theta_oscillation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import nengo\n",
    "from nengo.utils.matplotlib import rasterplot\n",
    "from nengo.processes import Piecewise\n",
    "from nengo.dists import Uniform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model_type = 'group'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "using group\n"
     ]
    }
   ],
   "source": [
    "# Create the model\n",
    "# Create the model object\n",
    "\n",
    "n_pyr = 2000\n",
    "dim_pyr_net = 1\n",
    "\n",
    "n_pv = 100\n",
    "dim_pv_net = 1\n",
    "\n",
    "if model_type == 'group':\n",
    "    print('using group')\n",
    "    rng = np.random.RandomState(seed=10)\n",
    "    \n",
    "    model = nengo.Network(label='theta oscillator by group')\n",
    "    with model:\n",
    "        pyr_net = nengo.Ensemble(\n",
    "            n_pyr,\n",
    "            dimensions=dim_pyr_net\n",
    "        )\n",
    "        pv_net = nengo.Ensemble(\n",
    "            n_pv,\n",
    "            dimensions=dim_pv_net\n",
    "        )\n",
    "        \n",
    "else:\n",
    "    model = nengo.Network(label='theta oscillator')\n",
    "    with model:\n",
    "        # Create the ensembles for theta oscillator\n",
    "        pyr_net = {}\n",
    "        for i in range(n_pyr):\n",
    "            pyr_net[i] = nengo.Ensemble(\n",
    "                1,\n",
    "                dimensions=dim_pyr_net,\n",
    "#                max_rates=Uniform(0, 600)\n",
    "            )\n",
    "        pv_net = {}\n",
    "        for i in range(n_pv):\n",
    "            pv_net[i] = nengo.Ensemble(\n",
    "                1,\n",
    "                dimensions=dim_pv_net,\n",
    "#                max_rates=Uniform(0, 60)\n",
    "            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Input\n",
    "# A brief input signal is provided to trigger the oscillatory behavior of the neural representation.\n",
    "\n",
    "with model:\n",
    "    # Create an input signal\n",
    "    input_signal = nengo.Node(lambda t: 1 if t < 0.1 else 0)\n",
    "#    input_signal = nengo.Node(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "using group\n"
     ]
    }
   ],
   "source": [
    "# Connection\n",
    "rng = np.random.RandomState(seed=100)\n",
    "\n",
    "c_pyr_pyr = 0.01\n",
    "c_pv_pv = 0.12\n",
    "c_pyr_pv = 0.05\n",
    "c_pv_pyr = 0.4\n",
    "\n",
    "reduction_factor = 0.0045\n",
    "syn_pyr_pyr = 0.5 * reduction_factor\n",
    "syn_pv_pv = 0.12 * reduction_factor\n",
    "syn_pyr_pv = 0.37 * reduction_factor\n",
    "syn_pv_pyr = 0.3 * reduction_factor\n",
    "\n",
    "\n",
    "def get_connection_matrix(n_pre, n_post, exicit_conn, inhib_conn):\n",
    "    pre_post = np.zeros((n_pre, n_post))\n",
    "    pre_post[rng.rand(n_pre, n_post) <= exicit_conn] = 1\n",
    "    pre_post[rng.rand(n_pre, n_post) <= inhib_conn] = -1\n",
    "    \n",
    "    return np.transpose(pre_post)\n",
    "\n",
    "    \n",
    "if model_type == 'group':\n",
    "    print('using group')\n",
    "    \n",
    "    cm_pyr_pyr = get_connection_matrix(n_pyr, n_pyr, c_pyr_pyr, 0)\n",
    "    cm_pyr_pv = get_connection_matrix(n_pyr, n_pv, c_pyr_pv, 0)\n",
    "    cm_pv_pv = get_connection_matrix(n_pv, n_pv, 0, c_pv_pv)\n",
    "    cm_pv_pyr = get_connection_matrix(n_pv, n_pyr, 0, c_pv_pyr)\n",
    "    \n",
    "    with model:\n",
    "        nengo.Connection(\n",
    "            input_signal, pyr_net,\n",
    "            synapse=0.01\n",
    "        )\n",
    "        nengo.Connection(\n",
    "            pyr_net.neurons, pyr_net.neurons,\n",
    "            transform=cm_pyr_pyr,\n",
    "            synapse=syn_pyr_pyr\n",
    "        )\n",
    "        nengo.Connection(\n",
    "            pyr_net.neurons, pv_net.neurons,\n",
    "            transform=cm_pyr_pv,\n",
    "            synapse=syn_pyr_pv\n",
    "        )\n",
    "        nengo.Connection(\n",
    "            pv_net.neurons, pv_net.neurons,\n",
    "            transform=cm_pv_pv,\n",
    "            synapse=syn_pv_pv\n",
    "        )\n",
    "        nengo.Connection(\n",
    "            pv_net.neurons, pyr_net.neurons,\n",
    "            transform=cm_pv_pyr,\n",
    "            synapse=syn_pv_pyr\n",
    "        )\n",
    "        \n",
    "\n",
    "else:\n",
    "    cm_pyr_pyr = np.random.choice(\n",
    "        [0, 1],\n",
    "        size=(n_pyr, n_pyr), \n",
    "        p=[1-c_pyr_pyr, c_pyr_pyr]\n",
    "    )\n",
    "    cm_pv_pv = np.random.choice(\n",
    "        [0, 1],\n",
    "        size=(n_pv, n_pv),\n",
    "        p=[1-c_pv_pv, c_pv_pv]\n",
    "    )\n",
    "    cm_pyr_pv = np.random.choice(\n",
    "        [0, 1],\n",
    "        size=(n_pyr, n_pv),\n",
    "        p=[1-c_pyr_pv, c_pyr_pv]\n",
    "    )\n",
    "    cm_pv_pyr = np.random.choice(\n",
    "        [0, 1],\n",
    "        size=(n_pv, n_pyr),\n",
    "        p=[1-c_pv_pyr, c_pv_pyr]\n",
    "    )\n",
    "    print('pyr-pyr connection number: {}'.format(np.count_nonzero(cm_pyr_pyr)))\n",
    "    print('pv-pv   connection number: {}'.format(np.count_nonzero(cm_pv_pv)))\n",
    "    print('pyr-pv  connection number: {}'.format(np.count_nonzero(cm_pyr_pv)))\n",
    "    print('pv-pyr  connection number: {}'.format(np.count_nonzero(cm_pv_pyr)))\n",
    "    \n",
    "    with model:\n",
    "        # Connect the input signal to the neural ensemble\n",
    "        for i, j in np.transpose(np.nonzero(cm_pyr_pyr)):\n",
    "            nengo.Connection(\n",
    "                pyr_net[i].neurons, pyr_net[j].neurons,\n",
    "                synapse=syn_pyr_pyr\n",
    "            )\n",
    "        for i, j in np.transpose(np.nonzero(cm_pv_pv)):\n",
    "            nengo.Connection(\n",
    "                pv_net[i].neurons, pv_net[j].neurons, \n",
    "                transform=[[-2]],\n",
    "                synapse=syn_pv_pv\n",
    "            )\n",
    "        for i, j in np.transpose(np.nonzero(cm_pyr_pv)):\n",
    "            nengo.Connection(\n",
    "                pyr_net[i].neurons, pv_net[j].neurons,\n",
    "                synapse=syn_pyr_pv\n",
    "            )\n",
    "        for i, j in np.transpose(np.nonzero(cm_pv_pyr)):\n",
    "            nengo.Connection(\n",
    "                pv_net[i].neurons, pyr_net[j].neurons, \n",
