{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "import scipy as sp\n",
    "\n",
    "from ei_net import * \n",
    "from utilities import show_values\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "##########################################\n",
    "############ PLOTTING SETUP ##############\n",
    "EI_cmap = \"Greys\"\n",
    "where_to_save_pngs = \"../figs/pngs/\"\n",
    "where_to_save_pdfs = \"../figs/pdfs/\"\n",
    "save = True\n",
    "plt.rc('axes', axisbelow=True)\n",
    "plt.rc('axes', linewidth=2)\n",
    "plt.rc('text', usetex=True)\n",
    "hfont = {'fontname':'Helvetica'}\n",
    "plt.rc('font',**{'family':'sans-serif','sans-serif':['Helvetica']})\n",
    "##########################################\n",
    "##########################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The emergence of informative higher scales in complex networks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 03: Determinism and Degeneracy\n",
    "\n",
    "Determinism and degeneracy are two properties that exist in every causal structure, and they govern the degree of certainty about the relationships between causes and effects in a system based on the network connectivity. A visual explanation of these two quantities are shown this notebook. Determinism and degeneracy can be arrived at by decomposing the KL Divergence that defines $EI$, but since they are fundamental to the notion of causality, they can also be built up from first principles, as we do here.\n",
    "\n",
    "Previously we defined an intervention as introducing random walkers on a node in the network, $do_{net}(v_i)$. The amount of uncertainty in the paths of those random walkers is how much information is lost from noise if the random walker is placed on a $v_i$. This is in turn a function of the strength of the output of a node, i.e., the certainty of transitions or dependencies (the determinism of those transition profiles). Therefore we define the determinism using the average entropy of $W^{out}_{i}$ and the degeneracy with the entropy of $W^{in}$ such that:\n",
    "\n",
    "\\begin{align}\n",
    "    \\text{determinism} &= \\text{log}_2(N) - \\dfrac{1}{N_{out}}\\displaystyle \\sum_i^{N_{out}} H[W^{out}_{i}] \\tag{4}\\\\\\\n",
    "    \\text{degeneracy} &= \\text{log}_2(N) - H[W^{in}] \\tag{5}\n",
    "\\end{align}\n",
    "\n",
    "_______________________________\n",
    "\n",
    "In a maximally deterministic system wherein all nodes have a single output and every entry in $W^{out}_{i}=1.00$, the determinism is just $\\text{log}_2(N)$ because their $H[W^{out}_{i}]=0.00$. Conversely, the degeneracy is the amount of information lost via an overlap in input weights (e.g. if multiple nodes output to the same node). The degeneracy is $\\text{log}_2(N) - H[W^{in}]$. In a perfectly non-degenerate system wherein all nodes have an equal input weight, the degeneracy is zero because $H[W^{in}] \\approx H_{max}$.\n",
    "\n",
