{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math as math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "timeTot = 10000; dt = 0.05; countBin = 200\n",
    "nTime = math.ceil(timeTot/dt)\n",
    "\n",
    "Ne = 4000; Ni = 1000; Na = 10\n",
    "NeR = 200; NiR = 50; NaR = 10\n",
    "percKicked = 0.1\n",
    "\n",
    "fold_fig = 'figures/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# without astrocytes\n",
    "save_fig = 1\n",
    "folder = 'data/woastro/'\n",
    "\n",
    "Lind_spikeA = np.loadtxt(folder+'Lind_spikeA.csv', delimiter=\",\")\n",
    "Lind_spikeE = np.loadtxt(folder+'Lind_spikeE.csv', delimiter=\",\")\n",
    "Lind_spikeI = np.loadtxt(folder+'Lind_spikeI.csv', delimiter=\",\")\n",
    "\n",
    "rateA = np.loadtxt(folder+'rateA.csv', delimiter=\",\")\n",
    "rateE = np.loadtxt(folder+'rateE.csv', delimiter=\",\")\n",
    "rateI = np.loadtxt(folder+'rateI.csv', delimiter=\",\")\n",
    "LIa = np.loadtxt(folder+'LIa.csv', delimiter=\",\")\n",
    "\n",
    "LVa = np.loadtxt(folder+'LVa.csv', delimiter=\",\")\n",
    "LVe = np.loadtxt(folder+'LVe.csv', delimiter=\",\")\n",
    "LVi = np.loadtxt(folder+'LVi.csv', delimiter=\",\")\n",
    "\n",
    "# Raster plot\n",
    "plt.figure(figsize=(15,4))\n",
    "idxE=np.where(Lind_spikeE[:]==1)\n",
    "plt.scatter(idxE[1],idxE[0]+NiR,color='r')\n",
    "idxI=np.where(Lind_spikeI[:,:]==1)\n",
    "plt.scatter(idxI[1],idxI[0],color='b')\n",
    "plt.xlabel('time (s)',fontsize=25)\n",
    "plt.ylabel('cell',fontsize=25)\n",
    "plt.xticks(np.array([0,200,400,600,800,1000])*200,[0,2,4,6,8,10],fontsize=25)\n",
    "plt.yticks([0,50,100,150,200,250],fontsize=25)\n",
    "if save_fig == 1:\n",
    "    plt.savefig(fold_fig+'/raster_woastro.pdf',bbox_inches='tight')\n",
    "\n",
    "# Voltage samples\n",
    "fig, ax = plt.subplots(3,figsize=(15,4),sharex=True, gridspec_kw={'hspace': 0})\n",
    "ax[0].plot(np.arange(nTime)[:]*dt/1e3,LVe[:],color='C3')\n",
    "for i in range(len(idxE[1])):\n",
    "    if idxE[0][i]==math.ceil(percKicked*Ne)+10-380:\n",
    "        ax[0].axvline(idxE[1][i]*dt/1e3,ymin=0.4,ymax=1,color='C3')\n",
    "ax[0].set_ylabel('V (mV)',fontsize=25)\n",
    "ax[0].tick_params(axis='y', labelsize=25)\n",
    "ax[0].set_yticks([0,15])\n",
    "ax[0].set_ylim([0,30])\n",
    "\n",
    "ax[1].plot(np.arange(nTime)[:]*dt/1e3,LVi[:],color='C0')\n",
    "for i in range(len(idxI[1])):\n",
    "    if idxI[0][i]==math.ceil(percKicked*Ni)+10-95:\n",
    "        ax[1].axvline(idxI[1][i]*dt/1e3,ymin=0.4,ymax=1,color='C0')\n",
    "\n",
    "plt.xticks(fontsize=25)\n",
    "ax[1].set_yticks([0,15])\n",
    "ax[1].tick_params(axis='y',labelsize=25)\n",
    "ax[1].set_ylim([0,30])\n",
    "\n",
    "\n",
    "ax[2].plot(np.arange(nTime)[:]*dt/1e3,LIa[:],'k')\n",
    "ax[2].tick_params(axis='y',labelsize=25)\n",
    "ax[2].set_ylim([0,0.004])\n",
    "ax[2].set_yticks([0,2e-3])\n",
    "\n",
    "plt.xlabel('time (s)',fontsize=25)\n",
    "if save_fig == 1:\n",
    "    plt.savefig(fold_fig+'/volt_woastro.pdf',bbox_inches='tight')\n",
    "\n",
    "# Population rates\n",
    "plt.figure(figsize=(15,4))\n",
    "plt.plot(np.asarray(rateE)[:]/Ne*1000/(countBin*dt),'r',label='$r_E$')\n",
    "plt.plot(np.asarray(rateI)[:]/Ni*1000/(countBin*dt),'b',label='$r_I$')\n",
    "plt.xlabel('time (s)',fontsize=25)\n",
    "plt.ylabel('Avg. rate $r_X$ (spks/s)',fontsize=25)\n",
    "plt.xticks([0,200,400,600,800,1000],[0,2,4,6,8,10],fontsize=25)\n",
    "plt.yticks([0,20,40,60,80,100],[0,20,40,60,80,100],fontsize=25)\n",
    "plt.legend(fontsize=25)\n",
    "if save_fig == 1:\n",
    "    plt.savefig(fold_fig+'/rate_woastro.pdf',bbox_inches='tight')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XwpuW/3S56axmY3z3WC7sXdjwfgt7F+T47nHTWVun35eymPezpjVAyoWFDb892od8aK48Fkqu+49GxfPH403319O929bLTlwpNpXd6OqRXHU9W4j1EwPP0dOXzurLC19UPHu1zMOFLyp+j36XhYXidxvjcXGtEFKORvLVu4bWNiGuFHL5T5flgTOF//kURqNgOat6eudvLm/In/M9ppzR1SPrdxldPZLju8dydPVIiivFqb+tCMe30+toyfEzF91tMSYtFN9Q9UHOduJ4VrDPKuvvmvDkTdWdyLwffsLQ2XfG9qvm+Re+CPLAmUKuCXjztgrIuV+fk/Nvnrd+/3u3OfKv2uPysvsdbW3WlRf93PHYXZfKPKty6MT446DLeZ9qPHVvw1ixvHnsUH2lq92ocTamn7L1n6cIjceu48Oh+/3G4+i+zCUDPbCwecxtQ/0GsE9Kh37lOtDGBOCtmlL6ixXu83ztPi8yjr2t/P3BwD2uLs87SHkmK6aTY3z3WM79+px1kO9f1ZfvfM3S1AnCZMG1KWI72ZxpMAies4qNypmUcoNCd/gJQ/nAguN6XaCLEI7XAHlkbnM+vMK37xmmEDoeWwe/NUDe8K82Tt7o7+1VTKg4BIs1gQ319M7fXI5TsqcYkpCsTzIMh0XS+zFf/dP7uhTBx5dGo6BA6GoDP1tOxpxS4MbG+1ImelQ5xOZbCG/fGexXjUmfO39zWY6uHsmffRHk0Tmx6Vm2PHzprP4pRXj4W5snjbwTYgEF0ipQU4T+wETi4ScMN9XdVo8/Hrqc96nF1Y+F2rg+djjOVZPA0X2FahNmHxUajxMmzKiT29Q+9tW7hq2r31OhmAJ4i6ZMvrbivQauewF4jXZswXOP28pz7qY8kxXTyeIcbGKtTUweAoJO5VTx/vduQ7CePLalLx/tG9eadSdGOI7NsxroKFaxgEDvHaxc+er36d+bqiD5Zo1nEK+QHFLSFhYKC0LoHMeERaVk1r2YdmCeq7cpqlA3N5f2TlXqmW8soQrWlrHHrAOHn+BpI6HyMa2gKUKy7R14vGTqxNa2qH2KqvOLdo8Q7+QvNREU4FN9YuyEWaos0+vV08/VROcVUwC/rSmLr8twP59i+uPase/13OPT5TnvojyTFdOWQLU2MXnxuZvlGCSWl6Wcn0+/3hS0XPVkOPRb26mCX+yM6Px8WFgfDuPy4arzvmuojMf+77GwIOXSkvu4z3VqFjAscWSlot9fd2/zfffcbdCsS7nuFyPUDYeb25WusBKUwih8YwnVFZHyfJ8CHLKW+twJU9Py9CyDYVqM2QdS62eqQpjaR4XGY99xW7tOzU+s50TDdFoxNdx3Kyul5T2XtHu+2Dg2QBHFVwL4Ncf1I+36SynPZMW0JUSswWIy41NEUlO/H7a++dJwaF2n4u3kfYRcJGMVDf065a44HEq5Zcvmc+bmwrO4lDqfa/KmilVuFieK9DphU6KoZRdSWuoQ2EwFq6qHhFKqYu6jrnEpfr5jKfjKN+cEqGnhHg5pFuXBIN7yHCpfVkqZpqDWYdXGcvdxtvYgpX/SXckXroml1AnI2NTC8bSziqmhlL6GeI0IHN8K4GPlPY8AONNyzq3l8a+awZHK49eVxx8GcBYlX6yYtgSKtYmph5gOt9crFC3KuSELkSupgSEmMAHFjY3injoek9a+Jg9AVSymPjeqGIG+igI0a66Cy8vh8opR0nxunqNR3ro3GKw/i5LHqoqx6/pJC1++8rV5DCivhxgFOSWwiu3c1DJX39O1vo5h6kRvK5Q+S28bsZNjDtdfbx8b8gxSebJNfvveOeMa07YuVeukYgrgtzSl9JcirnsegA8DuAjAE7Xf50pL6d9q93294x7nlEqrBPARAE8tfx8AeCOANd/1tsSKaUtwdSS6tYmpB6pwZJtNrGuNqmtdhi+YSkgApgiTVKU7NqlZXKrA6nsHn/Uu1FZirV1m2c8SMYoDVWBREyiueuiaPOn1imt965X0ND8fV5cp6yJD7dVngZj0d/NZQsxymZtzrwHWraA6FMsrJehVqMxt39G3ZtmVX4bJRayCZtZJ6vIhpSimeKVQvYJiJ81842/MJFOv19p22jnFFMAOTXlcBfD1QHqtdu352rWydMt9AMAJ4557A3m4AMBR7ZpvAnhM+/vmkHVWT6yYtggOuNIMMWvkTHLPIoZSqPMPzX76rCK5A8+46rBr4HS55MW4FfnaSpVvRbFI53bJbJoYFzWqq5c61+UCGlrS4FOs9LKPqctKmKu63lzlrw11wJUP1zfyTdbYlOuYpSe+c0OWHdeSBl9da6klhpkSYiewbF49y8v+Nqe7/1Ofoy8fislbKnr+1LtQldPBoNo3qJEuKqY7DeUylK7Urh2iiKz7xwA+C+AQgJMAHgLw9yj2QX0mMR9PRrGv6b0AHgVwEMCHYKxLpSRWTFsErzNtBqrC4hJ4Qus3c6YYoduXX1PQq/sddKtsyIoS+jahb2VTCKpYStVAGuvmlOJm3CYoQoZZxyiCVGq0W72uhpQ/qoCku4JWnZixEeseW7dSm+o6awZXc5WVzasgNIkUcoWMUYxd/QjD5KKKy39MtPzYMVmXE2Pz5Zp4V9iU0NHI7rmgj3ux/WUL6JxiOo2JFdMWkTMwBRMvFFIUF9e3qCMwgC0tL8cJ0FRFr05rqRJWKRMA5iRMioVHvVNsWYWSzxIT+v5dtOKE3snWplKFNlVPqa7eobYdyrst8mSOOq4Tcp1PPTeF0IRQ7KTN3Fw40Jnv3ZR3BFX4Nvux0Pft8mRuW6zujJ2qY4pel133WlyM75/0+6b2w7FeYaFlRb5ntRRWTFuQWDFtEXULJ7NESllSo/PahIZJufSqZ1PPpyp6daUtW9bXxaYo/r53naQLtSt/lHyGrm0rvjrtaktV6pdtVt6WXEql7hJcJbBObNJd6PSyc72DrR5UmZQMKTIUZT+0z6wtxax1t7lJz8/ThXyzHwt93661NUVofTArrM3iisPQ78dPGAuRL0K5vm2blNX6s9hJPl97jfGsaAmsmLYgsWLaMnjwyUOsoEddX2Zb8K9mGSfh0hu7d5r5vnXmq+o9bMqOb911TJAH3zNjLKuxW9lQrm0zsQpW6gSNEHkmGvT2WFddN5OK/qvaZkjJi12HGfo+oYBmPiXfnFyLjQDqSuYa4qr3tQmyvvO7Om66+hHX3pJdfc+u4vo+sZPFufsgs31UnYBeWlq/V0p+dQ8YW0yAFtdbVkxbkFgxZaaSGEGvqnVFD4xTt0VSCb62Y6ZrnU1wcQmpuRSDKu9ls/TYZqf17S2q5tl0XQp9v37fvRclZe1rF4lVmszJtTrdxF35ig0ckvv5lLqul5FLcQvVGd8EXKhO2qyQtvO3bm2mHPVkE2Z9SlxXiR2HutqndJVJemHE9jk6OcZGpZzG9qOm3NExYwsrpi1IrJgyU0mMxTSHAEtdI1clhVzfzAAltgHAd3+KMO96fmpgIVckXt93UYJnzu9GKR/b97ANwOq9fIN1l6i69j1nm1hYoLtNU/ZgnXSKcZs165cN3/uFJgT0PivUlkJ7Ik4iUdfLd7WdSZkW8ZWZHJOY7EpxrXe5z1fdzi5mArgjimcIVkxbkFgxZaaSGKElh/CqCwh1WGt6vfAgE7JgUQc2X8Ah116NKWvU9GTbfzBkqcv53VK/mcs607FZYi+xQXxca7Crtgl1P+r5bVCmzPYTUw4Uy19qmcZ6HeiTXjnLJPZ+ekTQaVx3GRucji2mk6WuiWe1P7MZ8VbV7eHQvS+zEIV1M2Y5ATWpdq/n0ZVC5daRdsqKaQsSK6bM1ELtDOuwvEk5eRdGPQ8+651tYNMVCF++lRLqUz6ogY5s99a/UchSl+u7VbWszQKUtkRRYFP3CqVMnLQp+Szm1LpGsYalCsrKNTamLJtyzXYl5UHSAWE3Cltbm0brcFfJEdvATP3+ZsXT5RKb0v/Unfp9f3l1qO6yYtqCxIopM1NQB/2Y5OpkJynA6XlIUbRU2VCtJ6GyTX0PU7kOBXYxj8/NbbaUuSy6uQbvWYYyGeELhEFNunVsUm3KV/9D0aJdkzdS0t8hxlU6ta2ltAHfN/Tdb36+XoG5xcJuFjpkdZpq6lyuQ+kD2tAHmsm3B2rVpSAThhXTFiRWTJmZIRSKP0aRdAXB0ZnUrKXuylNl8Iu53hyIqIN1rDuyroyYbnz6cXOiIeROmuvbdDnQSgxVJnTUN02tn4NBe6x06pv73N1DLs7DYdjNOEbJCkXe9X2XNgq5VZJL2GWljsnFJNtMTATvppJPKfXlt6Xro1kxbUFixZSZGUIRLGPWpPk61SYsO6mDla6Yxz4v1gpEWYtqEyxzrHGk1IOUZFsbO23ErntzfdOUOjo/n25lzdVGXHU/pk7aLPuq/JRSaZt4Sfk21ESJ3Nt0qhqdVEq7B8m0W1eZ+pikYjhpi6nuGk/p3005wEbHomezYtqCxIopMzP4Zu5iLTK+mflcG9XXldTzqroy62Xgeweb5dJW3i5hkeoKRFUWqpS3LQDEtAu5VQQhvWxi7zMcVrOUKuVPDwiSo62Z0WxT17Db9qb0RanO+W1Ml/i6J9JiJjL0a6pGJx2P3d+8pa6ETMuZ1KSza1ypK9q4qShS5YJQO3JN+rd0P1NWTFuQWDFlZgafgpMyYNgE09h7VQ3nHptsAnTqQKtbJ2LWkYTcc00orkA+d0bT7ZryvktLHB1TESsE9XruvV5jrJ+hKJBmmp8PK4pV20/KJERs+VGsEKn3VinGsls1urE+AUbNrzmRlfptfG29pa6ETMup6mVAWc4SE2AuR3JtTUVpe5T9rDs0OcSKaQsSK6bMzOCzqIU6X11IHg7tM/kpAtwk1nnpVhibMp0q3OqDCtVdzvYNQlaikNIbM1hTrDBq5tgsK19E2WkWcn0Wv9iZcNNavriYt66rZ7gU1BQLLCXya+5nUgW2lL5Dn6DR67Zrsih1DautXVCsPTEKpmsSROF7VguFYqYj6O0nZgJNjXW+Neq2NqioS1YYDNKDtdn2T4+NP9AiWDFtQWLFlJkpXAJkisCVY0BQaxRTZ0FDAqNpecgVmVafYY1RNl2DnM9KFHLRjR2sVZlQy03KsEA9zUJuSCGvWh452pFKoQBnMRZbqlttqH6mKKZUgS20ftU2WURxj7VtVVHV3V+/V2hCwuaSm+IOmNLfMIyPmAlLV9uKcVFP2WqqajIns115dcUAoCrrLVxnyoppCxIrpgwjm4v6qQSrFDdgNTiGzklV4Cj59t3XNpOaqtz5LFIprpKU8tAVmtA2GNO4n6Iipd4owV+PROsqo1xtzxctdzSKf4/l5WrBtKoEfXJF97Xhy2OV5QY25TCmDGOCQbnaqE6KG32KhwbDuMjlSmt6LVAmmKWs1ldu2RJ3vj5541p+MxhUKwdWTDnZEiumDCOruatVTeYaSKp7LTU4jBIQc8+2pgjeoZnUFGE89rvFuABTFJrQxuhdJ6Xe2AL7uMqIuoYw9A18ddy3zsmXTGHOtr7cda1SrlxtNFRv66pH1HJwWW1T2nfsBJlN2QxNapluya6/p6ltMpMl5+SuXicpbTHk8RFq1ynB5EKTPjnKoWXtkhXTFiRWTBlGxrvj1JWUMEqNvEcNThJrMaIMYlX3p/S9v48qs9amQkR5R993cCkX0+TaW9e6Jr2MQjPvtgi7thl8n1Ut13uElG79mS5hcn6e5s5HrUcUy64idpsfE59C7XPRpU6QxUbnDqVpmyhimiN2csvV1sz7UDyfQoG8fGtX1TlSbu4rQv1B6trTjrZTVkxbkFgxZWaeFGtinWs9dIseZQDRXWZ9+XWt03LlgWpRjN3Sgfr+LnyBUHz3XVxcV25cgXtsefGtU/OV97RQVyRIvYx8wpFL0XKtrzS/K9UlO2dSz/S5uat3oAiTsd/HJ+TFeFnYqNq2fe/rU6qrTB5O00QR0xyxyphrSyhXW/e1RV/fRfE+cbnNhjxNXH1pHf1mC9opK6YtSKyYtoyYmW8mDylrO+volPVkwzcwhd5FBVmiBn9RAvHycljhU8EcYmZhKc931f9U5SL2OrV21HZtaIa6BQNsFnTFKXb7Fko7UvgEIxcxa5sVdbZZW70NuZ+Got5S6lFsHQxNqOSyuLqSbVKIsk67Sr87TRNFzOSoGujIVvdDfSJgj8rrm5jW8Xmf6H2O/l5LS3QrLtVjpKPtlBXTFiRWTFtE7Mw3kweKwiJE0XlTLJM5lLIYwUw/3zVw9vtx+aJaTPXzdXJZ2WL3Jsw1OA6Hm5V49d11YWGa22xdllJbGcUEtqEE4Yl1P8thSbXllVJXXUFJqPUoVqn3eRxMQjEFNrpm29qa7d2rfKNpmShiJoerb68S8Eef7DSTb0JNSrpiGmontki6tsnlqm28o+2UFdMWJFZMW8S0W1/aCkXIjXFXDd2PEqzHJZCHtufIMaCE3BBtySYEU9ZwUsvTjPBa98AY0xan1cuhzrWlZuRY1zpMsyypEV1t9dl1fV0TKNT82lJMVN7YcYPi0u9Tin2Cb4xVPbatpdbHaY+azdSDzyOjSp9hu96lLFKiz5tjb2o7ydXeUlNLtnDqpGIKYAjgUgBjAJ8GcBTAowC+DOBPALyQcI+zAbwNwGcBHAfwIIA7AbwCgCBc/2QAbwdwL4BHANwP4IMAXhz7PqyYtoAc64yYdELrJWJcU0MW1YWFwvIacy9dmArVkaqWn35/fSuFlEHNpqTFKrmucqs66FHOU++e4lo6bdSxHjPGqqjcz/UJiZDi43M/0+9jKipV66dLKTVd82LqKxWK1d5slxSrj0uxDZXVYEB/35hxL2bNu/6tpz1qNlMPvjGg6hpLXZ7wBRrU+y1Xm0qN6p/S3hYW6psYXlpq4itvoquK6UkAUkvHARwxfrsdwILj+nMBHNTOPWzc84MAtnqef0GpDKvzHwKwqv19E0W5VYkV04ahDrZMvVTdj0sl37pDZQWhCMEuq0/IupDLYkqNCqySGhBDArJvUPMNvDm+C+U85Rbl+4azYnnJPWPuUghCEznU+8fUV5viljr5YQsqUtUNOqbPNz0TlEJfNS8u5XhSQdFsVmOfQmDLL3shManUNdbaxvbUNuLq13L1Oba+hTqx7mrTOfq8GumqYioB/A2AZQBP0n7fCeD3NQXxVsu12wB8rTz+GQDnlb/PA/h5ACfKY9c5nn2OpgT/JYCnlb8vArhKe/brqe/DimnDhDo3nt2tn5igQKGkhEJXJL4UpVTvuF1ueMrSl+tdYpTBkDKnC+6u/M/N2QXZHIO2ej51plflM/TsaW+bVRSa5WW/sqTjmwSos97a1kWHPB5sz7MFE6liVYipV5TJoFyufeZzU63XVcsiNPGnw54PTCqhtpVzDX7OPdRHo3Cbd3kR2II9UaMKU9qyb4K4JW2yq4rpDweO36ApiN9uHHtz+fsxAOdYrn1DefwxpXQax28tj38NwJmW42/XrKhnUd6HFdOGoURtZOolt2VIyo3WzZg9y0KubS6BUF+PNx7nswCHElXhNi04LqXF5gpc9fvMzbktuq7vZ+ZlFvYrtZEy+760FBcQKve6T+q1KRF/9bS4GFevKPmJ7fMpFsEUQTL0vepc5x1qY77ypirl095umTyE4gekTGZV7bdyJNeSm1xKqK9fiwl01wCdVExDCcD3aorpC41jB5S7rePaxdK1VwK4yjg2KBVaCeCNjut3as++lJJfVkwbhgfO5qljLZ2+Po5yvq5Y+uqE735KecrxPi5FbDgsBPLY+4WsL6HBv+qgra+BDQnVMXWkJbO8tRI7MeCqHz4LpW3dZ4ryo2b5Vf3t992TNL4AQzFLLHJMbPX7ad+GUi9d5bh168ZjasLLpxzntBJRk3oX6npjvZ5RLMoME4NrvKrSD5j9Vp0pde14SqIuc1BeNi1gWhXTZ2rK4b/Vfv8O7feXeK6/vTznr43ff1y7/ns913+6POddlPyyYtowPHA2T13R52JcapVVT8r6Zi6pg55yubHVy9T1JbbACi6Lsq3+Vw02oQu3PsF6MIirI7MwgUSJ4hpbB6quR46pt6FrXNb6kKCYK+AYkC6UUeqlrxzN7xoaeyYdqRNwL4+g1DPbd+WxlUnF12+lBh2an5+ch5Otr0nxSqK+py7X6NhiWLRE7p1WxfTVmgL5HdrvL9Z+f7rn+rcod1zj99do11sDK5Xn3Vaeczclv6yYtgAeOJulTitA6pq3HC6stsHE9a6uPTrNepk6oxuyYvjOV/jWsKp8uqwoi4v+e4QG0lmfQLK5X8fWAUqESb0Oxgh5sR4KtufZvq8vCJiqo7FlMT+/0aJbxVJAqZexwrJvsiU2wFQOgVvVG+r5MVvtMEwMoYmgmKCByvI/CSupq31TxmLbUiR9T/eQh0vMWN6Cid6pU0wBnAngq6Vi+BHjmK6wPs5zjyu08xa1399W/vZgIA9Xl+cd9JxzOYB9APbt2LEj8fMxzBRR1SLnSzHWJup6jCoDkmu20txg2ybcpTzXvDdlIHbti1rFykZVdlyDo29t7CxQNcBPjACWsi1BlYkcXyAfm3KlW0lig42lun+7JjBDE5sp1hAXMffKvf425vxZmjRiJgfFdT4mNkFMH+frZ+bm6PdSeaVEqp+ft8svtvbla6Mqb5QxoGGmSjEF0APwvlIpfATAdxvHf0VTOLd47vNK7bwnaL/fWP725UA+9pbnPUrJN1tMmZklZyRNV0q9b5Ww764BJrQWhuJaE4rEaSZlEYoVTn3KoU8IDwWWogjWMdtkTIsAnLLON1cka1dK2ci+jvXi6l3NNbBSpltoU75Pat2LtT6H1oNTJtps3h9VJjQmVc4M48NVD11W+lC7janLIY+QmP6S4slg2wPY176aXGufkWlTTK/VFMrLLMdZMWWYtmAbMOpwqYndD9QcGHLlQw9CUEVIjXHNC+29GrouBd+zfK7MvncO3bvrAjBF6XG9+2BQnzKovldsu6wrP7bvnMOSR1nKUbXuUfshStsL9Uu2PWLNtbuxEw4p/egsBCZjJotv/HAF8PF5OlDrMsU1X/WXeoCw1MlDyiSuGZQsV9/bMFOjmAJ4q6ZM/qLjnNa48uqJFVNmJplUEA+qla7upAtpMfkxhTvqwKO7uabsC+nDJ8j7rEN6ZF7XQDo/b7eM+d6j6wIwRenx1Y8q66EpG66nCDt1eD/YvnNo3bP+jjalkxoEJFT3KMrteOz3eAjFN6B8Z9O93bd2l1pnUiznZv1lmFyEXGAHA/cYohNT/2Pcg3VSJ4Ypbr6p3lAtb7NToZhqwYokgNd6zuPgRwzTFuqyqpiJaqWrO8UGPNCvowyK/b57IKYqCSFrjSvAgu6mLGVcxL/QDLN+3bRaTClKT0jZV+fF1El9nabPYpui9Kr75pzJp259kMPFluom5wrcZAtmJqXb48EWjdpsGyEXXrN8fNZuNQEV+i4pa41jvgHDxJAylrvqIqVPUudQ2omvvsf0fzFeUTnlqJa02c4rpgB+W1MWXxc4l7eLYZi2MEmLqZTVItrW0eFTZlKp22+E9iBzCZaDAc2qpPLry4dNKKbeO1Qn9G84jWtMQ+/tW5OcOglhWsZDVnBbuVPanS//scmmmIbynlLuqmzNZ7jqHqUdU9a0hZ4X08dQrg8pnaosKcKvbR9chslNal9im7wMxXoI1XvfZHCufNeZXOv2G6bTiqnhvutVSrVrDpTnv9NxfADgcHnOVZZjx8pjv+a4fqTl6VJKnlgxZWaSSVgxTYWN+swcgZh0lz1X9NiQhSvGDci3rsx3ne09bcoeJR/ms9U3CN2b8p76+rgUJaTNhBRu3zc070OptynKvGm9i1GAQ9815n6p39ymvIYCdVHuIWVcpOlQ+0lx/bOVSVU3Xb3PCt3L5bGQOmHAMAqzDsW0C7Ofsd3b5oUQE2FXJTXeu8aoSXtt6VuD6f0rdZK4QTqrmBpK6Wsirntzec1RADstx19fHn8MwNMsx28tj38VwDbL8evK4w8DOIuSJ1ZMmZklV6AAXzK3StE7aZ/SVGUgGQzClr3Q/VPW9/ksi67BOnQvBSUf1GenujXbynFa8AnxLiFJtyBSg9P0etVmyXMKWGYdo17n2scvJs8ha2HM3qYUgVkJxr5v6RKUY8owpSxdExo+V2+VXGvCp9W7gZkcPhf5qn2Noo618K52RFk3miOFPKhaTicVUwC/pSmlvxR57TYAXyuv/RSAc8vf5wEsA3i0PHad4/pzABwpz/kIgKeWvw8AvBHAWnns9dQ8sWLaEnh2t1mo1p7UjtolcLmi9VGETVsgE99sq65I+O6vC3CT3EvSLDMdikWT6i6dGghKf8dZIlSfqO6WobpGIVf9MtclS1ntfr738AVIoq4x9REzGTMeuyfgYreCspWhgrpsIeQubgtYpu7tWxM+revBWU6YHCFX2xx9w6RiXYxG1fvOLVvok/ep0cdbQOcUUwA7NKV0FcDXA+m1lnucC+Cgdp+HAZzQ/v4ggK2ePFxQWlzV+d8sLazq75sBCOo7sWLaAnh2t1km7eaihCqXUkrNixkenuIiSHH/0/NS916VvoHU/EaUwTD23imCQdej8MYSCo6Uc/1SSGDJ9Zy5ufT1sdQ6Sym/XHXM575uBkLynZvSFmzfjHq9imAaUw6hiTvfEoIut12WEyZLyKOHWsd91kPfpFUua22OdNpp631HSn/YobrbRcV0p6YAUtKVjvucDeB3AHwOwHEA3wBwJ4BXAOgR8vFkFPua3ltaWQ8C+BCAF8e+EyumNUOZJZrW2d2u0IbAAMr9JSYvrvoREtp85+gKs8/qEevyF5NcA5ZPgKVaaKj7c6aU+7QS6p9yC0w+gSVnADHb5EfViZjY8quj7/cpbrqVM2e/l6Nd+b5TzMSdbz2ga0KwC7CcMFkoniKU+usKmqbu4VLYXLJjbnmFsh2THuiOOoFH8UxqYd3tnGI6jYkV0xqhzhJN4+xul2hyJtL83tRzfcK7b8BUdcq13oQq+A8G9UQZdgVq8uWZWq42QZTXmIYJ9WNUQSllvbJJ7vpmCxKi/0ZdO6vajqv8zIkcpSDWaUkICda5+z3d7Tb3sghqBGK9nZvlOj/v3w6q7bCcMFlC7SemjofWoMdMluT0ZDKVYErbom4no08Cuc5pYd1lxbQFiRXTGqHOEnVoNmlq0AeDprZxsSVXXmJn+l2DZshiGpPqUOh9ynaKu7W5LUmoLphRDXkbigKf8BTzbWLc1G3PztlWqXvdxkyIuMrOzLdeL+taexV699z9nrKq1LUsIiTkqqQmt8xyDfWJbYflhMnimwiIcWmt4xvFPt+VJ7OvybmGn6I8t7DusmLagsSKaY1QZzg75H8/FUxiTanPnSwkXG3ZsvFvW5ARXeiyKU+hOpVDqUwZxEKzzCnuya4UsiqHlIFQGU87MQoTRXlU94itL3W4jccGHaJYR1wWU0owsjpIKZd+Pz4Ikn5tqJyq9jupLvtSdt/iyHLCZIlZ/0npb3SqTkZRA/25km0ZQ04XYao12ech1RCsmLYgsWJaIzEznB2JWDYVuL5L7vVrLkEixj0Q2ByoJaRYu9ao6JbAqu+aah1ZXAzf1yRldtjXhigCHrWMp5UqQrDLdTV2DTUlxSpRof0IXUoKta7b9unznV8nKe60FCtH6tZaqg/KPSlInWSYBosjywmTw9UHprSrnIGAckys6wph7ol6X7RxW2rZWMqKaQsSK6Y1wjOc7cQ3c55DcDb3I7UJErHrJfWBjboWRKcOK7H+fsBGoTzXfm8p+Q5ZQCgCakoZTxNVhHjbGqherx7L59zc5vu66p7uPpvyfrETJKofoLah3MpGHfsW6utIYya3TMHc9ERIzY9vYoI9k5iq2NpmytimR+al9j11Bz8Krdv2tW9fu/VtWefzpmkJrJi2ILFiWjM8w9k+fAODTXixCb+q81XClW4JNN1TXHUgViBTUAZGc41e7vVkvZ7dEpvirqmSzWU5ZRBeXPS3udDaoZhgPtNKFbfH3FbRUDLXX/uscro3gS8gkav+xL6bb22j6id8ylJKYJQ6186r7x/TxpWXiG+Nsu/60HuwZxIzSVL6N70uhrahUTIFdcLN97zx2C9n+CaRXV5Rqn/yTXzZ3J19E8wtGktZMW1BYsWUmTlShEHfekObIKwLwK5jsTOvKi8x1ryqltLcAY6EcOfHtrek7/nU6IDUrSxi1w7VvUawSapYTJuIcm22S1/dUO3ItOrOzfnbspTxky5KuLM9y9eWfUsBYlzUU5LPCunKl9kuTC8KX6CpkGt1qMzZEspMkpSxm7J1Sq5+05zgDckLISumSx4KRdu1XdcBd3pWTFuQWDFlZhLqzLltnSZ14+vRyN8Rp8y8qmeFBjFljalivaojQNTyst+CG7MuLGYg15XIXGuHKBF/u0oVYb8Oi2nO7Ud8LvsUIS3mWT7hTkp/HY51e6OWe7+/rsjbntHrbQ7ABoSVab2OUJRk9R6+MlAukJQ9JdkSykyK2DgRoTWmOSfzzAnelHuH+vrUIIYdmERixbQFiRVTZqqpIrBUHUCE8J+fe68/2+ASe43Kc4x1lpL6/Y3rbHJErI7Nm/78XGuHXIKxz3WxK6S2nTrXM+e4b2q7S2kLoTJLnZyyQam/phDoU/j05QlCrLcfyvtS3ku9h8+DQa9Tvi13GGbS2Pp8W3uyKV7Ly+v1uQ6X+9S14LZ2ZXvPULs239fncdayNsyKaQsSK6bM1FJ1dq6qUuaziuaaIdXd5lyDjO33Xs++2bypUFWNoukSonOsC4tVVJRwnWv9oEqUfLRsVrh29IkDSuTcUGAkm0t9ap30CWquY1WCefm+e4qyHWsxVRbSmPXWtndWddj1PXs92n3N93BNAJoTSS53aGpdbKkgzEwZptKp12Mp81lMff1YatR8dW2VvFLet8XjISumLUismDJTS9X1DFWEXzUw1O22owYR3z19619DSujCgpRLS+uDYK+XHo1Tyo0Ki2/dGZVYy6nvmakDOfX5LVpHMxFiypMSndVUVupwGV5ayt9eQ/U6pg7HrjGt6pIXW9ep38a0qthcIynrUEPrvDsmFDMdh1Lf6ui3bO009Tn6OFXFKyl0j5aOh6yYtiCxYlozPFvbHKmRRUOCIlVQVffShb863HdHI/d9dZfcUB2kWnepiqnN6uES+qltw/Uu1EBIoQHSpzjbUsyebS2KPDgRYuq6Hu2VEgxHnZvbZVhZOPQ6lquN2tDrMyX6bKiNuFzmbO5zNitk1aTnI/RtdELCq6+N+cqkY0Ix0zHM9ubyJtC9FlLald4nhTxQqkykmUp0ahwHnSoR3huAFdMWJFZMayRmtpYV2PykCCUhgUq5u1IEUdu95udpro2xySXU2mYwXdQRTZVi9QgJiSFlsaqy7xogTaHDpqDHWLtmSRhODRKkCAUFMtfy1lVnpfTf3zcpFKpjMYq1zx3XNnZQ7p27HzIF01A/SQkCFVqHansupR61VChmOkQVV9nUdhXqV6sucTD7Fupktc8LwTdp3kJYMW1BYsW0RqiCOLsb1UNKuYaEUEpwj9TgPHWkmM6/rvyGrB4+ITGnVcwXPTmEb40brzHdSGzADZtrOfV6vVxjI2VS202oH6F8f1sdS21voWfXMcFESeYkGOX9Qn2lEpZDArkLtpgydVFlvKS20ZhJshxBlExcfR81uJ/LK8O2Z3lLYMW0BYkV0xqhCuI8eNZHrCWa+s1c1oDFxbAVYJIpxjJQh2uknoeUep5bWU5d1xrKu2297jR7QOQKSBVj4fPdw5WvXO0m1I+krJ329Q8hBV29cxsmv1zvSe3/XN4l5n199/DVU570Zeqg6vhOUSRjgpVVTbZoulJW8+ZLXRveIKyYtiCxYlojVEGc3Y3aA/WbUc6rS2isEnwoRBVLL2UPyFghsa4BWM9vlQkLIK58pwHfd4ypO3rdrOqO7fqGVepyjACmC2+DwbqbrC0qZyhvermExoa6J79CUb99eY+5TpWhqw/Rt66x5ZH6baZxkohphirjO/VatR95lWfG9K2qvedqKx2UbVkxbUFixbRGqII4W0zbAzVAD6XDrcMCGSOIVrEMpA665rYfpstOrJBYxx5vtnJMdfF2zTJPM741Qyl1M2QNo7r3uvYLTK0j1PZDWZduu48rb5TIw5OymMZuO5HS/8VuM2MmjtnANMF4HK6vtijfyhU2xZ03du3+/Hy1AGdm3+Vaz+5qax2UbVkxbUFixbRmKAMkuxu1C4pbHrXD1fc0i91qpapAGRP4iPLuoTQcpu816GISZUUZLH1CSIsH2ezECka2ZFojQ+u69WeH9jtV11DWgletE5T8u94j5p2rrm/1JeraWHMc81lhlJVnPKZba9QzUvpHWx3l8ZSZBNS+yJQBY/sliheFrZ/NsQuA7jVhPntubnOfHOqfWt4WWTFtQWLFtCXwDG/78Cmfvg7Xp9zNzaVZBVIiaKa48aYKuQsL7kHQF1E09RvUkULuRb5rpx2KMJW6bU7MViBUQUtNzFR1dTUtgLY+mvIMfTucUBursr41lObmNm8bk+INEHoPIWiTCCqlfqt+f3PeOmilYTpEypIFs+1W6YdirmkqzoWanFLlFLNspmFYMW1BYsWUYRz43HVNa4BuJQgJni7LokvoVtuVVBnMKMQqgb3exgGXMgias6kUbwLfd0gZNKmWTzN/vj3qppncLunU9dpAteAfQvjXJqpv59sbUK1ftFlrlZs6pd2o+8RaV2Oglo25JtO1fCHkcZFq4TTTYFBNgI4pB574ZaoQ2xfaPK5SJmH0Nksdp0cj/7lLS3QviJTks6S2mE4qpgAWALwAwK8CeA+AAwBkma4MXHuldq4vPSVwnycDeDuAewE8AuB+AB8E8OLY92HFlGEc+CLKVQ3+Yg4Cw2ExYLkExBTBzSXgVrH8qGRz0Y0ZMGNcfGzvnyrIusrZtpYmRgCZZnJarW3bBPjWgcYosbbkqyf6N3cJZUogdB3v9ez1yXWfUL2d1LpwM6hKqsdODotMlXvY+jhKOXRESGZaRo6+MGUyRx9vKWOT7r0VMxFbR1T+UHttGV1VTM/3KJRXBq5ViukJAF/3pJ2ee1wA4Kj2zIcArGp/3wRAUN+HFdMWwG687cD8Di4Fxhf8herW5xpMXNuMpMxmDofFrKgaCPt9dzCGWPck6lpp3wAVM3CZ36bqwBhqc7GuWtNMTnewlAmNKhMGlPv61s0qrwPfffR2G7qP7xxTWfThCkISUzY5lLNJutpT808th2lvt0x+mtwCzrZO3bU9mf53qE/SiVkXDsQHVmpxNF5FlxXTBwF8GMBbALwMwNciFdO/SHz2OQCOlPf4SwBPK39fBHCVppy+nnpPVkwbpoOLw6cS23eYny/czEzB0edaWnUdnk1YGo/tA0C/H7eOK/TcGMHW5Y5LGRB9M8ahgYsycIbKmEJKxMRpJbfyYdbxWCtizCSFy0VXn6Dw1Xl1HrX9hKwTvudViQKsro31rojdFseWl5x1I6YO+fKt1xFfP8EwMTQ5EQOk9w8x7Ygqw6hrYxTZDkwGdVUx7Vt+2z8hxfTW8vqvATjTcvztmhX1LMo9WTFtGA7U0A5i3L9c5yqFy+V2SnmGTVjyuRTrAliV9V56cBZ1P59Q51Jk9bVplMHN9k4uXAq6eb3vOHU9qK/MZ827wfadt2xxf1cVXIdax6uuu/R9c5tiqrsT+55NcfXV34lqDY1xXbbhGzNSBOeqkyuu9xkMwnUhJcWOjTzGMrmYhLtr1bYa2weY96SM+6EyoUTrbek42knF1JrZCSimAAYAjpXXv9Fxzk7Nanop5b6smDaMz/rGTA6q8ES1LJqzilRXWZuwFKojsW641OeGXBxD0TxDCrwt+baX8b2jsvxQ9q3U3881OLqC3bhcracdfdujfn+jJ4GrLp12mv344uLGe1OFPZtA5FMYXXnUJz+oEYFD9Yrixq+OV/EYkJL2jNgUEzlbbzfD4fo3sE0CKGE0JU9VysjMb1e8klossDMlTXkJ6H2Nj6rxKFImclxLC2x1ueXtkRXTuGf8uKZ0fq/nvE+X57yLcl9WTBuGZ3PbQeyawqWl8Hm+/b9sydU5++qITYGKTSlrW0OCuC6wms9KHXhDVjiKUupzqTRndE3rbK/X2VngSsRaCdTEhO+47RmhNhizf2fIUqe+D7X/pVhWc7j5Ufp9n2KbI0quT0hMsRiNRnH5CpVjaJ14jJDcJlousDMadbn0zs/TvDNy502/p8sTSu83dWLbVstl3llWTB8A8EkAx8s1o58F8A4Az/Zc+xpNMV3wnHdbec7dlLyzYtowPBi1g6ZmQSn7e/nqSEpQJDNMvC9Kre/ZsQOgsqiEhFTXwOt7HlX4DblwqsExdqJimttx7HemuJS6oNybkifK+lM1IUP5bj4lV7muV903VSn0IVLvH/sNc9QF9V6USSOAFr3Y1S8J4Q/u1nZaLrAzGnW59CqXf99kc6g+pExWm/fUx3fXlje+47721nIvwVlWTCWKSLqHAJzUflsD8J8d176tPOfBwDOuLs876DnncgD7AOzbsWNH6vdjctGF2dxZwOeeWEeK6YhddSTmef2+fW/CkEDkskDk3vcsNPBS1piGBn1FSPCN3S9zmoXKmLLYsoVWL2x9HHVyiJInqsu9bjn19b8hiyllyxhqG9XzZSsjyvfQ3a6rtMMYBd2XFyHC/avuxu8q78Eg/D262g5bLrAzBraJqLm56l4Ly8vucc6m9Jn9l+966j0VvuU6qe2t5WNlJcUUwBczpX8MPYuQF6piugvA6wA8DcBc+ds8gB8rFUVZptdYrr2xPPblwDP2luc9Ssk7W0wZpqQuRYvaeadMUOQQzGIFojoDQNj2udShWl5Cg6/vW/u2BHKV7TQLlT4lQFc2FhfpAlGVfWND1nqlHJtrIF3fh9LuQvlLEUZdwdJcZRT6FrbrqXmgfqeqLoyudzWjA7usPkp5jVWQu9AOXWXrCwjHNIdv7+OUNkBpI7ZtYVxut9Q+KMW6SW1zLtffFns1VFVM1zKl1dCzCHkhKaaBe5wG4G/L+xwGsM04zoopw9RJruiRri0qfB2xK9hOqLOmKFChTt8XpMi2fisUvKVK2YWEsFTB2LQUh8ptOKQJ9iG35pbMAlfCpwhQgma4Uuq1ykIZs6WPT4ikCkk53f2p7vBm/aG+M1XhpFqV9TIInb+46I8STnX9861vn0aLaUgZZ9pDaA19nWtQfW0ppQ/S38mcoMvxHhQrb4vqd1XF9JJcKfQsQl4qK6blfZ6vWU1fZBzL5sqrJ1ZMGaakrsHEHERs7no+wdlE79SHw80CYK+3bjGidPoUYTOnu2KojHykDsSmYErJR2hg1mebWz4LXBnK96pixYq9NratuhRQn/JjI4fFUHeHj20PlOdT3ZcVoXpu5kHvfxYX7c+nRjH29U8+LwTfZEnsmrc2EVsfmWYIxTvwBRBqS9K3sPLl18x31ai/LaeSYtqmlFExHWiK6WuNYxz8iGHqpE4X1VCQId+1ulDlshQpK0UoOqXv3dW5OSJ7hpJrcKvLYmoK16F31AdSl5BtWmFbPAtcGYpFeFIWU/U9U5RTXZEKufjaSHEjVanX8wuCoTJyreuem9s8EeV6N3OrHnXfkKAdWy+oa4Cr1Dlbu+z6lk7TvCRgmvDVbd/4S+2zJqXExgYyHA7T3Ic7VH9ZMd18H59iytvFMEzd+KLRpSbVKfsELcrgEbIShNbsUVx3pEx775h1mcOhe7ud0JqX1MmDGIupWZbT7KZLhVqfqN+myrWq7HNYJSguyiZV+oIYQZCyPY5u9dDxtcWYck+NsEkte1swNmqdswVD67rbK/c13cDnpq6wja/Ufu4Zz6jWz8T2dbH9ly3gku+9bPW3pRO5rJhuvs+Spny+2Dg2AHCsPPZrjutH2vWXUp7JiinDlNRlNVSdsk+IC0WspKyr0jv/kEuYT+iLtUQp12Hf4JdSXi6WlzcGjqGsaYsNIqMz7VYMqoBADRIUakOuyQefpc9WT215Wl6uvq+v2kvQ9Z5V3Xl9wbJcZRSrsPjuT7VUhxTHHGUBhJVTV52LLZOWCsIboHpnMM3iq88uBdSm1FHXYacmPU6E77yY59nal+/+rjWmLV36MlOKKQARuMdWAB8r73MEwJmWc24tj3/VDI5UHr+uPP4wgLMoeWfFlGGkO/BE1aR3tr7OOxRmXgja4BFau0ax3sZYr+bnq23h4suj6zvF7LnqEq59ZaS7XIbKquvUKSC46pHezkyLn6us9YBiLiuhembKpJIexdesz6aimhoZWq+TFEFRJ+Qpoa85j9mup8q2D75vHFseNiuMadnV3yvWDbvFgvAGprmvmSZ87Vf1F67vqNfzKu2G2rZCeU7pL01876KPv1WWDUyIqsGPGtsuBsBZALZr6b5SIXyL8fuids3zAHwYwEUAnqj9PldaSlVEXgng9Y7nnlMqrRLARwA8tfx9AOCNKKIMO6+3JVZMGUbWs1XM4mKc25zPajoa0a1JvvPUwBgayHwCvj4LW0e5paxpGw7Xj4X2glT4ypviRqk/u20CLhWfsJL6TrrgRdkbWN/ehVpHYiO5UutcDgsg5VmhOmW2AV+9T1EMVYAiilAa871Ho7T9oH3RkW0uu5RvSSm/FgjCG5h274xpIRQXItT26u5jbPU7VwyNXi9u7ayKG0GJpN6Cel5VMW1suxjNQhpK/592zfnGsWMAHgBwQvttFcDewLMvAHBUu+abAB7T/r4ZAeusnlgxZRhZ/6CgSBnQlICWQwmkuAwrfG5lKS6/1JRjTRvFGhJjLQq9L2VrnzbiKwPXeqI61gDnaF9VhEUlEOWyYrgsl7oF39WmY1zf6t57ud/PW6dSvnHI3ThUdr48tUAQ3kBXFGgmvT3V2V7NZOtHcvcZKuCY7xzqZFUL6nlVxfSSXCn0LMuzUxTTIYrIun8M4LMADgE4CeAhAH8P4FoAzyQ+/8ko9jW9F8CjAA4C+BCMdamUxIopw8h6BgWX0BM7MChFsO5BTAlvoVnQVCsNNfmIUYZDg1ysO2XoGtNNq63r2HRCZUDd57POiQpf0q3aIVf8ft99Tk6LqV4+NisBNQiZiV7GkxRwY/OZsx5QlNwqeWqBILyBrrgcM/46ORjY2/2k2qzKg0nqUodQoi4h8KWW1PNKiimnPIkVU4aR6Z2qz13RZTGNXZM5Nxe//nXLls35jB0kJjmIqhSy0MSs73OtNdPX4/nK1fb9QuXYNaEy1cJZh4uY7fuF3MVjvQlsbUm3DFcVrqoGLarje1URRH3B0gC7G3tsHn2W35CLN7Ucu6TwdW1yaxYJTRSbY7zylJjk5N3c3Matk0Ljncqnvp4/JlWZPG9RPWfFtAWJFVOGkWmdqhJCXUKPbT8918BURyAEPWBLyvWpA1TV9/JRxWJq+05zcxv3ttS/n22g9D3fpQC0zSpjkjKLTgmqUbXu6vkLrceMvbfZLnMp1zFBi1KIfVfVD6W8mx7NmjI5YNYpSl595U91VaYKtazwMTmoMpk36Yml2Gi7KRPnKkkZP7Fni5jfMKyYtiCxYsowJZTF+S5hzBR6bMJgaEDKbXXShfsm3CxTrE8hJa7KGtNQJGKqO6Vt4A7NRLds8N1ErGKgf6c6JlUGg83tKde9Y120Y1Iui6mrPvrKWllFdA8OZdFMtQZTyyVlPb0eRM21lplat2xb/LAiylTFVodS+wo9sGDspG/dEXxTt4rT+xn1bjFyzNJSM9/VQ22KKYAFAP8RwPsBfBJG5F0A2wD8LIALqzxnGhIrpgyj4RLg5ub8exuauDp414A0HMYL35SouLlcFFNSbNReimtdjBVGfU8lWLjOj7VemeWphH9f3trqNqhjE8IoLpCTmPTwKcmxFoWYoFapedXrX4wLaSggUkjR9Xlv1Omeb7ahFHfeWA8FX/K5bDMMBVdbSm0jZr9DtUyG+req29zpk2kpCvDcnH2Snnp9y6La16KYAvgeAAfKCLfWyLsABIBPlec8J/VZ05BYMWUYC7Gz7eb5sZ27vt0JVRBcXg4Pbq5ARTncdKnvlXNwCllRdNcgqnAcs07NVydCEwttd+l1EXrvutaYUupy7HNjtgGiJFc70oW9GGt8yGU5pOg24Rlhq9sp+XBZXXPWra62QWbyuOpwqmutuZ92Di8roFrgoRyTjK6xO6bttmjSKLtiWka+/UqpjP4dgF8ut1PZtCVMeWwNwG+mPGtaEiumDFORHMKTEPGzlVWE0Loj66oBnPpOMcoh5d2kpJePKTBQv3HsoN62rSlyEjNLruqEEvCodURNOqS61lHdbFVKCTrmqx8hqPXHp+jW7fLn+55Ul+PY9lF10m9W2iCTl9BWWrF1T/dqcLXflP7N1i/4zvd5fqUGMLK50sfkSS+fhqlDMX1zqWz+TwC98revORTT7yjP/VjKs6YlsWLKTCWTXF+Uw0oxGsUH9qkqoFV1Y8wpBFOEUkpUQZVi1qdRBkTKWsGODLzJUNoUpbzNGXbzvq7Z/8XFdWW239+4HyilXpgTEL76oe4/HueJakspw1B9Nddk2shlMQ3lRR13bYXjy0dKkLBcLtez0AaZPPj6/OXltH7BNobZJnakpD/DpvC6rtPjTrjIsezHNilH6XNaQB2K6d+X7rnP1n6zKqblsUcBHEx51rQkVkyZqSN2XVfqM6gzgdQBiyIQqnehBGqan3efY653aWp7GFt+cuQrxjWaMiCGoquGFOEWuSolQWlTMbPtyhWd+ixz+yOVBgP6GmqzzoeEPn0bmdR6qNetnG64rvqUoy273Aqp+xyHXI5T1t3GvtM0rjGdxLjGrNPEem31PZeW4s6ntBFqXcklD5hjeuz5DVGHYnoYwHEAQvvNp5g+AOBEyrOmJbFiykwdKZEwY2ai61bkQpYcivVgOHSvP3Vt76AL94PB5AImudyAqlpIcq4xDdUpX15bFtwhCUqbiv1evq0CzPaYw61On0SgXqNbI6pGmXaVTyiipWsdq6veUiwnlLao1q65+kRKOce4LLqOpWxBoazd02RdTBnXmGpUWTqQmmLqu1JKXe2c4mVhe191rf5vbDInfGO3nGqIOhTTowAOG7+5XHl7AB4B8I2UZ01LYsWUmTpi9w6kWoPqUNRceXUFeqGu4aIEZTHLwLQwKCGV8h561OKY919c3KxAq/esao1W76W7ArueFSJUR3x5nQYobSr1e1GEptA9KMG8KJMIvu8Xe51Zt3zlMxi4lUFqf2YToqu2I59l1ueNkaoU1mWtmQZixzWmHppYx+1rZ772QqkbujJqc81PtRDbtoNyTZa3aPK2DsX0C6Ur77dqv7kU0x8o15h+POVZ05JYMWWmjtiZ5dD5vg7VNRhQzltc9B/3CXdVZm1tuBTQrVvp9w0J0q7By3WvHBZTkxSB2TaLTP0e0yIg12Ex1VNogoAya+9bZxozqRNTT81zfFZAquWBGlQr5I6v7lOlDan3Mr+NK0/KWpniclp1Pa+Zj67i6qOmvY/pCnVbTCmJOmkcWlNKmQhSdbDKxLzucuxTglugnNahmN5UKqav037bpJiW1tI7ynPfmvKsaUmsmDJTR+xanNBMNHUgUgJCTNACn4BXlzux7b65BsycgmVV60kOgY1al6Z9/RfVq6DK91Lrgm2KHWWPX/16nxtqXYJljEdGTN2llL3PTTjH+5rb7ITyHtseY8vIjOxcR9tvApfnSsraXCY/OTynlHeRXo9j+8mYiXJf1Hlq35Bj0ogyidmCdluHYvo9pbL5TQDnl79tUEwBfDuA/1FaS08AeFLKs6YlsWLKTCUxlrFQJ0kNSEQNQqALVz6BO9RJpw4WtvtWGXD098lxHz2PVS0+Va2mMQPotK1pM6G8X06rlyl0Ly+HXXap71F1U/qY56cqhnoZh8re1/ZyBWtR7nahvVZ9E30u74OQsO+atJg2Zc1VDvo65GnuY9pM6sRbv79xkmx5eeMEGvU+S0tFPnKu5Z+0W3Joy6cWeDpkV0yLe+KqUul8DMDHynWnqwD+C4CPlMroannOa1KfMy2JFVNm5gkJN6GBQB9sYgW9qutDKNF5KfetOgucc4CjWoMoChDFqlfFms5sJmddsLmiuepqyMtAYXPN7/WqK6u9Xv7yoCpZlOBbukIzGKR/j1BefdbbFMFerXNLCaTUNXzlwDRL6gTT3Jx/IoXa7nxtK5TMidQq98qRKLsFNEQtimlxX/wigCOl8qnSqvb/owBeXeUZ05JYMWWmFqrAYrrn2PZZtLnO+FysKB1zqpVAz1eKMO2y9pnvSBWoc1jIfNEDXVblpaX4qLuU9cR6mbu+UQsG0NaSW+Cx1XvKt45dq6e3t5Q63evZ85rTBc5FyLPAdn4uy7b5nWz9YapyrvaTnSarqI+Yb8hMlqoTbhTPAF+q8vzQtlW5EyWvs7LGdMMNgCGA/wjgNgB/CeCvAfx3AK8FcHbV+09LYsWUmUpyrw30Ka91zTyagqOZL98g1+9L+Yxn0Dp/m3tdzAAacs+JHThNfMokZe0hJXKsa02rbT9Ecz9HZiM2K34Voco22x/61r52TbGCpwpvel593gx6FGu1Hjalbej48mUj1WpK/UauICfUFLLATuPkUMiVl2mONgQ98iXf3qd6W5nENnBLS7R2r29J41sLO0FqVUw5sWLKzDBUYSaH0DPJdRq6gBI6N+QCJyVdGQvlKUfgm5TyjbGY+qxEvkBUegCZls7ytgaXtWx5OV0gMhUzn4CovrWvXVPbfKq7m/KiCK37NJ9VNZBPjFJDmdBx3SvGehlTfi4PEV85Tlvbs3mu6K6gTHNMwtJYJQ2H/jX41IlcShLCPbGVGnCtJWNpHcGP5gE8C8B3Es79zvLcuZRnTUtixZSZSqhrA31CD3XN0qRnUlV+KOeGhNoceVeCU5WIhYNBfB4prohKKfIJFVRL2ixZblLxlVFq3TDLl6KoxFrGzaizuoJE2SPVfEZoKyhgfUKHUjcpUJWakNLsSvrSBb18bJNfsUq9b32w7z4tEWazMk1rZqeNptdmVk05J9FtE9gxe5/bUgvG0joU04vLtaQ3EM69tTz3wpRnTUtixZSZSqpaTCnCj89dbWEhr6ucnpQFhDIAhNwAcw1UrrV9MffwrQGuMlO9sOBWFPR1gb46Q3EfnWZCwnJdApsSdPTnup4jRHhtsPqeLk+CSVtFfEqsbf/Qqt9JyvTvZLO85vC4UMnMv+7i7OtLWiDMMjNGaE13qM1T2lpd8kNMWlz096XmFl0x29i4yqZh6lBM/6RUNp9LOPf8MhDSu1OeNS2JFVNmKqmyxpQi/PgCfCiBsM61HMNhIVyHBgKX0JZbkXANKDHP8AmYdZanTylR7tChLTKmGYqFsQ5lziboUL4HEFaOXJNNbbKG1CWkpU5G2fKTq7xUn5lSj1ogzDIzxngc70kRqsN6O3AFXKTcI2dSY5vvHEWOvqAFY2kdiukXSsV0kXDuGaVi+rnIZywAeAGAXwXwHgAHAMgyXUm8x9kA3gbgswCOA3gQwJ0AXgFAEK5/MoC3A7gXwCMA7gfwQQAvji0zVkxrhF1ymiUmKm/ILZS6zk3vWOtee6qvIbUNTC73xOEw3qIRCkTisu7EzCyHBMy6lIZQJFffc5V74zQTWtOZe8KAEvSGsk3SYEBbj6oz6X39qPVyUt8zJj9VrEYx37upcmIYF7Fu6kBYxtDH0Ni2kFNJNvMupTvv/X5xPEdf0BK3/DoU02MAHow4/0EAhyOfcb6miJrpSsL15wI4qF1zGMBJ7e8PAtjquf6Ccrsbdf5DpTKu/r6JotyqxIppTVAtdszk8CmqIYHUVF5CHbmU1RUpivJoRgG1RbmrYtGyuTq68uWq31TFJSRgUtYDp7g/6ZFcbWvlfNfOQrTMupQ1cz0iNehNTBTo0HpKs77mnPzwBc0KpTrHihQh0lwDmsNKbn7vlHvwmMo0ga9ODgablx9ISesDQvEOgEIJHQxoyxaqJorFNNQXxPTVLaAOxfSbAI4TzxWltfLhyGecXyq0HwbwFgAvA/A1imIKYJt27mcAnFf+Pg/g5wGcKI9d57j+HBT7s0oUW+A8rfx9EcBVmnL6eur7sGJaExwopV2EJgp8nacKoOO6j57MjbAnYYFxBVCpwxIRcjGyWR8p5UDZgoXSplIGaZcbIWWt3Cy4EdZhqbYFuzEVVN8estR21ev5rQl621Z5iNnmwJXm5zeuYx0O/QGRQnsW+/BNuLmOxW4HZUYR9tWJfj/cbmzW19i9D839phlmEoTqqh4ASPUTMQokxfqpyy51yRimR5arHVOCk4XevUVycR2K6cdL6+H3E859bunKe0/kM/qW3/YTFdM3l+cdA3CO5fgbyuOPKaXTOH5refxrAM60HH+7ZkU9i/I+rJjWBDUqLDMZQkpNSOGkKnm9Xlrgj6oDSA4h3jXwUcrRrN++8uz3i33OKC7IOhQvhNh3Va647Ebopq41pOYkhu0ZW7aktcOYZCrJoS0VhCjqr69MbP3AwoJ9f78qVj9fm7B5N+iRdSnf1OWiT3GjdgUusr1vyvdkaynTBKl9T2pQsFD/6cvP4mLaWlW1XCIkE4X6St3TypWPlrXjOhTTt5TK5v8GsMVz3hYAHymV2LelPMu4H1UxVetRb3IcXyxdeyWAq4xjg1KhlQDe6Lh+p2Y1vZSSd1ZMa4Itpu2CMlEQEnhTlbwmE9XtcW7O7n5ELceYwVIfjGLbiTn7alpNXAq6Liib70211tjKtkUDaq2E2kaK2yrV7d1WL3Mry6aSHHoHijXB9RxbHQ7tN+zC135C+5qG1tbbIiJTvpfZxilr/UNu+rF7vHJ8B6YuqsgAynsiR59FmQSO7acocRXUebFBAfX76pbklrXNOhTTJ5bK2yqAvwDwbMs5/7JUXNfKc3ekPMu4Z1AxBfAdmtL4Es95t5fn/LXx+49r13+v5/pPl+e8i5J3VkxrgteYtosYBcg38FD2zmxT8rmpuoROn1AXGlRj3ItCLpY2fFYgX/58m373++nCwiwQCpxl9ms2ASRUP1O2A8lpOdWFPKpVQ+UrZVukkFJNHSt8E26UeuvKi83SEgq2FvPtzHrl6guUEh3jgTQNYy8r1u0lR5+j9taucg9zMi00eUPJNyXiuWpzvvt1OChgdsW0uOepvUxV+gqAvwLwUQBfLX9bK/+9KPU5xjMpiumLNcXy6Z7z3qLccY3fX6Ndv+C5/rbynLspeWfFtEZ4cGkPMcKKq8Nts7V0OAxv6UGpi6Fy8gUX0gMBVR28XQJtyArkE2B938/mZhVyvZoF74fYSQ3qPcz65Vt/6QtOJWUeQTFmb2AzXzHP7/XirBchfBNuvnub38cs15x9oK2OUC3eoe9iCz7WdW+laVCsp5mQ+yo1Ue8zGNDqQ2jyhtJ2ff2w2Y5899PbZcfk4FoU0+K+uADAF0sF1Ja+AOAnqjzDeB5FMX21plg+znPeFdp5i9rvbyt/80YdBnB1ed5BSt5ZMWVmhirKWVWltK5w7vogVXUACM26hmZ4TatZqqulTwjzXSelXygNCevDod3F0iYUUwTFjg3IVnIJ+SHrZshiGruWMjYpQSr2OopLW8y7mudRytVVLjHKnElMfxcTbTRUr1xlQHkXSh3rAl1XrKeZnEsIqN5Xc3M0V3+fR1Au7xLdEkppax2cZKlNMS3ujT6A5wN4I4DryvRrAJYA9Kre33gWRTH9FU3h9K1/faV23hO0328sf/tyIC97y/Me9ZxzOYB9APbt2LGj2ldkmGnEVCpyDER1JYobbkhJCg24oXKwCbspg2FIgfNdq55ZJeCLT/mJUTI7OCBbCc2K+97HVmYpEzyUtcgUSydFkMrRHikRKKltgYJZzr41ZWpNdYjYdkstf0q9sl0TsgZR2nZXFLtQHWWag9ouKJbHmKR7MqSM4coNP9cEnpR+i2/IfXhxsbWTtrUqppNMXVNM9cQWU4YhQBG8mnD1VRtcS+lWhlwWHV2xoAQ7iNkPMqX8KIKj7z5KgTTXxunCuM8q7Ps9duCcFqtHqF64FB1XXXQJbKlrDIHwcf0+PqtCyN2bmubn3S7vqs3lWmNKKXfKVkyU+4Tarc9Kq59LnbCibOdFXT9n2/Kmjfgmb7rWd0wjOcf42HgVlIlO3/g2HMZH6LW1I/UcnxIcE2uiSn9XA7OmmLIrL8N0EZuyozppJVCrLVBsg0fVKHyhAUzhE7pDA0JoAPFZYSiugRSLrE9wpAizPnddM1CE7TtRB06K9XRatotKtUTFrlF0zeSrOuG7H6Vu6JFo69j6xvY8s93pExyhCZJUIS1U/2M8KvTffH1IzASXaku2ybJQQDafYJ7iTtxGQvWcaZZcEXXVPsfUJUMxUanrnCAPTQSZfVeM5wVFjpgAs6aYcvAjhuki1M5Vj1qpC1c5giX4ZtGrrh8ZjeiWjpDlVcflYiiE3aIUs3+pq4yoCmFMwBf9PanrTafFYipleG2xTdnOJRzpClWoDVAUaBVZWClAdUbZ9lnu1Tvldvf2lfvysn1PUZuAHLs/MHWCy/xm1DX/qj25tpnI7R7dFCHPAKZZcimmg8Hmvmg4tI+LoTZFHXuqJr1PcJ1jG2djntGCyZdZU0x5uxiGaTMuq0FMxxpjPYpNNqFyaSl8HSXwUsjFR3fhoShnIaE7RnGLETqrKIRVJhDM+0/LGlOFTyCL+WaxiqAu6FDqJvX+6lvkaJcx72mrJznXWuUUSvW8Uu7ra3++7+rDpUzHrpGPfW5TTNOE1jRShzXSt9yGksz9hl0TTVWUan1CyNYmffU05rktqOczpZiW5x0oz3un4/gAwOHynKssx46Vx37Ncf1IU14vpeSdFVOGkXbBJrRdSEjwyRUJz+y49YGCkmzh5m2DDnXAoAhPvnN8CkEV65uKohurEOb4Tq79FFsa4CEa3zZBMWtMY4Wm2HoXa7Wrw2Lq6zPqVoxSA0yF8kpR/JS7KUXApgigsestqe7+bWbaJrSmjbqskTn7IZfnVq5lDD6vpCoeT5PoHwnMomL65vK8owB2Wo6/vjz+GICnWY7fWh7/KoBtluPXlccfBnAWJe+smDIzT4ylJdQ5666Hudey9ftpM6tqwHBZOikDHdWtjxLF2PfMGOubzRIsRGFFpiqEub5T2wXeqvje3UXsesZQRGRbu7MJ7TnbnK+e++pkzJqwnOS0Arusu6Hz9e9rC7hCVbR8z/IJsFWCtLWBaZrQmjZy7WFadzKXp6j+yLUcJVdyYdZp10RnC8bRziqmAM4CsF1L95UK4VuM3xeN67YB+Fp57qcAnFv+Pg9gGcCj5bHrHM89B8CR8pyPAHhq+fsAxbY4a+Wx11PfhRVTZqZJVUxclh9fkKAmByn9fVPWVqYGNDATJRCTicudzzXA2mZuTWE55xpDmxvztAmWIWEkFDyHUg4uQcq0QIaizMYG3KjSrnzuc9T67Sq/WHJOhoXyGmPVo6wRteFTMH0CrOv7tyS4CtNhYse+8ZjmdVXHPuehYIO5n+drk2b/trREm2RsgC4rpspCGkr/n+XacwEc1M55GMAJ7e8PAtjqefYFpcVVnf/N0sKq/r4ZgKC+CyumzEyTomTZLANU4VRdX2VNSezgRFEIYqPSpuQ9NohDlWeZynhdZW0q7dPqiudS4Fzbn9jc4H0Kpc8qSvm+Ke3Qlc/Y+iWlf01tyGKc4n5uw9eX9fv094yZRKhzX1/f+wwG6RF8GSaVGIVO9Y2ULVp6PXr7pEym1hnUzdZHx05k2e7Xku2cZlIxLa8/G8DvAPgcgOMAvgHgTgCvANAjPP/JKPY1vbe0sh4E8CEAL459F1ZMmZnGN9DYhFbftiGxe3Wa1+cePHTLIMWlNTSYufIek6dYa0ZqueiufnVasKkREVvgolQJm4ClosymlO/8fLWJDt9+euYaq1C9Hgzo56r7m989ZN3zKaG59q0M9WXLy/73q1M4TGkXMfViFrwWmOah9nUpfeNwSDt/bs69H7TqW2P745jkWsNatcxaMkZ2VjGdpsSKKTPT+CwdPndEqouOOWDk6MBDaXmZvq2JTkjJdK3rihl4xmMpt2zZfMzcSoOaJ1fS91ObxL5uofy2IKhDZVzuuqllpyYjqngtUAMihdqq3q6pln29PFwKn3mvmLoYW2cogX+o2764vncKvjoSChoWsyauJYItM8VQ+pJezz0GU9o71cJo+9u2f3JsHnzHFxfj+wdqn9eSMZIV0xYkVkyZmca13YrNcqB3xClrQno9v3CXI7DCcBiOwOvKQ0iwdV3rCx9vCrw+ITUm8FHMIFu3WxMlv9MoNOdwkZYyfuJAV54oEwEUdzr9+4TaIfXdq06IxK6JpOSJGoE7lztsKE+mq7PruZTyaolgy0w5vgjlc3O0LdxC7T3FE4XqtRVqixTPqZjlB2wx5RSbWDFlZhafdcQWkTLHOkXbmjNFVYspda8yc9+zGJdKc/CxKaW+yLi+d3RZT0J5qjpLXPV7hvI7revbclj4qfdZXLS3m9BEAMVFXb9G3Tu0b6vruN6+c9StFEWQar0NPdtXrnXUkYUFt4ti7JZWDJMT6tIVyiStK+lLClRfFNN+6vQMoiZbG0yRKxqEFdMWJFZMmZkl1Onr1BFifcuWjQpizACm8mNGuUwZnMxowtS1pjGKvSIl0qYvMI4a0HLu3ahmhKnfxJXfaV/flssiSBHmTCWNUidSJpOqXKvyonDVn9gAKjGMx/a+qo69TSdRR8xvE/puDJObmL4gZzwD177PVZ6tu/zmjEwf6h9sAd9aOkayYtqCxIopM7OE9uPULYm5Om7KoGEmm9uwy+pZJViQef/Q4BNr/ZTSr+BTBieX0kd9b59VOcWV2LY1zazgW59N+RaxCqBPacwpcOkTL6nrX31uqcvLcUsBqLjK0hcoJfXdzEksl3CZS1DXn2tu+dQywZaZMqh1WNXHUD2OaRO2em/rO7ZscU9KqeTywMg5eeTzCOsIrJi2ILFiyswslGAhlPNyppj9Os3zqlh6YoVEKdOsn653GQyqfcuY97atw3VZXCj3nVUXQp/iRfkWUqato3JdE1pfHZN0Ur0QfMHTYjwwqPjKMofHx/y8/9va2pAtWMz8vH+dni3lDsjEMFQo7Z8S9VoF+Isdo3V8bXw8dq+P37LFbaX09adVZJ+OejGwYtqCxIopM7OEBghl9Zv02g1z8KA+X7f01Jk/ipXSte1EStRaqjAaY+GyDdKu54TuO+1BV3zlrwtj/f76dw+VGWVyw1XWk2iP+v60VYQzl2Uv5noqvnIZDKor7XNzYQXXtjbfDDzV68VZs1UZzNL6baY9UCawKZNx+t67Zr/galemR05oMtiV161b45Y85Ni33NYfdABWTFuQWDFlZhpfsJAcFtOUfT5NqM+nrG/r9WgbfoeERFV2McGjKIqK7fvY3DZ9+y1SorCaFi3btzKF3lCgnWnEJ7T4LKa665lvL+CcFlNKUsoVJbK22t4ppxeCeneKYubaQslFqFz0CYa6goWZkzRVvU30tj6L7Y9pHso4l1LPTeXP9QzdPdY3MZQyaWcuW3BN/vrGydCSKF+5ttD7gRXTFiRWTJmZxyV4KqsJVTCtasmp4k5qCmghhUIfEKrkL1QelNlkn9XDF0Am9hrb941x0512i41NUPApA9TgProyaAogsUrf8rL7O1Ai5VKtD3od0csmRzun1E/dYhvz/Xz3NM+tw+XfVBJzWLdDAc46KPwyHcHXB1K2QItpL5TzfROuKZN2Kd4+MX1hzIRzS8ZSVkxbkFgxbRE8iDaDL2iAmrE3AxCYA4RpKUoJOOITRsfjsIXHvN5Xn1KsJ6nBTXyDVyh4Ssw61tRgNTED97S2UZegkKscfVatmO9mzvDrdchmnVX1x/atqM905Te1nfsmhFK2iNFxrd1U1hTTRT0l765jNsEyV3v0Cd0xwq8raBzDmLi8dfT+pOoED8XLyUzz8/kikVfxNgi59adMOLfA+4EV0xYkVkxrYjwOB3hYXPT78bdkBqlz2Mq+ysy9zToXUvpSn+ezmlJccG1WUXM9S0wIepVcAnNdlhe1XpG6trOufKjB0uf2m2LdaguUfipH0r+Va11qrKJo22ZGXwcZcs2mtilf2aW0c1WfbPXVVKz1MUI9UxcI9brnm2BzlYOvzF1KviuZ7vW+urVlS3z9cQV2ecYz7GVCqU9tGWNDViizHjD1Ql2mEhqfKH2B/kzqGOaLkQBsnPClrl+NwdUWbf2SjRTvhwnBimkLEiumNRAzE606hxbPIHWKKkohdQAJUdVKUGWdqRJiQus+UvLlU5rVIJm73JeW/GtvUtcqxqaQVbnX657gWMUFLbVOuwSapSWaUqX6y5DgSO1PQ/2FL/hQjnVllHdWW0H48vqMZ9iPubwsdMuz67lbt8a9m7n+3Cdkx0YJjo0Q6tvuKlQnJg1VIeliH9NFKP2iwtd3LC3R+wL92RRPJls/5orF4DuWWj6pLryKFsu7rJi2ILFiWgOnneZvtGbyKRItmEHqFDm2Raj6HaoqaLZnTToycO4Bp0r+fRa90PqzSabFxZia2jw597f0JV0Ay/GdQmupfEFAbG3LZTkNudXGvIvLdTTGhTnn99LLIee3pr5X7Pr2lH6dukSh6TE2thyYegm1s15v/dyUNfhAISOGJhl8CjI1yJg+kWfz8EpZmkJdvhN6t5Z6CLJi2oLEimlmUq0QLZ5B6hQ5hazU75DLYpqyDrRKogjaasDxDXShSK0+96KUtLhYv8WUmrrEJMrDFHYmUU9T1yO6XGRdxNS5lDXUdX+XOuqBcs2mfKMY18XUPjA2aFwTxNYBpl5ivoFPwQp9V4oS5honY4KM5Q5AFOui7KKl8RpYMW1BYsU0M6kCd4tnkDpDaN1Daor9Di6BS1nG1ZpPJXDZnkUR2ubn07d+sQ0u+j5rvi10QnWVMuDkdiP1ufxSou/mSi0aYIPUWQ6uNpPj3qE+1tV+cvenseuaq0zQ5J6Y0t346vj+Ia+hWHfmlIknZfEOBa1rur3GygxMvcR+A9d4F6qzVOWN0o9RYzFQrgnlq0rQow7AimkLEiummUkdyH3uFgyNUNRaSlLBgap+B+q3jB3UzK0vzOsp76gEZNsAQ9l0O5d1v+q3MsvFZqlxbZFTZ8Aftf9l26nj3UP1Pcf9Q99OMYn+1HxGKGCXrd7GrIfMleqymFKTrRx9/bceMKvqc9o2xsb2RUy95PoGoYlyqgu5K6iRGRSNEqxJJ3X7pdCWNW1oUxVgxbQFiRXTzOQQFJg06hCYmiJ1zTGlnoWUX3PvRqrQTVlXEqtEx347quBZ11pkswzbTB3v3cQz9dTv11NWsQpNjHsmRTGpq71M4ptQ60koCFVb6kJucrcxphqUb1DFDVdv01QoS2Rs/YgKnGYjZYLZdc1gENc/tnGCqIQV0xYkVkwzk2qJaToAwzRQl8DUBKlWyZj38wmCtmiBIbdFX95i3R5Tvx11wKszH22rSy5yvy+lD6v6DIpXRG5S3IJjFcnQ+bld3/WtIiaxXRDlG4XKIIfFtI1M4zt1Gco3UFGifeNM6B4xyliVoIKu6Lu+fs01jlIn3Hz9Y8uXrbFi2oLEimlmUi0xXbCwtJ26BKYmSO28Y97PJwiaSmZIaMwtqKckauCl8XgywaTaThPvXHeZ1+F5kjJJFDsRE3L7y62Y6vmv23vATK4JjLresSUCrxMOftQuUuqZbfzznT8YxOWpapC0mKVErr5Lj40R07+YtDzQp08xFcVxpm7OO+88uW/fvqazMT0IkXbdYAAcOZI3L7NGatnrtKnfWVkB9uwB7rsP2LED2LsX2LXLf42vDIZD4ODBjfe/6CL3fdbW1v/u9dxl0+8Dl18OXHed+9m+63MwGhX/HjgQPndhATh2rL68AJvLuo3kaC8moW9cxzN1xuONbSSlDZm46q7ZRkzMZx88CBw9uvm84bD499Ah971GI1rdjkHlv+5vYsNVT3x56fX85e1iYQG48cb47z4pYsu/TWPUNJLaHkYjYP9++n1ivuPOndXavxDAq17lH6Mpz+r3gdVV+nNt75jan04IIcRdUsrzbMd6k87MpBBCvFwIIQnp+Z57nC2EeJsQ4rNCiONCiAeFEHcKIV4hRBOjDHOK1OK3CSzMbLNrVzHQra0V/4YEq5UV//FHHtl8fyUUm+zY4f9bZ3UVuOWWjc9fWSkGuF6v+Hcw8OetKnv30gfuupVSAHjpS+t/BrOZK65Yr4crK8WEyYEDhSB04EDxd6idmLjqfq+3Xr9t9zTb79vfDszN2e/lU0qBQrnNzeMfX/w7aZFBTSKZhL5LqtB67FgxQdBWTjut6RwwOYhpo71IFeeCCza305h2KyVwww20vs/3HjFKab9v/93Vn/pkjLbgMqV2PQF4OQAJYBXA1z3pXzuuPxfAwfIeEsBhACe1vz8IYCs1P+zKm5kq7hZMNXK4fjXl9pUjGADFXdb2XIrLcMwa00msJ7W91yTcc6mpJW5JXur6DnU+U21p5Dsnd/RoSn2mrpGibo9iy3Pub6WWj0y6baQEJKu6DrbNMRxytzGmGql1zOxXQu2ciq3/EaLYIi12nDXzaJM7cvY11PfhNaatUUz3J1y7DcDXyus/A+C88vd5AD8P4ER57DrqPVkxzUxqA+Y1ptXJ0ZE2oVBU7ahjBhPzGn1fVfP/5tY5oTUmSvibxHpS23tN+pkpg3KbaOKdq95/OKTtV6zqrK+e2nBNEFG2K6H2HSnto471l6oc2tIuQnmt8sw2TxTF1n+mXijfgTqZm9IOzD7INeaa4/FwWCirlHY/HNone1RMhhwTy6E1+ByVtz2pomL65vLaYwDOsRx/Q3n8MQBPo9yTFdPMpDZiV+Q0hk6uIB6TpoplJ9Y66bqGOiAtLLjLWeW3qhCZ+s1i9nGtOz+9Xv56kpu6vkPdz6R8Z9+WRK52VaVdqGdSSGkfdQY/qrst6MkX9CWU11SraYusMVZi3oXlhPqhtseQYuVrs74AYKnjkx5Rt8oYrN6nijxFaXMtVU5ZMY2/9kB57U2O44ula68EcBXlnqyYZiZ1s/Q2z+h2BYolJZSa2Psudc9SKeOtL75rqK6ww6F/xrhKaPvUJGVYeOeovBtp4p3rLnOV1HeO8USo2i7qtJjm9kKYn18vh0l9E8CvmIa2r0rdy7QlAq+TmPdZXGw6t61VKLJB+Q4UQm025RpqH7S8nD7e6nKH/q1917jqhO/3lrrzsmIad913aOtIX+I57/bynL+m3JcV08ykdihtXgPTFXIJb23JN0XQTdlqoKqCqPZAdAkn1G1bcnwr85tRv2vOZ7elHsXSxDvneEZIUdQFnBghukq7iHW9N9vHpNdH63md5HN9dSSU36rv2VZyt7E6abFCkY1c38DXn7g8anJM3tqW6MRebyOHB4rKi6u/a4GBxqeYTm1UXo1vEULcJYQ4UkbW/aIQYiyEON9x/ndp//+k577q2DNyZJKpxgouxHbcD4E1CKzhDDxU/r2KLTgJgVXsxL1YefwvNJ3V7mOJJrcb15blvIY+HsMiHkKvLPPduBY7ce+pv1dwoTtipIYZcPb5zwe2bCmC5Kmk/nYF7NzA3r3FlgYo6supPB355KZrzWfb6o26x6Y6hguLG7ii3zmi6G3Ik6qrRsTRFexaz9eeXVi55INYGb56/brT/wkrz71uY5TSkt24Fj08dqqNnIaj2I77N34XCp6CXhm8cmO5DV9Nu2egPLbj/rS8tgyzn9qO+4PvYr3GE5h5ZWVje+zhMZyhtUf1PPO+fTx2qg7vxu9h5+oXNpX9hu9w+j9hBWUE67Kerty6hu1H9kNctAtCANu3W6pLRLso6sD+9TZ27EhR7ykBf3ftKrYvGY2KTmI0OhWZ1Xx3M+nfZVO7zFT3qHXB1Q58bWIFF26qE6co+15r//VzP4QVscv6bNWXW/Pc1i1iAnj7mMig0lnZs2dzVPO2Rz2ugPM77Czqrq2PA8rfxQF323RFmC77oE1te/DKjf3FcOjO24G/wIp8GVYO/Rh2Pvh/0JOr2Nn/0iZ5xyr/LCwU8ogNTU45xcICVi4Y29u0UVdWcCF2yi8W+V39mr2PqCP6eE5cGmvXE9Ytpio9COBR47ebAGwxrnu1dvxxnvtfoZ23GMoPW0wzo81OjXGhnMNx0iTV/JbHpmrSsRGMGb1lXCuBNU+5bzy2gCNyvHynlNK973SVZRfDoWdieTyW4+Gr5QKOOCejrZPV8yflcu8GOcK9UmBVDnG/nMcj9jqGR+R4+OqotXRjXLg5T/MngwZSW9o0sU76RuV3wYWb8qXeeYR7i/s6ZnTHuFAuzJ/cXG64Vo5wrwRWZR8nN/w7wr3WZw7wkDe/G/LadrT36uOEtX0M8JAc4v5NZbOEP7OWw9yce4/2YpLcX3bLuDbQZ/rriqvdbNmy+RyV11MQ24WtTTjreMS3oI4X83hELuPaTe18Ho9sqrPO9jJ89Xofp9V3dx7W5BD3n7q/rwxcbWIZ10qBVXd5jcfWc8z72J9tqxdr3ViSaaydHeNCZx9eqY7loMqyk65AaOdA4Q0/N7f598Fg84ougVW5jGs3/mhjPJbjuZeHx9zlO715m8NxSx0y28ja5jwufcZfNoZgNF6+c9O7nlolYMjCvvyeGjdbbjG1/jgNCcCPAbgSwLNQbusCoA/gBwD8T02pvNa47le0Y1s893+ldt4THOdcDmAfgH07duxI/HyMFa21FUKvvSHaEgfcq4jh7lUI0vTyB9xL0+bm0pcPm5226dEaWpqp+mrn0k2isA5IOcT962VFWBMyWjzozZMvX6HrYr7REPd7le+FBSnH+Fnrxa526BKAT30rPCKHuL985gMO5c3yjri3G425zHCheMbWZXedGw7TPVNT2qyvro3HhdccqT5KSWoXo/6X6HXcgvURnnpqSz08Zi/73qH1G5cKj00onMPxTf3ZAo4E64ISsGPrjGpH1m/eX/c8DE08jHBvVDmpVQetxhDgXd82po7VRq4tmNpM+U6x8ls4rcllXLs+SeRYXTBctE9O6bux1eX5b7aX0EoIX8Bgva5QynIkDrSisc6kYupLAHoA/qRUKlcBPFU7lk0x1RNbTDOjNcaQ4GtLTEW02WeqdcXWqdbR6eudv/nb0lJ4MjpP7KC1qOL0vUPoHN9147EsByvqNwqftygOb/pxjAuT60Hy98VqKwbYIBXbST0pb15ClvwUQw/luS5c3gUDPBz57u5z1y2ha3KEeyOVSEoeVhO+U57vKrAaPa62XmcqZYYYK7T6zhNnFtaYlgIAEuQ3WjtY21R8y8thuUMpjXUHlVdzqpRP7buPfgNKmxWRskldsGJqe3HgKZpi+cva7+zK2wXG41P+HSmWCKYipdWU4iLatnTaafbfQxbTuETv/H1R51Mjyrss0nnSmpzH0VOuicu4NkrQy5VGiwdrqNg1UEaxblc7mWxefHE7XIbT0D19Vrp8Mb88LtGb2lYehbcNabR4MHpcbb2XadkhxlroGtMHpz0qb+lmkdN7I0daXJxcjDTf1ui64uq7x/KyPLVEiVKWbZlAYsXU9fLAA6Vi+Xvaby/WFM6ne659S3nOQ5RnsWJaA+OxHA9eSV5fqpIvkj5DZ7x8p6xntnPySRc+cuyGE+Nh6tv1xWfhdSU9mG9cvtOE5RSPhepprVty2vJycvlOQ7K5ram6qp+n2iG17g6Hdtk9345Js/fNlGVprh92ddVTWwReL+NxUn/ViXfrIuOxnBYZIiWFdohRAX9991A7NSXFn2gQVkxdL29XTHm7mA6RMjO+KRgHk0TunUiaSv3++n7qMetK5ubc1tfl5SKpe+nPUM+hbFuWkgaDercybUvqmhGhbtf1lDSJPPV6eYKaUZIQ62vLmy7bLibVpmLLr00Cb4iUutF6a3CHCfUJRsyqqUq5dnTzTW6rnWzaNl76FNNZ2C7GihDiyQC2l3/eq36XUn4WgIql/BOOawcA/nX554fqyiMTJiXq9cmTUxt1faK0PeI4ldVV4IYbigjxF11U/B1iOARuvhk4+2z78ZtvBq6/fv1eq6vF37t3F2HeL78cOHCgGD5yc/RoPfeNZTQi7Qq0ibk52nkHDhTl2Oi2DhFcc0299xci7vxeDzh4EBiPi/pc17PX1oBXvQq4+GLg0KFqzwkhZdGWL7hg844LOXHs+NQpFhfXd8UYj4uy27+/2Pkltm+/5JLu7Bizd298W3HtcMTUz2mnFX3VNLJjh3vXmBgOHLD/LmXRzjuHS2PtcgIgQscBvAc4FfzoO4zjby6PHQWw03L968vjjwF4GiVPbDGth9TZJp4Brc6sWyVSZnL7/dkoN2VB8a2f1ZM5q0tZY6hSl9zscpfzxkir8SnHOuQ2WikpkYKrpByRw5tOPitn7LfsQnBsnaWlPOXEVKfpdtBUOrXdi6zuSeLy8nItlWgDmEGL6UgI8bdCiP8ghHiSEMX8mBCiJ4T4PgAfAPDC8ty3y8JKqvNWAF8HsADg/UKIc8vr54UQyygUVwC4UUr5udrfhnGSOtvEM6DVyTHT12WOHo2/ZnXVPbvZJqpY0IZD4MYbCwvKrl2FtSzE4mJhWVMWmxgOHOiG1XRlJf/M/9oacOutwPHjadcbe7MnIWXxvSddr311VOVFynqefeJEPfe1EWvdo3LsmNtzKLZvP3SoG21Q8YUv0M7r9db7MqYepsH7gILeXw2HwE03rder7/meavdeXQXm5zf+JsTm/s/X5tuEkHX13A0ihNgJzT0XwKMADgM4A8BW7febAVwupXzMco9zAXwQgKpOhwGcBkA5mn0IwE9JKR+l5Om8886T+/bti3gLhkrswC1EIczxYFOdrVsnK6Qxk2HrVuBRUs+2mdGoUDB1tm8Pu3GORoVAvGsXsHNnnKKzsNBuAXJlBbj00mIZQU6Uq3QXJjty0u8D558P3HGH+5yFBeD00+t3H45hMCiEw7aIXUIUkxsmKyvAz/2c/ZiL4bBwDe8CMTJDW77VtFLXxEub6PWKeqRcd/VxamWlWOZQtZ7NzRXj9pEj/vNcbX7SCCHuklKeZzs2rRbTf0Kx7csfAvg0gIcBnAngJIB/AHATgB+UUl5mU0oBQEp5F4B/AeBqAJ9HoZAeBfCXKPYwfQFVKWXaxY/8SHsF2K5BXQ/I+GlbOYaUUnN2Vse2Pu2aa/zXAIVyddllxUAdu8at7TPBe/bkV0oXFgohp61rvdX6xarrV22srvqVUmDdEtwmwffnfq6YFE1Ze10HynNoZaWYDOr1in9f9ap44bVLVtMYK11X3qmrtKUt1MnaWqF46nERVJu76KI8kx8nT4aVUqAb3oJTaTFtI2wxrY9YwaNLM7ttp01CX1cZDgvF7Yor2mXdSaXXA846C3jwQeDxjy9+i3mv4bBw7Y21ArZlJtiGmjHPyWAAvP3t7a03/X6hQA4Gm93ehQCe/nTg059uJm9NocaelZUiYBAl0FpdKC8DoBCWq7p0A3ZviTYSM2515Z26yspKoZxNgl6vHWPEcAgcPjx5b7M2eRbNosWUYZy0UYhjppeQEERZHxiyNraJtbWijUlZ/Bvb3g4dKiyBsVFV2zwTXEfejh4tXMC++c38986BUrpsSumrXpW2RrvrHDpUvP/FFzerlAJFPj760UJBzqGUAu213pvEWOm68k5dZdcuYGlpMs9qg1IKFP3ApJVSPfZD22HFlJlJ2D0nD3W46U0T/X4hhPtcdY8dK4RDnwJ3xhmFMDUrFuqLLy7WB1JRbq1t5YIL6rmvlM0rOLFICdx+e7sF/roDsrTBUe3o0Y1bWuWgzZNDOjF9RVfeqcv8/d83nYPpZ3GxG0opwIopMwUMBvHXtHk9Wpeoe2/GLrOwANxyC3DddcW+pj6lMiQcPvhg4U62tjYba3KUtdXHcLi+jrHtM8G33950DuphOCysHbHRhu+7LyzwD4fA8nIzk1+XXz75Z3adtk8O6cT0FV15p66ysjJdXmxtnTxu80SgCSumTOc57bT4a7rUSJl8DIeF0jMe16/g6cpSVaVJF+KnRVCqOoBX2WJm0kxzf/O//lf8t1TRKV3XqbWY111H2yC+36crsCFr6HBYPJe9QeK45JL2t0Mdav/fpXfqIpTtxNoCpZ9rgzeEDSmLYEtd8BZkxZTpPCmzbeyek4crrmg6B3QWFtYtvLt2FQpNXcqpbQBLrXNCbFRGd+3qvtA8P78eGCmVLil709rfqLXEse6gassElxD34IPr/w99Z+WZcM01tHXJobyqPoISSbpN5N4jN5aueQVMywRfl1lZoUWSrRPKxJeiitJZ1/KAXq+QEYbDsFygRwVuM6yYMp0npcHXteZrluiSC47L3dNntaHgqntSbnYXTwnoAxQzyma+X/rSelyG6lB4t27d/NuJE9XrjhDtH2AVVevZtKHqs2tiSJ+0CCn1ylK3a1fRxtVa7FRB8KMfXf9/7i1+6mIwKLwHmqxjXZooAor6YuubmMnR9JKq4TBPQCTKuLm66h//1dKUWNbWinTwYJGk9Oen7VurAayYMlNASvCG227Ln49Zo+2dm0JZHHft2rxfH1BtFtRX90xBzRScR6NiDV1osLruuvW/V1aA7duLoCVmvpeWNt8rdqD7nu/JL9w+Zt0pujpra8U2A9u3t19B9VkHZ5m9e+1WyW9+s/iuvV5hUfEpmbfcsv79lSfE2lrxe8pE0PXXA7t3F94gXflmKsJxk/ntmlfAykp4v2amXpqezDh0qHpEaiFok6yjUTGJ5suLy+uBOsmm5JtQfpou9yBSSk4TSOeee65k6uG006QshuS4NB43nfNuk1LmManXy3ev0aj43gsLG39fWJByOLRfMxwW1wkhZb8f/0z9evV8G+Ox+x5CbDzPzL/5vPF44zPr/kZtSQsL7W/PKXVoGtNwuLFcXO1PT3NzUg4G7uP9vv37q/bQ9Du3NQlBO6/fl3LrVvfxLrQ/k8VF2rsz9TEtbTPUtwsh5fKyf/x2pfl5fx+p+tOQfKCn0ajJr14AYJ+Udn3J+iMnVky7gk+oD6UuDqZtom5BO0YxnZ9Pf85wuPn6+fmNdWM8jn/G3By9vrkGaH0AoQziJhSh30zU7zoY0AbCSSlkbRhsfUyiDOpKVCE+lObm1ttArNKoJlxcx1PaF6dwCgnGQCF0dw3Ku/f7TedyuqHIb/PzaQpdE+0kVJdi77m4uFmO0JPen1L7OCHaIff6FFN25WU6TRV30i742reZuvdPXFsr1k7VHQlPBXAx7/fRj667/e7Z49+L1Ia5Pu3YscL11BYZz7b+VAjgKU9Zz8OBA/RnU116bFC/67FjhWuyj4WFyW290Xb3pLr3xqyL+Xng8OGiTVRdg3zzzYW77e7dxV61MXU6tMWMrz9vQ6CblG3NJh3QSIhiSYBabqCimIf6keuv74ZLfSxd2yO4a+zaFW4XJ04A3//96W1hEuuuR6Nir3EfKXXp+HH3OnchgFe8Yn29PmX8E8Ies6JtCFlFomPInHfeeXLfvn1NZ2Pq6PWqKSVC5Fn8Povs3BknWKYyHNYbZKnftw8aQlSrWz4WFjYHY9q9G7jhhvRnDgbF1klVy2o0KhTiO+4In7d/fzEg+yIr1v39zPy0lS4HPxqPi7papb8VArj11uL/F18cf5/RqFAwL7/cvy7Mdd/t25sL1qbyftFF9GuEKCbDTpyoL18uVJ/o6htd2Pq1NrKyQvsWbe9TpoG5ufriEEyKSY1xJnr9dMlj/X4h46otutrSNoUQd0kpz7MdY4sp02mqBlzoWsCGNjEJKwQ1sEAVXIJXnXN2NuvO7benP7PfL2ZXc5TV3r3AF77gP2dhoTiPEu5/EgO2EO2OtN11S5Kqq67+cjgMexRIWdxnzx5/PbfdS9U3FUDMZ31WQZNMzwTqdjJ1cMEFNOuQjpTNKKXAep8Ya+XpihcSNY9t7lOmgZWV7iulQH1jXMjLRreS2ryu1FZaXdnv+xQuH19OvMa0C4zH9AAObfW17zJNr+voctIDG6WUpVqzMhqlrSV1JSn9bWo0KtaUtW3dXpvXjOf8Pk3V1fHY/R6+wETmfXzH9UAevsBh1H7frBNVYhJUSeq9UscqX8oZJC5XXWk7sd+NqYe2jSFtSgsL4YBJqm9UfeVwWKRQwMU2AF5jykwru3YVPvOxdMXXvu10dd3cpPC5b+rWp5UVuqvnaFQMS489VrhYAnlnbFdWNu4jqTMcFjOzt9wyGTfuGNpsranTajw/X2w7lNIWqXXu8Y8vXGhd76G2KwmxY4c/n4cOFXnas6eoZ76ZfinDzzPrxK5d9ezVG0KVm6tdVSG0FGU4nKyluO1eSDHeC13Zp7urtD0uQFP0+4VnyHXXFf/a+qyFhcKif/nlxVgsZVFfjx8vlkx0ykJqwIop03me+9z4a269deP+kEwadQWHUIE3mmIwyCPMSWkXDE3X05B7o87XvlZcL0SxTiq3gnjFFf7je/ZU3/utLmZR0DnjjKIvS2mLUoaV04UF4JFHqn9z5Y5LyeeBA4XAtXv3xn2HV1aKFBNQK6VOpAQqCtGUO/dLX7px/+Q6+1W1Z3Sbaevk1SzS9kmMJhCimPjVlcrFxeJfNak3GhVt+vbbN/fLbZ6gJeMypXJiV96ukOImx1Snbre4Jt0fletijq1O1B5mphuf+ruN7kwul0Mh6nFHzJXaumVM3XW5ypIGXxoOi7pb9T6Li/HbGtiSb99hap2glFMd36vK90ndS1m9i0nud9NT24n9Dkx9NOVa39akZAW9fGx7r6u+1FeX2+7SC3blZaaZWHcbIbofjKQN1D0r16QblZSF5fDyy+3Wzhh27LAHNlJ/HzjQvoitZl4VvV497og5UBa5NnLNNfXdu9+Ps7jHsLgI3HZb9fts3VrksdcrgmVt2ZJ2n2PH/P2C6Sas3N10qyul/tbR96R+n9Go8PA588y0623vMhql3StEXffNSYyVrkmvnVkgNiDYtPP4x2/0ALziCr9F1FeX1TZ4yvukSzIvK6bMzCFl9xpqG5l2t8lDh4Df/33gkkvW3eCUkEgVwJSyFHK3rUOpqIPVVeDhh+t9xsJCvLCiXJvauqZm165iLWgdrK6mu3OHJkQOHMijpB06tHEdVF2ROHu9QplQbfWSS9bXQyshjVJ/27R2Xq0jq/IdbPsm1zEZ1oUotnv30r9vnRNKTMHP/Vz9z6hjwqSOPuLQoXXZdGXF3eaV7GWLxGuja+69rJgyM0nXGmobmYX1ISdPFtbO/fs3BmKhDghKWWpS0E3dmNyFa8PvKvR668rEjTfGrWccDrsR6OGmm+pRBkajtPqlgmhNEydPFlZetV/q9ddvrkuh+itEfWvnU7jtturre23rxinfPrbvuP32uPObgvJ9B4P29ynTQA6PjBAXXJC/7031YAihZFNfrAcle6ntsyh0yZDAimkAIcQZQogrhRD3CCGOCCEeEkL8nRDiNUKImubAGSpVrJ5daqhtpK1uk7lRrrZCFELv9u3AxRcDp5/ud/UaDtfdF5sUdLdsad5VOPR8cwPwmEmPBx+slrdJUociSA0opKM2Zm+TZTAXBw5UCwomZbtcUnNZrHfvXu8LLrqIdt3aWjEBR3VpPXCg3Z5IMYGz3v72evPCFExiyc5tt+Xte0ejesed++7zl4sue+3aReuvumRIYMXUgxBiBOBuAG8C8F0ABICtAM4D8FYAHxNCnNVcDpkqVs8uNdQ2UsU9sWlFKZWjR9fXbqjQ7MvLm62n8/OFy6ByIQxRZ3mcOAE8/en13Z8CpQwOHAAuu6wQHmMmPbrQjldWinfLjRB0wUTn4MHJTZh0ra33et1wSY3l+uvTvvexY8W6YCptXiYTE1H8ox+tNy9MNWKWexw6lG+ySS3PqXPcCd374ovXo5QDYQ+uNsdfsMGKqQMhRB/A+wDsBPA1AD8qpRwAWADwMgCHATwbQEu74Nkg1erZtYbaVs44I+26hYU8Auto1GzwhGPHCvc1c6+xkyfjXF7rdqn89KfrvX8IqmXuxIn1/YWf8Yzw+V3YngIoBOITJ/LfV+3hHKtIHT1avc4tLtLaXtfchdfWinWplPo3Kzz6KP3cNi+TiZEXbrihvQr2rNPvx7u35xgn9FgGdY078/PFvX1eCmZQI+XSq28Jpa+1b3P8BRusmLp5OYBnlv9/sZTywwAgpVyTUv5XAP+hPPYCIcRSA/ljkDZrJUT3GmpbSXXDySEY6/dqEiXsHD++/lvXhPE6ESJuAuPIkULpoSjTXSnn3HvN9vuFpV7txTzJtX29HrC0VAg+R492zyJK4dix5idzukxbl8nEyAtStlfBnhZSFf/V1bi+P8d64eFwfanJykp9dePEicJaf801wNyc/9xjx9bXou7atR4L4+DBIq2tFXlWS4p0K2ubYcXUzSXlv38upfxry/E/AnBv+f8JxBVjbDzlKfHXpG5VwGxk9+6mc5BH4K8qWKs1W1UDlEwrUgLf/GbcNTGTDW12HVTkVt5uuWVdKQUmqwisrQF33LHe9qRcf7/RqLktNiatINvc95mCtrrXU4PWKXJPKDEbecUrJvu8GHdesx9TEXN37y7+rbNu3HBDoZw+7nHhcw8dco9/ak21HpW8E+Ol7MqU8wQRQiygcNXtAXi9lPK3HeddB2AZwNellE/w3fO8886T+/bty57XWaffLwSlWFTwDyad1LJnmNy0vT3nVprM9z3jjLh1gHWg8tTrTd6SPRwCL31pobCbE0S9Xj391HC47jGihNgm915uCwsL7fZIWlmhB39qOnDdtDPJyaTxuPj34ovD/dNgUAQ5tCmf/f7k1ubr+TT/1hmN1i2j9923Hkhwzx77O7RhvBRC3CWlPM96jBXTzQghzgWgtMgLpJQfcJy3G8B/Kf8cSimdcbpYMa2H1I5NCFaqqtIFFz5deGSml7a359xtRX/fGEG7TlSedu6cvKVJiTHKxU4XzpSCVKfCvLDAHhPAuoDcVqVUEdMeWUSuj0nKEEoZozxzbq6ebdHqxOyDfH1SG8ZLn2LKrrx2vk37/1c85+nHvs15FtM62upqxBQC5HhcpKrbWVxzTTcU6NwsLobXp0wTs9ae9fdtyzo4ladYd0kXQsQHNtPXWZl729ZZR44dm86td2JQgn/blVJgNseErlP1m6nlDhR33pMn3e25re3cVEJ9fVLbx0tWTO3ooTp886D6sU3hPYQQlwsh9gkh9j3wwAPZMsdUgyPytpe5OeAP/qAQbnbtKlzzUoXc0ai4RxdnvFMHPyGKoDiHDwM339z8fow5FBTKM2apPZvvW8f60liFUM+THiESSKvLwyFw663FXpKhOkRd05pLYXaxujqZ+t5GuhIdW0EdE5paL81sZDRaj0CeSuzEma09LywUazS70s5d79D6tiql5GQkAD8LQJbpKZ7zflQ77/t99zz33HMlk5/hUMpimKGlXk/K8bjpXE8HsWWvkhD2v0cj+7cZj6Xs993fs9fb/Pv8/Pq9RqO0fMa+ByX1+8V1o5GUy8vuvC8vS7mwEJcPV/lJWdwv13t/27fZf19aKp4/Gq2/43icXk8oyffObSJXGQyHm983tX4Ph0W9GAw2tqfl5eIZ1PpN/QaufApR5EWvMzqqTtmunZuL+/7jMe2d9DKJrYu2bz03V7TrlO+U0s/kTKG6K0RRZ7oEpc30+93oW7oMpV8cjeLOt6WFhY3fUh+nXLKFas/meGZer373ySmx7X1pafP4v7Dgfv+Ud2gaAPukdOhWrgOznAD8pKZwPstz3k9r532X756smNbDeGwX7nmgqZ/xuBC4YgeI5eX4jnI8tnfUakDQO2xTeLddSxXIlpftg4F6D9f72wRRc3BUeXPl3afULS7GDzSUtjI3t/5MNdipf/VnLS9vPO4TTF3P7ffXFZLhsHgn6rfRJx66ALWfGg7tdcqmkOr3jqnfvnvpLC/7lSJbfQ6VgasNx9yjqpAVmqRReQq9v+89XIKr/tvSkvv+Zj+QOvlg9rfD4eZJAF8/HioLal1qG6H2uLjYzffqGqHvYGtXZh+i6mXshLfvnrH9ku9eZr2y/W7Lq6sPseXVNpGd+g6TghXTyATgXE3hfIHnvN3aeY/33ZMV0/qgWGW6OoC2HVfnqX8PNfBUna2rIpSGBEWbwEZ5ti40mgpcrpnKnDOe4/Fma1CKkpvyXN/kgX6e+U1MoaOrbZnaLlK+t3mNbUIlpdxi2kjs/ZqcvTcVLYrXhlm+TbxHKB+p+fL1Y65nd7EN6rj6wq6/V9eIlRdirJgxecg5xtbZlup4/ybwKaYcldcCbxfDMAzDMAzDMAyTF47KG4mU8hiAj5Z//oTtHCGEAPDj5Z8fmkS+GIZhGIZhGIZhphFWTN3cUv77w0KI51iOvwTAk8r//8FkssQwDMMwDMMwDDN9sGLq5hYA9wAQAN4thFgCACFETwjxEgDvKM/7gJTyjobyyDAMwzAMwzAM03m2NJ2BtiKlfEwI8VMA/hzATgAfFkIcQ6HMn1ae9nEAHdhOmmEYhmEYhmEYpr2wxdSDlHI/gGcB+HUAn0QRffckgLsAvBbA90kpv9FYBhmGYRiGYRiGYaYAjso7IYQQhwF8tul8MDPLdgAHm84EM9NwHWSahOsf0zRcB5kmaVP9G0kpv8V2gF15J8dnXaGRGaZuhBD7uP4xTcJ1kGkSrn9M03AdZJqkK/WPXXkZhmEYhmEYhmGYRmHFlGEYhmEYhmEYhmkUVkwnx41NZ4CZabj+MU3DdZBpEq5/TNNwHWSapBP1j4MfMQzDMAzDMAzDMI3CFlOGYRiGYRiGYRimUVgxZRiGYRiGYRiGYRqFFVOGYRiGYRiGYRimUVgxrREhxBlCiCuFEPcIIY4IIR4SQvydEOI1Qoj5pvPHTCdCiKEQ4lIhxFgI8WkhxFEhxKNCiC8LIf5ECPHCpvPIzB5CiP9bCCFVajo/zGwghHicEOI/CSH+SgjxgNYX/nk5Pp/ZdB6Z6UQI8aNCiNuEEAeEEI8IIY4LIb4ohFgRQjyv6fwx3UUIsSCEeIEQ4leFEO8p65gaX68k3uNsIcTbhBCfLevmg0KIO4UQrxBCiJpfwZ0vDn5UD0KIEYC/ALCz/OkYgD6AreXfHwewJKX8xsQzx0w1QoiTALZoPz0CYBXAQPvtAwD+rZTy2CTzxswmQojvAPD3AE5Tv0kpGxv4mNlACPHDAN4F4Ozyp8cAHAFwpnbas6WUfz/ZnDHTTCnUXw/gP2g/PwJAAjhd++1qKeUvTzJvzHQghDgfwJ87Dl8lpbwycP25AD4IYFj+dATF+Kxkxw8B+Ckp5aNV8xoLW0xrQAjRB/A+FErp1wD8qJRyAGABwMsAHAbwbAArTeWRmWq2APhbALsBPFlKebqUchHAOQDeWZ7zAgBvbyh/zAwhhOihqHenAfjrhrPDzAhCiOcCeD8KpfTDAH4QwFYp5VkoxuLzAOwF8FBjmWSmlZdjXSn9YwBPK8fhBQDfCeC95bFfYg8mpgLfAHAHgN8GcCGAr1MuEkJsA/CnKJTSfwDwvVLKM1AYL34BwEkAPwbg6hryHM4fW0zzI4T49wB+v/zzB6SUf20cvxDAH5Z/Pl9Kecck88dMN0KIH5ZSumbSIIS4AeuD5g4p5ZcmkzNmFhFCXAHgd1FMxH0BwJsAtpgy9SGEWABwD4AnAXg3gJdKKdeazRUzKwgh/hzA+Sj6u6dLKR8zjs+hUAieBOCPpJQXTjyTTKcRQvSllKvGb/sBjBCwmAoh3gzgVwEcB/AvpJT3GsffAOA3UHjaPUNK+bm8uffDFtN6uKT8989NpbTkjwCoivBzk8kSMyv4lNKSd2r/P6/OvDCzjRDiHBRWqUMAfqnh7DCzw8UohP7jAF7FSikzYZ5Q/vsJUykFACnlSRRLGwBgcVKZYqYHUymNROkdf2QqpSXXonDt7QPYVeE5SbBimplypva55Z8fsJ0jCzP1n5V//tgk8sUwGo9o/+83lgtmFngHCvegX5ZSPtB0ZpiZQQle75VSHmw0J8ws8sXy3+8WQmwxD5YW0+8p/9w3qUwxTBnvYUf5p0tHOQLgzvLPiesorJjm5+lYL9dPes5Tx/6ZEOLx9WaJYTZwvvb/e5rKBDPdCCFeCWAJwIellH/QdH6Y2UAIsRXrniD/WwjxJCHEO8tIvI8KIb4uhHivEOIFTeaTmWquL/99CoB3CSGeog6UisFtKCz6/4iG1vExM8t3af+n6CjPqDEvVlgxzc+3af//iuc8/di3Oc9imIyUWyO8ofzzTinlZxvMDjOlCCH+OYqADMexMTIlw9TNTgBqO7YnArgbwGUAvgVFdPyzAfwUgNuFENfbbsAwVZBSvg/F0oUTAP4tgM8LIY4JIY6hWFt6Pgrl9V9JKR9uLKPMLBKrozxOCDFRd3NWTPNzhvZ/31Yc+rEznGcxTCbK6Ki3olj/8iiAVzebI2aKeTuAbQCulFJ+MXQyw2TkLO3/b0ARYfJCAItlRN4dKOI8AMCryuBcDJMVKeXvAngRgPvLn07H+lYxW1HIfdsmnzNmxmm9jsKKKcPMDtcA+Dfl/3dLKT/RZGaY6UQIcRGA/wtFcI/faTY3zAzSM/7/KinlH5UBZ1BGId+FYi9xAPhV2zpAhklFCLEghPivKLbkuA/FOr3tKKz2PwbgUwAuAvC3QohnNZZRhmkhrJjm57D2/wXPefqxw86zGCYDQoi3otifCgB+SUp5U5P5YaYTIcS3otgaZhXAK20RKRmmZvTx9EtSyv9qnlBG6X1b+ed2AOdOImPMzPDbAF4K4HMAfkhK+T+llIeklAellP8TwA+Vx7YD+C8N5pOZPVqvo7Bimp+vav//557z9GNfdZ7FMBURQrwFwGvKP19XuhgxTB38FopNu28E8A9CiEU9YX3tH7Tf5103Y5gE9HVT/+A57zPa/0c15YWZMYQQZwC4vPzz96SUx81zyt9+r/zzB8sJPYaZBLE6ysNllN6JwYppfj4DQO2Z9l2e89Sxr0spH6w3S8ysIoT4bQCvK/98vZTyrU3mh5l6zin/XUYxy2qmN2jnqt/eMskMMtNNOZ4q5VR6ThX6ZfXliJkxngZAuYb/o+e8z2v/P8d5FsPkRY/ES9FRPl1jXqywYpoZKeUxAB8t//wJ2zlCCAHgx8s/PzSJfDGzR+m++9ryz9dLKX+7yfwwDMNMCDWuPr0cb208Xfu/bZN5hklhTfu/zxJ/tvZ/Xs7FTIRyJ4b7yj9dOsoAwL8u/5y4jsKKaT3cUv77w0KI51iOvwTFHlYAwPv7MdkplVLlvvtaVkqZSSClPF9KKVwJwFXauer3X2wux8yUcnP577cD+HfmwTJC+S+Xf34FwP+ZUL6Y6ecfUGyTBQCvsAXWEkL0se7u+w0AvG0bM0mU3vEyIcROy/GfB7CIIlbEyqQypWDFtB5uAXAPClehdwshloBiMBRCvATAO8rzPiClvKOhPDJTihDit7CulP6ylPJtvvMZhmGmCSnlnQD+uPzzeiHEvxNCzAGAEOLbUQhbzy6P7ymDITFMZcr1o79f/vkvAbxPCPHMUv7rlVF4bwfwA+U5vyulXG0ir0y3EUKcJYTYrhLWdboF/XfLPqRvBfB1FAGO3i+EOLe837wQYhnAm8vzbpRSfm4S76IjpOSlFXVQzkL8OYrNvoFiT6AegNPKvz8OYElK+Y2JZ46ZWoQQOwAcKP9cA/BA4JK38rpTZlIIIa4E8CagsJg2mxtmmind0W5HEQEVKPZuPoaN+5z+upTyTZPOGzPdCCFOB/AebHSVfLT8d6v227sAXMyKKZOCEGI/aIHbbpFSvty49lwAH0QRrBAo3MlPAzBX/v0hAD8lpXwUE4YtpjUhpdwP4FkAfh3FYmOJYqPvu1Cs+/s+VkqZGjD38Ds7kMyZNIZhmM4jpTwK4IcBvBLARwAcRdHffQXAHwF4LiulTB2UVtMLUCzbei+AL2M92NaXALwbwL+RUv4sK6VME0gp7wLwLwBcjSIQ1xyKPvIvUfSZL2hCKQXYYsowDMMwDMMwDMM0DFtMGYZhGIZhGIZhmEZhxZRhGIZhGIZhGIZpFFZMGYZhGIZhGIZhmEZhxZRhGIZhGIZhGIZpFFZMGYZhGIZhGIZhmEZhxZRhGIZhGIZhGIZpFFZMGYZhGIZhGIZhmEZhxZRhGIZhGIZhGIZpFFZMGYZhGKYGhBD7hRBSCPHypvNSF0KIeSHEPwohHhVCfHuG+31fWWYfyZE/hmEYpjuwYsowDMMwEQghXi6EuFIIcX7TeWkBrwbwJAC/L6X8UtWbSSk/BuCDAP61EOKFVe/HMAzDdAdWTBmGYRgmjpcDeBOA8wPn/SOAzwJ4qOb8NIIQ4vEAfhXAowB+M+Otryz//X+EEFsy3pdhGIZpMdzhMwzDMEwNSCmXms5DzVwO4EwAfyyl/HKum0opPyaE+ASA7wbwMwD+ONe9GYZhmPbCFlOGYRiGYaIQQggAryz/HNfwCHXP/1DDvRmGYZgWwoopwzAMwxAo15ZKAM8rf3pTGahHTzu1853Bj7TzzxdCDIUQv1MGETouhDgghPg9IcS3aOePhBDXCyHuFUI8IoS4TwjxNiHEGYE8bxNC7BFC/I0Q4htlkKIvCSHeJYT4vgrF8XwUa0u/CeADnud/pxDiRiHE54QQx8r3+5IQ4mNCiN8QQnyn49I/LP9dEkI8qUI+GYZhmI7ArrwMwzAMQ+M4gH8C8HgAcwCOAjhinLMaec8dAG4F8MTyfr3yt58H8CNCiB8A8FQAtwPYDuBhAH0A3w7glwE8RwjxPCnlpucKIZ4D4L0Aztbydqx81ssA/DshxB4pZcr60J8o//0bKeUJ2wlCiB8F8D4AW8ufTpbv+MQyPQfACayvKT2FlPKrQoh/BPBkAD8O4PqEPDIMwzAdgi2mDMMwDENASvlfpZT/DMBflT+9VUr5z4wUG5n2GgAHAXyflHIRwCKAC1EokE8H8GYA/w3A3QC+S0q5DcAZKKLhrgJ4LoBLzZuWlts/Q6GU/jGAcwGcJqV8XPnbm8vrf0MI8TOReQaAHyr//VvPOdehUEo/BOCZUsp5KeVZAE4H8EwUCukBz/V/U/77PM85DMMwzJTAiinDMAzDNMejAJ4vpfwbAJBSnpRS/hGAt5XHfwGFVfYCKeWnynMekVL+HtbdXV9mue9vowhMdKuU8iVSyv8jpXysvP5+KeUbAby+PPfKmAwLIeYBPLv88xOOc74VwFPKP18upfykOlbm/5NSyquklDd7HvXx8t/vj8kfwzAM001YMWUYhmGY5niHlPKQ5fcPav//HSnlo55znqX/WG7j8qLyz//H8+w/KP/9biHE2Z7zTL4VhTsxADzgOOcwgLXy/0+IuLfOwYrXMwzDMB2C15gyDMMwTHO4XGH/Sfv/3wXOOcv4/fuxPvH8v4oAukFGxjN9fIv2/wdtJ0gpjwsh7gDwowD+TAhxA4D3A/i4a02qBXXvOSHEmVLKbxKvYxiGYToIW0wZhmEYpjkOO35/LOIcc5L527T/nx1IigVKZktO0/5vs+QqXoHC1fdbAPwagI8BOCyE+EshxOtKy66P445nMgzDMFMIK6YMwzAMM10oN9vjUkpBTH8RcX/d9di01p5CSnkfgH+JIoLv/wvgLhRyx3MBvAXAF4QQP+J5jq642tydGYZhmCmCFVOGYRiGmS6+Xv57uhDiKd4z09DXlXqtnlLKNSnlB6WUV0gpzyvP3wXgPhRK7R+WwZRsqHs/JKU8WTXTDMMwTLthxZRhGIZh4lBBfUiLNxvgrwDI8v+2iL2VkFJ+A+vK75Mirz0spfxDAP++/OlsFFvH2Din/Pcz0ZlkGIZhOgcrpgzDMAwTx8Plv2c2mQkXUsr7Aby3/PN1Qoin+c4nrPW08ZHy33/luKfLCqrQ14+uOs55Tvnv/47IF8MwDNNRWDFlGIZhmDjUnpwXCCH+eaM5cfMaFOsyHwfgL4UQlwkhtqmDQojtQogXCSHeA+BdCff/i/Lf5ziO/4AQ4m4hxC8JIZ4uhOiVzxVCiB8AcH153pcB3GNeLIToAzi3/JMVU4ZhmBmAFVOGYRiGieMWAI8AeAqA+4QQXxdC7C/TExvOGwBASvlFFFu17EcRFfedAL4hhHhQCHEYxTrRdwN4IdJkgXcDOAHgO4UQT3Wc80wAvwPg0wAeEUIcLK/5aHnsYQA/K6W0WUyXAAwA3A/gjoT8MQzDMB2DFVOGYRiGiUBK+XkAPwzgf6BQ8IYo9gEdoUX7g0spPw7gGQB+AcCHARwEcAaKsf/zAP4QxRrUFyXc+34Af1L+uctyyt8BeCkKy+hd5bO3oVDo/x5FVN6nSynvdDxC3fPmiH1PGYZhmA4jpJThsxiGYRiGYTSEED+Ews32HwE8VWYSKIQQAwBfQ7G36tNK6y/DMAwz5bDFlGEYhmGYaKSUHwHwIQBPBvCSjLf+BRSW3d9npZRhGGZ2YIspwzAMwzBJCCGeicI19zMAniWlXPNfEbzfIoB7AZwG4ClSyn+qnEmGYRimE7RmLQzDMAzDMN1CSnmPEOLfA9gJ4AkAvlLxljsB/BcAH2ellGEYZrZgiynDMAzDMAzDMAzTKLzGlGEYhmEYhmEYhmkUVkwZhmEYhmEYhmGYRmHFlGEYhmEYhmEYhmkUVkwZhmEYhmEYhmGYRmHFlGEYhmEYhmEYhmkUVkwZhmEYhmEYhmGYRvn/AWbX6Lv8MUIKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# with astrocytes, Jai>0\n",
    "save_fig = 1\n",
    "folder = 'data/Jai_sup_0/'\n",
    "\n",
    "Lind_spikeA = np.loadtxt(folder+'Lind_spikeA.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "Lind_spikeE = np.loadtxt(folder+'Lind_spikeE.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "Lind_spikeI = np.loadtxt(folder+'Lind_spikeI.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "\n",
    "rateA = np.loadtxt(folder+'rateA.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "rateE = np.loadtxt(folder+'rateE.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "rateI = np.loadtxt(folder+'rateI.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "LIa = np.loadtxt(folder+'LIa.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "\n",
    "LVa = np.loadtxt(folder+'LVa.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "LVe = np.loadtxt(folder+'LVe.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "LVi = np.loadtxt(folder+'LVi.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "\n",
    "# Raster plot\n",
    "plt.figure(figsize=(15,4))\n",
    "idxA=np.where(Lind_spikeA[:,200:]==1)\n",
    "plt.scatter(idxA[1],idxA[0]+NeR+NiR,color='g')\n",
    "idxE=np.where(Lind_spikeE[:,200:]==1)\n",
    "plt.scatter(idxE[1],idxE[0]+NiR,color='r')\n",
    "idxI=np.where(Lind_spikeI[:,200:]==1)\n",
    "plt.scatter(idxI[1],idxI[0],color='b')\n",
    "plt.xlabel('time (s)',fontsize=25)\n",
    "plt.ylabel('cell',fontsize=25)\n",
    "plt.xticks(np.array([0,200,400,600,800,1000])*200,[0,2,4,6,8,10],fontsize=25)\n",
    "plt.yticks(fontsize=25)\n",
    "if save_fig == 1:\n",
    "    plt.savefig(fold_fig+'/rasterJai_sup_0.pdf',bbox_inches='tight')\n",
    "\n",
    "# Voltage samples\n",
    "fig, ax = plt.subplots(4,figsize=(15,4),sharex=True, gridspec_kw={'hspace': 0})\n",
    "ax[0].plot(np.arange(nTime)[200:]*dt/1e3,LVe[200:],color='C3')\n",
    "for i in range(len(idxE[1])):\n",
