles[:, 1],\n",
    "    s=10,\n",
    "    color=colors[cobj.train_labels]\n",
    ")\n",
    "Ax[1].set(**{\n",
    "    \"xticks\": (),\n",
    "    \"yticks\": (),\n",
    "    \"xlim\": (-2.5, 2.5),\n",
    "    \"ylim\": (-2.5, 2.5),\n",
    "    \"aspect\": 'equal',\n",
    "})\n",
    "\n",
    "Ax[1].set_title(\"clustered\", fontsize=10, pad=3)\n",
    "fig.savefig(figdir / \"circles_example.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we specify the cluster parameters used for each set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-04T18:35:48.705527Z",
     "start_time": "2019-07-04T18:35:44.763067Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def plt_iteration(p, q=None, nn=None, cnn=None,\n",
    "                  cdict=None, r=0.5,\n",
    "                  data=noisy_circles, save=False,\n",
    "                  o='iteration', limitf=1.4, **kwargs):\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.scatter(\n",
    "        data[:, 0], data[:, 1],\n",
    "        s=8,\n",
    "        color='black'\n",
    "        )\n",
    "    pcircle = plt.Circle(\n",
    "        (data[p, 0], data[p, 1]),\n",
    "        r,\n",
    "        edgecolor='k',\n",
    "        facecolor='none'\n",
    "    )\n",
    "    qcircle = plt.Circle(\n",
    "        (data[q, 0], data[q, 1]),\n",
    "        r,\n",
    "        edgecolor='k',\n",
    "        facecolor='none',\n",
    "    )\n",
    "\n",
    "    ax.plot(\n",
    "        data[p, 0], data[p, 1],\n",
    "        '.',\n",
    "        markeredgecolor=color[3],\n",
    "        markerfacecolor='none',\n",
    "        alpha=0.75,\n",
    "        ms=20\n",
    "    )\n",
    "    ax.add_artist(pcircle)\n",
    "     \n",
    "    if q is not None:\n",
    "        ax.plot(\n",
    "            data[q, 0], data[q, 1],\n",
    "            '.',\n",
    "            markeredgecolor=color[4],\n",
    "            markerfacecolor='none',\n",
    "            alpha=0.75,\n",
    "            ms=20\n",
    "        )\n",
    "        ax.add_artist(qcircle)\n",
    "\n",
    "    if nn is not None:\n",
    "        ax.plot(\n",
    "            data[nn, 0], data[nn, 1],\n",
    "            '.',\n",
    "            markeredgecolor=color[5],\n",
    "            markerfacecolor='none',\n",
    "            alpha=0.75,\n",
    "            ms=14\n",
    "        ) \n",
    "\n",
    "    if cnn is not None:\n",
    "        ax.plot(\n",
    "            data[cnn, 0], data[cnn, 1],\n",
    "            '.',\n",
    "            markeredgecolor=color[6],\n",
    "            markerfacecolor='none',\n",
    "            alpha=0.75,\n",
    "            ms=12\n",
    "        )\n",
    "    \n",
    "    if cdict is not None:\n",
    "        for label, cluster in cdict.items():\n",
    "            ax.scatter(\n",
    "                data[cluster, 0],\n",
    "                data[cluster, 1],\n",
    "                s=10,\n",
    "                color=color[label],\n",
    "            )\n",
    "    \n",
    "    ax.set(**{\n",
    "        \"aspect\": 'equal',\n",
    "        \"xlim\": (data[p, 0]-limitf*r, data[p, 0]+limitf*r),\n",
    "        \"ylim\": (data[p, 1]-limitf*r, data[p, 1]+limitf*r),\n",
    "        \"xticks\": (),\n",
    "        \"yticks\": (),\n",
    "    })\n",
    "\n",
    "    if save:\n",
    "        fig.savefig(figdir / f\"{o}\", dpi=dpi)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(173, save=True, o=\"initial\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(173, cdict={1: [173]}, save=True, o=\"initial_assigned\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(173, 8, cdict={1: [173]}, save=True, o=\"candidate\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(\n",
