{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "55b31aa4",
   "metadata": {},
   "source": [
    "# Auditory Stimuli Inputs using FilterNet\n",
    "\n",
    "* Allows users to use audio wav files as stimuli for virtual neurons with filters that detect spectral and temporal modulation\n",
    "\n",
    "* Users need to install pycochleagram to run this\n",
    "https://github.com/mcdermottLab/pycochleagram\n",
    "https://readthedocs.org/projects/pycochleagram/\n",
    "\n",
    "In the first part of the tutorial, we will make a simple auditory filter virtual neuron. For convenience, we will clone it five times to simulate 5 trials for the creation of a peristimulus time histogram.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c729f245",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Invalid MIT-MAGIC-COOKIE-1 keyWARNING:root:Configuration file /home/ping/bmtk_change/bmtk/docs/tutorial/sim_aud/config.json already exists, skipping. Please delete existing file, use a different name, or use overwrite_config=True.\n",
      "WARNING:root:Configuration file /home/ping/bmtk_change/bmtk/docs/tutorial/sim_aud/circuit_config.json already exists, skipping. Please delete existing file, use a different name, or use overwrite_config=True.\n",
      "WARNING:root:Configuration file /home/ping/bmtk_change/bmtk/docs/tutorial/sim_aud/simulation_config.json already exists, skipping. Please delete existing file, use a different name, or use overwrite_config=True.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:07,272 [INFO] Created log file\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Created log file\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here\n",
      "[0.00000000e+00 3.29638634e-01 6.59277267e-01 ... 7.99934072e+03\n",
      " 7.99967036e+03 8.00000000e+03]\n",
      "(24270,)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ping/venv/bmtk_env/lib/python3.8/site-packages/pycochleagram-0.1-py3.8.egg/pycochleagram/cochleagram.py:128: RuntimeWarning: input arg \"hi_lim\" exceeds nyquist limit for max frequency; ignore with \"strict=False\"\n",
      "  filts, hz_cutoffs, freqs = erb.make_erb_cos_filters_nx(batch_signal.shape[1],\n",
      "/home/ping/venv/bmtk_env/lib/python3.8/site-packages/pycochleagram-0.1-py3.8.egg/pycochleagram/cochleagram.py:135: RuntimeWarning: divide by zero encountered in log10\n",
      "  freqs_to_plot = np.log10(freqs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:19,526 [INFO] Normalizing auditory input to (-1.0, 1.0).\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Normalizing auditory input to (-1.0, 1.0).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:19,530 [INFO] Building cells.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Building cells.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:19,544 [INFO] Evaluating rates.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Evaluating rates.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:21,298 [INFO] Max firing rate: 75.98156305803069\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Max firing rate: 75.98156305803069\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:21,307 [INFO] Done.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Done.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from bmtk.builder import NetworkBuilder\n",
    "import shutil\n",
    "import os\n",
    "\n",
    "# Clear existing outputs and network files if rerunning\n",
    "if os.path.exists('./sim_aud/output'):\n",
    "    shutil.rmtree('./sim_aud/output')\n",
    "if os.path.exists('./sim_aud/network'):\n",
    "    shutil.rmtree('./sim_aud/network')\n",
    "    \n",
    "# Add a single node and plot its properties and response to the sound   \n",
    "\n",
    "net = NetworkBuilder('aud')  # Initialize network called 'aud'\n",
    "\n",
    "net.add_nodes(\n",
    "    N = 5,\n",
    "    model_type='virtual',\n",
    "    model_template='audmodel:AUD_filt',\n",
    "    y = 4,      # log2(center frequency/50 Hz)\n",
    "    t_mod_freq = 5.0,\n",
    "    sp_mod_freq = 0.0,\n",
    "    delay = 5,      # ms\n",
    "    dynamics_params='AUD_filt_partial.json',\n",
    "    plot_filt = True\n",
    ")\n",
    "\n",
    "# Create and save the network\n",
    "net.build()\n",