    "These two quantities provide clear explanations for why canonical networks have the $EI$ they do. For example, as the size of an Erdös-Rényi random network increases, its value for degeneracy approaches zero, which means the the $EI$ of a random network is driven only by the determinism of the network. Similarly, in $d$-dimensional ring lattice networks, the degeneracy term is always zero. Therefore, the $EI$ of a ring lattice structure reduces to the determinism of that structure. Ring networks with an average degree $\\langle k \\rangle$ will have a higher $EI$ than ER networks with the same average degree because ring networks will have a higher determinism value. Interestingly, in the case of star networks, the degeneracy term governs the decay of the $EI$ such that hub-and-spoke-like structures quickly become uninformative in terms of cause and effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "col1 = np.array([0.06581203, 0.49116525, 0.47591044, 1.0])\n",
    "col2 = np.array([0.68306918, 0.25012518, 0.37634705, 1.0])\n",
    "col1 = '#5ec07f'\n",
    "col2 = '#ee8f5f'\n",
    "col1 = \"#008cd0\"\n",
    "col2 = \"#e49822\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n",
      "/usr/local/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n",
      "/usr/local/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n",
      "/usr/local/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ((ax00, ax01), (ax02, ax03), (ax04, ax05)) = plt.subplots(3, 2, figsize=(15,15))\n",
    "nodenames = [r'\\textbf{A}',r'\\textbf{B}',r'\\textbf{C}',\n",
    "             r'\\textbf{D}',r'\\textbf{E}',r'\\textbf{F}']\n",
    "N = 6\n",
    "\n",
    "plt.axes([0.325, 0.755, 0.125, 0.125])\n",
    "G00 = nx.DiGraph()\n",
    "G00.add_edges_from([(0,1), (1,2), (2,3), (3,4), (4,5), (5,0)])\n",
    "plt.axis('off')\n",
    "plt.xlim(-1.3, 1.3)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "pos00 = nx.circular_layout(G00)\n",
    "nx.draw_networkx_nodes(G00, pos00, node_color='white', node_size=500, \n",
    "                       linewidths=3.0, alpha=0.98).set_edgecolor(col1)\n",
    "nx.draw_networkx_nodes(G00, pos00, nodelist=[0], \n",
    "                       node_color='#333333', linewidths=3.0, \n",
    "                       node_size=700).set_edgecolor(col1)\n",
    "nx.draw_networkx_edges(G00, pos00, edge_color=\"#333333\", \n",
    "                       width=2.5, alpha=0.98, arrowsize=14)\n",
    "nx.draw_networkx_labels(G00, pos00, \n",
    "                        labels=dict(zip([0,1,2,3,4,5], nodenames)))\n",
    "nx.draw_networkx_labels(G00, pos00, \n",
    "                        labels=dict(zip([0], [nodenames[0]])), \n",
    "                        font_color='w',  font_size=18)\n",
    "ax00.bar(G00.nodes(), W_out(G00)[0]+0.009, color=col1, \n",
    "         linewidth=2.0, edgecolor='k', width=0.72)\n",
    "ax00.set_ylim(0.0,1.02)\n",
    "ax00.set_xticks([0,1,2,3,4,5])\n",
    "ax00.set_xticklabels(['A','B','C','D','E','F'], \n",
    "                     fontsize=20)\n",
    "ax00.set_yticklabels(['0.0','0.2','0.4','0.6','0.8','1.0'], \n",
    "                     fontsize=18)\n",
    "ax00.set_ylabel(r'$W_{A}^{out}$', fontsize=30, \n",
    "                rotation='horizontal', labelpad=35)\n",
    "ax00.set_xlabel('high determinism', fontsize=24, labelpad=1)\n",
    "ax00.grid(True, color='#999999', linestyle='-', \n",
    "          linewidth=2.5, alpha=0.5)\n",
    "ax00.set_axisbelow(True)\n",
    "\n",
    "plt.axes([0.325, 0.485, 0.125, 0.125])\n",
    "G01 = nx.DiGraph()\n",
    "G01.add_edges_from([(0,1),(1,0),(0,2),(3,4),(2,5),(5,0),(5,3),(4,0)])\n",
    "plt.axis('off')\n",
    "plt.xlim(-1.3, 1.3)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "pos01 = nx.circular_layout(G01)\n",
    "nx.draw_networkx_nodes(G01, pos00, node_color='white', node_size=500, \n",
    "                       linewidths=3.0, alpha=0.98).set_edgecolor(col1)\n",
    "nx.draw_networkx_nodes(G01, pos00, nodelist=[5], \n",
    "                       node_color='#333333', linewidths=3.0, \n",
    "                       node_size=700).set_edgecolor(col1)\n",
    "nx.draw_networkx_edges(G01, pos00, edge_color=\"#333333\", \n",
    "                       width=2.5, alpha=0.98, arrowsize=14)\n",
    "nx.draw_networkx_labels(G01, pos00, \n",
    "                        labels=dict(zip([0,1,2,3,4,5], nodenames)))\n",
    "nx.draw_networkx_labels(G01, pos00, \n",
    "                        labels=dict(zip([5], [nodenames[5]])), \n",
    "                        font_color='w', font_size=18)\n",
    "ax02.bar(G01.nodes(), W_out(G01)[5]+0.008, color=col1, \n",
    "         linewidth=2.0, edgecolor='k', width=0.72)\n",
    "ax02.set_ylim(0.0,1.02)\n",
    "ax02.set_xticks([0,1,2,3,4,5])\n",
    "ax02.set_xticklabels(['A','B','C','D','E','F'], \n",
    "                     fontsize=20)\n",
    "ax02.set_yticklabels(['0.0','0.2','0.4','0.6','0.8','1.0'], \n",
    "                     fontsize=18)\n",
    "ax02.set_ylabel(r'$W_{F}^{out}$', fontsize=30, \n",
    "                rotation='horizontal', labelpad=35)\n",
    "ax02.set_xlabel('med. determinism', fontsize=24, labelpad=1)\n",
    "ax02.grid(True, color='#999999', linestyle='-', \n",
    "          linewidth=2.5, alpha=0.5)\n",
    "ax02.set_axisbelow(True)\n",
    "\n",
    "plt.axes([0.325, 0.215, 0.125, 0.125])\n",
    "G02 = nx.complete_graph(N)\n",
    "G02 = nx.to_directed(G02)\n",
    "plt.axis('off')\n",
    "plt.xlim(-1.3, 1.3)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "pos02 = nx.circular_layout(G02)\n",
    "nx.draw_networkx_nodes(G02, pos00, node_color='white', node_size=500, \n",
    "                       linewidths=3.0, alpha=0.98).set_edgecolor(col1)\n",
    "nx.draw_networkx_nodes(G02, pos00, nodelist=[3], \n",
    "                       node_color='#333333', linewidths=3.0, \n",
    "                       node_size=700).set_edgecolor(col1)\n",
    "nx.draw_networkx_edges(G02, pos00, edge_color=\"#333333\", \n",
    "                       width=2.5, alpha=0.98, arrowsize=14)\n",
    "nx.draw_networkx_labels(G02, pos00, \n",
    "                        labels=dict(zip([0,1,2,3,4,5], nodenames)))\n",
    "nx.draw_networkx_labels(G02, pos00, \n",
    "                        labels=dict(zip([3], [nodenames[3]])), \n",
    "                        font_color='w', font_size=18)\n",
    "ax04.bar(G02.nodes(), W_out(G02)[3]+0.008, color=col1, \n",
    "         linewidth=2.0, edgecolor='k', width=0.72)\n",
    "ax04.set_ylim(0.0,1.02)\n",
    "ax04.set_xticks([0,1,2,3,4,5])\n",
    "ax04.set_xticklabels(['A','B','C','D','E','F'], fontsize=20)\n",
    "ax04.set_yticklabels(['0.0','0.2','0.4','0.6','0.8','1.0'], fontsize=18)\n",
    "ax04.set_ylabel(r'$W_{D}^{out}$', fontsize=30, \n",
    "                rotation='horizontal', labelpad=35)\n",
    "ax04.set_xlabel('low determinism', fontsize=24, labelpad=1)\n",
    "ax04.grid(True, color='#999999', linestyle='-', \n",
    "          linewidth=2.5, alpha=0.5)\n",
    "ax04.set_axisbelow(True)\n",
    "\n",
    "plt.axes([0.77, 0.755, 0.125, 0.125])\n",
    "G11 = nx.DiGraph()\n",
    "G11.add_edges_from([(1,0),(2,0),(3,0),(4,0),(5,0)])\n",
    "plt.axis('off')\n",
    "plt.xlim(-1.3, 1.3)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "pos11 = nx.circular_layout(G11)\n",
    "nx.draw_networkx_nodes(G11, pos00, node_color='white', node_size=500, \n",
    "                       linewidths=3.0, alpha=0.98).set_edgecolor(col2)\n",
    "nx.draw_networkx_edges(G11, pos00, edge_color=\"#333333\", \n",
    "                       width=2.5, alpha=0.98, arrowsize=14)\n",
    "nx.draw_networkx_labels(G11, pos00, \n",
    "                        labels=dict(zip([0,1,2,3,4,5], nodenames)), \n",
    "                        font_weight='bold')\n",
    "ax01.bar(G11.nodes(), W_in(G11)+0.008, color=col2, \n",
    "         linewidth=2.0, edgecolor='k', width=0.72)\n",
    "ax01.set_ylim(0.0,1.02)\n",
    "ax01.set_xticks([0,1,2,3,4,5])\n",
    "ax01.set_xticklabels(['A','B','C','D','E','F'], \n",
    "                     fontsize=20)\n",
    "ax01.set_yticklabels(['0.0','0.2','0.4','0.6','0.8','1.0'], \n",
    "                     fontsize=18)\n",
    "ax01.set_ylabel(r'$\\langle W_{i}^{out} \\rangle$', fontsize=30, \n",
    "                rotation='horizontal', labelpad=44)\n",
    "ax01.set_xlabel('high degeneracy', fontsize=24, labelpad=1)\n",
    "ax01.grid(True, color='#999999', linestyle='-', \n",
    "          linewidth=2.5, alpha=0.5)\n",
    "ax01.set_axisbelow(True)\n",
    "\n",
    "plt.axes([0.77, 0.485, 0.125, 0.125])\n",
    "G12 = nx.watts_strogatz_graph(6, 2, 0)\n",
    "G12 = nx.DiGraph()\n",
    "G12.add_edges_from([(1,0),(3,0),(4,0),(2,0),(1,4),\n",
    "                    (3,2),(5,3),(0,1),(5,0),(0,5),(2,1)])\n",
    "plt.axis('off')\n",
    "plt.xlim(-1.3, 1.3)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "pos12 = nx.circular_layout(G12)\n",
    "nx.draw_networkx_nodes(G12, pos00, node_color='white', node_size=500, \n",
    "                       linewidths=3.0, alpha=0.98).set_edgecolor(col2)\n",
    "nx.draw_networkx_edges(G12, pos00, edge_color=\"#333333\", \n",
    "                       width=2.5, alpha=0.98, arrowsize=14)\n",
    "nx.draw_networkx_labels(G12, pos00, \n",
    "                        labels=dict(zip([0,1,2,3,4,5], nodenames)), \n",
    "                        font_weight='bold')\n",
    "ax03.bar(G12.nodes(), W_in(G12)+0.008, color=col2, \n",
    "         linewidth=2.0, edgecolor='k', width=0.72)\n",
    "ax03.set_ylim(0.0,1.02)\n",
    "ax03.set_xticks([0,1,2,3,4,5])\n",
    "ax03.set_xticklabels(['A','B','C','D','E','F'], \n",
    "                     fontsize=20)\n",
    "ax03.set_yticklabels(['0.0','0.2','0.4','0.6','0.8','1.0'], \n",
    "                     fontsize=18)\n",
    "ax03.set_ylabel(r'$\\langle W_{i}^{out} \\rangle$', fontsize=30, \n",
    "                rotation='horizontal', labelpad=44)\n",
    "ax03.set_xlabel('med. degeneracy', fontsize=24, labelpad=1)\n",
    "ax03.grid(True, color='#999999', linestyle='-', \n",
    "          linewidth=2.5, alpha=0.5)\n",
    "ax03.set_axisbelow(True)\n",
    "\n",
    "plt.axes([0.77, 0.215, 0.125, 0.125])\n",