    "                transform=[[-2]],\n",
    "                synapse=syn_pv_pyr\n",
    "            )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Probe\n",
    "if model_type == 'group':\n",
    "    with model:\n",
    "        input_probe = nengo.Probe(input_signal)\n",
    "        pyr_probe= nengo.Probe(pyr_net, synapse=0.1)\n",
    "        pyr_spikes= nengo.Probe(pyr_net.neurons)\n",
    "\n",
    "        pv_probe = nengo.Probe(pv_net, synapse=0.1)\n",
    "        pv_spikes = nengo.Probe(pv_net.neurons)\n",
    "    \n",
    "else:\n",
    "    with model:\n",
    "        input_probe = nengo.Probe(input_signal, 'output')\n",
    "\n",
    "        pyr_probe = {}\n",
    "        pyr_spikes = {}\n",
    "        for i in range(n_pyr):\n",
    "            pyr_probe[i] = nengo.Probe(pyr_net[i], synapse=0.1)\n",
    "            pyr_spikes[i] = nengo.Probe(pyr_net[i].neurons)\n",
    "\n",
    "        pv_probe = {}\n",
    "        pv_spikes = {}\n",
    "        for i in range(n_pv):\n",
    "            pv_probe[i] = nengo.Probe(pv_net[i], synapse=0.1)\n",
    "            pv_spikes[i] = nengo.Probe(pv_net[i].neurons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {
    "scrolled": true
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       "                            100% { background-position: 100px 0; }\n",
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       "                    </style>\n",
       "                    &nbsp;\n",
       "                  </div>\n",
       "                </div>"
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
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       "                  text.innerHTML = 'Simulating&hellip; 6%, ETA: 0:00:36';\n",
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       "                fill.style.transition = 'width 0.1s linear';\n",
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       "\n",
       "            fill.style.width = '6.4399999999999995%';\n",
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       "            fill.style.backgroundImage = 'none'\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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    {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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       "\n",
       "                  text.innerHTML = 'Simulating&hellip; 10%, ETA: 0:00:31';\n",
       "                  \n",
       "            if (10.02 > 0.) {\n",
       "                fill.style.transition = 'width 0.1s linear';\n",
       "            } else {\n",
       "                fill.style.transition = 'none';\n",
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       "\n",
       "            fill.style.width = '10.02%';\n",
       "            fill.style.animation = 'none';\n",
       "            fill.style.backgroundImage = 'none'\n",
       "        \n",
       "                  \n",
       "              })();\n",
       "        "
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      "text/plain": [
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    {
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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      "text/plain": [
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     "metadata": {},
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       "                    border-radius: 4px;\n",
       "                    text-align: center;\n",
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       "                  <div class=\"pb-text\" style=\"\n",
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      "text/plain": [
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "metadata": {},
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       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
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    {
     "data": {
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       "              (function () {\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
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       "                  text.innerHTML = 'Simulating&hellip; 19%, ETA: 0:00:25';\n",
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       "            if (18.54 > 0.) {\n",
       "                fill.style.transition = 'width 0.1s linear';\n",
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       "                fill.style.transition = 'none';\n",
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       "\n",
       "            fill.style.width = '18.54%';\n",
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       "            fill.style.backgroundImage = 'none'\n",
       "        \n",
       "                  \n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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       "                    text-align: center;\n",
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       "                  <div class=\"pb-text\" style=\"\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "\n",
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       "            fill.style.backgroundImage = 'none'\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
       "\n",
       "                  text.innerHTML = 'Simulating&hellip; 20%, ETA: 0:00:24';\n",
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       "            if (19.56 > 0.) {\n",
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       "\n",
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       "            fill.style.backgroundImage = 'none'\n",
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       "                  \n",
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       "        "
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      "text/plain": [
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     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      ],
      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
       "\n",
       "                  text.innerHTML = 'Simulating&hellip; 20%, ETA: 0:00:25';\n",
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       "            if (19.68 > 0.) {\n",
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
     "output_type": "display_data"
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     "data": {