    "    173, 8,\n",
    "    cnn=[98, 100, 69, 168, 27, 113, 115, 85, 26, 187, 60, 63,],\n",
    "    cdict={1: [173]},\n",
    "    save=True,\n",
    "    o=\"candidate_neighbours\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(\n",
    "    173, 8,\n",
    "    cnn=[98, 100, 69, 168, 27, 113, 115, 85, 26, 187, 60, 63,],\n",
    "    cdict={1: [173, 8]},\n",
    "    save=True, o=\"candidate_assigned\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(\n",
    "    173, 187,\n",
    "    cdict={1: [8, 10, 26, 27, 30, 32, 50, 60, 63, 69, 85, 98, 100, 113, 115, 128, 135, 163, 164, 168, 173, 187]},\n",
    "    save=True, o=\"further_assigned\"\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(\n",
    "    10, 3,\n",
    "    cdict={1: [8, 10, 26, 27, 30, 32, 50, 60, 63, 69, 85, 98, 100, 113, 115, 128, 135, 163, 164, 168, 173, 187]},\n",
    "    save=True, o=\"grow_candidate\"\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(\n",
    "    10, 108,\n",
    "    cdict={1: [3, 8, 10, 26, 27, 30, 32, 50, 60, 63, 69, 85, 98, 100, 113, 115, 128, 135, 163, 164, 168, 173, 187]},\n",
    "    save=True, o=\"grow_candidate_assigned\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(\n",
    "    27, 2,\n",
    "    cdict={1: [3, 8, 10, 26, 27, 30, 32, 50, 60, 63, 69, 85, 98, 100, 113, 115, 128, 135, 163, 164, 168, 173, 187]},\n",
    "    save=True, o=\"grow_further\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(\n",
    "    195, 180,\n",
    "    cdict={1: [2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 19, 21, 23, 24, 25, 26, 27, 28, 30, 32, 34, 39, 42, 43, 44, 46, 47, 50, 56, 57, 59, 60, 61, 63, 64, 66, 69, 70, 71, 72, 79, 82, 85, 88, 91, 95, 96, 98, 100, 103, 107, 108, 110, 113, 115, 116, 117, 118, 119, 121, 122, 124, 126, 127, 128, 130, 134, 135, 137, 140, 142, 143, 144, 145, 148, 150, 160, 162, 163, 164, 166, 167, 168, 173, 174, 180, 182, 184, 185, 186, 187, 190, 192, 193, 195, 196, 197, 199]},\n",
    "    limitf=4,\n",
    "    save=True, o=\"cluster1_done\"\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(\n",
    "    4, 0,\n",
    "    cdict={\n",
    "        1: [2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 19, 21, 23, 24, 25, 26, 27, 28, 30, 32, 34, 39, 42, 43, 44, 46, 47, 50, 56, 57, 59, 60, 61, 63, 64, 66, 69, 70, 71, 72, 79, 82, 85, 88, 91, 95, 96, 98, 100, 103, 107, 108, 110, 113, 115, 116, 117, 118, 119, 121, 122, 124, 126, 127, 128, 130, 134, 135, 137, 140, 142, 143, 144, 145, 148, 150, 160, 162, 163, 164, 166, 167, 168, 173, 174, 180, 182, 184, 185, 186, 187, 190, 192, 193, 195, 196, 197, 199],\n",
    "        2: [4]\n",
    "    },\n",
    "    limitf=2,\n",
    "    save=True, o=\"init_cluster2\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x662.936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_iteration(\n",
    "    29, 20,\n",
    "    cdict={\n",
    "        1: [2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 19, 21, 23, 24, 25, 26, 27, 28, 30, 32, 34, 39, 42, 43, 44, 46, 47, 50, 56, 57, 59, 60, 61, 63, 64, 66, 69, 70, 71, 72, 79, 82, 85, 88, 91, 95, 96, 98, 100, 103, 107, 108, 110, 113, 115, 116, 117, 118, 119, 121, 122, 124, 126, 127, 128, 130, 134, 135, 137, 140, 142, 143, 144, 145, 148, 150, 160, 162, 163, 164, 166, 167, 168, 173, 174, 180, 182, 184, 185, 186, 187, 190, 192, 193, 195, 196, 197, 199],\n",
    "        2: [0, 1, 4, 29, 35, 37, 49, 54, 68, 75, 78, 83, 84, 94, 101, 120, 132, 136, 138, 149, 151, 157, 165, 169, 170, 171, 177, 181, 188, 191,]\n",
    "    },\n",
    "    limitf=4,\n",
    "    save=True, o=\"grow_cluster2\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