    "G13 = nx.DiGraph()\n",
    "G13.add_edges_from([(0,1),(1,2),(2,3),(3,4),(4,5),(5,0),\n",
    "                    (1,0),(2,1),(3,2),(4,3),(5,4),(0,5)])\n",
    "plt.axis('off')\n",
    "plt.xlim(-1.3, 1.3)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "pos13 = nx.circular_layout(G13)\n",
    "nx.draw_networkx_nodes(G13, pos00, node_color='white', node_size=500, \n",
    "                       linewidths=3.0, alpha=0.98).set_edgecolor(col2)\n",
    "nx.draw_networkx_edges(G13, pos00, edge_color=\"#333333\", \n",
    "                       width=2.5, alpha=0.98, arrowsize=14)\n",
    "nx.draw_networkx_labels(G13, pos00, \n",
    "                        labels=dict(zip([0,1,2,3,4,5], nodenames)), \n",
    "                        font_weight='bold')\n",
    "ax05.bar(G13.nodes(), W_in(G13)+0.008, color=col2, \n",
    "         linewidth=2.0, edgecolor='k', width=0.72)\n",
    "ax05.set_ylim(0.0,1.02)\n",
    "ax05.set_xticks([0,1,2,3,4,5])\n",
    "ax05.set_xticklabels(['A','B','C','D','E','F'], \n",
    "                     fontsize=20)\n",
    "ax05.set_yticklabels(['0.0','0.2','0.4','0.6','0.8','1.0'], \n",
    "                     fontsize=18)\n",
    "ax05.set_ylabel(r'$\\langle W_{i}^{out} \\rangle$', fontsize=30, \n",
    "                rotation='horizontal', labelpad=44)\n",
    "ax05.set_xlabel('low degeneracy', fontsize=24, labelpad=1)\n",
    "ax05.grid(True, color='#999999', linestyle='-', \n",
    "          linewidth=2.5, alpha=0.5)\n",
    "ax05.set_axisbelow(True)\n",
    "\n",
    "plt.subplots_adjust(left=None, bottom=None, right=None, \n",
    "                    top=None, wspace=0.35, hspace=0.27)\n",
    "\n",
    "if save:\n",
    "    plt.savefig(\n",
    "        where_to_save_pngs+\\\n",
    "        \"EffectiveInformation_DetermDegen_WoutWin.png\", bbox_inches='tight', dpi=425)\n",
    "    plt.savefig(\n",
    "        where_to_save_pdfs+\\\n",
    "        \"EffectiveInformation_DetermDegen_WoutWin.pdf\", bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "________________"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n",
      "/usr/local/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,15))\n",
    "\n",
    "plt.plot([-0.5, 10.5], [-0.5, 10.5], marker='', \n",
    "         linestyle=':', linewidth=3.5, \n",
    "         color='#333333', label='Y=X', alpha=0.7)\n",
    "\n",
    "plt.plot([np.linspace(-0.2,1.2,num=10)[3]+0.0075,\n",
    "          np.linspace(-0.2,1.2,num=10)[9]],\n",
    "         [np.linspace(-0.2,1.2,num=10)[2]]*2, \n",
    "         color='w',linewidth=5.3)\n",
    "plt.plot([np.linspace(-0.2,1.2,num=10)[4]]*2,\n",
    "         [np.linspace(-0.2,1.2,num=10)[1]+0.0075,\n",
    "          np.linspace(-0.2,1.2,num=10)[3]-0.0075],\n",
    "         color='w',linewidth=5.3)\n",
    "plt.plot([np.linspace(-0.2,1.2,num=10)[5]]*2,\n",
    "         [np.linspace(-0.2,1.2,num=10)[1]+0.0075,\n",
    "          np.linspace(-0.2,1.2,num=10)[3]-0.0075],\n",
    "         color='w',linewidth=5.3)\n",
    "plt.plot([np.linspace(-0.2,1.2,num=10)[6]]*2,\n",
    "         [np.linspace(-0.2,1.2,num=10)[1]+0.0075,\n",
    "          np.linspace(-0.2,1.2,num=10)[3]-0.0075],\n",
    "         color='w',linewidth=5.3)\n",
    "plt.plot([np.linspace(-0.2,1.2,num=10)[7]]*2,\n",