    "net.save_nodes(output_dir='sim_aud/network')\n",
    "\n",
    "from bmtk.utils.sim_setup import build_env_filternet\n",
    "\n",
    "build_env_filternet(\n",
    "    base_dir='sim_aud', \n",
    "    network_dir='sim_aud/network', \n",
    "    tstop=3000.0,                   # run the simulation for 3 seconds \n",
    "    include_examples=True)          # includes example model files which we'll use in this tutorial\n",
    "    \n",
    "from bmtk.simulator import filternet\n",
    "\n",
    "config = filternet.Config.from_json('sim_aud/config.json')\n",
    "config.build_env()\n",
    "net = filternet.FilterNetwork.from_config(config)\n",
    "sim = filternet.FilterSimulator.from_config(config, net)\n",
    "sim.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bbd11291",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_350175/795480387.py:10: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
      "  ax0.pcolormesh(times*1000, frequencies/1000, np.log(spectrogram))\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bmtk.analyzer.spike_trains import plot_raster\n",
    "from scipy import signal\n",
    "from scipy.io import wavfile\n",
    "\n",
    "fig, ax0 = plt.subplots(1, 1, figsize = (6,4.5),sharex=True)\n",
    "\n",
    "sample_rate, samples = wavfile.read('sim_aud/audio/sa1.wav')\n",
    "frequencies, times, spectrogram = signal.spectrogram(samples, sample_rate)\n",
    "\n",
    "ax0.pcolormesh(times*1000, frequencies/1000, np.log(spectrogram))\n",
    "ax0.set_ylabel('Frequency [kHz]')\n",
    "ax0.set_xlabel('Time [ms]')\n",
    "ax0.set_xlim((0,3000))\n",
    "\n",
    "figr = plot_raster(config_file='sim_aud/config.json', group_by='model_template')\n",
    "figr.set_figwidth(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11fdf5b3",
   "metadata": {},
   "source": [
    "Let's take a look in the simulation_config.json file, where the stimulus is controlled:\n",
    "\n",
    "```json\n",
    "\"inputs\": {\n",
    "  \"movie\": {\n",
    "      \"input_type\": \"audio\",\n",
    "      \"module\": \"wav_file\",\n",
    "      \"data_file\": \"$BASE_DIR/audio/sa1.wav\",\n",
    "      \"normalize\": \"full\",\n",
    "      \"interp_to_freq\": true,\n",
    "      \"padding\": \"edge\"\n",
    "   }\n",
    "}\n",
    "``` \n",
    "\n",
    "To change the stimulus to a WAV file of your choice, point to the relative path of the file under \"data_file\". "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "b6c384b8",
   "metadata": {},
   "source": [
    "The filter carrier consists of a sinusoidal modulation in 2D akin to a plane wave. This carrier is multiplied by a Gaussian envelope in the spectral axis and an asymmetric scaled gamma distribution function in the temporal axis to allow for faster onset of responses and a slower tail decay. \n",
    "\n",
    "Filters with very little spectral modulation have a \"vertical\" appearance and respond preferentially to broadband temporal edges such as sound onsets. Filters with very little temporal modulation have a \"horizontal\" appearance and respond preferentially to sustained spectral edges. If the nodes are ordered by their center frequencies, we can construct different \"views\" of the stimulus (speech in this case) through these different types of filters.\n",
    "\n",
    "<div>\n",
    "<img src=\"_static/_tutorial_images/Filters_sp_t_mod.png\" width=\"800\" align=\"left\" style=\"margin-left:5px\\\"/>\n",
    "</div>\n",
    "\n",
    "![Responses](_static/_tutorial_images/Responses_to_diff_scales_and_orientations.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6480e56d",
   "metadata": {},
   "source": [
    "Now we will build a larger bank of filters with randomly assigned properties. Beware that if n_filts is set larger, the code could take a long time to run in the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4a7a6042",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:21,719 [INFO] Created log file\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Created log file\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here\n",
      "[0.00000000e+00 3.29638634e-01 6.59277267e-01 ... 7.99934072e+03\n",
      " 7.99967036e+03 8.00000000e+03]\n",
