{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Subthalamic Nucleus neuron\n", "## Validation of the model implementation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import logging\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from PySONIC.core import Batch, PointNeuron, NeuronalBilayerSonophore, PulsedProtocol, AcousticDrive\n", "from PySONIC.neurons import OtsukaSTN\n", "from PySONIC.utils import logger, si_format, pow10_format, Intensity2Pressure\n", "from PySONIC.plt import CompTimeSeries, GroupedTimeSeries\n", "from PySONIC.constants import *\n", "from PySONIC.postpro import computeFRProfile\n", "\n", "logger.setLevel(logging.INFO)\n", "\n", "pneuron = OtsukaSTN()\n", "ref_Vm0 = pneuron.Vm0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spontaneous spiking activity\n", "\n", "The Otsuka paper predicts a spontaneous firing rate around 10 Hz. However, their corresponding figure shows a slightly smaller firing rate, around 6-7 Hz.\n", "\n", "\"STN" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 30/01/2020 17:18:18: OtsukaSTN: simulation @ A = 0.00 A/m2, 0.0 s stim, 1.0 s offset\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Firing rate: median = 4.82 Hz, last value = 4.86 Hz\n" ] }, { "data": { "image/png": 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AVhz95zMQqicDCEn1ZB2jRhqQAQTwbuDFzPzriNgOmAP8E/D1zLyouUkbOGzw1pb5qXry4q6yhgwZYh2kXrOOUSMN1CFM/wV8rmp5HTAVeFtE/DIiLo+IMZ1fFBFnR8TsiJjd0tLSqLQ2jQ3e+rEiVq35GVVZEdHsJGgQso5RIw3IACIzX87MZUWQ8CPgs8CvgL/LzCOBp4DPd/G6yzJzWmZO23777Rub6Cbzdwv6z4BM9WRQqrIMINQX1jFqpIE6hImI2AX4CXBpZl4TEdtk5pJi80+Af21e6gYGG7z1Y36q1ry4qywDCPWFdYwaaUD2QETEjsBtwD9k5hXF6lsj4nXF/LHAQ01J3ABiAFFb5qfqyTKlsgwg1BfWMWqkgdoDcQEwDvhcRLQ9C/FJ4BsRsQZ4Hji7WYkbiKw4+s+vxVU9WaZUlgGE+sI6Ro00IAOIzPw48PEuNr2h0WkZyLxjXj/mp2rNi7vKGjJkQA4O0ABnHaNGspYaxAwgasv8VD1ZplSWPRDqC+sYNZIBxCbCiqO2zE/VmncHVZYBhPrCOkaNZAAxiHnHvLZ8BkLSQGAAob7wuqVGMoDYRBhA9J8BmerJi7vKMoBQX3jdUiMZQAxiNnjrx/xUrVmmVJYBhPrCmxRqJAOIQay6svCXqPvPgEz15MVdZfktTOoL6xg1krXUJsIGb21ZEavWLFMqyx4I9YXtADWSAcQg5h3z2jI/VU+WKZVlAKG+8CaFGskAYhCzwVtb5qfqyYu7ynIIk/rCOkaNZC21ibDBW1vmp2rNi7vKsgdCfeF1S41kADGIece8tvwdCNWTn1GVZQChvvC6pUYygBjEDCBqy/xUPXlxl1RP1jFqJAOITYQN3toyP1VrXtxVls9AqC+8bqmRrKUGMe+Y15b5qXqyTKkshzCpL7xJoUYygNhE2DipLSti1ZplSmUZQKgvrGPUSAYQg5h3zGvL/FQ9eXFXWQ5hUl943VIjWUsNYtUNktbW1iamZNNgAKF6MoBQWfZAqC+sY9RIgyaAiIghEfHdiLg/ImZGxORmp2kgscFbW+anas2Lu8oygFBfWMeokQZNAAGcAozKzMOATwEXNTk9Tecd89rydyBUT5YplWUAob6wjlEjDaYA4gjgFwCZ+QAwrbnJaT4DiPoxP1VrlimVZQChvrCOUSMNpgBiLPBS1XJrRAyr3iEizo6I2RExu6WlpbGpazIrjv4zIFM9eXdQZRlASBroBlMAsRQYU7U8JDPXVe+QmZdl5rTMnLb99ts3NnVNYIO3tsxP1ZMBhMryW5jUF9YxaqTBVEvdC7wVICIOBeY2NznNZ4O3fqyIVWt+RlWWPRDqC+sYNdKwje8yYPwEOD4i7gMCOLPJ6RlQrDj6z4BM9WRQqrIMINQX1jFqpEETQGTmeuCcZqdjILHBWz/mp2rNi7vKMoBQX1jHqJEG0xAm9cAGb/8ZkKmeLFMqywBCfWEdo0YygBjE/CXq2vJ3IFRPlimVZQChvrCOUSMZQAxi3jGvH/NTUrP4LUzqCwMINZK11CbCBm//GZCpnry4qyx7INQXXrfUSAYQg5gN3voxP1VrlimVZQChshx6q2YxgBjEDCBqy4pY9WSZUlkOYVJf2A5QI1lLbSKsOPrPgEz1ZAChsuyBUFlet9QsBhCDmBVH/ZifqjXLlMoygFBZtgPULAYQg5gVR22Zn6oneyAk1ZrXLTWLAcQmwoqj/3wGQtJA4DMQ6gvbAWoka6lBzDsP9WN+SmoWhzCpLNsBahYDiE2EFUf/WRGrHmwMqrcsMyrL65aaxQBiEKuuOFpbW5uYkk2PFbFqxeEo6i3LjMoygFCzWEsNYtWVhRVH//kMhOrBu8nqLcuMyjKAULMYQAxiVhy1ZX6qHmwMqrcsMyrL65aaxQBiELPiqC3zU/VgY1C9ZZlRWV631Cy9DiAiYsuIGFqPxKh3rDhqy/xUPdgYVG9ZZlSW1y01y0YDiIgYEhFnRMTPI+LPwHxgYUQ8EhFfjYg9a5mgiNg6Im6MiLsj4v6IOKxYf2pEPBkRM4vpqFqedzCy4qgtn4FQPdgYVG9ZZlSW7QA1y7AS+9wF3AF8GpiXmesBImJb4BjgKxHxk8y8ukZp+iRwZ2Z+IyL2Bq4FDimmv8/MH9foPIOeFUdtmZ+qB79RR71lmVFZXrfULGUCiOMyc23nlZm5CPgx8OOIGF7DNF0MrK5K36pifipwcEScB/wK+IfMXFfD8w46Vhy1ZX6qHrybrN6yzKgsr1tqljK3OS6OiDf0tENXAUYZEXFWRMyrnoA9M3NlRLwKuJpKzwfA7cDfAEcCWwHndHG8syNidkTMbmlp6UuSBhUrjtoyP1UPNgbVW5YZleV1S81SJoB4HLgoIn4fEf8SEQfV6uSZeXlmvqbT9D8RsT9wJ3BBZt5d7H5FZj6VlU/LT4GDuzjeZZk5LTOnbb/99rVK5oBlxVFb1XnoMxCqFYejqLcMIFSW7QA1y0avbJl5SWYeBhwFLAL+IyIejYj/GxF71TpBEbEv8F/AGZl5S7EugN9ExM7FbscCD9X63IONv0RdW1bEqgcbg5IaweuWGqn0rbHM/ENm/ktmHgycAUwHHq1Dmr4MjAIuKb5t6adFr8MHgBsi4m5gNPDvdTj3oGKDt7bMT0nSYOJ1S81S5iFqAIoHpU8E/pJKD8DdwD/WOkGZeXI3628Dbqv1+QYzK47aMj9VD/ZAqLcsMyrL65aaZaMBREQcD7wLeDvwIPBD4OzMXF7ntGkjrDhqy9+BkCQNJrYD1CxleiAuAK4Bzi++ulUDhBVHbZmfkgYCeyBUltctNctGA4jMPAYgIqZFxPeAScXrorI5D6hrCtUtK47aMj8lSYOJ1y01S+lnIIAfAH8HzAUspQOAFUdtVeeh+SlpIMhMeyTULdsBapbeBBAtmfmzuqVEvWbFUVs+A6F6sPGn3ur8mzSWIXXHdoCapTcBxOeLIUx3AqvbVmbmDTVPlUqx4qgt81PSQNC5LvLHCNUdr1tqlt4EEGcCU4DhvDKEKQEDiCax4qgt81P14N1j9ZZ1kcqyrKhZehNAHJiZ+9ctJeo1K47aMj8lDQSdhzBJ3fG6pWbpTb/oAxGxb91Sol6rrjhaW1ubmJJNg89AqB7sgVBv2ShUWV631Cy96YE4AnhvRCyg8gyEX+PaZF5kasv8lDQQ+I1w6gvLihqpNwHEiXVLhfrEBm9tedFWPdgDod6ybldZlhU1y0YDiIiIrPjDxvapbdK0MVYctWV+ShoIvJmhsiwrapYyz0DcFRF/ExG7Vq+MiBER8aaIuAp4b32Sp55UP/dgxdF/jiVVPdgDod7yZobKWrt2bfu8ZUWNVGYI04nA+4FrI2I3YAkwChgK3AZcnJkP1y+J6o4VR22Zn5IGAu8qqyyvW2qWjQYQmbkKuBS4NCKGA+OBlZm5pN6JU8/WrVvXPm/F0X/mp+rBb0hTb1U3Cu0NVU8MINQsvXmImsxcCyysU1rUSzZ4a8uKWPXQuTHokCZtzJo1a9rnrYvUE69bapbe/A6EBhgrjtryrp/qoboxaLlSGatXr26ft25XT7yRqGYZcAFEVDwbETOL6cvF+pMi4n8i4v6I+GCz0zkQGEDUlvmpWstMG4PqNXsgVJbXLTVLr4YwNcgewP9m5kltK4pnLy4GXgssB+6NiBsz8/kmpXFAWLFiRfu846z7b+XKle3zVsSqheq7g2C5UjkGnSrLYFPN0qcAIiKGAfsBIwEy81c1TNNUYKeIuAtYCXyiOM8Tmbm4OP89wBuB/6rheQedZcuWtc9bcfTf0qVL2+fNT9VCdZAPliuVs3z58vZ5y4x64nVLzdLXIUzXA2+h0og/oq8nj4izImJe9QQ8D3w5M48BLgSuBsYCL1W9dBmwdRfHOzsiZkfE7JaWlr4ma9BYtGhR+7wVR/8tXry4fd6x6qqFzvWQn1NtzIoVK+wNVWkvvvhi+7xlRY3U1yFMj2TmV/p78sy8HLi8el1EjAbWFdvviYidqAQMY6p2G0Pl9yg6H+8y4DKAadOmbfItwPnz57fPW3H0n/mpWnv00Uc7LFuutDHV9RB4M0M987qlZulrD8TaiLg9Iq6JiGtqmiL4PHAeQEQcCDwN/BbYMyK2jYgRwJHA/TU+76CyePFibrrppvZlK47+WbhwITfffHP7ss+UqBauvPLKDst+TrUxl1/e4Z6aZUbdWr58Odddd137smVFjdTXHohXZebxNU3JK74CXB0Rb6PSE/G+zFwbEZ8EbqUS9FyRmc/W6fwD3h//+EdOP/10Fi9ezBZbbMHKlSutOPph7ty5nHHGGbz88svt66q/2ULqrZdffpnPfOYz3HDDDYwePbr9WQg/p+rOihUr+NKXvsSll17K0KFD229iWGbUlaeffpr3vve9PP300wwbNox169ZZVtRQfe2BGB0RfxkRb42It9YyQZm5ODPflplHZeaxmTm/WH9jZr42M6dm5rdrec7BYNWqVdxxxx186EMfYq+99uK+++5j55135qqrrgK8yPTGunXrmD9/Pt/5znc48cQTOeCAA5g3bx577703//qv/9q+j9Qbixcv5tZbb+VjH/sYu+22G9/85jcZNmwYV155JePGjQP8nOoVmckf//hHfvrTn/KRj3yESZMmceGFFxIRfPvb32bvvfcGLDOqyEz+8Ic/cPXVV3P66aez5557MnPmTHbccUeuv/56wLKi7rW0tHD77bdz/vnnM2XKlJocc6M9EBHxLeCazLyvavVdVL4ZafuapEJA5VuVnnvuORYuXMhzzz3HM888wyOPPNI+VX+136mnnsq3vvUtFi6s/DD45lhxrF+/nlWrVrU/dLhy5cr2+RUrVrBkyRL+9Kc/dZieeOIJfve733X46rtRo0Zx1llnceGFF/Lf//3fgD0Qqlyw165dy4oVK1i8eDGLFi1i0aJF7fMtLS38/ve/5/e//z0LFixgwYIFHV7/ute9jksuuYRDDz2Uc889F9g8P6ebsnXr1rFmzRpWr17dYVq6dCkvvfTSBtOf//xnnnnmGZ555hmefvrpDl+EATB16lS+9rWvcfTRR3PJJZcAlplN1fr16ztct5YvX86LL77YPr3wwgu8+OKLPP300zzxxBM88cQTLFnyyqOfEcHpp5/ORRddZA/nZqS1tZU1a9awfPlyli1bxtKlS1m2bFmH+UWLFvHcc8+1T0899VR7W7GWygxhehy4KCImANcB12bmVTVPSY29+OKLXHnllWRm+0NobfNdLZfZpz+vWbduXYeLSucLzJIlSzb4ysfODj74YN785jfznve8h3333ReAP/3pTwDMmTOHCy64gL/9279lu+22q1k+9lZ1o6urafny5Rs09Lv6W2afVatW9Tmdu+66K69//es5/vjjmT59OuPHjwdg+PDhANx77718/etf5wMf+ABjx46tSd7UQ2bS2tpKa2sr69ata59vbW3doAzW62/btH79+vap83LZdd3t09raytq1a1m3bh3r1q1rn+/r39WrV7eXs56m3lyQR44cydSpUzn88MM5/fTTOeSQQ4gIgPa/n/vc5/jgBz/IIYcc0uv/db211VNr167d6NTa2tr+/9nYfH/2rV7f3VTv7WvXru0ySFi9enW/G2zbbLMN06ZN49BDD2X69OkcfPDBG5SZCy+8kHPOOYfDDz+83//jRmorT21TT3ncl/9LPV5bj3OuW7dug+vXihUr+nT9GjduHIcffjhHHXUUp59+OrvssgsATz75JABPPPEEX/jCF/jwhz/MDjvsUNP/Z61Ul4vqOqV6uboeKDP1dv+u6pzO/8fu6qBav2bNmjUdptWrV2+wrnp9X+ucLbfckv3335/DDz+ck046aeMvKCHKfsNDRLwa+MtiGgVcA/wwMx+vSUpqLCIG3VdXbLHFFkycOJGJEycyYcIEdtppJ6ZMmcJ+++3HfvvtxzbbbLPBa37zm99w4IEHti8fc8wx3HHHHQwZ0r8fGV++fDnPP/88Cxcu5Pnnn+f5559n8eLFLFmyZIPppZdeYvny5SxfvpwVK1a0j91thFGjRjF69Gi22GKLDf6OHTuWHXfcscM0adIkpkyZwlZbbdXl8W677TZOOOGE9uVTTjnFYLdqAAAWaElEQVSFG264of1i3heZydKlS3n22Wd57rnnWLRoUZf52NZoXbVq1Qbzq1ataq9Yq4MF7zjV17Bhwxg9ejTjxo1j3LhxbLvttmy77baMGzeO7bbbjle/+tXstttu7LbbbkyaNIkRI0Z0eZwdd9yRP//5zwCMHTuWRx55hJ133rlfactMlixZwrPPPktLSwuLFy/eYFq2bFl7g6W68VK9vGbNmvaypd4ZMmQII0eObJ9GjBjByJEjGTNmDFtvvfUG0/jx49lll13apx133LHbumX//fdn3rx5QCU4feihh9hvv/36neZVq1bx3HPP0dLS0mU9tGzZsg5BdHV9tHLlSlavXt0hMOhusm7auLbrVdu07bbbst122zF+/Hi22247tttuOyZOnMiee+7JHnvswQ477NBleVmwYAG77757+/K0adN44IEHGDp0aL/St379elpaWnjuued48cUXN6hflixZ0uNNwRUrVrB69eoNbuCo7yKCESNGMHr0aMaOHcuYMWMYM2ZMh/lx48a1tyUnTpzILrvswqRJkzq3C/veqCmUfog6M/8A/AvwLxFxMHAF8AWgfyW0Trbddlve/va3ExHtE9Djcpl9+vqaoUOHMnbs2C4vKmPHjmWbbbZhq6226nVDtXOgcNddd3HZZZdxzjnnbPS1q1evZu7cufz6179u7yJ9/PHHeeqppzr8SF1vDR8+vEOl2DZtueWWXTb0u/u7sX1GjhzZ70Cps2HDOn4kZsyYwYwZM5g+ffpGX7to0SLmzJnD/Pnzeeyxx3jsscdYsGABzz777EZ7l/pjyJAhDBs2jKFDhzJ06FCGDRvGkCFD2vOm8x3NevxtO9+QIUM2WO5qXZl9Oq8bPnw4w4YN6/XfrtaNGDGivYx1NbWVs87loa+qP9dLly7lU5/6FFdfffVGX5eZLFiwgEcffZT58+czf/58Hn/8cZ599lmeffbZDr8XUAttedTT1JanQ4YMYejQoe3/n3rNty23zXc19Wf7xl47bNiwDkFC9VSr8tGV6rpt9erVfPzjH+f2228vdY147rnn+O1vf8tjjz3G/PnzeeKJJ9rLTOdhU/XUVlZ6yt++/l9q/bp6nrPztXCLLbZg1KhRNbt+dT7O7NmzueKKK/jgBz+40deuXbu2Q/3y2GOP8dRTT/Hss8+ycOHCujT4hw4d2qE+6TxffQ0rO1XXG719Xef/YfXxyqzrz2vabjx0NXW1bejQof26oVlLvemBGA6cSKUH4ljgbirDmWbUL3l9N23atJw9e3azk1F3v/3tb9vvSo0ZM4Zly5YxZswYHnnkkfbuzTYrVqzg7rvv5tZbb+WXv/wl8+bN63as/8iRI3nVq17FhAkTmDBhAq961avYbrvt2Hrrrdlmm206TFtvvTVbbbVVe+XYNgxoMJo1axZHHnlkh3U77bQTjz76KGPGjOmwftmyZdx8883cfPPNPPDAA/zud7/r9rijR49mp512YsKECWy//fbteTdu3Lj2PNxyyy0ZNWpU+8Wl+m9bRdLWoKm+OA2UykTdGzp0aPsd2ZEjR7J69Wruuusujj766A77ZSaPPPIIN910E/feey8PPPAAL7zwQrfH3Wqrrdhpp53Ycccd23tJqqexY8d2CNyrA/DRo0czatQoRowY0X4BtywNHIcccghz5swBXikz119/Pe985zs32HfBggXceOONzJo1iwceeIA//vGP3R532LBhTJgwob3MVNfl48aNY6uttuoQTLfVQW3zo0aN6hBIdje13QBQ/T3zzDPsuuuuHdaNHz+eefPmseOOO3ZYv27dOu69915uvvlm7r//fmbPnt3jjYi2XpC261Z1/dJ247Nz3VJdx4wcOXKD4MByMSDUvwciIo4H3gW8DfgV8EPg7Mxc3t+Tq/+q7zycf/75zJkzhxkzZnDmmWdyww030Nrayq233sr111/PLbfc0mHcZUQwZcoUDj74YKZMmcLkyZOZPHkye+yxB9tuu+1m+SGvDn4+97nPccsttzB79mze//73c8UVV7B06VJuvvlmZsyYwR133LHBw9gHH3ww++67L3vvvTdTpkxhjz32YOedd2bMmDGbZX6qoi14GD9+PB/96Ef5whe+wLvf/W7uuOMO9txzTx588EFuuOEGZsyY0T6euc0OO+zAAQccwJQpU5gyZQp77rknu+yyCzvttNOAfj5H/VPdC3zxxRfz4Q9/mLPPPpvJkydz0EEHMXfuXH70ox/xk5/8pH2oU5uxY8e2l5m9996bvfbaq73MjB8/vuY9t2qu6v/neeedx9y5c7nzzjt517vexQ033MCIESO4/fbbmTFjBjfeeGOHX68G2H333XnNa17TXse0XbcmTpzIqFGjGv12NEhstAciIu6i8rzDjzOzcX2f/bS59EA8/vjj7LXXXkDlR6uOP/54XvOa17B48WIiYoNfMZ06dSonnHACxx13HNOmTdvgrvrm7qGHHmLatGkAXHXVVRx00EEcccQRXQ7piggOP/xwTj75ZI455hgOOOCAQd37ovppCx732Wcffv3rX3PMMcdw7733AjBixIgOgej48eM56aSTOP744znssMN49atfbfC5GRo3blz7t+6sX7+eU045hZ/97GcA7b//02bs2LG85S1v4c1vfjOHHXYYe++9t0HCZmThwoVMnDgRgG984xuceuqpTJ06lZaWFoYOHdr+5RRtJk+ezCmnnMLRRx/N61//+vYvEdFmpf49EJl5TH9PovqpvkhMmjSJiRMncvfdd/ORj3yEWbNmMXLkSF73utdx2mmncdppp/X7wc1NXfWY5t12240DDjiAmTNn8vGPf5z77ruPLbfckqOOOop3vOMdvOMd79ige1jqydZbb83w4cO55ZZb+NjHPsYPfvAD1qxZw+67787JJ5/M9OnTecMb3sDQoQPy0TI1UOev7Lzuuus4//zz+d73vsfKlSuZMGECJ510EqeddhpHH310tw/wa9O35ZZbts/vuuuu7LLLLtxzzz186EMfYubMmQwZMoSpU6cyffp0pk+fzj777ONNCfVb6WcgBpvNpQeieuzjggULmDRpUvu2tWvXtj+wo3KefPJJJk+eDFTytjrgam1tdVyv+qStzBx//PHcdttt7evbvlK2ugEgwStlZsqUKTz66KPt69euXcvy5cu7/FY+bZ4ys/1m4qxZszjiiCPat61cuZKhQ4caYKqzfjdk7OMc5Noeyp0wYcIGD00PHz7c4KGXdt11V0aPHs3WW2/NTjvt1GGbDyyrr8477zwAPvaxj3VYP2zYMIMHdenzn/88ABdccEGH9cOHDzd4UAcR0f517vvss0+HbVtssYXBg+rCHohNwPPPP8/QoUPZfnt/GLwWXnzxRYYMGcK4ceOanRRtIlatWsXChQvZbbfdmp0UDRKtra3MnTuXAw880BsX2qjFixezatUqJkyY0OykaHDod6ViACFJkiRtPhzCJEmSJKlxDCAkSZIklWYAIUmSJKk0AwhJkiRJpRlASJIkSSpto79E3WgR8SngxGJxG+BVmfmqiPgkcBbQUmz7UGY+1ow0SpIkSZurARdAZOZXgK8ARMRNwD8Umw4B3pOZDzUrbZIkSdLmbsAOYYqIU4HFmXlrsWoq8OmIuCciPt3EpEmSJEmbraYGEBFxVkTM6zS9ttj8aeAfq3b/IXAO8CbgiIh4exfHOzsiZkfE7JaWls6bJUmSJPXTgPwl6ojYF7gkM48vlgMYm5kvFcsfBrbLzH/u7hj+ErUkSZK0gU32l6iPA26pWh4LzIuIrYpg4k2Az0JIkiRJDTZQA4i9gafaFoqehwuAu4BZwCOZeXOT0iZJkiRttgbctzABZOZHulj3feD7TUiOJEmSpMJA7YGQJEmSNAAZQEiSJEkqzQBCkiRJUmkGEJIkSZJKM4CQJEmSVJoBhCRJkqTSDCAkSZIklWYAIUmSJKk0AwhJkiRJpRlASJIkSSrNAEKSJElSaQYQkiRJkkozgJAkSZJUmgGEJEmSpNIMICRJkiSVZgAhSZIkqTQDCEmSJEmlNT2AiIjpEXFN1fKhEfFgRNwbEZ8v1g2JiO9GxP0RMTMiJjcvxZIkSdLma1gzTx4RlwAnAA9Xrf4ucBrwFPDziDgEmASMyszDIuJQ4CLg5AYnV5IkSdrsNbsH4j7g3LaFiBgLjMzMJzMzgVuBY4EjgF8AZOYDwLQmpFWSJEna7DUkgIiIsyJiXqfptZl5HZBVu44FllYtLwO2Lta/VLW+NSI26D2JiLMjYnZEzG5paanHW5EkSZI2aw0ZwpSZlwOXl9h1KTCmankMsAQY3Wn9kMxc18V5LgMuA5g2bVp23i5JkiSpf5o9hKmDzFwKrImIPSIiqDwfMQu4F3grVB6yBuY2L5WSJEnS5qupD1F34xzgB8BQ4LbMfDAi/gc4PiLuAwI4s5kJlCRJkjZXUXlWedMzbdq0nD17drOTIUmSJA0k0d8DDKghTJIkSZIGNgMISZIkSaUZQEiSJEkqzQBCkiRJUmkGEJIkSZJKM4CQJEmSVJoBhCRJkqTSDCAkSZIklWYAIUmSJKk0AwhJkiRJpRlASJIkSSrNAEKSJElSaQYQkiRJkkozgJAkSZJUmgGEJEmSpNIMICRJkiSVZgAhSZIkqbSmBxARMT0irqlaPjYi7o+IX0bEjyJidLH+ZxFxb0TMjIhbmpdiSZIkafM1rJknj4hLgBOAh6tWXwocmZl/iogvAx8AvglMBvbLzGx8SiVJkiRB83sg7gPO7bTu6Mz8UzE/DFgVETsC2wA3RsQ9EfH2RiZSkiRJUkVDAoiIOCsi5nWaXpuZ1wEdehQyc2HxmunAMcB/AiOAi4BTgFOBiyNihy7Oc3ZEzI6I2S0tLfV+W5IkSdJmpyFDmDLzcuDysvtHxCeAvwBOzMxVEfE88N3MXAf8OSLmAHsDf+50nsuAywCmTZvmUCdJkiSpxpo9hGkDEfEZ4I3AcZn5QrH6OOD6YvtWwGuAR5uTQkmSJGnz1dSHqDsrnnX4PPC/wC0RAXBdZn4nIk6IiAeA9cAFVcGFJEmSpAZpegCRmTOBmcX8n6g879DVfuc1LlWSJEmSujLghjBJkiRJGrgMICRJkiSVZgAhSZIkqTQDCEmSJEmlGUBIkiRJKs0AQpIkSVJpBhCSJEmSSjOAkCRJklSaAYQkSZKk0gwgJEmSJJVmACFJkiSpNAMISZIkSaUZQEiSJEkqzQBCkiRJUmkGEJIkSZJKM4CQJEmSVJoBhCRJkqTSmh5ARMT0iLimavnUiHgyImYW01ERMSQivhsR9xfrJjczzZIkSdLmalgzTx4RlwAnAA9XrT4E+PvM/HHVfqcCozLzsIg4FLgIOLmhiZUkSZLU9B6I+4BzO62bCrw/ImZFxEURMQw4AvgFQGY+AExrbDIlSZIkQYN6ICLiLOATnVafmZnXRcTRndbfDswAFgDfBc4BxgIvVe3TGhHDMnNdp/OcDZxdLL4cEY/V6C30x3jghWYnQgOW5UM9sXyoO5YN9cTyoZ7My8zX9OcADQkgMvNy4PKSu1+RmUsAIuKnwGlUgocxVfsM6Rw8FOe5DLisn8mtqYiYnZn2mKhLlg/1xPKh7lg21BPLh3oSEbP7e4xmD2HqICIC+E1E7FysOhZ4CLgXeGuxz6HA3OakUJIkSdq8NfUh6s4yMyPiA8ANEbES+C3w70ArcHxE3AcEcGYTkylJkiRttpoeQGTmTGBm1fJtwG1d7HpOg5JUawNqSJUGHMuHemL5UHcsG+qJ5UM96Xf5iMysRUIkSZIkbQYG1DMQkiRJkgY2AwhJkiRJpRlA1ElEDImI70bE/RExMyImNztNaryIGB4R3y9+GPFXEfGOiJgcEfcU674TEUOKfT9f7HNfRLyu2WlXY0TEDhHxTERMsWyoWkR8uriGPBQRZ1k+1Ka4tlxT/M9nWX+oTUS8PiJmFvOly0R3+3bHAKJ+TgFGZeZhwKeAi5qcHjXHu4EXM/ONwFuAbwFfBz5brAvg5Ig4BDgKeD3wl8C3m5ReNVBEDAf+DVhZrLJsCIDiR1bfABxO5f+/C5YPveKtwLDMfAPwT8CXsHxs9iLi74HvAaOKVb0pExvs29O5DCDq5wjgFwCZ+QDgD7psnv4L+FzV8jpgKnB3sXwLcByV8nJbVjwNDIuI7RuaUjXD14DvAs8Vy5YNtTmBym8e/QS4EbgJy4de8Tsq/+shwFhgLZYPwZPAqVXLvSkTXe3bLQOI+hlL5Re027RGRNO/NleNlZkvZ+ayiBgD/Aj4LJVvP2v7+rNlwNZsWF7a1msTFRHvA1oy89bq1ZYNFcZTufH0TipfY/4DYIjlQ4WXgUnAfCq/l/VNrD82e5n5YyrBZJvelImu9u2WAUT9LAXGVC0Pycx1zUqMmicidgHuAr6fmdcA66s2jwGWsGF5aVuvTdf7qfxA5kzgIOA/gR2qtls2Nm8vArdm5prMfAxYRccLuuVj8/YJKuVjL+BA4CpgRNV2y4egd+2NrvbtlgFE/dxLZYwiEXEola5obWYiYkcqP4z4D5l5RbF6TjG+GSrPRcyiUl5OKB6+35VKwPlCwxOshsnMIzPzqMw8GngYeA9wi2VDhXuAE6NiIrAlcKflQ4XFvHIXeREwHK8t2lBvykRX+3bLITX18xMqdxfvo/IwyplNTo+a4wJgHPC5iGh7FuLjwDcjYgTwKPCjzGyNiFnA/VQC+480JbVqtr8F/t2yocy8KSKOBH7FK//3BVg+VHExcEXxvx9B5VozG8uHOurNNWWDfXs6sL9ELUmSJKk0hzBJkiRJKs0AQpIkSVJpBhCSJEmSSjOAkCRJklSaAYQkSZKk0gwgJEmSJJVmACFJkiSpNAMISRIRsU1EfLhq+b46nWeLiLg7Iob28zgjIuKXEeEPokpSgxlASJIAtgHaA4jMfEOdzvN+4IbMbO3PQTJzDXAncHpNUiVJKs0AQpIE8BVgj4h4OCK+GhEvA0TEpIiYHxHfi4h5EfGDiDguIu6NiMcj4nVtB4iId0fEr4pj/Fs3vQx/Bfy0N8eOiC0j4ucR8etiv7agYUZxPElSAxlASJIAPgU8mZkHZebfddo2GbgEOACYApwBHAGcD1wAEBH7UOkNODwzDwJa6dS4j4gRwO6Z+fveHBs4EXguMw/MzNcAvyjWzwNe27+3LUnqLQMISdLGLMjMuZm5HngEuDMzE5gLTCr2ORaYCvxPRDxcLO/e6TjjgSV9OPZc4LiI+JeIeGNmvgRQDINaExFjavheJUkb4cNnkqSNWV01v75qeT2vXEcCuCozP93DcVYCo3p77Mz8XURMBd4KfDkibsvMfyr2Gwms6sV7kST1kz0QkiSAZUB/7uTfCfxFROwAEBHbRsSrq3fIzMXA0IjoHET0KCImAisy82rga8AhxfrtgJbMXNuPdEuSeskeCEkSmfli8fDyPOCWPrz+txHxWeC2iBgCrAU+Avyh0663UXnG4Y5eHH5/4KsRsb447rnF+mOAm3ubVklS/0RlqKkkSfUXEQcDn8zMv67BsW4APp2Zj/U/ZZKkshzCJElqmMycA9xVix+SA2YYPEhS49kDIUmSJKk0eyAkSZIklWYAIUmSJKk0AwhJkiRJpRlASJIkSSrNAEKSJElSaQYQkiRJkkr7//UDtzDjhz9IAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pp = PulsedProtocol(0., 1.)\n", "data, meta = pneuron.simulate(0., pp)\n", "fig = GroupedTimeSeries([(data, meta)], pltscheme={'V_m': ['Vm']}).render()[0]\n", "sr = computeFRProfile(data)\n", "sr = sr[~np.isnan(sr)]\n", "print(f'Firing rate: median = {np.median(sr):.2f} Hz, last value = {sr[-1]:.2f} Hz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our simulations show a spontaneous firing stabilizing around 5 Hz. This is within the same order of magnitude as those reported in the Otsuka paper. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Response to depolarizing current pulses\n", "\n", "\n", "The Otsuka paper predicts an increase in the neuron's firing rate from its spontaneous value upon intracellular injection of depolarizing current pulses at 0.5, 2 and 6 uA/cm2:\n", "\n", "\"STN" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def simPulses(pneuron, amps, pp):\n", " batch = Batch(lambda I: pneuron.simulate(I, pp), [[x] for x in amps])\n", " return batch(mpi=True, loglevel=logging.INFO)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I = 6.00 uA/cm2, firing rate: median = 93.31 Hz, last value = 91.32 Hz\n", "I = 2.00 uA/cm2, firing rate: median = 50.96 Hz, last value = 50.00 Hz\n", "I = 0.50 uA/cm2, firing rate: median = 25.21 Hz, last value = 25.16 Hz\n" ] }, { "data": { "image/png": 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\n", 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\n", 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i6tSp7N2713Wto0ePsnTpUo4ePeq61v79+5k2bRq//fab61rffvstEyZM4NChQ65rff7554wdO9YTrR07djB27FiOHDniidaECRM4ceKE61qfffYZr776quv9CMDXX3/NokWLXNcB+OGHH9i2bZsnWvv27XPd3hNjjKsCsaJhw4bGqwuVEz/++GOW2wcOHMjSpUsBXwfrNlWrVgWgefPmzJ492zWdjh07snXrVsDdegXqs2XLFmrWrOmKRu3atTl+/DgdO3Zk6tSprmi88847DB8+HPDmfHXv3p3nnnvOdZ2pU6fSsWNH13RatGjB7t27eeyxxxg8eLBrOuPHj2fy5MmA+89p4NyNHz+e/v37u6Zz7Ngx6tSpA7hfpz179tC0aVNq1qzJli1bXNUaPXo0r776KuB+vXr27MnatWs90brttttYsGABV199Nampqa5q3XnnncybN4+uXbvywgsvuKrVqVMnNm/eTJcuXXjxxRdd1brmmmv46aefPNEKPMd9+vTh6aef9kTrjjvuYPTo0Z5ojRkzhqFDh3qi9cILL9C1a1dPtObNm0fTpk090Vq9ejWXXnqpJ1offfQRVapUOW1/lSpVJL8aGoGIEUWKFImJrtsO48GDB109fji///67a8c+fvw4gKtevNfn69tvv/VEJzvHOVrs3r0bgBUrVriqc/jwYVePnxXff/+9Z1putwcbNmwAfCP2buPFCH0AN6OS4QTO4ccff+y61rx580L+d5PNmzcDsGrVKte1fvrpJ8A3iu4VX375pWdaX3/9tZVaXp7DXbt2Wanlpv2iDkSMiIuLzal3OyTodb28iKC5mSbj9flyO+UngBehZ3D/+sfiOXX73In8MfBkU3ugWoVLK4BXbYVqRQev+hCw9xzaoqUORIxQByI6ePEguqnhNOa8wKuGyysdtzszr68PuO8UOY/vpbPiNrZqqQMRPdT4zT9epr3bem/Ych+qAxEjYmGYgPsPv40GsU3zhLyqi1cNpI0RCHUgCj62Ois2OsyqVXi1lPzj5vVSB+IswzaDwcsRCjfw+nzZ5kC4je0jsja1B7ZGBWw9hwFsNX5VS7Vs11IHIkZoBCI6ePEgagpT7vGqgbTtfgb3r5HznNl4/rzAVqPexvvdia3pN1qv/FPYByOzQx0IC7F1DoSNBrFNIVtbDPsAtt3PYFcEwks0AlG4tALYMhobSy2bnmMn6qzkH3UgLEQjENHBi4feTQ0bz5dNOjYaVF7OgVBDW7UKErY6EKqlWrHQUgciRtjqQNi4jKtNEQivUAci79g0Emar8ata0cPW0XNbjETVUq3sKOrakfOBiBQDXgNqAyWAccB/gYVA4K0YU4wx7r1S2WVilcJkm8Gly7jmDlsMe6+wcRK1rsKUf2xdWtV2h1m18o8t6TeqlX8KpAMB9AV+Mcb0E5HzgY+Ax4BnjDHuvhveI2yNQNjoQGgK09mrY+OIrK0OhGrlHxuXLXaixm/hQq9XwdYqqClMc4GHHX+fAhoA7URkrYi8KiJlw38kIkNEZJuIbNu7d69XZc0T6kBEB01hyh22GPZe6eiIbP6wdfTc1nrp/R491PgtXOj1yj0F0oEwxvxmjDnsdxLeAUYDW4D7jTHNga+BMVn87mVjTENjTMOKFSt6W+hcog5EdCjsDoSNERsvdWwygAPYNInaVuPXVgciFthiTJ0tWrYa2l5iy/UqqClMiEhNYD7wT2PMTBEpZ4w56N89H3g+dqXLP+pARAd1IHKHLZEBr3RsHJG11YHwElvrZaPD7MRW49fWeqlWwaZARiBEpDKQDjxgjHnNvzlNRBr5P7cGPohJ4aKErR2Q16gDkTtsMey90rHRgXBi0wo4traptkZxAthquKlW/tF34uSfs3ES9YNAeeBhEQnMhbgHmCwiJ4AfgSGxKlw0sDUCEavVpdzEplWYbGskbXqPgVc42wCbHDBNYVLOhK2Gtq1aXmKrY3TWORDGmL8Cf81iV1Ovy+IWtjoQNo6o29pguolGIPKOlylMNp4/L7DVMbL1esUCW416W4xf1co/9g2vFRLUgYgOhd2BsPF82aRjowPhROdA5A1b3wNhq1YAWwy3WGp5iU1toRNb7g11IGKErQ6Evok6d6gDUbCx0cjxchK1rak+ttbLVq0AapAWLi1bz6GXqANhIbHKrbZtxLGwOxBeY8vyql7p2Gjk2LoKk2qp1pmw1dBWLdXKDjfbeHUgzjJsM7gKuwNh4/kCexwVG40cdSBU62zTCqBGYv6xaUAtVthyvdSBiBG2pjDZaBDb1GDaEhnwSsd2I8cmB8JLbDW0bU0DC2DrsqDqGOUfW8+hOhAWog5EdPDiQdRlXHOPOhB5x6ZO01bjV7UKl1YAWwy3WGrZ1D6pVv5QByJG2Li+PNjpQGgK09mrY+MIupcpTF5i6+i57Ua9l9gUTXaiRn3h0rIFO63YQoBGIKKDOhBnNzatIhTAptFEW41fHQAqXFoBbHq2YoWtRr06YbnHzlawEGCrA2Fjx6opTAVXx21sdCB0GdfCpaXnMHrYYridLVpq1BdsLfusvUJCrAxtjUAUTA2vsCW1yCsdGyNEsUphsuk5UqO+cGkFsMVwi6WWrW2GrVq6jKuF2BqBsNGBcBNbz5ctOjZGILzU0iVjVSs7bH+2bF3xyUtsvV62tPHqQJxl2GZwFfYIhDoQhUPHS9zuyLw06m11ILxEox3RwxbD7WzRshVbrpc6EDHC1hQmrynsy7h6jS7jmjtsHCWNVQqTTc+RGvWFSyuALYabahVuLVuiHepAxAhNYco7zjpoBCJ36Juoc4ftRo6XEQibBi9sXCwC7HWMAthqkKpW/rHFqPdSy85WsBCgDkR08OKhVwfi7NWx0cixNQJha/6+rVEBG5+tWGGLQapahUtLHYgYYasD4UXH6rUBpA5EwcWG+zkcLx0Im7RsNX5tjXbY7kColmoVBC03sbNlKgRop1B4sOVhB3siA17rgD1pWRqBUK2zTSsW2DTnx4lNbYYTm/p5J7qMKyAicSLykohsFJHVInJRrMuUH2yNQHg9B6KwRyC8xjbD3kZj2yanKFbOitvYamhrZCV62PQcO7F1pF61ck9heoI7ASWNMU2AkcDTMS5PvrDVgbAxhclNbJwz4qWOrZ20m+gyrvlH50AULi0bUxFVS7VirVWYHIhmQCqAMWYT0DC2xckfsXIgbOrEQaMDBVHDSzQCkT9sSkew1fi11dC29RwGsMVIVC3Vyo7C5ECcCxxy/J0hIkWdXxCRISKyTUS27d2719vS5RJb8z9tSmGyMTpgS2qRVzq2OxA2TaL2EjW0VetM2OScO7GpfVKt/FGYHIhfgbKOv+OMMaecXzDGvGyMaWiMaVixYkVvS5dLbE1hssmB8Dody6YIhBrbBVcnVilMNrQ9qqVakWJj26Ra0cEWh68wORDrgbYAInItsDO2xckfsZpAZlMaAdi1xKpGIAoeNkYgdA5E4dLyEo2sFE7U+FWtWGgVPfNXCgzzgQQR2QAIcEuMy5MvNAKRd7wa1VQHQnVsdCCc2JRmYetcAdtXK/IC21OYbBmwCcfWttBL1IEAjDGZwNBYlyNaqAMRHWxKYbLJgfAKmwzgADY5RRqBUK3ssDXaEcCWUWbVUq3s0KGNGKGTC/OOrREIL+4DW4xgr3RsjEB42fbYtOSyE9uNXy+w1TEKYIuRqFqqlR3qQBQAbAp12jSJ2gtsjUDYYmw7se0dGl5o2TpQYqvxa6tjpClM0UPrlX/UgVDyRayMYBscCCeawpR3PdXJHYXdWQ0Qq7ZHU5jyhq1Gva31CqBtU/6xadDBiToQSr5QByLv2JrC5MV9YNsouqbg5B51IPKPrcavakUPW4zEWGrZ0uaGY0uaqjoQBQCbHAivKewOhK0pHjZii/Nl63sgYmXU2zAoE8BWx8j2lazUqM8/ttphrmZpuHZkJUdiZTja1NmBvom6oGJLCpONEQgnGoHIG7beF7ZGBWydiB7AJhtCtaJ7fHUgLMTWFCabVmGyqS5eY2MKk41OkS0dGdj7ck4vsdWotz3aYZPxq1rRPb6mMFmIrQ6ETaP2Nq0oZeOStF7qgKYw5VfLprbnbHCM3MZWB0LnWxROLZvsMI1AWI46EHnHVqPbprrY4kDoeyCip6UpTHnDVuPX1rQidSCih022Uay01IGwHJseEp14nDtsdYa8wqbR+qw03UbnQOQfm+plq5aXaAqTasVaS1OYziI0hzbv2LQKk00ORGF37LJCHYjcY2uqj60RCF2FKf9oBEK1Yq2lKUyWY+sqTF5oqdGde2xKx3JiS0Ocnabbx7dJy8ulVZ3Y5ECoVuHSCmDjgA3YYa/EWksdCAuxdQ6EF/XyyijRCETe0TkQBRdtewqXlq3Gr61RAdsdCHVWCr6WpjBZjnbi0cEmo9umuqgDER1Nt49vk6Ftq5atxq9qRQ+bbAhbtWxcvEIdiBgRKwfCho7Vs4fD4/dAqANR8HTUgVCtrHAe36a5HbZObLbdgbDJ0Fat6B5fHQgL0QhEdDQKewqTE3UgCq4OqAOhWlljS2obaApTYdOKBTYZ2l5q2dg+5foJFpHSIlLEjcKcTegk6oKvYdOStOpA5P/4Wqf8YUunCfamMHmJrUa97cu42jTg6aVWrAZTYjoHQkTiRKSPiCwWkZ+Bz4H/icinIjJBRC6OZoFE5DwRWSgia0Rko4g08W/vIiJfichq/78boqnrNbY6EDalMHnR6XiVCmGrEeI2msKkWrHWyk7XDTQqULi0AthkQ8RKyxajPifdaFM0gu+sApYDo4BPjDGZACJSAWgJPCUi840x06NUpnuAFcaYySJyKTALqO//9zdjzLwo6RQYbAqBe92xFvYVIWxyhmKBTcZ2VppuH98m49dWByLc8HDzWbbV0LZVK4AtBqnNWjamMEXiQMQbY06GbzTG7AfmAfNEpFgUyzQJOO4o3zH/5wZAPRG5G9gCPGCMORVFXU+xcXlI0AhEbrGpLrHAJkMxK023j2/TqJut9XKSmZnpapTA9lQfL1AHQrXOhC39ViRP8CQRaZrTF7JyMCJBRG4VkU+c/4CLjTG/i0gVYDq+yAfAMmA40BwoAwzN4nhDRGSbiGzbu3dvXorkGV4bJjYtLWeT0W1TXZzYOF/AFgfCiS0dWfjxvaxXRkaGq1pObJpvoVrRo7BH4rNDI6R5w6u2MBIH4gvgaRH5RkTGi8g10RI3xrxqjLky7N9WEfkzsAJ40Bizxv/114wxXxvfVUgB6mVxvJeNMQ2NMQ0rVqwYrWK6jk0OhE0pTDqJOu+oAxEdTbePb0tHBmdHtMOmaLWtRr06ENHDpnrZ2Gac0YEwxjxrjGkC3ADsB14XkV0i8oiIXBLtAonIFcBcoI8xZql/mwA7RKSG/2utgQ+ire0lXofAY+FAFPZVmPQ9EHnHlobfRgfCSy0bO02btWzFdgfCppF6W4lVZDmmqzA5CvEfY8x4Y0w9oA/QGdjlQpmeBEoCz/pXW0rxRx0GAe+KyBrgHOBfLmh7hq0pTDoHInfYVBcbsdF4s3WugK1GvZfn0NZ2wnYHwktsGuDwUsvGNiOSSdQA+CdKJwO98EUA1gCPRrtAxpgbs9meDqRHWy9W2GiYgKYw5Qdb74PCjJcpOAFs6shsnZdgq2Nkq/Fr64TtWGBrtEPnnuWeMzoQIpIA9AbaA5uBt4EhxpgjrpXqLEAdiIKtAXa9B8LrDtSLkVKvnRSvnlNbOhevtZzYpBXLkUtbHApb6lEQsGVwyGtsHLiJJALxIDATuM/4lm5VooCtDoQTL+pV2B0Im5whL/HKgYjFcp02jWg7sSVsH358m1ZhCr83ihQp4pqWphUVTmyNCniJLe3uGR0IY0xLABFpKCKvALX9vxPfbnOVa6U7S7DpIfGiE4+FUecWtq7C5DY2zekJx+26efn8eDWZL/z4tkYFvB65dNOBsBWvHSOv+0BbU320fco9Ec+BAGYA9wM7ATuHzD3E1giEF/Xy0ihxG1sjELZM9rTxObWxI4ullpeGh01GTriuLW/Y9hLbHQhbny1bBm5y40DsNcYscK0kZxk2GibgvQNR2I1udSDyhldzOmx8Ts8GQ9tWZ8VWLZscCK/f5u17KUWaAAAgAElEQVR1u2SrA2HT5PCCGIEY409hWgEcD2w0xrwb9VKdBegyrnnHszWO9T0QeUYjEHnHyxQmWybzea11NjhhXqeq6EpJucfWyEoAWwztWGoVlAjELcBlQDH+SGEygDoQecDGkc1wdBWmM2NTXZzY6EAU9nS5ANppRldLz2He8NLhs9U5sf2t17ak+oQf35bBlNw4EFcbY/7sWknOYmwxTMCbDsirh95rB8KmuthCrFbb8QqbOk0vr5WtqzDZGsWxNYXJdgfCbc6GgQBXl4fPxXc3icgVrpXkLMPWCIRNcyCceLGiVGG/D3S0PjrYlMJ0NmjZuiqNTc6Krak+tjsQNt2DNkZIcxOBaAYMEJE9+OZA6DKu+cAmw9GJTXMgwuvixpKGNqUw2ZiSYOtzGsCmTtOJTYa2jYZHuJbXaTG2TNiOBTalMMWqfbfl2cqNA5HsWinOcmwyTNSByJ+GW9g0nyNW2FInW43Es8EYsHVE1qYX5HmJ7REIm9oMZ6qjLc/WGR0IERHj4z9n+k50i2Y3sUjD8QIv6uU8rpv5x1488F496F4smRgrQ8dNbEzLOhtWRrJpAvCpU6c80zpbzqEtb9iORZvkdvTXeS/Y9FJNGx2ISO6EVSIyXERqOTeKSHERaSUibwID3CmevTgbNFsME/CmXl45EF503F5FU5znyYvrYosD4aXxFsDt9sDLtsfW0XOv2iCInQNhUxQnVsabl8+XV7jtQNjaPnlZL6/sikhSmJKBgcAsEakDHARKAkWAdGCSMWa7ayW0FC8bNC/xol5edd4nT54MfnbrIfTKOAjXcaMTcGq4jVcr33h1fbxc1cfLtsdLLefz6qWWlw6fl46RLUYOxNYJczPa4VU76KyTlw6ETYMOXraFBWYZV2PMMeCfwD9FpBjwf8DvxpiDrpXqLMDrCIRXIxVej9oX9hQmr4weL66LlwacbREIW0e0vdTy8v7z0hjwsq+IlRNm8zl004Hwqh30cpAzVtdKtXJPbiZRY4w5CfzPpbKcVXgdgfBqdNiLVBlnXdyslxcdnE0ORKxG+dzEq+vj1LHJgYjVSL3b59BWZ0WjOPnHxoEUW6/ViRMnPNOysV52vp6xEBCL3GqAokVz5TPmGi/qdfz48eBnjUBEhhfXxcvGOIAt+bjOc+e2s382RCBsmhDpZb28fIbVeMsfXtoNZ0PEzdY246xyIMTH9yKy2v/vSf/2DiKyVUQ2isjgWJczv3g5SuF8MNSBiBwvrpFXjaUXEahYzBdwG68iA8572iaDNFZatnTQ4K3h4TR+bXJWYuVAeNmmu6kVq3Qzt7W8bHdtjIK5a03mjQuBD40xHQIb/HMvJgF/AY4A60VkoTHmxxiVMd8cPXo0+NnLjtVtvKiXF6O1xhjPU5jcMlAzMzM9nwPh5j3tbPRtMUqPHTsW/Oy2s/f7778HP7t9/pz1sqmDdrZzNhk5tjphXrVNGRkZnk1gDe/X3ZxvYWsUzMt70MbnOE8RCBEpKiJXi0gjEWkU5TI1AKqLyCoRWSIilwKXA18aYw4YY04A64Dro6zrKV52QE6DwW2OHDkS/OxWvbwwSo4dO+ZJo/nbb78FP7vlQBw+fDjkb7fOmbMubnYyzvoYYzzTcvM5dT6jbufve/GMBnDeE25reXWtwNtzaGO9jDGe9YHHjx/3zJF11sltrV9//TUmWnq/543w6+Umznq52T/mNYVpDtAGnxHfLK/iInKriHzi/Af8CDxpjGkJPAFMB84FDjl+ehg4L4vjDRGRbSKybe/evXktliccPPjHIlZu37j79+8PfnbbOPGiXs5r69ZorbMe4F5dvLg2saiLm/d0eH3cbCCdWm7q/PLLL8HPbj+jBw4cCH52u+1xark9chmrerltaB86dCjkb7c4efLkac65Wxw5csSzUW3n+XNby9kGgrftoFdabj9bzutly3MMsatXgVmFycGnxpin8itujHkVeNW5TUTOAU75968Tker4HIayjq+Vxfc+ivDjvQy8DNCwYcMC+3a2kydP8t///jf4t9s30549e4Kf3UyP2LdvnycNjbM+bhlbX331VcjfbtXlyy+/DH5269o4NcC9ujjPmZv3dHh93GogMzIy+Prrr4N/u1knr55RCD1/bhu/XmmdOHGCb7/9NkTbLfbv3++Zs/zdd995lvrgvNfd1vKqTVKt6Gu5PRDwxRdfeKbl7LPc1vKqLfRSK68RiJMiskxEZorIzKiWCMYAdwOIyNXAt8BnwMUiUkFEigPNgY1R1vWM1atXe5obvHDhwuBnY4xrRveCBQtC/najXseOHWPp0qXBv92qy/z580P+dqMumzdv5vvvvw/+7ZbhOG/evJC/3ahLZmYm7777bvBvNxvjd9555zRtN0hLS/MknJ6ZmRlSJzcjED///DNr164N0XaLzZs3ezZQsmDBAs8WV/DieQrg1b0OMHfuXCu1vLxeXtYr/N5wq801xoRoub2ylPN6ub0yobPPcnuAIyUlxROt33//PcTmK4gORBVjTIIxpo8xpk9USwRPATeIyBrgGeBm//sn7gHS8DkOrxljvs/hGAWW/fv3M2bMmJBtbhpbixYtYvbs2SGrL7kxqfqjjz7iySefDNkW7XodP36cu+++mx9++CG4zQ2je/r06cycOTPknEX7Ifzyyy+54447QrZFuy7GGF588UXmz59PiRIlQrZHk+PHjzNy5Ei2b//jhfRuNFoZGRlMnDiRJUuWUKpUKVe1tm3bxn333QdAyZIlXdM5efIkDz/8MBs3bgzquGX8/vjjjwwYMMCThQ4+/fRThg0bFrLNrY5s/fr1PPjggyHb3Fo4IjU1lb///e8AnHvuuYB753D+/PlMnjw5ZJsb59AYw8yZM3nppZcQkZDtbmi9/vrrvP766yFLMLs1qDFlyhRmzpxJsWLFXNeaPHkyKSkpwecY3DmHp06d4qmnniI9PZ3SpUuHlCHanDx5krFjx7Ju3TrKlCnjmg74+pFRo0bxwQcfuNrmgs/Ivvfee/n000+D96FbWkeOHGH48OGeROgPHz7MsGHDPBu4yasDcY6I9BKRtiLSNpoF8k+UbmeMucEY09oY87l/+0JjzF+MMQ2MMS9GU9Mrtm7dSocOHdizZw9169alU6dOgDsX+NChQzz22GMMGTIEYwz33Xcf55xzDhBdA+XIkSNMmjSJTp068dtvv9GpUydat24NRK9exhjWrl1Lu3btSElJoVSpUjz99NNAdOvy+eefM3DgQO6//34AHn74YWrWrBksQzT46quvePLJJ0lISOD777+nQYMGDBkyBIieA2GMYcOGDXTr1o1x48YB8MQTT1CpUiUgetfl1KlTpKSkkJiYyLRp0yhRogSTJk0KliFaZGZmsmzZMjp27MjTTz+NiPCPf/zDlU7myy+/5L777uPGG2/kwIEDJCQkMGjQoKjrHDx4kDlz5tC6dWtee+01ihUrxpQpU4DoOxD79+9n0qRJtGjRgu3bt1OrVi3Gjx8PRL/t+eabb3jooYdITk7mxx9/5Nprrw3e39HW+vTTTxk+fDjdunXj8OHDdOzYkfbt2wPRdcaNMWzfvp1bb72VW265hePHjzNgwADatGkDRPd6GWPYtGkT/fr14/bbb+fkyZPceeedNG7cGIjuOTTGsG7dOnr16sW9995LRkYG9913H5dffrkrWqtWraJbt248+OCDGGN4+OGHufDCC6OulZmZyYoVK+jUqROPPfYYAI8//jjVqlWLulZGRgapqam0b9+e8ePHIyI8+eSTUW9rwXdPL1q0iDZt2vDss88SFxfH008/TdmyZaOudfLkSd577z2SkpJ4+eWXKVq0KM8991zUdcDnOMydO5f4+HjeeustSpQowQsvvOCK1u+//86sWbNo1aoVc+bMoVSpUsF21w2tt956ixYtWrBgwQLKlCkTPIfRdiyPHDnCa6+9RvPmzUlLS6NcuXLBvjimy7iKyAvATGPMBsfmVUAJoKJbBbOJHTt2MH78eFauXAlA3bp1mTZtGhMnTgSid4EzMjL44IMPWLx4MbNmzeLw4cPExcVx//33c9dddwUflPyOzp06dYqNGzeycOFCFi1aFJywM2DAAB577DEGD/a9piM/9TLG8Nlnn/Hee++RkpLCd999B0DNmjV55ZVXgsvV5bfzPnToEEuWLOG9994Lpnacc845jBs3jt69e/Paa6/luy4//vgjKSkpzJ8/n48//ji4vWvXrowfP54XX/T5w/mty7///W8WLVrEwoUL+fzzzwGoUKEC48ePp3379kyYMAHIX10yMjLYunUrixYtYsmSJfzvf74X09epU4dnn32WGjVqRKUumZmZfPjhhyxevJhFixYFR1QqV67MxIkTiY+P529/+xuQ/8b4m2++YenSpSxdupStW7cCvhfUDRs2jJEjR0atId67dy+pqaksXryY9evXB43c2rVrM2nSpKCRmJGRgTEmZDQ4t3z33XekpaWRlpbGpk2bglqtWrXimWee4ZNPPolKnYwxfPHFF6Snp5Oens62bduC12PAgAE88sgjUes0jTHs3LmT9PR00tLSgnUoVqwYw4cPZ8SIEdx1111A/h2IkydPsmXLFlJTU0lPTw/OryhRogQjR45kyJAhwYGG/J7DU6dOsWXLFtLT01m2bFlwLkLp0qUZPXo0AwYMoEuXLkD+z6FTKy0tjW+++QbwRVPGjh1L7969WbJkCZD/ep08eZJNmzYFtQJtePny5Xn88cfp2rUrM2f6MqDzW6+jR4+ybt264Dn8+eefgdD2L2CU5lfr2LFjrF+/PqgVaAMrV67M+PHjSUpKipqDfvToUd5//33S09NZvnx5sF7VqlVj4sSJtGzZkgceeCAqWkeOHGHNmjUsW7aMZcuWBRd2+NOf/sQzzzxDkyZNgD9WvstP+/Tbb7+xevVq0tLSWLFiRdCGuPDCC5k0aRJ169aNSp3ANyq/atUq0tPTWbFiRXCe5qWXXsrkyZODfVY0tPbt28fKlStJS0tj9erVwWhv3bp1ee6554KZANHQOnDgACtWrCA9PZ2VK1cGV16qV68ekydPDqZ0xnoS9RfA0yJSFZgNzDLGvOlaiaLEL7/8whtvvBGyzGPgc3bbIvlObn+3bt26YINcunRpBg8ezPDhwznnnHOCD+C9997LokWLmDp1anA0IVICjdmSJUtIT09n3759wX3NmjVj1KhR1K9fHyBodNevX5/+/fszZsyYiBsBp9OwZMmSkFVjGjZsyMiRI7nuuusAgse8+eabadmyJS+//HIw/Hkm9uzZw/z583nvvfdCJlNVrVqVAQMGMGTIEEqVKsXu3bsB2LVrF02aNOH+++8PdrJn4tChQyxbtozFixezcuXK4LrTJUuWpE+fPtx+++1Ur14d+ONNx02aNKFfv348+eSTEa21ffDgQZYsWcL8+fNZv3598J4oU6YMbdu2pXfv3lx77bXAHy/3mzBhAqtXr+bZZ5+lTp06Z9QwxvD555+zePFiFi5cyL///e/gvvLlywdHTCtUqHBaXQYOHMjDDz8c0fU/ceIEGzZsIDU1laVLlwY7MfA5Drfddhs9evSgVKlSwfvvp59+omnTpgwePJhbbrnljBrgG4kKdMzp6enBjhl8HebgwYO56aabgs9IoOzXX389vXr14r777ouoPpmZmezYsYP09HRSU1PZtWtXcF/JkiXp1q0bQ4YM4eKLLwb+OG8TJkxgy5YtvPjii5x//vkR1em///0vS5cuZcmSJWzevDl4HxQpUoRmzZrRsWNHevToEexY4uLiyMzMJCkpiZ49e3LrrbdGpBMwrgNOw6effhrcV6RIEVq2bMkdd9xB06ZNEZHg/pUrV5KYmMhTTz0VbCfOhNMITU9PD5kAXqJECTp16sSQIUO44oorgnUC+Mc//sGGDRt49tlng6PBZyLQvgWMGmf6YunSpenVqxeDBg2idu3aAMFUleHDh5Oens7EiRODqUZn4tdff2XVqlWkpaWxcuXKkFVTzj//fHr06MGQIUOoUqVKSL3uv/9+Nm7cyMSJE0NS6yLRCnT+zsUnzj//fPr378/NN98cHMkOaHXt2pU+ffrw1FNPhaTl5MShQ4dYvXp1llqVK1emf//+9O/fn//7v/8D/niu2rZty0033cS4ceMifr/AgQMHWLVqFcuWLWPlypUhS1dWrVqVm2++mX79+lG+fPmQenXu3JnevXvz0EMPRfx2+b1797Js2TLS09NZs2ZNyLzCGjVqcMstt9C3b9/g9Q8cNzExkX79+jFq1KiI+799+/YFjTWnYQg+A3vgwIH07t072DYFtFq3bs2gQYMYMWJExFo//fRT8H5fu3ZtSL0uuOACBg0aRM+ePYMZBU6tgQMHnpYamxM//PBD8ByuX78+ZB7RJZdcwq233kr37t2D97WIYIyhVatW9O3bN+L2CXyDGsuXLyctLY2NGzeGvO/h8ssvZ/DgwXTp0oUSJUoEl7U+duwYrVq1YuDAgfTt2zdirW+//TZYr40bN4YMmv75z39m0KBBdOrUieLFiwdtmf3799OmTRsGDhxI9+7dI9YKH0BxOgf16tXjtttuo127dhQtWjTYVu7Zs4dWrVoxYsQIOnTokN2hQzDG8NVXX7F8+XLS09PZsmVLyEDdX/7yFwYPHkzbtm0pUqRIsI3/9NNPad26NQ888ACJiYkR1ysSzuhAGGOeBZ4VkT8BvYDXRaQkMBN42xjzRY4HiBHffPNNxIaL25QoUYJbbrmFO+64I9hIAyEN5apVq7j//vuZMmXKGRuaw4cPs3z5clJTU1mxYkXImr+1atWiTZs23HjjjdSrVy/kd4EO5/fff2fq1KlccMEF9O/fP1udjIwMNm3aREpKymlOw4UXXkj79u3p0KEDV1xxRUiZw+t1zz33MHXq1GzrtW/fPubNm3faCH358uXp0KEDnTp1onHjxiHHdX7+5ptvGDFiBHXr1uXSSy/NUuPXX39l4cKFLF68mHXr1gUbFBGhWbNmdO7cmbZt21KuXLmQ3zl1pk2bRqVKlYK58eGcOnWK5cuXM3v27BDHpHjx4rRu3ZouXbrQunXr04wMZ+e8detWhg4dysKFCylevHiWOjt37gxeE6fxVq5cOZKTk2nfvj3NmjULmfcQqCv4DPUpU6ZQqVIlhg4dmqXGyZMnWbZsGYsWLWL58uUhk4lr1qxJhw4daN++Pddcc03IdXVq7tmzhwcffJCaNWsSHx+fpc6JEydIS0vjvffeY82aNSH3crVq1WjXrh3t27enYcOGpxkWgb9/+OEHnnnmGapWrZptJ5OZmcmGDRt47733QkYoAcqWLUt8fDxt2rShZcuWpzm7Tt01a9Zw++23M2vWrGwNnYMHDzJ//nzmzp3LRx99FNxevHhxmjdvTtu2bUlMTMzSCSlSpAiZmZns3LmTnTt3csEFF9CyZcssdTIyMti8eTNLliwhNTU1ZEJ+6dKladmyJUlJSbRu3TposGVVp507dzJgwACWL19O5cqVs9T6/fffWbZsWdC4dhqh5cuXJyEhgcTERFq0aBGSlx2utW7dOm699VZSUlKyvb8PHz7MwoULSU9PZ+3atSHvyKhcuTKJiYkkJSVx3XXXheSbAyHzlhYuXEhcXFyOberPP/8cdIzXr18fYmhcfPHFJCUlkZSURL169U4zop31evfddylRogTPPPNMljrgu0+XLFnCsmXL2LBhQ0iU5MILLyQxMZHExEQaNmwYUo9wrZkzZ1K2bFnGjh2bo1ZKSgrLli07zdC46KKLSEpKIiEhgYYNG55Wr8C5OnnyJG+88Qbly5cPRvuy4rvvvgtqhRtQl1xySbBe9evXz/YcHjhwgH/+859Bwz87vvrqK5YuXUpaWhoffPBByOjq1VdfHdSqW7fuadc88PfBgwd5/vnnqVSpUjA9MSu+/vprUlJSWL58OR999FGI1pVXXhnUuuqqq7LVOnDgABMmTKBSpUo5GsC7d+9m8eLFpKenh/SBANdccw0JCQkkJSWd1tc6tX744QfGjRtHlSpV6Nq1a7Zan332WVArEMULHKdBgwbBel166aVZagUGrkaPHk21atWCqXzhGGPYsWMHS5YsYfny5Xz22WfBfXFxcTRq1IjExEQSEhK4+OKLs7Uhdu3axf3330+NGjVo0aJFtloff/wxixYtYtmyZSGDaXFxcTRu3Dh4z1900UUhv3Vqbd++nbvuuovLLruMP//5z1lqZWZmsm3btuBgjXNuQ7FixWjevDlJSUnEx8cHoxvZ1WvYsGHUrFmTa665Jtt6bdmyhcWLF7N8+fKQ/r5o0aI0b948eL0C6dZZaX322WfcdtttLFmyJJiiGA0iXsbVGPMfYDwwXkTqAa8BYwF3Xn2YTypUqED79u0RkeA/IOTvrLZF8p3c/C4zM5Pu3bufdnGB0wyQlJQU4uPj6dat22nfPXnyJKtXr2bevHmkpaWFjEpceeWVtGnThuTkZC6//PJsO8vwxnvMmDE0adIkONIaYNeuXbz99tssWLCAH3/842XfF1xwAR06dMjSacipXgsXLqRJkyYhHUNmZibvv/8+M2fOZOnSpcGOu0yZMkEHqHnz5tmOsoV3sCdOnODOO+9k8eLFIYbJ9u3bmTZtGvPnzw8aInFxcTRt2pR27drRtm3b4IhiJDzzzDM0aNAgxKj773//y8yZM5k1a1bwfIkI119/fdAxOe+8015bEiS8jjt27OCZZ55h5MiRwW1Hjx5lwYIFvPnmmyGTlc8//3ySkpJo37491113XbZGWVaMGzeOevXqBVNnAnWZMWMGM2fODDGyL7/8cpKSkkhOTs6yw8yuLgB33XUX6enpIY3pnj17mDFjBm+//XaIY1q3bt1gg3j11Vfn6EyHp0mNHj2aa665hiuvvDK4bd++fcyZM4fp06eHNL7VqlULdl7NmjXL8byFl2Ht2rW8+OKLDB8+PLgt4KAE7ufA81mqVClat25N27ZtiY+PP2OEMbxOI0aMYOXKlcEoEvhGKGfOnMn06dNDRuSdxnVWDqST8Gd03759DBs2jDlz5oQ8W1988QXTpk1j7ty5IU5DwOBNSkrK0gjNSWv79u08/vjjPP7448FtgXkG06dPD3lWwde+xcfHk5SUxFVXXZXjCHX4/ZeSkkJCQkKIQZWRkcHq1at56623WL58edDgDRgaycnJJCYmcsEFF2Srk1W9Zs2aRePGjenZs2eI1qpVq5g2bdppWtdee23QqAnMBYhUa+rUqVx77bUkJyeHaK1cuZLp06eHaBUpUoSmTZuSkJCQJ63JkyfTuHFjbrjhhuC2kydPsnz5cqZPn86qVauCxnXRokW57rrraN26NUlJScHIUKRajz32GM2bNw8p4/Hjx1m0aBFvvfUWW7ZsCW4vUaIEzZo1Cz7HVatWzVEr/Dl+7LHHaNiwYYjxdvz4cZYuXcr06dNZv359iNZ1111HfHw8CQkJpxmG4YSnjYwePZp69eoFU3Pgj9Vypk+fHkydBF8U9Prrrw/WKzunPkB4SvLf/vY3rrrqqpB+/ejRo7z33ntMnz49ZFCjVKlS3HDDDSQmJhIfH0/FijlnpYen3tx9993UrVuXWrVqBbf99ttvvPvuu0ybNi3EQSldujQtWrQgMTGR1q1b5xjFzeoZv/POO1m+fHlIf3348GHeffddpk+fHqJVtmxZWrZsSevWrYmPjw9pPyPRGj58OKmpqSEDFL/88guzZ89m2rRpwdQ/8A2gxMfHBwdQcsq2CNfKyMjgtttuIz09PcRG+OWXX5g7dy4zZswIWZK1fPnytGrVioSEBFq2bJljdDVc69ixYwwZMoTU1NTTBnnySsQOhIgUA5LxRSFaA2uAR6NSCheoU6cOb74Z+0wrpwEejvMCDxw4kNdee40HH3yQxo0bU7NmTYwxfPjhh8ybN4+UlJSQtccbNWpEu3btSE5ODnl4c8JpAHTr1o133nmH22+/nXfffZe4uDiWLl3KW2+9FdKY1apVi06dOtGxY8ccnYbs6jVmzBgeffRRxo4dS82aNalRowZLlizh7bffDubExsXFER8fT8+ePbMcoc8Kp8Fy/fXX8+233/LJJ58wfPhwhg4dyo4dO5gxYwY7d+4Mfq9p06Z06dKFpKSkkEhQTjhD8Pfffz8TJkzgjjvu4Lnnngs2XitXrgw2rBdeeCF9+/alc+fOZ2z4s6pLz549mTNnDs8//zzly5fnyiuvZOnSpbzzzjvBlIpy5crRpUsX2rdvT6NGjSJOL3Cmtw0bNowpU6Zw22238cILL7B//37mzp0bUpeLL76Y3r1706ZNmzMaAgGcBlzDhg0577zzWLFiBYMGDWL8+PF88cUXzJ07N2Qp0csuu4w+ffqQnJycpaOdHQEjs1ixYvTs2ZPp06czaNAgpk6dys8//8w777wT4pxWq1aNXr160bZt24jvZQi9PoMHD+Zf//oX48ePp3bt2lx00UWkpqYye/Zs/vOf/wS/17x5c3r37k1iYmIw1SASAue+bNmyXHbZZWzdupXbb7+dp556im+++YYZM2aQmpoaHL2uVasWHTp0oE2bNtSrVy/i9A/n93r37s2KFSvYuHEjY8eOZdiwYaxfv55Zs2axadOm4PeuuuoqOnfuHJER6sR5/oYNG8Yrr7zCK6+8whVXXEGzZs1IT09n1qxZIWlXTZo0oXPnzrRu3TridCcIHVjo0KEDCxcuZNSoUVStWpXq1auTkpLCtGnTgnNqihUrRuvWrWnTpg0JCQkRtwsQeg5HjBjBpEmTGDlyJLVq1aJSpUqkpKQwc+bMYGSoWLFiwYGeVq1a5WjU5MTw4cN5/vnnufvuu3n77bc555xzWLBgAbNmzQo6lEWLFqVt27a0b9+eFi1a5DiAEY7zet1555288MIL3HHHHcyZM4e4uDjmz5/P7Nmz+emnnwBfZLaDKlIAABkwSURBVK1t27a0a9eO5s2bR5wyBqFGfcuWLVm1ahVDhgzh5Zdf5vjx47zzzjvMnj072PeVLl2a5ORkkpOTadmyZa4MIWcUNdDfDhkyhFmzZnH06FHmzZvHnDlzgvn4JUuWpEOHDrRt25bmzZvn6jl2trV9+vRh5syZDBkyhBkzZnDw4EHeeeedkDa9TJkydOzYMej850YrUK8SJUrQtm1b5s+fz+DBg5k2bRo///wzc+fO5d133w1+79xzz+XGG2/MNooXCbVr1+bSSy8lLS2NQYMG8frrr/P9998zd+5c5s+fH4wkly9fnk6dOpGYmEiTJk1yHNRw4ny2rrrqKsqVK8fatWsZOnQoL730Env27GHu3Lm89957wX6gfPnydOnSheTkZBo3bhxxip9Tq1atWhQrVozdu3dz7733MmbMGP79738zc+ZMFi9eHMwqCETHk5OTadSo0WkDmtnhfLaaN2/OgQMH2LlzJ3fddRcTJ07k008/Zc6cOSFalStXplu3biQmJtKgQYOI+3vn9xISEvj222+D9Ro/fnyuBk6zI5JJ1AlAb6AdsAV4GxhijDmS4w+VM+JsPB944AF++OEHUlNTgyk7W7duDVmO65JLLqFr16507tw5V4ZWgEDeZsmSJXniiSfYvHkzn3zyCVdeeSWZmZlBo6RMmTJ069aNbt26Ub9+/VxPlnLmNg4ePJhvv/2W119/nX79+oV8r0aNGvTu3ZtevXrlykiA0IfjsssuY+TIkXTv3p0FCxaEvI+ifPny9OjRg759+54WuoyEwFuvRYS7776bDz74gJUrV4bUpVixYnTs2JF+/frRpEmTXJ8vZ+PTrVs3ateuzfjx409LUahXrx4DBgygY8eOEedaOwnkt5YrVy64XN6WLVtC8j2LFy9Ou3bt6N+/P40bN851XZzXpWrVqjz11FMkJCTw8ccfh4yWlixZMnjOGjRokK8JeRUqVODxxx9n+/btfPLJJyE6cXFxJCYm0rdvX1q1ahVx4+vE2cH069ePokWLMmXKlODqQgECDkqvXr3y9Hw6qVWrFi+88AKJiYmsWbMmOIERfOe4Xbt29OvXj+uvvz5ip8GJ8zf169enW7dudO/enVdffZVXX/3j3Z7nnHMOnTt3pl+/flx99dV5qovzXm3fvj1Vq1blkUce4Z577gn5XoUKFejZsyd9+vTJ07MKoQ7sAw88QEZGBkuWLDktpeNPf/oTffv2pVevXrlyGpw4o0UjRozghx9+YPbs2afNxfrTn/5Ev3796NmzZ561nMbvqFGj2L17N+np6aelj9SpU4ebbrqJHj16nHE0OTucaYQjR47k448/5v333w+urhfgoosuom/fvnTr1i3iOUHhOAdopkyZQps2bfjss89o1qxZyPeuvPJK+vfvT+fOnSOeTxdOINIpIjzyyCNs27aNHTt2nKZ1xRVX0K9fP7p06ZIrZ8hJoA8sV64c48aNY/v27Xz22WchzzH40pP69evHjTfemO9R4Ro1avCPf/yDHTt2sHv3bho1ahSyv2HDhvTr14/27dvnykHJiurVqzN58mQSExPZuXMnDRs2DNl/7bXX0q9fP9q2bZsnB8XZPtWuXZtx48YRHx/P5s2bT0vNbtq0KX379qVNmzb51rrssssYMWIEnTt35t133w15T4SIEB8fT//+/fPclzjPe506dRg/fjyJiYmkp6dz1VVXhWi1bt2am266ifj4+IidISfOdveiiy7ioYceok2bNqSkpJCSkhKVydWRuE0P4pvvcJ8xZv+ZvqxEjvN14+eeey4TJ07kP//5D7t27Qq+yKxy5cp07tyZrl27ZpnXmReqVKlC2bJlmTlzJvfccw9bt24N5j/27NmTLl265Ksxc6ZVFClShLFjx1K2bFlSUlLIzMykcePGdO3alebNm+fJ+AkcN0CtWrWoX78+ixYtYtKkSXz55ZfUqlWLjh070qZNmzwZ2+FUr16duLg4Xn75ZSZPnsyGDRsoW7YsrVu3pnPnznk2DCDUgahVqxbNmjXjwgsvZNq0aRw5coR69erRq1evkNSc/FCtWjWKFSvGG2+8wdNPP83mzZspV64cCQkJdOnSJV91cVKpUiUqVKjAvHnzgh1b9erVadOmDZ06dTptvkleKV++PCVLlmT69Ok88cQTbNmyhfLly5OYmEj37t2DE+KjQfXq1XnooYeoUKECs2fP5sSJEzRq1IjOnTtzww035KlTyYpq1apRq1YtFi1axOOPP85HH31E5cqVSUpKom/fvvkePXK2IzVr1qRp06b861//YtKkSfzwww9ceumldO7cmU6dOuV6YYdwnM9f9erVqVevHhkZGbzxxhv89ttv1KtXj27dupGcnBzxCGV2OOtVo0YNpkyZwoQJE5g3bx6nTp3iL3/5CzfddBMtWrTIc9sTIDACDz7H5cknn6R06dIsWLCAuLg4rrvuOnr27JlnJ8+Js68QEZ5//nkeffRRUlNTKV68ONdffz3du3fnuuuuy7eWM9JdpEgRpk6dypgxY1i+fDklS5akRYsWdO/enWuvvTbf/ZEzTfK8884jJSWFRx55hNWrV3POOefQokUL+vbte9pcq/xQvnx5SpQowZtvvsnDDz/M+++/T5kyZYiPj6dHjx7Uq1cvalrVqlWjVKlSvPnmm4wePZpNmzZx3nnnkZCQQI8ePUKMxmholSlThunTp/Pwww+zZcsWKlSoQGJiIr169Ypq7nu5cuUoV64cM2bM4OGHH+bDDz+kYsWKJCcn07NnTy655JJ8Hd95/s8//3wqVqzIrFmzGDNmDB9//DGVKlWiTZs29OzZM8+DDQGcTkdgPsL8+fN59NFH+eSTT4LRht69e+d7YCi8LaxduzYzZ87kscceY9euXdSoUYP27dvTo0ePfGs5nZXq1atz6aWXMn36dMaNGxeycEh+iGQSddYz+JR841zlA3wPSlpaGmvXrmXv3r1ccsklXHPNNfnuEMIJpNZcdNFFLFiwgF9//ZWiRYvme1QigHNUCXyj2qNGjWLUqFFROT6EGt2BB+3yyy/n5ZdfjpqGk8BIVOnSpXnooYeiemxnXmkgEhOYa+IGAYOwfPnywfdEuEFgBLR27dr885//dE0nMEG4cuXKPPvss1E/vjMdIfCM3Hnnndx5551R1woQcHouuugiV1IxnaO4gXuubdu2tG0b1df6AKEjfBUrVkREGDp0aLYT+POD0yANOCMPPfRQ1J9ZCHUgwGcc/P3vfw++aC6aOKMC4GuPnn766eD7cKKJ04EA3/MVWIo32gTmCgXukYoVKwaXG3eLQPtXpUoV/vWvf7mqFeg3atSowRtvvOGJVu3atZk2bZqrWoFzePHFF/P222+7qhUYzLziiitOe9N3NHAO+gTSCgNORLRxzrUL2GENGzYMyZqIFk57LtDGN23aNLgqaDSIeA6EEn2yGq0M5OS6SfgIc17DtNmRlzBibnFGSM40oS0a5HdkNCecSwJGmkuZH6IRkYmEaEUyzkT4IgDRxs0X8WRHfkf9z4Qz+nOmyaf5xZnSGO3BkHC8vFZearm5lns4ZcuW5eDBg1EdsT4T4auEuUm0JpBGQm4WtcgvbvZR4Xh5Dr3Ucvs+DI+suInz3nOrjXe3NVdy5K9//StAVEfmz6RXsmRJV0dOAR555BHi4uJ4/vnnXdMoVaoUzZs355JLLnHVgBwzZgwlSpRwdaS+ffv2lCxZkgEDBrimAb7VOUqWLBl88ZBb9OjRI7gyhZsMHTqUYsWKcdNNN7mq07VrV4oUKRJ8SZmb3HrrrZQtW9b1e6Fy5crUrFmTq666Ks855ZHSqlUrihcvTo8ePVzVAd/kWPC9W8dtRowYARB8QaObPPnkkwCuRQKcBNoHL87ho4/61mFxI5ISTqBfCryd2k3uvfdeihUrluPyt9Hi9ttvp0SJEgwbNsx1rVtuucWTvgp8C4qULl064vc75Yfk5GSKFi1Ku3btXNdq2rQp5cuXp0GDBq7qiAj169enYsWK+U4py1bDy5ENL2nYsKHZtm1brIuR4ypM4Bt9LlWqVNRyLs/E0aNHo5aqlBMnT57M08SfgogXdTl27BglSpRw/T44fvy46yNVxhhOnTrl+jkzxnD48OGoR9Cy4vDhw5QpU8b16+PVuQPfe0syMjI8Gbn89ddfKV26dNTmiOSEl23qkSNHPBsh9artBl8aU15Xicothw4dytUqUXnFGMPvv//uyTlUrcKlderUKY4dO+b6YAr4+uBTp0550m4cO3aMzMzMLM9hlSpV8t1AqgPhMmdyIBRFURRFURTFK6LhQGgKk6IoiqIoiqIoEaMOhKIoiqIoiqIoEaMOhKIoiqIoiqIoEaMOhKIoiqIoiqIoEaMOhKIoiqIoiqIoEVPgXiQnIiOBZP+f5YAqxpgqInIPcCuw17/vNmPM7liUUVEURVEURVHOVgqcA2GMeQp4CkBEFgGBt17VB/obYz6IVdkURVEURVEU5WynwKYwiUgX4IAxJs2/qQEwSkTWiYg3r25WFEVRFEVRFCWEmDoQInKriHwS9u8v/t2jgEcdX38bGAq0ApqJSPssjjdERLaJyLa9e/eG71YURVEURVEUJZ8UyDdRi8gVwLPGmAT/3wKca4w55P/7duB8Y8zj/9/e3cdYVtd3HH9/hmXdqrtSSzExtSW6qRpppbDogjxZ1iySpgjaaFrbFDAEyh8tfbBCMSQmjW10ayBtXVeXRCmb0CLi48K2hNFlH8S1bLvrAzZIHxJbXKg8pVDY3W//OGe6d+/ODGecnXsm3PcrmWR+v/ub3/nd3G/mzmfO+d0z0xzeiVqSJEk63Av5TtRrgM0D7RXA3iQvbcPELwPuhZAkSZJGbLEGiNcC359qtGcergXuAbYC36qqr/S0NkmSJGlsLbpPYQKoqqum6bsZuLmH5UiSJElqLdYzEJIkSZIWIQOEJEmSpM4MEJIkSZI6M0BIkiRJ6swAIUmSJKkzA4QkSZKkzgwQkiRJkjozQEiSJEnqzAAhSZIkqTMDhCRJkqTODBCSJEmSOjNASJIkSerMACFJkiSpMwOEJEmSpM4MEJIkSZI6M0BIkiRJ6swAIUmSJKmz3gNEkouSbBpor07y9STbklzf9k0kWZ9kR5LJJCv7W7EkSZI0vpb0efAkNwBrgd0D3euBdwLfB76c5BTgRGBZVZ2eZDWwDrhwxMuVJEmSxl7fZyC2A1dONZKsAF5UVQ9WVQF3AecBZwJ3AlTVTmBVD2uVJEmSxt5IAkSSy5LsHfo6rapuBWpg6ArgiYH2k8DL2v7HB/oPJDni7EmSy5PsSrJr3759C/FUJEmSpLE2kkuYqmojsLHD0CeA5QPt5cBjwIuH+ieqav80x9kAbABYtWpVDT8uSZIkaX76voTpMFX1BPBsktckCc3+iK3ANuACaDZZA3v6W6UkSZI0vnrdRD2DK4BbgGOALVX19STfAN6WZDsQ4JI+FyhJkiSNq94DRFVNApMD7Z3A6qExB2mChSRJkqQeLapLmCRJkiQtbgYISZIkSZ0ZICRJkiR1ZoCQJEmS1JkBQpIkSVJnBghJkiRJnRkgJEmSJHVmgJAkSZLUmQFCkiRJUmcGCEmSJEmdGSAkSZIkdWaAkCRJktSZAUKSJElSZwYISZIkSZ0ZICRJkiR1ZoCQJEmS1JkBQpIkSVJnvQeIJBcl2TTQPi/JjiRfS3Jbkhe3/V9Isi3JZJLN/a1YkiRJGl9L+jx4khuAtcDuge6/Bs6uqoeTfBh4H3AjsBJ4Q1XV6FcqSZIkCfo/A7EduHKo79yqerj9fgnwTJJXAMcBX0xyb5JfGeUiJUmSJDVGEiCSXJZk79DXaVV1K3DYGYWq+s/2Zy4C3gp8BlgKrAPeAVwMfCzJCdMc5/Iku5Ls2rdv30I/LUmSJGnsjOQSpqraCGzsOj7J1cC7gPOr6pkk/wWsr6r9wA+T3A+8Fvjh0HE2ABsAVq1a5aVOkiRJ0lHW9yVMR0jyJ8BZwJqqeqTtXgP8bfv4S4GTgO/0s0JJkiRpfPW6iXpYu9fheuAfgc1JAG6tqo8nWZtkJ3AQuHYgXEiSJEkakd4DRFVNApPt9w/T7HeYbtzvjW5VkiRJkqaz6C5hkiRJkrR4GSAkSZIkdWaAkCRJktSZAUKSJElSZwYISZIkSZ0ZICRJkiR1ZoCQJEmS1JkBQpIkSVJnBghJkiRJnRkgJEmSJHVmgJAkSZLUmQFCkiRJUmcGCEmSJEmdGSAkSZIkdWaAkCRJktSZAUKSJElSZwYISZIkSZ31HiCSXJRk00D74iQPJplsv85JMpFkfZIdbd/KPtcsSZIkjaslfR48yQ3AWmD3QPcpwPur6rMD4y4GllXV6UlWA+uAC0e6WEmSJEm9n4HYDlw51HcqcGmSrUnWJVkCnAncCVBVO4FVo12mJEmSJBjRGYgklwFXD3VfUlW3Jjl3qP/vgTuAh4D1wBXACuDxgTEHkiypqv1Dx7kcuLxtPpXkgaP0FObjeOCRvhehRcv60GysD83E2tBsrA/NZm9VnTSfCUYSIKpqI7Cx4/CbquoxgCSfB95JEx6WD4yZGA4P7XE2ABvmudyjKsmuqvKMiaZlfWg21odmYm1oNtaHZpNk13zn6PsSpsMkCfDPSX6m7ToP+CawDbigHbMa2NPPCiVJkqTx1usm6mFVVUneB9ye5Gng28AngQPA25JsBwJc0uMyJUmSpLHVe4CoqklgcqC9BdgyzdArRrSko21RXVKlRcf60GysD83E2tBsrA/NZt71kao6GguRJEmSNAYW1R4ISZIkSYubAUKSJElSZwaIBZJkIsn6JDuSTCZZ2feaNHpJjk1yc3tjxPuS/GqSlUnubfs+nmSiHXt9O2Z7kjf1vXaNRpITkvxHktdZGxqU5Jr2PeSbSS6zPjSlfW/Z1L7mW/39oSlJ3pxksv2+c03MNHYmBoiF8w5gWVWdDnwAWNfzetSP9wKPVtVZwNuBvwT+Ariu7QtwYZJTgHOANwPvAf6qp/VqhJIcC3wCeLrtsjYEQHuT1TOAt9C8/q/C+tAhFwBLquoM4EPAn2J9jL0k7wc+BSxru+ZSE0eMne1YBoiFcyZwJ0BV7QS8oct4+jvggwPt/cCpwFfb9mZgDU29bKnGvwNLkvz0SFeqPnwUWA/8oG1bG5qyluaeR58Dvgh8CetDh3yP5rWeAFYAz2F9CB4ELh5oz6Umphs7IwPEwllBcwftKQeS9P6xuRqtqnqqqp5Mshy4DbiO5tPPpj7+7EngZRxZL1P9eoFK8tvAvqq6a7Db2lDreJp/PP0azceY3wJMWB9qPQWcCHyX5n5ZN+Lvj7FXVZ+lCZNT5lIT042dkQFi4TwBLB9oT1TV/r4Wo/4keRVwD3BzVW0CDg48vBx4jCPrZapfL1yX0twgcxI4GfgMcMLA49bGeHsUuKuqnq2qB4BnOPwN3foYb1fT1MfPA28EPg0sHXjc+hDM7e+N6cbOyACxcLbRXKNIktU0p6I1ZpK8gubGiH9cVTe13fe31zdDsy9iK029rG033/8sTeB8ZOQL1shU1dlVdU5VnQvsBn4L2GxtqHUvcH4arwReAtxtfaj1Iw79F/m/gWPxvUVHmktNTDd2Rl5Ss3A+R/Pfxe00m1Eu6Xk96se1wE8CH0wytRfid4EbkywFvgPcVlUHkmwFdtAE+6t6Wa369gfAJ60NVdWXkpwN3Meh1/0hrA81Pgbc1L72S2nea3Zhfehwc3lPOWLsbBN7J2pJkiRJnXkJkyRJkqTODBCSJEmSOjNASJIkSerMACFJkiSpMwOEJEmSpM4MEJIkSZI6M0BIkiRJ6swAIUkiyXFJfmegvX2BjvMTSb6a5Jh5zrM0ydeSeENUSRoxA4QkCeA44P8DRFWdsUDHuRS4vaoOzGeSqnoWuBt491FZlSSpMwOEJAngz4DXJNmd5CNJngJIcmKS7yb5VJK9SW5JsibJtiT/kuRNUxMkeW+S+9o5PjHDWYbfAD4/l7mTvCTJl5P8UztuKjTc0c4nSRohA4QkCeADwINVdXJV/dHQYyuBG4BfBF4H/DpwJvCHwLUASV5PczbgLVV1MnCAoT/ukywFXl1V/zqXuYHzgR9U1Rur6iTgzrZ/L3Da/J62JGmuDBCSpOfzUFXtqaqDwLeAu6uqgD3Aie2Y84BTgW8k2d22Xz00z/HAYz/G3HuANUn+PMlZVfU4QHsZ1LNJlh/F5ypJeh5uPpMkPZ//Hfj+4ED7IIfeRwJ8uqqumWWep4Flc527qr6X5FTgAuDDSbZU1YfacS8CnpnDc5EkzZNnICRJAE8C8/lP/t3Au5KcAJDk5Ul+bnBAVf0IOCbJcIiYVZJXAv9TVX8DfBQ4pe3/KWBfVT03j3VLkubIMxCSJKrq0Xbz8l5g84/x899Och2wJckE8BxwFfBvQ0O30Oxx+Ic5TP8LwEeSHGznvbLtfyvwlbmuVZI0P2kuNZUkaeEl+SXg96vqN4/CXLcD11TVA/NfmSSpKy9hkiSNTFXdD9xzNG4kB9xheJCk0fMMhCRJkqTOPAMhSZIkqTMDhCRJkqTODBCSJEmSOjNASJIkSerMACFJkiSpMwOEJEmSpM7+D1NzvP5Au8x0AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Run simulations for characteristic currents\n", "pp = PulsedProtocol(1., 0.)\n", "ref_currents = [60., 20., 5.] # mA/m2\n", "outputs = simPulses(pneuron, ref_currents, pp)\n", "\n", "# Plot Vm profiles\n", "for I, out in zip(ref_currents, outputs):\n", " data, meta = out\n", " fig = GroupedTimeSeries([(data, meta)], pltscheme={'V_m': ['Vm']}).render()[0] \n", " sr = computeFRProfile(data)\n", " sr = sr[~np.isnan(sr)]\n", " print(f'I = {(I * 1e-1):.2f} uA/cm2, firing rate: median = {np.median(sr):.2f} Hz, last value = {sr[-1]:.2f} Hz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the spike rates for the 3 characteristic currents seem accurately reproduced with our implementation.\n", "\n", "More globally, the Otsuka paper predicts a quasi-linear increase in the neuron's firing rate with the stimulation amplitude:\n", "\n", "\"STN" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Run simulations for various depolarizing pulses\n", "currents = np.logspace(np.log10(2), np.log10(80), 10) # mA/m2\n", "outputs = simPulses(pneuron, currents, pp)\n", "\n", "# Plot FR dependency on injected current\n", "def plotFRvsCurrent(currents, sr):\n", " fig, ax = plt.subplots()\n", " ax.set_xlabel('current density (uA/cm2)')\n", " ax.set_ylabel('FR (Hz)')\n", " ax.plot(currents / 10, sr, c='k', markersize=4)\n", " return fig\n", "\n", "sr_profiles = [computeFRProfile(out[0]) for out in outputs]\n", "stab_sr = [sr[~np.isnan(sr)][-1] for sr in sr_profiles]\n", "fig = plotFRvsCurrent(currents, stab_sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We obtain a similar dependency profile with our implementation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generation of plateau potentials\n", "\n", "The Otsuka paper predicts the induction of long-lasting plateau potentials inducing high-frequency spike bursts in response to small depolarizing pulses preceded by long hyperpolarizing pulses. Moreover, it predicts that the extent of the induced bursts heavily depends on the initial hyperpolarized voltage value:\n", "\n", "\"STN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we simply re-initialize the STN neuron at a membrane potential lower than its resting potential, in order to mimick the effect of a hyperpolarizing current that would drive the membrane to a hyperpolarized state and hence suppress the neuron's spontaneous activity. Then, we inject a short depolarizing pulse (50 mA/m2, 50 ms, similarly as in Otsuka 2004), in order to elicit the plateau potential burst of spikes. \n", "\n", "Due to the current implementation, no hyperpolarizing current can be injected after the depolarizing pulse, hence the neuron's spontaneous activity can re-occur after the burst. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def simPulseOffsets(pclass, Voffsets, I, pp):\n", " def simVoffset(Vm0):\n", " pclass.Vm0 = Vm0\n", " return pclass().simulate(I, pp)\n", " batch = Batch(simVoffset, [[x] for x in Voffsets])\n", " return batch(mpi=True, loglevel=logging.INFO)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Run simulations for various initial voltage offsets\n", "pp = PulsedProtocol(50e-3, 1.5)\n", "Voffsets = [-58., -62., -66., -72., -78.] # mV\n", "I = 50. # mA/m2\n", "outputs = simPulseOffsets(OtsukaSTN, Voffsets, I, pp)\n", "\n", "# Plot Vm profiles\n", "for Vm0, out in zip(Voffsets, outputs):\n", " data, meta = out\n", " fig = GroupedTimeSeries([(data, meta)], pltscheme={'V_m': ['Vm']}).render()[0]\n", " title = fig.get_axes()[0].get_title()\n", " fig.get_axes()[0].set_title(f'{title} - Vm0 = {Vm0} mV')\n", "\n", "# Reset the neuron model\n", "OtsukaSTN.Vm0 = ref_Vm0\n", "pneuron = OtsukaSTN()\n", "assert pneuron.Vm0 == ref_Vm0, f'Neuron resting potential should be set back to {ref_Vm0} mV'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Despite the slight difference of implementation, we still observe the presence of a burst of spikes that starts at the onset of the depolarizing pulse and then outlasts the stimulus duration.\n", "\n", "We also notice that the duration of this burst seems to effectively depend on the initial value of membrane potential, with an optimum of approx. -70 mV at which the burst duration is maximal. This corroborates with the voltage-dependency of plateau potential generation observed in Otsuka 2004." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rebound bursting after hyperpolarizing pulses\n", "\n", "The Otsuka paper predicts the induction of rebound plateau potentials with high-frequency spike bursts in response to hyperpolarizing pulses.