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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       "\n",
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      "text/plain": [
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     },
     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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     "data": {
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       "\n",
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       "\n",
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       "            fill.style.backgroundImage = 'none'\n",
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      "text/plain": [
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "\n",
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       "\n",
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      "text/plain": [
       "<IPython.core.display.Javascript object>"
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     },
     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "\n",
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       "            fill.style.animation = 'none';\n",
       "            fill.style.backgroundImage = 'none'\n",
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       "                      background-color: #bdd2e6;\n",
       "                      width: 0%;\">\n",
       "                    <style type=\"text/css\" scoped=\"scoped\">\n",
       "                        @keyframes pb-fill-anim {\n",
       "                            0% { background-position: 0 0; }\n",
       "                            100% { background-position: 100px 0; }\n",
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       "                    &nbsp;\n",
       "                  </div>\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "            if (30.0 > 0.) {\n",
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "data": {
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      "text/plain": [
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     "metadata": {},
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    {
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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     "data": {
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      "text/plain": [
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     },
     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "data": {
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
     "output_type": "display_data"
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     "data": {
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       "\n",
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "data": {
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       "\n",
       "              (function () {\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
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       "            if (36.86 > 0.) {\n",
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       "                fill.style.transition = 'none';\n",
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       "            fill.style.backgroundImage = 'none'\n",
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     "metadata": {},
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    {
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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    {
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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    {
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       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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       "                </div>"
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "\n",
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       "            fill.style.backgroundImage = 'none'\n",
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      "text/plain": [
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     "metadata": {},
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    {
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       "                  <div class=\"pb-text\" style=\"\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
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     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     },
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "metadata": {},
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    {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "metadata": {},
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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       "\n",
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       "                    0%\n",
       "                  </div>\n",
       "                  <div class=\"pb-fill\" style=\"\n",
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       "                    <style type=\"text/css\" scoped=\"scoped\">\n",
       "                        @keyframes pb-fill-anim {\n",
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       "                            100% { background-position: 100px 0; }\n",
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       "                  </div>\n",
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      "text/plain": [
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "metadata": {},
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    {
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
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    {
     "data": {
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       "\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "data": {
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
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     "metadata": {},
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     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     },
     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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       "\n",
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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     "data": {
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       "\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
       "\n",
       "                  text.innerHTML = 'Simulating&hellip; 70%, ETA: 0:00:06';\n",
       "                  \n",
       "            if (70.46 > 0.) {\n",
       "                fill.style.transition = 'width 0.1s linear';\n",
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       "                fill.style.transition = 'none';\n",
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       "\n",
       "            fill.style.width = '70.46%';\n",
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       "            fill.style.backgroundImage = 'none'\n",
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       "                  \n",
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       "        "
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      "text/plain": [
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     "metadata": {},
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    {
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       "\n",
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      "text/plain": [
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     "metadata": {},
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       "\n",
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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     "data": {
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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     "data": {
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
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       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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     "metadata": {},
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    {
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       "\n",
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      "text/plain": [
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     "metadata": {},
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     "metadata": {},
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       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     "metadata": {},
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       "\n",
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       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
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     },
     "metadata": {},
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
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    {
     "data": {
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       "\n",
       "              (function () {\n",
       "                  var root = document.getElementById('f2b7fe3c-19cd-47bd-9c41-9065582f3260');\n",
       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
       "\n",
       "                  text.innerHTML = 'Simulating&hellip; 85%, ETA: 0:00:03';\n",
       "                  \n",
       "            if (85.36 > 0.) {\n",
       "                fill.style.transition = 'width 0.1s linear';\n",
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       "                fill.style.transition = 'none';\n",
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       "\n",
       "            fill.style.width = '85.36%';\n",
       "            fill.style.animation = 'none';\n",
       "            fill.style.backgroundImage = 'none'\n",
       "        \n",
       "                  \n",
       "              })();\n",
       "        "
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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       "                    border-radius: 4px;\n",
       "                    text-align: center;\n",
       "                    position: relative;\">\n",
       "                  <div class=\"pb-text\" style=\"\n",
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       "                  <div class=\"pb-fill\" style=\"\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "application/javascript": [
       "\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "                  text.innerHTML = 'Simulating&hellip; 86%, ETA: 0:00:03';\n",
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       "            if (86.18 > 0.) {\n",
       "                fill.style.transition = 'width 0.1s linear';\n",
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       "\n",
       "            fill.style.width = '86.18%';\n",
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       "            fill.style.backgroundImage = 'none'\n",
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       "                  \n",
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       "        "
      ],
      "text/plain": [
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     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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       "                  <div class=\"pb-text\" style=\"\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "\n",
       "                  text.innerHTML = 'Simulating&hellip; 87%, ETA: 0:00:03';\n",
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       "            if (86.94 > 0.) {\n",
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       "\n",
       "            fill.style.width = '86.94%';\n",
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       "            fill.style.backgroundImage = 'none'\n",
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       "                  \n",
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       "        "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
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     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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       "                    border-radius: 4px;\n",
       "                    text-align: center;\n",
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       "                  <div class=\"pb-text\" style=\"\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "              (function () {\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "\n",
       "                  text.innerHTML = 'Simulating&hellip; 88%, ETA: 0:00:03';\n",