      "(24270,)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ping/venv/bmtk_env/lib/python3.8/site-packages/pycochleagram-0.1-py3.8.egg/pycochleagram/cochleagram.py:128: RuntimeWarning: input arg \"hi_lim\" exceeds nyquist limit for max frequency; ignore with \"strict=False\"\n",
      "  filts, hz_cutoffs, freqs = erb.make_erb_cos_filters_nx(batch_signal.shape[1],\n",
      "/home/ping/venv/bmtk_env/lib/python3.8/site-packages/pycochleagram-0.1-py3.8.egg/pycochleagram/cochleagram.py:135: RuntimeWarning: divide by zero encountered in log10\n",
      "  freqs_to_plot = np.log10(freqs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:33,431 [INFO] Normalizing auditory input to (-1.0, 1.0).\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Normalizing auditory input to (-1.0, 1.0).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:33,435 [INFO] Building cells.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Building cells.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:27:33,619 [INFO] Evaluating rates.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Evaluating rates.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:28:04,374 [INFO] Max firing rate: 76.56796640468757\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Max firing rate: 76.56796640468757\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-28 19:28:04,375 [INFO] Done.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:FilterNetIOUtils:Done.\n"
     ]
    }
   ],
   "source": [
    "n_filts = 100\n",
    "\n",
    "# Frequency range\n",
    "freq_range = np.array([50, 8000])     # min and max center frequencies in Hz\n",
    "\n",
    "# Convert to log scale relative to min frequency\n",
    "logCF_range = np.log2(freq_range/freq_range[0]) \n",
    "\n",
    "# Randomly distribute center frequencies with log uniform distribution\n",
    "logCF_list = np.random.uniform(logCF_range[0], logCF_range[1], size = n_filts)\n",
    "\n",
    "# Sort nodes by ascending center frequency just to facilitate plotting display\n",
    "logCF_list = np.sort(logCF_list)\n",
    "\n",
    "# Best Temporal Modulation Frequencies\n",
    "tmod_freq_range = [0.5, 32]   # min and max temporal modulation rate in Hz\n",
    "tmod_list = np.exp(np.random.uniform(np.log(tmod_freq_range[0]), \n",
    "                               np.log(tmod_freq_range[1]),\n",
    "                               size = n_filts))\n",
    "\n",
    "# Best Spectral Modulation Frequencies\n",
    "spmod_freq_range = [0.125, 2]   # min and max spectral modulation rate in Hz\n",
    "spmod_list = np.exp(np.random.uniform(np.log(spmod_freq_range[0]), \n",
    "                               np.log(spmod_freq_range[1]),\n",
    "                               size = n_filts))\n",
    "\n",
    "# Clear existing outputs and network files if rerunning\n",
    "if os.path.exists('./sim_aud/output'):\n",
    "    shutil.rmtree('./sim_aud/output')\n",
    "if os.path.exists('./sim_aud/network'):\n",
    "    shutil.rmtree('./sim_aud/network')\n",
    "    \n",
    "# Add a single node and plot its properties and response to the sound   \n",
    "\n",
    "net = NetworkBuilder('aud')  # Initialize network called 'aud'\n",
    "\n",
    "net.add_nodes(\n",
    "    N = n_filts,\n",
    "    model_type='virtual',\n",
    "    model_template='audmodel:AUD_filt',\n",
    "    y = logCF_list,\n",
    "    t_mod_freq = tmod_list,\n",
    "    sp_mod_freq = spmod_list,\n",
    "    delay = 5,      # ms\n",
    "    dynamics_params='AUD_filt_partial.json',\n",
    "    plot_filt = True\n",
    ")\n",
    "\n",
    "# Create and save the network\n",
    "net.build()\n",
    "net.save_nodes(output_dir='sim_aud/network')\n",
    "\n",
    "# Run simulation - this can be slow...\n",
    "config = filternet.Config.from_json('sim_aud/config.json')\n",
    "config.build_env()\n",
    "net = filternet.FilterNetwork.from_config(config)\n",
    "sim = filternet.FilterSimulator.from_config(config, net)\n",
    "sim.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ead40362",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_350175/4265489158.py:10: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
      "  ax0.pcolormesh(times*1000, frequencies/1000, np.log(spectrogram))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x252 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bMWfmhH42EZdbrzpej/6qftvKpOQz5SyiccdOEDRDgBTBd5+Kpll3b6PJDVZVPPfcczjggAPwute9Do8++ijuueceAMCBBx6IRx55BK+++ipuu+22vuOPO+443HzzzQCAm266KTq/Y489tt/573jHO7zpvve978X111+PX//61wCAzZs345lnnnGmv2TJEkyaNAkbN27Ehg0b8OSTT+IjH/kIbrvtNuy3334YNWoUfvSjHwHoNBZ33nknjj/++AHpMDOuuuoqbNmyBSeffHJ0OXX2339/7Ny5s1QaZai0wWDmRwB8HsAiAHcCWA3gFeMYBmDtqxHR+US0kohWbt26NTr/Mi8N3bgdkr7tt+9cs9ficus17SzquKJRc2PcgavEdBu2bS+TZt2E1pu6SXnNTj75ZLz88ss49NBDMXfuXBxzzDEAgCuuuAKnnHIKjj322H42hfnz5+PLX/4yJk6ciM2bN0fn96UvfQlf/epXMWnSJNx4442YP3++N92TTjoJZ5xxRp9B/LTTTrO+fJUNY8GCBfjwhz/cb99HPvKRvmGpr3/96/j7v/97TJ48GSeeeCIuvfTSfnaFiy++uM+t9mc/+xmWLl2KvfbaK7qcOrNmzcKVV16JKVOm1GL07uqqeQD+CcCfA1gLYFS2bRSAtXnn+lbcc60KFrta2BcXrWVm5o9dfXff/4MvuaMvnS8uWtvvo2/X81LnmNv0faZ8tpXO8s4J2ReKKw3Xcbb/RVZnM69dXn6h1L1SnF43FOp3FbI9/PDDUcc/9dzv+n3HnCM0F1s9QJtW3COi38u+34KO/eK/ANwO4OzskLMBfKdMHqm0JHMBINvwi83VNsQFNtZdUvc48nnc6DaWMmt1hPY88npAseRp20XvbVN6GymG7KpATbCLmWg3WGYzC266Ed78m0Q0HMBLAP6CmXcQ0RUAvkFE5wJ4EsDHymTg8sxJ8dLIm6Xt2q5P1tO9h6aNHYZjDhne73i1MJMa977n8W19XjanX7McCy+Y3s+wr4zbCy+Y3q/sZrqu62Jbn8LmFmzDdV7IuS5898mcSBmaR92uqHnKgDB4mTZtGl544YV+22688UZMnDixJonCqbyHwczvYObDmPlwZl6SbdvGzDOYeTwzv4eZk/uwxrxcfGHKiwQw1F++ZmOjjN9Af1uHMmyr3/rxZpornthuNcQ3KUaT6QnmMwKH3qcmaeg6rhn8LqpqzDhz25SeQLNZsWJFn6eW+qRoLNT9r5KemumtEzur2lwASEcfrnHN6BatsT+m4T+2l9YmfHWt7JBdKEOGDMG2bdvAzEENhpo3EBN4UCLLNhfOFlAaMqTaeyQr7mm4FgAyh2vMFeSKaIwp50jYelN5M6ZDe2BVL69a99BR1aQYsgth9OjR2LRpE7Zu3Yqnn/0dHtmZv+zp9s39v0OIOVboLmqJ1iqRBqNiXEZiWwRa9f+ex18Lp6D3dlwutaoBc7mq2l5UocumNml51V7ojVTFnnvu2bc05/sqWLNdEIAWNxh5S6kW8RAqc7zSxHXDNRAeImL2jPH9jN0qTdv5rjSb8mIHBnpdpXjZN6l8OlU3ZLG9PGlYhaporQ0jb+2FmAcsNgaSS2PX5QoxTJu9gBQztZuCOYzX1Jd9CqouW2w96OVrLdRLaxuM1OhrXyiKLi1qS9ukqDE0Zj6Hbow3yxU7MzyUwRgSQ8fncVd1vt08Txic9FyDERMMz7Ysqx4DyowXlTKuUVFjaEz4a73nZPZmXIbw0LRdmDGvYtxrm0RROc06lCLN0Hy7eV4R2nLvU9JrZW51g2HTfmNm1uatzx2ShimLHuE2L8qtKX/eTO0q7TJA2peHy622LcNsZeVMuTZ3r9gk2nLvU9JrZW51g2HOAq4KV9q2RZCU9r7wgulW47StZ6HS12d02yjbE2kDvaaR5RFS3rbeS6H3aG2DUWb5U1d6rrF9V9q6kTp08paNvKi3KeiWllo2n7ZrZLHlT72scLfOEwYnrW0wQtxpYwLpqZ6Bms+QclGmOjXEPPdjnZRldbnVls2jWz2QUIcHc/s9j2+rZW3uNvRCBkvj5HOcaTutbTBcxBiTfcZi16JMbSNGg01ZVpdbbZ1LuMZgyhli7wJeixXW9LW5Fd3s0TWx/FWQN2m2zfRMg5GyJTe1Rpd2rBupUy38o//WI9g2mZSupL2mkeVRZ3nbULeEZtEzDYbPTdTmautz87RpXbbZtrpRu4wm4eoV6UuzNpm8SZQxtEUjS7WWeZ3ltS37K42I4KNnGgwbNlfOIm6eKV+IQjnq0shdThbmeim+xa6aiCm/1PPy9HIvuacbjFDqmp0rxFOXRp639onCFzusiXWsLT26pmLe06qjO9eNNBgY2INoioaQYp2NbpRF1gMJQ7T33sO2jHMvU2mDQURvJaLV2ud5IvoUEV1GRJu17e+vIn/XYkeufboLqnlO7FDD6dcsjwpNYiMvKGJTJn2VkTMvZEgTtXIgriHWy2Cb7FkXvudDEGxU2mAw81pmnszMkwEcCeC3AG7Lds9T+5j5+1Xk73PltO1zucOpSLIx8ZBCDNa+/SF5tEWb8cmZZ0tqahnNWfo+9DLYIhh3C7OxUrHSurXIk+CnqcqRTjeHpGYA+AUzP9nFPAdgewGFDql0Mx5SU1+UQn9i7lPd2nuZdeAFO2XivZm04V50s8GYBWCB9v9CIlpDRNcT0QG2E4jofCJaSUQrt27dmlygvGVMY84vc0wV51aNuGLG0bRr1DR52or53uj1HlpXGgwi2gvABwHckm36dwDjAEwGsAXAF2znMfO1zDyVmaeOHDkyuVxmj8GnHcTEmAI67pWmy2JImqHph5xfJTGumCFy+tb0aDuqHsxfsr4xbrdt0GaF5tGtHsb7APycmZ8GAGZ+mplfYeZXAVwH4OguyeF9ASntwGWYVDGmXGnoNo6FF0yPDk3iikFjk8fnvldE+69S4/RdB1VOc+0R/dwm92ZChjP18ocu2euiTPnzwu0L9dKGe9GtBuPj0IajiGiUtu/DAB7skhxBXUbXWK+KMeVKo6yNw2V0jx17LjIRqy6N0+V0oNPkiWWxy/uWpUz588LtC/XShntReYNBRPsCmAngW9rmfyaiB4hoDYB3A5hTtRw2TLfCGDdYX0/DlkfT0JekLaK1FnXFbFoPoQz6tctzC1au2d0qv6uXnDIKs5CWNjwblTcYzPwbZh7OzM9p285i5onMPImZP8jMW6qWw4bpWutaWlNharohGkFTtQZ9SVpbTKE8irpiNq2HUAb92uX1jpRrdjfKf/o1y53uu02Jwty2JXu7QRueDZnpbVDGgFt2zQfXebFjz0W0/zwDfTcIMXwPds04pPx1zvUIpW1L9godeq7BCJlVXAafZuaaKBg6i9k1GUyNPYe6AevphGqStuVu1bBGqtnJITPbbcfZylP1fW4qdfcMytLL92Yw0HMNRqgx2EdqTTd2FnOqWc95Lr2uZWnVeUpTTaWxzl+yPmqCpG97ivtcFv3ahdqzutVDcrnv1t1Dkx6Fm7rvTQg912AAxbVP3cXTZNrYYZgzc0Kftu1yAwXCNHJblEvfsanHfPUlafVlVcvkE3Ju2zVkHf3a+ZYMVvcvRWywEKaNHeZ03w0NaVJ1BOdUS/b2Em14NnqywSiifZrDN/qwzLzF66zatiutEI3cNDTnyVzFmK/p9aUvTVskn8EwLn3cFUuizwldTyXVdVt4wfTcl31InLMq72MbXo7CQHquwYidra0wZ3vrwzJlHxzfEJcrtlVMOrH5KlxDPL6laMsQY4DP2170Ppdl845dUcfX1Xg2tdF2DX8K7aDnGowQY7BJ2ZhSsTLpYdRDjs/bHpuvC5dcRWYn24anihjgXduL3OcmMNiNvk2+N0I+Pddg5BEbE8o8T9e2Y9xgzfxColzq47wpxnxjwq0XMdDqMg6G4alQ9GtZJrZYSvLykkWxBBs92WCExItynWNqgObLX9e2leHbNBDa3GBtrqK6nSS0N2AaLcssPKSX2dYgFe3RxKwV0TYOGjok6vjZM8YHhw+pUvt2uSr7ZPE5dsTk5UMapXbRkw1GkQdPn+2to17+PldPl4Ewzw3UdF+1pWv+Ns8t44Krl9k2670svdi7uGvujKjjmzIEkyK+WRXnNOX6CGH0ZIMRQp7bYJWzi23pdWPpTttytDopQ2+7htDa3OtI4dqcui65ZBHNvfu0uW6HMmgbjDy3wSo1H1vaVYRzMGds50WGTSmDa35Cm3sdKewyqeuVKw5YmzX3mCCgTaLNdTuUQdtg6OT1JnwzlF2zpUPStRnSzXRd5+cZwXXDc15DkCd7UUTL7R5VLbZV5Lyy9z3GOUPoLtJgwO2uGeISas6WDknX3OZap8A83yZPChfcPNl9+Ib22qzl9hpF70UZe2AsTe05hNBm2WMYtA1GiNtgNzQZXy/DJKU8qXoVsTOC29zraGI4iybJUpY29xxC46S1ndY3GEVb9piV0vR4QKnyd0WkdeVvnjtv8Tqcfs3yPvuEzb139ozxOP2a5VEL97hiXIWUPeQY2zXvZuTZMunl9erqQI8D1k2K2hli3L1dqPpcVd2ISVd3VmlSvaiK1jcYVWgltsqY5zrrm3NhwzSg+gIM2gzH85esx4ontvfZJ2zuvWrRnoUXTLe65arKftwVSzBv8bq+8+ctXtcXM8ln6HW5+uZtCzkmJMZWEYqk14bhBl8UgyrkL2JnUHUs78Wc9+JV4Xqqqhsx6aZyFGlDHQO6s0TrUCK6lYgeJaJHiGg6EQ0josVEtD77PqBqOWIwK2PsS6+o73pehU2tRarKvnnHrgHyh8ZMqmpGcJOGJ5okSyxVBxGMwazfplxtHtKp2tDfFLrRw5gP4E5mfhuAwwE8AmAugCXMPB7Akux/10nVqsekEzM0ZBtmKptmDCHDCr6hvSJDVkI9mFp/yH2J7VXnYXM4qbJ+hOQRWsbBMBwFRDQYRDSbiF5PHb5CRD8nopNyznkDgHcC+AoAMPOLzLwDwKkAvpYd9jUAHyoiPFBtbKXQfGLSMaPiutLVh5hMjUxp9dPGDsO0scP6DG62tHRjui8irZ6ufrxNTrMMrjRDh6y6GXm2zVpsleRp/yZmpOVuDg/5XNnL5OGr6y5ZUk52bQMxPYw/YebnAZwE4AAAZwG4IuecsQC2AvgqEd1HRP9BRPsCOJCZt2THPAXgQNvJRHQ+Ea0kopVbt261ZlBFyz5t7LABAf/mzJxgNT7bKllMRdaNlsq4HnL+nJkTsPCC6TjmkOEAgHse32aNM2UzpqvYVaqyHzR0SL88p40dhv333r1fOW1pmxqhvsCUD9eEQpsGl2rBIdVTKxIfqc2NTFVDhnnPXV4wzbJ5hzqtxNhwQpwaQpxVQnslpoNKG4hpMCj7fj+AG5n5IW2biz0AHAHg35l5CoDfwBh+YmYGwLaTmflaZp7KzFNHjhwZIWo5Vjyx3bqams34bNsXUpFNbUXlp6cZcq5tcl6elqiOVZX9rrkz+vJWxvSdL7zSl4YtP1fvIWbxKPPYWC01tmdXdKZ2m4cbYrwBU+fr2tZNeVLbcFLaM00HlTYQ02CsIqJF6DQYPySi/QG8mnPOJgCbmHlF9v9WdBqQp4loFABk38/EiZ2G0FY9T0NxpWPTtn156tq76uXo5+jdX5c9wBVNVZ1rG6t2aWGuOFB5MalcmlNVM8qF8ph1zXVf9Hur10dzaEZ399bPzasPtuPz6lisLcWsx746GLKcwWAipsE4F53ewVHM/FsAewH4hO8EZn4KwEYiemu2aQaAhwHcDuDsbNvZAL4TI3QqXLO6zf8+LcEcmtFRGrT+UvZpEroGrHo5upxmL8Lm+mt6N6ljzKi7+rdLC3PFgcqLSeXSnHxaZ93G77rz92G+EFMbm4GB2r+rnur3dsUT2/vyV3XTXNLYp23b8jCPVz1fXflS7rmuc/Iw67HvmdSfuRS9gG4Y86skt8EgoiOI6AgAk7NNh2T/D0ZnyCmPiwDcRERrsjT+CR3bx0wiWg/gPci3hVSOaRAOqXihx9leyqHaik8r1411Nk3IlC9vVrl+nu23eYzt3BCNzHasafwOuT4xGp9ZJpMmuzWaL8Qqjc2xmPnnLWkcKq95j2xDrqGk7BnE1kuXI0ies0dTCelhfCH7fBnAPQCuBXAdgBXZNi/MvDqzQ0xi5g8x87PMvI2ZZzDzeGZ+DzMnDdVaZpYpUH4p0SLag+ucex7fNmC/me+cmRP6jN/6fttxgHtWuX6eMmDbxsB9Bm5zgSmF0jx9csTagWLjZTVxpnYdNMW92ew16JS5R7a0QstnRk4wia2XvuPbWA9zGwxmfjczvxvAFgBHZi//IwFMAbC5agGL4NJAimpjsZqAysfncmczGtu0er1rH9LbyHPzy+sh6NtNo7TqsehGazN/F3map9A98oYRfbi057zepA1bryGkN5snh61XHdq7NyMntLEXUCUxNoy3MvMD6g8zPwjg0PQidQdTe/DNKfBpAuo4m0ay8ILpAwzYPhlMDd/E3GZL0xeTysxDTydP+3bZX/Sehs0oHkrdD2bd+fswX4gxQ3euCXl6jy/kfIVLe1a/zbpu1jP9ebGh9wZcddJMwyaHbZ9NprxrkLoXkMq1WNHtnmFMg7Emm0dxQva5DsCaqgSrmjwDXOywlMtwbBqwfTLEogyCZSniBqxjGji7GRI7FXXn78N8IcYM3bkm5IX2+GLr18ILpjtl0mUvY+fQXcCLphF7XCpSD4t2W/6YBuMTAB4CMDv7PIwcL6m6KNI9ToXqUeTlbx7jkk0dZ7oXmuebmp3q8dhksaVj895QUUFVIELFQUOHDNhmc7XVex5qVnrexD6l+dpCo7jG3l37TdfhUKryRGoKKd2b8+qtD59bbhF8PVyzV2LeX1Uv9edt9ozxTvfgbtG0uhfcYDDzLmaex8wfzj7zmDksQl2X8Wk4NnwutbGoHoUtD727bB7jkk0NMZm9CfN8sxejT8KzyWhzf1Tuirorrs1Vd/OOXQO22Vxt9bQXXjC9X3RdF3okUtO7zNWDy5tMGDt5q2meSCHE1NmQ4c6YtGwvYd0JQ+GbJV026qvuausrn62u6M+J/rzNmTkhyD24SppW90Lcar+RfT9ARGvMT/UiVoMrXoztf2h6Ls3GNMTZDHw2uULzLYJtSCJkJrRt/FzXyoR6cN0z14Q8l13NdX5I3nkv1VDDc+hz4XuGy7itC25Cehizs+9TAPyh5dNKisQUykvPpdm4JqcV1fRiF22xDe+EnGPDNn6ua2WCn1R1LtR13DUhz2drsJ1vyydveNHnvut7/vTnJdR47UvDR9E6m5du04aSUhHiVrsl+37S9lHHEVF+1LmGUUV3z9XTSJGf7mrr8+rS5dBdYW2ugi4NVJf1oKFDBow3u0KQ6GmYPQ9zgqHvfPNjK6OrDLbtRSf5+fItQqo6l9p1vEj+ecNIeb2MvB5H7FBiyIRMV0/FVS9tvWdzxMBGqvuQV/e63kNi5iQfAPelSsv2OfLIIzk1B19yBzMzf3HR2n7bzf9Ft5vHqPwOvuSOvt8xaSjMc0OO1z/MzB+7+m6nDLqsX1y0tp9seXJ+7Oq7B2yLKVvMsUWOr5vYexeajroOrjptot9r2/aQ/PX6bJ6r1yHXtrxnwPacmOe6yuHKw3V+LHn3MdV91ikqK4CVnOg9nHIBJWvE2aajjNG+mdSKMlqdLc3QeFUhxHoB2eZr2Fz+TGN7yAQ9k5iyxQ4RpBoGa8rs51hcMcpCNeAU9juFbQ6FuT9EJh+2+Gl62iH3UR9Kq6JHVlW8qCYYwFu/pndZQgy9qYjt1rqwdZ/zDNX6MIvP6G6TdTBQZvZzDKmuq34vQ43JqVH1MHaRLt9+81jzmCJDQea2FOtw+2RXw75NeMGnJmWDkbc2RjJ8LXeTtcLYWEk6ernyZnOb582ZOaEvJpVLHts5g4Fu9yxirqvP3dvVY03tzGHLX3e7Vt+hcZf0nkCqeGGx82xSkCeXLf5aKE1+h0U1GER0MBG9J/u9T7YmhuKspJJ5SDHDswhVam95aRctV+zMXlteMVqhrffT5N5Kt3oWRYgdLtJ7y6HG0jznCVf6ebLmYTs+tjehzok1jut5datuxs4DstGE5yhmTe8/RWcBpGuyTaMBfFvt505sqVYR4oGj49IqQuJE2Y4PjVcVQqgM5nKs5rF5mmKenD7bSNXEamb68SlnP+fllfI8l4yhGnDRkDgq8oArJluR8obkrfL1ecyZ99UWJaHKyMWu6AxlaUKvP6aH8RcAjgPwPAAw83oAv1eFUN0iVcjr2DhRVVTWUBk279jlPbYp2nURymi5KWc/5+WV8ry6XiKueE4hsaJS5OvKx3TSUM+4vi1mSLcIykaSKtZbk4hpMF5g5hfVHyLaAzV5RqUy1qZo/bs13lhW2zWHiuoY91X5NinNqnsWQHH58oaLJl56Z7/t5pyBqu6vqTmrWGGuXqotHlNoPi5svQjfMUXyDyEkTVePyHVuE4aeXMQ0GD8mor8FsA8RzQRwC4DvViOWn5AZnj7UjUrR+uuxl0IpUpFtIZlj8jW1qpBx3yoaFVueZfMo6wrq25ai/Eo+877FzkI2/+984ZV+23XNVs83NTZXa91G5vJKin1WfM9yXu9Qjy1lOycVIWnqPSJze6izQFOIaTDmAtgK4AEAFwD4PoDPhJxIRLsT0X1EdEf2/wYieoKIVmefyZFylyJ1xQkx4PmOLzqUkneeqXn5ZlnbDNtFjIlF6Nas2CKklM28b6FG3aaQQpYQl+4YOWyRCep2aY1xEmnbkFVMtNpXmfk6Zv4oM5+W/Q4dkpoN4BFj28XMPDn7rA6Voy2EutVV7cKpy6F6GWUN200khStw6KJCRSgTDdZGXhynKqja5pbq3KbW36om9HWTkGi11ii1odFqiWg0gA8A+I8UAqekm9pb3bF/QvOs+ppUkX5RjdKUpaplZKsoc8jks267gbs06yqjGcfU5arqnk8m3cXZ7Fk2qfcYSkgPQ0WpvTP7nJl9foDOsFQe/wrgbwC8amz/x6zRmUdEe9tOJKLziWglEa3cunVrQFZhpLxRsYHtbPnHnq8MjKHnFR03LlK2mPT1fFKnmeK8mGvsQ02ajL1vpixA/16QmY65GFa3NG1dDlveejTjWKeU0LprGvpnz3ht2WF1zau4Hq6JkiGhhmKvRxMIiVarotLOZOa/YeYHss8lAE7ynUtEpwB4hplXGbs+DeBtAI4CMAzAJY68r2Xmqcw8deTIkSHlCUI3CpbtHtpi2KQKqexKR2nCoen4tDA9TLX+UlJy2kJNp+5SN3UIQb/GZaILqN5A7H0zZdHTAAaGAV/xxPZ+xt7jrljSTzZzlcQy2IzOps1Lr1dmzKsQx48YG5rP0B96H32y+IiZyGg+Q6ZcTR+uijF6ExEdp/05NuD84wB8kIg2ALgZwIlE9J/MvCULpPgCgK8CODpS7mSk8pTKC9Dnm2jU7eEqPZyz8nDR83MFEGzyXI0UmppvUaEqoguk0i5d92bzjl0D/qfGNglV/dbrVd4zknqmdplnqmz9dg3NqWfd9sw3+dnSiWkwzgXwb0S0gYieBPBvAP7EdwIzf5qZRzPzGACzAPyImf+IiEYBnRYIwIcARM8Sr6slLpqvS8OJcQNOiW0JzW7kaxJjvPXJU0RrN9MLXVQoFaF5FZ3HUAUhw0TduIa2ya95cpXV4kPPczmQmDKHytskYrykVjHz4QAOBzAp8276ecF8byKiB9Bx0R0B4B9iE0jREhfR8MrmW+R8W2ynotqpHnunCS5/MZFDu+EOXSVF75uuqatekM/oXOW4uF53TFfh1Dav2PRcddpldI4lJsZTiNx5cjSxtxETS+oNRPRFAEsALCGiLxDRG0LPZ+ZlzHxK9vtEZp7IzH/AzH/EzL+OFz0MnzurMjqVbcn1IR71P0+b0fe7Kpdt9qySu+jkMlPjUbLrcuhlUWnrwzVtM9QVxRxO8M3MDZ18WVb7Vr0gm3PCnJkT+sVJMuOG6askltW2bWUxt9lWXDRxGfBVei5Mm6HN2G7aTVz5mOnG1u8iYWW64cFVBTFDUtcD2AngY9nneXTsD40mbywzRbyXOTMn9NOU9TTz8vcZQW2zZ2MMbKGyL7xgej859Fnhul2jyoBtTcRsXF3Xue6YQfqLWq+Hd82d0a8Md82d0fe7G2Pm5lrvvhhmrjoVYotwGcdt2/PqblGnhFjyZvE3lZgGYxwzX8rMj2efzwE4pCrB8qirRba5EBbF5Y5njhOXLatNm3GlqdsUunGNfbPPQ69DqlhNVZEiDlhIvKTQyaFlJv2ZcuT1OtU9NF1+fWvC22QOlS1kf9F6VPY+mr2XmLksTbFnxDQYvyOi49WfzGPqd+lFCqPOKJ2KKuwZNo8Sk1hjmdlN9w1pFVmNzPYCCn0p+SKHmtchVgvNI3UdchmEqxiGUuR559m2q3sc4wquMOXI63Wqe2h64tk8tvTrV6b+u45XcyZMWVVdVXm66m7Z+2j2XvKGslK+a1IR02B8EsCXMy+pDQD+LzoxpRqNz50175gU+biOizXm6efbjOCu431p6dtcM1ZD5LQ1MimWwWwavmuhOxPUSUw9tM1CrhPb9cubSa0fZz4npmHeda5eV2fPGN+TdTcVMQ3GIwD+GR1bxrfQWTzpQ+lFKkeo26o+QzOFphk6gc+m5ZSN4FlU/pDZqL5zukkTuuS++GBNGYPW67XZ49E15zrtUXkzo3VC5XMZ4GPLV/d9bEI99xHTYHwHnRAhuwBsBvBrAL+pQqgyxGhKKSfo2NLMGyKwaUDdtM3Y5DNtCmUnWJVBvxa+fOuyZzVBK7f1lHWDti5jnZqz3rMOcdyo455WnWcZV9umeFHFNBijmXkWM/8zM39BfSqTzEPqVjgkTIFtv28CjmvoKa8HpFxdbR8z7by8bRw0dMiAqKz68bpNIbSS2gzXLmO2a5zftr2odpmK2HqWeh6CSxb9962rNvb9NnsXeZQdljXH+n12K3WPVFytPJlc91QZjk03dv07FpWWytPniFGGmPAkrnPrJqbBuJuIJlYmSQRVT+CKnVBjO97V5Q/pgejdaVvXOs8Y5qtcm3fsGhCV1TdsF4LNcO0yZse4QNZNrDwp5lmEyOIL9xHjLptngM3D7LGE9GDyjgl1ezXd2EPOdWHW1aqXcG1aPY8hpsE4HsAqIlqbRZl9ICS8eUpitaaUx4bK4usJ2CYpFZkoVISyrqd1Tdpr8mTBkElgdaBfM33CZZVhxkPk0f/bJvX55AoJSQLYezmpHVyKyACkf3+FkLoOxjQY7wMwHp0ItX+I18Ked41Yrckkb8gj5uIqWUKHUXQN2uwhqKEE00BpGyrLM6rbZobr8sZS9wSjJk0WjH345i9xR0MOGToqMwtbfesTLlX8sLruof7fNqlPH1LTmbd4Xb/nx3bt1Eta73mUeVmWOdfViyr7/ipC6t5MTCypJ22fpNIEUrQVDh1qCp0ApM5xHe9y/3OlYxoobUNf5tCEy6XWNTQxbeywQppm1d3oKsf/i5LnrhxyTUJm+oec66o3eRPgQmQpijnWbxv7N69hnn0gzyCuuwPnGfRt1zj0GlRZ35tWz2OI6WE0hqo1pLz0Y/N3uV+mdOcNZeEF0/tFqm2KG58+/h8iU+is5iKUyb8qXPVGD/fRbWxj/2akAmXkVj2AsnUvZY+zinsYGlOsqvyrplUNRpNa5lCXT31/XiiAKrHJW4ehuYxrYcgxKcoTq/27aEJ97bYMZqQCffEotV8/NpQyHnsuqqj785esd8oQM8E2Fanvf6sajLJaRd6sb/UdYmBTmpMvLo1ecVQUUdMGobaZQzK2xXz0Y1zGcpeR2rx2sRUpVcUrew9DjZ9F0/L9nz1j/ID/PpSLtI2Q5VpDjOqmvL77XoWTR+o0XMNatnKYzwtgdwsvYvQuc610Geqe3Jk6z1Y1GGXJcx9V3yGxnJTG5DNy6+OqPg1LGb71tPTFfPR5H7qMvlnfrq570dntVcRdKkLKXpFKS5clz04R4o6s4zomZLnWEBdTUz7fkE2Ze5iy5+bDtEXYYj/ZymhzhbUdV3RuT8zsdH2/WeY2DkPpDKoGIxWxs1LLaucpu666obwuQ7Nrtq++PySNoueauO6nbwihCcNNTcScaGr2GGK1/SqveVmnjzynlhADftuQBiMBek/ANqRh9hRCo4TOW7yuVChqF6bGZRoqi8haNH8dW+8nNsZQSkeCovG1uuHOGRqNoA7jvF7flSFc328jZKixzL21pV3FEFFe3TaPbVuPo9IGg4iGENG9RHQ/ET1ERJ/Lto8lohVE9BgRLSSivaqUI5YQzds21moOEZiatMvNz+eW6/LpTqGdmMbvEFmrJDTGUCrNzJZW6H/fdQk1iNvKEeP26bsWMTO+Q4i95np9ctVx8xr6noWy1DW72lZfdNo267vqHsYLAE7M1gKfDOBkIjoGwOcBzGPm3wfwLIBzK5YjCl+IB2WoNA1boROwbF3yPE3H9hAV1Y5SzE5OoRXFvhhcWmoZWdR91mXxTVS0yVy0d1E0jIhe12JckW29yBhielt52rxtUqorn6YM2xTxcDSN9aFRHZrc66i0weAOar3uPbMPAzgRwK3Z9q+hgWHSXdgMlS5DrE3LS2GAK0OIITWPFFpRbJlcGnM3ZZkzc+BSrFXI4yOvruWdV5d8OrZJqS6aMMMfKOZEYHtPhJSnyb2Oym0YRLQ7Ea0G8AyAxQB+AWAHM7+cHbIJwEGOc88nopVEtHLr1q1Vi1oafYjA9u0ypgJ2W4Eecwfwa2ZmGuY230Q3ffa3XhYA/ZbWNI+xhWbwyWUeY5bZdl2U+6l5Xt51SGVHCEknbxgrhlRun7661g18z4Lr+Fhi6rsv/bIafZE6kre9qVTeYDDzK8w8GcBoAEcDeFvEudcy81Rmnjpy5MgB+0Neht1EHyLwubfajF22MXEVc0e9AE3NzHyxhfZyzP0rntg+wFai5NXdgc1j8kIzmMf5zndpXyEhUmz5mdcpZkhGd7UN0fZSxttK1esMMdxX+Xz4ngXX8S5s9+30a5YH1/e8cpZ1fS1SR/K2N5WueUkx8w4ASwFMBzCUiPbIdo1GZ0GmaEJehqmJGcs0NauiBuSQYYgUZW2ytuPSUkNdM2OHZFzH5WnNVV9Dl6E7pMdhnlvV8xHqFh167Wz3LWYxqNihuKqGhLoxabBqqvaSGklEQ7Pf+wCYic5Sr0sBnJYddjY6q/m1Fp/2YJt41C1iDbJVyFm092fut8l2+jXLu+6amKc12+QsKp/LeFx0PL2ood2H7T6FTmh0XbuUs/mrIla+mPdAk91tq+5hjAKwNFs342cAFjPzHQAuAfBXRPQYgOEAvlKxHMnI0zxDj/ed7wsnEZqGylvXhE1ZVPgRn33FN8nPFprBRJdBP8Z0oXRNkrNpxWqbbfa8S9YYYieX5VFUY22y8VNRhYyhPYJUNpGykz1jJyDGpt8k9sg/pDjMvAbAFMv2x9GxZ5Ri9ozxTmOpvr1KLV+lHaJZ6vL4DIFmz0R3v/W56OaFCjEroRlOQTdOH3PIcOs4tCmPKy2bDOYxRTzG9GNdD1VZ18w8uersNaakyqEPdY1s10o9t6HX0OUMYTvfVjfzypmyvvQ6rZ7prV6Cthumb6+ytc4zvuro8pgvYp97puvFXfSF65NXGbd95YqZzeoj1AAdY5T0DeP4hktMDy7f9SxSn1IOMVQ94z5F3j77ok158WG7by4FxaU0FVFIhIG0usFoA3UasLptkLW9BHwOAb6Xhk9WdZ5tIaiiykGMEbUIReQqO8xZBbbhv9Q02ehblNgyNfUaSINRMfowkq7FVhGjyZa37383KOpOmLdfxSkKObYsqeI7xVJlDyAVPhld827y3OF7UcMPKVNIzK26aX2DETIhpsrWOsTwZs5DMLVrWwydOjQMZSy2rcVRF6YB2+aiXDWhWnUTDJVNkAFAn1OCrfen6ntTZG0KbbgerW8wQjTYEG01FPNlUXQykpm37lLokk3XzMyJaMddsaTfPlcaef/VZMEi6Eb9mON9mOPPc2a6FyUKTdNGzEptsdpfmVnMtmuZqjEv0hsJzTtvsl7eNcyLhmAjJPJAqh5YUxSqbtP6BiMFsQa4lPm5jN02o6G+zZyItnnHrn77XPmF5Gk7JoRYJ4Oi17JsI22jaCMZQhGZ8ozGKShzj6vG5cjiIyTyQCotvqlDRlXT6gajjsktRcaz82bmdktbadJkIJ8GnTfZzxf1s4oymnm58qii5+PLL3U+qXHFJwuJLTUYacP1aHWD4dMWqjJU2vK0pWG6xfqO7dbMziaNkfo06LxQLy5XarUv5FrGXG8zr7z5H657XJRu94BT4Zp34xquapJCUwdNuncuWt1g+IiJGVS2ZY+ZzW0a/PKMuK7eiTlD+6ChQ/rt86Xhm83tyzeUujWlkPtR19ycUAajFp533ULiZSlcNqnBdD2roGcbjBhStOwh2lHe5DvfOeY2cyLaXXNn9NvnS8P1P9VEwCo1paZroTFDbD7yjMZl5GkrMc9KzMS+JtO0+9fqBqNJ2kI3hnvKlrdJ18unQedN9qvKVhBKyKTCvG2p8sujScOQQjxNu3+tbjB8ISpCH7IQg6Ztm+62p7uTqk/I/JBYympHMedXrdn4NOg8V8w8L6mQaxx6H0LsETGL9aTIL+ScEFI0rnnOCzETVJuk0KSmaT2ForS6wXDhM4qahBg0bdt0tz3dnVR9dANomRmcebNizeOKpG2jaZpNDCHXOPQ+hDhWuGKG2Y4tk1/Kc4C0LuKu5ybGVTtUnja+fNv8POn0ZINRJbE9B1eo5lCXQ98DaeYTSxsrcZO00NDYWXXOam7S9UpFG+ttUZp2/6TByMG2QEwKDSfW5bCXKLNATtOvS94QW5NiPQlpqPKeNu3+9WSDkdIl1GZknb9k/YAegr6wTy9QZTlCF8hpAintIUB519FU53QDVxywXqPsYk9touolWq8nomeI6EFt22VEtJmIVmef96fON7VLqG1Cls1tT7m0qgVigNcemrw1HPJmD9v8yvNmk+fhO6dpmk0oRWaQ+9LxXQfbYj15x+bJUeS6N/Ve2eKA6RS5H0A7X75NvUexVN3DuAHAyZbt85h5cvb5fsUyJCMmRpI6Vj00eQst5c0etsXGcc0mD6VXKrFOkRnkvnR8FF2Upy29q6opej96sd62hUobDGb+CYAkK9M8/fyuFMkAKB+bp6iGY9N+2+jxUZZeGroLRe9x9hKDcUa6yWAqe102jAuJaE02ZHVAyAnP7HwhScbzFq8rHZunqIaj4hzp8Y5sy4/mBd9zUTR+lvlfhUq3yZXCfVf1umx++iGBB/PSj91f9vgQ9B5nLzEYnDTy8M0H6zXqaDD+HcA4AJMBbAHwBdeBRHQ+Ea0kopWv/Pa5JJmXGQ6ImWHs+m8bMtE1btfwlM0102aMDyEv3LkKlW4eU9RY7QsmaPrphwQe9KVv03jNuF0h8lapNQ4mjdRHzHVo4zXrxaHHrjcYzPw0M7/CzK8CuA7A0Z5jr2Xmqcw8dffXvaFwnlW19PMWr+ub8R0bv8ncVzSmVCi9qO3YKDKD3JdOSkIM6W2ibJ2q+34I8XS9wSCiUdrfDwN40HWszu/tv3fhPPM086LpzF+y3rlQi43UUWFj6EVtp0304pKkvVYeIZ89qkyciBYAOAHACCLaBOBSACcQ0WQADGADgAtC0jrw9UOSyDR7xvhatMfTr1ne54rrczUsE1ivaPws878KlV4k7Ri5bHLc8/g277FFnBBiZfcdP2/xusIeaXW9YIvKXCW6TE2ULwVtHEbLhZlb8TnyyCO5KAdfckfhc33pHHzJHX3b9N9VylCUuvMPpelylpGvrrJVlW+qa9H0e952AKzkRO/hnpzpbeJq6cuMwaqItK6FWppG6MSxwUi3rkevaZy9Vh4hn1Y2GLEPuG85z6KoiLQLL5jeihewTBxz063r0SvDLvrwqx7mX+h9WtlgNC3yZ0gcqbb0ROqm6Vpr0+WzkVpm/fmLcfrQGQwxpnqRVjYYdVHGNda1ZKTQn6Zr4U2Xz0aIzFWst+Ij1XLAQncZ1A1GFZ4/baDNsgvVUMV6K0Lv0coGI9ULr+jqd+a5+hKtbaAXNboy114a0Dj065ViqLUtz43Q0gajTJjkIscr9BhQ+re+RGtsvrZYSqExm3wGx8H2EJbRgHuxAa0S/XqlGGp13bvBVofbQCsbDJPYl0VZ7yjbd9F8bbGUQmM2+QyOMoQgxJB68mMKpA43j55oMHTyFirqdv5FI8gWPcYkxu1RNLrBS5FYZsLgo+cajLyFisoQooXlRYJ1EXJcEflj3B7brNGJHaK9yL1rDz3RYKSMFeRDLb8K2I19eVpYiHE81eJCg+0hFA24eZRdJnew1eE20BMNRuzLIsWa30UmLIUYx0NCncfkJQh1EbpMbt7yxEJz6IkGQyc02muK8XoVT0r/r3oeoenrUVj1XktIVNYQDSzG7VE0OkEQfPRcg5E3G1sRMl6f99JX8aT0/6rnEepiqy/4o/daQhYACtHAYtweRaMTBMFHzzUYKfG99IuuPaG2tdnALAghlHlGhGYiDUZBQrXxskuFpsKccCgIVVPmGRGayaBtMKr2RCqSfpWaVpGJhoIgCDq1NRhEdDIRrSWix4hobrfzD9Fq8l7gtuVVlZE5L3yJLW3RtPxI76j9yPBTu6mlwSCi3QF8GcD7ABwG4ONEdFjR9Mx4TK59senZXuB56dncbectXjdAs5fGIR7pHbWXvDXvhXZQVw/jaACPMfPjzPwigJsBnFo0MTMek2tfkfRS7GvCi0533xWEbtOEZ0AoT10NxkEANmr/N2Xb+kFE5xPRSiJauXXr1q4J14vo7ruCIAhFIGbufqZEpwE4mZnPy/6fBWAaM1/oOWcrgCdt+/Z64+8f+eJTj60yf9v+h+A7J2/fK7/ZseWVnb/635DtQhy77z/iTXIN20mR51BIxsHMPDJFQnukSKQAmwG8Wfs/OtvmJFWBBUEQhGLUNST1MwDjiWgsEe0FYBaA22uSRRAEQQiglh4GM79MRBcC+CGA3QFcz8wP1SGLIAiCEEYtNgxBEAShfQzamd6CIAhCHNJgCIIgCEFIgyEIgiAEIQ2GIAiCEIQ0GIIgCEIQ0mAIgiAIQUiDIQiCIAQhDYYgCIIQhDQYgiAIQhDSYAiCIAhBSIMhCIIgBCENhiAIghCENBiCIAhCENJgCIIgCEFIgyEIgiAEUdcSrdGMGDGCx4wZU7cYgiAIrWLVqlW/avua3tGMGTMGK1eurFuM0oyZ+z3nvg1XfKCLkgiCMBggoidTpdWaBmOwYTYs0pgIglA30mCUQH+p+17ovl5FXUhPRxCEWKTBqIgijUTVDUsTGy5BENqDNBg5yNCQIAhCB2kwWkLo8Ffb8hIEoT1IgxGJa1inm8M98kIX2ojU2/YjE/cEQRCEIKTBEARBEIKQIamW4zPKi1eUUAWhdU6GnXqPQdtgyItWEAQhjkHbYJhIIyFUgWjcQi8hDYbgJfULT16ggwdRwnoPaTCE5Mhkx2bThEa7iAxSr+pHGoweo0qtrmq7j+slIi8KO6HXvJsTPYXeRhoMoXLkhVIvTb/+qRURCaxZHYOqwWj6g9M2yl5P3/l13SvfUIlLpm4OqUgdtiPXpTsMqgZD6G3qGrqqOt/B9jIMLe9guy5NoCcaDOmCDi66ZbSVF1LvUWXdGQzvodY2GPIwC0B6Y3sK2lQ3Q19ybSpTKEVf8IPZw6u1DUYovVjRhXikHghNogmuzUUgZq5bhiD2HjWeR539r3WLIQjJ6HUNXihPisaEiFYx89QE4kiDIQiC0AaKNh4pG4yeH5ISBEHoNeqKGNyaHgYR7QSwtm45KmQEgF/VLURF9HLZAClf2+n18r2VmfdPkVCbehhrU3WrmggRrezV8vVy2QApX9sZDOVLlZasuCcIgiAEIQ2GIAiCEESbGoxr6xagYnq5fL1cNkDK13akfIG0xugtCIIg1EubehiCIAhCjUiDIQiCIATR+AaDiE4morVE9BgRza1bnqIQ0QYieoCIVis3NyIaRkSLiWh99n1Atp2I6KqszGuI6Ih6pR8IEV1PRM8Q0YPatujyENHZ2fHriejsOspiw1G+y4hoc3YPVxPR+7V9n87Kt5aI3qttb1z9JaI3E9FSInqYiB4iotnZ9p64f57y9cr9G0JE9xLR/Vn5PpdtH0tEKzJZFxLRXtn2vbP/j2X7x2hpWcvthJkb+wGwO4BfADgEwF4A7gdwWN1yFSzLBgAjjG3/DGBu9nsugM9nv98P4AcACMAxAFbULb+lPO8EcASAB4uWB8AwAI9n3wdkvw+ou2ye8l0G4K8txx6W1c29AYzN6uzuTa2/AEYBOCL7vT+AdVkZeuL+ecrXK/ePAOyX/d4TwIrsvnwDwKxs+9UAPpn9/nMAV2e/ZwFY6Cu3L++m9zCOBvAYMz/OzC8CuBnAqTXLlJJTAXwt+/01AB/Stn+dO9wDYCgRjapBPifM/BMA243NseV5L4DFzLydmZ8FsBjAyZULH4CjfC5OBXAzM7/AzE8AeAydutvI+svMW5j559nvnQAeAXAQeuT+ecrnom33j5n519nfPbMPAzgRwK3ZdvP+qft6K4AZRERwl9tJ0xuMgwBs1P5vgv/GNxkGsIiIVhHR+dm2A5l5S/b7KQAHZr/bWu7Y8rSxnBdmwzLXqyEbtLh82fDEFHS01J67f0b5gB65f0S0OxGtBvAMOg31LwDsYOaXs0N0WfvKke1/DsBwFChf0xuMXuJ4Zj4CwPsA/AURvVPfyZ0+Ys/4OPdaeTL+HcA4AJMBbAHwhVqlKQkR7QfgmwA+xczP6/t64f5Zytcz94+ZX2HmyQBGo9MreFs38m16g7EZwJu1/6Ozba2DmTdn388AuA2dm/y0GmrKvp/JDm9ruWPL06pyMvPT2YP6KoDr8Fr3vXXlI6I90XmZ3sTM38o298z9s5Wvl+6fgpl3AFgKYDo6Q4UqPqAua185sv1vALANBcrX9AbjZwDGZ9b/vdAx2Nxes0zRENG+RLS/+g3gJAAPolMW5VlyNoDvZL9vB/DHmXfKMQCe04YKmkxseX4I4CQiOiAbHjgp29ZIDDvSh9G5h0CnfLMyb5SxAMYDuBcNrb/Z+PVXADzCzF/UdvXE/XOVr4fu30giGpr93gfATHTsNEsBnJYdZt4/dV9PA/CjrAfpKrebui3+eR90PDTWoTNG93d1y1OwDIeg441wP4CHVDnQGUdcAmA9gP8GMIxf84L4clbmBwBMrbsMljItQKdb/xI6Y5/nFikPgD9Bx9j2GIBP1F2unPLdmMm/JnvYRmnH/11WvrUA3tfk+gvgeHSGm9YAWJ193t8r989Tvl65f5MA3JeV40EAn822H4LOC/8xALcA2DvbPiT7/1i2/5C8crs+EhpEEARBCKLpQ1KCIAhCQ5AGQxAEQQhCGgxBEAQhCGkwBEEQhCCkwRAEQRCCkAZDaCxENJSI/lz7/yYiutV3Tsn8JusRTOuEiPYhoh8T0e4l05lIRDckEksY5EiDITSZoehE2gQAMPP/MvNp7sNLMxkdv/sm8CcAvsXMr5RJhJkfADCaiN6SRixhMCMNhtBkrgAwLlu74EoiGkPZ+hREdA4RfZs66zZsIKILieiviOg+IrqHiIZlx40jojuzoI//Q0Rvy7Z/lIgepM6aAj/JZvJeDuD0LL/TiehoIlqepXk3Eb01Mu9lRDQ/S+9BIjo62/4uem1NhvtUFACDM5HN1CWiE7LexneI6HEiuoKIzqTOmggPENE4W5m0tL6LzixlQShH3bMW5SMf1wfAGPRfj6LvP4Bz0Jm5uj+AkehE4PyzbN88dALOAZ2Zy+Oz39PQCYsAdGb8HpT9Hqql+X+1/F4PYI/s93sAfDMy72UArst+v1OT/bsAjst+76fy0PLdC8BT2v8TAOxAZ52HvdGJ9/O5bN9sAP/qKlP2+zgA3637fsqn/R8VqEoQ2shS7qx3sJOInkPnRQx0XpyTqBOt9FgAt3TCCwHovHAB4C4ANxDRNwB8C3beAOBrRDQenVATe4bmrR23AOisr0FEr89iAN0F4ItEdBM6w06bjHxHoNNA6PyMs3hiRPQLAIu0/N6dU6ZnALzJUUZBCEaGpIQ284L2+1Xt/6sA9kCnfu9g5sna51AAYOY/A/AZdKJ1riKi4Zb0/x6dhuEPAPwhOjF5QvNWmLF3mJmvAHAegH0A3KWGyTR+Z+QVlJ+nTEOyNAWhFNJgCE1mJzrDPoXgzhoITxDRR4G+takPz36PY+YVzPxZAFvRecma+b0Br4V7PqegGKdn+R2PTpTX57K8H2Dmz6MTEbVfg8Gd1et2JyKz0fDiKBMATMBrkVkFoTDSYAiNhZm3oaOBP0hEVxZM5kwA5xKRihSslti8MjMYPwjgbnQiCS8FcJgyeqOzxvX/R0T3AYWHb3dl51+NTsRbAPhUVqY16ETD/YHlvEXoRF2NwVYmoDNk9b140QWhPxKtVhAqgoiWAfhrZl5Z4NwjAMxh5rNKyrA3gB+js+Ljy3nHC4IP6WEIQgNh5p8DWFp24h6AtwCYK42FkALpYQiCIAhBSA9DEARBCEIaDEEQBCEIaTAEQRCEIKTBEARBEIKQBkMQBEEI4v8H0bDfsfOGxhIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bmtk.analyzer.spike_trains import plot_raster\n",
    "from scipy import signal\n",
    "from scipy.io import wavfile\n",
    "\n",
    "fig, ax0 = plt.subplots(1, 1, figsize = (6,3.5),sharex=True)\n",
    "\n",
    "sample_rate, samples = wavfile.read('sim_aud/audio/sa1.wav')\n",
    "frequencies, times, spectrogram = signal.spectrogram(samples, sample_rate)\n",
    "\n",
    "ax0.pcolormesh(times*1000, frequencies/1000, np.log(spectrogram))\n",
    "ax0.set_ylabel('Frequency [kHz]')\n",
    "ax0.set_xlabel('Time [ms]')\n",
    "ax0.set_xlim((0,3000))\n",
    "\n",
    "figr = plot_raster(config_file='sim_aud/config.json', group_by='model_template')\n",
    "figr.set_figwidth(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4656d736",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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