    "    if idxE[0][i]==math.ceil(percKicked*Ne)+10-380:\n",
    "        ax[0].axvline(idxE[1][i]*dt/1e3,ymin=0.4,ymax=1,color='C3')\n",
    "ax[0].set_ylabel('V (mV)',fontsize=25)\n",
    "ax[0].tick_params(axis='y', labelsize=25)\n",
    "ax[0].set_yticks([0,15])\n",
    "ax[0].set_ylim([0,30])\n",
    "\n",
    "ax[1].plot(np.arange(nTime)[200:]*dt/1e3,LVi[200:],color='C0')\n",
    "for i in range(len(idxI[1])):\n",
    "    if idxI[0][i]==math.ceil(percKicked*Ni)+10-95:\n",
    "        ax[1].axvline(idxI[1][i]*dt/1e3,ymin=0.4,ymax=1,color='C0')\n",
    "\n",
    "plt.xticks(fontsize=25)\n",
    "ax[1].set_yticks([0,15])\n",
    "ax[1].tick_params(axis='y',labelsize=25)\n",
    "ax[1].set_ylim([0,30])\n",
    "\n",
    "\n",
    "ax[2].plot(np.arange(nTime)[200:]*dt/1e3,LVa[200:],color='C2')\n",
    "for i in range(len(idxA[1])):#Lind_spikeE[math.ceil(percKicked*Ne)+10])):\n",
    "    if idxA[0][i]==0:\n",
    "        ax[2].axvline(idxA[1][i]*dt/1e3,ymin=0.4,ymax=1,color='C2')\n",
    "ax[2].set_yticks([0,15])\n",
    "ax[2].tick_params(axis='y',labelsize=25)\n",
    "ax[2].set_ylim([0,30])\n",
    "\n",
    "ax[3].plot(np.arange(nTime)[200:]*dt/1e3,LIa[200:],'k')\n",
    "ax[3].tick_params(axis='y',labelsize=25)\n",
    "ax[3].set_ylim([0,0.004])\n",
    "ax[3].set_yticks([0,2e-3])\n",
    "\n",
    "plt.xlabel('time (s)',fontsize=25)\n",
    "if save_fig == 1:\n",
    "    plt.savefig(fold_fig+'/voltJai_sup_0.pdf',bbox_inches='tight')\n",
    "\n",
    "# Population rates\n",
    "plt.figure(figsize=(15,4))\n",
    "plt.plot(np.asarray(rateE[1:])/Ne*1000/(countBin*dt),'r',label='$r_E$')\n",
    "plt.plot(np.asarray(rateI[1:])/Ni*1000/(countBin*dt),'b',label='$r_I$')\n",
    "plt.plot(np.asarray(rateA[1:])/Na*1000/(countBin*dt),'g',label='$r_A$')\n",
    "plt.xlabel('time (s)',fontsize=25)\n",
    "plt.ylabel('Avg. rate $r_X$ (spks/s)',fontsize=25)\n",
    "\n",
    "plt.xticks([0,200,400,600,800,1000],[0,2,4,6,8,10],fontsize=25)\n",
    "plt.yticks([0,20,40],[0,20,40],fontsize=25)\n",
    "plt.legend(fontsize=25)\n",
    "if save_fig == 1:\n",
    "    plt.savefig(fold_fig+'/rateJai_sup_0.pdf',bbox_inches='tight')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/3z8Defcs5LHQdYD7/ouLxfPH4w3319Ntm/31ZPHNi3LV9Wwh1k4MPEdPXzt1Rp73rOLZq2UezntW8bvzXWz3n58vfncxHhfXCnH8HrY6oyc9X3tPEfKmP1ourvWV8boCs5+rl7Oqp8fvreWv9xDLB1dALr55UY5vGcvFNy9KcYU4/jfTHGb7Oe9ZRTs5JrR2arY7Rz+wCsil65aO3++8Z0EenCX0eardLS+Hz9X7KGo79uTZd/34lrF8/nNmSe+wClT7EMvLxbuZ70rMs6292dpfb4n8vlGyhmXckdIur+iJNM56nqH6yts2u7/5ec/yPIf6bAq+8drXDsvjx2DJ5/y8lKMRPe+jdsq9AHZL6dCvXAfamAC8QVNKf7fCfZ6m3edZxrE3lr/fGbjHm8vz7qA8kxXTyTG+ZSxnXzW7rrObfdXsWufp6DC7TOsF15hBIHcaDoPnrMJfTw48ZCS/M++4XhfoIoS5Y9gogK7Co4j7BFybcjge2wcwIaRcXpbjW8Zy9NrRBsHg/GcP5L2mUOlTtm2DtkM4PCawrp7e9EfL8Yp2l3F9E6MeOoW+HvZdnWQ8lgceMpKrgLz9pGISbd23nJ2Vcm5uYzuxfPM7vmehuGVAoLa2u/GYpojp/YPvfIIiTekHDjyEJjgfeEgFoZn67oE+WFwh5Oi1I7nwmoUNfWHrJnhzE1tmsqinl24bHZ+4XB0M1urOWBs7Pf26Lq+MXjuSgyvWFhOc9d8c40KTtI66oSaBo989pb/1jde+ukuc3CanFo4TvVBMAbxOUyZfWvFeQ9e9ALxEOzbvucd7ynNuoTyTFdPJ4lTUUlacmOpQVkyrpIr3v20zgvXkgU0zGwVQs+7ECEqxefYNZqZyGFq5VUKt3NhWnEJlaFVaxyfY6gO8S0mz3bPrjMcblRUjHXjIyD3BxH1XO4iwirC2u9D3o/Yhi4s0BVI9w7dKQ8krJT8R73D0xLlixTN1oiVFefb0g1J2YII3F7F1QS8rX/2nrAbasqOV+6XbRkXdCLWT0DMWFqzHvZO/1LZExTdeu/Jfh6zUwvG084opgNdryuLLMtzPp5g+Qzv24557fL48512UZ7Ji2hIiO0wmExRzsyqDxfJyUOiPGmxc9WQ08gtS1ME+VrCdm/MP+DMz6/NCyYerzsfM5LoG6pASNj8v5dKS+3iq6VSboXyT5eXiXNvKKPdd7aCqQhRSxGKUzZACOBqFlYkcyVDwgkK3+peiqLvIlfdpaz+ECTJvWYXqZ8wEqi+PoXYSekbF1fTo+hLbZ7smGqntLaY9t3A87bRiapjvVlZKy3suafd8tnFsiCKKrwTwB47rF7XrL6I8kxXTllC1w2TS8SkiqUlXyGL8LlQajeyz9r5Bzcd47H8eZdByXafez5U3ghkTqc4TfF9IKxwp3yM0+HcZyjfxCezUesXUSxWBl1KvQ0qkUjal9PchS0tr96yiTKv3Dd0j9A5qApEiUIfqcgYz3mA/2Feq9MtChMvdtxqYw98xNHaqNlalTvjub7NOcpXpcLhxEkAfp2OUWTPp14ZWWVs4nnZWMTWU0pcQrxGB4ycA+FR5z4MATrGcc315/JtmcKTy+FXl8XsAnErJFyumLaHODpPxEyMcDQaFnxbl3NEoTUhxrST4gguYKwM2KOap4zHJ9zVpQKWWtW/m1ywTXTilKj9VBMc+KlhVV9qoAcT6WHZtIvU7KsXMFERtwqkuoPpWFSlmlVJWV+JmZvwCsMvHPVXoDtXlHGa8oX6wr1QtK8qKqWtVdnY2rn8y61BoYkOvM7EmsQsLa7LE4iJ9HA+tPs/Orr9v6P0p1g1mnQ1ZObVwTOikYgrgtZpS+nsR1z0FwEcBnA/gYdrvs+VK6T9q973ccY8zSqVVAvg4gEeXvw8B/CGAY77rbYkV05aQq8Nk4qEKR6ZPFGVGMDWpwA1m8im7IUEm5As4HtOV7tikZnNDgxs1kq+6Z8pAlyo89nWSqIoJnV72oXOmTdCeNLa2pYRPW3tRdZq6Wqi3L4r59ngcVhhDbXFuLr1PihF8YxVkl+tErtXSlgrttVKlvJaW/CuuenlWjR/gmyB11RX9W1Ldh1xmtS7ZQLlb+N4x9Z31d48Zf6kuPi2ic4opgC2a8rgK4NuB9FLt2nO0a2VplvsdAEeMe+4M5OFcAPdq19wF4AHt73eGVmf1xIppi5imgCttgrqK5/JZrNNHykwhwSdkzuozea1iShUzAIZMjMx85/ZrTPlmlBXpGHPituH7JtS2EWpH02aaOGnMb0gxraWsNNnaF9X1JHSeb1JE90ONnQA0lYEQVVc65+b87Scm/13rO3JR1ZSXWhequk3F1hX1vNFobWJ5OHQrmOqa2JV8feyLyVsq+ninv5tef0OT4S2ki4rpVkO5DKUrtGtHKCLrvhfAFwHsB3AUwN0A/hnFPqiPI+bjkSj2Nb0NwP0A7gDwERh+qZTEimmLYD/TZggpKqHyD/lv5kw+Ux4z+QIA2Uz06sy36btCzXdKIAabYGczvYoZ9G0Kc6gOpZgZt4EYgcisYxQfKyY/IQHQN7bErvL56odpVUCZQHK5DuirKrGTSSkrQXVNMIYiwprfY1qpy2IndhU/RM5Vcd/x2GfpdYd6jTKFN8co33ipyk+XHUKWWB2asO2cYtrHxIppi6iyCsRUo+qAldO3yJeWl+Nmls28x/qu5khKWI0R/kKmfqEVCOU353qvGGHRNtjGfv+WzxJbofps6fgEqa69f5cIjR0+a5zYvssXbdx0PXG1eX011PcsFfVb3UsJuL7VJiBNwUtZmaX0fXr+Qybz0z7Wx/bJlERxI4npn31xHmLz5nPZkTJ9xTQlL7qrEnWc9skOHa3LrJi2ILFi2iI6aPbQK1zReXXfDdfs36RMetWzYwdlxaQUaJWUiVusPy4ltH7V8lbfL2aW3jXYUr5J1wbqFEGOg7hNHp9yp0wCbXVcKX0pfRc1CIvKn+3ckPmrr+6Erktta6GyGAziJvHMFSmqH6Qrbx1aeapEzolSyiQntSx9bWl5OTxhQk2xk7n6BI6U6c+dmclX9h1d/WfFtAWJFdOWMU2DT5sIBSRwRd4TYv0ej7kGU19nnzqLKmV9e6jZUkwEY1e+fcJvFb9IldR3o94ndiubrg/UsZYEPLk2WUKCq0+B1BW+3KuFpq/rwkL1e1KDDKXUN9NfzpeP1EnI0DW+CKnT1q7qCCKVw1XKN/GW0xRZzxOlbVJN6CeZujYRW8KKaQsSK6bM1DMeVxsI9cA4dQ8ISkG2Hdu0af3fMVHy2pZUtNDcKz2u70YtH59PTmwo/a4QK9Dx5Nrk8NVXZXLrq/86Tbd5SgqZ4KdE+4ztR9Q1VEWW2hfZ3jP0nbvap4SoMk6ZPpChe8aUoa8vzDm2xk4o2/YwnWRQRors0RFYMW1BYsWUmXpyDChqIKlzQAiZvrm2MNBZXs6/alplpUUId6h/Vz5T/G9C300R+z1sASNsee/wQO1VAlj5bBZfWw4F+NL7rCYnrFL6y9Foo79mahuLDYJmo45+leIz2EUrDBu2YDux9cK2nVvuCLE+5bbOrYIo/v6+Mq1rWzu9HvZkMpIV0xYkVkyZqSfHgGKa3uQW9AaD8OASWsFS54QGOFfehbALgzYhouq+mJT3zP3dpEzblsJX5j0YqEmTLV1WvLtMaMXU981irA7qEmyVCWTKqqPyhzOji8e2u5h+xOcrnVsR0PumPq+YuhTG2EB/rvNzRoj1KbdVxnzlm+pa7fW1U+VO5Hu3XGOl73hPYMW0BYkVU2bqqWPlTcp6I91S8xAbYS8kDMzOuvcr0wfFSeyJmuu76XlPucc0QBG6+yAkd41Q+/YpSE2vlAJrAnWqlclg4F9lo0yYxJQBdYUy5p0o7anPPqY+pZsat2E0CvtaUwgpruYkih51ucqq+czMRrcV8/v62uvc3MbrUwMPpua/J7Bi2oLEiikzVdgGnqrmty4BYZKKqWtWmDogxZhPUVYJc72XzyQ2ZiXPdq66d9X8Tht9NyvsGiHh3fW9crfVUFuyWVFQI/NWeXZIKYnp//VoqaGVN4ri77I4sY0pfbLC0Knqt0nZ7kzfMkbdM2U/TtfxOky5XXW36ckkW9J3Lug4rJi2ILFiykwNvoEl1pyM4l83qQi4yk+Taq7rGvxiBjxzIKrDJFAJbaEZbNM3yTWjHWPSTE3Tsg0Kr5i2lyoRdSdt1dFEUkHOqP1IyI/f1dfpfY0OJVCTbyWu7/jKh/J9KUqh+uauMWrTpvD2R76IvHXWXZMqY1eu7WzM8u8RrJi2ILFiykwNIZOhGL9I3+pQEyZyqYOVrpjHPo8S8dB8FnVVdjBIE8xsQgo1wmVKmgYBkn1M20tVa4/Z2Xr9waukXOaHCwthywtTaU3Nl2ulM7Qi2mdT3RA5LJYo+8Om9vs5YxrEpkmvmKqJGeq2Nz2cjGTFtAWJFVNmavCZDMXOero65EmHaU8dfNQ7VDFlpkSNVM8z/VFD5T07mxaYgmLORxEwXMKnbca57wIkR+VtLzmE1NGofh+0SfWJZtv2Kd2ud65qXhyKkGprL30ObkRhPK62mufyMdUnDlMVy5wxDWLbjK1fnYTZMGWMtm231gNYMW1BYsWUmRp8g3/KgGETNmLupQJ3TGKQ8ykRVWeSQ2VrYvPzoV7rgmLOSP1Gc3Nuv6+QuVcfYZ/S9pIr2madE2qjUZyil6qg2Ez/h8O0ew2H6eWR0i6mvY359tuNqcO6ObYZpC9lnKP4mMbekxJd3+e3XEc7Nbc+05/nu66HsGLagsSKKTM1+MylQh23LiyNRnm2SFFCR90zsSGztaozyVLSTGhd3yBUPinf1VcWIXNiV4ATn/DUZwFy2ldz2kyOvmNmJn5rjtj+p66+TY/Ka+trqtw7VZlRiodr64+Y7zgNbazKGGQrJ1egu6Wl+O9ICUAV027U1i4hv1pX3alLVhgO3Sv6obpJDcrVkeBdrJi2ILFiykwVrs4xtiPPsVKhBr4qs6DUVUL17q7ItLEpNJOsBmCTmIGVKpTFDtYUPzJz4AyZT/VZgPTVmxYLGFOB79vE+IpR23yue1Xpe/TkM/mvKsSH7hOzshuaHJxmH9PY75QaQ0CIuBX00L7g+oRlSlC/mMnUqubIKW1Tjd+hoJGUQGAdqt+smLYgsWLKMLK56JSmWXDMtaHtHkxlKddsqzmT7ItWmLo6GzNoxQ7W1JVq/duEtsGw7e3aJ3wRjVsqYEwNvpWIqkK03pdUif5ra4MxK5rz826lwjUpVFWID5lwqr6BOna4IsP6XEOmgZjvRInU7rtfaL/TUL2iTiKH4lbo5sWUbd1UXiYpp+g+pK666RtD9XGhQxYBrJi2ILFiyjCyuo9LlWT6f1IVOJ/vli0wQc7Z1tT7UlYZYkzgpExT6KWkCRmLi+H7hzZG7xMxkxBMO4ntB/T6nKv/CAWUiZ3UMpXvHJNwpnmorX7HBKLx7cvZQgF9YlC/1cLC+glAl4Lqu59t66ClJfpkW0y9skWDdtVZSt0Zj/0WEJR6GOu/HaqXoWeqSeyY4IgNw4ppCxIrpgwji0GkqiCTI8Vu2G3b7iGHGa0SAFyDTep9U8vDR6yPqT4LTIk86PsO07anZ4wQrsqhJQJHr4lZbYtZdTHvlWvFlLIaaVK3L74thco8Rsn3Wbj02Uc9RMwqpO+4CuDj+y7mhIfNpNY1fkoZP6njmziOebfQBGnId1U/z+wrQv2Br1+htMnQdj6hdj9hWDFtQWLFlJl6UoJk1Onr4Qoq4OrcqatV4zE9QFNowAkN7nWUR+gbhgY/fcZ9NKKVhU8gCM0Cdw2KcpOiHLRE4Ogtsf5bVCHRtiKVoz2r4GJ6/in9VxNWLb56G9MWQopDXyeyqOh1IEfdsk3sbtpE78Nd3yO2/7OZDvsmJ3z9p69s9Ike37jmMk+m5inV9YhqQt2CdsCKaQsSK6YtY1r9TJqkiZn4ULLhG5h0TCVNBSIImQKZAxJVIbMJsTl9YShBKCiKZqzQo+9naJvh7pOg6VJuzO+aOgnRtfLoEj5zWBsUs7rY7ZLU8yh1wQyMIqXdF9YcB5vop30KfopJtKv92MpkWqn6nRXm+BBzDzXm2OplbH7MsTjUTwJ2dxbqWBNqozZ/Zps5s2/VOXYM0FdqKeXeIKyYtiCxYtoiOhS5rFfkXP2M3bPP14mb+BRFfcbUpnzGbhofOwibg2OMeW3svXPf31aetoimNvPUvrTZuichWiBw9AZTqPSVe0w/om+94rPO8H1jqg9bKKq37fw62npq/+Mrx9C9XNYdVLeFvk9cV+3bU01Obfew9e2pe+Oq61Mtn6hjDcXk2RYXwezX62hDIauLFkxgsmLagsSKaYvoy+pL16DM4lEELjVIhO5H8dOKNblR5+cYUKjvYZaRLb+5lPRYv5iqA2hMW+yDsBjrK6dDDSLFVMdW1qEAK7Z7xO65THkWEBdcJbbPyhkROPZ8s/xUnm2rTD7FRd0rZazvyyQYhaqmvWa5xEb+9Y1/KSuGoetdymLIsiCnL7ZZ93Ipp5TovKpttKAud1IxBTACcBGAMYDPA7gXwP0Avg7grwD8KuEeDwbwRgBfBHAYwJ0AbgLwAgCCcP0jAVwD4DYA9wG4HcCHATw79n1YMW0BISWAVxvqJTSLJ2W481Wb1EvpHwTn5+kbfdsGoFAdSRnI1Qoh9Vm+Qc00n1IKZBWhMsfqKLVcQt+wr20xdUVB4RPW+yo8N0Hsd7IFO6kyYaRWdXznDIf09h77PpR+YG7OryDH9kW6wB7qiyjlmjrWT+vEdRUFKdaCSe/XfGOArU3FtCvTvLdq/Aid1PHSNgETa85vyz91gsAVcGrCdFUxPQpAaukwgIPGbzcAmHdcfxaAO7RzDxj3/DCAEzzPP7dUhtX5dwNY1f6+lqLcqsSKacPwakM7cK0gKD8tSiesogK6BlIVOp0y0LqE+5BwkjqIm8pDbMRJNTD76nKKGdTiYp6ZW6pZsvre0yYExq7E2eqMfq+uryC3lZSooDbhMrUdKUGTMmblDoqm6lKu+1GTXn9T+u6Yc3z9y7RNlinqdNvwlX3sGJAaXTjm3aiTfCntxGVdYSrRy8t0iwszv7H+8A3QVcVUAvg0gGUAj9B+3wrgHZqCeL3l2s0AvlUe/wKAs8vf5wD8NoAj5bGrHM8+Q1OC/x7AY8rfFwBcqT37cur7sGLaMKGBjlcbqhMSlF1+mUqRlDI+sIfNVMe3BQtVaHGZ4anZxpgAR76BKUYZDClz5rm2/A8GG3+nRCOMyR/1G6pynBazOYUt0AdPmrULVx0eDuNWN6pYMEhZ1JWQ2W5O332qOWDuZArMOd/JFWwm1kRzGtrg8nL8HpwxZe8ym40ZA6pMWqS0x1DALF9+XGbDlDEgdoI5ZHHQsnG1q4rpzwaOv11TEB9uHHt1+fshAGdYrn15efwBpXQax68vj38LwCmW49doq6inUt6HFdOGCfkHtajBdhJKR0iZxYsJBKSeq5u0UpVFig+GbYBWq7Xq2SkBGvSZd6oApgtT1PNts7C2QTGXIDo7S1vR1b+f+Q2ntS2ym0G78Jn82epryK0gti2pybq6fLx9z1RMagUN2GheGNMXUfbGjjF/74BQXwu5v7fLFNf1bOoYUHXSIuUd9XHfzK9tElhFk3eZIsdazVDLO7VMG6CTimkoAfhxTTH9VePYXmVu67h2oTTtlQCuNI4NS4VWAvhDx/VbtWdfRMkvK6YNM82zoJMgVL4+kxc1gKUoefpsJkWY0QcYX55991KzrqmDCWXFdDSiCVyUZygoK9pVB0j9e4eEamYjlHbUYmGjN8Sac7rq+mBQCKj6cTXhFWofk46Qa9u6YzTKu4JG7a9s+2P68u07vrDgXynra6C1WFx9j/79Y4J52YK3xZRpHROoVXy/9T7YbJszM2vlpMfBiCnn3G2o5fRVMX2cphz+R+33H9B+f47n+hvKcz5p/P4M7fof91z/+fKcd1Hyy4ppw0zrLOikCAUw8A1olL0xfUmt1FEEGXWulPXNXPqEIDMinqteUgM32ZK5RUTMaoHvvlTzaNd76Wk4rL1KdhJfP8V92OSIncj0Cbqzsxv7N1t0UGofUlei+rX63lO5UYxGce+gK/w5V+42bYp79rShK38565ItlkJM3xXqB1Pyq7ZqSbVCCEV6Dr0bNe6F2SapbaElQY2o9FUxvVRTIH9A+/3Z2u+P9Vz/OmWOa/z+Eu16a2Cl8rz3lOfcQskvK6YtYBpnQSeFT5DzDQSx0edcKSZ4j+mLkXsGUymfNqXXNnjY6mWqYKqb41GDp1C/o55P1yrKwoL/PirpEwTMelJWCrg/y0usIJ3bzzP2/Cp7PqpEiQRsa++28TTWBz/V7z50T8p36dhKUxZSLZQoyTQJlzJ+oid0fuyKuvLjrDIBrt6L+tyQzycl3zZzYJe85AsW1UK5t3eKKYBTAHyzVAw/bhzTFdYHee5xmXbegvb7G8vf7gzk4c3leXd4ztkOYDeA3Vu2bEn8fAzTAXyCnK/zzWE+qnfiMefrnXROX66Q2SVloEh5rrl5N0W5pYauN/PoKy/qN/UJhC0dTBslNXovE4c+WaXaUKgO5pzcip0sU22xaj8qRPw9XHUuJv+mhUeOMlR9S2r++0zspEFMMn0xFbGm8ZTz9THCNdbpYwxljA+ZrsdMpKu8xsgllPrpa6O6xYKrX2hJne+VYgpgAOCDpVJ4H4AfMY7/vqZwbvLc54XaeQ/Rft9V/vb1QD52lufdT8k3r5gyvcelTPg6Xiknv2Jq66TrHpj1MqIofil+XSnbRqT6V4WCiVG+hUso6bPJahWFm1KmLdoOoJOk1r1c5qf6pBZldccVcTbF4iK1D7X5EsZcG2PhQUn69/L1o6Foq32lLh9HVe9iJipSV0xNQu2WUiep8RFizGtzrEpTrZqq3LMB+qaYvk1TKC+2HGfFlGHaQmhAiPVFcqUY0x5bHqo+X7+XD+qAmzKgxQ5YVZQ937OUKXPq4NjXQGVVFW6q4D6NwnYuqtS9mKAqLt9H3dQ/dK86tolJ6Udj/UNdLg05BG5T2fT1o32Z7IolV53xfQOTHD6mrnqjX+OyUArVyZiVSTPacMxuALayCrU3ilVTbGqBX3VvFFMAb9CUyd91nNMaU149sWLKTCV1zs7qKXW2P3fydfg+Zc28LlY4pPpThfbwo+Iz11VCvE+w1vebNfMSa/bVFShKT2hFlWLm2XUFvklCdY+y4u1ShpSprM9PTEX0DH3j3K4HruBa1OsVoXwvLMS3e4A+UWfW/djzp4HQRHCOKMw2zImb0Iq1LwCg8hmlWJ+E2spgYHezoZgH6++WMjFMMfO1rUJXtfJqQb3vhWKqBSuSAF7qOY+DHzFMW8gd7c+VXAGHJp1iTI3M6yiDm01oULO9vi0rYk1HKUKEbXXFNJ+yvfPCgnvjcSn7u2JKUXqoqwoxkxwMnVDwL1cUb6q/ujqnSr+oVqRyTMTpdSX1fnrfEKtcUtp9TFmZq7exq1HTgK88hsM846iN2P4th79zSIGbmVnvlxkynw+tssfkOcYqyvbc1PbaEkuBziumAF6vKYsvC5zL28UwTFuY5IqplEWH28RWC6EO31cOauaUagLnWrVxCcRKkKX6N7qCY9j8Z0OBYmzPDCmeffUxDb13rEIeG52RCeOre6G+TJ0X8r+WMn3F05z4oUYZda2CUSfE9L7Etr9yqIwoZeJT/KlJRRamBn+bxrbi+9Z63aoyjlb1M02VG2L8MYWgmeDOzNAnduuUd2y+3NQJhFyWUhnptGJqmO96lVLtmr3l+X/qOD4EcKA850rLsUPlsT9wXL+o5ekiSp5YMWWmkkmsYpq+J9Rn+kzqqEkX+FymSaFZ2xjB0LY/HMWM1/aeKRE1bWan+sBXNZ96aP/UIEFtJaRwx5ow91WBbxrXBA410nRIGJYy3Yfc/LbU/ssVsGU4pCu3oQkU9RzK3qGu+m2Wfcx9Nm2K8/ULBarrKy7z0aWlOD9pSl3R8bUfqn9nTF2qch/bfVWkW98YVbe845oYNvNn5rWF9byziqmhlL4k4rpXl9fcC2Cr5fjl5fEHADzGcvz68vg3AWy2HL+qPH4PgFMpeWLFlJlacgUK8CVzqxRquPQqA8lwGFYMKCa8UsYNoL4VBtegGrqXTigv1GfH5tNXjn3Bt2qd4oPaRwW+rVAUpdC2VeobxfY1rqBq1OuVq0Oq0qGvuKRcT+kndFJ89nKVad9xlWvOsdk2mRayGqL0hbF1aZJxJ/QAYnU9wxeboWN0UjEF8FpNKf29yGs3A/hWee3nAJxV/j4HYBnA/eWxqxzXnwHgYHnOxwE8uvx9COAPARwrj11OzRMrpi2Bas7I1EOuGVnXYGgbKFzfnCr82MzgZmdpppSUwTjFbEqIPEEqYgUIFYghZo/UXEJG3wn5MNrMvfuqwLcRygSLbysJ9S1T2q1LiaL2G5TVTltb1/NtvkeOpBTm2HLO9Wzft+6rnJDz+8UGCKJM0lLOtSWXj+kk406ELCYoKWbl3/XOHai7nVNMAWzRlNJVAN8OpJda7nEWgDu0+9wD4Ij294cBnODJw7nliqs6/65yhVX9/U4AgvpOrJi2ADZ9a446FdLQQOHKT4x/hq2zp5hehsyXJj1wUsontKJDzW/KarCrHPsGZbKEqhBMmwLfJCnfJ1ey+XBTrx0O4/pf5as5iT7IZNJxCWzfuM9yQq7ydcVGCG0DE/ompjUIJS++rWR8E6lmm1UTzpMK2mimE09ckwtS6nGH6m4XFdOtmgJISVc47vNgAG8C8CUAhwF8F8BNAF4AYEDIxyNR7Gt6W7nKegeAjwB4duw7sWJaM5RZotjgIkx1mlJI9YEnJgBPTP2g1Cef2dQkzYxsyTdg+baziL03r5iuhyI8xJRZnxX4NuNTUifVduvoQ+bm6nG3oLbxKmVJvTYlUF1f+iNX/xPj96xvYRK7QkcNkKXMVql58plmu97Z5wqRu235rCn0MogdNymRtVtYdzunmPYxsWJaI9RZor7uj9hWml4NdA0GMXmK3QSc4mMaI/gNh/VEGfbtITcepwVncUX+SymDls7yZoEiPKT4HDP5iBG2m5pg0v3ocyUh0tp+SkoJvha63/JyuL8Mfc9pkBNs9Ztal8wYDbFmoz6XharJ9/zYvOaUX0y3otD5LtcNW9IjUfvadctgxbQFiRXTGqHOEnVoNqkXNL0iqDpt2+8u4UXv5KmDV+h8c9CPHYTrWI2JUbYpybYJeKicXBEFW+wXkwWK4EtdVeizAt8UseZwTZn9dTENh7TtqqhlajNvjg32ZjKtcoKv3FxbgaWajZrjQa76lfsbpQQqs+XJLBPKO9sCOpqTudRJ7hbWXVZMW5BYMa0R6gxnh+zve8EkBB3fwBbyFTG3NfDt01lFeVpenrzwattrkDJQpQgJoVVliuI+TQqqr4x1pT3W9IzJQ6xi0qSrgq9fbDoPvvodqsOUe8V+P71sQorxNMoJoXKjuhu44hb4vnku5dQm81XpL33+qdT6bstP1evV+1D6HpclU8OwYtqCxIppjeTsIJl81GGC6hJ0XIJEzCAwOxs2QaUIK6aiVXcZ5BjAVb5Ty99GqqkzpYy7DPWdua9qhlhTzjraeNWI2zH7k1JS7N6kvkRR+kL9tm8FiLriWnVCrW9QrGUo7gbmvrSUPbRzmc3mDASUI0+6y0zK/VzjdMh0V78+9f1rhhXTFiRWTGtkWmc4206ow84h4IR8XcbjOAGNErjIJyBNwq9WN6tKLccc+Q75rVQJDuXLax8ITZr08Z27gqtNVd1LNKV9Vukn9Qijdfijup7pm5Ckbi/i648oY/vSUlo/qD9/2hRTKcP9kurzx2P/