    "         [np.linspace(-0.2,1.2,num=10)[1]+0.0075,\n",
    "          np.linspace(-0.2,1.2,num=10)[3]-0.0075],\n",
    "         color='w',linewidth=5.3)\n",
    "plt.plot([np.linspace(-0.2,1.2,num=10)[8]]*2,\n",
    "         [np.linspace(-0.2,1.2,num=10)[1]+0.0075,\n",
    "          np.linspace(-0.2,1.2,num=10)[3]-0.0075],\n",
    "         color='w',linewidth=5.3)\n",
    "\n",
    "ns = 175\n",
    "cols = [\"#c77739\",\"#9765ca\",\"#40a0e2\",\"#c95980\",\"#01bb96\"]\n",
    "cols = [\"#927134\",\"#9765ca\",\"#40a0e2\",\"#c95980\",\"#01bb96\"]\n",
    "cols = [\"#666666\",\"#666666\",\"#666666\",\"#666666\",\"#666666\"]\n",
    "cols = [\"#b03e61\",\"#aa592a\",\"#588435\",\"#6172cc\",\"#814192\"]\n",
    "plt.axes([0.123, 0.645, 0.20, 0.20])\n",
    "G10 = nx.watts_strogatz_graph(30, 2, 0.0)\n",
    "plt.axis('off')\n",
    "pos10 = nx.circular_layout(G10)\n",
    "nx.draw_networkx_nodes(G10, pos10, node_color='white', \n",
    "                       node_size=ns, linewidths=3.9, \n",
    "                       alpha=0.98).set_edgecolor(cols[0])\n",
    "nx.draw_networkx_edges(G10, pos10, edge_color=\"#333333\", \n",
    "                       width=2.95, alpha=0.98)\n",
    "ax.text(-.072, 1.085, \"Ring Lattice\", \n",
    "        ha='left', rotation=0, wrap=True, size=26)\n",
    "\n",
    "plt.axes([0.123, 0.123, 0.20, 0.20])\n",
    "G11 = nx.complete_graph(30)\n",
    "plt.axis('off')\n",
    "pos11 = nx.circular_layout(G11)\n",
    "nx.draw_networkx_nodes(G11, pos11, node_color='white',\n",
    "                       node_size=ns, linewidths=3.9, \n",
    "                       alpha=0.98).set_edgecolor(cols[1])\n",
    "nx.draw_networkx_edges(G11, pos11, edge_color=\"#333333\", \n",
    "                       width=0.45, alpha=0.98)\n",
    "ax.text(-.128, 0.21, \"Complete Network\", \n",
    "        ha='left', rotation=0, wrap=True, size=26)\n",
    "\n",
    "plt.axes([0.123, 0.385, 0.22, 0.22])\n",
    "G12 = nx.erdos_renyi_graph(40, .09)\n",
    "plt.axis('off')\n",
    "pos12 = nx.kamada_kawai_layout(G12)\n",
    "nx.draw_networkx_nodes(G12, pos12, node_color='white', \n",
    "                       node_size=ns, linewidths=3.9,\n",
    "                       alpha=0.98).set_edgecolor(cols[2])\n",
    "nx.draw_networkx_edges(G12, pos12, edge_color=\"#333333\",\n",
    "                       width=2.95, alpha=0.98)\n",
    "ax.text(-.069, 0.67, \"Erdős-Rényi\", \n",
    "        ha='left', rotation=0, wrap=True, size=26)\n",
    "\n",
    "plt.axes([0.340, 0.668, 0.23, 0.215])\n",
    "G13 = nx.barabasi_albert_graph(40, 1)\n",
    "plt.axis('off')\n",
    "pos13 = nx.kamada_kawai_layout(G13)\n",
    "nx.draw_networkx_nodes(G13, pos13, node_color='white', \n",
    "                       node_size=ns, linewidths=3.9,\n",
    "                       alpha=0.98).set_edgecolor(cols[3])\n",
    "nx.draw_networkx_edges(G13, pos13, edge_color=\"#333333\",\n",
    "                       width=2.95, alpha=0.98)\n",
    "ax.text(0.29, 0.745, \"Barabási-Albert\",\n",
    "        ha='left', rotation=0, wrap=True, size=26)\n",
    "\n",
    "plt.axes([0.695, 0.675, 0.205, 0.205])\n",
    "G14 = nx.star_graph(30)\n",
    "plt.axis('off')\n",
    "pos14 = nx.spring_layout(G14)\n",
    "nx.draw_networkx_nodes(G14, pos14, node_color='white',\n",
