{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2ee1d062",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This code is written by Nooshin Abdollahi\n",
    "# Information about this code:\n",
    "# - Motor axons are not included\n",
    "# - there are not transverse connections between Boundary and Boundary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "af4c646e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# show the time of execution\n",
    "from datetime import datetime\n",
    "start_time = datetime.now()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "493e7e8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuron import h\n",
    "import netpyne \n",
    "from netpyne import specs, sim   \n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from typing import Tuple, List\n",
    "import math\n",
    "import sys\n",
    "\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d05a8722",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import nesseccery files from Matlab\n",
    "\n",
    "R = np.loadtxt(\"R.txt\")    # All axons with different radius\n",
    "G = np.loadtxt(\"G.txt\")    # Axon's groups\n",
    "C = np.loadtxt(\"C.txt\")    # Coordinates of each axon (x,y)\n",
    "neighboringAxon = np.loadtxt(\"neighboringAxon.txt\")\n",
    "dist = np.loadtxt(\"dist.txt\")    \n",
    "\n",
    "unique_radius = np.loadtxt(\"unique_radius.txt\")          # including different types\n",
    "Number_of_nodes = np.loadtxt(\"Number_of_nodes.txt\")      # Number of nodes for the specified axon total length\n",
    "\n",
    "parameters = np.loadtxt(\"parameters.txt\")  \n",
    "\n",
    "# importing all the connections\n",
    "import scipy.io as io\n",
    "\n",
    "for i in range(len(unique_radius)):\n",
    "    for j in range(len(unique_radius)):\n",
    "        if j>=i:\n",
    "            l = [i, j]\n",
    "            z = ''.join([str(n) for n in l])\n",
    "            Input = io.loadmat('Connect_types_{}.mat'.format(z) , squeeze_me=True)  \n",
    "            I = Input['SAVE']; \n",
    "            locals()[\"Connect_types_\"+str(z)]=[]\n",
    "            for v in range(len(I)):\n",
    "                D = I[v].strip()  \n",
    "                locals()[\"Connect_types_\"+str(z)].append(D)  \n",
    "\n",
    "\n",
    "# Boundary connections\n",
    "for i in range(len(unique_radius)):\n",
    "    Input = io.loadmat('Boundary_to_{}.mat'.format(i) , squeeze_me=True)  \n",
    "    I = Input['SAVE']; \n",
    "    locals()[\"Boundary_to_\"+str(i)]=[]\n",
    "    for v in range(len(I)):\n",
    "        D = I[v].strip()  \n",
    "        locals()[\"Boundary_to_\"+str(i)].append(D) \n",
    "    \n",
    "\n",
    "\n",
    "#\n",
    "Boundary_coordinates = np.loadtxt(\"Boundary_coordinates.txt\")\n",
    "Boundary_neighboring = np.loadtxt(\"Boundary_neighboring.txt\")\n",
    "Boundary_dist = np.loadtxt(\"Boundary_dist.txt\") \n",
    "\n",
    "\n",
    "############## importing files related to transverse resistance (Rg) and Areas\n",
    "\n",
    "for i in range(len(unique_radius)):\n",
    "    for j in range(len(unique_radius)):\n",
    "        if j>=i:\n",
    "            l = [i, j]\n",
    "            z = ''.join([str(n) for n in l])\n",
    "            Input = np.loadtxt('Rg_{}.txt'.format(z) )  \n",
    "            locals()[\"Rg_\"+str(z)]=Input\n",
    "  \n",
    "\n",
    "\n",
    "                \n",
    "for i in range(len(unique_radius)):\n",
    "    Input = np.loadtxt('Boundary_Rg_{}.txt'.format(i) )  \n",
    "    locals()[\"Boundary_Rg_\"+str(i)]=Input\n",
    "\n",
    "    \n",
    "    \n",
    "        \n",
    "        \n",
    "for i in range(1,len(unique_radius)):\n",
    "    for j in range(1,len(unique_radius)):\n",
    "        if j>i:\n",
    "            l = [i, j]\n",
    "            z = ''.join([str(n) for n in l])\n",
    "            Input = np.loadtxt('Areas_{}.txt'.format(z) )  \n",
    "            locals()[\"Areas_\"+str(z)]=Input\n",
    "            \n",
    "            \n",
    "            \n",
    "            \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cf1c9f69",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Network parameters\n",
    "netParams = specs.NetParams()\n",
    "\n",
    "netParams.sizeX=3000\n",
    "netParams.sizeY=3000\n",
    "netParams.sizeZ=3000\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type1', \n",
    "    conds={'cellType': 'type1', 'cellModel': 'type1'},\n",
    "    fileName='type1.hoc', \n",
    "    cellName='type1', \n",
    "    importSynMechs=True) ;\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type2', \n",
    "    conds={'cellType': 'type2', 'cellModel': 'type2'},\n",
    "    fileName='type2.hoc', \n",
    "    cellName='type2', \n",
    "    importSynMechs=True) ;\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type3', \n",
    "    conds={'cellType': 'type3', 'cellModel': 'type3'},\n",
    "    fileName='type3.hoc', \n",
    "    cellName='type3', \n",
    "    importSynMechs=True) ;\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type4', \n",
    "    conds={'cellType': 'type4', 'cellModel': 'type4'},\n",
    "    fileName='type4.hoc', \n",
    "    cellName='type4', \n",
    "    importSynMechs=True) ;\n",
    "\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type5', \n",
    "    conds={'cellType': 'type5', 'cellModel': 'type5'},\n",
    "    fileName='type5.hoc', \n",
    "    cellName='type5', \n",
    "    importSynMechs=True) ;\n",
    "\n",
    "        \n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type6', \n",
    "    conds={'cellType': 'type6', 'cellModel': 'type6'},\n",
    "    fileName='type6.hoc', \n",
    "    cellName='type6', \n",
    "    importSynMechs=True) ;        \n",
    "        \n",
    "        \n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type7', \n",
    "    conds={'cellType': 'type7', 'cellModel': 'type7'},\n",
    "    fileName='type7.hoc', \n",
    "    cellName='type7', \n",
    "    importSynMechs=True) ; \n",
    "\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type8', \n",
    "    conds={'cellType': 'type8', 'cellModel': 'type8'},\n",
    "    fileName='type8.hoc', \n",
    "    cellName='type8', \n",
    "    importSynMechs=True) ;\n",
    "\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type9', \n",
    "    conds={'cellType': 'type9', 'cellModel': 'type9'},\n",
    "    fileName='type9.hoc', \n",
    "    cellName='type9', \n",
    "    importSynMechs=True) ;\n",
    "\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type10', \n",
    "    conds={'cellType': 'type10', 'cellModel': 'type10'},\n",
    "    fileName='type10.hoc', \n",
    "    cellName='type10', \n",
    "    importSynMechs=True) ;\n",
    "\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type11', \n",
    "    conds={'cellType': 'type11', 'cellModel': 'type11'},\n",
    "    fileName='type11.hoc', \n",
    "    cellName='type11', \n",
    "    importSynMechs=True) ;\n",
    "\n",
    "netParams.importCellParams(\n",
    "    cellInstance=True,\n",
    "    label='type12', \n",
    "    conds={'cellType': 'type12', 'cellModel': 'type12'},\n",
    "    fileName='type12.hoc', \n",
    "    cellName='type12', \n",
    "    importSynMechs=True) ;\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d5ef8f97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "62\n"
     ]
    }
   ],
   "source": [
    "###################################### Locating each axon in specific (x,y) #################################################\n",
    "\n",
    "\n",
    "for i in range(len(R)):\n",
    "    x = np.where(unique_radius == R[i])\n",
    "    \n",
    "    if x[0]==0:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'Cfiber', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'Cfiber', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]} \n",
    "\n",
    "# x=1,...,x=len(unique_radius)-1        \n",
    "        \n",
    "    if x[0]==1:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type1', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type1', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]} \n",
    "\n",
    "    if x[0]==2:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type2', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type2', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]}  \n",
    "        \n",
    "        \n",
    "    if x[0]==3:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type3', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type3', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]}  \n",
    "        \n",
    "    if x[0]==4:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type4', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type4', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]} \n",
    "        \n",
    "    if x[0]==5:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type5', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type5', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]} \n",
    "        \n",
    "    if x[0]==6:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type6', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type6', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]}  \n",
    "        \n",
    "    if x[0]==7:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type7', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type7', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]}  \n",
    "        \n",
    "    if x[0]==8:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type8', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type8', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]} \n",
    "        \n",
    "    if x[0]==9:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type9', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type9', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]}  \n",
    "        \n",
    "    if x[0]==10:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type10', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type10', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]}  \n",
    "        \n",
    "    if x[0]==11:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type11', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type11', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]}  \n",
    "\n",
    "\n",
    "    if x[0]==12:\n",
    "        netParams.popParams[\"Axon%s\" %i] = {\n",
    "        'cellType': 'type12', \n",
    "        'numCells':1 ,                                         \n",
    "        'cellModel': 'type12', \n",
    "        'xRange':[C[i][0], C[i][0]], \n",
    "        'yRange':[0, 0], \n",
    "        'zRange':[C[i][1], C[i][1]]}  \n",
    "\n",
    "\n",
    "\n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "########################################### Locating Boundary Cables ########################################################\n",