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       "            if (87.74 > 0.) {\n",
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       "                fill.style.transition = 'none';\n",
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       "\n",
       "            fill.style.width = '87.74%';\n",
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       "            fill.style.backgroundImage = 'none'\n",
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       "                  \n",
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       "        "
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      "text/plain": [
       "<IPython.core.display.Javascript object>"
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "\n",
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       "                  \n",
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       "        "
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      "text/plain": [
       "<IPython.core.display.Javascript object>"
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     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
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       "\n",
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      "text/plain": [
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "                  text.innerHTML = 'Simulating&hellip; 90%, ETA: 0:00:02';\n",
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      "text/plain": [
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     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "\n",
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       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
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       "                  text.innerHTML = 'Simulating&hellip; 91%, ETA: 0:00:02';\n",
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       "\n",
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       "        "
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      "text/plain": [
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     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "\n",
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       "\n",
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       "        "
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      "text/plain": [
       "<IPython.core.display.Javascript object>"
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     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "\n",
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      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "\n",
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       "                  text.innerHTML = 'Simulating&hellip; 92%, ETA: 0:00:02';\n",
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       "\n",
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       "            fill.style.animation = 'none';\n",
       "            fill.style.backgroundImage = 'none'\n",
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       "                  \n",
       "              })();\n",
       "        "
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      "text/plain": [
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      "text/plain": [
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       "                  <div class=\"pb-fill\" style=\"\n",
       "                      background-color: #bdd2e6;\n",
       "                      width: 0%;\">\n",
       "                    <style type=\"text/css\" scoped=\"scoped\">\n",
       "                        @keyframes pb-fill-anim {\n",
       "                            0% { background-position: 0 0; }\n",
       "                            100% { background-position: 100px 0; }\n",
       "                        }\n",
       "                    </style>\n",
       "                    &nbsp;\n",
       "                  </div>\n",
       "                </div>"
      ],
      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "              (function () {\n",
       "                  var root = document.getElementById('f2b7fe3c-19cd-47bd-9c41-9065582f3260');\n",
       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
       "\n",
       "                  text.innerHTML = 'Simulating&hellip; 99%, ETA: 0:00:01';\n",
       "                  \n",
       "            if (99.16 > 0.) {\n",
       "                fill.style.transition = 'width 0.1s linear';\n",
       "            } else {\n",
       "                fill.style.transition = 'none';\n",
       "            }\n",
       "\n",
       "            fill.style.width = '99.16%';\n",
       "            fill.style.animation = 'none';\n",
       "            fill.style.backgroundImage = 'none'\n",
       "        \n",
       "                  \n",
       "              })();\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <div id=\"f2b7fe3c-19cd-47bd-9c41-9065582f3260\" style=\"\n",
       "                    width: 100%;\n",
       "                    border: 1px solid #cfcfcf;\n",
       "                    border-radius: 4px;\n",
       "                    text-align: center;\n",
       "                    position: relative;\">\n",
       "                  <div class=\"pb-text\" style=\"\n",
       "                      position: absolute;\n",
       "                      width: 100%;\">\n",
       "                    0%\n",
       "                  </div>\n",
       "                  <div class=\"pb-fill\" style=\"\n",
       "                      background-color: #bdd2e6;\n",
       "                      width: 0%;\">\n",
       "                    <style type=\"text/css\" scoped=\"scoped\">\n",
       "                        @keyframes pb-fill-anim {\n",
       "                            0% { background-position: 0 0; }\n",
       "                            100% { background-position: 100px 0; }\n",
       "                        }\n",
       "                    </style>\n",
       "                    &nbsp;\n",
       "                  </div>\n",
       "                </div>"
      ],
      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "              (function () {\n",