    "                       node_size=ns, linewidths=3.9,\n",
    "                       alpha=0.98).set_edgecolor(cols[4])\n",
    "nx.draw_networkx_edges(G14, pos14, edge_color=\"#333333\", \n",
    "                       width=2.95, alpha=0.98)\n",
    "ax.text(0.86, 0.745, \"Star Network\", \n",
    "        ha='left', rotation=0, wrap=True, size=26)\n",
    "\n",
    "plt.axes([0.1, 0.1, 0.2, 0.2])\n",
    "plt.axis('off')\n",
    "string10 = r'$\\rm EI = determinism - degeneracy$'\n",
    "string21 = r'$\\rm determinism$'\n",
    "string22 = r'$= \\log_2(N) - $'+\\\n",
    "           r'$\\langle H(W_i^{out}) \\rangle$'\n",
    "string31 = r'$\\rm degeneracy$'\n",
    "string32 = r'$\\hspace{0.6cm}= \\log_2(N) - $'+\\\n",
    "           r'$H(\\langle W_{i}^{out} \\rangle)$'\n",
    "\n",
    "ax.text(0.305, 0.1980, string10, ha='left', \n",
    "        rotation=0, wrap=True, size=42)\n",
    "ax.text(0.315, 0.1010, string21, ha='left', \n",
    "        rotation=0, wrap=True, size=36)\n",
    "ax.text(0.593, 0.0850, string22, ha='left', \n",
    "        rotation=0, wrap=True, size=36)\n",
    "ax.text(0.345, -.0070, string31, ha='left', \n",
    "        rotation=0, wrap=True, size=36)\n",
    "ax.text(0.593, -.0240, string32, ha='left', \n",
    "        rotation=0, wrap=True, size=36)\n",
    "ax.text(0.305, 0.1980, string10, ha='left', \n",
    "        rotation=0, wrap=True, size=42)\n",
    "ax.text(0.315, 0.1010, string21, ha='left', \n",
    "        rotation=0, wrap=True, size=36)\n",
    "ax.text(0.593, 0.0850, string22, ha='left', \n",
    "        rotation=0, wrap=True, size=36)\n",
    "ax.text(0.345, -.0070, string31, ha='left', \n",
    "        rotation=0, wrap=True, size=36)\n",
    "ax.text(0.593, -.0240, string32, ha='left', \n",
    "        rotation=0, wrap=True, size=36)\n",
    "\n",
    "ax.grid(True, linestyle='-', color='#999999', linewidth=3.0, alpha=0.4)\n",
    "ax.set_xlabel(\"Degeneracy\", size=37, labelpad=-40)\n",
    "ax.set_ylabel(\"Determinism\", size=37, labelpad=-40)\n",
    "ax.set_xticklabels(\n",
    "    labels=['','minimally\\n degenerate','','','',\n",
    "            '','','','maximally\\n degenerate',''],size=24)\n",
    "ax.set_xticks(ticks=np.linspace(-0.2,1.2,num=10))\n",
    "ax.set_yticklabels(\n",
    "    labels=['','','minimally  \\n deterministic  ','','',\n",
    "            '','','','   maximally\\n   deterministic'], \n",
    "            size=24, rotation='vertical')\n",
    "ax.set_yticks(ticks=np.linspace(-0.2,1.2,num=10))\n",
    "ax.set_xlim(-0.135,1.135)\n",
    "ax.set_ylim(-0.135,1.135)\n",
    "\n",
    "if save:\n",
    "    plt.savefig(\n",
    "        where_to_save_pngs+\\\n",
    "        \"EffectiveInformation_DetermDegen_Canonical.png\", \n",
    "        bbox_inches='tight', dpi=425)\n",
    "    plt.savefig(\n",
    "        where_to_save_pdfs+\\\n",
    "        \"EffectiveInformation_DetermDegen_Canonical.pdf\", \n",
    "        bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## End of Chapter 03. In [Chapter 04](https://nbviewer.jupyter.org/github/jkbren/einet/blob/master/code/Chapter%2004%20-%20Effective%20Information%20in%20Real%20Networks.ipynb) we'll look at $EI$ in real networks.\n",
    "_______________"
   ]
  }
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