    "\n",
    "\n",
    "for i in range(len(Boundary_coordinates)):\n",
    "    \n",
    "    netParams.popParams[\"Boundary%s\" %i] = {\n",
    "    'cellType': 'Boundary', \n",
    "    'numCells':1 ,                                         \n",
    "    'cellModel': 'Boundary', \n",
    "    'xRange':[Boundary_coordinates[i][0], Boundary_coordinates[i][0]], \n",
    "    'yRange':[0, 0], \n",
    "    'zRange':[Boundary_coordinates[i][1], Boundary_coordinates[i][1]]} \n",
    "\n",
    "\n",
    "\n",
    "# in Total, how many Cells does Netpyne generate?  Length(R)+len(Boundary_coordinates)\n",
    "print(len(R)+len(Boundary_coordinates))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4adc83be",
   "metadata": {},
   "outputs": [],
   "source": [
    "################################################### Stimulation ############################################################\n",
    "# Which group of axons do you want to stimulate?\n",
    "# Group1: motor axons   Group2: C fibers    Group3: Adelta     Group4: Abeta\n",
    "\n",
    "\n",
    "netParams.stimSourceParams['Input1'] = {'type': 'IClamp', 'del': 1, 'dur': 0.1, 'amp': 2}\n",
    "\n",
    "\n",
    "\n",
    "# for i in range(len(R)):      \n",
    "#     if G[i]==4:            # Group 4\n",
    "# netParams.stimTargetParams['Input1->\"Stim_%s\"' %i] = {'source': 'Input1', 'sec':'node_0', 'loc': 0.5, 'conds': {'pop':\"Axon%s\" %i}}    \n",
    "    \n",
    "netParams.stimTargetParams['Input1->Stim_1'] = {'source': 'Input1', 'sec':'node_0', 'loc': 0.5, 'conds': {'pop':\"Axon17\"}}    \n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "90a2f08b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Start time:  2022-01-04 19:10:10.095773\n",
      "\n",
      "Creating network of 62 cell populations on 1 hosts...\n",
      "  Number of cells on node 0: 62 \n",
      "  Done; cell creation time = 0.09 s.\n",
      "Making connections...\n",
      "  Number of connections on node 0: 0 \n",
      "  Done; cell connection time = 0.00 s.\n",
      "Adding stims...\n",
      "  Number of stims on node 0: 1 \n",
      "  Done; cell stims creation time = 0.00 s.\n",
      "Recording 78 traces of 2 types on node 0\n"
     ]
    }
   ],
   "source": [
    "simConfig = specs.SimConfig()\n",
    "simConfig.hParams = {'celsius': 37 }\n",
    "\n",
    "simConfig.dt = 0.025              # Internal integration timestep to use default is 0.025\n",
    "simConfig.duration = 6\n",
    "simConfig.recordStim = True\n",
    "simConfig.recordStep = 0.025        # Step size in ms to save data (e.g. V traces, LFP, etc) default is 0.1\n",
    "#simConfig.cache_efficient = True\n",
    "#simConfig.cvode_active = True\n",
    "# simConfig.cvode_atol=0.0001\n",
    "# simConfig.cvode_rtol=0.0001\n",
    "\n",
    "\n",
    "simConfig.recordTraces = {'V_node_0' :{'sec':'node_0','loc':0.5,'var':'v'}}\n",
    "simConfig.analysis['plotTraces'] = {'include':  ['allCells']}                              # ['Axon0','Axon1']\n",
    "\n",
    "simConfig.analysis['plot2Dnet'] = True\n",
    "simConfig.analysis['plot2Dnet'] = {'include': ['allCells'], 'view': 'xz'}\n",
    "\n",
    "\n",
    "\n",
    "#simConfig.recordLFP = [[56.39,-4000,51.74]]     # Determine the location of the LFP electrode\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "sim.create(netParams, simConfig)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d0a782a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24031999.511756346\n",
      "2470349.091057556\n",
      "2189691.3892785767\n",
      "3321899.96698228\n",
      "1751832.7220895633\n",
      "2293937.587292069\n",
      "2189691.3892785767\n",
      "2603845.3942760164\n",
      "2189691.3892785767\n",
      "2240602.605025462\n",
      "2408605.799603846\n",
      "2240602.605025462\n",
      "2189691.3892785767\n",
      "2408605.799603846\n",
      "7407249.657351489\n",
      "4188105.9557651747\n",
      "2535341.174484634\n"
     ]
    }
   ],
   "source": [
    "# Since by default Netpyne does not insert the parameters of the extracellular mechanism, I insert them in this section\n",
    "# this section includes \"longitudinal\" resistivities (i.e. xraxial)\n",
    "\n",
    "Total_Length=10000\n",
    "Section_Length=100\n",
    "number =  Total_Length/Section_Length \n",
    "number = int(number)\n",
    "\n",
    "\n",
    "rhoa=0.7e6 \n",
    "mycm=0.1 \n",
    "mygm=0.001 \n",
    "\n",
    "space_p1=0.002  \n",
    "space_p2=0.004\n",
    "space_i=0.004\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "############################# For Boundary Cables #################################################\n",
    "\n",
    "# soma section is just for LFP recording, LFP in Netpyne does not work if at least one section is not called soma \n",
    "\n",
    "\n",
    "for j in range(len(R),len(R)+len(Boundary_coordinates)):\n",
    "        \n",
    "    S = sim.net.cells[j].secs[\"soma\"][\"hObj\"]     \n",
    "    for seg in S:\n",
    "        seg.xraxial[0] = 1e9\n",
    "        seg.xraxial[1] = 1e9\n",
    "        seg.xg[0] = 1e-9\n",
    "        seg.xg[1] = 0\n",
    "        seg.xc[0] = 0\n",
    "        seg.xc[1] = 0\n",
    "\n",
    "\n",
    "    for i in range(number):        \n",
    "        S = sim.net.cells[j].secs[\"section_%s\" %i][\"hObj\"]\n",
    "        for seg in S:\n",
    "            seg.xraxial[0] = 1e9\n",
    "            seg.xraxial[1] = 1e9\n",
    "            seg.xg[0] = 1e-9\n",
    "            seg.xg[1] = 0\n",
    "            seg.xc[0] = 0\n",
    "            seg.xc[1] = 0\n",
    "            \n",
    "            \n",
    "            \n",
    "            \n",
    "\n",
    "############################# For C fibers #######################################################\n",
    "\n",
    "rho2 = 1211 * 1e-6   # Mohm-cm\n",
    "area_around_axon = 0.002\n",
    "\n",
    "\n",
    "radi = 0.4\n",
    "xr = rho2 /  ((math.pi)*(((radi+area_around_axon)**2) - (radi**2)) * 1e-8)       # Mohm/cm\n",
    "print(xr)\n",
    "\n",
    "\n",
    "\n",
    "for j in range(len(R)):\n",
    "    if G[j]==2:             # Group2: C fibers\n",
    "        \n",
    "        S = sim.net.cells[j].secs[\"soma\"][\"hObj\"]  \n",
    "        for seg in S:\n",
    "            seg.xraxial[0] = xr\n",
    "            seg.xraxial[1] = xr\n",
    "            seg.xg[0] = 1e10\n",
    "            seg.xg[1] = 0\n",
    "            seg.xc[0] = 0\n",
    "            seg.xc[1] = 0\n",
    "            \n",
    "        \n",
    "        for i in range(number):         \n",
    "            S = sim.net.cells[j].secs[\"axon_%s\" %i][\"hObj\"]\n",
    "            for seg in S:\n",
    "                seg.xraxial[0] = xr\n",
    "                seg.xraxial[1] = xr\n",
    "                seg.xg[0] = 1e10\n",
    "                seg.xg[1] = 0\n",
    "                seg.xc[0] = 0\n",
    "                seg.xc[1] = 0\n",
    "        \n",
    "        \n",
    "            \n",
    "\n",
    "        \n",
    "############################## For myelinated sensory axons ##################################### \n",
    "\n",
    "\n",
    "rho2 = 1211 * 1e-6   # Mohm-cm\n",
    "area_around_axon = 0.002\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for j in range(len(R)):\n",
    "    if G[j]!=2:         # if it is not a C fiber \n",
    "        x = np.where(unique_radius == R[j])        \n",
    "        x = int(x[0])\n",
    "        nodes = Number_of_nodes[x]\n",
    "        nodes=int(nodes)\n",
    "        \n",
    "        \n",
    "        nl = parameters[x][4]\n",
    "        nodeD = parameters[x][1]\n",
    "        paraD1 = nodeD\n",
    "        axonD = parameters[x][0]\n",
    "        paraD2 = paraD1\n",
    "        \n",
    "        Rpn0 = (rhoa*.01)/((math.pi)*((((nodeD/2)+space_p1)**2)-((nodeD/2)**2)))\n",
    "        Rpn1 = (rhoa*.01)/((math.pi)*((((paraD1/2)+space_p1)**2)-((paraD1/2)**2)))\n",
    "        Rpn2 = (rhoa*.01)/((math.pi)*((((paraD2/2)+space_p2)**2)-((paraD2/2)**2)))\n",
    "        Rpx  = (rhoa*.01)/((math.pi)*((((axonD/2)+space_i)**2)-((axonD/2)**2)))\n",
    "        \n",
    "        \n",
    "        ################### xraxial[1]\n",
    "        \n",
    "        radi = R[j]\n",
    "        xr = rho2 /  ((math.pi)*(((radi+area_around_axon)**2) - (radi**2)) * 1e-8)       # Mohm/cm\n",
    "        print(xr)\n",
    "        \n",
    "        ##################\n",
    "        \n",
    "\n",
    "        S = sim.net.cells[j].secs[\"soma\"][\"hObj\"]\n",
    "        for seg in S:\n",
    "            seg.xraxial[0] = Rpn1\n",
    "            seg.xraxial[1] = xr\n",
    "            seg.xg[0] = mygm/(nl*2)\n",
    "            seg.xg[1] = 0                # disconnect from ground\n",
    "            seg.xc[0] = mycm/(nl*2)\n",
    "            seg.xc[1] = 0\n",
    "\n",
    "            \n",
    "        for i in range(nodes):\n",
    "            S = sim.net.cells[j].secs[\"node_%s\" %i][\"hObj\"]\n",
    "            for seg in S:\n",
    "                seg.xraxial[0] = Rpn0\n",
    "                seg.xraxial[1] = xr\n",
    "                seg.xg[0] = 1e10\n",
    "                seg.xg[1] = 0\n",
    "                seg.xc[0] = 0\n",
    "                seg.xc[1] = 0\n",
    "\n",
    "\n",
    "        for i in range(2*nodes):\n",
    "            S = sim.net.cells[j].secs[\"MYSA_%s\" %i][\"hObj\"]\n",
    "            for seg in S:\n",
    "                seg.xraxial[0] = Rpn1\n",
    "                seg.xraxial[1] = xr\n",
    "                seg.xg[0] = mygm/(nl*2)\n",
    "                seg.xg[1] = 0\n",
    "                seg.xc[0] = mycm/(nl*2)\n",
    "                seg.xc[1] = 0\n",
    "\n",
    "\n",
    "        for i in range(2*nodes):\n",
    "            S = sim.net.cells[j].secs[\"FLUT_%s\" %i][\"hObj\"]\n",
    "            for seg in S:\n",
    "                seg.xraxial[0] = Rpn2\n",
    "                seg.xraxial[1] = xr\n",
    "                seg.xg[0] = mygm/(nl*2)\n",
    "                seg.xg[1] = 0\n",
    "                seg.xc[0] = mycm/(nl*2)\n",
    "                seg.xc[1] = 0 \n",
    "\n",
    "\n",
    "        for i in range(6*nodes):\n",
    "            S = sim.net.cells[j].secs[\"STIN_%s\" %i][\"hObj\"]\n",
    "            for seg in S:\n",
    "                seg.xraxial[0] = Rpx\n",
    "                seg.xraxial[1] = xr\n",
    "                seg.xg[0] = mygm/(nl*2)\n",
    "                seg.xg[1] = 0\n",
    "                seg.xc[0] = mycm/(nl*2)\n",
    "                seg.xc[1] = 0\n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a4d8b1f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.411647"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parameters[4][1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2a6c256",
   "metadata": {},
   "source": [
    "#### Recordings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cd6d9f09",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Running simulation for 6.0 ms...\n",
      "  Done; run time = 0.64 s; real-time ratio: 0.01.\n",
      "\n",
      "Gathering data...\n",
      "  Done; gather time = 0.17 s.\n",
      "\n",
      "Analyzing...\n",
      "  Cells: 62\n",
      "  Connections: 0 (0.00 per cell)\n",
      "  Spikes: 2 (5.38 Hz)\n",
      "  Simulated time: 0.0 s; 1 workers\n",
      "  Run time: 0.64 s\n",
      "  Done; saving time = 0.00 s.\n",
      "Plotting recorded cell traces ... cell\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mwIMPzg2IN98ML75Yjq21VlkHse0ZxHXXNSAONAZGSZIGoFmzyruYb7557vaf/5Rj66wD++wz9xnEddYxIA50BkZJkgaAmTPhrrvmhsPbboNp08qxddeF/fabGxDXXrvSUtWADIySJDWhadPgH/+AW24pAfGOO0poBNhsMzj0UNhpJ3jXu8qr96SuGBglSWoCL70E48aVcHjLLfDPf8Ls2bD44vCOd8Bxx5WAuOOOsNJKVVer/sbAKElSPzRx4txwePPNMH582b/UUrDttvD1r5few+23h2WXrbZW9X8GRkmSGlwmPPHE3OcPb7mlvJcZShgcORIOOaT0ILa0wODB1dar5mNglCSpwbQtcdPWe3jzzXPforLSSiUYHn98+bnlljDIf5url/mPmCRJFZs5szxzOG5cCYnjxsGUKeXYmmuWt6i0TVDZZBOXuFHfMzBKktTHXnihLGtz221w663Q2gpvvFGObbQRfOADJRzutFNZ4saAqKoZGCVJ6kVtr9i79da5IfHxx8uxJZeEd74TPv1p2GGHMkFl1VWrrVfqiIFRkqQeNG0a3Hnn3N7D22+HqVPLseHDSzA8+ujy8x3vcIKK+gcDoyRJCykTnn563uHl++8vvYoRZYHsgw8us5hHjoT113d4Wf2TgVGSpG564w245565AfG22+DZZ8uxZZaB7baDE04o4XDbbWGFFSotV+oxBkZJkjrx4ovl9Xptzx/edRfMmFGOrbNOeffyyJFleHnzzV3eRs2rYf7Rjojp7XYtDZyVmZ+uHT8K+BqwKjAO+FhmPtvJtdYBzgK2B2YClwKfy8xZEbEd8F3gncBsYCzwmcx8rnbuycA3a+e12SIz/73o31KS1KjmzIFHHpl3ePnRR8uxQYPK84bHHjt3eHn11autV+pLDRMYM3No258jYhngeWBM7fMo4BRgF+Ax4DRgNDCqk8udBbwArAasAPwN+BTwc2BF4BzgOmAWcAZwLrBn3fl/yMxDe+abSZIa0auvzp2cctttpSexbe3DlVYqofBjHys/W1pg6aWrrVeqUsMExnYOpAS+W2qf9wXGZOZ4gIj4LjAxItbPzCc6OH9d4IzMnAFMiohrgc0AMvOa+oYRcQZwU+98DUlSo3jmmbk9h7fdBvfeC7Nnl2ObblrWPmwbXt5wQyenSPUaNTAeAVyQmVn7HLWNus8AmwMdBcbTgIMjYiylR3Ev4Fud3GsnYHy7fftGxH+A5yjB8xcL/A0kSZV580247755A+KECeXYkCGwzTbwta+VgLjddjBsWLX1So2u4QJjRIygDDV/vG731cAfIuKXlCHpE4EEhnRymZuATwCvAIsD5wNXdnCvLWrX2q9u9yWUIevngW2ByyLi5cwc3Um9RwNHA4wYMaJb31GS1LP+858ypNw2vHznnfDaa+XYWmuVXsMddigBcYstYIklqq1X6m/6JDDWevo6e97w1szcse7z4cC4zHyybUdmXh8RJwGXAcsDPwWmARM6uNdilOcTzwZGAkOB3wKnAl+pa7cBcA3w2cxsG/omMx+qu9xtEXEaZYi8w8CYmedQAiYtLS3ZURtJUs/JLJNR6t+c8vDD5djii8Pb3w5HHTV3cspaa1Vbr9QM+iQwZubOC9D8cOCHHVzjTOBMgIjYCDgBeLCD84cBa1GGkmcCMyPiXOB71AJjRKwN/B34bmZeOL/ymXc4XJLUh157rbxruW14+R//gJdeKsdWXLGEwkMPLT+33rqshyipZzXUkHREjATWoDY7um7/YGADyrOGa1F69E7LzCntr5GZL0bEk8CxEfFjSg/jEcB9tWutAdwAnJmZv+yghv2Am4GXga2BzwDf6KGvKEmaj4kT513a5p57YNascmzjjeF975s7vLzxxrDYYtXWKw0EDRUYKcHu8syc1m7/YOBiYH3KUPS51E1iiYhvAO/KzL1quw4AfgZ8lbLW4o3A52vHjgLWA06qDXMD8yzrczBlCHspypD3qZl5fg99P0lSnVmz4IEH5h1efvrpcmzw4DI55UtfKuFw++1h5ZWrrVcaqGLuRGQtqpaWlmxtba26DElqWC+/DLffPrf38I47ynqIUBbCbus5HDkSttoKllyyymql5hYRd2dmS3faNloPoySpSWTC44/PO7z80ENl/2KLwZZbwpFHzg2JI0a49qHUqAyMkqQeMWPG3MkpbdvkyeXY8suXIeUPfaiEw223haFDu76epMZhYJQkLZRJk+ZdGPvuu8uC2QAbbAB77z13eHnTTZ2cIvVnBkZJ0nzNng0PPjjv8PKTtdVyl1qqvGv5c58rw8vbbw9veUul5UrqYQZGSdJ/eeWVuZNTbrut/Hlabf2KVVYpwfC448rPt7+9hEZJzcvAKEkDXGZZymbcuLnDyw88UPZHwNveNndh7JEjYd11nZwiDTQGRkkaYGbNgnvvLeGwbXv22XJs2WXLhJQTTyy9h9tuC8stV2m5khqAgVGSmtwrr5TX6bWFw/q1D0eMgFGjSjjcYYfSm7j44tXWK6nxGBglqYlkwv/937y9h/ffP+/ahx/96NyAuNZaVVcsqT8wMEpSPzZrVgmEbeFw3LjyLmYo6xxuvz2cdNLc4eVll622Xkn9k4FRkvqRGTPgzjvh5pvL9o9/wPTp5dhaa8G73jXv8PIg/5aX1AP8q0SSGtj06SUUtgXEO+6AmTPLLOUttoAjjoAdd3R4WVLvMjBKUgOZMqUMK7cFxLvvLotmL744vPOd8OlPw047lYA4bFjV1UoaKAyMklSh55+HW26ZGxDbJqgsuWR55vBrXysBcfvtff5QUnUMjJLUh156CcaOhRtuKNsjj5T9Q4aURbG//e0SELfdFgYPrrRUSfr/DIyS1IumTSs9iNdfXwLiffeVHsRllikTVD760RIQ3/lOWGKJqquVpI4ZGCWpB82YUV6t19aDeOed5RnEpZYqPYjf+Q7suitsvbUBUVL/YWCUpEUwezbcddfcHsRbby2zmBdfvITCr361BMSRI2HppauuVpIWjoFRkhbQM8/AddeV7e9/h5dfLvu33BKOO64ExHe9y3cwS2oeBkZJmo/XXoObboK//rWExIcfLvvXWAMOOADe8x7YbTdYeeVq65Sk3mJglKR2MuHBB+f2It5ySxlmHjy4TFA56ijYYw/YdNOygLYkNTsDoyQBr78ON94If/4z/OUvMGFC2b/ZZvCpT5WAuNNOPocoaWAyMEoasJ59Fq66qgTEv/+9DD0vs0wZYj755BIS11yz6iolqXoGRkkDxpw5cM89c3sR77677F97bfjYx+C974Wddy5L4EiS5jIwSmpqb7xRlru5/PISEp97rjx3uP32cMopsO++ZdjZZxElqXMGRklN57XXymSVyy8vvYlTp8LQobDnniUg7rUXDB9edZWS1H8YGCU1hVdeKc8jXn45XH11CY3DhpVlbw44AN79bt/NLEkLy8Aoqd+aNg2uvBIuuaSskfjGG7DqqnDEESUkjhrl6/ckqScYGCX1KzNmwDXXwMUXl2cSZ8yAESPKG1YOOKA8m7j44lVXKUnNxcAoqeHNmlUmroweXYacX3mlPIP48Y/DIYfAdtvBYotVXaUkNS8Do6SGlAl33gkXXVSGnF94obyb+f3vLyFx111hkH+DSVKf8K9bSQ3luefgwgvhvPPKO5uXWqrMbP7wh2HvvZ24IklVMDBKqtwbb5Tlb849F669FmbPhpEj4Ve/goMOKj2LkqTqGBglVebee0tI/N3v4KWXYPXV4StfgSOPhI02qro6SVIbA6OkPjV9egmIZ59dXtO35JKw//7w0Y/C7rs7w1mSGpGBUVKfePBB+MUvyvOJ06bBFlvA6aeXCSzDhlVdnSSpKwZGSb1m5ky49FL45S9h3LgygeWgg+DYY8tSOL6/WZL6BwOjpB733HOlN/GXv4TJk2H99eF//qcMO6+0UtXVSZIWlIFRUo+55x742c/KAtuzZsE++8CnP13e4+zC2pLUfxkYJS2S2bPLkjg//SncfDMsswwccwx85jOw4YZVVydJ6gkN89/8ETG93TY7Ik6vO35URDxeO3ZtRKzexbXWiYirI2JKREyKiDMiYlDdsWx3r2/VnRsRcWpEvFTbfhThk1ZSezNmlCHnjTcub1956qky7DxhQpnMYliUpObRMD2MmTm07c8RsQzwPDCm9nkUcAqwC/AYcBowGhjVyeXOAl4AVgNWAP4GfAr4eV2bFTJzVgfnHg3sD2wJZO3cfwO/XKgvJjWZV14pQfGnP4VJk2DrreEHPyih0Vf1SVJzatS/3g+kBL5bap/3BcZk5niAiPguMDEi1s/MJzo4f13gjMycAUyKiGuBzbp57yOAn2TmhNq9fgJ8AgOjBrjJk+G00+DMM+Hll8tzib/7Heyyi7OdJanZNcyQdDtHABdkZtY+R22j7jPA5p2cfxpwcEQMiYg1gL2Aa9u1eToiJkTEuRGxct3+zYD76j7fR/fDptR0nn0WPvtZWHttOOUU2G03uOsu+NvfYNddDYuSNBA0XGCMiBGUoebz63ZfDRwUEVtExNLAiZTh4iGdXOYmSsh7BZgAtAJX1o69CGwNrA28E1gW+F3duUOBqXWfpwJDO3uOMSKOjojWiGidPHlyd7+m1PAmTYLPf74siXPWWXDwwfDQQ2VdxZaWqquTJPWlPgmMETG2NtGko21cu+aHA+My88m2HZl5PXAScBnwNPAUMI0SBtvfazHgOuByYBlgZWBF4NTataZnZmtmzsrM54HjgfdExHK1S0wHlqu75HLA9Lreznlk5jmZ2ZKZLcOHD1+g34vUiCZPhi9/GdZbb+6bWB59FH77W3jrW6uuTpJUhT4JjJm5c2ZGJ9uO7Zofzry9i23XODMzN8zMt1CC4yDgwQ5uNwxYi/IM48zMfAk4F9i7s/JqP9t6EMdTJry02bK2T2pqL70EX/86rLsu/O//woEHwsMPw29+U/ZJkgauhhqSjoiRwBrUZkfX7R8cEZvXlrwZAZwDnJaZU9pfIzNfBJ4Ejo2IQRGxAuWZyPtq19o2IjaOiMUiYiXKzOmxmdk2DH0B8IWIWKO2dM8XgfN64/tKjeC118os5/XWg1NPhfe9D8aPhwsucGkcSVLRUIGREuwuz8xp7fYPBi6mDBffCfwDqF878RsRcU1d+wOAPYHJwOPALODztWPrUSbATKP0UM4EPlx37tnAn4EHasevqu2Tmsrs2XDuubDRRvCNb5TZzg88ABdf7NCzJGle0cmjeVoILS0t2draWnUZUpcy4brr4CtfKQFxm23Kgts77VR1ZZKkvhQRd2dmt6YxNloPo6RedM89sPvusNdeZSj6kkvg9tsNi5KkrhkYpQHgxRfL+53f+U64996yAPdDD8EHP+g6ipKk+WvUN71I6gGzZ8PZZ8MJJ5RX+n3uc3DiibDCClVXJknqTwyMUpMaNw6OPx7uu6+8keXnP4fNfGeRJGkhOCQtNZnnnoPDDoN3vQv+8x8YMwb+/nfDoiRp4RkYpSYxZw784hew8cZlMss3v1kW3j7wQJ9TlCQtGoekpSbw8MPwiU/ArbfCu99dguMGG1RdlSSpWdjDKPVjb7wB3/kObLVVmfV83nnw178aFiVJPcseRqmf+sc/Sq/i+PFw8MHws5/BKqtUXZUkqRnZwyj1M6+9Bp/9LOywQ1kq5y9/gdGjDYuSpN5jD6PUj9x1Fxx6KDz6aFky55RTYNllq65KktTs7GGU+oE334STT4btt4fXX4frr4fTTzcsSpL6hj2MUoP717/KuoptvYunn+6bWiRJfcseRqlBZcIZZ8Db3w5PPFEW4L7wQsOiJKnv2cMoNaAXXoDDD4frroO99oLf/AZWW63qqiRJA5WBUWowN90EH/4wTJlSFuA+5hjf1CJJqpZD0lKDmDMHvv992HXXMpnljjvgk580LEqSqmcPo9QAXnihTGj529/gkEPgl790BrQkqXEYGKWKjR1bQuKUKfCrX8HHP26voiSpsTgkLVWkbQh6t93mDkEfdZRhUZLUeOxhlCowbVqZBX3llWWCy9lnOwQtSWpcBkapjz36KOy/f/n505+W90LbqyhJamQGRqkPXXVVeV5xySXLBJdddqm6IkmS5s9nGKU+kAk//CHsuy+svz60thoWJUn9hz2MUi+bObMsvn3++XDwweWtLUOGVF2VJEndZw+j1ItefBF2372ExW9/Gy6+2LAoSep/7GGUeskjj8B73wsTJsDo0aV3UZKk/sjAKPWCsWPLTOillip/3m67iguSJGkROCQt9bBLLoE99oDVV4c77zQsSpL6PwOj1IN+9rMy9LzNNjBuHKy9dtUVSZK06AyMUg+YMwe+9CX4/Ofh/e8vaywOG1Z1VZIk9QyfYZQW0ZtvwpFHlhnQxx0Hp50Giy9edVWSJPUcA6O0CF5/HT74wfIGl1NOga99zdf8SZKaj4FRWkjTpsH73gc33QS/+AV88pNVVyRJUu8wMEoL4aWXYK+94J//hIsuKu+HliSpWRkYpQX03HPl7S2PPw5XXFHeDy1JUjMzMEoLYOJE2GWXEhqvuab8WZKkZmdglLppwoQSEJ9/Hq67DkaOrLoiSZL6hoFR6oZnnilh8YUXSljcfvuqK5Ikqe8YGKX5+L//K2HxxRfLgtzbblt1RZIk9a2GedNLRExvt82OiNPrjh8VEY/Xjl0bEat3ca11IuLqiJgSEZMi4oyIGFQ79pF293ktIjIi3lk7fnJEvNmuzXq9/xtQI3rmGdh55zIr2rAoSRqoGiYwZubQtg1YBXgdGAMQEaOAU4D9gGHAk8DoLi53FvACsBqwFTAK+FTtPr9rd69PAf8G/ll3/h/q22Tmv3vwq6qfmDQJdtttbljcZpuqK5IkqRoNExjbOZAS+G6pfd4XGJOZ4zPzDeC7wE4RsX4n568LXJKZMzJzEnAtsFknbY8ALsjM7Lny1d+99FJZOufZZ8ts6K23rroiSZKq06iBsX2Ii9pG3WeAzTs5/zTg4IgYEhFrAHtRQuM8ImJtYCfggnaH9o2I/0TE+Ig4tqtCI+LoiGiNiNbJkyd3/a3UL0ydCnvsAY89Bn/6k7OhJUlquMAYESMoQ8jn1+2+GjgoIraIiKWBE4EEhnRymZsoPYqvABOAVuDKDtodDtySmU/W7bsE2AQYDnwCODEiPtxZvZl5Tma2ZGbL8OHDu/EN1cimT4e994b774fLL4ddd626IkmSqtcngTEixtYmlnS0jWvX/HBgXH2Iy8zrgZOAy4CngaeAaZQw2P5eiwHXAZcDywArAysCp3ZQ2uHMG0zJzIcy89nMnJ2Zt1F6Kw9cqC+ufmXmTHj/++GOO2D06BIcJUlSHwXGzNw5M6OTbcd2zf8rxNWucWZmbpiZb6EEx0HAgx3cbhiwFnBGZs7MzJeAc4F5/vUfETsAqwOXzq985h0OVxOaMwcOPxz+/nf47W/hAx+ouiJJkhpHQw1JR8RIYA1qs6Pr9g+OiM2jGAGcA5yWmVPaXyMzX6TMoj42IgZFxAqUZyLva9f0COCyzJzW7l77RcSKtXttA3wG+GMPfUU1oEz47Gfhkkvgxz8uwVGSJM3VUIGREuIubx/igMHAxcB04E7gH8C32g5GxDci4pq69gcAewKTgceBWcDn69oPBg6ig55M4ODaOdMok2FOzcyO2qlJfP/7cMYZ8KUvwRe/WHU1kiQ1nnA1mZ7T0tKSra2tVZehBXDOOXDMMaVX8dxzYbFG+08oSZJ6SUTcnZkt3Wnrvx41YP3xj3DssWVyy69/bViUJKkz/itSA1JrKxxyCLS0lGcXl1ii6ookSWpcBkYNOE8/De99L7zlLWVh7mWWqboiSZIa26CqC5D60tSpsM8+MGMG3HADrLJK1RVJktT4DIwaMN58Ew48EP71L7juOth006orkiSpfzAwakDIhE99qizMfe65vvJPkqQF4TOMGhB+9rMyE/qb34Qjj6y6GkmS+hcDo5reX/9aFuU+4AD4zneqrkaSpP7HwKim9thj8KEPweabw/nnu9aiJEkLw399qmlNnQrvex8MGlQW6R46tOqKJEnqn5z0oqY0e3ZZmPvxx8tEl3XWqboiSZL6LwOjmtIJJ8DVV8MvfgGjRlVdjSRJ/ZtD0mo6V1wBP/whHH00fPKTVVcjSVL/Z2BUU3n0UTjiCNhmG/j5z6uuRpKk5mBgVNN49VX4wAdgySVhzBhYaqmqK5IkqTn4DKOaQmYZgh4/vrz2b8SIqiuSJKl5GBjVFM48Ey6+GL73Pdh996qrkSSpuTgkrX7v9tvhC1+AffeFr3+96mokSWo+3ephjIj3AEcCmwHLAtOA8cC5mfm3XqtOmo8pU+Dgg2GNNXyTiyRJvWW+gTEiPg98BfgVcBkwFVgO2BI4PyJOzczTerVKqQOZcNRRMHEi3HorrLhi1RVJktScutPD+GVgl8x8pN3+yyNiNHAjYGBUn/vFL+Dyy+F//qcsoyNJknpHdwbwlgGe7eTYJGBIz5Ujdc+995bnFvfaq/yUJEm9pzuB8TLgzxGxW0QMj4glI2LliNgNuAK4tHdLlOY1fTp86EOw0ko+tyhJUl/ozpD0J4FvA+cDqwNZ2/8ccCFwUu+UJnXsuOPg8cfh+uth+PCqq5EkqfnNNzBm5hvA14GvR8QKwFBgema+3L5tROyQmbf2dJFSm9//Hi64AE48EXbeuepqJEkaGBZo4e5aSHy5iybXUGZQSz3umWfg2GNhu+3gW9+quhpJkgaOnn76K3r4ehIAc+bAEUfAm2/CRRfBIN9RJElSn+npf+3m/JtIC+5nP4Mbb4Rf/xrWX7/qaiRJGlicX6qGd//95ZV/++8PH/tY1dVIkjTwGBjV0GbMgI98pLzF5ZxzIHzoQZKkPtfTQ9L+61w96oQT4MEH4eqrXUJHkqSqLFAPY0SsFBGHRcRXap9Xj4g1245n5rI9XaAGrltvhf/9X/jkJ8sbXSRJUjW6HRgjYhTwL+AjQNuiJhsCv+iFujTAvfYafPSjMGIE/OhHVVcjSdLAtiBD0j8DPpSZ10fElNq+O4BterwqDXgnnACPPVbe5rKs/daSJFVqQYak18nM62t/bls+5w16/jlIDXC33lqW0Tn2WNh116qrkSRJCxIYH4qIPdrtezfwQA/WowGubSh67bUdipYkqVEsSO/gF4G/RMRVwNIRcTawL7Bfr1SmAal+KHro0KqrkSRJsAA9jJl5O7AlMB74LfAksE1m3tVLtWmAue02h6IlSWpEC/T8YWZOBBwoVI974w34xCdgzTXh1FOrrkaSJNXrMjBGxIV04/3QmXn4ohYSEdPb7VoaOCszP107fhTwNWBVYBzwscx8tpNrbQKcCbwTmAx8OTOvqDu+W+34CMpM7yMz8+nasQB+CBxVa/4b4KuZ6Xuye9Gpp8JDD8Ff/uKsaEmSGs38hqQfB56obVOB/YHFgQm1c/cDXu6JQjJzaNsGrAK8DoyB/78G5Cm1+w2jDIeP7ug6ETEI+CPwl1rbo4GLImKj2vGVgcspa0kOA1qBP9Rd4uja99wS2AJ4L3BMT3xHdexf/4LvfQ8+9CHYZ5+qq5EkSe112cOYmd9u+3NEXAfsk5m31O3bkbmLePekA4EXgLZ77QuMyczxtft+F5gYEetn5hPtzn0rsDrw01qv4A0RcStwWK3WA4DxmdkWRk8GXoyIt2bmI8ARwE8yc0Lt+E+ATwC/7IXvOeDNmQNHHw1DhpTnFyVJUuNZkGV1tgNub7fvDmD7nivn/zsCuKBuGDiY9z3VbX/evINzO3qfddS13Qy4r+1AZr5K6UHdrKPjtT9vhnrFb38LN98MP/4xrLpq1dVIkqSOLEhgvAc4JSKWBqj9/D5wb08WFBEjgFHA+XW7rwYOiogtavc9kfJs5ZAOLvEIpXfyyxGxRES8p3a9trZDKcPr9aYCy3ZyfCowtPZsY0f1Hh0RrRHROnny5O5+TQGTJsGXvwyjRsHHPlZ1NZIkqTMLEhiPBHYApkbE85QgtSMw3wkvETE2IrKTbVy75ocD4zLzybYdtTfMnARcBjwNPAVMozxLOY/MfJPyDOI+wCTK+pGX1LWdDizX7rTlatfr6PhywPTOJr1k5jmZ2ZKZLcOHD+/q16B2Pvc5eP11OOcc6DiOS5KkRrAg6zA+lZkjgfWB9wEbZObIzHyqG+funJnRybZju+aHM2/vYts1zszMDTPzLZTgOAh4sJP73Z+ZozJzpczcA1gPuLN2eDxlQgsAEbFM7TuN7+g4c9eeVA/661/hD3+Ab34TNtqo6mokSVJXFqSHkYhYEdgF2BXYufa5x0TESGANarOj6/YPjojNoxgBnAOclplTOrnOFrVzhkTEl4DVgPNqh68ANo+ID0TEYMrw9v21CS8AFwBfiIg1ImJ1Sg/leajHzJwJxx8PG24IX/lK1dVIkqT56XZgjIjtKZNDPklZbuYY4Ina/p5yBHB5Zk5rt38wcDFluPhO4B/Uzc6OiG9ExDV17Q8DnqM8y7gbsHtmzgTIzMnAByjPX04BtgUOrjv3bODPlHdkPwhcVdunHvLjH5fX/51+Oiy1VNXVSJKk+YnurkcdEXdQlqr5fd2+DwFfysyte6m+fqWlpSVbW1urLqOhPfUUbLop7L03XHpp1dVIkjRwRcTdmdnSnbYLMiS9EWXySL1LgQ0W4Boa4D73uTLB5ac/rboSSZLUXQsSGB9j3qFbgA9Shqml+brqKvjjH+HEE2GttaquRpIkdVeXb3pp53PAXyLiM5SlbdYBNqS8Ok/q0uuvw6c/DZtsAp//fNXVSJKkBdHtwJiZt0XE+pT1DVenTAy5OjP/01vFqXn86Efw5JNw/fWw5JJVVyNJkhbEgvQwUlvG5qJeqkVN6pln4NRT4aCDYNddq65GkiQtqG4HxohYl7IUzVaU1+f9f5k5omfLUjP56lchs/QySpKk/mdBehgvpkxw+SLwWu+Uo2Zz220wejR861uw9tpVVyNJkhbGggTGzYAdMnNObxWj5jJnDnz2s7DGGqWXUZIk9U8LEhhvBt4O3N1LtajJXHghtLaWn8ssU3U1kiRpYS1IYHwKuC4iLgcm1R/IzBN7sij1f9Onw9e/DttuC4ccUnU1kiRpUSxIYFyGspTOEkD9ssvde7egBpQf/ACeew6uuAIWW5Dl4SVJUsNZkHUYPzq/NhHx4cwcvWglqb976in4yU/g0ENLD6MkSerferrv5+wevp76oW9+s/Qq/uAHVVciSZJ6Qk8Hxujh66mfuftuuPhi+MIXYM01q65GkiT1hJ4OjD7POIBlwpe/DCuvDF/5StXVSJKknrJArwaUunLNNXDjjXD66bDcclVXI0mSesp8exgjwjmumq/Zs0uv4gYbwNFHV12NJEnqSd3pYZwYERcCF2Tmg/Np+389UJP6ofPOg/Hj4dJLYcklq65GkiT1pO70Hn4SWBe4KyL+GRGfjYjhHTXMzM17tDr1C6++CieeCNttBwccUHU1kiSpp803MGbmHzPzg8BqlGVzPgg8ExF/iogPRMQSvV2kGtvPfgbPPgv/8z8QzpOXJKnpdPv5xMx8OTPPzswdgU2AVuCnwHO9VZwa30svwamnwn77wY47Vl2NJEnqDQs8oSUilgK2BrYFVgEe6Omi1H+cemp5b/Qpp1RdiSRJ6i3dDowRsWNEnAM8D3wPuB3YKDN36a3i1NiefbYsoXPoobDpplVXI0mSest8Z0lHxMnAYcAwYAywT2be2st1qR/43vdg1iw4+eSqK5EkSb2pO8vqbAd8E7gyM2f0cj3qJ/79b/jVr+Coo2C99aquRpIk9ab5BsbM3LMvClH/8u1vw6BBcMIJVVciSZJ6m29x0QJ76CG46CI47jhYY42qq5EkSb3NwKgFduKJMGQIfO1rVVciSZL6goFRC+Tuu+Gyy+CLX4SVV666GkmS1BcMjFogJ50Ew4bB5z9fdSWSJKmvGBjVba2tcNVVpXdx+eWrrkaSJPUVA6O67dvfhhVXhOOPr7oSSZLUlwyM6pa774a//KX0Li63XNXVSJKkvmRgVLd85zuld/HTn666EkmS1NcMjJqvf/4T/vSnMtHF3kVJkgYeA6Pm6zvfgRVWgM98pupKJElSFQyM6tI998Af/1h6F50ZLUnSwGRgVJfsXZQkSQZGder+++HKK+FznyuhUZIkDUwGRnXqBz+AZZe1d1GSpIGuYQJjRExvt82OiNPrjh8VEY/Xjl0bEat3ca1NIuKGiJhaO+f9dce2i4i/RcR/ImJyRIyJiNXqjp8cEW+2q2W93vvmjenxx+GSS+DYY8tyOpIkaeBqmMCYmUPbNmAV4HVgDEBEjAJOAfYDhgFPAqM7uk5EDAL+CPyl1vZo4KKI2KjWZEXgHGAdYG1gGnBuu8v8ob6ezPx3j33RfuJHP4IllvCd0ZIkqYECYzsHAi8At9Q+7wuMyczxmfkG8F1gp4hYv4Nz3wqsDvw0M2dn5g3ArcBhAJl5TWaOycxXMvM14Axgh17+Pv3KxIlw/vnwsY/BqqtWXY0kSapaowbGI4ALMjNrn6O2UfcZYPMOzo1O9nXUFmAnYHy7ffvWhqzHR8SxXRUaEUdHRGtEtE6ePLmrpv3G//4vzJ4NX/5y1ZVIkqRG0HCBMSJGAKOA8+t2Xw0cFBFbRMTSwIlAAkM6uMQjlN7JL0fEEhHxntr1/qttRGxRu1Z9NLoE2AQYDnwCODEiPtxZvZl5Tma2ZGbL8OHDF+CbNqaXXoKzz4aDD4Z11626GkmS1Aj6JDBGxNiIyE62ce2aHw6My8wn23Zk5vXAScBlwNPAU5RnDye0v1dmvgnsD+wDTAK+SAmB87SNiA2Aa4DPZuYtdec/lJnP1oazbwNOowyRDwinnw6vvgpf+1rVlUiSpEbRJ4ExM3fOzOhk27Fd88OZt3ex7RpnZuaGmfkWSnAcBDzYyf3uz8xRmblSZu4BrAfc2XY8ItYG/g58NzMvnF/5dDzM3XSmTYOf/xze9z7YvLMBfEmSNOA01JB0RIwE1qA2O7pu/+CI2DyKEZRZzqdl5pROrrNF7ZwhEfElYDXgvNqxNYAbgDMz85cdnLtfRKxYu9c2wGcos66b3jnnwJQp8PWvV12JJElqJA0VGCmTXS7PzGnt9g8GLgamU3oK/wF8q+1gRHwjIq6pa38Y8BzlWcbdgN0zc2bt2FGUHseT6tdarDv3YOBxypD3BcCpmflfPZ7N5o03ymSXXXaB7baruhpJktRIYu5EZC2qlpaWbG1trbqMhXLBBXDEEXDNNbDnnlVXI0mSeltE3J2ZLd1p22g9jKpAJvz4x+W5xT32qLoaSZLUaAZVXYCq97e/wQMPwLnnQgyI6T2SJGlB2MMofvxjWG01+HCnq01KkqSBzMA4wN13X+lh/MxnYKmlqq5GkiQ1IgPjAPeTn8Ayy8Axx1RdiSRJalQGxgFswgQYPRqOOgpWXLHqaiRJUqMyMA5gP/85zJkDn/tc1ZVIkqRGZmAcoF55Bc4+Gz74QVhnnaqrkSRJjczAOED9+tclNH7pS1VXIkmSGp2BcQCaPRtOPx123BFaurW+uyRJGsgMjAPQn/8MTz0Fn/1s1ZVIkqT+wMA4AJ12GowYAfvvX3UlkiSpPzAwDjD33w9jx8Jxx8EgXwwpSZK6wcA4wPz857D00mXtRUmSpO4wMA4gL74Iv/sdHH44DBtWdTWSJKm/MDAOIL/6FcyYAZ/+dNWVSJKk/sTAOEC8+SaceSa8+92w2WZVVyNJkvoTpz0MEJdfDhMnwi9/WXUlkiSpv7GHcYD4+c9hgw1g772rrkSSJPU3BsYB4J//hNtug+OPh8X8X1ySJC0g48MAcNZZMGQIHHlk1ZVIkqT+yMDY5KZMgYsvhkMPheWXr7oaSZLUHxkYm9z558Prr8Oxx1ZdiSRJ6q8MjE1szpwyHD1yJGy1VdXVSJKk/srA2MRuuAEeeww+9amqK5EkSf2ZgbGJnXUWrLwyHHhg1ZVIkqT+zMDYpCZMgD/+ET7+cVhqqaqrkSRJ/ZmBsUn96leQCcccU3UlkiSpvzMwNqE334RzzilvdVl33aqrkSRJ/Z2BsQldeSVMmuRkF0mS1DMMjE3orLNgnXVgjz2qrkSSJDUDA2OTefRRGDsWjj4aFl+86mokSVIzMDA2mV//ugRF3xstSZJ6ioGxibzxBpx3Huy7L6y2WtXVSJKkZmFgbCJ/+hNMngyf+ETVlUiSpGZiYGwiv/oVrLWWk10kSVLPMjA2iaeegr/9rbzZxckukiSpJxkYm8RvfgMR8LGPVV2JJElqNgbGJjBrFvz2t7DnnmVIWpIkqSc1TGCMiOntttkRcXrd8aMi4vHasWsjYvUurrVJRNwQEVNr57y/7tg6EZHt7vWtuuMREadGxEu17UcREb33zRfd1VfDs8862UWSJPWOhgmMmTm0bQNWAV4HxgBExCjgFGA/YBjwJDC6o+tExCDgj8Bfam2PBi6KiI3aNV2h7p7frdt/NLA/sCWwBfBe4Jge+ZK95Fe/glVXhX32qboSSZLUjBomMLZzIPACcEvt877AmMwcn5lvAN8FdoqI9Ts4963A6sBPM3N2Zt4A3Aoc1s17HwH8JDMnZOZE4CfAkQv/VXrXhAmlh/FjH4Mllqi6GkmS1IwaNTAeAVyQmVn7HLWNus8Am3dwbkfDx9FB26cjYkJEnBsRK9ft3wy4r+7zfbV9Dem882DOnDI7WpIkqTc0XGCMiBHAKOD8ut1XAwdFxBYRsTRwIpDAkA4u8Qild/LLEbFERLyndr22ti8CWwNrA+8ElgV+V3f+UGBq3eepwNDOnmOMiKMjojUiWidPnrxgX3YRZZbAuMsusN56fXprSZI0gPRJYIyIsbWJJh1t49o1PxwYl5lPtu3IzOuBk4DLgKeBp4BpwIT298rMNynPIO4DTAK+CFzS1jYzp2dma2bOyszngeOB90TEcrVLTAeWq7vkcsD0ut7O9vc7JzNbMrNl+PDhC/JrWWS33AJPPAEf/Wif3laSJA0wfRIYM3PnzIxOth3bNT+ceXsX265xZmZumJlvoQTHQcCDndzv/swclZkrZeYewHrAnZ2VV/vZ1oM4njLhpc2WtX0N59xzYdll4YADqq5EkiQ1s4Yako6IkcAa1GZH1+0fHBGb15a8GQGcA5yWmVM6uc4WtXOGRMSXgNWA82rHto2IjSNisYhYCfg5MDYz24ahLwC+EBFr1Jbu+WLbuY1k+nQYMwYOOgiWWabqaiRJUjNrqMBImexyeWZOa7d/MHAxZbj4TuAfQP3aid+IiGvq2h8GPEd5lnE3YPfMnFk7th5wLWVI+0FgJvDhunPPBv4MPFA7flVtX0O59FJ49VWHoyVJUu+LTh7N00JoaWnJ1tbWPrnXqFEwaRI88kh5JaAkSdKCiIi7M7OlO20brYdR3fDEE3DzzXDkkYZFSZLU+wyM/dB558Fii8Hhh1ddiSRJGggMjP3M7Nlw/vnwnvfAGmtUXY0kSRoIDIz9zA03wDPPlOFoSZKkvmBg7GfOPRdWWAH226/qSiRJ0kBhYOxHpk6FK66AQw6BwYOrrkaSJA0UBsZ+5NJLYcYMOOKIqiuRJEkDiYGxH7nwQthoI9h666orkSRJA4mBsZ94+mm46SY47DDXXpQkSX3LwNhPXHxx+fmRj1RbhyRJGngMjP1AZhmO3nFHWHfdqquRJEkDjYGxH/jnP+Hhh8twtCRJUl8zMPYDF10ESy4JH/xg1ZVIkqSByMDY4GbNgtGj4b3vhRVXrLoaSZI0EBkYG9zf/w7PPw+HHlp1JZIkaaAyMDa4Cy8sPYt77111JZIkaaAyMDawadPKqwA/9CFYaqmqq5EkSQOVgbGBXXEFvP66w9GSJKlaBsYGdtFFZd3FkSOrrkSSJA1kBsYG9fzzcP31cMghvgpQkiRVy8DYoMaMgTlz4MMfrroSSZI00BkYG9To0fC2t8Fmm1VdiSRJGugMjA3o6afhttvsXZQkSY3BwNiA/vCH8vNDH6q2DkmSJDAwNqTRo2HbbWG99aquRJIkycDYcB55BO691+FoSZLUOAyMDWb06LKMzkEHVV2JJElSYWBsIJnw+9/DzjvDaqtVXY0kSVJhYGwg99wDjz7qcLQkSWosBsYGMno0LLEEfOADVVciSZI0l4GxQcyZU4aj99gDhg2ruhpJkqS5DIwN4rbbYMIEh6MlSVLjMTA2iD/8AQYPhn33rboSSZKkeRkYG8CcOXDZZbD33rDsslVXI0mSNC8DYwO49VZ47jn44AerrkSSJOm/GRgbwJgxsNRSsM8+VVciSZL03wyMFWsbjt5rL4ejJUlSYzIwVuy22+DZZx2OliRJjcvAWLFLLy3D0c6OliRJjcrAWKE5c0pg3HNPh6MlSVLjapjAGBHT222zI+L0uuNHRcTjtWPXRsTqXVxrk4i4ISKm1s55f92xj7S7z2sRkRHxztrxkyPizXZt1uuN73z77TBxosPRkiSpsTVMYMzMoW0bsArwOjAGICJGAacA+wHDgCeB0R1dJyIGAX8E/lJrezRwUURsVLvP79rd61PAv4F/1l3mD/VtMvPfvfCV///saIejJUlSI2uYwNjOgcALwC21z/sCYzJzfGa+AXwX2Cki1u/g3LcCqwM/zczZmXkDcCtwWCf3OgK4IDOzR7/BfLQNR++xByy3XF/eWZIkacE0amBsH+KitlH3GWDzDs6NTvb9V9uIWBvYCbig3aF9I+I/ETE+Io7tqtCIODoiWiOidfLkyV01nccdd5R3RzscLUmSGl3DBcaIGAGMAs6v2301cFBEbBERSwMnAgkM6eASj1B6J78cEUtExHtq1+uo7eHALZn5ZN2+S4BNgOHAJ4ATI+LDndWbmedkZktmtgwfPrzb33PMGFhySYejJUlS4+uTwBgRY2sTSzraxrVrfjgwrj7EZeb1wEnAZcDTwFPANGBC+3tl5pvA/sA+wCTgi5QQ+F9ta/eqD6Zk5kOZ+WxtOPs24DTKEHmPyZw7HL388j15ZUmSpJ7XJ4ExM3fOzOhk27Fd8/8KcbVrnJmZG2bmWyjBcRDwYCf3uz8zR2XmSpm5B7AecGd9m4jYgfKs46XzK5+Oh7kXWmsrPPMMHNijMVSSJKl3NNSQdESMBNagNju6bv/giNg8ihHAOcBpmTmlk+tsUTtnSER8CVgNOK9dsyOAyzJzWrtz94uIFWv32gb4DGXWdY+54gpYfHF473t78qqSJEm9o6ECIyXEXd4+xAGDgYuB6ZSewn8A32o7GBHfiIhr6tofBjxHeZZxN2D3zJxZ134wcBAd9GQCBwOPU4a8LwBOzcyO2i20K66AnXeGYcN68qqSJEm9I/p4NZmm1tLSkq2trV22eeQR2GQTOP10OP74PipMkiSpnYi4OzNbutO20XoYm96VV5af++9fZRWSJEndZ2DsY1dcAVtvDWuuWXUlkiRJ3WNg7EMTJ8Kdd9q7KEmS+hcDYx/6Y22u9fvfX20dkiRJC8LA2IeuuAI23rhMepEkSeovDIx9ZMoUGDvW4WhJktT/GBj7yFVXwaxZDkdLkqT+x8DYR664AlZbrcyQliRJ6k8MjH3g9dfh2mvLcPRi/sYlSVI/Y3zpA3/9K7z2msPRkiSpfzIw9oErr4Tll4dRo6quRJIkacEZGHvZnDlw9dWw116w5JJVVyNJkrTgDIy97O674YUXYJ99qq5EkiRp4RgYe9nVV0ME7LFH1ZVIkiQtHANjL7v6ath2Wxg+vOpKJEmSFo6BsRe98ALcdRfsvXfVlUiSJC08A2MvuvZayPT5RUmS1L8ZGHvR1VfDqqvCVltVXYkkSdLCMzD2klmz4LrrynC0b3eRJEn9mVGml9x7L7z8Muy+e9WVSJIkLRoDYy+56abyc6edqq1DkiRpURkYe8nNN8MGG8Dqq1ddiSRJ0qIxMPaCOXPgllt8d7QkSWoOBsZe8MADMGWKgVGSJDUHA2Mv8PlFSZLUTAyMveDmm2HttcsmSZLU3xkYe1hmCYwOR0uSpGZhYOxhDz8Mkyc7HC1JkpqHgbGH3X57+bnjjtXWIUmS1FMMjD3s4YdhqaXKGoySJEnNwMDYwx55BDbaCBZfvOpKJEmSeoaBsYc9/DC89a1VVyFJktRzDIw9KBOefBI22aTqSiRJknqOgbEHzZhRXgtoD6MkSWomBsYeNGNG+WkPoyRJaiYGxh40YwZElEkvkiRJzcLA2INef728DnDIkKorkSRJ6jkGxh40Y4bD0ZIkqfkYGHvQjBlOeJEkSc2nYQJjRKwTEVdHxJSImBQRZ0TEoLrju0XEIxHxWkTcGBFrd3GtYRFxRUS8GhFPR8Qh7Y53eq0oTo2Il2rbjyIiuvMdMu1hlCRJzadhAiNwFvACsBqwFTAK+BRARKwMXA58CxgGtAJ/6OJaZwJvAKsAHwF+ERGbdfNaRwP7A1sCWwDvBY7p7pcwMEqSpGbTSIFxXeCSzJyRmZOAa4HNascOAMZn5pjMnAGcDGwZEf81ABwRywAfAL6VmdMzcxzwJ+Cwbl7rCOAnmTkhMycCPwGO7O6XcEhakiQ1m0YKjKcBB0fEkIhYA9iLEhqhBMf72hpm5qvAE8wNlPU2AmZn5qN1++6razu/a81zvN25XRo0CFZeuTstJUmS+o9GCow3UYLZK8AEylDxlbVjQ4Gp7dpPBZbt4Drza7ugx6cCQzt7jjEijo6I1ohoXXLJmR01kSRJ6tf6JDBGxNiIyE62cRGxGHAd5dnCZYCVgRWBU2uXmA4s1+6yywHTOrjd/Nou6PHlgOmZmR19t8w8JzNbMrNlk02W6qiJJElSv9YngTEzd87M6GTbkTL5ZC3gjMycmZkvAecCe9cuMZ4yCQX4/88prl/b396jwKCI2LBu35Z1bed3rXmOtztXkiRpwGmIIenMfBF4Ejg2IgZFxAqUySdtzxJeAWweER+IiMHAicD9mflIB9d6ldJT+Z2IWCYidgD2Ay7s5rUuAL4QEWtExOrAF4Hzev5bS5Ik9Q8NERhrDgD2BCYDjwOzgM8DZOZkyszn7wNTgG2Bg9tOjIhvRMQ1ddf6FLA0ZZme0cCxmTm+O9cCzgb+DDwAPAhcVdsnSZI0IEUnj+ZpIbS0tGRra2vVZUiSJM1XRNydmS3dadtIPYySJElqQAZGSZIkdcnAKEmSpC4ZGCVJktQlA6MkSZK6ZGCUJElSlwyMkiRJ6pKBUZIkSV0yMEqSJKlLBkZJkiR1ycAoSZKkLhkYJUmS1CUDoyRJkrpkYJQkSVKXIjOrrqFpRMQ04F9V1zHArAy8WHURA4y/877n77zv+Tvve/7O+97GmblsdxoO6u1KBph/ZWZL1UUMJBHR6u+8b/k773v+zvuev/O+5++870VEa3fbOiQtSZKkLhkYJUmS1CUDY886p+oCBiB/533P33nf83fe9/yd9z1/532v279zJ71IkiSpS/YwSpIkqUsGRkmSJHXJwNgDImJYRFwREa9GxNMRcUjVNTW7iDg+IlojYmZEnFd1Pc0uIpaKiN/U/vmeFhH3RMReVdfV7CLiooh4LiJeiYhHI+KoqmsaKCJiw4iYEREXVV1Ls4uIsbXf9fTa5nrGfSAiDo6Ih2vZ5YmIeFdX7V2HsWecCbwBrAJsBVwVEfdl5vhKq2puzwLfA/YAlq64loFgEPAMMAr4P2Bv4JKIeFtmPlVlYU3uB8DHM3NmRLwVGBsR92Tm3VUXNgCcCdxVdREDyPGZ+euqixgoImJ34FTgQ8CdwGrzO8cexkUUEcsAHwC+lZnTM3Mc8CfgsGora26ZeXlmXgm8VHUtA0FmvpqZJ2fmU5k5JzP/AjwJvLPq2ppZZo7PzJltH2vb+hWWNCBExMHAy8D1FZci9ZZvA9/JzNtrf6dPzMyJXZ1gYFx0GwGzM/PRun33AZtVVI/U6yJiFco/+/ai97KIOCsiXgMeAZ4Drq64pKYWEcsB3wG+WHUtA8wPIuLFiLg1InauuphmFhGLAy3A8Ih4PCImRMQZEdHlaJ2BcdENBaa22zcV6Na7GaX+JiKWAH4HnJ+Zj1RdT7PLzE9R/j55F3A5MLPrM7SIvgv8JjOfqbqQAeSrwHrAGpR1Af8cEfak955VgCWAAyl/r2wFvB04oauTDIyLbjqwXLt9ywHTKqhF6lURsRhwIeWZ3eMrLmfAyMzZtcdd1gSOrbqeZhURWwHvBn5acSkDSmbekZnTMnNmZp4P3Ep5Tlq94/Xaz9Mz87nMfBH4X+bzO3fSy6J7FBgUERtm5mO1fVviUJ2aTEQE8BvKf53unZlvVlzSQDQIn2HsTTsD6wD/V/5xZyiweERsmpnvqLCugSaBqLqIZpWZUyJiAuX33G32MC6izHyVMkz0nYhYJiJ2APaj9MKol0TEoIgYDCxO+Qt9cET4H0C96xfAJsC+mfn6/Bpr0UTEW2rLXgyNiMUjYg/gw8ANVdfWxM6hBPKtatsvgasoqzGoF0TEChGxR9vf4RHxEWAn4Lqqa2ty5wKfrv09syLwOeAvXZ3gv2B7xqeA3wIvUGbtHuuSOr3uBOCkus+HUmZ9nVxJNU0uItYGjqE8Pzep1vsCcExm/q6ywppbUoaff0n5j/ungc9l5h8rraqJZeZrwGttnyNiOjAjMydXV1XTW4KyRNpbgdmUyV37Z6ZrMfau7wIrU0ZJZwCXAN/v6gTfJS1JkqQuOSQtSZKkLhkYJUmS1CUDoyRJkrpkYJQkSVKXDIySJEnqkoFRkiRJXTIwSlIPiYjxEbFzH91r04ho7YXrXh4Re/b0dSX1b67DKEndVFvIuc0QykLms2uf+3QR84i4DBiTmb/v4etuA/wiM9/Zk9eV1L8ZGCVpIUTEU8BRmfn3Cu69GuV99atn5oxeuP5jwIczs8d7MCX1Tw5JS1IPiYinIuLdtT+fHBFjIuKiiJgWEQ9ExEYR8fWIeCEinomI99Sdu3xE/CYinouIiRHxvYhYvJNb7Q78sz4s1u795Yi4PyJerV1rlYi4pnb/v9feGUvtvb0XRcRLEfFyRNwVEavUXX8ssE+P/4Ik9VsGRknqPfsCFwIrAvcA11H+3l0D+A5wdl3b84FZwAbA24H3AEd1ct23AR29a/cDlDC5Ue3e1wDfoLwzdjHgM7V2RwDLA2sBKwGfBF6vu87DwJbd/paSmp6BUZJ6zy2ZeV1mzgLGAMOBH2bmm8DvgXUiYoVa795ewOcy89XMfAH4KXBwJ9ddAZjWwf7TM/P5zJwI3ALckZn3ZOZM4ApKEAV4kxIUN8jM2Zl5d2a+UnedabV7SBIAg6ouQJKa2PN1f34deDEzZ9d9BhgKrA4sATwXEW3tFwOe6eS6U4Blu3G/9p+H1v58IaV38fcRsQJwEfDNWpCldu2XO/tSkgYeexglqXrPUGZcr5yZK9S25TJzs07a308