       "                  var root = document.getElementById('f2b7fe3c-19cd-47bd-9c41-9065582f3260');\n",
       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
       "\n",
       "                  text.innerHTML = 'Simulating&hellip; 100%, ETA: 0:00:01';\n",
       "                  \n",
       "            if (99.7 > 0.) {\n",
       "                fill.style.transition = 'width 0.1s linear';\n",
       "            } else {\n",
       "                fill.style.transition = 'none';\n",
       "            }\n",
       "\n",
       "            fill.style.width = '99.7%';\n",
       "            fill.style.animation = 'none';\n",
       "            fill.style.backgroundImage = 'none'\n",
       "        \n",
       "                  \n",
       "              })();\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <div id=\"f2b7fe3c-19cd-47bd-9c41-9065582f3260\" style=\"\n",
       "                    width: 100%;\n",
       "                    border: 1px solid #cfcfcf;\n",
       "                    border-radius: 4px;\n",
       "                    text-align: center;\n",
       "                    position: relative;\">\n",
       "                  <div class=\"pb-text\" style=\"\n",
       "                      position: absolute;\n",
       "                      width: 100%;\">\n",
       "                    0%\n",
       "                  </div>\n",
       "                  <div class=\"pb-fill\" style=\"\n",
       "                      background-color: #bdd2e6;\n",
       "                      width: 0%;\">\n",
       "                    <style type=\"text/css\" scoped=\"scoped\">\n",
       "                        @keyframes pb-fill-anim {\n",
       "                            0% { background-position: 0 0; }\n",
       "                            100% { background-position: 100px 0; }\n",
       "                        }\n",
       "                    </style>\n",
       "                    &nbsp;\n",
       "                  </div>\n",
       "                </div>"
      ],
      "text/plain": [
       "HtmlProgressBar cannot be displayed. Please use the TerminalProgressBar. It can be enabled with `nengo.rc.set('progress', 'progress_bar', 'nengo.utils.progress.TerminalProgressBar')`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "              (function () {\n",
       "                  var root = document.getElementById('f2b7fe3c-19cd-47bd-9c41-9065582f3260');\n",
       "                  var text = root.getElementsByClassName('pb-text')[0];\n",
       "                  var fill = root.getElementsByClassName('pb-fill')[0];\n",
       "\n",
       "                  text.innerHTML = 'Simulation finished in 0:00:19.';\n",
       "                  \n",
       "            if (100.0 > 0.) {\n",
       "                fill.style.transition = 'width 0.1s linear';\n",
       "            } else {\n",
       "                fill.style.transition = 'none';\n",
       "            }\n",
       "\n",
       "            fill.style.width = '100.0%';\n",
       "            fill.style.animation = 'none';\n",
       "            fill.style.backgroundImage = 'none'\n",
       "        \n",
       "                  \n",
       "                fill.style.animation = 'none';\n",
       "                fill.style.backgroundImage = 'none';\n",
       "            \n",
       "              })();\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run the model\n",
    "with nengo.Simulator(model) as sim:\n",
    "    # Run it for 5 seconds\n",
    "    sim.run(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_rasters(t, data):\n",
    "    plt.figure(figsize=(10, 20))\n",
    "    plt.subplot(2, 1, 1)\n",
    "    rasterplot(t, data[pyr_spikes])\n",
    "    plt.xticks(())\n",
    "    plt.ylabel(\"pyr neuron number\")\n",
    "    plt.subplot(2, 1, 2)\n",
    "    rasterplot(t, data[pv_spikes])\n",
    "    plt.ylabel(\"pv neuron number\")\n",
    "    plt.xlabel(\"Time (s)\")\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3BehYULHNR7c/TILEsKNxGD5NgCHZ0PNI+dIVf4FHOzDYGYKWhTA+JcBHSUab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\n5Th/oS0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x134980668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(sim.trange(), sim.data[input_probe], label=\"Input signal\")\n",
    "plt.plot(sim.trange(), sim.data[pyr_probe], label=\"PYR decoding\")\n",
    "plt.plot(sim.trange(), sim.data[pv_probe], label=\"PV decoding\")\n",
    "plt.legend(loc=\"best\")\n",
    "plt.xlim(0, 1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pyr-pyr connection ratio, number: 0.01 40174\n",
      "pv-pv   connection ratio, number: 0.12 1133\n",
      "pyr-pv  connection ratio, number: 0.05 9938\n",
      "pv-pyr  connection ratio, number: 0.4 79702\n",
      "pyr-pyr synaptic strength: 0.00225\n",
      "pv-pv synaptic strength: 0.0005399999999999999\n",
      "pyr-pv synaptic strength: 0.0016649999999999998\n",
      "pv-pyr synaptic strength: 0.0013499999999999999\n"
     ]
    },
    {
     "data": {
      "image/png": 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K+XpmfjYivhERpyPiA6WUM71V3Rhnz4hxXkR8sfezoOeedaAZAIDFG6QgH8/M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\ntbfOn+lbBgAAllSe/d7bCFac+aMR8Z8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21baZp+NqcuAAAAAAAAKiHvfyjkUSL6MyL6cyIq55mGjFw0a1Ypdm/vv6QjY/Ig+eu0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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x128a967f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('pyr-pyr connection ratio, number: {} {}'.format(\n",
    "    c_pyr_pyr, np.count_nonzero(cm_pyr_pyr)))\n",
    "print('pv-pv   connection ratio, number: {} {}'.format(\n",
    "    c_pv_pv, np.count_nonzero(cm_pv_pv)))\n",
    "print('pyr-pv  connection ratio, number: {} {}'.format(\n",
    "    c_pyr_pv, np.count_nonzero(cm_pyr_pv)))\n",
    "print('pv-pyr  connection ratio, number: {} {}'.format(\n",
    "    c_pv_pyr, np.count_nonzero(cm_pv_pyr)))\n",
    "\n",
    "print('pyr-pyr synaptic strength: {}'.format(syn_pyr_pyr))\n",
    "print('pv-pv synaptic strength: {}'.format(syn_pv_pv))\n",
    "print('pyr-pv synaptic strength: {}'.format(syn_pyr_pv))\n",
    "print('pv-pyr synaptic strength: {}'.format(syn_pv_pyr))\n",
    "\n",
    "t = sim.trange()\n",
    "plot_rasters(t, sim.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}