5AnFR9K3GphaV/XIvNQFC9e3dl0/M7M+YnBoEik0Se5rL6nj9OKi35KsBbBi2oLEimnNTOtA0mZ8HaOtg52d3ahEmsKVbqJqBvBx1YHYQU5BnZHUnz+JVWLKljW+ZDNZTjGlWljwtznfjHrManYLAzdkI7TqwP1a/Zhl7Ar+owQ68/wc+wm72kjV++hCaF2TZjMzG5VfW5lQVuNs/bl6hv5vyFKDOhnpWpHq80Q3pU/xKXXUekQZm3xlmqKcUld09boVu+2Tq8748utb4VT5cdU5/XtR5At1XWiruoZhxbQFiRVTZupwCQjKZNY2QPr8DX17pvk69ljlTfeDog6EVYW+OnzCXPc0TZal9D+fGqWT6oNECZtvK+M+EisA9klAbgMx7dYlQNaRYtuIL4VWgPRnpvQxrv5Xn1Sk9qk+9whqW4h5D1vfEutj3CWo5ZjLPSaUQubUKYECFbnGH1ddiJ3cDVkLuOShmP6JsuLbkrrMimkLEiumzFTiM4vTO2EzqItNCXUNUj6zFd+xUCfve6b+HlUH6zoE3bk5/9YJ5sDkK7/UrUtcwk2M4CiEe+P0PpAiALZAqOgNsYFIUtr5YBAvYOc0u1X1xZcHNVnleu5waO+PVduMMZuM8WMMfSfbuVX7lj5vF5MjHkfuSVRffxYbODD3+ONLplId2q6Fcg8Tal5d38+Xn4ZhxbQFiRVTptfkHsRirhPCf37dvlWp26vErCTEJN3E2Vcu5vfLNUMeMq+OrRM+X+I+RKmNbTstECp6A7UuplpfpKacz1H1xefjpurc8vLG4z4Ll1A52kzSh0O/+bMtsmqOc23lGhN4qcsTQiFT05g+JedYRXm2zYqK+i31yVnlG5qzbemrnbFuPOYWa7axjXIfn3Lr+uYtqMusmLYgsWLK9JZJmf34BgfXc3INQmqF1zfI2H4fDDbuM2ZTtHLl1RzkfeViM9+yCZ6x5ouhWeCUOkH1beqTqWsfBeS24TP3s7UFyvlV/cxDwV9ifVp97gb6qmHoeEo5xvgk2up36NoYH1qfxY1O30zox+PwXpcxAXFSzNl97SK1P7MpnaF8zs+Ht1Izk689h8z7Q6uovrz6rjUntmO+VUvqMiumLUismDK9JadQEpt8Pk51rDr47kkJXkBV+AaDNAHX9FehnEshdpLBd+9UwYb6/L4obi0WKnpDbBlTzs/R74SsPGJXehW2FSNK1FCXxYJvpRVYH700Jb+ha3V/ed+5PsXMFcym65YYCkr5z8zE7R9tK5/Q6lzO/oxyr7onq9W7+doN1Z2milUSpaxaWJdZMW1BYsW0Zlra+KaC2MiiVNNa6gCinqHftw7zXV/edV9Tah1MDZbgSr5AUL7vQyVkJhdz79iV4hhf1z6ZunK/Vj+xZeybaJqEhQhAN0mMMVP13U/5rKf4Q1PbbWpZUnxop9lnO0UR27Rp7TrXaqTZBlzKou5uYQY0pPZnpjmvy2pAt1xIaVe6gk7dBiblWVUms1qy3UtVWDFtQWLFtEZiZuJY0MtP7IA/HofD+asBjSrMmN9/bq6ebRxmZ+2bzdsi3YbIvaIbCkQS+j4uYSPFRDFlNVYJHeZz1PY207ZiykyW0NjgO163ZYhNMA21CRV0ieq3HGpfrv7UpwhQLR1izHdtScrwODStFgi5JkuWl90rozbroNHIHtE9tswn1bZ095bQJCzFvN+VTN9S3z0ofrQdhRXTFiRWTGuEqhhN68BUNynlGtrzi9LpT9KP1TdYuOpbiNz5pqwcuL6P7Rva9pWlpCptyuYPpQdfmSYfU2ZyhPown6tAjBVIjmSuXlGeTTHXta2IUvvDKu4csea7tlT3il2XofiYUtJg4P+OMZMLMWPlpMZ3fSXS90yKXBlKtm8Uqrs9q6+smLYgsWJaI9ToldNqyjMJYleiqd/MtWq6sBBeBZh0SjGNnXT0Tdf3yTn4V9nehbLqodezHg/cUkq28JgUoXo36ckvs13rf6eaAYaURKqVCvW+rmjaIeUwpYx8/QNPRvt9QHPWUwWlvVSVFerMv+88lyVezHPYmk+yYtqCxIppjVAVTt5+oT1QvxnlvLqExlgfz5QJjpz5qmKylrPcfNu7VBFCpo0YYX8KBJlaCY0NTU1+5Q6cImVRT1z3DUUs9SnJMcqni9TJOtcY7lLGqFFN+0ad9VhfcYx5To4o7so3NFf+fWO/q8+Neb4r6vcUwYppCxIrpjVCFcR5xbQ9hEzjKD5RvntVTbEDeOosfKpSbZrYKj9MvUxiBr6qW1zY2lSKguzztZm2wdsX5ZLdEvIyiRXTUJ9i+56+eymo/d9gsHZNFQVF76dtFgtV6mZqOdvGcOoq1jS1G1//qiYSTjzRfk7IrYMaIZn6/RSU+q38X22xJqh50PNPvUb3ra1iLm1zrfHFe+iBMsuKaQsSK6Y1Q2m0LMy1C93nKXYLA3Mg08Oyp261kppURN5c7055nssPM5XcZRLyO/OVSy4f3i7jE6qVEDntZZSTFB/T2GQLBKMn2xjmE/BVvzMeh++tknqXqv2jb3KkSt3MEeFUEaMcTUu7CdVjtdLtOhb6Pj6rHV+iRHEPxaVQ5+ltKHYVNWUianExz8SVvle6Wc62eA8dl11ZMW1BYsW0JfRs1qkXxAbOMCMAujryFCEnJZJvrFBTRcj1CX5VzNPqCMSUajrvu++0EFJIXMfYLSGd0NgQUhSrCqWuPPn6ipmZuFUh6jYzlBSr3Lq2D4sJfETxK0/5TtPUblInJij1xlzJp97bteKtm4b7xmZlUWPWi5R3jM27EM2Z+usTWB2TaVkxbUFixZRhpL0TDSkwLrOWkHLnWll0Cfa+laicQk2s0GRu+xAbdZdqTeD7DjH5DW3vYgohZv5cAsjMTFw5dxlfmVNWDpj6qEMI9QmT43Gera+Gw3x5T7kPNUhSFYuJ1Em/aWs3qd8vNHYtLKx/DmWss638xX7H0aiaGa9+HwVVFvCVi4p2XWUVl1J+ofJsIZ1UTAHMA3gmgFcAeD+AvQBkma4IXHuFdq4vPSpwn0cCuAbAbQDuA3A7gA8DeHbs+7Biykw9OU2/qMqdee/RyB6pUYj01YRYoSbmGTYTXeq7uwRBmy+vlPb3TykP3/YulG1qfGlacH3jkDldBwSSzpNz1VT1OyFyPaup+6h2T+nrbf0QdeuMlG/TEUE+K7HlpFspUX2fpbSfryaHze+oT1DGrujmUvb08ZYyNvnKxVWvcsbEoARHayldVUzP8SiUVwSuVYrpEQDf9qStnnucC+Be7Zl3A1jV/r4WgKC+DyumLaCjJg+9wGc+ZJvtDAkLVLMi12DiEnJSBrjRSMqlpbX3U7OkLmKEgioDm8/P01XOZhtJHTBdPj+pSnZHBtts+AQdn9LK5MVlrZHaLlKjcaY+L0cyFYmUviBUbjaFRi8n17YvZj8e6g/N3waDattbdZUY5ciMoRCq/z6FMyb+R1NJH2ds9dD1d0wkav2+1DZo8zGltqcW0mXF9E4AHwXwOgC/DuBbkYrpxxKffQaAg+U9/h7AY8rfFwBcqSmnl1PvyYppw3Dgo+agmt26BkIbKUKIa/DR82mLrBfrx6WSS+CJGYRdg7saEEPvGDsQ63msMgtNHRipA/M0tlVdCVWTHj4hfdrKp258YwY12JCezMjZMdS9B6Wvb6gymaT6gpAJY2jSyfVMqoWHbwVuWtvOeBzeHsj1bSgrmjHlWpfvdmqi5Jtilk6ZhKKM43pMDUpwtA5M4nZVMZ2x/LZnQorp9eX13wJwiuX4Ndoq6qmUe7Ji2jAdbsCdJ9VsyIYv4JFuokoRlqj5VIpyrJmRzydSv59POfOZ44ZMj6mmybbVilDo+5CgTG1XvjJn6wa38OObuZ/m8sqJz+w0RVGsEjmb0iZzJ1cbrmt1y1dvY8yHbWbAqe/aR3xjKGV8kLLob2K+aahvaip4kCtRlGqfTFnVtJdq4t/hBZdOKqbWzE5AMQUwBHCovP4PHeds1VZNL6LclxXThkmNEMrEERPciCooUJVRfVYxRRChBmGKeQ9qmfmEAt9qgS+0f+qKqe+6mZkivyHBxGcebB6z7ck6rYqWWVYUn7wOCyetJdQmUwXpmMjZel0YjdJWaUPt3teOfWOjmbdcecqx9Yt6N8rKEuVd+0TKpIJLudS3aAt909A3btuKqXpvHznjUVRxM+uoixorpnHPeIamdP6457zPl+e8i3JfVkwbhldM68clIKcKLi6zRTP59v9yDZQxwo/q7GPNeW0rpq5BxKeA+N7JFmlTvV9qWfiuUzO5ofuG6oRu7mSuBA0G/j3bOjoQB4kRGnVBmvu2/PgE5cXFPIJ0yDKkTp87VTdC76nyYvOzjelzU/KWWh4p109LW0mxXqK4DrjuSw3Ok1t2CKW5ufC9Q5MVKX0AdbLHNq71bNybZsX0OwA+C+Bw6TP6RQB/AuAJnmtfoimm857z3lOecwsl76yYNgyvKtSPzyyz6cAGuo9ejDAYiibpS6Ypju/+vmOxA6BSVimz2bGrE4uLtPuG7kURjG3X9Lkdx5aFgq1B8hNqM7n2A3UpRHWuIAmx1l5CEZ5dCt2mTfXmz0aMO4VLsLf1433pPyjE1llfLAOK1UbMN9ZXYFUAQZeZa0rMBz0p9xzffUKTFSmT1THm8Xq9dEWq7nC9nWbFVKKIpLsfwFHtt2MA/ovj2jeW59wZeMaby/Pu8JyzHcBuALu3bNmS+v2YXPRsxql1+ARkvexz7MmXQ9Cx4aojlOeEovKGBnjXykRds8a+QbKKPxtFaVLnxX7HPq8OxgSC0k2dO7xlQCvxWRsogTbnRJttLKqjvauk902u9jQc+o/XmSj1toplzDTLASkrpr7jIZcNan/tU8xsStnsbPyWMrZ24BrnXHur6u/nuz6mPvq+C2UCpqNUUkwBfDVT+kroWYS8UBXTbQBeBuAxAGbL3+YAPL1UFGWZXmK5dld57OuBZ+wsz7ufkndeMWV6D3UQmnSESdsgGCuY1ClM+VYI6lppDkUIpQa3CA2+FHOpmO/Y59VBn9Co+1JTzNs7PpveKD6f7hQLBiAsYJqm6lVXY32KtY5r1UcFapp0UBpqvY31n59mZVQn95gS+l5UC5cUxazq2OKL4GwLLufaD5yafOWU2s46PO5VVUyPZUqroWcR8kJSTAP3OBHAP5b3OQBgs3GcFVOGSYE6COUSdlJC1ruC7YQEFd8gWFWYsgVEGY/971e1DEN7XqaulJgrxZRJiJjVjz6vmFL94GLqEROPrz6GjrvqLUUhiDVvP/HEuCjhrn7K59+e0g/Mzxf7OsdeF1NvqQqWmkzoq/k/FTNYlb7fJmWii1JvKc92feOU8cxnQZM7VR1v9XExZmW5atm3mKqK6YW5UuhZhLxUVkzL+zxNWzV9lnEsmymvnlgxZaYCyiBU92CiBhGbX6kviq3vXUYjuwBI2XNVvx9lpauqoEAtIx+pA7E5UMZc5zqmIgG7yrBPQuZ4HP5mfV41bgO5/KLN/o8igMZui0K1bPD1UyEXDOqWIuqdl5bSlHcXrjGF4nPqU647LNRH4fLTNJWlVBebHP1OikzgijnQtq1nhkP/+KXyG5tv3Ve8g1RSTNuUMiqmQ00xfalxjIMfMUyd1Gmi6poBVsKP71q9k3cFN1lY8AtIoVn/mAAeORLVpM8kdfLAFFIo76gERJeQbQsi1WezvFTFaFoE7boJBRqh9F8LCxvvW2VlJLZ9x9SNUH2ytcuZmfWrbnrZxL5DDlNQ33nTPpFDqXNVtiPK0e/Emo3rVk5VViAnpcTGBjKkThJ0ePxjxXTjfXyKKW8XwzB1o3fSuQYHJWj4BC3K4BESZsxVkJDg5FKkUt47JoT+aOQ2qdNXIV3fJ2XyIHbFVC8rVrgKQnWq76vGTUJZXVLnhfqTUD8xyRTapiJ2Syflg2oSGz8g1LZj+gSXuapvNbXvk1xS1qt85ex3Yp6rJlZ9q+mU9nbmmfkniF3lHTMpNTu70eXItbKaanHQMKyYbrzPkqZ8Pts4NgRwqDz2B47rF7XrL6I8kxVThpEbO8mcgZCUsOIbiEPPo/hV6UKRzz9LvW+ubWAGg7Xn1blVhUIP3y/E2mqxayC3mRbFCO99X9lIXVm3ndtSYaPzxE6OhKJOh+4bSkrJqtrWbSu4Or76FFMmMXmiKDUpfUIVl4k+TvDkWKVXfb7pn0qZgK0rn6HvR7FOyhnvguLzGvM8tT97SpRj/Zu0tI5PlWIKQATucQKAT5X3OQjgFMs515fHv2kGRyqPX1UevwfAqZS8s2LKTD22wEO5EmXlTa18+EK8C0EbPNTKqu8+vry4/GNcaW6u2hYuvjzq30dfcTC/lS+Qi21VSd3T9fzBIF0A7hotFhAYDaoiRJ1YUt83tY0qcrR3iuvBeLxeEfYpxTblMKbvsfUXJil9gusaMzhYn/sbnVgzWVfy9Vc5+rdYqwLfyqS6n6rnOdpPKC8KX/1Lbf+K2ImaFtfxqsGPGtsuBsCpAE7X0r5SIXyd8fuCds1TAHwUwPkAHqb9PluulKqIvBLA5Y7nnlEqrRLAxwE8uvx9COAPUUQZdl5vS6yYMlNPXdvELCxsFK58g5YvYAh1FTdkUquEn9BANh67ByxdkKqj7PTBiSoUqFlcfaANzY77fJdifPdiAk21DZ+wkvpOvGqaH4ogFyNAp0aoVfU9lK/Y9u5TIGwmu9T+Q5Ha/7hIUXh8z9Tpu4WGjitmQpUxQyeXAmT2acvL8ZPZrkjMdabU/sGXBoPqK6YtruNVFdPGtovRVkhD6X9o15xjHDsE4DsAjmi/rQLYGXj2uQDu1a65C8AD2t/vRGB1Vk+smDJTzyQGBcqzXIOGEnhyKIGhQBJ6nn1Bf+oImKISZbUylKqY49nKIvS+lK192oivDHTFIMbUl1dg80Mp17rao55MH84cwq7P1DDkwkD1a4vND/WbxEzA+Cb6dFq8mlQLOcYS/ZtRViRzKECxQZko7ji5k83VIvdk8tyc33zZ1k5aXMerKqYX5kqhZ1menaKYjlBE1n0vgC8C2A/gKIC7AfwzgLcBeBzx+Y9Esa/pbQDuB3AHgI/A8EulJFZMmamnrkHBNvilmNMoRbDuQUzfWsE3eIxG9c766lSZTU8NYJLy/cxy68pqYagMbN/aFX00VDZMNWzmrBRf6CppOLQH7jEDulTxz69q1kjxeU7pN3K0ZarZpnnNNE7u5OjrqRMlOfqjmPypictJbhkzHG7Ms88SqkpSfZHZXlyRxFvsR11JMeWUJ7Fiykw9VWYQhXDPnNoGP+r+fnqyRcILpU2bNuYz5vqmInVSVw+o38Yk5K8a+n6hcmzpYOskdcUr1kSsBSZanSeksOT0IVPX+czZff7bMSbFPuUxxqohNh+Dwcb2PzfnDuRGjWoeWw62d+jaBFcOcljHUO5B9SP2EZooNrdVUZYGk1wxnZ0t3pM63qmySd031lZGPtelltZxVkxbkFgxZaaeWB8mlZTg5hIY9UEhtApZ1ywmJSIfdXBNSSkzxOa3SVWSTYHPdq/Z2cIX2LzWpVD6ytK3/UObSZlFpwTVsLUVJp2Q+ZuvH0ppQ7ovqWvyzhbxWuWFshofUnyp7Ty2raprzImq0Dig/Ot9Qdgozw/1M9NISpAh89tT60wV14sqk3kp14b65vl59+R4zPir8pcazNAkZILfUlgxbUFixZRhZCG8xShiodlzl6lK6J4pA4Ir5Q5SEptSlFLf6kHMfWwCn0+wp87eugbu0Ex024VPl1IT2nZISvp3ZiG8GqGAITb/MaX8pfqWVZl0CK0qmdFozTYYk0+10qmbHPv6pRi/t9T+K+Tj2KJVotYQUwdsxHxDfXz05cc0n0+1sNLbaeykr6suqQjyVU2EU7eK85UldcuqllGbYgpgHsB/AvDXAD4LI/IugM0AngfgvCrP6UNixZSZeiizmLOz7n3SbLg6eNeANBrFm/lS/LmqCKU5UhVln1qmtnKx+b+5zo+dvXX5+vny1wWlzCas5w6602KBpPWEJlZ8wdNSV01T227sylDMRFJV6xKX33SusuhAgJdOEDIFdV0T8y3Na83J5ZzbyJnuD9SVyVB9rzqpok8spSi4ZkA0RShPLZ2YqUUxBfCjAPaWEW6tkXcBCACfK895Yuqz+pBYMWWmHp8ARFVEq8z2K2Ep5jrK3qfqvraBOoeZbs5E2XKF6svoMw90DZAUqvqUdVUgzeVLp74Pk4ZvkqAJiwhf/U7JD8X0vqoC6bMCyNkntjzAS2vR+xqXQuYyH7fdg7rqWsWUnFofbP1mVSsr1W5SzYtzRPZ2jd2UPLWwPWRXTMvIt98oldF/AvDicjuVDVvClMeOAfijlGf1JbFiykw9VffUquIHqT8rdiCsIozWHVk3NlGUNurKrzIropYPJRAGZeVQnef7xn3FFLIoJsBMPK5JgklG+/SlKvkJBStT75u6Yqqu951jrpCp90h5pstFoKVBXxonZk/TGFx9UZ2uLmqi2faNfd8/xcRcNxEOWQepvPkmGVPeVzeld1ksdSQGQx2K6atLZfNvAQzK377lUEx/oDz3UynP6ktixZTpLVQBoKrJVS7fpFiTyCrP0/2sqtwj10AeUtpiN2KP8buhfGdKHQmVZ8sG4GhiBGqqIs/QCJV9bsE6tW1TVnBTBFSq0E1pez4l06ZQpLpCuBTtKu2ib0ptStlS64n+/UzLItP8NKVeueqRGVhJz5MtaJa5TVtsuajyoCiBFL/aHG4/tjpddQFgQtShmP5zaZ77BO03q2JaHrsfwB0pz+pLYsWU6SUxAkCKsFBVULINGPogFer0KYoaNXiNa8W3jkjBocHVVdax5RxjGk0ZGCmBZ3wr0F1Xyqq2kT4I0U1BKfscVht6W6zik+oyLVR5jq1LVd/NvHdMX1Dl2bY+rcokaN8me2L8LPXvo9exkNKn17k6JnZmZzeOk7rSm+Jrvby8cbu3UN3OaTabqy8x63RHfK7rUEwPADgMQGi/+RTT7wA4kvKsviRWTJleEtsJLi+vDTAzM37zzpxCoG/wtSUVqIAaWCDGBNUM6JOy52pKcpkBhb5lKOX0MQ3Vp9BKaVeFR0VHhIpeQi17vV/Q+7LUtqgikMbubWgzLTTbgK+/pZqF+9LCQlp/QhWmKWVga/NVVo361garrvJT9/embFXl8jFdWkqPZp36jjFtTb2X6zkxcTJUOVTtQ1x1uiMTK3UopvcCOGD85jLlHQC4D8B3U57Vl8SKKdNLYgQA6opEHZFtXfl0RY6k+nApxdIcZFwD1Hjs32yeIiQoITbm/RcWNs6ax6xw+JJ6L31GPfQsF6E60hEzpWT6/n5thlr2rsmlKlYdqo7HXOPzr1P5jFlNTUkuZc3Xj9v2tqxSdup5uXyv+9YGJ+kXTennl5b818XkV32TOt9RrzNV6oaujJr3qRLR26YUd8CKpg7F9N9KU97v1X5zKaY/VfqYfiblWX1JrJgyvSRmdtl1rvLHiDU5og5GCwv+475OPGUmVkXyteESmE44gX5/lceYwTjkb+a7nxDujcVV+ZmkDIy2WWTq9+jqaoZJ7Pt1QADpDFT/5pT9dau0UVcKTf74+tuYZ/lcKagTkHqy9Y2pq3ouc2bbKp/NxzC1HnSJ3H7RlG/iwjfOpKx+xgbgi00xbcoHZSJI1csqE/MtXBl1UYdiem2pmL5M+22DYlqult5YnvuGlGf1JbFiyvSSGLMRnyJFMZs1BzDdTC10vuvelJD4KbOYrvvmGjBz+qWGzPiWl/2rOTkEthhT6A6YKSVTt88244ZSninBhiaZKKs7MSkUZMlm5hwqB1t/kdLPhvKm+7/bVqhifG273K5SfEyrJN/qoa/9qDHTNhbNztr9QZWfqWtywhVTYn4+PJnkskJwXedzS6LKNpT2E0odmUCpQzH90VLZvAvAOeVv6xRTAA8H8D/L1dIjAB6R8qy+JFZMmd5CXbUJ+RxRAxLFmqKpFczUjjx1sLDdN9fAn+M+1ETJe9VV05hVir6vElZtTx0RTFpJqOwp/dMk26atb4iZ5DOTyzzYpawpNwZXUBxXHm1lDqz1s6E+Ts9baDU3pZ30rY9xmZ/XUV995er7rr6t1UYjt9WObvWjfzOzbuo+3T4LIDUR6/r+rklc1fZs105yzO6IyXl2xbS4J64slc4HAHyq9DtdBfDfAXy8VEZXy3NekvqcviRWTJmpx7fqpjrx0ICn+3NSU2gvUUpHnuJDZrtvVf/ZSSuluomSTzmnRC/1rTr0za9rEnCZ5YOqiIS2QDHv4xOAfckXmMUXBbzKvsmmommWg03wT3mWaRodew+TkOLJ7cRNHTEdUlYOlcKY8jyqOfncXLg9uvzFqT6wtvY36TG7IxOTtSimxX3xuwAOlsqnSqva/+8FcGmVZ/QlsWLK9BaqUBfyL/H5b6UG7KAMeJQgIik+ZK7VPvMdqQNXDlPBFD82VR4x7xsSFnMGK5lWeMU0DzGTKKF+xHbv3Ca+rr5wbi5dCFYRe2Mmk1JXZXXFJeUesd+P24mf8TguQm3MOGB7lk1xqxI8TI3ZlPGEklz5oEbqn2Qy8+qLb9EyalNMi3tjBOA/AXgPgL8H8EkAfwngpQAeXPX+fUmsmDK9pIpvoO18m8lRSMComkzB0cy/b5CbmZHyzDNpPkw2k7WYAZSyqlzlHr7IxZTn6jPXvlWK3MFKppW++cI1RYziEmoHNlJXTUN50oVxWyRsaor1I1XkeIdYZcS2Ku0yn9TLyTb26GPLNFKnkhV6ni24XZW85FqVDCnoyqqg6nNyTVYtLYVlj5aapdeqmHJixZSZYqjCjOs8yt5nikmaxOirH6FzQyZwUtKVMV9S963iF+S6R66tI0LCji8QVWqwkmmmpUJHp4iNOOuq2zMza+foCmNq/xPy6UwV6l0WIqHgdDpVhHO9XGOVkdhVXf272b6FbeuaaaDqOEKp17rySfluVfNUNVHH4tHIrsBSTIVV/af6nfoi4vsmjDswltYR/GgOwOMB/CDh3B8sz51NeVZfEiumTC+hCnU5/HwmbUJDNWFVg2/deVcmOlX8gvR7mMJp1RnrpSW/YKEGxDqClTBMKjlXCnMI17rrgt5GbasjMXsgqzaWYpprWrVUeb8UH1Nlolilb/D55U4bVfr62Dqnvh/luzVlKquCI1W5x3BIs1qgWiCpZJvATvkGse2lZupQTC8ofUnfTjj3+vLc81Ke1ZfEiinTSyaxYqoPVrbZv5ymcuYAIiVtAAgp2DlWe3MM4rHbJITe2fe3WZYUn69QgKxpIGSWyCukeYk1ifbV3xyBZFy+qrksRtT9zIiloTacw2LDtkpGKTPVf1SZ4AyViZ6nvrex1LokRF6fad93yx2UyVWvUgIqVkmuGBOhwGo5zPZj2kvN1KGY/lWpbD6JcO45ZSCk96U8qy+JFVOml+T2MaXc3/Q9rHMAUwNXaCBwzUDmnAF2DSax9w8Fp4gx06Imc8XFZaboE3pbMMtbO7725Cu3vgvSdROjjPi+Q65+p4qpbqjtpyqXVX3cKb6fob0nU4KkUfrg0LftW5sK9fE5gyGF6oSL1KCDMXUxNaBiXeVAqaM5+oIWjKV1KKb/ViqmC4RzTy4V0y9FPmMewDMBvALA+wHsBSDLdAXxHg8G8EYAXwRwGMCdAG4C8AIAgnD9IwFcA+A2APcBuB3AhwE8O7bMWDGtkWmY4Wwz1PL3Rah0dZSUFdm6fU914d82MOmKg14OKdsp+IQvfUA1yzV2pdNHaOBLXTFxBW6hmBJPiy+Yz7LAt3+erT4y9ZHbFD7U9+S6V5V8qvf1neNSJGICSYX80GMUR0rfqK9QT4MbwXhcfcUtVwoFoKpj0rlKQEWXwl5VBlFjsks+0v3XffehvE9Lxoc6FNNDAO6MOP9OAAcin3GOpoia6QrC9WcBuEO75gCAo9rfHwZwguf6c8vtbtT5d5fKuPr7WopyqxIrpjUxLTOcXSGkpOYKNFIlgIaZzjwzfI4umCwvrw0gapsF38oudWCizuK6VqSpq5ghIYtizpciMKhvZqsjoQF3WvzAck2y9EmQ7gp1TZDlEHr1vjjlHjFK7aZN4f7KV15ChKN6uyK3m4Tyq2+HFcpTX2jCh5NSt0woY8JolLaSH4p3ABRK6HAY3oImh2kzZcU0JBeoe4TG5pbIxnUopncBOEw8V5SrlfdEPuOcUqH9KIDXAfh1AN+iKKYANmvnfgHA2eXvcwB+G8CR8thVjuvPQLE/q0SxBc5jyt8XAFypKaeXU9+HFdOamIYZzq5AmSTwDSC68BTqhPVtA5TgkDooUK/1mVPmDkQQ2tfNtvpIfZfQLDWlTaW8r8uMkBKduE+CoY+6zb6ZdEK+v7n3K6Wk0DNtfunUaKC60E/tl/U+xpx4MpVJn1murw+y9Y2xyq/eH+lMgzwxyej21GSrp756pgfDUvVsYSHumRRzZb1e+SYtqvTbpkVWbJsw8+lT6FtUj+tQTD9Trh7+JOHcJ5WmvLdGPmPG8tseomL66vK8QwDOsBx/eXn8AaV0GsevL49/C8ApluPXaKuop1LehxXTmpiGGc6uQBnUqauBoY5+MMjrf0IZrKsqoKEBhVKWZv32lefMTBHJ05bnWPM38/xY4UaZ4lYxI5wGqgagmrbymhQh398qfZEKAJfSNoZDv08mVfGK6ZsoeTX7fFv52Ppw9UyX+bItMrFKNquKWEVzGiywqk5++dwKUpMpr1HyOCkFW9UVX55GI3ofoBRZqsuPqn++e5r1M2bypiHqUExfVyqb/wfAJs95mwB8vFRi35jyLON+VMVU+aNe6zi+UJr2SgBXGseGpUIrAfyh4/qt2qrpRZS8s2JaE9Mww9kVqJMEIcGG4svUlWS+hwruEfLHDb0/ZbBUg1FqwBCfuZzrnrqgbL43dbXGVoYtGlBrx7f6Zu5BmbqvIxOHb5ypIqSHtkGhJJePe+wKYmwf4csz1dXCtaeqq0xDq1wU//tQ++h7zIrU4Feq/H2r56mTt2Y9yzn+V7VkoEwCA/7AXWZS96NM8IRcXXyTLC2ux3Uopg8rlbdVAB8D8ATLOT9WKq7HynO3pDzLuGdQMQXwA5rS+BzPeTeU53zS+P0Z2vU/7rn+8+U576LknRXTmpiGGc6uEDtJ4Ou8J20WV3UgdAXl8EVM9Q0cVD+RqibMLmyrHHoAIp9i6gvgkCrETwN6fbDNwIdWsFoqgPQC36RblfYX2vuXmkKTTKp+pERbdREKyqTqoq+MXH1QznLQFQDVN017OzH7DGq/bE6AmH6elBgJZqq6sk/Jc662RZlUD+V9YYFWRnrb8H2fjtbj7Ippcc/je5mq9A0A/wDgEwC+Wf52rPz3/NTnGM+kKKbP1hTLx3rOe50yxzV+f4l2/bzn+veU59xCyTsrpjXCglk7iJ0kcHXgbV4ttSmg6veYbTtCZeUbiChRJGMHXJPQZvSp38jmTxryMZ0G6weX7y1ldZ2pH9+kW0z9n5mpL5KvrY5UWR0D/NYKlLxToozbqJJfGzyB7YfSn59wAt0thFq3XfEOqiqTKg0Gxf0oe50Ph/Q6khK4S08Uf1i9bfjO6yi1KKbFfXEugK+WCqgt/RuAn6/yDON5FMX0Uk2xfJDnvMu08xa0399Y/uaNOgzgzeV5d1DyzoopMxXETBLYhIWqSmmd+6/pJnOxfpvme4e2zfGVg7nqmiJ4hvIaGgirCNRm4BOl1KeWaR8mptglod34FBvqapNZl2OFb6ofvP6MmHZK9VeOVahd/ndmRFwdn0WG71mm4h8qB25fBVUnSFQ5mn1xTBA/HUrboMoKUtLa6OwsfXLZVV7KNL1KWQIbt0cLvV8HqU0xLe6NGQBPA/CHAK4q0x8AWAIwqHp/41kUxfT3NYXT5//6Qu28h2i/7yp/+3ogLzvL8+73nLMdwG4Au7ds2VLtKzJMHzEHsqodep2JYmrr8pnS3zcUbVBK/8DnKsPUd7ERGgirBnzxBZKJUTL7shLiE7JCUZT7oJh3AZsJo2qzrm+nFCXT5DFlj2NVF0Ln6MI+VXin+oumToSFfNZtZW3utakU2Zg+JuTyME1BEn39RK6VdVtfHLrOBnU8o6w8ShnXDij9qWv8U8pt1cCM5jgfsmBK+eYNU6tiOsnUNcVUT7xiyjAEKIJXE6a+aoNrKeOEI5VXqumePvOconDFCq4p91EKZOom7T4f1NiBsy8rIaF64Vpd6oti3iWoQrw+2ZLDMkTvG0LtPMZUOBQJXW9LKZOHet8ZW842oTrGKiYUJK5r/UQqlH4i5DMcKmdXGfviRaTEn4hJSnGLqbfU/tSnLKaOjSrZAka6JmqqfPMGmTbFlE15GaaLuJQdPWiOGuRsodCrhrAPBVxSpK7sUoTZ5eX15RE720lZkdWfYbueojyn+geHysDcjy30/n1ZCaEoOzYhbtoF7iagtH/Vl4xG+dwL9FVGqsJpW5l1+S5TBNlUhSEX43FcefoiqrZISK8dXz8RY47u67N9dcM2rpvmqjo5tqPRJzqpk0khFxudOifIfUG8qPJAjNVVA0ybYsrBjximi/g6Ut+qg+qkq8z4mvd0DeBVzY1DQpXLnytkVmT69ai/bT5ZvuiulME7FODBlRdqGZo+qL5890kxC63E25TtvijmXaLJ4GwUJcDVb4UEWoq5bUr/l7Mtxios+rNbbNZYO776UjUqdGiyxKb8qnHQ5e6So42pCW1zLNKfr6eQ+W2OthDTxlVZpNZZapyKhpg2xZS3i2GYNmPrbH1Cuc//tKqZmet55kCxtJTn3pRn6+UUmuUPnROjuFHLz7diShFCq5qMmXWpTyshsRFM+6SYd4WmfeF97c/Xn/hwBakxldPYgE2pbTF2jFDP6ks/kJsUM9vY/jjHeFXV1zVUP1y+3QsLYfPbubmwn3hVyy19O6Oqe1T7+ogWjA9TpZiW5+0tz/tTx/EhgAPlOVdajh0qj/2B4/pFTXm9iJJ3VkwZRtoHHsp2Ib6VoRwrmbZnxg7ctnDzKc9VVFHGlTDnek7M6pttYExRCHN8J1u++7QSErtfXd8U8y6QQ3iuI9BMqK/wvU9oRU2vT9Q4AKPReouNUMAjX/lStp3pUz+Qm5TARNSxwHyO+ga2PU5DY1rdkz4590d37VOeS7mmRsn2fXPfvRtmGhXTV5fn3Qtgq+X45eXxBwA8xnL8+vL4NwFsthy/qjx+D4BTKXlnxZSZesbj+IEhFJjDta9o1cErJWqmqSTHmiPF+HNRohj78p+6Yjoc+s10fd8+x3dqwUxvrfi+uQsWyOvHLOOlpWpCbqhPo6x2UFYQKXWB0u5DK2MxyefjTs2Prcy4/vux9RMpZV1ln27fPaVs9x7mobaoK+SUfVNTU4xS6ZrMacE42lnFFMCpAE7X0r5SIXyd8fuCcd1mAN8qz/0cgLPK3+cALAO4vzx2leO5ZwA4WJ7zcQCPLn8fotgW51h57HLqu7Biykw1qcKMz8SnbYNYyD80tNJgrihUmT32Cc0ugTW05xzlPq4Z8xwz1TazsL4pZJRV8j6+d5O4yrPKJFMoqfvHmjWabSDUrij1g/JutiihVYI6DYfufFUta9PkktuHm5RxWb/W1Q/Fmg5XXTEdj2lbtORcMVXtok7zY19ZUbCN6S2xqOmyYqpWSEPpf1iuPQvAHdo59wA4ov39YQAneJ59brniqs6/q1xhVX+/E4CgvgsrpsxUkyNoRqyg6PLTqCNROnvKAJbD3yZUNlUCH/m+UZ0DtM3XrY8mrDmUFYaOqzzr7Df0qJihSYbQcYq/dqh+UPpm2/7MKRYwenJtdxEzVlCVWKoZ8TShj6fU76jqbqgfCtVHX/8Wuweo+rYhH9E62nWMv3dKqqJUuibzQxYLE2IqFdPy+gcDeBOALwE4DOC7AG4C8AIAA8LzH4liX9PbylXWOwB8BMCzY9+FFVNmqgkJKOZg5FuNow4Y5nUU89fUwSlmsKCsctjyHpsn1yBuI7Vc9JWUOgdo2ypWqOy6SspKRB/euwlyB4UZjQrBL3R9TuGQ8jxf/aBYSpj3V0J+1f0abfmiTHCl9OU8gbNGyiSiPpEQ6odCe1X7JltiggepPPnasc8Swle/lpb8eVEr81Xqf6i+xrjLmLR8rOisYtqnxIopM7X4gmuogco3WI3HcQOAb380KfMpUKmDRkgIdPmQUMtA5WXTpo3HXKsUqeZz+l5xde/rRhVY+wxvD5OX3HVWCX2UNl5F6LQRG+wktl+1tf2q5eWqt74JPN2vLzYPMYFj+mQuH+tW4up/FaF+yHevENQ2ORis3wLGV8dc1gi+8cQWv0LlbTSqVv9D77iwsFGRziVntGSsYMW0BYkVU2Zq8Q0ctpUD008x1rRnMPB33jn2O7UNWlTfptBAqit7OpSACnrUXJ+QEZsnyiCb23/Hlm/KOX2m5bPgnSP3iqnyOaNcHzLTixFIQ0K2uXI0ab84X75c7+UzF63i5hCib+byVb61671D/VDoeIpViJ5mZ4sVzRwxEWLLJEWxt7VFipVDlS1jWj5WsGLagsSKKTO1hDpfnVwCk82ER1F1xZS6V5lLUY31NZUyrEybz/C9o2v1JJSnqrPEOb5nTJn1kb4JzU2T4mO6uOieJKoaJVwX3GMmvmL6tKp7LeptMkfbdtVfc0VX9xN1ve9g4DcvpgjlLRfoo0kd71InDULHfQF5qKv4sYH69DpkKsSx5TPJoItVtoxp+VjBimkLEiumzNQSEmB06vDZ2LRpvUBHvW44XMuPvvG1zzTZl3SfEf2erqQLqb7n2Qap2PPVc1zBpdSAlnNQVjPCMX7DvmMtGXBrp29mhk3jKk+fAO06lqP/kpLWJnQhs4kI5bErVpS+Tv8mqcF1lpft34EqlLfcBDKa1G8Uel9b8CSbL6e5Uu/KT8ykTi53HNck1NycXymklJ16p5yR6WPrYovHClZMW5BYMWWmllAHqw9kuTpuyqBhJtv2B65ViirBgsz7hwaf0LNsg41PQKYMTq4BjfreISHdFBIpfkJVzJoYJhZfADFbu01dxTFTTN8SMp1MSbOzYWF6OAwrETF7OZqCtu99Qsq/vvqWIpRPy4opdb9cH7GrcjnqqaqbvnzHtiHTfci16q7iV/jqoGulOefkkc8irCOwYtqCxIopM7WEBok6hCuKIGQOppTVjqo+TjGJEkjFFWXX9S7DYbVvGfPeoRlwXfCh3NcUIDo8KDMdIFaQPPHEyZu6K4VuPN6oLM/NxSmHqs3qSl1qXxkbsdRUgqoK8bYV2Cr+ul2eAAv56tqUsFAAQUVI6TXLu2p9n531R6FWE92x4zN1klQFD3S51mza5A5qljpB0FMXFlZMW5BYMWWmltAgoYSrSZujmSuh1OfrJrZ15o+ySunadoLyLra9QSnCm09oteUvVJam6VeonvQVl+kbK+LNMMmJstSk90WmgjEY0BXlkA+8audVXBlcySZY5yh71WZSLC361u5SLGBs5rkm1HqgyttXH0MTGa5vabuPzQWHasETeiffiuwJJ/j9Z1P8cnVFNxSpukOwYtqCxIopM9X4BqUcK6apPp8pAUQoe3eGgnCEkr4S6hMEXSsD1OeomXGXMBrabzEkbFBWV6jfoYODLxlXsBuzDnV0dryTuATF1DadO+l1oaoiR1FW9PaXS2l39TE5LVKqBJDpO7GKpUnsqrjvOGWcS6l3VCsnarRcIeLlDX0CyTfh4Tvumwj3Tdq2dJKFFdMWJFZMmanHZm6md9yU2VCfoJGSYs1JKde4fJxiB1KdUHnElJ/tfVz5032Afd/V91yKOSG1TLtOVd9ds6yYerF9r9gAR3Ups7pCl6NPDAU404XfnIqjy18udpItNvXdAsOFXqdjTM9t/U5MW/CNg+reNj9tPc5D6rfOaeUU68Oao66F2ptrTGjxWMqKaQsSK6YtoqUzSL0nZNY5N7febMUWhMA0bVlYiBsgQgPGeGwPgqSnGBPYFCHAVh8pA2GV6IsxUXxdJqe5v0Pf2qhPSEgRjvpUNl0i5nup71OlbVDaZS4FztdH2YLEVO1/zeTaa9JsNzMza/20GgdSV7GmiSoTCjblKqVuuUxd9TxSAhGl5p3aVmxyQGqMiSp1jWKV5BoDWmx9xIppCxIrpjUxHodXZBYWwnb8LNylceaZ68tSH3RUx65W86h+jzohpa+OIBmUgdC2KqqHhk9dwXQFM8q5QmEbtH0z36GVEmWOV0U41iMZunxYzQmBrpFLiA8Jdoo+Kve50OuYzZfO7K/UGBK7iqdWNX3X+CJzh+qBwheMJUedc22rMT8fH2AplGxCs9nP2gT14dC/2mv7fThcn/+u9zE2UldIbWlmZq1O55xwOfNM+561uSZcUiyjlLUQZdLZ58NKsToy8QV4MpPP3cb3bg3DimkLEiumNRDTMeqdDHUwZPyYSmmuRKXqoGUbMGLuGZqlT1WaXcKRPhDmLnPfPXWl0WfyW1VwnZ8v9kb0nTMYdFNwDL1X1WSbYOEJODs+wTRUB12KXsh/3jeJZkYwTfnmrutyKI36SmmddVjvS2zfTJVRyKLFTHNz8e0v5FvfFXzuM7ZyjymfOvYc11NoUkVNUqREraUo67EyYWqcBpOQZZmtfrvkBV+bbhhWTFuQWDGtgRNPjGvAPkWiBTNInaOuAYlKDgWtjnvmSCElwqcg1pmfkMmvOYu8vBwvSFLacZeoy5TT/O46PAHnZlIKlvldqN8uZtsqha9dVlEgKPnPnSiTLDFpOIwvg5RVrjZSl/KYu0+PfY6qI6H3o6yA55zEc62wxlivpKxq2yytfGXTgokXVkxbkFgxzUyqsMcCWz7qGIhcpqw2ckSilDKvqRMlxWxL4xvoQqHlfeZFqd8mVOa5vxH1OW0mtx+ery4reALOzSTbNGVVM9adwGY14Gtnof2EgfCqUewqTmqqa+uYHG2qizRRbnXUCVcd8V0Xo1jW6fYQq/imllPMfVpQt1kxbUFixTQzqQI3m7jloY5VILV5dUwebAKXWhnX9zOL2VvMTLZtO6jJJrDGzOCH9j0LDaa5fVNDAqqZh7pWcLvkM1nH+7vqhIIn4NzUNflkmh7agrpQxx5fEDbb5J2vP1arf7Y+h7LHYg5ffkrS/Rd1mrRi6TpNlVvO5BvnuvDtYvviKuUUc5+GYcW0BYkV08xUabwcFKQ6qbPYppln1e9A/Zau81zvYW5hYF5PeVe1gukSCEPBkXL5vuRc7RiN/H5rZt7q9ENy+da0jbreP3ZCgifgCur+HqHvQu3zYle9XW3NDPxCDeai+r1JWJH46mhTK6ZAqCa1H8o7TvL75v4GvvGlSl+XU0aMbcep5WROWPnOHQzS3ycTrJi2ILFimpnUxssrBnnoy0CfavJIqWch5Vf5v9gG11BQJR/moDoJU1JX3uoOkBFj+t0Udbw3pR/jCTg7ddbJnIRWWmz+3NQ9lSl1Ibe1RWrdbiofub/nJIidQJ3Uanhd38BnKZA6NlDdZKj96aRWTNX3pN6nYVgxbUFixTQzqdEG2ccqD6mzrG0j1eSR8p6USJamWa6qo75rfHmbhBAXs+fpJISetlPHO7OSmU5diunMTN58hsxrqcJz6up5SsCgXP2LrSzqikje5b5FJyYCr15ffROnkyzr1G+Q+/tRAwtSLVBC7dhsr1XKSp+0anndZsW0BYkV08ykdppdWGHpAn0Z6FOFttB7UhVEU5ELKbKp0XonldRegpPcYqLtpO5T2eV3bjN1KTd1RLqMdUGwTVqlTL7FCsijUdq+zbH5knJyfVnX2lmKTOSbuJhWxTSmf6Ba4LnM5HNPIqtJHcq42zCsmLYgsWKamdSGOxw2nfN+kKpwtJEUMzffO1Ki15oDiSK0n2hI+G1aiNATZV/SqqkLE011vDeTTh0C9yS2X6CsGqr+hLrC6OrrYvt3NWFG9WcfDOzBnSh+45Psw7pEyvu5zMLbYuJL6d9zf7+Yuq8Ci+U08a2S1PekfLuGmUrFFMDzAUhCeprnHg8G8EYAXwRwGMCdAG4C8AIAIiY/rJhmpkqnyVQnNaBOHwitJlA2/TYHEkXsiqk+KLZlhltPdQfWaMF+bEHqeG8mnTraSd3EWGDErMS4LDB8/ZcvWnDVFaCqikjXvmtOUt7P59rUtPUNUH2SOAVb+3G1B1udp5r45lb89ed2fMV0gP5zDMC/e9L9touEEGcB+ByAFwN4DIAHAJwM4KcB/AmAvxFCnFB35hkHUjadg+nmhhuazkEaKyvA1q3AYFD8u7ISf48dO/zH9+8HtmwJ32d+Hti5c/1vO3cWv7s4dGjt+SsrwPbtwN69RXvYv99+jRDhvNTF6mq99+9qPWSa4847898zpR+JYceOou37UP0J5VyF3p/ouPqv0cg99u7fT3+uizq+DePGN06ZY1NbGY3ifg+xbRuwaxewuFiMnYuLwItetHFcVn+bdd7WpmxyB0VGiGHXriLvQHe+nQuXxtr1hLUV0z0J124G8K3y+i8AOLv8fQ7AbwM4Uh67inpPXjHNTOqsUhdM/7pA6mxfk1TZQiMm+MbMDH2PVfP/+jY6rvvH+JFMQ2o70/jObaaOFdO6o72HzHd1E8LYvtkVbMjVV+bod1x5pJQj9y12Ut4vtF3QJMs6tT6Mxxv3GY/dEz10f1XnlQVQyNxZN6lP3S4uJtnk2pbXbUy5Ke+ehGtfXV57CMAZluMvL48/AOAxlHuyYpqZ1AbcBdO/LpAqnDQZTTQ1Am9KkAIpi7pmi+QXGpCUABjalzDGXDinoEA1z53EFg+5I6HWQR3vzaRTh2Jad7T3HMGOfG3ahst3LlfQltRJwrr7lK62syp11jURMcmyrvIN6toaKzSZ7WuXoXaizsnRH9lip7S8brNiGn/t3vLaax3HFwAcKM+5knJPVkwzkxrpkvcxzUOqj2mT5Z+6Z2msoKc2r3ZdR1HsRqONs8DA+uAglHypQTSXkBDz3cfjyWze3nam8Z3bTB3fo25LnBhrjxw+ppT8VGnbetTuWGWi7v6kq+0s9t2WlorrJtVPpyTqxGNdiillL+FUywJzYqDqdkgmLa/brJjGXfcD5XUSwHM8591QnvNJyn1ZMc1MauPlfUzzkLoK12T5p66YpgwWqdeFki4A2wbF2dn1ZsFqgM71/MVF2rdXZZr7/c2kJgHaTB3vzaTjCt5TJU0i2nuM8O1aiXH1Dyl5SS2rKsrwpN0XukTsyltsoKymUgiXZVIO5TS0Z7fNFYdqUu+SO6qWE7WdNMy0K6b3ArgZwEEUkXW/CmAM4BzHdc/WFNPHeu7/uvKcuyn5YcU0M0YjG+M8OcLtEjgmgWNyAXeXf6/KGRyVwKpcxG1yPLq06Zz3A6PTHeM8uYjbJLAqBR7Y8B1EQvmbctjS0saJXdPlI3jDchBW+RVYlYujAxuuXffsma/JMc6z1jn1zuvqGM7zDw6O2el1eVL32XDO89bLpss3yfHoUu+7SCmtbWSAB9bnmZIPIbyrpmOcJxfFXilwrMjf6FLnuaGk52OE29fXIz1PbSfhO7v6NeCYHOH2Ri3iOw+hvqnvYpb/CLe7v1cCFF3TDLztck23ugviWNl/Pa/oJ0YHquukyzeVbdxff63948zX5Hj5pqj3VyeOZ59//H4DbYzRv4n5DZfxtg1/u76ntV12CZuvpS8JcXzsMMftDf2Np48K9dm272V+B+eYVCpvTqvy5ZvcfWkO66zFRXu90OQffcxb1yZLucF6vU9xLq0BQ3V5wzdRBUWdaGiYaVdMVboTRQRe/bdrAWwyrrtUO/4gz/0v085bCOWHFdPMGB3DLA6T2uLcpgdYqMuBpnSNcZ6cw32k8p+fOxqMt1DV7WI0Cgg4o0vlPA6uz5c2Tlitc3Bw3cAwwu3Od57HwUIhc5n5WHxMxzhvY55wcIPCOC/uDZexZcwLt5E1gcHMh8CqXBMuj3kV9Xmsz9/83NHj5aYLqBsUeeM+Q9xdCiuOd9TLpu0EvjNwTA4tE2mFIn7U+v45Y3tMHZYCtX2XWRyWMziy4fRNOGIX1B3EuGqqYU3vC2Otcm0LSLOzG71fzGdRGI+lnMP96+4zh/usbXhjPV+fzyjrZEufbX4rW9+1sQ+x9SnHZKGYrW7sY7rWxvTKtrDgrTChMrV942W87fg4MIOib18/Kb1Kup+vb9fLf3npC05ZYDjcWBcFVuUy3rZWwasW5/JN3nHZV8/X3vPYxjwufcH90NHIOU54252UcRYFDTOtiunTAVwB4PEATih/mwHwUwD+VlMq32Zc9/vasU2e+79QO+8hjnO2A9gNYPeWLVsSPx9jRWtgRadIb48cmDcDmilXIVDTy9/nnmEToFLS3NxacFtTIAzFFHL17fRBV8pF3Lb2ki6pVFsGWRzsc99H1XOxN7qMFfQ2EhYYgI1Ks68dhsptDvcdXw0d4Q6rMuAtm7ajZTq2rcR8Y4aIpTBjx5AF3L1+9WL4Quujqrigzc8HdYsNKWYLZVueQrj6zhFuP/7HGOeVyou/7sZ4VlDaTeiZU9nGHC82xnlyZkAfz1Sdtyn6m4j99eTSsUI5DXw8ymq9s46WY09sv6GSEA4LB1HcmzpOHG93SqiNafwNM5WKqS8BGAD4q1KpXAXwaO1YNsVUT7ximhmtx4hRGFrSJvtBWZhUZUbvlKWs313I1kefeWY4XzlcQwVWU4rSko4dHzlFRDmrgW8tnkLcN6IkXWke47xanhEs4y7MMpXSfO4yYnf5RAztKu27GKsXpSWOae3hcmetGuekjlRtp5ZjhtlztbzoQnvhOUC5Zz39T+dWTXUsLjcha5RJl2896ZgcDQ87zdxdO7iY39oZLxGrUiJN9lRJDV12qwhqWR9bbz5DFapaMG6yYmp7ceBRmmL5Yu13NuXtApo/RcoqBJOBpaUkoS5lcm8SKbRiGnWv0QFyMYa2Qwtta+oq4/pjWhw77vtCNQnL+r2wpxtSY2ldkDq77vvGTALa2BE2xaMnIaTctIl+fuxqaN1J33rRZeTh6wtMM/4qSTf3pY4ThX9i/nLJFUenEbR4ADEuN31LPvNxPc3MrLe0cgUrXhR7pUT1Pr16PK9j682CKbb/LfEDYcXU9fLAd0rF8o+13zj4UVcYj+V4+EKyf6lKkwigOC2MNt0V3ZkqgXrSARYpg4SU6Tvh6INFTL+fuxxUYJRJlVuVWeNKZawFUWk943H2cmLFtAKlROgXLJuo182lxUV/gFNfP1VHH0ANAK6+1XDmUK1l01mWl+VYbKvF1LlLKa4+udP8fOF7WgRGeh4p7oMvT+6JF9qE/4YddcyZJZdPU8OwYup6ebtiytvFdIiUjqYlE0a9ILVDHg7Tr60jqcmKmC3dXGZ6g8FaEBJ1LzUTq8ixbVlXyrau1KIxlkQdEzFMNdpmtdFUUjHZXOXRhOmxEO35Pl02m697R5g6dl9qa7IFVqyyDazSFXPUz66Nhz7FdIApRQjxSACnl3/epn6XUn4RwL7yz593XDsE8DPlnx+pK49MmH37wueYHD0K7NiRPy8MnXvvbToH67n3XkAI4PzzgdXV8PmjEfBnf1b8a3LsGPCCFwBXX712r9XV4u9LLgFWVoDt24G9e4thJTdtKdvFxbTrZmdp5+3dW5TjykracybNzp1FHcuFEN1597ayZYv998VFYNBz6UiIIi0uArt2ATfc4O6P9u1zl9VolN7WfZx2mvuZMczMAOOxva+mkiMfTbFjB3DoUD33Xloqynea2LZt49/XXQfMz8ffa8uWYlyoipT28XBlBdi6tejLtm7t0Hjh0li7nACI0HEA7weOBz/6AeP4q8tj9wLYarn+8vL4AwAeQ8kTr5jWQ+psU5dnQNtE0zOYTaaUlcmZmXwzpE2/vy8p879Yk+KZmTVfIOo1XTKzy13OXXr3NuKLmtt0G6o7mZZDvj5Frca4yirGFzQmf8vL1aO0q1WuVPeGTvuYynrGitTYB31IrpXJWBegubnwTgGp+ZMybjumJsAUrpguCiH+UQjxW0KIRwhRzFMLIQZCiJ8A8CEAv1qee40sVkl13gDg2wDmAfy1EOKs8vo5IcQyCsUVAHZJKb9U+9swTlJnm7o8A9omqsxCd52UlcnV1WJmsypSVr+HjyrfdTQqVmC2bQPe+lb6CihQrDabM9Ih9u7tzkxw7pWlFIsRZo1t24q6uri4fvVwGjAth047zX3uwYPFv6qsgGKl7NChtXvk7pOOHi1WcU8+udp99u8vLGH274+/Vgjgwgvj+6Q2UYesI2WxSphjLOsae/cW9UlZHJx+ejH+3HCD/zp9TB2NgGuvXatXP/qj+fKnxgTbSrneXtuMkHVLOA0ghNgKzTwXwP0ADgA4GcAJ2u/vBLBdSvmA5R5nAfgwAFWdDgA4EYASsz4C4JeklPdT8nT22WfL3bt3R7wFQyXWPE4I4Prruz3YtIVLLilMVJl+ccIJwP2knm0joxFwxx1rf6+sFAN5zLVbt8YJPfPza8pwm4kpCwqLi8CePfnuxxTE1r+uIkQxGQQUArZPeVNtDChMBnWhVwhgOFxTYHPmD6h/Is5H19vYygpw8cXAkSNN52SyzMzQ3HJyMDfnL9/BoKjDynRXH6dWVoALLshXx1V9Vc800dt8kwghbpZSnm071tcV039Hse3LnwP4PIB7AJwC4CiAfwVwLYCfllJebFNKAUBKeTOAHwLwZgBfRqGQ3gvg71HsYfpMqlLKtIunPrX9AmxXCM0SMjRiVhUnQUgpnZtzHzOF223bgOVl2nPvuacYqGNXArsyE5yTubk8/knMRrqglM7PF+2qio+fWk1bWQmvKB46BFx2WbGCaK7ESFkopb5+ITV/TVs3dd0qYdu26qvOXcSllNbhE3vkiP++x44VbUT3A1X+n+efn3fiRY0JrnbTdHui0MsV0zbCK6b1Ebtiaq7oMOm4ZuUYOqNRYfJ62WVp5mZtZHGxEOiUeWDMeylTwVjloC0zwT5yr8QtLwNXXZXvfkzBpk2TW21JYWamMKXcti29D/atgLYBZdkENLvi1/UVU4DHaYUyp61rnJ2fp7Wj0Qg4cKCeOj0eF/3CJZcAb3/7+u/eJsuiaVwxZRgnfRH+20AXZt/azuHD4XNyr0TUjYo4vH9/fHvbt6+Y9Y1dRW57XVxZyb8Sd/XV3fGv7RJtUUqXluy/n3hiYf63davfN9SHmtCtM2prFaQsBOgmV/yE6IdVQkrf2LUxh8Lhw/XJfyq2AoX9++ubaNmxoxgTrrtuvVLaJX9pXjGdELxiWh8pWzCoWSWmGrl95vrIaAR897v+1byQP8xoBCwsFEpb37vsmZmirE47jS5EtGkm2IbaIqgOBYAtQPLT9hVTndnZIlBQCtQVnibQVyqbWvHri0WCrf+ZmyvK1FV31JjTBbP2NpAaHyE3QhQTEbY8tGn1n1dMmV4zHMZfM23+aHXRVkUgRM79JF3MzxcTIHfcUex56ntmSAi+885iQDl2rJ49A9vE6uraaquP0Wh9JNU218U6V6XYAiQ/XVFKgXSlFCjqZBv3oRQCOPfctb9TV4Wr8qQnNfPc3NiiT197LfDkJ7uvufPOYrU4ZX/OvuIbw++8s5gAaHqS8LTT3H7RXfGXZsWU6Twnnhh/TVcaaNvpmhnhaFQoPddfX79ApitLVZUm3RSrD6ZlOVhYKBT1PXvarZQC3N90jb5P/uisroYn6lTU3UkhZWGmfvrpha/cPfdM7tk6l13WzHNzs7JSvItysTh4EPjEJ4D//b/d15x2WtGvXnjhZCZyu8CWLe6+YTgsrMds28gtLNSbLxOX6fZg0A2ZjRVTpvOkrBi03R+tK3Rp5Xl+vggyBBQD7nXX1fes0WijspRa50w/p23bur9/7NxcdUG3S8penf1N1+tCG5mmyR8hwmayT31q2r7NVdm/vwjgUmVVuOrzu87KCnDRRevfZf/+QvH3ffd77ikmBXbt6rf7SIzSeO659lXkuTn/Vkmj0eQmu3wr3aura1GB2wwrpkznSVn50s2EmHTq9KXIOUvrMvcc1NQD3nffxt9SzaJe9KKN+X7uc7szi33CCRt/O3KkuqArRPsHWMXOnfV8r9nZtckWppvU1QdRoSgd//Zv7nFWiHqtT/qsFE2CHTvSFPujRwvltUtm7TZ8E6CjUVwk9xtusJtFh4JzqYB+rjFgZqZw+8kxRmzZspZHW7vswtZqHPxoQnDwo/pIacwcMCQPKlBNzPmUgU5tN5Kje1LbDmzbVigyO3YU9x4M6h10bXnXn79lSzFBct11bv9Ds54qkyzbTP7SEvDJT27c+L7pLr7ujc7VdjttN+etQzHtS3CWtnH66ZNbLau7feQgRz8yGLR/OycbTfefVenqVjFnngl84QvV8764WCiFZvCn+fmiXsdMkLq2JAuVsRrHXWOAum/VwElmEEBXvtqwtRoHP2J6TYqP6f793VltaTMxndvCQqGEUWbXDx7MF/BCyrUQ6tu3r/nZhIRBZX6TuiKgNtAeDIp/V1aKAUMFMdqzp1AqfCHm77xz/f22b3cLzP/8zxtncusUSKiKVt1C9/793TBPqmNV6brr2v/eXWSSJpxNKqXUNuzzrVNByFyMRvETmCZNWod0vX111W3pC18oTMirsm+ffZXzwgvjrXZcZUkp45UVdz3esqU47jMHDqG2q9EnaKvkt1GklJwmkM466yzJ5Gc8lrIQv+PT/HxxPZNOTHmPRnHXzM6mf9uqaW5ufd0Yj4vfYusXtb4tLtrvsbgYPkdPJqNRfWU0Gm18R1uamZnMN9PLqo3U+R2YvEyivlLTpNqPK6l+azy2t3ch3Ndu2iTlcFjt+UJIubxctG8h0ssjNR9t71dCjMfN16HUtLhYfHtfHUv9fpTx1KyHrvHb1Tb05PoGqn5TxlJfsskXtny1Re4FsFtKu75k/ZETK6ZdIbZz6dug0zSx5b28HHf+cEgblAaDavXATLOz64WhxcXqApZe5ygDiBBSLi2t5YFyb/1+VdtGKKmBOjRYxn7zKvlpM3UKh20QNPpErrZeNdU5sWRLShHQ+z29bi0vx/W1uSYXdVKVlCrXdZ1J16OcaTAoxsGU/lOfYNbHxNS+2EeVCYBcY4NNnlXvbWvPTeJTTNnHdEKwj2k9VPWfaIOtfZeZhInVaNRMdMQ6/TNNXxCgiID49renP3M4LMzaJ1VWarPuk08ORyScRJ7atHm4jTrbStvfvWtM0sfUhRBFcKsjRybzvIWFoq3u3bvm96r885R/vumnNwlGoyJvyi9///40k8fFxTT/vT60ra4EyquDxcVwLAfqfWz1QI8bcdppwIEDk2uzNrqi0rGPKdNbqtrKt97WfsoRojkBsc4O3hYZ74Yb0p85MwMcPjy5spqfLwRWil/MJPIkRPsjbdcZubRLW+d0Ad23uymknKyAe/DgmuKm/F737gUuvnhN+J60Ujo3V2xbouIC7N2bppTOzaX1D6qf6zp179ndZvbuLaILV6m7c3P2emDGrdi/v/i3yS28uu4TDbBiynScKtswmPtDMu1jErN/Tc0mm8pE7Gy+EjYWF4FTTpncyr8KHLFjR7GheBuQsv2BgOoMcsMTbHnJFXitTvR+q84+7MiRop2nRgsdjeK2xJmZKd5nNCq2LMmxh+nJJwPveU/8dRde2P5o3xRi+p4ura6mbL+WwrXXFv+awQxtkzVHjxYr/JPat9TkssuaeW5OWDFlOs22bcU+j7EIYd8fkomjS4OYizqVX1/56MqEL2KfiYq2+8ADxd5nwGTNd3fuLJTAOvewTaHt+7PFtBUp175tiL6s6jB0ZmaATZvW/m6z+d5znwv81m/Rzp2bK/qW668vLEByvdf+/Wl9ZIoy2zZiJ+vaXJdMTjqp/mfMzACf+MT6ldG9e9f+trFvX7FC34R81IcdJ9jHdEKwj2l9rKzEr9yMx6yU5qCujnd+vhh0mjLjHQ6LASiH6dpoVAhZ5v6iL3rR2h6UMfuXzc0148Oi/GJ37GifUqpos894rGJKqRODAfBnf8Z9WW5y7/0oRLEKm6M/U2aCqfdaWKi2LUXK844do/Wlqo3Uvcd0DF0Xkavujcm440349iBucg/xLvhFs48p02tSTBdYkKtOyqzcmWfSzpu0L5Pt+bt25fHNufPOwiRMV0ykLAIdCREvOExCKVWmd7q5sArW1GZ/xr6YtJ5+Oq1OtFUJ7zq565GUaX6ry8vr914cj4E77kj3gZ2dLfqdSXLwIL0/V/FF26KU9oE299ddwaVgrq66zYlTlNJcE/1793Z71ZQVU6bzxM4cC9HtRtsWUswmv/hF+rlNRsWUspjw2L5948ATO3hs2WIPbKT+3ru3XpOfmZliBTiGY8eKPG3fvmZSesEFhRJdl//daFQ8K3UyoO0mrTHfOKbut9l8uavUEUgrRVC9+mrg618HnvrU4u8LLigmLVL7i6NHi/rSlP/bJMjZlzYZxCYXfZmsayOjUV5z4tNOy1fntm/vrpzLiikzdUjZ7UbbFlJmYrs0E75/P/COdxSrnfqqxfXX0wU7pSyFVr/qNPmhmtGZSFkIxhdfvN635p578ucRWLvv9u3x1+orum0lxReeAq+I5OeGG8LnTMp/bHUVuPHG9ZE/q6yU79tX9EmTChwzaVx96dxc/L3e+tZqeWkDbY9WPgliJ2YpqIjROSfQ9++PG1/n5gorCBttj7nggxVTZirpcqNtC9MwE3v0aCGk7tlTCIN79hTKD1WwU8pSk+H6Tzut2rcyTYdzRMm0oVZzKEqBzni89l3azFVXAUtL+e87De1w0lCU/cc+tv581IGqL5SVntEozwqOqcRTlfqc/ebJJ8edPxy2v0+hENuf9pEjR/IrpyefXM9YSL2nEMBv/ibwzne6z9m3r1iAMaMJtx0OfhRACHEygJcAeDaAMwCsAvgSgHcDeJuUkuTxxcGP6iEl8JGizYFSukCVsu8qwyFw4omFj5cyaXXNmOobwzfZzQ6HwDXXFCuRTfvuhlACa0x5dWUIW1kBfuM38vc5HMgtPxwwZo2qgejm5oCf+RngYx8rVn99AWPM5+7aVZgvN9HG+9Ku+hA530ZscKHRKN/q5uJi8+M6ULSlY8fcwcJsgRdVu2q6bnPwo0SEEIsAbgHwSgA/DEAAOAHA2QDeAOBTQohTm8shU2XVk1caqrFtW5p5FBC3r12buPfetU209+8vOv3l5Y2rp+bG8CHqFB7uvbcIdz+J0PpVGQ7j2mUdJlp1sLJSmETnVkpHo+YFjD7SZl/lSXPoUHoU39GoWNX55CfXBGefUjoYrLlMKOG5qXF6x45urC6F6OpY60O51MSMm3femWe8UO45bZAfV1fdwcKUTGJORnfBWrCHVTYPQogZAB8EsBXAtwD8nJRyCGAewK8DOADgCQB60HV1l1T/qrYHSukKseZRilxK0uJis8rJoUOFqdSuXetN3mI3hq975vXqq5sNJkU1yTt4sPCJovq/nXhiep4myY4d+aMpz8z0wweujbCyv57774+/ZjQqIgjfcAPdUuPUU9e7TKysTHZrGx21V2XXldO+WYXNzxdjxIUXxo2bW7ZUHy/0CZO65MfUyX6gGBP0iR1X9O62xyVgxdTN8wE8rvz/s6WUHwUAKeUxKeVfAFBbRj9TCFGD5xBDIWXWSoh2mDL0gVRl59578+Uh571SUJ384cNrvzVt4tMmhIibwHjPe+gz4V3ZTDy3IDAcAtddx31YXbStTp15ZvcixKqxIabu64L0ykqhGDY5odaF1aVpQogiXX11fCDFnTvTt1kCiva3c+fahEld9aLKBOaxY+sndlzycRtWe32wYurmwvLfv5NSftJy/N0Abiv//xuTyRJjkrJatmlT/nxMI5dc0nQO8viBVTWjFaLwtW27/2ZTSAncdRf9/P374yYbLr64fYqESe4tdq65hpXSOknZGxuoz3rj859vVkFLZWUlru7rAvOOHe3oU9u+ujRNSJk2Ea0CWcUoZOZE0P79xUTJJZcU/7bRB918P1dE5rZHambF1IIQYh7Ak8o/P2Q7RxZRo/6m/PPpk8gXs5HPfz7+GhX9k6nGNdc0nYM8VF3d7JupVNc4cqT97fm++/Ler+3v23VSlcDf+I1qpnhtxKVsC1H41/s4/3z6KpXpXtMWwb/tq0tMGDXBQY2mrwIX2u6za1c7JkxsmAqnKyJz2yM1s2Jq57FYK5vPes5Tx75PCFHTtvNMHfAsaHW6oJA1bf6mfD6Yeml7e85tbt4Wob2PVFl9v+GGdL/7tnLkyEZlW4hiX96rrgorp76JP31/aN29ZmWlPf0mx6LoPmpyYdu2jfEgbKjAhTZ8JsRNT0pdd936/sv1Dm0fP1gxtfNQ7f/f8JynH3uo8yymdfAsaLsZj4tUdR+7t761OQFHiGKgOHasELwmycKCe+PtPjJt7bnJfXH7TpXV6H37qvmxtZGjRwtlW1cir7++UEqB4t+UCcDFxY37Qyt27GiPn37XTeZTx79Jj1khUt/DXInftq0IyjUeu9/x6FF3H+v6fXGx+Ukp0yc69h3aAiumdvTq5Vu0149tqJJCiO1CiN1CiN3f+c53smWOqQZH5M1DXf5UaguMbdsKxY4aodVkcbG4R1MCjpRrQg3VhKgqyrzuwIFi4+2mhYtJvPPcXPvbc+6V+9jAHwydKqvvW7ZUnyQZjSbTbmK48063EgkUE4AxeQ6NwbktIKZpks7kRS+y/+4z0R6Pi+/c9PihWFws3iOlXbgCXW7bVryjS+FdXd34vPn5wr/U9nvV4Eq50NuOa5xo/fghpeRkJADPAyDL9CjPeT+nnfeTvnueddZZksnPaCRloQLQ0mAg5XjcdK77wXgcV/aUNDu78fuMx1LOzLi/52Cw8fe5ubX7LC7mzycgpRD+44uLG99jcbG4bnFRyuVle95nZor8x+ZjcdFdt8fjcH6p6cwzpZyf35iH5eWN7zgex7fRmDQadaM9524rZt1i8pHaX8zPF995PN7YPmZnaW1a9VuqHVH6mUkkSn3T82xLMzPr+4U6voEtqTE/pR8ajarWpnawvLw2hs7MrPXVrn5cYTunybqnjy+jUdGuqtZbV11T9dQcz8x86L/XJWuklpfv3ZoGwG4pHbqV68A0JwC/qCmcj/ec98vaeT/suycrpvUwHtuFe9fA2AUhtkssL8cLTrOzxaCiBhf1/5BiZQ6QuiCoCx2mspI6uI5GxfvZBJr5+eKYa2BUeQvhyntIMF1YoAt5+rNCA7l6lvouqt3oA7W6l21gdj031EZVWVO/kz7x0BWWl2l1Ti/j4TC9bjFppPQXtj7HbB+2iSlfv2W7F0UYt/VT+vVmfxvqF2Lrm6+vrnIPqnLvGvNjZAX1vL63M0o/ro9FaiwI1cOZGSmXltzl/dCH0utvaGxxjZMxY3DV+uq7lz62Li/bZSZzctk2VgwG4fpv5jvnu+WGFdPIBOAsTeF8pue8S7TzTvPdkxXT+qDMhnZlZaWLmIKTqdBQlc+Y58TeJyQohvIYmjnV37fKO1LzXuVeZltRwkPufPueSxXC1TX6QN7ltpxSX3J+f4aGTYmk9hWTzJuZFz2fsZNWevus2ifkqLO+PtvWfih9TEhWmERf2BeoSq3rm4Tkhhxj/CSudd3L9y4xEwKhya2U+7QBn2IqiuOMTrldzAEUPriXSylf7zjvKgDLAL4tpXyI755nn3223L17d/a8MgzDMAzDMAzDdAEhxM1SyrNtxzj4kQUp5SEAnyj//HnbOUIIAeAZ5Z8fmUS+GIZhGIZhGIZh+ggrpm6uK//9WSHEEy3HnwPgEeX//2wyWWIYhmEYhmEYhukfrJi6uQ7ArQAEgPcJIZYAQAgxEEI8B8CflOd9SEp5Y0N5ZBiGYRiGYRiG6Tybms5AW5FSPiCE+CUAfwdgK4CPCiEOoVDmTyxP+wyAjm+/zDAMwzAMwzAM0yy8YupBSrkHwOMBvArAZ1FE3z0K4GYALwXwE1LK7zaWQYZhGIZhGIZhmB7AUXknhBDiAIAvNp0PZmo5HcAdTWeCmWq4DjJNwvWPaRqug0yTtKn+LUopv8d2gE15J8cXXaGRGaZuhBC7uf4xTcJ1kGkSrn9M03AdZJqkK/WPTXkZhmEYhmEYhmGYRmHFlGEYhmEYhmEYhmkUVkwnx66mM8BMNVz/mKbhOsg0Cdc/pmm4DjJN0on6x8GPGIZhGIZhGIZhmEbhFVOGYRiGYRiGYRimUVgxZRiGYRiGYRiGYRqFFVOGYRiGYRiGYRimUVgxrREhxMlCiCuEELcKIQ4KIe4WQvyTEOIlQoi5pvPH9BMhxEgIcZEQYiyE+LwQ4l4hxP1CiK8LIf5KCPGrTeeRmT6EEP+vEEKq1HR+mOlACPEgIcR/FkL8gxDiO1pf+Hfl+HxK03lk+okQ4ueEEO8RQuwVQtwnhDgshPiqEGJFCPGUpvPHdBchxLwQ4plCiFcIId5f1jE1vl5BvMeDhRBvFEJ8saybdwohbhJCvEAIIWp+BXe+OPhRPQghFgF8DMDW8qdDAGYAnFD+/RkAS1LK7048c0yvEUIcBbBJ++k+AKsAhtpvHwLwH6WUhyaZN2Y6EUL8AIB/BnCi+k1K2djAx0wHQoifBfAuAA8uf3oAwEEAp2inPUFK+c+TzRnTZ0qh/moAv6X9fB8ACeAk7bc3SylfPMm8Mf1ACHEOgL9zHL5SSnlF4PqzAHwYwKj86SCK8VnJjh8B8EtSyvur5jUWXjGtASHEDIAPolBKvwXg56SUQwDzAH4dwAEATwCw0lQemV6zCcA/ArgEwCOllCdJKRcAnAHgT8tzngngmobyx0wRQogBinp3IoBPNpwdZkoQQjwJwF+jUEo/CuCnAZwgpTwVxVh8NoCdAO5uLJNMX3k+1pTS9wJ4TDkOzwP4QQAfKI/9HlswMRX4LoAbAbwewHkAvk25SAixGcD/QqGU/iuAH5dSnoxi8eJ3ABwF8HQAb64hz+H88YppfoQQvwngHeWfPyWl/KRx/DwAf17++TQp5Y2TzB/Tb4QQPyuldM2kQQjxdqwNmluklF+bTM6YaUQIcRmAt6CYiPs3AK8EeMWUqQ8hxDyAWwE8AsD7ADxXSnms2Vwx04IQ4u8AnIOiv3uslPIB4/gsCoXgEQDeLaU8b+KZZDqNEGJGSrlq/LYHwCICK6ZCiFcDeAWAwwB+SEp5m3H85QBeg8LS7kwp5Zfy5t4Pr5jWw4Xlv39nKqUl7wagKsJvTCZLzLTgU0pL/lT7/9l15oWZboQQZ6BYldoP4Pcazg4zPVyAQug/DOBFrJQyE+Yh5b//YiqlACClPIrCtQEAFiaVKaY/mEppJErveLeplJa8DYVp7wyAbRWekwQrppkpZ2qfVP75Ids5slim/pvyz6dPIl8Mo3Gf9v+ZxnLBTAN/gsI86MVSyu80nRlmalCC1weklHc0mhNmGvlq+e+PCCE2mQfLFdMfLf/cPalMMUwZ72FL+adLRzkI4Kbyz4nrKKyY5uexWCvXz3rOU8e+TwhxWr1ZYph1nKP9/9amMsH0GyHECwEsAfiolPLPms4PMx0IIU7AmiXI/xFCPEII8adlJN77hRDfFkJ8QAjxzCbzyfSaq8t/HwXgXUKIR6kDpWLwHhQr+l9BQ358zNTyw9r/KTrKmTXmxQorpvl5qPb/b3jO04891HkWw2Sk3Brh5eWfN0kpv9hgdpieIoT4fhQBGQ5jfWRKhqmbrQDUdmwPA3ALgIsBfA+K6PgPBvBLAG4QQlxtuwHDVEFK+UEUrgtHAPxHAF8WQhwSQhxC4Vt6Dgrl9f+RUt7TWEaZaSRWR3mQEGKi5uasmObnZO3/vq049GMnO89imEyU0VGvR+H/cj+AS5vNEdNjrgGwGcAVUsqvhk5mmIycqv3/5SgiTJ4HYKGMyLsFRZwHAHhRGZyLYbIipXwLgGcBuL386SSsbRVzAgq5b/Pkc8ZMOa3XUVgxZZjp4a0AfqH8/yVSyn9pMjNMPxFCnA/gP6AI7vGmZnPDTCED4/8vklK+uww4gzIK+TYUe4kDwCtsfoAMk4oQYl4I8RcotuTYh8JP73QUq/ZPB/A5AOcD+EchxOMbyyjDtBBWTPNzQPv/vOc8/dgB51kMkwEhxBtQ7E8FAL8npby2yfww/UQI8b0otoZZBfBCW0RKhqkZfTz9mpTyL8wTyii9byz/PB3AWZPIGDM1vB7AcwF8CcCTpZR/K6XcL6W8Q0r5twCeXB47HcB/bzCfzPTReh2FFdP8fFP7//d7ztOPfdN5FsNURAjxOgAvKf98WWlixDB18FoUm3bvAvCvQogFPWHN9w/a73OumzFMArrf1L96zvuC9v/FmvLCTBlCiJMBbC///GMp5WHznPK3Py7//OlyQo9hJkGsjnJPGaV3YrBimp8vAFB7pv2w5zx17NtSyjvrzRIzrQghXg/gZeWfl0sp39Bkfpjec0b57zKKWVYzvVw7V/32uklmkOk35XiqlFPpOVXol9WXI2bKeAwAZRr+Fc95X9b+f4bzLIbJix6Jl6KjfL7GvFhhxTQzUspDAD5R/vnztnOEEALAM8o/PzKJfDHTR2m++9Lyz8ullK9vMj8MwzATQo2rjy3HWxuP1f5v22SeYVI4pv3ftxL/YO3/7M7FTIRyJ4Z95Z8uHWUI4GfKPyeuo7BiWg/Xlf/+rBDiiZbjz0GxhxUA8P5+THZKpVSZ776UlVJmEkgpz5FSClcCcKV2rvr9d5vLMdNT3ln++3AAv2YeLCOUv7j88xsA/u+E8sX0n39FsU0WALzAFlhLCDGDNXPf7wLgbduYSaL0jl8XQmy1HP9tAAsoYkWsTCpTClZM6+E6ALeiMBV6nxBiCSgGQyHEcwD8SXneh6SUNzaUR6anCCFeizWl9MVSyjf6zmcYhukTUsqbALy3/PNqIcSvCSFmAUAI8XAUwtYTyuM7ymBIDFOZ0n/0HeWfPwbgg0KIx5Xy36CMwnsDgJ8qz3mLlHK1ibwy3UYIcaoQ4nSVsKbTzeu/W/YhfQOAb6MIcPTXQoizyvvNCSGWAby6PG+XlPJLk3gXHSElu1bUQTkL8XcoNvsGij2BBgBOLP/+DIAlKeV3J545prcIIbYA2Fv+eQzAdwKXvIH9TplJIYS4AsArgWLFtNncMH2mNEe7AUUEVKDYu/kQ1u9z+iop5SsnnTem3wghTgLwfqw3lby//PcE7bd3AbiAFVMmBSHEHtACt10npXy+ce1ZAD6MIlghUJiTnwhgtvz7IwB+SUp5PyYMr5jWhJRyD4DHA3gVCmdjiWKj75tR+P39BCulTA2Ye/g9OJDMmTSGYZjOI6W8F8DPAnghgI8DuBdFf/cNAO8G8CRWSpk6KFdNz0XhtvUBAF/HWrCtrwF4H4BfkFI+j5VSpgmklDcD+CEAb0YRiGsWRR/59yj6zGc2oZQCvGLKMAzDMAzDMAzDNAyvmDIMwzAMwzAMwzCNwoopwzAMwzAMwzAM0yismDIMwzAMwzAMwzCNwoopwzAMwzAMwzAM0yismDIMwzAMwzAMwzCNwoopwzAMwzAMwzAM0yismDIMwzAMwzAMwzCNwoopwzAMwzAMwzAM0yismDIMwzBMDQgh9gghpBDi+U3npS6EEHNCiK8IIe4XQjw8w/1+oiyzj+fIH8MwDNMdWDFlGIZhmAiEEM8XQlwhhDin6by0gEsBPALAO6SUX6t6MynlpwB8GMDPCCF+ter9GIZhmO7AiinDMAzDxPF8AK8EcE7gvK8A+CKAu2vOTyMIIU4D8AoA9wP4o4y3vqL8978KITZlvC/DMAzTYrjDZxiGYZgakFIuNZ2HmtkO4BQA75VSfj3XTaWUnxJC/AuAHwHwKwDem+veDMMwTHvhFVOGYRiGYaIQQggALyz/HNfwCHXP36rh3gzDMEwLYcWUYRiGYQiUvqUSwFPKn15ZBurR01btfGfwI+38c4QQIyHEm8ogQoeFEHuFEH8shPge7fxFIcTVQojbhBD3CSH2CSHeKIQ4OZDnzUKIHUKITwshvlsGKfqaEOJdQoifqFAcT0PhW3oXgA95nv+DQohdQogvCSEOle/3NSHEp4QQrxFC/KDj0j8v/10SQjyiQj4ZhmGYjsCmvAzDMAxD4zCAfwdwGoBZAPcCOGicsxp5zy0ArgfwsPJ+g/K33wbwVCHETwF4NIAbAJwO4B4AMwAeDuDFAJ4ohHiKlHLDc4UQTwTwAQAP1vJ2qHzWrwP4NSHEDillin/oz5f/flpKecR2ghDi5wB8EMAJ5U9Hy3d8WJmeCOAI1nxKjyOl/KYQ4isAHgngGQCuTsgjwzAM0yF4xZRhGIZhCEgp/0JK+X0A/qH86Q1Syu8zUmxk2rcCuAPAT0gpFwAsADgPhQL5WACvBvD/AbgFwA9LKTcDOBlFNNxVAE8CcJF503Ll9m9QKKXvBXAWgBOllA8qf3t1ef1rhBC/EplnAHhy+e8/es65CoVS+hEAj5NSzkkpTwVwEoDHoVBI93qu/3T571M85zAMwzA9gRVThmEYhmmO+wE8TUr5aQCQUh6VUr4bwBvL47+DYlX2XCnl58pz7pNS/jHWzF1/3XLf16MITHS9lPI5Usr/K6V8oLz+dinlHwK4vDz3ipgMCyHmADyh/PNfHOd8L4BHlX8+X0r5WXWszP9npZRXSinf6XnUZ8p/fzImfwzDMEw3YcWUYRiGYZrjT6SU+y2/f1j7/5uklPd7znm8/mO5jcuzyj//q+fZf1b++yNCiAd7zjP5XhTmxADwHcc5BwAcK///kIh769xR8XqGYRimQ7CPKcMwDMM0h8sU9t+1//9T4JxTjd9/EmsTz/+7CKAbZNF4po/v0f5/p+0EKeVhIcSNAH4OwN8IId4O4K8BfMblk2pB3XtWCHGKlPIu4nUMwzBMB+EVU4ZhGIZpjgOO3x+IOMecZH6o9v8HB5JinpLZkhO1/9tWchUvQGHq+z0A/gDApwAcEEL8vRDiZeXKro/DjmcyDMMwPYQVU4ZhGIbpF8rM9rCUUhDTxyLur5sem6u1x5FS7gPwYygi+P43ADejkDueBOB1AP5NCPFUz3N0xdVm7swwDMP0CFZMGYZhGKZffLv89yQhxKO8Z6ah+5V6Vz2llMeklB+WUl4mpTy7PH8bgH0olNo/L4Mp2VD3vltKebRqphmGYZh2w4opwzAMw8ShgvqQnDcb4B8AyPL/toi9lZBSfhdryu8jIq89IKX8cwC/Wf70YBRbx9g4o/z3C9GZZBiGYToHK6YMwzAME8c95b+nNJkJF1LK2wF8oPzzZUKIx/jOJ/h62vh4+e//47inaxVUofuPrjrOeWL57/+JyBfDMAzTUVgxZRiGYZg41J6c5wohvr/RnLh5CQq/zAcB+HshxMVCiM3qoBDidCHEs4QQ7wfwroT7f6z894mO4z8lhLhFCPF7QojHCiEG5XOFEOKnAFxdnvd1ALeaFwshZgCcVf7JiinDMMwUwIopwzAMw8RxHYD7ADwKwD4hxLeFEHvK9LCG8wYAkFJ+FcVWLXtQRMX9UwDfFULcKYQ4gMJP9H0AfhVpssD7ABwB8INCiEc7znkcgDcB+DyA+4QQd5TXfKI8dg+A50kpbSumSwCGAG4HcGNC/hiGYZiOwYopwzAMw0QgpfwygJ8F8D9RKHgjFPuALqJF+4NLKT8D4EwAvwPgowDuAHAyirH/ywD+HIUP6rMS7n07gL8q/9xmOeWfADwXxcrozeWzN6NQ6P8ZRVTex0opb3I8Qt3znRH7njIMwzAdRkgpw2cxDMMwDMNoCCGejMLM9isAHi0zCRRCiCGAb6HYW/Ux5eovwzAM03N4xZRhGIZhmGiklB8H8BEAjwTwnIy3/h0UK7vvYKWUYRhmeuAVU4ZhGIZhkhBCPA6Fae4XADxeSnnMf0XwfgsAbgNwIoBHSSn/vXImGYZhmE7QGl8YhmEYhmG6hZTyViHEbwLYCuAhAL5R8ZZbAfx3AJ9hpZRhGGa64BVThmEYhmEYhmEYplHYx5RhGIZhGIZhGIZpFFZMGYZhGIZhGIZhmEZhxZRhGIZhGIZhGIZpFFZMGYZhGIZhGIZhmEZhxZRhGIZhGIZhGIZpFFZMGYZhGIZhGIZhmEb5/wEbgAKBz2Ar1QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# with astrocytes, Jai=0\n",
    "save_fig = 1\n",
    "folder = 'data/Jai0/'\n",
    "\n",
    "Lind_spikeA = np.loadtxt(folder+'Lind_spikeA.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "Lind_spikeE = np.loadtxt(folder+'Lind_spikeE.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "Lind_spikeI = np.loadtxt(folder+'Lind_spikeI.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "\n",
    "rateA = np.loadtxt(folder+'rateA.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "rateE = np.loadtxt(folder+'rateE.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "rateI = np.loadtxt(folder+'rateI.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "LIa = np.loadtxt(folder+'LIa.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "\n",
    "LVa = np.loadtxt(folder+'LVa.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "LVe = np.loadtxt(folder+'LVe.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "LVi = np.loadtxt(folder+'LVi.csv', delimiter=\",\")#read_csv('Lind_spikeA.csv')\n",
    "\n",
    "# Raster plot\n",
    "plt.figure(figsize=(15,4))\n",
    "idxA=np.where(Lind_spikeA[:,200:]==1)\n",
    "plt.scatter(idxA[1],idxA[0]+NeR+NiR,color='g')\n",
    "idxE=np.where(Lind_spikeE[:,200:]==1)\n",
    "plt.scatter(idxE[1],idxE[0]+NiR,color='r')\n",
    "idxI=np.where(Lind_spikeI[:,200:]==1)\n",
    "plt.scatter(idxI[1],idxI[0],color='b')\n",
    "plt.xlabel('time (s)',fontsize=25)\n",
    "plt.ylabel('cell',fontsize=25)\n",
    "plt.xticks(np.array([0,200,400,600,800,1000])*200,[0,2,4,6,8,10],fontsize=25)\n",
    "plt.yticks(fontsize=25)\n",
    "if save_fig == 1:\n",
    "    plt.savefig(fold_fig+'/rasterJai0.pdf',bbox_inches='tight')\n",
    "\n",
    "# Voltage samples\n",
    "fig, ax = plt.subplots(4,figsize=(15,4),sharex=True, gridspec_kw={'hspace': 0})\n",
    "ax[0].plot(np.arange(nTime)[200:]*dt/1e3,LVe[200:],color='C3')\n",
    "for i in range(len(idxE[1])):\n",
    "    if idxE[0][i]==math.ceil(percKicked*Ne)+10-380:\n",
    "        ax[0].axvline(idxE[1][i]*dt/1e3,ymin=0.4,ymax=1,color='C3')\n",
    "ax[0].set_ylabel('V (mV)',fontsize=25)\n",
    "ax[0].tick_params(axis='y', labelsize=25)\n",
    "ax[0].set_yticks([0,15])\n",
    "ax[0].set_ylim([0,30])\n",
    "\n",
    "ax[1].plot(np.arange(nTime)[200:]*dt/1e3,LVi[200:],color='C0')\n",
    "for i in range(len(idxI[1])):\n",
    "    if idxI[0][i]==math.ceil(percKicked*Ni)+10-95:\n",
    "        ax[1].axvline(idxI[1][i]*dt/1e3,ymin=0.4,ymax=1,color='C0')\n",
    "\n",
    "plt.xticks(fontsize=25)\n",
    "ax[1].set_yticks([0,15])\n",
    "ax[1].tick_params(axis='y',labelsize=25)\n",
    "ax[1].set_ylim([0,30])\n",
    "\n",
    "\n",
    "ax[2].plot(np.arange(nTime)[200:]*dt/1e3,LVa[200:],color='C2')\n",
    "for i in range(len(idxA[1])):#Lind_spikeE[math.ceil(percKicked*Ne)+10])):\n",
    "    if idxA[0][i]==0:\n",
    "        ax[2].axvline(idxA[1][i]*dt/1e3,ymin=0.4,ymax=1,color='C2')\n",
    "ax[2].set_yticks([0,15])\n",
    "ax[2].tick_params(axis='y',labelsize=25)\n",
    "ax[2].set_ylim([0,30])\n",
    "\n",
    "ax[3].plot(np.arange(nTime)[200:]*dt/1e3,LIa[200:],'k')\n",
    "ax[3].tick_params(axis='y',labelsize=25)\n",
    "ax[3].set_ylim([0,0.004])\n",
    "ax[3].set_yticks([0,2e-3])\n",
    "\n",
    "plt.xlabel('time (s)',fontsize=25)\n",
    "if save_fig == 1:\n",
    "    plt.savefig(fold_fig+'/voltJai0.pdf',bbox_inches='tight')\n",
    "\n",
    "# Population rates\n",
    "plt.figure(figsize=(15,4))\n",
    "plt.plot(np.asarray(rateE[1:])/Ne*1000/(countBin*dt),'r',label='$r_E$')\n",
    "plt.plot(np.asarray(rateI[1:])/Ni*1000/(countBin*dt),'b',label='$r_I$')\n",
    "plt.plot(np.asarray(rateA[1:])/Na*1000/(countBin*dt),'g',label='$r_A$')\n",
    "plt.xlabel('time (s)',fontsize=25)\n",
    "plt.ylabel('Avg. rate $r_X$ (spks/s)',fontsize=25)\n",
    "\n",
    "plt.xticks([0,200,400,600,800,1000],[0,2,4,6,8,10],fontsize=25)\n",
    "plt.yticks([0,20,40],[0,20,40],fontsize=25)\n",
    "plt.legend(fontsize=25)\n",
    "if save_fig == 1:\n",
    "    plt.savefig(fold_fig+'/rateJai0.pdf',bbox_inches='tight')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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