Zdl4omflmZn47MzcFRgLvBQ6va7IJcN/CXl9S8zEwSlLFMvM54K/ATyJiuYhYLCLWj4hRnZzyN+AdETF4Ye4XEbtExNtqk2peoQxRz65rMory/KMkAQZGSWoUhwNLAg9RhpwvBVbrqGFmPg/cAOy3kPdatXb9VygTXG6iDEsTEVsDr2bmnQt5bUlNyHUYJakfiohNKTOrt8ke/Iu8tiD4bzLz6p66pqT+z8AoSZKkLjkkLUmSpC4ZGCVJktQlA6MkSZK6ZGCUJElSlwyMkiRJ6pKBUZIkSV0yMEqSJKlLBkZJkiR16f8B9UM7P0lEMc8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cAZwBEBFrAD8GHmvj80sAK1KGkqcCUyPiXODn1AJjRKwM/BU4PjMvnFX5fHA4XJIkzcJ778E998xcQPvJJ8vxj30Mvv3tEhI326wshaPG11D/mCJiM2AQtdnRdccHAh+hPGu4IqVH77TMfKv1NTLz9Yh4DvhaRPya0sN4EPBI7VqDgNuBMzLzrDZq2A24G3gb2Aj4BnB0N31FSZKa1rhxMHx4CYk331yGnuedF7bZBg4/vITEVV2ork9qqMBICXbXZOaEVscHApcAq1GGos+lbhJLRBwNbJmZn64d2hP4H+D7wHTgDuDbtXOHAKsCx9WGuYEPLOuzL2UIez7KkPdJmXl+N30/SZKaRiY8+ujMXsT77y/HllsO9tmnBMTttoOFFpr1tdTYYuZEZM2pwYMH58iRI6suQ5KkHjN5Mtx++8xt+F6qzSbYaKOyT/POO5d1El0bsfFFxKjMHNyZto3WwyhJkhrMiy/ODIi33VYW1F5oIdhhB/jpT8vaiMstV3WV6kkGRkmS9AHTp8MDD8wMiY8+Wo6vuiocemjpSdxqK5hvvmrrVO8xMEqSJN5+G265ZebaiG+8AXPPXfZt/tWvSkhcc03XRuyvDIySJPVDmWWpm5ZexBEjSs/ikkuWtRF32QV23LGslSgZGCVJ6iemTi2LZreExGdqm+uuuy5873slJG68celZlOoZGCVJamIvv1yGmIcNK9vxTZoEAwfCttvCd75TZjW7s61mxcAoSVITqZ+wcuON8Mgj5fhKK8GBB5aAuM02sMAC1dapvsXAKElSH/fGG2VnlRtvhJtugjffLMPKm28OJ51UQuLHPuaEFc0+A6MkSX1MZuk5HDZs5g4rM2bA0kvPXDx7hx2csKLuY2CUJKkPmDgR/vrXmc8jvvxyOT54MPz4xyUkDh7sDivqGQZGSZIa1NNPlx7EYcPgrrtg2jRYZJHSe7jTTmX5G3dYUW8wMEqS1CDql70ZNqwERoC11oJvfKOExC22gHnmqbZO9T8GRkmSKtSy7M2NN5Yh55Zlb7bZBr75zRISP/zhqqtUf2dglCSpF02fXiaptIREl71RX2BglCSph73xRlnuZtgwl71R32RglCSpm7Use9PyLGL9sje77lqGmV32Rn2JgVGSpG7QsuxNS0j8z3/KcZe9UTMwMEqSNBsy4bHHyhDz8OFwzz3w3nsue6PmZGCUJKmT3n679CIOH16CYksv4sc/Dt/+Ngwd6rI3ak4GRkmS2jFjBjz88MyAeP/9ZZbzoouWXsShQ2HHHWHQoKorlXqWgVGSpDrjxsEtt5SAePPN5T2U5w9/+MMSEjfeGAb4X1D1I/7rLknq16ZPhwcfnNmLOHJkeT5xqaVK7+HQoaU3cZllqq5Uqo6BUZLU77zySgmHN90Et94Kb71VZi9vsgn89KclJG64oTOapRYGRklS05s2De67b2ZIbNldZfnlYffdS0DcfntYfPFKy5QaloFRktSUXnhhZkC87TaYMKE8d7jFFvDLX5Ylbz7+cXdXkTrDwChJagpTpsDdd88Mif/6Vzm+0krw+c+XXsRPfaqskyipawyMkqQ+6+mnZwbEO+6Ad9+F+eaDIUPgy18uvYhrrmkvojSnDIySpD5j0qQSDFtC4jPPlOOrrw6HHFIC4pAhsMAC1dYpNRsDoySpYWXC44/PDIh3310msCywQBlePvLIsvTNaqtVXanU3AyMkqSGMn58maTSEhJffLEcX3tt+MY3Zm6/N9981dYp9ScGRklSpWbMKMvc3HRTWTz7vvvKYtqLLFKWujn22NKLuOKKVVcq9V8GRklSr3vjjbJg9vDhZfu9V18txz/xCfj+90sv4iabwDzzVFunpMLAKEnqcdOnly33Wrbfe/DB8nziEkt8cPu95ZarulJJbTEwSpJ6xNixpffwppvgllvgzTfL8jYbbwzHHVdC4uDBMPfcVVcqaVYMjJKkbvHee/C3v82crPLww+X4ssvCrrvO3H5vySWrrVNS1xkYJUmz7cUXZwbEv/4V3nmn9BhuvjmceGJZF3HddWGuuaquVNKcMDBKkjpt6lQYMWJmSBw9uhxfcUX43OdKQPzUp2DRRautU1L3MjBKkjr0zDMzA+Ltt8PkyTDvvLDVVvDFL5aQuNZabr8nNTMDoyTpAyZPhjvvnLku4pgx5fiqq84MiFtvDQsuWGWVknqTgVGS+rlMeOKJmQHx7rvL0PP888M228A3v1kmrHzkI1VXKqkqBkZJ6ofeeacML7cMNb/wQjm+1lpw+OElIG65JQwcWG2dkhqDgVGS+oFMePTRmb2I994L778PCy8M220HRx9dFtBeeeWqK5XUiAyMktSk3nyzLHXT0ov4yivl+Prrw1FHlV7ETTctE1gkqSMNExgjYmKrQ/MDZ2bm12vnDwF+ACwH3AN8KTP/0861VgHOBDYFpgJXAd/KzPdr554DJtV95KTMPL722QB+CRxSO/e/wPczM+f0O0pST5oxA0aNmtmL+MAD5djii5dt94YOLb2Iyy9fdaWS+pqGCYyZuVDLnyNiQeBV4Mra+yHAicA2wNPAacClwJB2Lncm8BqwPLAYcCtwGPDbujaLZeb7bXz2UGB3YD0ga599Fjhrtr6YJPWg114r2+4NH15+vv56Wd5mo43gxz8uIfGTn3T7PUlzpmECYyt7UwLfiNr7XYErM3M0QEQcD7wcEatl5jNtfP7DwO8ycwowNiJuAtbu5L0PAk7JzJdq9zoF+DIGRkkNYPr00nM4fHh5jRpVji+zTFnuZujQ0pu41FLV1impuTRqYDwIuKBuGDhqL+reA6wDtBUYTwP2jYg7gcWBTwPHtGrzQkS09CB+NzNfrx1fG3ikrt0jdBA2I+JQSq8kK620UsffSpJmw6uvzhxmvuUWeOutstXeppvC8ceXoLjBBm6/J6nnNFxgjIiVKEPN/6/u8DDg8og4izIkfSxluHiBdi5zF6VX8B1gbuB84NraudeBjYB/AEsCZwAXAzvWzi8EjK+71nhgoYiItp5jzMxzgHMABg8e7HOOkubY++9/sBfx738vx5dbDnbbrQTE7bcvzyZKUm/olcBY6+lr73nDezNzi7r3BwL3ZOZzLQcy87aIOA64GlgUOBWYALzUxr3mAm4GzgY2owTAPwEnAd/LzInAyFrzVyPiCOCViFgkM98BJgKL1F1yEWCik14k9aSxY2f2It56a+lFnHvu0ot4wgklJK63nr2IkqrRK4ExM7fuQvMDKbOUW1/jDEpvIBGxBvBj4LE2Pr8EsCLlGcapwNSIOBf4OfC9tsqr/WwZ5h5NmfDyYO39erVjktRt3n8f7r9/Zi/iww+X48stB7vvXgLidtvZiyipMTTUkHREbAYMojY7uu74QOAjlOC2ImUI+LTMfKv1NTLz9Yh4DvhaRPya0sN4ELXnEiNiY+BtytD24pSZ03dmZssw9AXAkRExjBImvwOc3r3fVFJ/9MorH+xFfPvtD/Yi7rRT6UWMmOWlJKlXNVRgpAS7azJzQqvjA4FLgNUoQ9HnUjeJJSKOBrbMzE/XDu0J/A/wfWA6cAfw7dq5VSlL9CxDecbxVmC/unudXWvzz9r7P9aOSVKXtNeLuPzysMceM59FXGyxSsuUpFkKH83rPoMHD86RI0fOuqGkpvXWW3DzzXDDDSUkvvlm6UXcbLMSEFueRbQXUVLVImJUZg7uTNtG62GUpD4lE554ogTEG24oezRPn17WQdxll/KyF1FSX2dglKQumjoV7r57Zkh89tlyfL314Ac/KCFxo43cXUVS8zAwSlInjB0Lw4aVgHjrrTBxIgwcWGYyf/e7sPPOsOKKVVcpST3DwChJbciERx6Bv/ylhMSHHirHP/Qh+MIXSi/iNtvAAu1tHyBJTcTAKEk1778PI0bAddfBtdfCCy+UySmbbFKWvdllF/j4x52wIqn/MTBK6tcmTSqzmq+9Fm68scxqnm8+2GEHOOYY2HVXWGaZqquUpGoZGCX1O6+9BtdfX0LirbeWSSyLL17C4e67l7C44IJVVylJjcPAKKlfePrpmUPN991XnlFceWX46ldLSNxiCxjg34iS1Cb/epTUtP71L7jqKrjySvhnbe+m9deH444rIXHddX0eUZI6w8AoqWlkwmOPlZB41VXw+OMlEG6+OZx6atmOb+WVq65SkvoeA6OkPi0T/vGPmSHxqadgrrlgq63gsMNKSFxhhaqrlKS+zcAoqc/JhFGjylDzVVeVnVbmnrusi3jkkWW4edllq65SkpqHgVFSn/HEE3DppXDJJTBmTJmkst12cPTRsNtuZf9mSVL3MzBKamgvvgiXX15C4sMPl2cSt9kGvv992HNPWGKJqiuUpOZnYJTUcF5/vQw1X3op3H13ObbRRmXiyj77+EyiJPU2A6OkhjBpUlkj8ZJL4JZbyjZ9a60Fxx8P++4LH/lI1RVKUv9lYJRUmRkzyt7N551XehQnToSVVioTVz7/eddJlKRGYWCU1OuefRYuuKC8nnsOFl4YPvc5OPDAsuPKXHNVXaEkqZ6BUVKvmDCh9CKefz7cdVfpOdx22zLkvMcesMACVVcoSWqPgVFSj8mE+++Hc86BK66AyZNh9dXhhBPggANgxRWrrlCS1BkGRknd7u234cILS1B87DFYaCHYf384+GDYdFOfS5SkvsbAKKlbtPQmnn126U18910YPLiExv32K6FRktQ3GRglzZG2ehMPPBAOPRQ+8Ymqq5MkdQcDo6TZMno0nH56melsb6IkNTcDo6ROmz4dhg2D006D226DgQPLs4mHHWZvoiQ1MwOjpFkaPx7OPbf0KD77LAwaBCeeCF/+Miy1VNXVSZJ6moFRUruefLKExPPOK1v3bb45/OIXZd3EeeapujpJUm8xMEr6L/feCyedBNdfD/POW/Zy/sY3YMMNq65MklQFA6MkoOzrfMMNJSjedx8ssQQce2x5PnHZZauuTpJUJQOj1M9NmwaXXAK/+hU8/jisvDL89rfwpS/BggtWXZ0kqREYGKV+6t134Q9/gJNPhpdfhnXXhYsvhs9+1ucTJUkfZGCU+pnJk8tuLCefDGPHwlZbwR//CDvu6JZ9kqS2GRilfmLSJPj978vQ82uvwTbbwGWXwZAhVVcmSWp0BkapyU2aBGecAb/+NYwbB9ttVyazbLll1ZVJkvqKuaouQFLPmDYNzjwTVlsNvv/9shPLvffCrbcaFiVJXWMPo9RkZsyASy8tvYjPPlvC4dVXl0W3JUmaHfYwSk0iE268ETbYAL7wBVhkkbLv8113GRYlSXPGwCg1gQceKLOdd9mlPLN46aUwahR8+tPOfJYkzTkDo9SHvfQSHHAAbLIJPP10mQX9r3+Vrfzm8n/dkqRu4jOMUh80eXJZHuekk8ozi0cfDT/4ASy8cNWVSZKakYFR6kNmzCjb+P3wh6V3cZ99SmhcZZWqK5MkNTMHraQ+YuRI2GyzMgS97LIwYgRcfrlhUZLU8xomMEbExFav6RFxet35QyJiTO3cTRGxQgfXWiUihkXEWxExNiJ+FxEDauf2b3WfyRGREbFh7fxPIuK9Vm1W7fnfgNS28ePhiCPgk5+EF16A886DBx+ELbaoujJJUn/RMIExMxdqeQHLAu8CVwJExBDgRGA3YAngOeDSDi53JvAasDywPjAEOKx2n4tb3esw4Fng73Wfv7y+TWY+241fVeqUzDLb+aMfLZNZDj8cnngCDjrICS2SpN7VqM8w7k0JfCNq73cFrszM0QARcTzwckSslpnPtPH5DwO/y8wpwNiIuAlYu517HQRckJnZrd9AmgNPPQWHHQa33QaDB8MNN8CGG1ZdlSSpv2rUforWIS5qL+reA6zTzudPA/aNiAUiYhDwaeCm1o0iYmVgK+CCVqd2jYg3I2J0RHxtdr+E1FVTp5YdWj7+8fLM4hlnwP33GxYlSdVquMAYEStRhpDPrzs8DNgnItaNiPmBY4EEFmjnMndRehTfAV4CRgLXttHuQGBEZj5Xd+wKYC1gaeDLwLERsV8H9R4aESMjYuS4ceM68Q2ltj34YNnv+fjjYe+9y/DzYYfB3HNXXZkkqb/rlcAYEXfWJpa09bqnVfMDgXvqQ1xm3gYcB1wNvAA8D0yghMHW95oLuBm4BlgQWApYHDipjdIO5IPBlMx8PDP/k5nTM/M+Sm/l3u19t8w8JzMHZ+bgpZdeeha/Cem/TZkC3/8+bLopvPMODB8OF18Myy1XdWWSJBW9Ehgzc+vMjHZered6/leIq13jjMxcPTOXoQTHAcBjbdxuCWBFyjOMUzPzDeBcYKf6RhGxObACcNWsyueDw+FSt7n//rL388knw5e+BI89BkOHVl2VJEkf1FBD0hGxGTCI2uzouuMDI2KdKFYCzgFOy8y3Wl8jM1+nzKL+WkQMiIjFKM9EPtKq6UHA1Zk5odW9douIxWv3+iTwDeC6bvqKEgDvvgvf/S5svnnZ+/nmm+EPf4BFF626MkmS/ltDBUZKiLumdYgDBgKXABOBB4G/Ace0nIyIoyNieF37PYGhwDhgDPA+8O269gOBfWijJxPYt/aZCZTJMCdlZlvtpNkycmTpVfz1r+GQQ0qv4g47VF2VJEntC1eT6T6DBw/OkSNHVl2GGtSMGSUk/uhH5fnEc8+F7baruipJUn8VEaMyc3Bn2jbqOoxSU3n55bLg9m23lRnQZ58NSyxRdVWSJHWOgVHqYdddB//v/5XnFv/4xzK5JZxGJUnqQxrtGUapaUyeDF/7Guy+O6y8Mvz97yU4GhYlSX2NgVHqAaNHw0YbwVlnldnQf/sbrLlm1VVJkjR7HJKWutkll8CXvwwLLQS33ALbb191RZIkzRl7GKVuMnUqHH447L9/2fv54YcNi5Kk5mBglLrBCy/AllvCmWeWIejbb4cVVqi6KkmSuodD0tIcuuMO+Oxn4b334M9/LpNcJElqJvYwSrMpE04/vQw7L7NM2cHFsChJakYGRmk2TJ1atvX7xjdg553h/vth9dWrrkqSpJ5hYJS6aOxY2Hpr+NOf4JhjyjD0IotUXZUkST3HZxilLvjnP0uP4htvwJVXlm3+JElqdvYwSp10002w+eYwfTrcc49hUZLUfxgYpU446yzYZRdYdVV44AHYYIOqK5IkqfcYGKUOzJgBRx1V9oQeOhRGjIAPfajqqiRJ6l0GRqkd06aVXVtOOQWOOAKuvRYWXrjqqiRJ6n1OepHaMGEC7Lkn/PWvcNJJZfeWiKqrkiSpGgZGqZXXXoOddoJ//APOPRcOPrjqiiRJqpaBUarz3HOwww7w8stlCHqXXaquSJKk6hkYpZp//Qu23RamTClD0ZttVnVFkiQ1BgOjBDzySNkTeq654O67YZ11qq5IkqTG4Sxp9XsPPgjbbAPzzWdYlCSpLQZG9WsjRsB228Hii5c/r7FG1RVJktR4DIzqt+64oyzGPWhQ6VlcZZWqK5IkqTEZGNUv3XUX7Lxz2ervrrtKaJQkSW0zMKrfGTGihMUPfxhuuw2WWabqiiRJamwGRvUr991XFuVecUW4/XbDoiRJnWFgVL/xwAPlmcXlly9hcdllq65IkqS+wcCofuHhh2HHHUuP4h13lNAoSZI6x8CopvfUUyUsLrJI6Vl0goskSV1jYFRTe/HFsoMLwK23wkorVVuPJEl9kVsDqmmNG1fC4ttvw513wpprVl2RJEl9k4FRTemdd8oElxdegFtugQ02qLoiSZL6LgOjms7UqbD77vDoo3DttbDlllVXJElS32ZgVFOZMQO+9KUyE/qCC8oC3ZIkac50KjBGxA7AwcDawMLABGA0cG5m3tpj1Uld9KMfwSWXwAknwAEHVF2NJEnNYZaBMSK+DXwP+ANwNTAeWARYDzg/Ik7KzNN6tEqpE846C375Szj0UPjhD6uuRpKk5tGZHsbvAttk5hOtjl8TEZcCdwAGRlXq+uvh8MPLEPQZZ0BE1RVJktQ8OrMO44LAf9o5NxZYoPvKkbpu5EjYd1/4xCfg8sthgE/mSpLUrToTGK8Gro+IbSNi6YiYNyKWiohtgT8DV/VsiVL7Xn4ZdtsNll4abrgBFlyw6ookSWo+nemL+SrwU+B8YAUga8dfAS4EjuuZ0qSOvftuWT5n/Hi47z5YdtmqK5IkqTnNMjBm5jTgh8API2IxYCFgYma+3bptRGyemfd2d5FSa5ll+ZxRo8pai+uuW3VFkiQ1ry497VULiW930GQ4ZQa11KNOOAEuu6zMiv7MZ6quRpKk5taZZxi7YrbnpkbExFav6RFxet35QyJiTO3cTRGxQgfXWisibo+I8bXP7NHq/LYR8URETI6IOyJi5bpzEREnRcQbtdfJEc65bSTXXAPHHFPWWfze96quRpKk5tfdgTFn3aSdD2Yu1PIClgXeBa4EiIghwInAbsASwHPApW1dJyIGANcBN9TaHgpcFBFr1M4vBVwDHFM7PxK4vO4ShwK7U9aZXBfYBfjK7H4vda/HHitBcZNN4JxzXD5HkqTe0N2BsbvsDbwGjKi93xW4MjNH156pPB7YKiJWa+OzH6VMzjk1M6dn5u3AvUDLvh97AqMz88rMnAL8BFgvIj5aO38QcEpmvpSZLwOnUHa5UcXefhv22AMWWaT0Mg4cWHVFkiT1D40aGA8CLsjMlh7L4IPD3S1/XqeNz7bV5xR1bdcGHmk5kZmTgGdqx//rfO3Pa6NKzZgBBx4Izz8PV10Fyy9fdUWSJPUfDfMM4/9dIGIlYAhlGZ8Ww4B9ImLdiJgfOJYy/N3WouFPUHonvxsR89T2wR5S13YhyvaG9cZT9shu6/x4YKH2nmOMiEMjYmREjBw3blxnv6a66Be/KLu5/OY3sPnmVVcjSVL/0qXAGBFLRsQBEfG92vsVIuJDLeczc+F2PndnRGQ7r3taNT8QuCczn6u77m2U9R6vBl4AngcmAC+1vldmvkd5BnFnyk403wGuqGs7kf+eyb1I7XptnV+EsoxQm89nZuY5mTk4MwcvvfTSbTXRHLr55jLJZf/94Ygjqq5GkqT+p9OBsTbx5Elgf8qEEYDVgd/P6rOZuXVmRjuvLVo1P5AP9i62XOOMzFw9M5ehBMcBwGPt3O/RzBySmUtm5o7AqsCDtdOjKRNaWr7XgsBqteP/db7259GoEs8/D5//PHz8405ykSSpKl3pYfwf4HOZORR4v3bsAeCT3VVMRGwGDKI2O7ru+MCIWKe25M1KwDnAaZn5VjvXWbf2mQUi4ihgeeC82uk/A+tExF4RMZAyvP1oZj5RO38BcGREDKot3fOdus+qF02dCp/9LEyfXia5LOCu5ZIkVaIrgXGV2tAwzFw+ZxpdXPx7Fg4CrsnMCa2ODwQuoQwXPwj8jZm9nETE0RExvK79AZStC18DtgW2z8ypAJk5DtgLOAF4C9gY2Lfus2cD1wP/pPRg3lg7pl72gx/AyJFw3nmwWlvz4SVJUq+Idh7N+++GEfcCP8vMmyPizcxcojah5OjM3Loni+wrBg8enCNHjqy6jKbwl7/AbrvB178Ov/1t1dVIktR8ImJUZg7uTNuu9A5+B7ghIm4E5o+IsynrI+42GzVK7fr3v+Hgg+ETn4Bf/arqaiRJUqeHpDPzfmZOAPkTZbeVT2bmQz1Um/qh998vk1zee6/sFT3ffFVXJEmSuvT8YW3nk5N7qBaJ446De++FSy6B1VevuhpJkgSzCIwRcSGd2B86Mw/storUb912W1mg+5BDYL/9qq5GkiS1mNWQ9BjKtnnPUHY82R2Ym7II9lyU5xff7rny1F+8+SYcdBCssQacdlrV1UiSpHod9jBm5k9b/hwRNwM7Z+aIumNbULe8jTQ7MuGww+DVV+G661xvUZKkRtOVZxg3Ae5vdewBYNPuK0f90SWXwOWXw89/DhtuWHU1kiSpta4s3P0wcGJEzA9Q+3kC8I8eqEv9xL//DYcfDpttBt//ftXVSJKktnQlMB4MbA6Mj4hXKc80bkHZ+1nqshkzynOL06fDhRfCgO7cM0iSJHWbTv8nOjOfBzaLiBWBFYBXMvPfPVWYmt9vfgN33gl/+hOsumrV1UiSpPZ0pYeRiFgc2Ab4FLB17b3UZY8/Dj/6EeyxR9nVRZIkNa5OB8aI2JSyvM5XgXWBrwDP1I5Lnfb++/DFL8LCC8NZZ0FE1RVJkqSOdOWpsf8BDsvMy1oORMTngN8CG3VzXWpip54KDz4Il14KyyxTdTWSJGlWujIkvQZwRatjVwEf6b5y1OyefBKOOQZ23x0+97mqq5EkSZ3RlcD4NLBvq2OfpQxTS7M0fTp86UtlYe7f/96haEmS+oquDEl/C7ghIr4BvACsAqwO7NL9ZakZnX463HdfWUJnueWqrkaSJHVWV5bVuS8iVgN2piyrcz0wLDPf7Kni1DzGjIGjj4ZddoH996+6GkmS1BVdWio5M98CLuqhWtSkMuHQQ2HeeZ0VLUlSX9TpwBgRH6ZsBbg+sFD9ucxcqXvLUjO58EK44w44+2wYNKjqaiRJUld1pYfxEsoEl+8Ak3umHDWb11+HI48se0UfckjV1UiSpNnRlcC4NrB5Zs7oqWLUfL73PRg/vvQuztWlfYUkSVKj6Mp/wu8GNuipQtR87rwTzj0XjjoK1lmn6mokSdLs6koP4/PAzRFxDTC2/kRmHtudRanvmzoVvvpV+PCHy0LdkiSp7+pKYFyQspTOPMCKdcezWytSUzjppLKry/DhZaFuSZLUd3VlHcYvzqpNROyXmZfOWUnq655+Gk44AfbdF4YOrboaSZI0p7p7GsLZ3Xw99TGZ8M1vwnzzwW9+U3U1kiSpO3Rp4e5OcEnmfu6GG8ow9CmnwPLLV12NJEnqDt3dw+jzjP3YlCnwrW/BWmvB179edTWSJKm7dHcPo/qxU06BZ5+FW2+FeeapuhpJktRdZtnDGBEut6xZevFFOPFE2HNP2G67qquRJEndqTNh8OWIODkiOrP08r/ntCD1TUcdBTNmlF5GSZLUXDoTGL8KfBh4KCL+HhHfjIil22qYme7n0Q/dcQdccQX84AewyipVVyNJkrrbLANjZl6XmZ8Flqcsm/NZ4MWI+EtE7BURPq3Wj02fXpbRWWWVsm+0JElqPp1+PjEz387MszNzC2AtYCRwKvBKTxWnxvenP8E//wm/+hXMP3/V1UiSpJ7Q5QktETEfsBGwMbAs8M/uLkp9w4QJZZ/ozTeHvfaquhpJktRTOr2sTkRsARwI7AO8BlwIHJaZL/RQbWpwJ58Mr74K110H4ZLtkiQ1rVkGxoj4CXAAsARwJbBzZt7bw3Wpwb30UpkRve++sPHGVVcjSZJ6Umd6GDcBfgRcm5lTerge9RE//nGZ8PKLX1RdiSRJ6mmzDIyZObQ3ClHf8fDDcMEFZe1Fl9GRJKn5uYuLuiQTvvMdWGIJOProqquRJEm9wb2k1SU33lgW6j79dFhssaqrkSRJvcEeRnXa9OllN5fVV4evfKXqaiRJUm+xh1GddsklMHo0XHYZzOP+PpIk9RsN08MYERNbvaZHxOl15w+JiDG1czdFxAodXGutiLg9IsbXPrNH3blNIuLWiHgzIsZFxJURsXzd+Z9ExHutalm157553zBtGhx3HKy/Pnz2s1VXI0mSelPDBMbMXKjlRdlB5l3Kuo9ExBDgRGA3ynqQzwGXtnWdiBgAXAfcUGt7KHBRRKxRa7I4cA6wCrAyMAE4t9VlLq+vJzOf7bYv2kf98Y/w3HNw4okwV8P8WyNJknpDo/6nf2/KbjIjau93Ba7MzNGZOQ04HtgqIlZr47MfBVYATs3M6Zl5O3AvZfFxMnN4Zl6Zme9k5mTgd8DmPfx9+rRJk+D442HLLWGoiyxJktTvNGpgPAi4IDOz9j5qL+reA6zTxmfb2qQu2mkLsBUwutWxXWtD1qMj4mudrLlpnX46jB1bFul2C0BJkvqfhguMEbESMAQ4v+7wMGCfiFg3IuYHjgUSWKCNSzxB6Z38bkTMExE71K73X20jYt3atb5bd/gKYC1gaeDLwLERsV8H9R4aESMjYuS4ceO68E37hrfegpNOgp13hs3th5UkqV/qlcAYEXdGRLbzuqdV8wOBezLzuZYDmXkbcBxwNfAC8Dzl2cOXWt8rM98Ddgd2BsYC36GEwA+0jYiPAMOBb2bmiLrPP56Z/6kNZ98HnEYZIm9TZp6TmYMzc/DSSy/d2V9Jn/GrX8Hbb8MJJ1RdiSRJqkqvBMbM3Dozo53XFq2aH8gHexdbrnFGZq6emctQguMA4LF27vdoZg7JzCUzc0dgVeDBlvMRsTLwV+D4zLxwVuXT9jB303v1VTjtNNh3X1hvvaqrkSRJVWmoIemI2AwYRG12dN3xgRGxThQrUWY5n5aZb7VznXVrn1kgIo4ClgfOq50bBNwOnJGZZ7Xx2d0iYvHavT4JfIMy67rfOflkmDIFfvrTqiuRJElVaqjASJnsck1mTmh1fCBwCTCR0lP4N+CYlpMRcXREDK9rfwDwCuVZxm2B7TNzau3cIZQex+Pq11qs++y+wBjKkPcFwEmZ+V89ns3u1Vfh97+HL3wB1lhj1u0lSVLzipkTkTWnBg8enCNHjqy6jG5x1FFw6qnwxBNlK0BJktRcImJUZg7uTNtG62FUA3j1VTjzTNh/f8OiJEkyMKoNv/41TJ0KP/5x1ZVIkqRGYGDUB7z2GpxxBnz+8z67KEmSCgOjPsDeRUmS1JqBUf+nvndxzTWrrkaSJDUKA6P+zymnlHUX7V2UJEn1DIwC4I03Su/ivvvauyhJkj7IwCighMVJk+CHP6y6EkmS1GgMjGLSJPjtb2HXXWGddaquRpIkNRoDo/jDH8qQtL2LkiSpLQbGfm7atDLZZautYNNNq65GkiQ1ogFVF6BqXXwxvPRS6WWUJElqiz2M/dj06XDSSbD++rDjjlVXI0mSGpU9jP3YtdfCk0/CZZdBRNXVSJKkRmUPYz+VCb/4Bay2Guy9d9XVSJKkRmYPYz91220wahScfTbMPXfV1UiSpEZmD2M/9atfwXLLwUEHVV2JJElqdAbGfuixx+CWW+CII2C++aquRpIkNToDYz906qkw//zw1a9WXYkkSeoLDIz9zKuvwkUXwcEHw5JLVl2NJEnqCwyM/cyZZ5bdXb71raorkSRJfYWBsR95990SGHfdFdZYo+pqJElSX2Fg7EcuvBBefx2OPLLqSiRJUl9iYOwnZswok10+8QkYMqTqaiRJUl/iwt39xE03wRNPlAkvbgMoSZK6wh7GfuI3v4FBg+Czn626EkmS1NcYGPuBRx8tWwF+/esw77xVVyNJkvoaA2M/cMYZMHAgfPnLVVciSZL6IgNjk3vrrfLc4v77wxJLVF2NJEnqiwyMTe6882DyZDj88KorkSRJfZWBsYnNmFGGozffHDbYoOpqJElSX2VgbGI33wzPPANHHFF1JZIkqS8zMDax3/0OllsO9tyz6kokSVJfZmBsUmPGwPDh8JWvuJSOJEmaMwbGJvX738Pcc8Ohh1ZdiSRJ6usMjE1o0iT4059gr71ghRWqrkaSJPV1BsYmdMkl8PbbTnaRJEndw8DYZDLLUjrrrVeW05EkSZpTA6ouQN3rwQfhkUfgrLMgoupqJElSM7CHscmccw4suCDst1/VlUiSpGZhYGwi48fDZZfB5z8PiyxSdTWSJKlZGBibyMUXl32jXUpHkiR1JwNjk8iEs88ue0ZvuGHV1UiSpGbSMIExIia2ek2PiNPrzh8SEWNq526KiHZXGIyItSLi9ogYX/vMHnXnVomIbHWvY+rOR0ScFBFv1F4nRzT+9JGHHoJHHy29i41frSRJ6ksaJjBm5kItL2BZ4F3gSoCIGAKcCOwGLAE8B1za1nUiYgBwHXBDre2hwEURsUarpovV3fP4uuOHArsD6wHrArsAX+mWL9mDzj67THb5/OerrkSSJDWbhgmMrewNvAaMqL3fFbgyM0dn5jTgeGCriFitjc9+FFgBODUzp2fm7cC9wAGdvPdBwCmZ+VJmvgycAhw8+1+l57VMdtlvPye7SJKk7teogfEg4ILMzNr7qL2oew+wThufbWtANtpo+0JEvBQR50bEUnXH1wYeqXv/SO1YmyLi0IgYGREjx40b116zHnXJJU52kSRJPafhAmNErAQMAc6vOzwM2Cci1o2I+YFjgQQWaOMST1B6J78bEfNExA6167W0fR3YCFgZ2BBYGLi47vMLAePr3o8HFmrvOcbMPCczB2fm4KWXXrprX7Yb1E92GTy4128vSZL6gV4JjBFxZ22iSVuve1o1PxC4JzOfazmQmbcBxwFXAy8AzwMTgJda3ysz36M8g7gzMBb4DnBFS9vMnJiZIzPz/cx8FTgC2CEiWgZzJwL1A7uLABPrejsbykMPlZ1dnOwiSZJ6Sq8ExszcOjOjndcWrZofyAd7F1uucUZmrp6Zy1CC4wDgsXbu92hmDsnMJTNzR2BV4MH2yqv9bIlboykTXlqsVzvWkP74R1hgASe7SJKkntNQQ9IRsRkwiNrs6LrjAyNindqSNysB5wCnZeZb7Vxn3dpnFoiIo4DlgfNq5zaOiDUjYq6IWBL4LXBnZrYMQ18AHBkRg2pL93yn5bONZvLkMtll772d7CJJknpOQwVGymSXazJzQqvjA4FLKMPFDwJ/A+rXTjw6IobXtT8AeIXyLOO2wPaZObV2blXgJsqQ9mPAVKB+5+WzgeuBf9bO31g71nCuuQYmTIAvfrHqSiRJUjOLBn00r08aPHhwjhw5stfut+228NxzMGYMzNVo0V+SJDW0iBiVmZ2aMmvM6KOefx5uvx0OPtiwKEmSepZRo486//wyK/qgg6quRJIkNTsDYx80Ywacdx586lOw8spVVyNJkpqdgbEPuuuuMiTtZBdJktQbDIx90HnnlWV09tij6kokSVJ/YGDsYyZMgKuugs99rizYLUmS1NMMjH3MFVeUBbsdjpYkSb3FwNjHnHsurLkmbLJJ1ZVIkqT+wsDYhzz9NNx7b+ldjJh1e0mSpO5gYOxDLr64BMX996+6EkmS1J8YGPuIzBIYt9kGPvShqquRJEn9iYGxj3jwwbJntL2LkiSptxkY+4iLLoL55oO99qq6EkmS1N8YGPuA996Dyy6Dz3wGFl206mokSVJ/Y2DsA269FV5/Hb7whaorkSRJ/ZGBsQ+46CJYYgkYOrTqSiRJUn9kYGxwEybAtdeWrQDnnbfqaiRJUn9kYGxwf/4zvPuuw9GSJKk6BsYGd9FF8OEPw6abVl2JJEnqrwyMDeyVV+C228rai24FKEmSqmJgbGCXXQYzZrhYtyRJqpaBsYFdfDFsuCF89KNVVyJJkvozA2ODGjMGRo2C/faruhJJktTfGRgb1BVXlJ/77FNtHZIkSQbGBnX55bDZZrDiilVXIkmS+jsDYwN64gl49NGyWLckSVLVDIwN6PLLyzI6e+9ddSWSJEkGxoaTWZbT2WorWGGFqquRJEkyMDacf/6zDEk7HC1JkhqFgbHBXH45zDUX7LVX1ZVIkiQVBsYGklkC46c+BcssU3U1kiRJhYGxgfz97/DMMw5HS5KkxmJgbCCXXw4DBsCee1ZdiSRJ0kwGxgaRWXZ32X57WGKJqquRJEmaycDYIB54AF54weFoSZLUeAyMDeKqq2CeeWC33aquRJIk6YMMjA0gE66+GrbbDhZbrOpqJEmSPsjA2AD+8Q94/nnXXpQkSY3JwNgArrmmLNb9mc9UXYkkSdJ/MzA2gKuvhiFDYOmlq65EkiTpvxkYK/avf5WXay9KkqRGZWCs2DXXlJ977FFtHZIkSe0xMFbsmmtgk01g0KCqK5EkSWpbwwTGiJjY6jU9Ik6vO39IRIypnbspIlbo4FprRcTtETG+9pk96s7t3+o+kyMiI2LD2vmfRMR7rdqs2hPf+fnny/7Rzo6WJEmNrGECY2Yu1PIClgXeBa4EiIghwInAbsASwHPApW1dJyIGANcBN9TaHgpcFBFr1O5zcat7HQY8C/y97jKX17fJzGd74Cv/33C0zy9KkqRG1jCBsZW9gdeAEbX3uwJXZubozJwGHA9sFRGrtfHZjwIrAKdm5vTMvB24FzignXsdBFyQmdmt36ATrrkG1l8fVu2R/ktJkqTu0aiBsXWIi9qLuvcA67Tx2Wjn2H+1jYiVga2AC1qd2jUi3oyI0RHxtY4KjYhDI2JkRIwcN25cR00/4JVX4L777F2UJEmNr+ECY0SsBAwBzq87PAzYJyLWjYj5gWOBBBZo4xJPUHonvxsR80TEDrXrtdX2QGBEZj5Xd+wKYC1gaeDLwLERsV979WbmOZk5ODMHL92FhRSvvbZsCejzi5IkqdH1SmCMiDtrE0vaet3TqvmBwD31IS4zbwOOA64GXgCeByYAL7W+V2a+B+wO7AyMBb5DCYH/1bZ2r/pgSmY+npn/qQ1n3wecRhki71ZXXw1rrglrrdXdV5YkSepevRIYM3PrzIx2Xlu0av5fIa52jTMyc/XMXIYSHAcAj7Vzv0czc0hmLpmZOwKrAg/Wt4mIzSnPOl41q/Jpe5h7tr35Jtx5ZxmOjm69siRJUvdrqCHpiNgMGERtdnTd8YERsU4UKwHnAKdl5lvtXGfd2mcWiIijgOWB81o1Owi4OjMntPrsbhGxeO1enwS+QZl13W2GD4fp02H33bvzqpIkST2joQIjJcRd0zrEAQOBS4CJlJ7CvwHHtJyMiKMjYnhd+wOAVyjPMm4LbJ+ZU+vaDwT2oY2eTGBfYAxlyPsC4KTMbKvdbLv+elhuORg8uDuvKkmS1DOigtVkmtbgwYNz5MiRHbaZNg2WXho++1n44x97qTBJkqRWImJUZnaq+6rRehib3ogR8M478JnPVF2JJElS5xgYe9lf/gIDB8J221VdiSRJUucYGHtRZnl+cbvtYIG2VoWUJElqQAbGXvT44/Dcc7DrrlVXIkmS1HkGxl70l7+Un7vsUm0dkiRJXWFg7EXXX1+W0llhhaorkSRJ6jwDYy957TW4/36HoyVJUt9jYOwlN95YJr24nI4kSeprDIy95PrrYcUVYb31qq5EkiSpawyMvWDKFLj55jLZJaLqaiRJkrrGwNgL7rgDJk92OFqSJPVNBsZe8Je/wIILwtZbV12JJElS1xkYe1gmDB9edncZOLDqaiRJkrrOwNjDnn4aXngBdtyx6kokSZJmj4Gxh918c/lpYJQkSX2VgbGH3XwzrLYarLpq1ZVIkiTNHgNjD5o6tcyQtndRkiT1ZQbGHnTffWU5HQOjJEnqywyMPejmm2HAAJfTkSRJfZuBsQfdcgtsthksskjVlUiSJM0+A2MPeeMNePhh2H77qiuRJEmaMwbGHnLffeXnVltVW4ckSdKcMjD2kHvugXnmgY02qroSSZKkOWNg7CH33gsbbgjzz191JZIkSXPGwNgDpk6FkSNh882rrkSSJGnOGRh7wKhRJTQaGCVJUjMwMPaAe+4pPw2MkiSpGRgYe8C998Lqq8Myy1RdiSRJ0pwzMHazzLKkjr2LkiSpWRgYu9lTT8Hrr8MWW1RdiSRJUvcwMHazBx8sPzfdtNo6JEmSuouBsZs9+STMPXd5hlGSJKkZGBi72VNPwaqrll1eJEmSmoGBsZs9+SSsuWbVVUiSJHUfA2M3e/ppWGONqquQJEnqPgbGbjRtGrz7roFRkiQ1FwNjN5o6tfw0MEqSpGZiYOxGU6aUnwZGSZLUTAyM3WjKFFhwQVhhhaorkSRJ6j4Gxm40ZUrpXYyouhJJkqTuY2DsRlOnOhwtSZKaj4GxGxkYJUlSM2qYwBgRq0TEsIh4KyLGRsTvImJA3fltI+KJiJgcEXdExModXGuJiPhzREyKiBci4vOtzrd7rShOiog3aq+TIzo/yGxglCRJzaZhAiNwJvAasDywPjAEOAwgIpYCrgGOAZYARgKXd3CtM4BpwLLA/sDvI2LtTl7rUGB3YD1gXWAX4Cud/RIGRkmS1GwaKTB+GLgiM6dk5ljgJmDt2rk9gdGZeWVmTgF+AqwXER9tfZGIWBDYCzgmMydm5j3AX4ADOnmtg4BTMvOlzHwZOAU4uLNfwsAoSZKaTSMFxtOAfSNigYgYBHyaEhqhBMdHWhpm5iTgGWYGynprANMz86m6Y4/UtZ3VtT5wvtVnOzRgACy2WGdaSpIk9R2NFBjvogSzd4CXKEPF19bOLQSMb9V+PLBwG9eZVduunh8PLNTec4wRcWhEjIyIkfPOO7WtJpIkSX1arwTGiLgzIrKd1z0RMRdwM+XZwgWBpYDFgZNql5gILNLqsosAE9q43azadvX8IsDEzMy2vltmnpOZgzNz8FprzddWE0mSpD6tVwJjZm6dmdHOawvK5JMVgd9l5tTMfAM4F9ipdonRlEkowP89p7ha7XhrTwEDImL1umPr1bWd1bU+cL7VZyVJkvqdhhiSzszXgeeAr0XEgIhYjDL5pOVZwj8D60TEXhExEDgWeDQzn2jjWpMoPZU/i4gFI2JzYDfgwk5e6wLgyIgYFBErAN8Bzuv+by1JktQ3NERgrNkTGAqMA8YA7wPfBsjMcZSZzycAbwEbA/u2fDAijo6I4XXXOgyYn7JMz6XA1zJzdGeuBZwNXA/8E3gMuLF2TJIkqV+Kdh7N02wYPHhwjhw5suoyJEmSZikiRmXm4M60baQeRkmSJDUgA6MkSZI6ZGCUJElShwyMkiRJ6pCBUZIkSR0yMEqSJKlDBkZJkiR1yMAoSZKkDhkYJUmS1CEDoyRJkjpkYJQkSVKHDIySJEnqkIFRkiRJHTIwSpIkqUORmVXX0DQiYgLwZNV19DNLAa9XXUQ/4++89/k7733+znufv/Pet2ZmLtyZhgN6upJ+5snMHFx1Ef1JRIz0d967/J33Pn/nvc/fee/zd977ImJkZ9s6JC1JkqQOGRglSZLUIQNj9zqn6gL6IX/nvc/fee/zd977/J33Pn/nva/Tv3MnvUiSJKlD9jBKkiSpQwZGSZIkdcjA2A0iYomI+HNETIqIFyLi81XX1Owi4oiIGBkRUyPivKrraXYRMV9E/G/t3+8JEfFwRHy66rqaXURcFBGvRMQ7EfFURBxSdU39RUSsHhFTIuKiqmtpdhFxZ+13PbH2cj3jXhAR+0bEv2rZ5ZmI2LKj9q7D2D3OAKYBywLrAzdGxCOZObrSqprbf4CfAzsC81dcS38wAHgRGAL8G9gJuCIiPp6Zz1dZWJP7BfD/MnNqRHwUuDMiHs7MUVUX1g+cATxUdRH9yBGZ+ceqi+gvImJ74CTgc8CDwPKz+ow9jHMoIhYE9gKOycyJmXkP8BfggGora26ZeU1mXgu8UXUt/UFmTsrMn2Tm85k5IzNvAJ4DNqy6tmaWmaMzc2rL29prtQpL6hciYl/gbeC2ikuRespPgZ9l5v21v9NfzsyXO/qAgXHOrQFMz8yn6o49AqxdUT1Sj4uIZSn/7tuL3sMi4syImAw8AbwCDKu4pKYWEYsAPwO+U3Ut/cwvIuL1iLg3IrauuphmFhFzA4OBpSNiTES8FBG/i4gOR+sMjHNuIWB8q2PjgU7tzSj1NRExD3AxcH5mPlF1Pc0uMw+j/H2yJXANMLXjT2gOHQ/8b2a+WHUh/cj3gVWBQZR1Aa+PCHvSe86ywDzA3pS/V9YHNgB+3NGHDIxzbiKwSKtjiwATKqhF6lERMRdwIeWZ3SMqLqffyMzptcddPgR8rep6mlVErA9sB5xacSn9SmY+kJkTMnNqZp4P3Et5Tlo9493az9Mz85XMfB34DbP4nTvpZc49BQyIiNUz8+nasfVwqE5NJiIC+F/K/zvdKTPfq7ik/mgAPsPYk7YGVgH+Xf51ZyFg7oj4WGZ+osK6+psEouoimlVmvhURL1F+z51mD+McysxJlGGin0XEghGxObAbpRdGPSQiBkTEQGBuyl/oAyPC/wPUs34PrAXsmpnvzqqx5kxELFNb9mKhiJg7InYE9gNur7q2JnYOJZCvX3udBdxIWY1BPSAiFouIHVv+Do+I/YGtgJurrq3JnQt8vfb3zOLAt4AbOvqA/4HtHocBfwJeo8za/ZpL6vS4HwPH1b3/AmXW108qqabJRcTKwFcoz8+NrfW+AHwlMy+urLDmlpTh57Mo/+f+BeBbmXldpVU1scycDExueR8RE4EpmTmuuqqa3jyUJdI+CkynTO7aPTNdi7FnHQ8sRRklnQJcAZzQ0QfcS1qSJEkdckhakiRJHTIwSpIkqUMGRkmSJHXIwChJkqQOGRglSZLUIQOjJEmSOmRglKRuEhGjI2LrXrrXxyJiZA9c95qIGNrd15XUt7kOoyR1Um0h5xYLUBYyn15736uLmEfE1cCVmXlZN1/3k8DvM3PD7ryupL7NwChJsyEingcOycy/VnDv5Sn71a+QmVN64PpPA/tlZrf3YErqmxySlqRuEhHPR8R2tT//JCKujIiLImJCRPwzItaIiB9GxGsR8WJE7FD32UUj4n8j4pWIeDkifh4Rc7dzq+2Bv9eHxdq9vxsRj0bEpNq1lo2I4bX7/7W2Zyy1fXsviog3IuLtiHgoIpatu/6dwM7d/guS1GcZGCWp5+wKXAgsDjwM3Ez5e3cQ8DPg7Lq25wPvAx8BNgB2AA5p57ofB9raa3cvSphco3bv4cDRlD1j5wK+UWt3ELAosCKwJPBV4N266/wLWK/T31JS0zMwSlLPGZGZN2fm+8CVwNLALzPzPeAyYJWIWKzWu/dp4FuZOSkzXwNOBfZt57qLARPaOH56Zr6amS8DI4AHMvPhzJwK/JkSRAHeowTFj2Tm9MwclZnv1F1nQu0ekgTAgKoLkKQm9mrdn98FXs/M6XXvARYCVgDmAV6JiJb2cwEvtnPdt4CFO3G/1u8Xqv35Qkrv4mURsRhwEfCjWpCldu232/tSkvofexglqXovUmZcL5WZi9Vei2Tm2u20f5Qy7DxbMvO9zPxpZn4M2AzYBTiwrslawCOze31JzcfAKEkVy8xXgFuAUyJikYiYKyJWi4gh7XzkVuATETFwdu4XEdtExMdrk2reoQxRT69rMoTy/KMkAQZGSWoUBwLzAo9ThpyvApZvq2FmvgrcDuw2m/darnb9dygTXO6iDEsTERsBkzLzwdm8tqQm5DqMktQHRcTHKDOrP5nd+Bd5bUHw/83MYd11TUl9n4FRkiRJHXJIWpIkSR0yMEqSJKlDBkZJkiR1yMAoSZKkDhkYJUmS1CEDoyRJkjpkYJQkSVKHDIySJEnq0P8HEWYMqYhJUUAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XXRfOOgt22KG0LKrtDIySJKlbmDoV/vEPGDIE/vrXMl/iMsvAkUfCoEGw3HJVV9h1GRglSVKX9uyzpSXxwgvh5ZfLfIk77VRC4nrr9az5EjuKgVGSJHU5770Hl19eWhPvu6+Ewk02gRNOgG22gb59q66wezEwSpKkLmHy5PL+5iFDyvucJ0yAL34RTjwRdtsNFl+86gq7LwOjJElqaI88UkLixReXqXAWWgj23bdMh7Pmmk6F0xkMjJIkqeG8+WYJiEOHlsA4++xlKpzBg8tUOHPMUXWFPYuBUZIkNYTx40tX89ChcNNNMGUKrLUWnHZaGcSy8MJVV9hzGRglSVJlMuH++0uX82WXwZgx5VnEww8vo5xXWqnqCgUGRkmSVIGXX/7f21eefRb69IHttishcaONoFevqitUPQOjJEnqFB9+WCbUvuACuOOOsm6DDeDnP4ftty/zJ6oxGRglSVKHyYR77oHzzy/zJo4bV9648utfl3c5L7NM1RWqLQyMkiSp3b3ySuluvuACeO45mHtu2HFH2Guv8vYVp8LpWgyMkiSpXXz8MVx1VQmJt95aWhcHDoQjjijPJ/brV3WFmlkGRkmSNNMy4cEHS5fzJZfA++/DUkvBkUeWASzLLVd1hWoPBkZJkjTD3nijjHK+4AJ44gmYa67SirjXXrDhhuXdzuo+DIySJKlNJk6E664rrYk33lgm1v7a1+Dss8vzifPNV3WF6igGRkmS1Kp//7uExIsvhnfegUUXhR//GPbcE1Zcserq1BkMjJIk6VPefhuGDStB8d//Lu9u3nrr0uW8ySbQ2wTRo/ifW5IkATB5cnmH8/nnw7XXwqRJ8OUvw6mnwi67wEILVV2hqmJglCSph3vyyRISL7ywDGbp3x8OOqh0Oa+2WtXVqREYGCVJ6oHGjIFLLy1B8YEHShfzFluUkPitb5UuaGkaA6MkST3E1Klw551w3nnlnc7jx8Mqq8DJJ8Nuu8Eii1RdoRqVgVGSpG7utdfKfInnnQcvvADzzltaEr/3vfKMoq/p0/QYGCVJ6oamzZl47rllIMvUqbDBBvCrX8G220LfvlVXqK7EwChJUjfy5JMlJA4dCqNHw2KLwc9+VqbDWX75qqtTV2VglCSpixs7Fi67rATF++8vA1i22qp0OW+6qXMmatb5v5AkSV1QJtx7bwmJl18OH34IK60Ev/sd7LEHfOYzVVeo7sTAKElSF/LGG6W7+bzz4OmnoV8/2Hnn0pr41a86gEUdw8AoSVKDmzwZbryxtCZedx1MmQLrrgs/+QnsuGMJjVJHMjBKktSgnn22tCQOGQKvv166mQ89FL77XVhxxaqrU09iYJQkqYF8+CFccUVpTfzHP2C22cqbV773vfImltlnr7pC9UQGRkmSKpYJDz5YQuIll5RRz8svD7/5DQwaVKbGkapkYJQkqSLvvAMXXQTnnAOPPw59+sAOO5TWxK9/3QEsahwGRkmSOlEm3HEH/OUvMGIETJgAa60FZ55ZRjvPN1/VFUqfZmCUJKkTvPlmeZ/zOefAc8/B/PPDPvuUZbXVqq5Oap2BUZKkDjJlCtxySwmJ11xTpsf5+tfhqKNg++1LF7TUFcxWdQHTRMS4JsuUiDi1bvveEfFcbdtNEdHiI8ARsUxE3BAR70XEGxFxWkT0rtuWTa51ZN2xEREnRsQ7teWkCJ8ikSS13SuvwK9+BZ/7XBnh/I9/wCGHlPc8/+Mf5U0shkV1JQ3TwpiZ/zftaETMDbwJDK99HgicAGwIPAucAlwCDGzhdGcAbwGLAvMDtwIHAn+q22f+zJzczLH7AtsAqwNZO/YF4MyZujFJUo8waRJcf315NvGmm2DqVNhkk/Kqvq23hjnmqLpCaeY1TGBsYntK4Lur9nlLYHhmjgKIiGOB1yJiucx8vpnjlwVOy8zxwBsRcROwchuvPRg4OTNfrV3rZGAfDIySpGY8/3yZDuf888tr+xZbDH7+8zLSedllq65Oah+NGhgHA0MzM2ufo7ZQ9xlgFaC5wHgKsHNE3AEsAGwOHNlkn5cjYloL4uGZ+XZt/crAI3X7PULbw6YkqQeYMAGuvLI8m3j77f+bXHuffcrP3o36t6s0kxrmGcZpImIpSlfzkLrVNwA7RsRqEdEHOIrSXdy3hdPcSQl5HwCvAiOBq2rb3gbWApYGvgzMA1xcd2w/4P26z+8D/Vp6jjEi9o2IkRExcvTo0W29TUlSF/Tkk+XVfIsvDrvsUkY7H3ssvPwyXHstbLWVYVHdU6cExoi4ozbQpLnl7ia7DwLuzswXp63IzNuBo4ErgJeBl4CxlDDY9FqzATcDI4C5gYUprYwn1s41LjNHZubkzHwTOAjYNCLmrZ1iHDBv3SnnBcbVtXZ+QmaenZkDMnNA//79Z+h7kSQ1vo8+Ku9yXm89+OIX4dRTYcMN4eab4YUX4IgjYIklqq5S6lidEhgzc4PMjBaW9ZrsPohPti5OO8fpmfn5zPwMJTj2Bh5v5nILAktSnmGckJnvAOcD32qpvNrPaS2IoygDXqZZvbZOktSD/Otf8P3vl2cS99wTRo+Gk06C116D4cNh001LV7TUEzRUw3lErAMsTm10dN36uYDlKcFtSeBs4JTMfK/pOTLz7Yh4ETggIn5H6WIeTO25xIj4CjCGMtp6AcrI6Tsyc1o39FDg0Ii4gRImDwNORZLU7X3wQXmX81/+Ag89BHPOWeZL3GcfWH99X9WnnqvR/m00GBiRmWObrJ8LGEbpLn4AuI+6QSwR8YuIuLFu/22BzYDRwHPAZOBHtW2fA26idGk/DkwAdqk79izgWuCx2vbra+skSd1QJjzwAOy9d2lN3H9/mDgR/vQn+O9/y7ueBw40LKpnixYezdNMGDBgQI4cObLqMiRJbfDBBzBsGJx1Fvz73zD33OVdzvvsA2uvbUBU9xcRD2XmgLbs21Bd0pIkdbSRI+Hss0tY/PBDWH11OOMM2G03mHfe6R8v9UQGRklStzd2bHk28ayz4OGHy2v5dtkF9t3X1kSpLQyMkqRu61//KiHx4oth3DhYdVU47TTYfXeYb76qq5O6DgOjJKlb+fBDuPTSEhQffBDmmgt22gn22w+++lVbE6WZYWCUJHULjz5aQuJFF5UBLV/8IpxyCuyxByywQNXVSV2bgVGS1GV99BFcdlkZxHL//WXexB12KK2J665ra6LUXgyMkqQu5/HHS2vihRfC++/DiivCH/5QWhMXWqjq6qTux8AoSeoSPv64vJLvrLPg3nthjjnKW1j22w++/nVbE6WOZGCUJDW0J54oXc5Dh8J778EKK8DvfgeDB8PCC1ddndQzGBglSQ1n/Hj4619La+Ldd8Pss8O225bWxA02sDVR6mwGRklSw3jqqdKaOGQIvPsuLL88nHQS7Lkn9O9fdXVSz2VglCRVauJEGDECzjwT7rwTeveG73yntCZuuCHMNlvVFUoyMEqSKvHSS6U18dxz4a23YNll4Te/gb32gkUWqbo6SfUMjJKkTjNlCtx4I/z5z+VnBGy5Jey/P2y6qa2JUqMyMEqSOtybb5aWxLPPhpdfhs9+Fo44AvbZB5ZcsurqJE2PgVGS1CEyyzOJZ55ZnlGcNAk22qhMibP11mXks6SuwcAoSWpXY8aUORPPPBOefLK8x/mgg8ogli98oerqJM0MA6MkqV089FB5NvGSS8o7ntdeG84/H3baCfr0qbo6SbPCwChJmmkffQSXXlpaEx98EPr2hV13hQMOgDXXrLo6Se3FwChJmmFPPVVC4pAhpQt6pZXgT3+CPfaA+eevujpJ7c3AKElqk0mT4KqrSrfz3/9eBq1st12ZEmf99X1dn9SdGRglSa36z3/+N8H2G2/A0kvDCSfAd7/rBNtST2FglCR9ytSpcPPNpTXx+uvLFDnf+lZ5NnGzzaBXr6orlNSZDIySpP8zejScdx6cdRa8+CJ85jPws5+VCbaXWabq6iRVxcAoST1cJtxzT2lN/OtfYeJEGDiwvNf5O9+BOeaoukJJVTMwSlIPNW4cXHwxnHEGPPoozDtvmVx7//3hi1+sujpJjcTAKEk9zNNPl5B4wQXwwQew+uplUMuuu8Lcc1ddnaRGZGCUpB5g8mS47jo4/XS47bYyJc4OO8D3vw9f+5pT4khqnYFRkrqxt96Cc84pk2y/8gossQQcdxzsvbdT4khqOwOjJHUzmXDffaU1cfjwMuH2N74Bp5wCW24Jvf3NL2kG+WtDkrqJjz6CYcNKUPz3v8sglgMOKMuKK1ZdnaSuzMAoSV3cs8+WKXHOP7+813nVVUsX9G67Qb9+VVcnqTswMEpSFzRlCtxwQ2lNvPnm0s28/fZw4IGw3noOYpHUvgyMktSFjB5d3ul85pnw8suw+OLw61+XN7F89rNVVyepuzIwSlKDy4QHHiitiZdfDhMmwIYbwsknw1ZblSlyJKkjGRglqUF9/DFcemkJig89BPPMU6bDOfBA38QiqXMZGCWpwbzwQhnEct558O67JRyefjrssUcJjZLU2QyMktQApk4tg1dOOw1uvBF69YLvfKe8iWX99R3EIqlaBkZJqtD775d3Op9+epke57OfhaOOgn33hcUWq7o6SSoMjJJUgSefLK2JQ4bAhx/COuuU0c7bbgtzzFF1dZL0SQZGSeokU6bA9dfDqafCbbfBnHPCLrvAD34Aa65ZdXWS1DIDoyR1sHffLQNYzjgDXnwRllgCTjihjHju37/q6iRp+gyMktRBHnustCZedFGZImfgQPjtb2HrrcubWSSpq/BXliS1o8mT4eqrS1C8807o0wd23x0OOghWW63q6iRp5hgYJakdvP02/OUvZf7EV16BZZYprYnf/S4suGDV1UnSrJmt6gKmiYhxTZYpEXFq3fa9I+K52rabIqLFCSciYpmIuCEi3ouINyLitIjoXdu2W5PrfBQRGRFfrm0/JiImNdnncx3/DUjqih5+GPbaqzyX+ItfwBe+UFoYn3sOfvxjw6Kk7qFhAmNm9pu2AIsAHwPDASJiIHACsDWwIPAicEkrpzsDeAtYFFgDGAgcWLvOxU2udSDwAvBw3fGX1e+TmS+0461K6uImTSqv7Ft3Xfjyl2H4cPje9+CJJ+DWW8v7nXv1qrpKSWo/jdolvT0l8N1V+7wlMDwzRwFExLHAaxGxXGY+38zxywKnZeZ44I2IuAlYuYVrDQaGZma26x1I6nbeeAPOPhvOPBNefx2WXx7++EfYc0+Yb76qq5OkjtMwLYxNNA1xUVuo+wywSgvHnwLsHBF9I2JxYHPgpqY7RcTSwPrA0CabtoyIdyNiVEQcMLM3Ial7ePDB8h7npZaCo4+GNdaAG26Ap5+Ggw82LErq/houMEbEUpQu5CF1q28AdoyI1SKiD3AUkEDfFk5zJ6VF8QPgVWAkcFUz+w0C7srMF+vWXQ6sBPQH9gGOiohdWql334gYGREjR48e3YY7lNQVTJ4Ml19eup3XXrs8l3jAASUk3nADbL45zNZwv0ElqWN0yq+7iLijNrCkueXuJrsPAu6uD3GZeTtwNHAF8DLwEjCWEgabXms24GZgBDA3sDCwAHBiM6UN4pPBlMx8IjP/m5lTMvNeSmvl9i3dW2aenZkDMnNAf2fglbq8d9+FE0+EZZeFnXaCN9+EU06BV18tP1dYoeoKJanzdUpgzMwNMjNaWNZrsvunQlztHKdn5ucz8zOU4NgbeLyZyy0ILEl5hnFCZr4DnA98q36niFgXWAz46/TK55Pd4ZK6oSeegP32K6Odf/azMtr5mmtKi+IPfwjzzlt1hZJUnYbqUImIdYDFqY2Orls/V0SsEsVSwNnAKZn5XtNzZObblFHUB0RE74iYn/JM5CNNdh0MXJGZY5tca+uIWKB2rbWBHwJXt9MtSmogU6eW7uVNN4WVV4ahQ2G33eDRR8u7nrfc0tHOkgQNFhgpIW5E0xAHzAUMA8YBDwD3AUdO2xgRv4iIG+v23xbYDBgNPAdMBn5Ut/9cwI4005IJ7Fw7ZixlMMyJmdncfpK6qHHj4LTTYKWVYIstYNQoOP74MuH2X/4Cq65adYWS1FjC2WTaz4ABA3LkyJFVlyGpBS++WILiuefC+++XwSyHHALbbw+zz151dZLUuSLiocwc0JZ9G3UeRklqF5nwj3+UAStXX11GNm+/fZkO56tfrbo6SeoaDIySuqXx48vbWP74R3jkkfKKvp/+FA48sAxskSS1nYFRUrfy5ptwxhnw5z/D6NFlMMvZZ5fBLH1bmrlVktQqA6OkbmHUKPjDH+Cii2DChDKY5ZBDYOONIZwYS5JmiYFRUpeVWaa/+f3v4aaboE8f2GuvEhS/8IWqq5Ok7sPAKKnLmTABLrmkBMXHHoNFFoHjjisTby+8cNXVSVL3Y2CU1GW88055NvG008qziquuCuefD7vsAnPOWXV1ktR9GRglNbxnninPJw4ZAh9/DJttBoceCt/4hs8nSlJnMDBKakiZcOedpdv52mthjjlgjz3gRz8qI58lSZ3HwCipoUyaBJdfXoLiww+XZxKPOqrMn7jIIlVXJ0k9k4FRUkMYM6bMl/inP8Frr8GKK8JZZ5VWxT59qq5Okno2A6OkSr36ankby1lnwbhxsNFGJThutll5jZ8kqXoGRkmVGDUKfvtbuPji8rzijjvC4YfDl75UdWWSpKYMjJI6TSbcfTecdBJcd13paj7ggDKQZdllq65OktQSA6OkDjd1Klx9dQmK999fBrL86ldlIIsTbUtS4zMwSuow48eXdzv/9rdlLsVll4XTT4c994S+fauuTpLUVgZGSe1uzBg480w45RR44w1Yc0247DLYdlvo7W8dSepy/NUtqd00HfG86aZlUMuGG/pGFknqygyMkmbZ00/DiSeW7uepU2GnncqI5zXWqLoySVJ7MDBKmmmPPAInnADDh8Ncc8H++5d3PC+zTNWVSZLak4FR0gy77z44/ni4/nqYZx742c/gkEPgM5+pujJJUkcwMEpqk0z4299KUPz732GhheDYY+Ggg2D++auuTpLUkQyMklo1dWqZZPv44+GBB2CxxeD3v4d99oF+/aquTpLUGQyMkpo1ZUp5NvGEE+Cxx8ocimeeWeZQnHPOqquTJHWm2aouQFJjmTgRzj0XVlwRdtkFJk+GoUPLxNv77WdYlKSeyBZGSUAJihdcULqe//OfMtn2FVfANtvAbP7TUpJ6NP8akHq4iRPh7LPh858vLYiLLgo33AAjR5Y3sxgWJUn+VSD1UM0FxRtvLFPmbL65b2aRJP2PgVHqYVoLipttZlCUJH2agVHqIQyKkqSZZWCUujmDoiRpVhkYpW5qyhS48EJYaSWDoiRp1hgYpW4mE668ElZbDQYNgnnnLW9qMShKkmaWgVHqJjLh1lvhK18p0+FMmQKXXw4PPQRbbGFQlCTNPAOj1A3cey9stBFsuim89Racfz48/jjssIPzKEqSZp1/lUhd2KOPwre/DeuuC08+CaeeCk8/Xd733Nv3OEmS2omBUeqCXnmlhMI11iiti//v/8Hzz8NBB/muZ0lS+7MNQupCxowp4fCPfyyfDz8cfvYzWGCBKquSJHV3BkapC5gwAc44A447Dt57D/bYA449FpZaqurKJEk9gV3SUgObOhUuuQRWXBEOPRQGDICHH4YhQwyLkqTOY2CUGtQdd5QpcnbdFeabD26+uSxrrFF1ZZKknsbAKDWYF16A7baDDTeEN9+EoUNLq+Kmm1ZdmSSpp/IZRqlBjB0Lv/kN/P730KtXeV7x0EOhT5+qK5Mk9XQGRqliU6fCRReV0c6vv14GtPzmN7D44lVXJklSYWCUKnT//XDwwfDAA7D22jBiBHz1q1VXJUnSJ/kMo1SB114rLYlf+1qZhHvoULjvPsOiJKkxNUxgjIhxTZYpEXFq3fa9I+K52rabImKxVs61UkT8LSLerx3znSbbN46IpyLio4j4e0QsXbctIuLEiHintpwUEdExd62eZuJEOOkkWGEFGD4cfvlLeOaZEh5957MkqVG16a+oiNg0IoZFxCMR8ULt57CI2KS9CsnMftMWYBHgY2B47foDgROArYEFgReBS1qotTdwNXBdbd99gYsiYoXa9oWBEcCRte0jgcvqTrEvsA2wOrAa8G1gv/a6T/Vcd94JX/oS/PSnsMkm5d3Pxx0H/fpVXZkkSa2bbmCMiB8BQ4DngF9TAtWvgGeBIRFxcAfUtT3wFnBX7fOWwPDMHJWZE4FjgfUjYrlmjl0RWAz4Q2ZOycy/AfcAe9S2bwuMyszhmTkeOAZYPSJWrG0fDJycma9m5mvAycCe7X6H6jHeeKO0IG6wAXz0EVx7LVx1FSy7bNWVSZLUNm0Z9HI4sGFmPtVk/YiIuAT4O3BKO9c1GBiamVn7HLWFus8AqwDPNzm2ue7jqO0LsDLwyLQNmflhRDxfW/9U0+21P6/cUqERsS8lRLOUr95QnSlT4M9/hiOOgI8/Lj9//nPo27fqyiRJmjFt6ZKeG/hvC9veANr1r7+IWAoYSGnVnOYGYMeIWC0i+gBHAdnCtZ+itE4eHhGzR8SmtfNN27cf8H6TY94H5mlh+/tAv5aeY8zMszNzQGYO6N+/f1tvU93cww+XUc8/+AGstRY89lh597NhUZLUFbUlMF4BXFsbKNI/IuaIiIUjYmPgSuCv0ztBRNwREdnCcneT3QcBd2fmi9NWZObtwNG1Wl4GXgLGAq82vVZmTqI8g7gFJdAeBlxet+84YN4mh81bO19z2+cFxtW1dkot+ugjOPzwEhL/+1+47DK45ZYyyEWSpK6qLYFxf+BeSovfm5TBKG/WPt8PHDC9E2TmBpkZLSzrNdl9EJ9sXZx2jtMz8/OZ+RlKcOwNPN7C9R7NzIGZuVBmfhP4HPBAbfMoyoAWACJibmC52vpPba/9eRTSdNx2G6y6Kvzud7D33mVQy447gmPsJUld3XQDY2ZOzMyfZ+YSlFHFSwMLZeYStfUTp+0bEevOSjERsQ6wOLXR0XXr54qIVWpT3iwFnA2ckpnvtXCe1WrH9I2IHwOLAhfUNl8JrBIR20XEXJTu7UfrntEcChwaEYvXpu45rO5Y6VPeeQf22quMfO7VC+64A846C+afv+rKJElqHzM081tmjqmNHh7Twi43zmI9g4ERmTm2yfq5gGGU7uIHgPso0+IAEBG/iIj6a+8BvE55lnFjYJPMnFC7h9HAdsDxwHvAV4Cd6449C7gWeIzSgnl9bZ30CZmly/mLXyyv9vvFL+DRR2HgwKorkySpfUV7PpoXEWMzc57p79k9DRgwIEeOHFl1GeoEb70FBxxQXuU3YACccw6svvr0j5MkqVFExEOZOaAt+7b3uyUcGKJub8QIWGUVuO46OPHE8j5ow6IkqTvzZWRSG737Luy2G2y3HSy1VJk65yc/Kc8tSpLUnRkYpTa44YbSqnj55fCrX8F998HKLU7nLklS99LegdEJRNStjB1bpsjZYgtYaCH45z/hqKNg9tmrrkySpM4zQ4ExIhaKiD0i4ie1z4tFxBLTtvfkAS/qfh58ENZcE84/H372Mxg5snyWJKmnaXNgjIiBwNPAbvxvSpvPA3/ugLqkykydCiedBOusAxMmwN//Dr/5Dcw5Z9WVSZJUjd4zsO8fgZ0y8/aImDZh9j+Btdu9Kqki//0vDBoEt99eBrf85S+wwAJVVyVJUrVmpEt6mdo7neF/0+dMZMZCp9SwrrkGVlutDGj5y19g+HDDoiRJMGOB8YmI+GaTdd+gvBFF6rLGj4eDDoKtt4Yll4SHHioDXXwHtCRJxYy0Dh4GXBcR1wN9IuIsYEtg6w6pTOoEL70E229fQuKPfuSzipIkNafNgTEz74+I1SmDXs4DXgHWzsxXO6o4qSPdcAPsvnsZ5HLVVaWFUZIkfdoMPX+Yma8BJ3VQLVKnmDIFjj4ajj++vNLviitgueWqrkqSpMbVamCMiAtpw/uhM3NQu1UkdaDRo2GXXcoo6O9+F047Dfr0qboqSZIa2/QGvTwHPF9b3ge2AXoBr9aO3RoY03HlSe3n3nvhS1+Ce+6Bc88ti2FRkqTpa7WFMTN/Ne3PEXEzsEVm3lW3bj3+N4m31LDOOQcOPLCMgr7vPlhjjaorkiSp65iRaXW+CtzfZN0/ga+1XzlS+5o8GQ45BPbZBzbaqIyGNixKkjRjZiQw/gs4ISL6ANR+Hg/8uwPqkmbZmDGwxRZwyiklNF53Hcw/f8VFSZLUBc3IKOk9gWHA+7VXAy4AjAR27YC6pFnyzDOw1VbwwgvlrS177111RZIkdV0zMg/jS8A6EbEksBjwemb+p6MKk2bWbbfBDjtA797lz+uvX3VFkiR1bTPSJU1ELABsCGwEbFD7LDWM00+HzTaDJZaABx4wLEqS1B7aHBgj4muU6XX2B1YD9gOer62XKjV1Khx2WHkn9Le+VabQWXbZqquSJKl7mJFnGP8IHJiZl05bERE7AX8C1mrnuqQ2Gz8eBg+Gyy+HH/wA/vAH6NWr6qokSeo+ZqRLegXg8ibr/gos337lSDPm3Xdh001LWPzd78qIaMOiJEnta0YC47PAzk3W7UDpppY63csvw3rrwT//CZdcUrqkI6quSpKk7mdGuqQPAa6LiB8CLwPLAJ8Hvt3+ZUmte+IJ2GQT+PBDuPlm2GCDqiuSJKn7mpFpde6NiOWALSjT6lwL3JCZ73ZUcVJzHnwQNt8cZp8d7roLVl216ookSereZqSFkcx8D7iog2qRpuvvfy8Tci+8MNx6KyzvE7SSJHW4NgfGiFiW8irANYB+9dsyc6n2LUv6tGuugR13hOWWg1tugcUXr7oiSZJ6hhlpYRxGGeByGPBRx5QjNe+SS2CPPWDNNeHGG2GhhaquSJKknmNGAuPKwLqZObWjipGac9FFZZ7F9daD666DeeapuiJJknqWGZlW5x/AlzqqEKk5Q4bAoEEwcCDccINhUZKkKsxIC+NLwM0RMQJ4o35DZh7VnkVJAOedB3vvDRtvDFdfDX37Vl2RJEk904wExrkpU+nMDixZtz7btSIJOOcc2Gef8haXq66CPn2qrkiSpJ5rRuZh3Gt6+0TELpl5yayVpJ5uyJASFjffHEaMgLnmqroiSZJ6thl5hrEtzmrn86mHufxy+O53y1tcDIuSJDWG9g6MvslXM+3aa2G33WCddeDKKw2LkiQ1ivYOjD7PqJly222w/fawxhpw/fUw99xVVyRJkqZp78AozbB77oGtt4YvfAFuvhnmnbfqiiRJUr3pBsaIMFSqwzz+OHz727DEEuXd0AsuWHVFkiSpqbaEwdci4qSIWKUN+/5nVgtSz/Gf/8Bmm5Upc265BRZZpOqKJElSc9oSGPcHlgUejIiHI+LgiOjf3I6Z2ZZQKfHuuyUsjhsHN90ESy9ddUWSJKkl0w2MmXl1Zu4ALEqZNmcH4JWIuCYitouI2Tu6SHUvH38MW24Jzz9f3uCy2mpVVyRJklrT5ucTM3NMZp6VmesBKwEjgT8Ar3dUcep+Jk+GnXeG++6Diy8u74iWJEmNbYYHtETEnMBawFeARYDH2rsodV+HHgrXXAOnnlqm0ZEkSY2vzYExItaLiLOBN4HjgPuBFTJzw44qTt3L6aeXoHjYYfD971ddjSRJaqu2TKtzTEQ8D1xbW7VFZq6Qmcdm5svtVUhEjGuyTImIU+u27x0Rz9W23RQRi7VyrpUi4m8R8X7tmO/UbftqRNwaEe9GxOiIGB4Riza530lNavlce91nT3XTTfDDH8JWW8GJJ1ZdjSRJmhFtaWH8KvBLYNHM3Dcz7+mIQjKz37SF0tX9MTAcICIGAicAWwMLAi8ClzR3nojoDVwNXFfbd1/goohYobbLAsDZwDLA0sBY4Pwmp7msvp7MfKHdbrQHGjUKdtoJVl21PLfYq1fVFUmSpBnRe3o7ZOZmnVFIE9sDbwF31T5vCQzPzFEAEXEsZX7I5TLz+SbHrggsBvwhMxP4W0TcA+wBHJmZN9bvHBGnAXd23K30bKNHl4m5+/Yt74ru16/qiiRJ0oxq1Le4DAaG1gIfQNQW6j4DNDfvY7SwrqU5ItcHRjVZt2Wty3pURBzQxprVxMSJ8J3vwBtvlIEuSy5ZdUWSJGlmNFxgjIilgIHAkLrVNwA7RsRqEdEHOApIoG8zp3iK0jp5eETMHhGb1s73qX0jYrXauQ6vW305Zdqg/sA+wFERsUsr9e4bESMjYuTo0aNn4E67v4MPLu+JHjIE1lqr6mokSdLM6pTAGBF3RES2sNzdZPdBwN2Z+eK0FZl5O3A0cAXwMvAS5dnDV5teKzMnAdsAWwBvAIdRQuAn9o2I5YEbgYMz866645/IzP9m5pTMvBc4hdJF3qzMPDszB2TmgP79m30BTo903nlw5pnwk5/AjjtWXY0kSZoVnRIYM3ODzIwWlvWa7D6IT7YuTjvH6Zn5+cz8DCU49gYeb+F6j2bmwMxcKDO/CXwOeGDa9ohYGrgNODYzL5xe+TTfza0WPPggHHAAfOMbcPzxVVcjSZJmVUN1SUfEOsDi1EZH162fKyJWiWIpyijnUzLzvRbOs1rtmL4R8WPKaw0vqG1bHPgbcHpmntnMsVtHxAK1a60N/JAy6lpt8NZbsO22sOiicOml0Hu6w6okSVKja6jASBnsMiIzxzZZPxcwDBhHaSm8Dzhy2saI+EVE1I9+3oPyysK3gI2BTTJzQm3b3pQWx6Pr51qsO3Zn4DlKl/dQ4MTM/FSLpz5t8uQyfc7bb8OVV8JCC1VdkSRJag/xv4HImlUDBgzIkSNHVl1GZQ4/HH73Oxg6FPbYo+pqJElSayLiocwc0JZ9G62FUV3U9deXsHjAAYZFSZK6GwOjZtmrr8LgwbD66vD731ddjSRJam8GRs2SyZNh111h/Hi4/HKYa66qK5IkSe3NMayaJb/6Fdx1F1x4IaywwvT3lyRJXY8tjJppt99e5lncay/Yffeqq5EkSR3FwKiZ8tZbsNtusOKKcOqpVVcjSZI6kl3SmmGZsM8+MGYM3HorzD131RVJkqSOZGDUDDvvPLjmmjIietVVq65GkiR1NLukNUNeeAEOOQQ23BAOPrjqaiRJUmcwMKrNpkwp8y3ONhtccEH5KUmSuj+7pNVmJ58Md98NQ4bAUktVXY0kSeosthGpTR55BI44Arbbzlf/SZLU0xgYNV0TJ8KgQbDggnDmmRBRdUWSJKkz2SWt6TrxRHj0Ubj6alh44aqrkSRJnc0WRrXqySfhuONgp51gq62qrkaSJFXBwKgWTZkC3/se9OsHf/pT1dVIkqSq2CWtFp1xBtx3HwwdCp/5TNXVSJKkqtjCqGa9/DL8/OfwzW/C7rtXXY0kSaqSgVGfkgn771/+fNZZjoqWJKmns0tanzJsGNx0U3lucemlq65GkiRVzRZGfcKYMXDoofCVr8CBB1ZdjSRJagS2MOoTjj4aRo+GG2+EXr2qrkaSJDUCWxj1fx55BE47DQ44ANZcs+pqJElSozAwCoCpU+H73y+v/zvuuKqrkSRJjcQuaQFw4YVwzz1w3nmwwAJVVyNJkhqJLYxizBg4/HD42tdg8OCqq5EkSY3GFkZx5JHwzjtw880wm/+EkCRJTRgPerhHHy2vADzwQPjSl6quRpIkNSIDYw+WCT/+Mcw/P/z611VXI0mSGpVd0j3YTTfBrbfCH//oQBdJktQyWxh7qMmTS+vi8suXeRclSZJaYgtjD3XuufDEEzBiBMwxR9XVSJKkRmYLYw/0wQdw1FHw9a/DNttUXY0kSWp0tjD2QCeeCG+9BddfDxFVVyNJkhqdLYw9zCuvwO9/D7vtBgMGVF2NJEnqCgyMPcwvf1l+nnBCtXVIkqSuw8DYgzz+OFx0Efzwh7DUUlVXI0mSugoDYw9y5JEwzzzw059WXYkkSepKDIw9xIMPwlVXwWGHwYILVl2NJEnqSgyMPcSRR8JCC8Ehh1RdiSRJ6mqcVqcHuOsuuPlm+O1vYd55q65GkiR1NbYwdnOZZWT0oovC979fdTWSJKkrsoWxm7vlltLCePrp0KdP1dVIkqSuyBbGbiwTjjgCllkG9t676mokSVJXZQtjN3b11TByJJx/PswxR9XVSJKkrqphWhgjYlyTZUpEnFq3fe+IeK627aaIWKyVc60UEX+LiPdrx3ynbtsyEZFNrnVk3faIiBMj4p3aclJE13vjciYceywsvzzsvnvV1UiSpK6sYVoYM7PftD9HxNzAm8Dw2ueBwAnAhsCzwCnAJcDApueJiN7A1cCZwCa1fa6NiC9l5jN1u86fmZObKWVfYBtgdSCBW4EXaufrMm6+GR5+GM49F3o3zH9lSZLUFTVMC2MT2wNvAXfVPm8JDM/MUZk5ETgWWD8ilmvm2BWBxYA/ZOaUzPwbcA+wRxuvPRg4OTNfzczXgJOBPWf+VjpfJhx3HCy5pK2LkiRp1jVqYBwMDM3MrH2O2kLdZ4BVmjm2ue7jaGbflyPi1Yg4PyIWrlu/MvBI3edHauu6jH/8A+65B37yE59dlCRJs67hAmNELEXpRh5St/oGYMeIWC0i+gBHUbqL+zZziqcorZOHR8TsEbFp7XzT9n0bWAtYGvgyMA9wcd3x/YD36z6/D/Rr6TnGiNg3IkZGxMjRo0fP2M12kOOPh0UWge99r+pKJElSd9ApgTEi7qgNNGluubvJ7oOAuzPzxWkrMvN24GjgCuBl4CVgLPBq02tl5iTKM4hbAG8AhwGXT9s3M8dl5sjMnJyZbwIHAZtGxLR3oIwD6t+HMi8wrq61s+n1zs7MAZk5oH///jPytXSIBx+EW28t74x23kVJktQeOiUwZuYGmRktLOs12X0Qn2xdnHaO0zPz85n5GUpw7A083sL1Hs3MgZm5UGZ+E/gc8EBL5dV+TmtBHEUZ8DLN6rV1XcLxx8MCC8D++1ddiSRJ6i4aqks6ItYBFqc2Orpu/VwRsUptypulgLOBUzLzvRbOs1rtmL4R8WNgUeCC2ravRMQXImK2iFgI+BNwR2ZO64YeChwaEYvXpu45bNqxje6xx8rciwcfDPPMU3U1kiSpu2iowEgZ7DIiM8c2WT8XMIzSXfwAcB9QP3fiLyLixrr99wBepzzLuDGwSWZOqG37HHATpUv7cWACsEvdsWcB1wKP1bZfX1vX8E44Afr1gx/8oOpKJElSdxItPJqnmTBgwIAcOXJkJdd+/nlYYQX48Y/hxBMrKUGSJHUhEfFQZg5oy76N1sKomXTKKdCrFxxySNWVSJKk7sbA2A289x6cdx7suissumjV1UiSpO7GwNgN/OUv8OGH8KMfVV2JJEnqjgyMXdykSfCnP8HGG8Pqq09/f0mSpBnVu+oCNGuGD4fXXoOzz666EkmS1F3ZwtiFZcLJJ8OKK8Jmm1VdjSRJ6q5sYezC7roLHn4YzjoLZjP6S5KkDmLM6MJ+/3tYaCHYY4+qK5EkSd2ZgbGLevZZuOYaOPBA6NOn6mokSVJ3ZmDsok45BWafvQRGSZKkjmRg7II++AAuuAB22QU++9mqq5EkSd2dgbELuuiiMlG3rYuSJKkzGBi7mEw44wz48pdhrbWqrkaSJPUETqvTxdx9N4waBeecAxFVVyNJknoCWxi7mD//Geabrzy/KEmS1BkMjF3Im2/CX/8Ke+4JfftWXY0kSeopDIxdyHnnwaRJsP/+VVciSZJ6EgNjFzFlCpx5Jmy0UXl3tCRJUmcxMHYRN94I//kPHHBA1ZVIkqSexsDYRZxxBiy6KGy9ddWVSJKknsbA2AW88ALcdBPss095HaAkSVJnMjB2AeeeW+Zc3GefqiuRJEk9kYGxwU2ZAkOGwGabwRJLVF2NJEnqiQyMDe7WW+G11+C73626EkmS1FMZGBvceefBQgvBlltWXYkkSeqpDIwN7J134OqrYffdYY45qq5GkiT1VAbGBjZsGEycCHvtVXUlkiSpJzMwNrDzz4c114TVV6+6EkmS1JMZGBvUv/8N//qXrYuSJKl6BsYGdf755bnFXXetuhJJktTTGRgb0IQJcNFFsM02sOCCVVcjSZJ6OgNjA7r2Wnj3XedelCRJjcHA2IDOO6+81eUb36i6EkmSJANjw3n9dbj5Zhg0CHr1qroaSZIkA2PDuewymDq1TNYtSZLUCAyMDWbYMPjSl2CllaquRJIkqTAwNpBnn4UHH3QqHUmS1FgMjA3k0kshAnbeuepKJEmS/sfA2CAy4eKLYf31ywhpSZKkRmFgbBD//jc8/bTd0ZIkqfEYGBvEsGEw++yw3XZVVyJJkvRJBsYGMHUqXHIJbLYZLLRQ1dVIkiR9koGxAdx1F7z2mt3RkiSpMRkYG8CwYTD33LDlllVXIkmS9GkGxopNnAjDh8M225TQKEmS1GgaJjBGxLgmy5SIOLVu+94R8Vxt200RsVgr51opIv4WEe/XjvlO3bbdmlzno4jIiPhybfsxETGpyT6f66j7vuUWeO892GWXjrqCJEnSrGmYwJiZ/aYtwCLAx8BwgIgYCJwAbA0sCLwIXNLceSKiN3A1cF1t332BiyJihdp1Lm5yrQOBF4CH605zWf0+mflCB9wyULqjF1oINt20o64gSZI0axomMDaxPfAWcFft85bA8MwclZkTgWOB9SNiuWaOXRFYDPhDZk7JzL8B9wB7tHCtwcDQzMx2vYM2GD8err0Wtt22TKkjSZLUiBo1MDYNcVFbqPsMsEozx0YL6z61b0QsDawPDG2yacuIeDciRkXEATNU+Qy49VYYN865FyVJUmNruMAYEUsBA4EhdatvAHaMiNUiog9wFJBA32ZO8RSldfLwiJg9Ijatna+5fQcBd2Xmi3XrLgdWAvoD+wBHRUSLTxhGxL4RMTIiRo4ePbrN9wkwYgTMNx9suOEMHSZJktSpOiUwRsQdtYElzS13N9l9EHB3fYjLzNuBo4ErgJeBl4CxwKtNr5WZk4BtgC2AN4DDKCHwU/vWrlUfTMnMJzLzv7Xu7HuBUyhd5M3KzLMzc0BmDujfv3/rX0SdSZPg6qthq61gjjnafJgkSVKn65TAmJkbZGa0sKzXZPdPhbjaOU7PzM9n5mcowbE38HgL13s0Mwdm5kKZ+U3gc8AD9ftExLqUZx3/Or3yab6be5bceWcZHb3ttu19ZkmSpPbVUF3SEbEOsDi10dF16+eKiFWiWAo4GzglM99r4Tyr1Y7pGxE/BhYFLmiy22Dgiswc2+TYrSNigdq11gZ+SBl13a6uuKLMu/jNb7b3mSVJktpXQwVGSogb0TTEAXMBw4BxlJbC+4Ajp22MiF9ExI11++8BvE55lnFjYJPMnFC3/1zAjjTTkgnsDDxH6fIeCpyYmc3tN9OmTIErr4RvfQv69GnPM0uSJLW/3lUXUC8z92th/RhgtVaOO6HJ58OBw1vZfzwwfwvbOnwK7fvugzfftDtakiR1DY3WwtgjjBhRBrpssUXVlUiSJE2fgbGTZZbAuOmmMM88VVcjSZI0fQbGTvbQQ/Dyy07WLUmSug4DYycbMQJ69SrzL0qSJHUFBsZOlFmm09lwQ1hwwaqrkSRJahsDYyd64gl45hm7oyVJUtdiYOxEV11Vfm69daVlSJIkzRADYye69lpYe21YdNGqK5EkSWo7A2MnefNNeOAB+Pa3q65EkiRpxhgYO8kNN5RBL1tuWXUlkiRJM8bA2Emuuw6WWAJWX73qSiRJkmaMgbETTJgAt9xSuqMjqq5GkiRpxhgYO8Gdd8K4cXZHS5KkrsnA2AmuvRb69CkTdkuSJHU1BsZOcNNNsNFGJTRKkiR1NQbGDvbCC/Dcc/DNb1ZdiSRJ0swxMHawW28tPzfdtNo6JEmSZpaBsYPdcgsstRSssELVlUiSJM0cA2MHmjwZbr+9tC46nY4kSeqqDIwd6IEH4P337Y6WJEldm4GxA91yS2lZ3HjjqiuRJEmaeQbGDnTLLbDWWrDgglVXIkmSNPMMjB1k7Fj45z9hk02qrkSSJGnWGBg7yD//CVOnwvrrV12JJEnSrDEwdpB77y3PL37lK1VXIkmSNGsMjB3k3nthlVVgvvmqrkSSJGnWGBg7wNSpcP/98LWvVV2JJEnSrDMwdoAnnyzzL66zTtWVSJIkzToDYwe4997y08AoSZK6AwNjB7j3Xlh4YVh++aorkSRJmnUGxg5w772lddH3R0uSpO7AwNjO3n4bnnnG7mhJktR9GBjb2f33l5+OkJYkSd2FgbGdPfFE+bnaatXWIUmS1F4MjO3suefKgJf556+6EkmSpPZhYGxnzz4Ln/981VVIkiS1HwNjOzMwSpKk7sbA2I6mToXXXjMwSpKk7sXA2I4mTCg/nbBbkiR1JwbGdjQtMNrCKEmSuhMDYzsaP778tIVRkiR1JwbGdjRhAvTvD/PNV3UlkiRJ7cfA2I7Gj7c7WpIkdT8GxnY0YYKBUZIkdT8GxnY0aZKBUZIkdT8NExgjYpmIuCEi3ouINyLitIjoXbd944h4KiI+ioi/R8TSrZxrwYi4MiI+jIiXI2LXJttbPFcUJ0bEO7XlpIiItt6HA14kSVJ30zCBETgDeAtYFFgDGAgcCBARCwMjgCOBBYGRwGWtnOt0YCKwCLAb8OeIWLmN59oX2AZYHVgN+DawX1tvwhZGSZLU3TRSYFwWuDwzx2fmG8BNwMq1bdsCozJzeGaOB44BVo+IFZueJCLmBrYDjszMcZl5N3ANsEcbzzUYODkzX83M14CTgT3behO2MEqSpO6mkQLjKcDOEdE3IhYHNqeERijB8ZFpO2bmh8Dz/C9Q1lsBmJKZz9Ste6Ru3+md6xPbmxzbqt69Yd5527KnJElS19FIgfFOSjD7AHiV0lV8VW1bP+D9Jvu/D8zTzHmmt++Mbn8f6NfSc4wRsW9EjIyIkXPMMaG5XSRJkrq0TgmMEXFHRGQLy90RMRtwM+XZwrmBhYEFgBNrpxgHNG27mxcY28zlprfvjG6fFxiXmdncvWXm2Zk5IDMHrLTSnM3tIkmS1KV1SmDMzA0yM1pY1qMMPlkSOC0zJ2TmO8D5wLdqpxhFGYQC/N9zisvV1jf1DNA7IuqHn6xet+/0zvWJ7U2OlSRJ6nEaoks6M98GXgQOiIjeETE/ZfDJtGcJrwRWiYjtImIu4Cjg0cx8qplzfUhpqfx1RMwdEesCWwMXtvFcQ4FDI2LxiFgMOAy4oP3vWpIkqWtoiMBYsy2wGTAaeA6YDPwIIDNHU0Y+Hw+8B3wF2HnagRHxi4i4se5cBwJ9KNP0XAIckJmj2nIu4CzgWuAx4HHg+to6SZKkHilaeDRPM2HAgAE5cuTIqsuQJEmaroh4KDMHtGXfRmphlCRJUgMyMEqSJKlVBkZJkiS1ysAoSZKkVhkYJUmS1CoDoyRJklplYJQkSVKrDIySJElqlYFRkiRJrTIwSpIkqVUGRkmSJLXKwChJkqRWGRglSZLUKgOjJEmSWhWZWXUN3UZEjAWerrqOHmZh4O2qi+hh/M47n9955/M773x+553vC5k5T1t27N3RlfQwT2fmgKqL6EkiYqTfeefyO+98fuedz++88/mdd76IGNnWfe2SliRJUqsMjJIkSWqVgbF9nV11AT2Q33nn8zvvfH7nnc/vvPP5nXe+Nn/nDnqRJElSq2xhlCRJUqsMjJIkSWqVgbEdRMSCEXFlRHwYES9HxK5V19TdRcRBETEyIiZExAVV19PdRcScEXFu7f/vsRHxr4jYvOq6uruIuCgiXo+IDyLimYjYu+qaeoqI+HxEjI+Ii6qupbuLiDtq3/W42uJ8xp0gInaOiCdr2eX5iPh6a/s7D2P7OB2YCCwCrAFcHxGPZOaoSqvq3v4LHAd8E+hTcS09QW/gFWAg8B/gW8DlEbFqZr5UZWHd3G+A72XmhIhYEbgjIv6VmQ9VXVgPcDrwYNVF9CAHZeY5VRfRU0TEJsCJwE7AA8Ci0zvGFsZZFBFzA9sBR2bmuMy8G7gG2KPayrq3zByRmVcB71RdS0+QmR9m5jGZ+VJmTs3M64AXgS9XXVt3lpmjMnPCtI+1ZbkKS+oRImJnYAxwe8WlSB3lV8CvM/P+2u/01zLztdYOMDDOuhWAKZn5TN26R4CVK6pH6nARsQjl/31b0TtYRJwRER8BTwGvAzdUXFK3FhHzAr8GDqu6lh7mNxHxdkTcExEbVF1MdxYRvYABQP+IeC4iXo2I0yKi1d46A+Os6we832Td+0Cb3s0odTURMTtwMTAkM5+qup7uLjMPpPw++TowApjQ+hGaRccC52bmK1UX0oP8FPgcsDhlXsBrI8KW9I6zCDA7sD3l98oawJeAI1o7yMA468YB8zZZNy8wtoJapA4VEbMBF1Ke2T2o4nJ6jMycUnvcZQnggKrr6a4iYg3gG8AfKi6lR8nMf2bm2MyckJlDgHsoz0mrY3xc+3lqZr6emW8Dv2c637mDXmbdM0DviPh8Zj5bW7c6dtWpm4mIAM6l/Ov0W5k5qeKSeqLe+AxjR9oAWAb4T/nfnX5Ar4j4YmauWWFdPU0CUXUR3VVmvhcRr1K+5zazhXEWZeaHlG6iX0fE3BGxLrA1pRVGHSQiekfEXEAvyi/0uSLCfwB1rD8DKwFbZubH09tZsyYiPlOb9qJfRPSKiG8CuwB/q7q2buxsSiBfo7acCVxPmY1BHSAi5o+Ib077HR4RuwHrAzdXXVs3dz7wg9rvmQWAQ4DrWjvAv2Dbx4HAecBblFG7BzilToc7Aji67vPulFFfx1RSTTcXEUsD+1Gen3uj1voCsF9mXlxZYd1bUrqfz6T84/5l4JDMvLrSqrqxzPwI+Gja54gYB4zPzNHVVdXtzU6ZIm1FYAplcNc2melcjB3rWGBhSi/peOBy4PjWDvBd0pIkSWqVXdKSJElqlYFRkiRJrTIwSpIkqVUGRkmSJLXKwChJkqRWGRglSZLUKgOjJLWTiBgVERt00rW+GBEjO+C8IyJis/Y+r6SuzXkYJamNahM5T9OXMpH5lNrnTp3EPCKuAIZn5qXtfN61gT9n5pfb87ySujYDoyTNhIh4Cdg7M2+r4NqLUt5Xv1hmju+A8z8L7JKZ7d6CKalrsktaktpJRLwUEd+o/fmYiBgeERdFxNiIeCwiVoiIn0fEWxHxSkRsWnfsfBFxbkS8HhGvRcRxEdGrhUttAjxcHxZr1z48Ih6NiA9r51okIm6sXf+22jtjqb2396KIeCcixkTEgxGxSN357wC2aPcvSFKXZWCUpI6zJXAhsADwL+Bmyu/dxYFfA2fV7TsEmAwsD3wJ2BTYu4Xzrgo0967d7ShhcoXatW8EfkF5Z+xswA9r+w0G5gOWBBYC9gc+rjvPk8Dqbb5LSd2egVGSOs5dmXlzZk4GhgP9gf+XmZOAS4FlImL+Wuve5sAhmflhZr4F/AHYuYXzzg+MbWb9qZn5Zma+BtwF/DMz/5WZE4ArKUEUYBIlKC6fmVMy86HM/KDuPGNr15AkAHpXXYAkdWNv1v35Y+DtzJxS9xmgH7AYMDvwekRM23824JUWzvseME8brtf0c7/any+ktC5eGhHzAxcBv6wFWWrnHtPSTUnqeWxhlKTqvUIZcb1wZs5fW+bNzJVb2P9RSrfzTMnMSZn5q8z8IrAO8G1gUN0uKwGPzOz5JXU/BkZJqlhmvg7cApwcEfNGxGwRsVxEDGzhkFuBNSNirpm5XkRsGBGr1gbVfEDpop5St8tAyvOPkgQYGCWpUQwC5gCeoHQ5/xVYtLkdM/NN4G/A1jN5rc/Wzv8BZYDLnZRuaSJiLeDDzHxgJs8tqRtyHkZJ6oIi4ouUkdVrZzv+Iq9NCH5uZt7QXueU1PUZGCVJktQqu6QlSZLUKgOjJEmSWmVglCRJUqsMjJIkSWqVgVGSJEmtMjBKkiSpVQZGSZIktcrAKEmSpFb9fx022RRCEXkuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting 2D representation of network cell locations and connections...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Done; plotting time = 4.67 s\n",
      "\n",
      "Total time = 5.71 s\n",
      "\n",
      "End time:  2022-01-04 19:10:15.805888\n"
     ]
    }
   ],
   "source": [
    "sim.simulate()\n",
    "sim.analyze()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}