\n", "\n", "\"STN" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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Yt24dBxxwADfccEOTyzNhwgQGDhzIp59+2uRl1efdd9/lrLPOYsmSJc22jmJSWVnJFVdcweeff57romTN+vXrc12EvLZo0SLcPdfFKAiTJ0/mwQcfzHUx8s4tt9zCHXfcketi5LXHHnuM8ePH57oYeWfDhg3Mnj1bdVAGVqwBGjBggM+aNSvXxWDx4sW5LkJe6dmzZ53XBx10EDNnzgRo9MH6wAMPcNpppzVpGTHBD53DkCFDmDRpUpOWlWkdxx9/PE8//XSzrKOYDBs2jBdeeIE+ffrwySef5Lo4TfbQQw9xyimn8OCDD3LyySfnujh55+mnn+YnP/kJZ511FqNHj851cfJerD6ZP38+O+20U24Lkyc2btxIeXk50PTvhGK1bNkyunbtCihGyQ4//HAmT57ME088wYknnpjr4jQXa+oC1AMhORX78muK6urqLJSkrlWrVmV9mcnmzZvX7OsoBrETAcUSr1NOOaXOX6krdtb43nvvzXFJCss333yT6yLkjZqamlwXIe+tXbs210XIW5MnTwbg0UcfzXFJ8psSCCl42UhCkrXEGRmd9YmmOT5fyV/6vBtH9Ukt7UOZKUbSVEogpOCpIhQRkRh9J4g0PyUQklP5WtGrB0IkN/K1ThARkVpKIKTgaQhTcVODUiQz1SepKS6pqV7NTPtOekogpOCpIixu+nxLiz5vaarEhp8aganpOJOmUgIhOaVKTEQSqU5oHDWUU1NcpLG076SnBEJyKl8bCxrCJM0lX/d5kWKkejY11UPSVEogpOCpIhQpHjqepak0hCkzHWeZKUbptc51AVIxszbA/cBOQFvgOuC/wDhgbjjb3e7+ZE4KKFmTrweoeiDyR77uI9I89Hk3juoTkezSMZVeXiYQwP8AX7v7L8ysG/AOcC1wh7vfntuiSb7RXZikkJiZPnvJOu1TqSkuIs0jX4cwPQ1clfB6E9AfGGZmr5rZfWbWKfmfzGyEmc0ys1mVlZUtVVbJMZ2xFCkeOp6lqTSEKTMdZ5lp30kvLxMId1/t7qvCJOEZ4ErgTWCkux8CfApcneL/Rrv7AHcf0L1795YttDRKvlZi6oHIH/m6j4hI/lM9m5rqVWmqfB3ChJntADwH/NndHzOzLu6+PHz7OeCPuSudZEs2KrFCHcIk0RTbF12xbY/kB9VZqSkuIs0jL3sgzGxrYCJwqbvfH05+ycz2D58fBrydk8KJiEizUYIlTaUhTJnpOJOmytceiMuBLYGrzCx2LcSvgd+bWRWwGBiRq8KJZIO+2KIpti+6YtuebFN8Gkf1iUh26ZhKLy8TCHe/ALggxVsDW7os0rxKeQiTKicRyRbVJ6kpLpm5uxJ3abC8HMIk0hCq+ESKh45naSoNYWoYxSg1xSU9JRCSU+qBkEyKrUFZbNuTbYqPZJPq2dSUZElTKYEQSUEJhEhuKIGQbFI9m5lilJrikp4SCCl4hdrgUOUkItmi+qSWzq43jGIkjaEEQnKqlIcwSTSFmiDWp9i2J9sUn8ZRnZWa4pKa4iJNpQRCcipfGwsawpQ/8nUfkeahz1uySfVsZopRaopLekogRHJElVNpUgNZpHlpCFPDKEapKS7pKYGQgqchTFJIlECkp/g0juqs1BSX1JRkSVMpgZCcytfGgoYwieRGvtYJUphUz2amGKWmuKSnBEIKXqE2OFQ5RVOon299im17JD+oPklNcclMMZLGUAIhBU9DmKSQKIFIT/FpHNVZtTQ8JzPFKDPFJT0lECIpqOLIH2pQlhZ93pJNqsszU4xSU1zSUwIhOZWvvwPRElQ5RVOon299im17RPKZ6tnMFKPUFJf0lEBITpVyAiHRFNvnW2zbk22KT+OosVNLsWgYxUsaQwmESAq6C5NIbiiBaBzVJ6kpLqnpGojMFJf0lEBITpVyD4Qqp2gK9fOtT7FtT7YpPpJNqmczU4xSU1zSUwIhOZWvCYQqjvyhBqVIZqqzaunsesMoRtIYBZNAmFkrM7vHzF43sylmtkuuyyT5oVATCFXapUkJUXqKj2ST6tnUlGRlprikVzAJBHAsUOHuBwG/BW7PcXkkC0q5saDKKZpi20eKbXuyTfFpHNUnqSkumSlG0hiFlEAcDEwAcPeZwIDcFkeyQUOYJBM1KEUyU51VS2fXG0YxksYopASiM7Ai4XW1mbVOnMHMRpjZLDObVVlZ2bKlk5wp1ARClXZpUkKUnuIj2aR6NjUlWZkpLukVUgKxEuiU8LqVu29KnMHdR7v7AHcf0L1795YtnTRKKTcWVDlFU2z7SLFtT7YpPo2j+iQ1xSUzxSg1xSW9QkogZgBDAczsQGB2bosj2aAhTCIiTac6q5bOrjeMYiSN0TrzLHnjOeBwM3sNMOC0HJdH8kShJhCqtKMptjPSxbY92ab4NI7qk9QUl9SUZGWmuKRXMAmEu9cA5+S6HJJdpdxYUOUUTbHtI8W2Pdmm+DSO6pPUFJfMFKPUFJf0CmkIkxQhDWESEWk61Vm1dHa9YRQjaQwlEFLwCjWBUKUdTbGdkS627ck2xUeySfVsakqyMlNc0lMCITlVyo0FVU7RlPI+Uor0eTeO6pPUFJfMFKPUFJf0lEBITmkIk5QaNZDTU3waR3VWLZ1dbxjFSBpDCYTkVCknEKq0oym2BmWxbY9IPlM9m5lilJrikp4SCMmpUm5MqXKKppT3kVKkz7txVJ+kprikpl6azBSX9JRASE6Vcg+ElCY1kNNTfBpHdVYtNY4bRjGSxlACIQWvUBMIVdrRFFuDsti2RySfqZ7NTDFKTXFJTwmE5FQpN6ZUOUVTyvtIKdLn3TiqT1JTXFJTL01mikt6SiAkp0p5CJMqp9KkBnJ6ik/jqD6ppcZxwyhGqSku6SmBkIKX2ODI1gGviiN/qEEpIo2lujwzxUgaQwmE5FQ2GoeFerapkMqaS8WWQBTb9mSb4tM4qk9qFep3QktSjDJTXNJTAiE5le3GQiEd8IVUVskeNZDTU3waR/VJLTWOG0YxSk1xSU8JhBQVDWEqPmpQikhjqS7PTDGSxlACITmV7SFMhaRQyy1No4QoPcWncVSf1FIPRGaKUWaKS3pKICSn8nUIk+7ClD+KrUFZbNuTbYpP46g+SU1xyUwxSk1xSa/BCYSZdTCzsuYojEhTFVICIdGoQVla9Hk3juqsWjq73jCKkTRGxgTCzFqZ2UlmNt7MlgD/Ab40s/fN7FYz65vNApnZFmY2zsymmtnrZnZQOP04M5tnZlPCx/ezuV7JjVatmt4Jpi8LKSRqIEtzUN1XS98JmSlGmSku6bWOMM8/gcnAZcAcd68BMLOuwGDgJjN7zt0fyVKZfg287O6/N7NdgceBfcPHJe7+9yytR/KAhjBJJsXW4C627ck2xadxVJ+kprhkphilprikFyWBGOLuG5Mnuvs3wN+Bv5tZmyyWaRSwIaF868Pn/YHvmNmFwJvApe6+KYvrlSJQSAmERKMGZWnR5y1NpbPrDaMYSWNEGT8yyswGppshVYIRhZmdYWZzEh9AX3dfZ2Y9gUcIej4AJgHnA4cAHYFzUixvhJnNMrNZlZWVjSmStDD9kJyUGjWQpTmoPklNcUmtUL83JX9ESSDmAreb2WdmdrOZ9cvWyt39PnffK+nxlpntDbwMXO7uU8PZ73f3Tz3Y08cA30mxvNHuPsDdB3Tv3j1bxZRmpCFMkoka3KVFn3fjqD6ppcZxwyhGqSku6WVMINz9Tnc/CPg+8A3wNzP70Mx+Z2bfynaBzGwP4GngJHd/MZxmwL/NbPtwtsOAt7O9bil8hZRASDTF1qAstu3JNsVHmkoJRMMoRtIYkW+B4+6fu/vN7v4d4CRgOPBhM5TpRqACuDO829KYsNfhTOBZM5sKtAfubYZ1SwvL1yFM6oGQ5qIGsjQH1SepKS6ZKUapKS7pRbmIGoDwQukjgZ8S9ABMBa7JdoHc/Zh6pk8EJmZ7fZJb+TqEqSUaeaqcolGDu7To85amUg9EZopRZopLehkTCDM7HPgZcDTwBvAEMMLd1zRz2UQarJAO+EIqay4VW4Oy2LYn2xSfxlF9kprikpliJI0RpQficuAx4OLw1q0iWZOvPRAtQQ2l0qTPXZpDIdV9zU1n1xtGMUpNcUkvYwLh7oMBzGyAmf0V2Cn8Pwve9m83awmlqOXrNRCSP9TgLi36vKWp9J2QmWKUmeKSXuRrIIBHgZHAbKCmeYoj0nA1NbW7ow744lNsDcpi255sU3waR3VfaopLakogpKkakkBUuvvYZiuJlCT1QIiINJ3qvlr6TshMJ94yU1zSa0gCcXU4hOllYENsors/m/VSScnI1wRCFUf+0BlpkdTUUJbG0r6TmeKSXkMSiNOA3YA21A5hckAJhDRaviYQLUENYxHJlkKq+5pboX4ntCTFKDPFJb2GJBD7uPvezVYSKUmlnEBINMX2mRbb9mSb4tM4ilstfSdkphhJU0X+JWpgppnt0WwlEWkkVYQiUopU92WmuKSmfSczxSW9hvRAHAycYmbzCa6B0G1cpcmycYDqYrDips9UJLXEYyOxHix1ahxnphhlprik15AE4shmK4WUrGwcoKoIRYqHjuHodPIkM8UlNe070lQZEwgzMw98nmme7BZNJBolEFJItI9KtqgRmJq+EzJTjDJr1aoho/xLT5To/NPMzjezXokTzazczA41sweBU5qneFLs1AMhmegzFUlNCURq+k7ITDHKTHdKTC/KEKYjgdOBx82sN7AcqADKgInAKHd/t/mKKMWslBMIVU4imyukYzjXCrXua0mKS2radzJTD0R6GRMId18P/Bn4s5m1AbYC1rn78uYunEgUzVERqnGfP4rty63YtkdyRz0QqalxnJlilJnaAek15CJq3H0j8GUzlUVKUCn3QIiINIUSiNQ2bdoUf664pKbvzczUA5GeoiM5pdu4Sib6TEVSU92XmhKIzLTvZKYeiPTyLoGwwEIzmxI+bgyn/9DM3jKz183srFyXU7IjGxVXc3xZtGnTJivLSad16wZ1AJasYvtyq66uznUR8priE50agakl7kOKS2pKsjJTD0R6+diC6QP8y91/GJsQXnsxCtgPWAPMMLNx7r44R2WULEmsxBqrqqoq/jxbFWFLNO6VQEST+PkWg2LbnmxTfKLbuHFj/LkagbXUOM6sOb43i416INJrVAvGzFoDewJtAdz9zSyWqT+wnZn9E1gHXBSu5xN3XxaufzrwPeDpLK5XciAbjYXm+BJtiR6IllhHMdiwYUOui5BVaiCnp/hEt379+vhzNQJrKYHITAlEZjrJl15j+2eeAo4iaMQf3NiVm9kZZjYn8QEsBm5098HADcAjQGdgRcK/rgK2SLG8EWY2y8xmVVZWNrZY0oKy0Thsji/R8vLyrCwnHSUQ0RRbg7LYtifbFJ/olECktmbNmvhzxSU17TuZdejQIddFyGuNTa/ed/ebmrpyd78PuC9xmpm1BzaF7083s+0IEoZOCbN1Ivg9iuTljQZGAwwYMEBHRAFYsWJF5pkyWLp0afx5tirCbt26ZWU5uV5HMfj6669zXYSsWrVqFaDxtfVJPJ4lvcQTZWoE1vrmm2/izxWX1LTvpJZ4/UzHjh1zWJL819hvsI1mNsnMHjOzx7JaIrgauBDAzPYBFgAfAH3NrKuZlQOHAK9neb2SA59++mmTlzF37tz486ZUhIsX115S07lz5yaVqT5ffll7F+SuXbs2yzqKyaZNm+IJRDH02Kxduzb+fPvtt89hSfKTu/PRRx/luhgF44MPPog/VyOw1vvvvx9/rrik9p///Cf+XDGqldieqKioyGFJ8l9jeyB6uvvhWS1JrZuAR8xsGEFPxKnuvtHMfg28RJD03O/uC5tp/dJCFi1axBdffAE0/mzs2rVrmTx5cvx1UyrCJ598stH/G9Xo0aPjz3WBVmbPP/98/Pk222yTw5Jkx8MPPxx/rrNbm5s6dWq8B6Jt27Y5Lk1+q66u5m9/+1v8tRqBgfXr1/Poo4/GXysum1u9ejWPPVZ77lcxqqVjKrrGJhDtzeynwEoAd38hWwUKL5QelmL6OGBcttYjuXfHHXfEnzfmmgN354orrshKd/Ubb7zBVVdd1eTl1GfVqlXceeedXHvttc1dFFQRAAAgAElEQVS2jmLi7kycOJEzzzyzzrRCtWbNGu677z4uueSS+LRC3p5sc3cmTJjAaaedFp+mBLt+8+bNY+TIkcycOTM+TfsTfPbZZ5xzzjl1erYVl7rmzJnDueeey8KFtedgFSNYt24do0aN4tZbb41PU1zSy5hAmNmfgMfc/bWEyf8kuDNS9+YqmBS3xx9/nFGjRsVfN/RAXbZsGRdffDH3338/ZWVl8XGLDV3O+++/z913381f/vIXNm3aRLdu3fj666+bVHFs2LCB2bNnM2vWrPhjzpw58TIeeuihvPLKK6qcElRXV/P555/z0UcfMWPGDF544QXeeecdAPbZZx/ee++9Ove8zyfV1dWsWbOG1atXs2bNGlatWsXChQtZsGABn3/+OW+//TYzZ86MD1867LDDePnll0v286+pqWHx4sXMmzePefPm8dZbbzFp0qT40IGDDz6Y6dOnl2x83J1169axcuVKVq5cybJly1iwYAELFizgk08+4bXXXuPf//43AJ06dWLXXXdl1qxZJRWvqqoqlixZwuLFi/n444+ZPXs206dPZ8aMGbg73bp1o0uXLsybN6+k4gLB/rN69WqWLVsW33fmzZvHRx99xKuvvhof9rbNNtvQvn37kotRdXU1S5YsYdGiRSxcuJA5c+Ywa9YsJk2axOrVqwE48MADmTlzZknFpTEsU4DM7ALgp8A2wJPA4+7+bguUrUl69+7t11xzDWYWfwAt/rqmpoZ99tlHZ9NC3bt35/LLL+eWW24B4JJLLok/v/jii+tk/6nMmzePu+66i/vvv58VK1ZQXl7OQw89xFVXXcXcuXM54ogjmDBhQtp4f/HFFzz++OM8+uij8S/iVq1acd5553HUUUdx1FFHAfDmm2+y3377pS1PdXU1H374ITNnzuStt95i1qxZzJ49u86tZWPLHzhwIL/73e9o3bo1hx56aHx7dt5557TrKBTuzoYNG1i9ejWrV69m1apV8eex119//TWVlZXxx9KlS1myZAmfffbZZjHr1q0bv/nNbzjppJPYaaedAHjnnXfo169fk8q4YsUKli5dysqVK+uUL5YEJL9O93fNmjV17maSzkEHHcQll1zCrrvuyh577AHAf//7X7bbbrtGb0+U7XV3ampqUj6qq6uprq5m06ZNbNq0Kf4809/169ezbt26jI9Vq1bxzTffsGzZsvjfZcuWpfyxuJ49e3LhhRfyq1/9ik6dgntm/Pvf/2bvvffOShzWrl1b57PbsGEDGzduZOPGjVRVVcWf1/fYtGlTnb/ZnrZhwwZWrVrFypUrM/6YXkVFBSeeeCJXX301d911F7fffjvbb7898+fPb7ZbT1ZXV2eMTaZtzfT+hg0b6j3OYsflkiVL6vQ6JyovL+eEE07g+uuv5+KLL+aZZ57h8MMP56WXXsrKd7C7x4/5DRs2UFVVRVVVVfx54rT6YhVlX4s6X+I8VVVVLF++nOXLl6fdfzp06MCpp57KVVddxRlnnMH48eM5/vjjeeqpp7LeTqmuro6XMTEusb+J+0CqfaUx06qqqup8/yT//eabb+o9GXXAAQdw7bXXsnbtWoYPHw4EN3XI1g1PYt+Rsf0n8W+m4ynbz8eMGdPkDztjAhGf0WxHgkTip0AF8BjwhLvPTfuPOWJmeZM6Dh06lJtuuonu3Uurw6ampob169fHH8uXL+eWW27hpZdeoqysjN///vecddZZdS5USnWw1tTUMHHiRO666y7Gjx8fPytw6KGH8qc//Yndd9+9TsU3Y8YMBg4cWGcZy5cv56mnnuKxxx7j1VdfjS+jS5cunHDCCZx//vnsvffevPzyywwZMiT+f6mOj4ULFzJmzBjGjRvHjBkz4nfViTEzdtttN/r378+AAQMYMGAA/fr1i98SbsqUKQwePBiAww8/nIkTJ6aM35o1a+JnG99//33++9//snjxYiorK1m/fn28EjYz2rZtS0VFRfxvlEdsjHlNTU2dhmbseewLPVbJJT4Sp61bty7+5d6UHwbcbrvt6Nu3L/vuuy+DBw/msMMOo127dixcuLDOBcc1NTX1ftG5O1988QWzZs3i448/Zv78+cyfP59FixaxdOlSli5dmvVfOjYzOnToQMeOHeN/t9lmG3r16kWvXr3YY489GDhwIFtvvTUQXLy4++67A7D11lvXuXg/lUWLFvHRRx8xd+5cPvvss/h2xJKgdevW1WnQb9iwIZ4g5OsZtK222oqdd96ZPn36sNdee/H973+f/fffnzZt2rBhw4Y6dUJVVVXaC+iXLl3KnDlzmDt3LnPnzmXRokUsWbIk/li5ciVr167N21ikUlFRQefOnencuTNbbLEF22+/PTvuuCM77rgj++23HwMGDKBdu3YAjBw5kttuuw2AP/7xj5x33nn1LtfdWbRoEXPmzOHzzz9n0aJF8XitXLmyTmNr7dq1dRqn+RS/srIyunfvTs+ePdlpp53Ye++96devH0OGDInfAOMnP/kJTz8d/FTUmDFj+NGPflTv8jZu3MjcuXN5//33+fTTT+Nnp7/88ktWrFgR7w1auXJlXsWhPh06dKBLly5sueWWbLPNNvTt25c+ffqw3377ccABB8SHDA8ePJgpU6YAMH36dL773e/Wu8zq6mrmz5/PnDlzWLBgQXzfqaysjMcmlgCvXbs27/aZRD169GDbbbeNx6Z///4cfPDB8ZN5Y8aM4dhjjwVg4MCBzJgxI+3yFi9ezHvvvcf8+fP54osvWLBgAZWVlSxfvpxly5axfPlyVqxYkVe/aeTuTU4gIp+qcPfPgZuBm83sO8D9wP8CZU0tRHPo2rUrQ4cOjTeGoPZsXEu93rRpE9OmTeOFF15gxowZnHfeefziF79giy02+wmLZhc7a1jfI9YQTJ4Wex5rmKT7v8T3Y2diUunWrRtPP/00gwcP3mye8ePHc/LJJ8fLfO+993LHHXfwySefAMGFlT/72c84//zz2XfffVMu/9FHH40nEF9++SU333wzf/3rX+P3Bq+oqODoo4/m5z//OUcddVSdizWTL+ZesGABvXr1AmDatGnceuutPP/883Uqxl69enHQQQex//77M2DAAL7zne/Ez6CmUlZWe8hMmjSJb775Jn5HpnXr1vHUU0/x0EMPMW3atM3Oytenqqpqs0QmF8rLy+nYsSMdO3akU6dO8eexR7du3ejevTtbbbUV3bt3jz969epV7z23k5OFf/3rX/Tv3z/+es2aNYwdO5Zx48YxefJkMv0GTOfOneNDHGIN/uRHYkKQnBwkv9euXbsGnblLnPerr77iww8/jCcUEFzgOG7cOMaNG8f06dPjNxpoLDOjVatW9T5at25NWVkZrVu3rvM83d+2bdvSrl27jI/YZ77lllvStWtXttxyS7bccsu01zwlx3LixIkMG1Z7WVxVVRUvv/wyzz77LK+++ioff/xxpDi0a9euzmfXtm1b2rRpE3+Ul5fXeZ38aN269WbPszmtvLyczp0706lTpwZdE5YYryeffHKzBGLhwoU8++yzTJ48mWnTprFs2bLIy05eT5T4RN3+VO+3bds247HXo0cPunXrlvHGG4l19HPPPbdZAvGf//yHZ555hsmTJ/P6669H/v2R9u3b065dO9q2bUt5eXn8kfw6VYwy7WNNeb+8vJwtttiCLl26RN5/Fi1aFH/+5JNPbpZAfPTRR/F95/XXX2fdunWRlhtjZnXikRybxH0hW9NSfQcl/o0Sn8Rj6rXXXmPNmjV1vp+WL1/O2LFjefHFF5k6dWqduytm0rZt281O+MX2nUzHSTafZ0PkBMLM2gBHEvRAHAZMBa7JSimaQe/evevc8SRX3njjDS6//HJeeeUVrr/+em699Vb2339/dtttN7bbbjvat29P+/btadWq1WZngqurq1Oe8U2eli4RiL3flDPDTVFRURGvbCsqKujTpw933303ffv2BTZvLDzxxBOcfPLJvPLKK1xwwQXMmTMHCBrp5557LmeccUbGnpynnnqKUaNG8cADD3DJJZfEf2ti8ODBnHLKKQwfPrze27Qmd/8/9dRTnH766Vx88cXxuzOUl5czdOhQjjnmGI444gi23XbbBsUkeR1jxozh1FNP5dlnn+X888+PV0ZmFj/buNdee9G7d2969uxJ9+7dad++fbwiTtctGkv+6ksaE4fctWrVqs7r2Bd6YiWX+EisAGMVdHP8AF9yvJ544gn69+/PihUruOGGGxg9ejTLl9f+LEy3bt3o378/e+65J71796Z3797ssMMOdO/enW7duuX87j7JDZ+HH36YG264gXXr1nH77bdz00031fkhrC222II999yTvn37svPOO9OjR494Eta5c+d4Yz3xWCsrK6vzeRaSVPEZNmwYNTU1PPjgg1xxxRV1vrDbtWvHt7/9bXbddVf69u1Lr1696NGjRzxOXbp0oX379nUS92KSWLfPmjWL1atX07FjRz788EMuvfRSxo8fX2fIRteuXdl7773p06cP2267Ldtuuy1bb711PHmJPRLrmDZt2hRc/BJ/Y+j555+nurqasrIyZs6cyciRI5k+fXqd+Xv37s1ee+3Ft771Lbbbbrv4GequXbvGe4M6depUcHFIJzGZfPbZZ/n9739Pq1atmD59OpdddtlmMdpuu+3Yc8892WWXXTbbdxL3n/bt28froUKUXO5x48bx05/+lEWLFnHttdfy8MMP17kld6dOndhnn33Ydddd6dWrFzvssANbb711/IRJly5d2GKLLaioqCi4+jidKBdRHw78jODOSG8CTwAj3H1N2n8UAHbccUceeeQRpkyZwt1338306dPjj5ZkZvGhK7HGRtQhL4nzxP430//FGpnJB0vPnj3rvE4+UCdMmMCgQYOYOnUqADvvvDM333wzw4cPj1wZLV26lF69evHVV18BMGzYMK677rpIY+eTG8DXXXcdt956K0uWLKFt27ZccsklnHfeefTo0SNSWVJJzv5vu+02/vGPfzB27FgA+vXrx3nnncfw4cMj/1ZERUVFTnq2WkJyvJ588kkGDBjARRddFG9IHnDAAZx44okMGzaMvn375nUlnbyPPfzww+y7776MHDmSzz77DAiulzjxxBM57LDD2GOPPUrqR+eSj/N//OMfjB8/nquvvpq3334bgN13352f/exnHHnkkfTr168ofiOksRIbyuvXr+eRRx7h888/57bbbmPTpk20adOGY489lqOPPprDDjuMHXbYIa+Pj2xJvE5i6dKlPP3000yePJn77gt+u7Zjx46ccMIJHH300QwaNKgkf5cnMYFYuHAhY8eOZcyYMTzwwANAEKPjjz+eoUOHMmjQoJIZhp2qjv7qq6+48sor4xdaDx48mOHDh3PEEUfQt2/fkqqjY6JcRP1Pgusd/u7uqa9cykMDBgzwWbNm5boYm41vXrp0KW+++Sbz589n8eLFrFu3Lp7JJp4JbtWqFWVlZXW6t1KdCa6oqKC8vHyzBnziWf+KigratGmTF18ayQkE1PZC9OjRgyVLlgBBN/GVV17JRRddFOnHXFJtW48ePfjjH//ICSecEHnbE4fHVFRUxC+Q/d73vse9997LrrvuGmk56bz33nvxZKZNmzbxYUqdO3fmpptu4uyzzy7Jyqg+a9asqfc3Ew444ADuvPNODjjggBYuVeMtXry43t+02GuvvfjDH/4Qv0amVNV3vG677bbcfPPNnHTSSTpGQieccALPPPPMZtPNjBEjRnDttdc26YRHoerdu3c8IU/Upk0bRo4cyWWXXVbyv8VS33FWXl7Ob3/7W0aOHFmSMZo6dSqDBg1K+d4xxxzDjTfeWGfYaYFq/msg3L20v8mybKuttmLo0KG5LkZe+utf/8pnn33GypUrOe200xo8NAjgpJNO4owzzuCzzz7juOOOo0uXLg36/8QzmR988AFPP/00u+yyC8cee2zWGiyJlfbEiRO5/vrr2Xnnnfnd737XrHfkKVSJZ4NuuOEGbr/9dsrKyrjmmmsYMWJEwTUkE7fn5ptv5rrrrqNDhw5ceeWVnH322c12F51C9Jvf/IaHHnqIDRs2cMEFF3DppZfWe61MqVq5cmX8+dFHH83zzz9fkIl1tiX2QBxyyCG8+uqrHHXUUYwaNSorJ4KKTf/+/Xn77bcZNmwYo0aNig8zLkWJ39HXX389V199Ndtttx1/+MMf0l6MX2oi34Wp0ORrD0SpS9cDMW3aNA4++OBGLTe2jNNPPz3eRd0Yb775ZvxLt7mOjbfeeov999+/WddRTNw9niQsWLCAHXbYAXfPix61xli9enX8IvsVK1bQoUOHeM+jBGKf7aRJk+K9MYU6nrq5HXTQQfEflIvdZlRJVt1GYOw6sVxf/5RvYjHq3r07X331FevWraN9+/Y5LlXujRs3Lp4oxPad8vLygv3OqUeTN0bfWJJzQ4YMoUuXLvXeVSmKyy+/nPLyci688MImlWX33XenVatW7Lbbbk1aTjqxs19bbbVVs62jmCReCBy7FWohV+Sx228C8YsylTzUFbuVc79+/SgrK1PykMYvf/lLIDh5Aih5CF133XUA3HjjjQBKHlK44oor4n/NTMlDKDbEODbUNNX1nKIeiGanHoi6UvVAxH7Mqql38KmqqsrKXYCWLVtGhw4dmuWOQjFffvll/LZyklns9xtiCUSh+/LLLykrKyvJselRLF++nNWrV9f5/Q9Jzd35+OOP6dOnj4a/JaipqYnfIlkJemo1NTV89NFH7LbbbmogJ5k/fz5bbbVVMX9Ht9wPyRUaJRD5KVUCISIiIiItRkOYRERERESk5SiBEBERERGRyJRAiIiIiIhIZEogREREREQkMiUQIiIiIiISWd7d883MfgscGb7sAvR0955m9mvgDKAyfO9sd/8oF2UUERERESlVeZdAuPtNwE0AZvY8cGn41r7Aye7+dq7KJiIiIiJS6vJ2CJOZHQcsc/eXwkn9gcvMbLqZXZbDoomIiIiIlKycJhBmdoaZzUl67Be+fRlwTcLsTwDnAIcCB5vZ0SmWN8LMZpnZrMrKyuS3RURERESkifLyl6jNbA/gTnc/PHxtQGd3XxG+/iXQzd3/r75l6Jeo85N+iVpEREQkp4r2l6iHAC8mvO4MzDGzjmEycSigayFERERERFpYviYQuwKfxl6EPQ+XA/8EpgHvu/sLOSqbiIiIiEjJyru7MAG4+69STHsYeDgHxRERERERkVC+9kCIiIiIiEgeUgIhIiIiIiKRKYEQEREREZHIlECIiIiIiEhkSiBERERERCQyJRAiIiIiIhKZEggREREREYlMCYSIiIiIiESmBEJERERERCJTAiEiIiIiIpEpgRARERERkciUQIiIiIiISGRKIEREREREJDIlECIiIiIiEpkSCBERERERiUwJhIiIiIiIRKYEQkREREREIst5AmFmw83ssYTXB5rZG2Y2w8yuDqe1MrN7zOx1M5tiZrvkrsQiIiIiIqWrdS5XbmZ3Aj8A3k2YfA/wY+BTYLyZ7QvsBFS4+0FmdiBwO3BMCxdXRERERKTk5boH4jXg3NgLM+sMtHX3ee7uwEvAYcDBwAQAd58JDMhBWUVERERESl6LJBBmdoaZzUl67OfuTwKeMGtnYGXC61XAFuH0FQnTq81ss94TMxthZrPMbFZlZWVzbIqIiIiISElrkSFM7n4fcF+EWVcCnRJedwKWA+2Tprdy900p1jMaGA0wYMAAT35fRERERESaJtdDmOpw95VAlZn1MTMjuD5iGjADGArBRdbA7NyVUkRERESkdOX0Iup6nAM8CpQBE939DTN7CzjczF4DDDgtlwUUERERESlVOU8g3H0KMCXh9UzgwKR5aggSCxERERERyaG8GsIkIiIiIiL5TQmEiIiIiIhEpgRCREREREQiUwIhIiIiIiKRKYEQEREREZHIlECIiIiIiEhkSiBERERERCQyJRAiIiIiIhKZEggREREREYlMCYSIiIiIiESmBEJERERERCJTAiEiIiIiIpEpgRARERERkciUQIiIiIiISGRKIEREREREJDIlECIiIiIiEpkSCBERERERiSznCYSZDTezxxJeH2Zmr5vZq2b2jJm1D6ePNbMZZjbFzF7MXYlFREREREpX61yu3MzuBH4AvJsw+c/AIe7+lZndCJwJ/AHYBdjT3b3lSyoiIiIiIpD7HojXgHOTpg1y96/C562B9Wa2NdAFGGdm083s6JYspIiIiIiIBFokgTCzM8xsTtJjP3d/EqjTo+DuX4b/MxwYDDwElAO3A8cCxwGjzKxHivWMMLNZZjarsrKyuTdLRERERKTktMgQJne/D7gv6vxmdhFwPHCku683s8XAPe6+CVhiZu8AuwJLktYzGhgNMGDAAA11EhERERHJslwPYdqMmV0BfA8Y4u5Lw8lDgKfC9zsCewEf5qaEIiIiIiKlK6cXUScLr3W4GvgX8KKZATzp7neb2Q/MbCZQA1yekFyIiIiIiEgLyXkC4e5TgCnh868IrndINd+FLVcqERERERFJJe+GMImIiIiISP5SAiEiIiIiIpEpgRARERERkciUQIiIiIiISGRKIEREREREJDIlECIiIiIiEpkSCBERERERiUwJhIiIiIiIRKYEQkREREREIlMCISIiIiIikSmBEBERERGRyJRAiIiIiIhIZEogREREREQkMiUQIiIiIiISmRIIERERERGJTAmEiIiIiIhEpgRCREREREQiy3kCYWbDzeyxhNfHmdk8M5sSPr5vZq3M7B4zez2ctksuyywiIiIiUqpa53LlZnYn8APg3YTJ+wKXuPvfE+Y7Dqhw94PM7EDgduCYFi2siIiIiIjkvAfiNeDcpGn9gdPNbJqZ3W5mrYGDgQkA7j4TGNCyxRQREREREWihHggzOwO4KGnyae7+pJkNSpo+CfgHMB+4BzgH6AysSJin2sxau/umpPWMAEaEL1eb2UdZ2oSm2ApYmutCFBnFNPsU0+xTTLNL8cw+xTT7FNPsU0yzb46779WUBbRIAuHu9wH3RZz9fndfDmBmY4AfEyQPnRLmaZWcPITrGQ2MbmJxs8rMZrm7ekyySDHNPsU0+xTT7FI8s08xzT7FNPsU0+wzs1lNXUauhzDVYWYG/NvMtg8nHQa8DcwAhobzHAjMzk0JRURERERKW04vok7m7m5mZwLPmtk64APgXqAaONzMXgMMOC2HxRQRERERKVk5TyDcfQowJeH1RGBiilnPaaEiZVteDakqEopp9imm2aeYZpfimX2KafYpptmnmGZfk2Nq7p6NgoiIiIiISAnIq2sgREREREQkvymBEBERERGRyJRANBMza2Vm95jZ62Y2xcx2yXWZCoWZtTGzh8MfE3zTzH5kZvua2cIwllPM7MRw3qvDeV4zs/1zXfZ8ZmbvJMTvb2Z2oJm9YWYzzOzqcB7ttxGZ2akJ8ZxpZuvN7Dgzm5cw/fuKaWZmdoCZTQmf72Jm08Pj/24zaxVO3+xYr29e2Sym/cIYTTGzl8xs63D6H8zs7YT9dQsz28rMJobzP2lm7XO6IXkkKaaRv5O0n9YvKaZPJMTzMzN7Ipw+NvyemmJmL4bTFNMk9bSdmq8+dXc9muEBHAc8ED4/EBiT6zIVyoPgLlu/D593AxYAZwK/SZpvX+AVgjtz9QLeynXZ8/UBVADvJE17F+gTxu+FMJ7abxsX37sIfsTyOuDHSe8ppuljdwnBrblnhq/HAoPC5/cAw+s71lPNm+vtyYdHiphOBfqFz88G7gifTwe2SvrfPwCnhs9/C1yU6+3Jh0eKmEb+TtJ+Gi2mCdO3DL+ftglff0B4zW7CPIrp5vFM1XZqtvq05DO2ZnQwMAHA3WcC+hGU6J4Grkp4vQnoDwwzs1fN7D4z60QQ44keWAC0NrPuOShvIdgHaB+eWXzFzA4B2rr7PA9qi5cIfndF+20DmdkAYE8PfsiyP3B6eAbndjNrjWKayTyCJCumP0GDF+BFYAj1H+up5pXNY/pTd383fN4aWB+eXewLjA7P7p4evh/fX1FME6XaT6N+J2k/TS05pjHXAH909y/D3rIuwLjw7PjR4TyK6ebqazs1S32qBKL5dCb4Be2Y6rAxIRm4+2p3XxVWyM8AVwJvAiPd/RDgU+BqNo/xKmCLli5vgVgL3Ab8gOCWyH8Lp8XEYqf9tuEuJ/jCA5gEnA8cAnQkiLVimoa7/x3YmDDJwqQW6t8vY9NTzVvykmPq7l8CmNlA4DxgFNAB+CPwP8CRwC/N7NvUjbViGkqxnzbkO0n7aQopYoqZ9SA4mfVAOKkcuB04liDZGBXOo5gmqaft1Gz1qRKI5rMS6JTwupW7b8pVYQqNme0A/BN42N0fA55z97fDt58DvsPmMe4ELG/RghaOj4FHwjMOHxNUHl0T3o/FTvttA5hZF2A3d/9nOOl+d/80rITHkHo/VUzTq0l4Xt9+GZueal5JIRyjfw8wzN0rCU4g3Onua919FcGQhn2oG2vFtH4N+U7Sfhrd8cBj7l4dvl4M3OPum9x9CfAOsCuKaUop2k7NVp8qgWg+M4ChAGZ2IME4P4kg7LKcCFzq7veHk1+y2oukDwPeJojxD8KLVHsRNMyWtnyJC8LpBGdxMLNtgfbAGjPrY2ZG0DMxDe23DXUIMBkgjOO/zWz78L3E/VQxje4dMxsUPj+K2v0y1bGeal5JYmb/Q9DzMMjdPw0nfwuYbmZlZtaGYFjDv0jYX1FM02nId5L20+iGEAyfSXz9FICZdQT2Aj5EMd1MPW2nZqtP1Y3efJ4DDjez1wguVDktx+UpJJcTXER1lZnFxvP9Gvi9mVURnJEY4e4rzWwa8DpBMvyrnJS2MNwHPGBm0wEnSChqgEeBMoLxkG+Y2Vtov22IXQmGL+DubmZnAs+a2TqCC//uBapRTBviN8C9ZlZO0FB4xt2r6znWN5s3F4kukpAAAAMASURBVAXOZ2ZWRnBh9AKCfRNgqrtfbWaPAjMJhpE85O7vm9l1wINmdhawFDgpR0XPd+cCf4r4naT9NLp4nQrg7i+a2Q/MbCbBd9bl7r7UzBTTzaVqO10A/KE56lP9ErWIiIiIiESmIUwiIiIiIhKZEggREREREYlMCYSIiIiIiESmBEJERERERCJTAiEiIiIiIpEpgRARERERkciUQIiIiIiISGRKIEREBDPrYma/THj9WjOtp52ZTQ1/4Kwpyyk3s1fNTD+IKiLSwpRAiIgIQBcgnkC4+8BmWs/pwLPuXt2Uhbh7FfAycGJWSiUiIpEpgRAREYCbgD5m9q6Z3WpmqwHMbCcz+4+Z/dXM5pjZo2Y2xMxmmNlcM9s/tgAz+x8zezNcxl/q6WX4OTCmIcs2sw5mNt7M3gvniyUN/wiXJyIiLUgJhIiIAPwWmOfu/dx9ZNJ7uwB3At8GdgNOAg4GLgYuBzCz3Ql6A77r7v2AapIa92ZWDuzs7p81ZNnAkcAid9/H3fcCJoTT5wD7NW2zRUSkoZRAiIhIJvPdfba71wDvAy+7uwOzgZ3CeQ4D+gNvmdm74eudk5azFbC8EcueDQwxs5vN7HvuvgIgHAZVZWadsritIiKSgS4+ExGRTDYkPK9JeF1D7feIAQ+6+2VplrMOqGjost39YzPrDwwFbjSzie5+bThfW2B9A7ZFRESaSD0QIiICsApoypn8l4HjzawHgJl1NbMdE2dw92VAmZklJxFpmdm2wFp3fwS4Ddg3nN4NqHT3jU0ot4iINJB6IEREBHf/Orx4eQ7wYiP+/wMzuxKYaGatgI3Ar4DPk2adSHCNw+QGLH5v4FYzqwmXe244fTDwQkPLKiIiTWPBUFMREZHmZ2bfAX7t7r/IwrKeBS7z/9/eHdQADMNAEDz+aMogEPouGofCSanymkHg78qWPPOdTwZAywkTANfMzJtk/fFILskjHgDus4EAAABqNhAAAEBNQAAAADUBAQAA1AQEAABQExAAAEBNQAAAALUNKYvtYJVNTLQAAAAASUVORK5CYII=\n", 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\n", 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IEREREREJTQGElMTKlSv55JNPSp0MEREREcmRAggpid13351evXrx1lvqCy8iIiJSlyiAkJL4+uuvAXjppZdKnBIRERERyYUCCBERERERCU0BhIiI1Kq5c+dy3HHHMXPmzFInJaUbb7yRUaNGlToZdcZTTz3F+eefz4YNG0qdlMh6/vnn+f3vf8+mTZtKnZRIWblyJd9//32pkxFZmzZt4uKLL+app54qdVKqUQAhJeWcK3USpA6qrKzkjTfeyHj+jB8/noMOOoglS5Zk3d/cuXM55ZRTmDVrViGTKWkMGjSI5557jr59+5Y6KdWsXbuW4cOHc9lll5U6KXXGySefzNixYxk3blypkxJZP//5zxk9ejT//Oc/S52USCkvL6ddu3asWbOm1EmJpAkTJnDnnXdy8sknlzop1SiAkJJSACGpLFmyhPPPPz9tgb5v374ccsghPPnkk2n3ceqppzJt2jSuuuqqrMcbOHAgEydO5OCDD847zRLe4sWLS52EtHSHOH8//PBDqZMQeWFuaNRHUb4mlFKUa2cUQIhIUVVVVTFz5kzWrVuXsHzlypX07duXMWPGVNvmggsuYOzYsfTu3TvlPmfPng3As88+m/X4P/30U9Z1vv32WwBWr16ddV2pOTMrdRLSinLaok43hLJTHqWmfEktytcjBRBSUrpobFmmTp3KZ599lrBs9OjR9O3bl0GDBiUsv++++5g5cyYXXXRRtf18+eWXoY4X5vwJs06UL9JSu3QuiNQ+lQXqHgUQIpJg9erVVFVV+fPLly/nmmuuSSjUL1myhGHDhvHxxx/7y7799lv69etHz549E/b38MMPAzBx4sSE5evXr0+bhtouxKnQWLuU3yIi2UX5WqkAQqQee/HFF7nooov80VMWL15M8+bNOeyww/x1LrroIkaMGMEBBxzgLxs2bBj33ntvQhOjb775JuUx0l0AM10YC3nR1J0tyUWUf7Cl7tP1KDXlS92jAEJKSheNmgnWFFRUVPDII4/4d/Y//PBD9t9/f15//XUANmzYwLHHHsstt9zib9O/f3/GjBnDgw8+CHgBBeBvA/Dee+8BiZ3/5syZA8DGjRv9ZaUoeBXq/FGhUaTmdD2XfOncqXsUQEhJ6aKRqLKy0p9ev349M2bM8EeFWbBgAXfffbcfIFx33XU0a9aMuXPnAnDggQdy1llnMXLkSMAbWejtt9/m0EMPBeD//u//eOGFF/jTn/5U7bjxETBSFaRrsiyT2qqBCEMBRO2qK/mt61NulF/ZKY8kF1G+ViqAEKlFc+fO5aWXXgK8H5L4aEMAkyZNomXLlgwfPhyAs88+mwMOOMAPCHr27MmFF17IbbfdBsBVV13FunXruPHGGwGYP38+AK+99hqQGIxA5j4HccW4WOXThCksdaKWYlJhT6R26LtW9yiAkJKqqxeNFStW+OMzf/vtt1x99dX+XfwnnniCf//734DX/Kdnz55+0LDzzjtzzDHH8NFHH/H6669zzz33cP755wMwYsQIAD8giD9w6IEHHgDwH7ST/PTedHmYXCjOVEjO9H8oVg1EIagJU90U5fwOnlN19fokUtfou5ZalK+VkQwgzKyRmf3DzF43s5lmdqKZ7WNm35rZ5Njr1FKnU7Y8S5cuZeHChYDXrGf8+PFs3LiRRYsW0a9fP38koVatWtGuXTvWr1/PL37xC6699loGDx7Mpk2b+M1vfsOvf/1rwGtG9Nlnn3HMMcckHOfzzz+v9syBQl0oanIhLkawUBc6UUf5Ir0lqiv5rUJNbpRf2SmPUlO+pBbla2XDUicgjdOB751zZ5hZW+B94FrgNufcraVNmtR169at4+abb+akk06iV69enHvuuRx00EEMGTKEDh06AN5Dzvr06cO3337LHXfcwbvvvsvUqVOZOnVqwoWusrKS999/H4Dp06cndGoGWLt2bdp0hK0hyHZhTX4/Pp9PDURtNmEqBDVhkmJSoUZEJLVI1kAA/wauDMxvBPoAx5vZVDMba2Ytkjcys6Fm9o6ZvbN06dLaSqvUQKF/oFetWsVjjz1GZWUlX3zxBQMGDODjjz/mww8/pFu3bkyYMIE77riDq666ir322otXX32VcePGMXTo0IT9VFRU+E8nnjx5MitXrgx1/EIFBbUtUwBRiiZMKtBLqagJkxSTzqnUlC91TyQDCOfcKufcyliQ8CTwF2Am8Efn3KHAl8DVKba7zzm3r3Nu3/bt29duoiUv+V40nHNMmzaNVatW8c4779CtWzeee+45hg0bxumnn85pp53GSSedxIQJEzjssMM466yzmD9/PgMGDGD27Nn+fn766adQxwsTCKSrCch1n5mOkct8oQrhdb0JUxgKWCQVFWpyo/zKTnmUmvIltSj/NkW1CRNmtj0wAbjLOfe4mbVyzi2PvT0BuLN0qZNCcc5x2223cdBBB9GnTx9mzZpF7969qays5Ntvv6VXr17ccssttGzZktNPP52f//znDBw4kPLycs455xz69u1LRUUFX331FccddxxNmzYFvBGNtt56awC+//57ttlmG/+YwS9kmC+ncy50AJE8X4gaiGzrJjebisvlwlOIoKOQw7iGpSZMdZPyW0SCFEDUPZEMIMysI/Ai8Dvn3CuxxS+Y2UXOuZnAkcC7JUugFMzTTz/Nxx9/DMCQIUO4//77ueqqq7jllltYs2YNr7/+esJzC+L9EE444QQA3nrrLbbddlv//TDBQdigoabb5FoDkW+NRNj3w+y/vjZhUoG2dkU5v9WEKX/KL5HCivK1MpIBBPBnoDVwpZnF+0JcBtxuZuuBCmBouo2l7liwYIE/ff/99wNw5513+kOWTp061X8/+ByDXIODXJeHLURkChpqqwaiEE2YivnDX8wmTKqBkGJSgTg3yq/slEeppatJl+iKZADhnLsEuCTFWwfWdlqkuLIV3HK9a55rDUQxhwvNFngUqgYi7HHrUg1EWAogpJhU2BORUoryb1MkO1FL/RamAFyTQKGQAUS+fSDyPUYu6xfqQXKpFKITtUgUqQmTFJPOKdlSKICQyKlJYbZQwUExAoHk/edbA5FqX6nk04SpQYP8LwmFaj6WC/0Y1011JajU+SVSO/Rdq3sUQEjk5FogrknH6XQF5rCdqKNQA5Fr5+1MotKESU+i3rLVlfxWoSY3yi/Jl86d1KJ8rVQAISWVb1OYYkwXWqH6QNTGcyBKcfGuredAKICQXKgJkxSTzqnUlC91jwIIiZxCNMlJXj+fZz+EUcgaiEI3Ycpn/zWpWYjqcyDCUABRu+pKfqtQI4Wmc0pyEeVrpQIIiZxc7xjXJFCo6YPkktfLNB/2vVz3W+waiJo2V8rnAljbw7iKpKJzJzfKL8mXzp3UFECI5KA2+0DU9DkNNamBKFQTppruP9d1clXM50AUSpQv0luiKOe3mjDlT/kl+dK5U/cogJCSyvdOfE1qIIrVnCmX7Qp5sSxEJ+pC1EDoORASVl3JbxVqpNB0TkkuonytVAAhJZXqyxHmDmCxO07nMwpT8nyxaiDCpiGfJkzF6O9Qqo7quawjkorOHZHaoe9a3aMAQiInXQCRazCRbp0wy5PTk08huFh9IGqyr2yK0YlaTZgkWZTzW02Y8qf8yk55lJryJbUoXysVQEik1WREpprURuTTByJ5vlA1ELmmrdBPolYTJqmvVKiRQtM5lZryJbUo/zYpgJDIyfUOYKH6Q2RKQz53yzNtV8waiHwCiFzWyWW9TOuqBqL+Un5vmVQIFKk/FEBI5IRpwlSbfSCyBQLB96IwClNtDONak/XCrK9hXLdsUQ4g1IQpf8qv7JRHqSlfUovytVIBhERO8EJSVVWVdf2aBAoNGuT+FQhbwChVH4iaNGGqSbBQk34m+W6jJkxSTCrUiNQOfdfqHgUQUlK1NQpTmG0zpSGfGoiqqqqi9IHIlNZ8FaIGItft1YSp/qor+a1CjRSazinJRZSvlQogpKRSXUyLPQpTrk2YMtWC5NvPIdV7+TZhKnYNRE07UWsYV6lL1IQpf8qv7JRHqSlfUlMAIZJGti9HTZqfFKo/RPJ6mWon8q25yEUhHhyXTqFGXErXXyXsPtSEactWV/JbhRqR2qHvWt1TZwIIM2tgZveY2XQzm2xmO5U6TVIc6S4khepEHVTTJkw1qZ3ItxN1NrVRAxE2DZmoCVP9VVfyW4Wa3Ci/slMeSS6ifK2sMwEEcDLQ1Dl3AHAFcGuJ0yNFkusoTEFhAohgx+l8Aoiw7+XaByKsfJswhRE2gEjV+TzX/1UhqAZCikmFPSk0nVOSiyj/NtWlAOJg4HkA59wMYN/SJkeKpRidqGtrGNd0+wjzXr41EIXsAxHWltaESSROfSDyp/ySfOncqXvqUgBRDqwIzG8ys4bBFcxsqJm9Y2bvLF26tHZTJwVT7FGY0u0n7HrF6gORbyfqdOvnM8pToZow5Tr8biGOWRNRvssjpaNCTW6UX9kpj1JTvqQW5d+muhRAVAItAvMNnHMbgys45+5zzu3rnNu3ffv2tZs6KYpgQTTXPhBBua6fbx+IUgQQYS+8+faBCLsvNWGSsOpKfqtQI4Wmc0q2FHUpgHgTOA7AzH4GfFTa5EghRGkUprDDx+YSXBRiFKbaHMY1lZp2ok63faaH+BWygKkf7OiJcgChJkz5U35JvnTupBbla2XD7KtExgTgaDObBhhwTonTI7WgJjUQNWnmlG9NQi6Fj3yaGKVLQ6r5XPaX6yhMudRApFOIC2OhfnSifJGW0lGhJjfKr+yUR6kpX1KL8m9TnQkgnHNVwLBSp0OKx8yy3u0PrptuH9nWSbd+8ghKweX5jLSUawfrKDRhCrtdITpRZ1LbnaijfJHeEtWV/FahJjfKr+yUR6kpX+qeutSESbZwqQoVxe4DEZTpDnq+NRCF6AORKZ2Z3i9mJ+piNj0Ls/9cKICQXKgJU/6UXyL1hwIIiYx8O+YWq9lSquls7yWvl0vgUagaiFIN41qT2qJ8qcBSN9WVgE3nV26UX9kpj1JTvqQW5WulAgiJjELXQOTacTrdsXLpKB22eVMux8j1wppPH4i4Ygzjms/2mTpYB6kJU91UV/JbhRopNJ1TqSlf6h4FEBJp6S4qhWq2FBQs9KYLJpLn8y34p9pnoWsgkuU7jGuUmzApgJBCUxOm/Cm/JF86d1KL8m+TAgiJjFxqIMLsozZqIGrSByLfgkohAoZs+8xGTZikJqL8oxik80sKTeeU5CLK10oFEBIZ2QKIdOvWpEN1UNhO1OmCjlT7C1urkG00p3zma9qJOtdaiUxpynasXPefy3FUAxE9dSW/VdjLjfIrO+VRasqXukcBhERGoTtRp9t3bdVAFKoPRDaFbMKUalnYAKKQNRAahUlKRU2Y8qf8knzp3Ektyr9NCiAkMmprFKZ0MvWByGU41lTpzfZeIftAxGWqgUi3j1T5XdMaiGJeAAv1oxPli/SWqK7ktwo1Umg6p2RLoQBCIqMUTZjCDN2aSy1Dvn0gMjWFSpbLusnHTDWdbZ2ajsKUTpSaMImkonMnN8qv7JRHqSlfUovyzRYFEBIZ2Wog0g0Nmmvb/lybMGU6RrZahlxqFdINXZrvMK6ZhkINU4uR6bhR6UQdhpowRU+U81tNmPKn/BIprChfKxVASGTkWwORbnmuNROZ+kAEha2ByNYxOpfainzmk/dXmzUQNW3CVMgaiEIeTwqjruS3CsRSaDqnUlO+1D0KICQychnGtVB9INLVQCRP10YfiEKsG1YxaiDCbhuXqYaktjtRi6Sicyc3yq/slEeSiyjfbFEAIZGRrVlMmO2K0Qci7Dap3ovSMK6FrIGIShMm/RjXTVH+UVQTpvwpvyRfOndSi/K1UgGEREaqC0iuNRBh5NOEKdM2+dZA5Bts5Pp+KslNwzLVQBTrORCZ6DkQW7a6kt8q1ORG+ZWd8ig15Ut2UcsjBRBSUtmeNB1mpKKaNGcK04k6Wy1DpvdyqVUIe6c+7EWkUDUQYfadadt0TZX0HAiJItVA5E/5JbnQdy27KOeRAggpqVzurmcLNqA4fSCyBQL51E4kHzuXC0OuTZry2UdwWaoAIFuBO92IWYUWtQuqhBPlgC3KP9hRp/zKTnmUmvIlu6jO2dSYAAAgAElEQVTlUc4BhJltbWZlxUiM1D/ZvhDpCvVBxW7ClCzsKEy11QcinbDBS3C+GKMw5ZM+NWESkS1R1AqBUaF8yS5qeZQ1gDCzBmY22MyeNbMlwGxgkZl9Yma3mNnOhUyQmbU0s2fMbIqZTTezA2LLB5jZPDObHHv1K+RxpTTqShOmfJ7RUKg+ELmqSSfqdOsnK3YnajVh2rJFOb9VA5E/5ZfkS+dOalG+HjUMsc5rwMvAcOBj51wVgJm1AQ4HbjSzCc65RwuUpsuAV5xzt5vZrsA/gX1irz855/5ToONIBORSA7Fp06bQ20HNmjNlKtzn+166Y2VbN8y2qeaLWQNRiE7UtVUDIdGjAELqK51Tm+m7lpuo5VGYAOIo59yG5IXOuR+A/wD/MbNGBUzTKGBdIH1rY9N9gN5m9ntgJnC5c25jAY8rJVCIPhA1GZEpn07UQelqReLv5dIHotiF5jC1OWGPk0sAUcwaCDVhkmKK2g921Cm/slMebaYAIjdRy6MwfSBGmdmBmVZIFWCEYWbnmdnHwRews3NujZl1Ah7Fq/kAeAm4CDgUaA4MS7G/oWb2jpm9s3Tp0nySJLUsWxOmdDUQQcVowpSpE3UxaiCyBRuZti1kJ+qa1EDU5MegmBfGqF10JdoBmwo1+VN+SS70XcsuynkUJoCYA9xqZgvM7CYz27tQB3fOjXXO9Up6vW1mewCvAH92zk2Jrf6gc+5L5+XgU0DvFPu7zzm3r3Nu3/bt2xcqmVJEhaiBSCfXJkyZ9p/PKEy11Qci3XFq2gcinh/5pCtMDUdQ2PzOtl2+64ikonNHCk3n1GZRLhxHUdTyKGsA4Zwb7Zw7AOgH/AA8ZGafmdlVZrZLoRNkZj2BfwODnXPPxZYZ8KGZbRdb7Ujg3UIfW2pftgtIrjUQuS7P1O8hOB2m1iLbdunWSzWfSSEuIrnUQKRSiD4QmY5VyAAizL6ifEd8SxTl/FahJn/Kr+yUR6kpX7KLWh6FHsbVOfeVc+4m51xvYDBwCvBZEdI0EmgKjI6NtvRUrNbhfOC/ZjYFaAbcX4RjSy3LNkxr1PtAZAoSitUHItN+Us2nO17Y/db1JkwSPQogtkzKL8mFvmvZRTmPwnSiBiDWUfpYYBBeDcAUYEShE+ScOynN8heBFwt9PCmtbF+OTHf748LUNASn0w3JWogHyRWyD4SZZc2TMPtOJV3NSU36QKRLQ5jCYjFrIETypfNLCk3n1GZRLhxHUdTyKGsAYWZHA78BTgDeAp4AhjrnVhc5bVIPZLuABJst5VoDkWsn6rBNasIENan2kfxetmAjbABRiBqITMcpVg1EIZowhVGoZk5SOFHObxVq8qf8yk55tJm+a9lFOY/C1ED8GXgc+IPzhm4VKYpsheV0fSCCitWEqdg1ELk0YQp7EcnlORCplmcKILLJ9UKXa6frfI8j0aAAYsuk/JJc6LuWm6jlUdYAwjl3OICZ7WtmDwBdY9uZ97bbs6gplHoj1ZcjzIPkcm3ClOsoTPl2lM7UByJsDUQY6S4q+TxILsx+w6Stpn0g1IRJokDnV26UX9kpjyRfUTt3QveBAB4D/gh8BOR3u1Akg0L0gSjGcyCStwlKDhJq0gcirGI0Ycq0Tj5NmHJ9UF0xmzCFEeU74luiKOe37ormT/mVnfJoM33XsotyHuUSQCx1zj1dtJRIvZdLE6Ywd90LOYxrujRley9MQT0+H7ZQlW9zn2zHz7ZOvvvPpxN1PscRKTSdX7lRfkkuolw4jqKo5VEuAcTVsSZMrwDr4gudc/8teKpEYtJ1og4q1Dj/mfpApBu5KVNNQrYve9jaimSZHhCX6bhhaghSXdBT7W9La8IU5TviW6Io57cKNVJMOqc203ctN1HLo1wCiHOAHkAjNjdhcoACCCmaYABRkz4Q6Zbn04k6eZvge8n7yFSYzzZUbK6fK5tMwU0h+kDk+mNQiB+PQtTGiASpUJM/5Vd2yqPN9F3LLsp5lEsAsZdzbo+ipUQkhXQF/GAwkWu/h6B0/R4yFbYzFfzD9gNIDiAKWRBO13ch3z4Q2daLy6X2Jdv6YS+UUb6TLXVf1H6wo075JfnSuZNd1PIo9JOogRlm1rNoKRFJIV0fiDAF7pqMtpSphiO54J9PDYSZZV0332Y86QKIQtZAFDqAyDeAKlQAoUCkdkU5v6N8xy/qovx/jQrl0Wb6rmUX5TzKpQbiYOAsM5uP1wdCw7hK0YWpIQgK0+wnXSCyceNGfzo5gAjbmbsUAURYYQKIQtVABKdzDeRyoR9jKbQo/2BL3adr1mb6ruUmanmUSwBxbNFSIZJGumZLYYKJdMuD+9mwYYM/nS6AaNCgQcaairDvBSUHJZnWTbVtUNjmP/nWQIRNVymaMIURtYuu1J1ClM6d3NSV/6tEgwKI3EQtj7IGEGZmzvNVtnUKmzSR9E2YwgQT6aaD2waDhrA1EMn7DfsAuqDkGoiqqqq8Lw5hay7CpC1ss6Ji94EIS02Y6qYo57cKNfmL8v81KpRHm+m7ll2U8yhMH4jXzOwiM+sSXGhmjc3sCDMbB5xVnORJfRf8wgRrC3Ltx5CuYBwMGtIFJQ0aNMjYwTrM8VPNZ6utCHuxKCsryzgfJm3xbVIFUXW9BkKip66MnqXzUApNAcRmUS4cR0WUr5VhmjAdC5wL/NPMdgSWA02BMuBFYJRzblbxkij1WbBQv379en86TO1CmHXSNWfKpQ9E2OAiOW3ZAojg+kHJP0DJAUP8mRXZApZU24R5WF+699L9GISpESl1DYR+vGpXlPNbhZr8qXAs+dJ3LbWwv8mlkDWAcM6tBe4C7jKzRkA7YI1zbnmxEycSvCO+bp3//MK0gUKuAUSYPhDJzY0yBQK51E5kCyDC3nlIfshdfD74eVIdPygehKS6WNW0BqJQfTJSKVSBJV2wJsUR5btqCiDypwAiO+XRZvquZVenA4gg59wGYFGR0iJSTbCAH6yBSFfwD1OITdcHItOD6tIFEJlqIJL7NSSnLTnd+Raa0wUQyYXiYtdApNt/usJ5sZ6DkY9SH7++iXJ+R/kHO+pUOM5OebSZAojsonw9yuU5ECK1bvXq1f50sAZi7dq1/nS6ACJdU6V0NRDpmkg1aNAgY1On4Jc6uI/kICH5QhD8PJlGYUpuotS4ceOM76cLINL1IUm3TTw9yTUZqbZPXpbu/5Bu/WLWQKTrE5IuLVJ8UfshDEpXEylSCAogNtN3LTsFEDkwz7dmNjn2Ghlb/gsze9vMppvZkFKnU2rHTz/95E8HC+fBwCK4TvCCtGbNGn86WFgPTge3De4z+EVt2rRpwr6C21RVVSWkKxjYJAcJwX0kb5e8blByDUOjRo0S5pN/kOLzyQX35IAl1TFSXayCgUdcMO1x6S50qQIQyBxApNsmWXLepNKwYfaKVgUQtSvK+a1CjUjtSNfvUDaLcgCRUxOmWtIdeM8594v4gljfi1HAfsBq4E0ze8Y5V1GiNEotCRa60wUN6YKAdIX+VatWZZ1ODiDSHc85l3CcsAFEqhqI4LZBTZs2TZhProFIfj8+n1wITw5YgoW4eCE7VZCRKoBItSz5s8elq4HIFNCkClBSadKkSdZ1wgQQ6gNRuxRAbJmSb25IdcnX7/pM37XsCjHcebHkFUCYWUNgd6AJgHNuZgHT1AfY1sxeA9YAl8aOM9c592Ps+G8AhwD/LuBxJYIqKyv96R9//DHldLDgn66gny7IWLlyZcr9BC9syQFEcqARLDgnBxfB95IDiOSajHQBxNZbb51w4WjSpEnCRWWrrbaqtn5yWqB6AT+YnnitRapamLABRPLni0sXDKRbP9M2ycL8GCuAiJ4o57cKNbkJ5pEKx6mlulkjqoEII8p5lG8TpvHAz/EK8Qfne3AzO8/MPg6+gApgpHPucOAG4FGgHFgR2HQl0DLF/oaa2Ttm9s7SpUvzTZYUWb6Fh2DBfdGizX35v/vuO396xYrNp0k8yCgrK0tY59tvv/Wnv/7665TTwfXNLO3xgj8MrVu3TlivqqqKxYsX+/PB6aqqKpYsWeLPO+dYtmxZwnxceXl5QqDTpEmThM+Z3EcjHkAsX544UNoPP/yQsP9gcBb/HMHjxNOQvJ/k9eLSNQFLtS5UD7aC0gVTycIUWJJraFIJnltSfMFzJWrSnceSWjDYV/v+1NI1T63vgjeRJLVUv8lRkW8o/Ilz7saaHtw5NxYYG1xmZs2AjbH33zCzbfEChhaB1VrgPY8ieX/3AfcB7LvvvtHKafHV9sV006ZNCYX1999/35+eOnWqPz1lypSUy1esWMGsWbNSvvf888/7023atGHatGn+/KJFi/yCcIsWLZg5c3NFnXOOd955x59fu3Ytn332mT8/b948f7q8vJyPPvooYdtPPvkkYX7u3Ln+fOPGjdmwYQPff/+9Pw8krJO8TfzC9OWXX1ZbFgys4r755puMy4IXumDgFFRRsbkFYvKFMd02kFgrFQ+WkgWDk+bNm6fdV1ywRkuKL1VQGhXx742EE8yvqBVwokJ5lJryJbvgtTJqeZRvALHBzF4ClgI45wYXLklcDXwP3GxmewELgU+Bnc2sDbAKOBT4WwGPKbUoePe8FIJ3GIM1VcHC89tvv+1Pv/nmmwnb/+tf//KnJ02a5E/PmzcvYR9XXHGFP/3TTz9x0003+fPTpk1L2O/NN9/sV1U2bNiQUaNG+e9VVVVx5513+vPOOW699daE+Yceeihh/qmnnvLn27Rpww8//MBzzz2XsM///ve/CdusXbuWl156KWHZ559/7tdcNGvWDPACingtTnCEo8mTJyfsH7xaj3gAEuzw7JxjxowZ1dYH745mMJhKlhxMpfLhhx+m3T7Z+vXr/YBFTTCKb9OmTSmD0qj49NNP/emo/WBHkfIrO+VRasqX7JJvFkZJvgFEJ+fc0QVNyWY3Ao+a2fF4NRFnO+c2mNllwAt4za4edM59m2knEl3B2oDa0qRJkxrVfDRo0CBUx8/gFzzYdnHTpk0JwUpyUBIs3G/cuJF77rnHn3/vvfd47733/Plg0AIwe/bshGWrVq1KCF6cc/z1r39NCJwWLFjA3XffnbDO6NGjqzWjuu666/z5eLAwcuRIf1m8E/Mbb7yR8Jni+XD77bf7y1q02FyJ+OKLLyYECcF8e/DBB1NuEzdmzJiU2wUF8y/bRXfs2M2VoO3atcu4rtRcsNZum222KWFKqluzZg2PP/64Px+1H+woevjhh/1p5Vd1zjnuv//+hHnxfhN17mS2cOFCXnzxRX8+anmUbx+IZmY2yMyOM7PjCpkg59yPzrnjnXP9nHNHOudmx5Y/45zbzznXxzn390IeU2pXpuYpcW3atPGn27Zt60+nGnUnWAg57LDD/OmjjjrKnz788MP96b333jth+6OP3hwLn3POOf70eeed50//8pe/TNjmjDPO8KcvvfRSf7pDhw4MGDDAn//tb3/rTzdo0CBh/zvvvDO9e/f2508//XR/uqqqiv79+ycc86CDDkqYP+GEEwDvDsW6devYbrvtAHjrrbeYN2+eXxhevHgxt99+e0INwCmnnJIQUP3zn//kmmuuSdj/mDFjeOyxx/z5jRs3MmHChGqF8zVr1jB06NCEbZ1zfPrpp9x8880Jy8CrgQrmS/C9OXPm8Mc//jEhH4IeffRRnnjiiWrbBY0dO5Zx48ZlXAe8H7Brr72W3/3ud1nXlcKYPn16wvcqSvk9b948TjzxRObPn+8vi1L6omblypVcccUVCdcI5Vei7777jmHDhvHkk0/6y5RHXvPewYMH8+677/rLlC+bOeeYOnUqxxxzTMbRCkstawBhZmPM7MCkxa/hjYzUPvYSCS1MDUTXrl396VatWvnTqZ4P0KlTJ396t91286d79uzpT++xxx4pp7t27ZrQKXqHHXbwpw899FB/ul+/fv50jx49EoKaY445xp8+/vjjadlyc//+YMH6yCOPpFevXv788OHDE9rwX3vttf50ly5duPHGzd2M9ttvv4RahSOPPJIhQzY/DmXPPffk3nvv9efbt2/PhAkT/HnnHLfddltC8NS1a1e/NmH16tWsXbuW888/n7322gvAv2s2YsQIwLs7O2DAAJxzXHbZZf6yTp068dlnn9GjRw8/yOnfvz9HHnkk69atY+DAgYDXd2HMmDGceeaZfPXVV/Tp08cPeh555BEqKyv51a9+xapVqzjuuOP8dMWruadMmeJ/5nhA+N577yWcE2PGjOH8888H4OCDvfEdUtU8VVRU0L9/f66++mqcc/42YaxevZpZs2bx9NNPM2HCBKZMmZJQcyObbdiwgffee48777yTI444ggMPPJDFixf7381S/CCuW7eOb775hpkzZzJu3Dguv/xy+vbty84778zLL79M+/bt6d69e8nSF0Vr165l9uzZPPfcc4waNYqBAwey7bbbctNNN2Fm9OnTB6hf+RVv9rl48WLmzJnD22+/zYQJE7j99tu5+OKL2X///enSpQv33XcfjRo14sADD/S3qy82bNjAokWLmDVrFv/617+46qqrOPLII+nSpQvjx4+nefPm/m92fcoX2DwS4/z585k+fToTJkzg1ltv5cwzz2SnnXaiX79+fP755+yxxx6Ul5f720RJmCZMc4Bbzawz8C/gn865cVm2Kbnvv/+eRx55pNTJoKysjMMPPzzUA6/qi3Ttn4PNjLp06eI32wm2s4+PNtSsWTO/o2zHjh3999u33xzPBpcHg4xgM5W2bdsmdP4N/p+CwcSOO+6YMB0cbWTbbbf1p3v27JnQOXrXXXf1p/v06ZOw/1133TWhs28waNp///39PgcAAwcOTMiHU045JWE4wP/3//5fQqD1xz/+MSGAGjRoEJdccokfDIDXz+Ppp5/25y+//HKuv/76hDy85557OP3007n66qv9ZZdeeinXXnstt912G+AFBh07duTJJ5/kkksuAbyag4qKCvbcc0/GjBnDf/7zHwAuuugiwOsY/vjjj/vByogRI/y07bTTTowdO5bOnTsD0Lt3b/7xj39w/vnns3btWi644AIOP/xwXnvtNebNm8eQIUN46KGHuPnmm7n88ssBGDVqFJ07d+aNN95g4sSJ3HHHHVx88cWA11dj0KBBLF68mPbt2/PYY4+x++6788ADD7Bo0SLuvffeajUky5Yt4+GHH+app55i+vTpKUcSO+CAAzj33HM5/fTTQ438VJdt3LiRZcuWsXTpUpYuXZowvWjRIr8/0MKFCxPyaquttuKSSy5h6NChdOvWjYqKCmbOnMn++++fVzrio4ktW7as2iuenuBryZIlaUcFa9KkCYMHD+baa6/lkksuYd68edx1110MGDCgxqMLOedYv34969atY9OmTSlfVVVV/hPpCz29ceNG1qxZw9q1axP+Jk+vXr2aH3/8MeG1fPnytP3WDjnkEG644QY++OAD3n33Xe666y5GjhzpF3hqYt26dX66UqV5w4YNbNy40f8bfGVbtmHDBjZs2MD69ev9V3A+03vr169n5cqVVFZWphzOOqisrIyBAwdy5ZVXMnnyZKZNm8Ydd9zByJEjE67vhVRVVZXweYN/C7Fs3bp1/PTTT6xevbraK758xYoVLFmyJGHkv+R8GTBgADfccAO33347n332GaNGjWLIkCEFGea2qqqKdevWsXbtWtauXVttet26dWn/t7W5PFNA0KlTJ4YMGcKf/vQnevfuTWVlJZMmTUpo8VBqWf9TzrnRwGgz2wEYBDxkZk2Bx4EnnHNzipzGvCxYsICzzjqr1MkAvE63wbvZ9V1w9J+gjh07snDhQn86LlXw1aZNG7/wHSzwBmsG0gUNwYJ269atEzrcBofzDBYCg9u3bt06oWlNvKAbXy84akLwwUodO3ZMKIh06NAh4c518L327dsnXEi32WabhPc7duyY8H737t0T5nv27Jlw7D333BPYPNpQw4YNadeuXcI6p512GmVlZf46TZs25be//W3CHfwrrriCkSNHJizbe++9ef3112nevHlCQWPkyJEMGzasWrOzXXbZhYceeohddtml2nCtHTt25LnnnkuoxVm/fj2nnnoqAKeeeip33nlnQu3Kww8/zNdff80rr7yCmXHPPfcwdOhQxo8f769zySWXcP755zNu3DguuugiNm3axGGHHcbjjz9O586dE4bfHTZsGAMHDqRdu3Zs2LCBv/71r9x0003+Zy4rK6Nnz5507dqVRo0aUVFRwQcffMD06dOZPn06//u//8uFF17IOeecQ5cuXYiajRs3UllZSWVlJStWrGDFihX+dKplydPLly8PPYqSmdG9e3cOPPBA+vXrxy9/+UtatmyZMALXr3/9a+bPn5+2kO6cY8GCBXz44Yd8+OGHzJs3j4ULF7Jw4UK+/vrr0M8MiYuf+x07dqRHjx7stttu7LPPPhxxxBF+jWD8f/3qq6/y8ssvJzRzTLZkyRI+/vhjPvnkE+bPn8+iRYv47rvvWLJkCatWrfJfYZ+uHkUNGzakS5cu7LjjjnTv3p2+ffvSr18/v6YmeA298sorGT16dNp9OeeYP38+H3zwAQsWLOCrr75i4cKFLF26lB9//JEffviBH3/8MfRQzqXUuHFjWrZsSXl5OeXl5Wy77bbssMMO7LDDDvTu3Zu+ffv6/biCo/zddNNNCTdzkjnnWLJkCZ999hlz5sxh0aJFLF68mIqKCpYvX86qVatYvXq1f24FA6ooPaSxQYMGtGvXjg4dOtC9e3d69uzJXnvtxdFHH+03U45/7+fMmcPjjz/OmWeemXZ/VVVVzJ07l48++sg/b77++muWLVvmX5eWL1+eMFJflDVu3JiOHTvSqVMnOnXqxHbbbceee+5J79692Xffff2bhvEy02WXXcagQYMSyhzJ1q9fz9y5c/n000/56quvqKio8M+f+LW8srIyoeVFvkKHes65r4CbgJvMrDfwIHANUJZpu1Jp06YNxx9/fEnT8NZbb/HFF1+wYMECBRABwSFKg9q2besHEMG77anGjG/Tpo1fcxAMGoJ9J4KF/uDy1q1bJ0zH7yI1adIkoWAULJAHj9GqVauE4eeCBeS2bdsmDAka3Ef79u0TCtgdOnRIO2Rk27Ztqx0/ON+xY8eEu19t27ZNqM1o165dtWMHxS9AwQCiQ4cOCevE8y/VOsGg7ogjjvCHSg12FI83uQoWnG699Va/+VOyO++8k4EDB9K5c+eUhYezzz6be++9l7KysmqFzVdeeYUGDRowbtw4vy9J8BwCL6j66quvAPjTn/7EDTfc4K+TvL+xY8cycOBATjvtNGbOnImZcdxxx3Huuedy1FFHJQQ44AWeEydO5LbbbuP999/nmmuuYcSIEey3337sv//+dO3alY4dO7L11lvTtGlTmjZtSqNGjTAzzIwGDRr408HXhg0bEu6Wxafjf9esWeMXJuIFiuAdwVTvFWLsdTOjbdu2tG/fvtqrY8eOdOvWjW7dutG1a9eU/ZaC589XX33FJ598ktC8b+3atTz11FNMmjSJl156KWO/qRYtWtCuXbuUr1Tpa9WqVdYahWCAM378+IQAoqqqiqlTp/Lvf/+bl19+mS+++CJUnjVq1IimTZvSoEEDysrKqr3i50DwXCjUdFlZGVtttZX/atq0acLf+HSzZs1o3bo1bdq0oXXr1v6rZcuWGWvRg/l5xx13VAsgKioqmDhxIs8++yxvvPFGqAC0UaNGNGvWrFo64/ONGzemYcOG1V6NGjUKtbxx48Y0btyYRo0aZZ1Onm/RogXl5eUpz+10gvl3++23VwsgfvjhB/7zn//w8ssvM2XKlFB9BdOJf974Z071N99ljRs3Zuutt054NWvWLGG+vLycDh060KZNm2rX4WTB69H48eOrBRDz5s1j4sSJPPfcc8yYMSP0M2Ti19kmTZpU+9ukSZOE/226/3m6ZbkuT7csW96k8vTTTyfUkDvnePfdd5kwYQKvvfYa77zzTtaasUIJHUCYWSPgWLxaiCOBKUD6ELrEdtxxx5I3YRo+fDg33nijxphPkq4GIlgzEKzaS3U3ITkIyDadXOuQbnnwhy345U6uwYgXRKF6oBHcR/BHo02bNgk1Di1atPAvhskXklatWiUsa9u2bcKd1g4dOiT8wLRr1y7hjkLbtm0TCv7JAUQ8D5KPERSfD36G+HbpgpNUVdbBYwQDuaCDDjoooTNzMO0jRozgkksuSSi0B4+/55570qpVK/7yl78kFPSC+wCvoNq4cWPuv//+aj9SydXmV1xxBddddx2rV69m++2355FHHknooJ+sefPmnH766Zx22mm89tpr3HfffUycOJGZM2cmPP8jCsyM8vJyWrZs6d89Df5NNx1c1rp167x+/OKS83vChAn06tWLNWvWcMstt3D77bcnXDfbt29P79692XPPPdl1113ZYYcd6NKlC9tvv31RmoIEv6cTJ07k7rvvpmHDhjz99NP84Q9/YM6czRXvW2+9NXvuuSe9evVi5513ZptttqFz58506NCB8vJymjdvTvPmzbfoIYKTA7L58+ez4447MnfuXK688kqefPLJhBsJ7du3Z5999mGnnXby/5edOnXyA5c2bdqw1VZbbbEPpqusrGTOnDnsvPPOfPfddwwfPpwnnngi4RpfXl5Oz5492XXXXdl2223p1KkTHTt2pE2bNjRv3pytt97aP7fiNyQaNmyY8gZLlAWbFL700kusWLGCli1b8vbbb/OXv/wlYRQigO2224699tqL7t27s/3227P99tvTsWNHWrVqRatWrWjdujUtWrTYYpuN//e///UDiGeeeYY///nPfPzxx/77Zka3bt3o2bMn3bt3p3PnznTu3NnPo3htWSFkDSDM7GjgN8DxwEzgCWCocy66jxKNiHgBLF07wPqosrIy4UnQQdtvv70/Hexz0Lp1a1asWEGLFrrq5UwAABkaSURBVC38i026WocwAUSmYCJY+A+23Q4OJ9qyZcuEmoTkACJd9WnLli0T9h+8yCcXrFu1apWw33bt2iUUapIDiNatWyfc/W/btm3G4GCrrbYCEi/eyYW6VBeZeCE+mPZgHqZqXx5cN/nOfVzwfwKJQUfHjh2rbRcsjD377LN+Z+x0+3jkkUeYMWMG5557rt/hM93+4lavXs2gQYO46667Ej5jJmbGEUccwRFHHMHKlSt56623eP/99/nuu+9YvHgxa9as8dvjrl+/vlqb9eCrqqqKRo0a+XfLUv1t2rSpX5CI3/3LNr3VVluV/Mc1Obh77LHH2Guvvbj00kv9Z6n06dOHwYMHc+yxx7LbbrvVaqEoeM1etmwZ9957Ly+88ALPPPMM4F2rzjjjDI4//nj222+/ap+nvkkOJu+991623nprrr/+etatW0dZWRknnngiJ510EkcffTTbbbddnSrkFkLy0+4fffRRWrZsydVXX82qVato0KAB/fv35+STT+bwww9nl112qRd5FPwtXb9+PePGjWPOnDn8/e9/xzlH06ZNGTBgACeccAJHHnlktZry+uaVV15hxowZXH/99f7w7e3bt2fQoEH079+fgw8+OO3vbKGFqYH4M15/hz8451QSzkH8rrVqIDaLPxRlp512Yu+99+Y3v/kN4HXWvfnmm9ljjz1o1KgR5513Hh988AGDBw+mffv2XHzxxdxxxx1MmzaNG264gVtuuYWNGzfy9NNPc/LJJzNmzBhmz55Njx49/GMF258H+0MEOyvvuOOOfuftLl26JNwBCjajCV7IW7VqlXDRSy6oJ/9QxLVo0SJtZ8TkAn7Lli2r7TcYILRq1SrhOMk/4C1btkxIc/LTmON3bYPNnpLFg4ygVE91TlW4TneHI9VzHTKtD9WDCyBj7UpcsJ/GGWeckTD0brJgAPHAAw9QUVHBPvvsw7HHHpv3j3iLFi046qijEoYTFk9ywPb5559z0kknAbD77rvz97//PWHks9qW3MwrXjtWXl7Oddddx4UXXliQzp5biuQmh8GHZp511llcd911CTeI6qPkPAqOunfiiScyatQounXrVtvJKrnkG27xgTjKysq49NJLGT58eNqa6/po06ZNHHDAAYB3PRoxYgT/8z//U5KbGGE6UR+ebR1JTTUQ1cWr2n72s5/xj3/8w18ef3bCH/7wB3/Zo48+6k9Pnz4d8IYzvfjiizEz/vvf/7J69WrKy8uZPHkyP/30E23atGHWrFmsWbOG8vJyXnvtNSorK2nXrh0TJ07kiy++oFevXowfP55JkyZx3nnn0a1bN2688Ubuu+8+VqxYwcknn8zNN99M79696dKliz/83i9/+UsmTZrEscceS4MGDRgyZAjDhg2r1sRn6NCh3HbbbdWeHdGhQ4dqPxDl5eVUVlZWG4Wmc+fOCftt2bJlQnATb9ccFGwikHyHOThcLIQLIFI1DUm1LFUAkarQn257yD2ACKY7XTvkXDphBi++++yzT8LzOaTwgvk9ZswYvz348OHD+d3vflfyO/rB79IJJ5zA5MmTGThwICNHjszYgbG+ChYCf//73zN69Gh69erF6NGjE57BU58Fr0e//e1vuffee+nRowd/+9vfSt5fs5SC1/ITTjiBSZMmcdhhhzF69Gh/8A/xHHDAAVRUVLBw4ULOOOMMRo4cmXBztLbpFkoRxe+Maoz4zeIBRLDDZK7id4TLysr8gmdw1Kb40KCQ+GC5+B1OgF/96lf86le/ArznOASf5RBvQhGfjhfGn3jiCVatWkXLli0577zzOPDAA9lll10A+OKLL3DOUVZWxogRI+jTp49/vJdffpmVK1fSsWNHhgwZQmVlJSeeeCIAr732Gg888AA33HAD4FX9f/rppxx44IGYGcOGDaNTp06YGQcccAD9+/f3O+T369ePvn37+u3+e/TowX777cfuu+/up//www9nwYIF/pC0f/nLX/jrX//qd3AeMGAAl19+eUIn/wsuuIC777475bMRdtppp2rLgrU+Bx10EG+++ab/7Idk6S52wSFnw2wTZqSRXNroZ2ruJYUXDHBPPPFELrzwQqB6W/pSa9asmd9sSdILBhCjRo3ipptu2qL7fOQjWKt1zz33cOutt9KsWbPInfO1LRhAPPPMM6xfv17nThq9evXijTfeYN26dSlbCNQ2i9qDKQpl3333dcHx+Evhu+++Y9ttt6Vt27YJnVzqs9NOO41XX32VSZMm1eu7LrUl3o8jXkB2zrFixYqEu/qLFi2ibdu2/kV7zZo1fPfdd/4QjeA9u2PFihUJgd+nn37K999/zyGHHOIvW7x4MZMmTeK0005LGAb3+eefZ8mSJdU6L0+dOpVnn32W66+/vlqTkLvuuov58+dz8803V/uRXbduHQMGDOD444/3C5/JKisrOfDAAxk4cGDGIRPj+vbtyzfffMNXX32l5im1oHnz5v6oUFF7bsZNN93EFVdcwS233JJQKyqpTZ8+3R+qd/LkyaVOTiRNmzaNgw46iEMOOYSpU6eWOjmR8dBDD3Huuedy0UUXcccdd5Q6OZF00kkn8fTTT/Pqq68WskavxpGrAogiqqqqYquttmL9+vXMmzevaA+OqUv2339/vv76a+bOnZtQQBUptXizFQUPtWPZsmVs2rQpofYwKqqqqvj888/p0aNHvb9DHNbcuXPZbrvtIhcMRsns2bPZYYcdInH3OCqcc8yePZudd95Z19401q5dy4IFCxJq+wtAAUQ6UQggALp168b8+fOZMmWK39ylvtqwYQNdu3bFOcfatWtVTSkiIiJS+2ocQGyZA+VGSHzkia+//rrEKSm9iooKqqqq6Ny5s4IHERERkTpKAUSRxZvpzJ49u8QpKb34k6PjHXpFREREpO5RAFFke+yxBwAfffRRiVNSevEnJdf38cBFRERE6jIFEEUWDyDef//9Eqek9OIP1Ev34C8RERERiT4FEEXWo0cPWrduzcKFC5kzZ06pk1NS8QBC4+yLiIiI1F2RCyDM7Aozmxx7zTKzitjyy8zsk8B7u5Y6rWE0bNjQf9DX+PHjS5ya0lq+fDmgAEJERESkLotcAOGcu9E5d5hz7jDgG+Cs2Fv7AGfG33POfV6yROborLO8jzB27Fg+/7zOJLvg4jUQbdq0KXFKRERERCRfkQsg4sxsAPCjc+6F2KI+wHAze8PMhpcwaTnbZ599GDBgAGvWrGHgwIFMmjSJLfX5G5n88MMPgGogREREROqykj72z8zOAy5NWnyOc+5tYDjwm8DyJ4C/A5XABDM7wTk3KWl/Q4GhAF26dClauvNxyy238P333zNlyhSGDBlC165d6d+/P3vvvTfbb7897du3p1mzZjRs2JBGjRphZmzcuJENGzawadMmNmzYwMaNG/1XcD55nVTbZNo+/tq0aRPOOaqqqhJezrm0yzMtS56eNWsWoABCREREpC6L5JOozawnMNo5d3Rs3oBy59yK2PyFQFvn3HXp9hGVJ1FXVFT40xs3buTRRx9l9OjRCcvrk8aNG/PNN99oJCYRERGR0qjxk6hLWgORwVHAc4H5cuBjM9sNWA0cATxYioTVRMOGDTn77LM544wzmD59OjNmzODjjz9m8eLFLFmyhLVr1/q1A845vzaiYcOG/qtRo0aUlZWFWh6fDrtNWVkZDRo08F9mhpklLIsvz7YsPp/8d7/99lPwICIiIlKHRTWA2BV4KT7jnFthZn8GXgPWAa845/6vVImrqbKyMg4++GAOPvjgUiel1nXq1KnUSRARERGRGohkAOGc+58Uy/4B/KMEyRERERERkZjIjsIkIiIiIiLRowBCRERERERCUwAhIiIiIiKhKYAQEREREZHQFECIiIiIiEhoCiBERERERCQ0BRAiIiIiIhKaAggREREREQlNAYSIiIiIiISmAEJEREREREJTACEiIiIiIqEpgBARERERkdAUQIiIiIiISGgKIEREREREJDQFECIiIiIiEpoCCBERERERCU0BhIiIiIiIhFbyAMLMTjGzxwPzPzOzt8zsTTO7OrasgZndY2bTzWyyme1UuhSLiIiIiNRfDUt5cDMbDfQHZgUW3wMMBL4EnjWzfYCuQFPn3AFm9jPgVuCkWk6uiIiIiEi9V+oaiGnABfEZMysHmjjn5jnnHPACcCRwMPA8gHNuBrBvCdIqIiIiIlLv1UoAYWbnmdnHSa/9nHP/Alxg1XKgMjC/EmgZW74isHyTmVWrPTGzoWb2jpm9s3Tp0mJ8FBERERGReq1WmjA558YCY0OsWgm0CMy3AJYDzZKWN3DObUxxnPuA+wD23Xdfl/y+iIiIiIjUTKmbMCVwzlUC682su5kZXv+I14E3gePA62QNfFS6VIqIiIiI1F8l7USdxjDgMaAMeNE595aZvQ0cbWbTAAPOKWUCRURERETqq5IHEM65ycDkwPwM4GdJ61ThBRYiIiIiIlJCkWrCJCIiIiIi0aYAQkREREREQlMAISIiIiIioSmAEBERERGR0BRAiIiIiIhIaAogREREREQkNAUQIiIiIiISmgIIEREREREJTQGEiIiIiIiEpgBCRERERERCUwAhIiIiIiKhKYAQEREREZHQFECIiIiIiEhoCiBERERE/n979x9rSVnfcfz9WVakCEqVYmqsNUKLjVSQRUstIoY1S9G0giQ2liaClIq2adFqlWpIGxPbKFXQ1i10EX9AxCK/TF1YRS6/lpUf7lYQKw1oSVrkR1MUChTY/faPeS4czj13dy733Hvuuu9XMsnMc54785xvnjMz35ln7kjqzQRCkiRJUm8mEJIkSZJ6M4GQJEmS1NvEE4gkRyU5b2D58CTXJ7k6yQVJdm3llya5LslUkrWTa7EkSZK041o+yY0nOR1YBWwaKP4H4NCquifJx4ATgDOAfYBXVFUtfkslSZIkweTvQKwHThoqO6yq7mnzy4FHk7wQ2AP4WpJrk7x5MRspSZIkqbMoCUSSdya5dWh6dVWdDzztjkJV3d3+5ijgDcAXgJ2B04C3AEcDn0yy14jtnJjkpiQ33XfffQv9tSRJkqQdzqIMYaqqNcCavvWTnAwcAxxRVY8m+TGwuqqeAO5NshHYF7h3aDtnAmcCHHTQQQ51kiRJksZs0kOYZkjyl8DrgJVVdX8rXgl8pX2+G7Af8P3JtFCSJEnacU30Ieph7VmHU4HvAGuTAJxfVZ9NsirJBmALcMpAciFJkiRpkUw8gaiqKWCqzd9D97zDqHp/tnitkiRJkjTKkhvCJEmSJGnpMoGQJEmS1JsJhCRJkqTeTCAkSZIk9WYCIUmSJKk3EwhJkiRJvZlASJIkSerNBEKSJElSbyYQkiRJknozgZAkSZLUmwmEJEmSpN5MICRJkiT1ZgIhSZIkqTcTCEmSJEm9mUBIkiRJ6s0EQpIkSVJvJhCSJEmSept4ApHkqCTnDSwfneSOJFNten2SZUlWJ7m+le0zyTZLkiRJO6rlk9x4ktOBVcCmgeIDgQ9U1VcH6h0N7FJVv5nkYOA04HcXtbGSJEmSJn4HYj1w0lDZCuD4JNckOS3JcuAQ4DKAqtoAHLS4zZQkSZIEi3QHIsk7gZOHio+rqvOTHDZU/g3gYuCHwGrgXcBzgZ8M1NmcZHlVPTG0nROBE9viQ0l+MKavMB97AvdPuhE/Y4zp+BnT8TOm42U8x8+Yjp8xHT9jOn63VtV+81nBoiQQVbUGWNOz+tlV9QBAkkuAt9IlD7sP1Fk2nDy07ZwJnDnP5o5VkpuqyjsmY2RMx8+Yjp8xHS/jOX7GdPyM6fgZ0/FLctN81zHpIUxPkyTAd5O8uBUdDtwMXAcc2eocDNwymRZKkiRJO7aJPkQ9rKoqyQnAhUkeAW4DzgI2A29Msh4IcNwEmylJkiTtsCaeQFTVFDA1sLwOWDei6rsWqUnjtqSGVP2MMKbjZ0zHz5iOl/EcP2M6fsZ0/Izp+M07pqmqcTREkiRJ0g5gST0DIUmSJGlpM4GQJEmS1JsJxAJJsizJ6iTXJ5lKss+k27S9SPKsJF9sLxO8IcnvJDkwyX+2WE4leVure2qrsz7Jaybd9qUsycaB+H0uycFJvp3kuiSntjr2256SvGMgnhuSPJrk6CR3DJS/3phuW5LfSDLV5vdJcm37/X82ybJWPuO3PltdzYjpAS1GU0kuT/LCVn5GkpsH+uvzkuyZZF2rf36SXSf6RZaQoZj2PibZT2c3FNMvD8TzR0m+3MovbcepqSRrW5kxHTLLudPC7U+rymkBJuBo4Jw2fzBwyaTbtL1MdP9l61Nt/gXAXcAJwPuG6h0IfIvuP3O9BLhx0m1fqhOwC7BxqGwTsHeL39dbPO23zyy+f0/3EsuPAm8d+syYbj12H6D719wb2vKlwGFtfjVw1Gy/9VF1J/19lsI0IqZXAQe0+T8C/q7NXwvsOfS3ZwDvaPMfBE6e9PdZCtOImPY+JtlP+8V0oPzn2/HpF9vybbRndgfqGNOZ8Rx17rRg+9MdPmNbQIcAlwFU1QbAl6D098/ARwaWnwBWAG9KcnWSNUl2p4vxuurcBSxP8gsTaO/2YH9g13Zl8VtJDgWeXVV3VLe3uJzuvSv22zlKchDwiupeZLkCOL5dwTktyXKM6bbcQZdkTVtBd8ILsBZYyey/9VF1NTOmv1dVm9r8cuDRdnXxV4Az29Xd49vnT/ZXjOmgUf207zHJfjracEyn/RXw6aq6u90t2wP4Wrs6/uZWx5jONNu504LsT00gFs5z6d6gPW1zO5nQNlTVQ1X1YNshXwB8GLgBeH9VHQrcCZzKzBg/CDxvsdu7nXgY+ASwiu5fIn+ulU2bjp39du5OoTvgAXwD+BPgUGA3ulgb062oqq8Cjw8UpSW1MHu/nC4fVXeHNxzTqrobIMlrgT8GPgk8B/g0cCxwBPDuJK/k6bE2ps2IfjqXY5L9dIQRMSXJXnQXs85pRTsDpwFvoUs2PtnqGNMhs5w7Ldj+1ARi4fwU2H1geVlVPTGpxmxvkvwScCXwxao6D7ioqm5uH18EvIqZMd4deGBRG7r9uB34UrvicDvdzuP5A59Px85+OwdJ9gBeXlVXtqKzq+rOthO+hNH91Jhu3ZaB+dn65XT5qLoaoY3RXw28qaruo7uAcHpVPVxVD9INadifp8famM5uLsck+2l/xwDnVdXmtvxjYHVVPVFV9wIbgX0xpiONOHdasP2pCcTCuQ44EiDJwXTj/NRDu2W5DviLqjq7FV+epx6SPhy4mS7Gq9pDqi+hOzG7f/FbvF04nu4qDkleBOwK/G+SvZOE7s7ENdhv5+pQ4JsALY7fTfLi9tlgPzWm/W1Mclib/22e6pejfuuj6mpIkmPp7jwcVlV3tuJfBa5NslOSZ9ENa/gOA/0VY7o1czkm2U/7W0k3fGZw+SsASXYD9gO+jzGdYZZzpwXbn3obfeFcBLwxyXq6B1WOm3B7tien0D1E9ZEk0+P53gt8KsljdFckTqyqnya5BrieLhl+z0Rau31YA5yT5Fqg6BKKLcC5wE504yG/neRG7LdzsS/d8AWqqpKcAFyY5BG6B//OAjZjTOfifcBZSXamO1G4oKo2z/Jbn1F3Eg1eypLsRPdg9F10fRPgqqo6Ncm5wAa6YSRfqKrvJfko8PkkfwjcD7x9Qk1f6k4CPtPzmGQ/7e/JfSpAVa1NsirJBrpj1ilVdX8SYzrTqHOnPwXOWIj9qW+iliRJktSbQ5gkSZIk9WYCIUmSJKk3EwhJkiRJvZlASJIkSerNBEKSJElSbyYQkiRJknozgZAkSZLUmwmEJIkkeyR598Dy+gXazs8luaq94Gw+69k5ydVJfCGqJC0yEwhJEsAewJMJRFW9doG2czxwYVVtns9Kquox4ArgbWNplSSpNxMISRLA3wB7J9mU5ONJHgJI8tIk/5bkn5LcmuTcJCuTXJfk35O8ZnoFSY5NckNbxz/Ocpfh94FL5rLuJM9J8i9J/rXVm04aLm7rkyQtIhMISRLAB4E7quqAqnr/0Gf7AKcDrwReDrwdOAT4c+AUgCS/Rnc34Leq6gBgM0Mn90l2Bl5WVT+ay7qBI4D/qqr9q2o/4LJWfivw6vl9bUnSXJlASJK25YdVdUtVbQG+B1xRVQXcAry01TkcWAHcmGRTW37Z0Hr2BB54Buu+BViZ5G+TvK6qfgLQhkE9lmT3MX5XSdI2+PCZJGlb/m9gfsvA8haeOo4E+HxVfWgr63kE2GWu666q25OsAI4EPpZkXVX9dav3bODROXwXSdI8eQdCkgTwIDCfK/lXAMck2QsgyfOT/PJghar6H2CnJMNJxFYleRHwcFV9CfgEcGArfwFwX1U9Po92S5LmyDsQkiSq6r/bw8u3Amufwd/fluTDwLoky4DHgfcA/zFUdR3dMw7fnMPqfx34eJItbb0ntfI3AF+fa1slSfOTbqipJEkLL8mrgPdW1R+MYV0XAh+qqh/Mv2WSpL4cwiRJWjRVtRG4chwvkgMuNnmQpMXnHQhJkiRJvXkHQpIkSVJvJhCSJEmSejOBkCRJktSbCYQkSZKk3kwgJEmSJPVmAiFJkiSpt/8HfB4fKuOzLzgAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Run simulations for various hyperpolarizing pulses\n", "hyp_currents = [-5., -20., -60.] # mA/m2\n", "pp = PulsedProtocol(0.2, 1.8)\n", "outputs = simPulses(pneuron, hyp_currents, pp)\n", "\n", "# Plot Vm profiles\n", "for I, out in zip(hyp_currents, outputs):\n", " data, meta = out\n", " fig = GroupedTimeSeries([(data, meta)], pltscheme={'V_m': ['Vm']}).render()[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also observe the generation of rebound bursts at the offset of short hyperpolarizing pulses. Again, the burst spike rate and duration is dependent on the intensity of the hyperpolarizing pulse." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Typical response to US CW stimulation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def simWaves(nbls, Fdrive, amps, pp):\n", " batch = Batch(lambda A: nbls.simulate(AcousticDrive(Fdrive, A), pp), [[x] for x in amps])\n", " return batch(mpi=True, loglevel=logging.INFO)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Run simulations for various sonication intensities\n", "a = 32e-9 # m\n", "Fdrive = 500e3 # Hz\n", "intensities = np.array([10., 100., 115., 130.]) # W/m2\n", "amps = Intensity2Pressure(intensities, rho=1028.0) # Pa\n", "pp = PulsedProtocol(1., 0.0)\n", "nbls = NeuronalBilayerSonophore(a, pneuron)\n", "outputs = simWaves(nbls, Fdrive, amps, pp)\n", "\n", "# Plot Qm profiles\n", "for (I, A), out in zip(zip(intensities, amps), outputs):\n", " data, meta = out\n", " fig = GroupedTimeSeries([(data, meta)], pltscheme={'Q_m': ['Qm']}).render()[0]\n", " fig.axes[0].set_title(f'{A * 1e-3:.2f} kPa ({I:.0f} W/m2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe a transition between different spiking regimes as a function of acoustic intensity:\n", "- for small intensities (10 to 100 W/m2), the acoustic stimulus simply excites the neuron at a constant firing rate, higher than its spontaneous physiological counterpart. Within this regime, increasing acoustic intensity simply raises the obtained firing rate.\n", "- for intermediate intensities (115 W/m2), the acoustic stimulus triggers a neural response in which the firing pattern evolves in time, with spikes increasing in frequency and decrease in amplitude.\n", "- for high intensities (130 W/m2), the acoustic stimulus triggers a few spikes and then a silenced plateau potential.\n", "\n", "All those observations are qualitatively similar to those of Tarnaud 2018 for the same intensities:\n", "\n", "\"STN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusions\n", "\n", "Our implementation of the STN neuron model accurately reproduces neural responses upon application of both electrical and ultrasonic stimuli, as predicted by Otsuka 2004 and Tarnaud 2018\n", "\n", "### References:\n", "\n", "- Otsuka, T., Abe, T., Tsukagawa, T., and Song, W.-J. (2004). Conductance-Based Model of the Voltage-Dependent Generation of a Plateau Potential in Subthalamic Neurons. Journal of Neurophysiology 92, 255–264.\n", "- Tarnaud, T., Joseph, W., Martens, L., and Tanghe, E. (2018). Computational Modeling of Ultrasonic Subthalamic Nucleus Stimulation. IEEE Trans Biomed Eng." ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }