one_cell_tms.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "cfg.py \n",
    "\n",
    "Simulation configuration for S1 model (using NetPyNE)\n",
    "This file has sim configs as well as specification for parameterized values in netParams.py \n",
    "\n",
    "Contributors: salvadordura@gmail.com, fernandodasilvaborges@gmail.com\n",
    "\"\"\"\n",
    "# import matplotlib\n",
    "import neuron\n",
    "from netpyne import specs, sim\n",
    "import os\n",
    "from extracellular_stim_tools import apply_extracellular_stim\n",
    "\n",
    "%matplotlib widget\n",
    "\n",
    "cfg = specs.SimConfig()  \n",
    "\n",
    "cfg.duration = 20 ## Duration of the sim, in ms  \n",
    "cfg.dt = 0.025\n",
    "cfg.seeds = {'conn': 4321, 'stim': 4321, 'loc': 4321} \n",
    "cfg.hParams = {'celsius': 34, 'v_init': -71}  \n",
    "cfg.verbose = False\n",
    "cfg.createNEURONObj = True\n",
    "cfg.createPyStruct = True  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#--------------------------------------------------------------------------\n",
    "# Recording \n",
    "#--------------------------------------------------------------------------\n",
    "cells = [\n",
    "    # \"L1_NGC_DA_bNAC\",\n",
    "    \"L23_PC_cADpyr\", # L23_PC_cADpyr_1_cellParams.json\n",
    "    # \"L4_LBC_cACint\",\n",
    "    # \"L5_TTPC2_cADpyr\",\n",
    "    # \"L6_TPC_L1_cADpyr\",\n",
    "]\n",
    "cell_ID = 1 # 1 through 5\n",
    "cellNames = [f\"{cell}_{cell_ID}\" for cell in cells]\n",
    "cellName = cellNames[0]\n",
    "\n",
    "cfg.allpops = [cellName]\n",
    "\n",
    "cfg.recordCells = cfg.allpops # record all cells                 \n",
    "cfg.recordTraces = {'V_soma': {'sec':'soma_0', 'loc':0.5, 'var':'v'},\n",
    "                    'V_axon_0': {'sec':'axon_0', 'loc':0.5, 'var':'v'},\n",
    "                    'V_Myelin_0': {'sec':'Myelin_0', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_Myelin_1': {'sec':'Myelin_1', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_Myelin_10': {'sec':'Myelin_10', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_Node_0': {'sec':'Node_0', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_Node_1': {'sec':'Node_1', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_Node_10': {'sec':'Node_10', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_Unmyelin_0': {'sec':'Unmyelin_0', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_Unmyelin_10': {'sec':'Unmyelin_10', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_apic_0': {'sec':'apic_0', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_apic_5': {'sec':'apic_5', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_apic_95': {'sec':'apic_95', 'loc':0.5, 'var':'v'},                \n",
    "                    # 'V_dend_0': {'sec':'dend_0', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_dend_65': {'sec':'dend_65', 'loc':0.5, 'var':'v'},\n",
    "                    'V_Node_69': {'sec':'Node_69', 'loc':0.5, 'var':'v'},\n",
    "                    # 'V_Myelin_69': {'sec':'Myelin_69', 'loc':0.5, 'var':'v'},\n",
    "                    'V_Node_265': {'sec':'Node_265', 'loc':0.5, 'var':'v'},\n",
    "                    'V_Unmyelin_18': {'sec':'Unmyelin_18', 'loc':0.5, 'var':'v'},\n",
    "                    }\n",
    "\n",
    "cfg.recordStim = True\n",
    "cfg.recordTime = True\n",
    "cfg.recordStep = 0.025  \n",
    "\n",
    "cfg.analysis['plotTraces'] = {'include': cfg.recordCells, 'oneFigPer': 'cell', 'overlay': True, 'saveFig': False, 'showFig': False, 'figSize':(12,6)} #'timeRange': [2000,cfg.duration], "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#------------------------------------------------------------------------------\n",
    "# Saving\n",
    "#------------------------------------------------------------------------------\n",
    "cfg.simLabel = cellName\n",
    "cfg.saveFolder = 'data/singleCellTMS/'+cfg.simLabel\n",
    "cfg.savePickle = False         \t## Save pkl file\n",
    "cfg.saveJson = False\t           \t## Save json file\n",
    "cfg.saveDataInclude = ['simData'] ## , 'netParams', 'simConfig', ,'simData'\n",
    "cfg.backupCfgFile = None\n",
    "cfg.gatherOnlySimData = False\n",
    "cfg.saveCellSecs = True\n",
    "cfg.saveCellConns = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "netParams.py\n",
    "\"\"\"\n",
    "# Network parameters\n",
    "netParams = specs.NetParams()  # object of class NetParams to store the network parameters\n",
    "\n",
    "netParams.scale = 1.0 # Scale factor for number of cells\n",
    "netParams.sizeX = 420.0 # x-dimension (horizontal length) size in um\n",
    "netParams.sizeY = 1082.0 # y-dimension (vertical height or cortical depth) size in um\n",
    "netParams.sizeZ = 420.0 # z-dimension (horizontal depth) size in um\n",
    "netParams.shape = 'cylinder' # cylindrical (column-like) volume\n",
    "\n",
    "# r = 210 um and hexagonal side length = 230.9 um"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#------------------------------------------------------------------------------\n",
    "# General connectivity parameters\n",
    "#------------------------------------------------------------------------------\n",
    "netParams.defaultThreshold = -10.0 # spike threshold, 10 mV is NetCon default, lower it for all cells\n",
    "netParams.defaultDelay = 0.1 # default conn delay (ms)\n",
    "netParams.propVelocity = 300.0 #  300 μm/ms (Stuart et al., 1997)\n",
    "netParams.scaleConnWeightNetStims = 0.001  # weight conversion factor (from nS to uS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#------------------------------------------------------------------------------\n",
    "# Population parameters\n",
    "#------------------------------------------------------------------------------\n",
    "\n",
    "netParams.popParams[cellName] = {'cellType': cellName, 'cellModel': 'HH_full', 'numCells': 1}\n",
    "netParams.loadCellParamsRule(label = cellName, fileName = f'cells/{cellName}_cellParams.json') \n",
    "netParams.cellParams[cellName]['conds']['cellType'] = cellName"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#------------------------------------------------------------------------------\n",
    "# External Stimulation\n",
    "#------------------------------------------------------------------------------\n",
    "\n",
    "# With a somatodendritic axis pointing to +y:\n",
    "# At a polar angle of 0, the field points to +y (out of brain); at 180, to -y (into brain)\n",
    "# With a polar angle of 90, an azimuthal angle of 0 points to +x; at azimuth of 90, to -z\n",
    "\n",
    "cfg.tms_params = dict(\n",
    "        # Coupling params\n",
    "        decay_rate_percent_per_mm=50,\n",
    "        E_field_dir={'Coord_type': 'Spherical',\n",
    "                     'Polar': 180,\n",
    "                     'Azimuthal': 90,},\n",
    "        # E_field_dir={'Coord_type': 'Cartesian',\n",
    "        #              'X': 1,\n",
    "        #              'Y': 0,\n",
    "        #              'Z': 0,},\n",
    "        decay_dir={'Coord_type': 'Spherical',\n",
    "                   'Polar': 180,\n",
    "                   'Azimuthal': 0,},\n",
    "        somatodendritic_axis=[0, 1, 0],\n",
    "        # Waveform params\n",
    "        stim_type='sTMS',\n",
    "        simulation_duration_ms=cfg.duration,\n",
    "        stim_start_ms=10.,\n",
    "        efield_amplitude_V_per_m=100.,\n",
    "        num_pulses_per_burst=1,\n",
    "        tms_pulse_width_ms=15.,\n",
    "        tms_pulse_shape=\"Ideal_Square\",   \n",
    "        plot=True,\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "plotshape_Video = 0\n",
    "\n",
    "# Try to narrow down to ~5 ms\n",
    "recordStart = 99\n",
    "record_Time = 5\n",
    "recordEnd = recordStart + record_Time\n",
    "\n",
    "if plotshape_Video:\n",
    "    dir1 = cfg.saveFolder\n",
    "    try: os.mkdir(dir1) \n",
    "    except: pass\n",
    "    dir2 = f'{dir1}/voltage_movie'\n",
    "    try: os.mkdir(dir2) \n",
    "    except: pass\n",
    "    run_num = len(os.listdir(dir2))\n",
    "    dir3 = f'{dir2}/run_{run_num}'\n",
    "\n",
    "    os.mkdir(dir3)\n",
    "    dir4 = f'{dir3}/images'\n",
    "    os.mkdir(dir4)\n",
    "    cfg.saveFolder = dir4\n",
    "\n",
    "    def modifyMechsFunc(simTime):\n",
    "        t = simTime\n",
    "\n",
    "        if t >= recordStart and t <= recordEnd:\n",
    "            print(t)\n",
    "\n",
    "            sim.gatherData()\n",
    "            # sim.saveData()                    \t\t\t# save params, cell info and sim output to file (pickle,mat,txt,etc)#\n",
    "            # sim.analysis.plotData()         \t\t\t# plot spike raster etc\n",
    "\n",
    "            sim.analysis.plotShape(includePre=[cellName], includePost=[cellName], includeAxon=True, showSyns=False, showElectrodes=False,\n",
    "                                    cvar= 'voltage', dist=0.6, elev=95, azim=-90, \n",
    "                                    axisLabels=True, synStyle='o', \n",
    "                                    clim= [-62, 54], showFig=False, synSize=2, saveFig='movie', figSize=(12,12))#f'{dir4}/t{round(t, 3)}sec.png'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Start time:  2024-11-06 17:22:36.705414\n",
      "\n",
      "Creating network of 1 cell populations on 1 hosts...\n",
      "ERROR: Some mechanisms and/or ions were not inserted (for details run with cfg.verbose=True). Make sure the required mod files are compiled.\n",
      "  Number of cells on node 0: 1 \n",
      "  Done; cell creation time = 0.07 s.\n",
      "Making connections...\n",
      "  Number of connections on node 0: 0 \n",
      "  Done; cell connection time = 0.00 s.\n",
      "  Number of stims on node 0: 0 \n",
      "  Done; cell stims creation time = 0.00 s.\n",
      "Recording 7 traces of 7 types on node 0\n",
      "Applying extracellular stim (sTMS) to network...\n"
     ]
    },
    {
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       "model_id": "0d186972ed3d4ad0976a1810b12763d5",
       "version_major": 2,
       "version_minor": 0
      },
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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim.initialize(\n",
    "    simConfig = cfg, \t\n",
    "    netParams = netParams)  \t\t\t\t# create network object and set cfg and net params\n",
    "\n",
    "sim.net.createPops()               \t\t\t# instantiate network populations\n",
    "sim.net.createCells();              \t\t# instantiate network cells based on defined populations\n",
    "sim.net.connectCells()            \t\t\t# create connections between cells based on params\n",
    "sim.net.addStims() \t\t\t\t\t\t\t# add network stimulation\n",
    "sim.setupRecording()              \t\t\t# setup variables to record for each cell (spikes, V traces, etc)\n",
    "sim.net.defineCellShapes()\n",
    "\n",
    "interval_func = apply_extracellular_stim(\n",
    "        # List of cells to apply stim to\n",
    "        cells_list=sim.net.cells, \n",
    "        **cfg.tms_params\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Running with interval func using NEURON for 20.0 ms...\n",
      "  Done; run time = 0.34 s; real-time ratio: 0.06.\n",
      "\n",
      "Gathering data...\n",
      "  Done; gather time = 0.05 s.\n",
      "\n",
      "Analyzing...\n",
      "  Cells: 1\n",
      "  Connections: 0 (0.00 per cell)\n",
      "  Spikes: 0 (0.00 Hz)\n",
      "  Simulated time: 0.0 s; 1 workers\n",
      "  Run time: 0.34 s\n",
      "Warning: data won't be saved. No output format specified (consider sim.cfg.savePickle, sim.cfg.saveJson etc.)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "if plotshape_Video:\n",
    "    sim.runSimWithIntervalFunc(0.1, modifyMechsFunc)       # run parallel Neuron simulation (calling func to modify mechs)\n",
    "else:\n",
    "    sim.runSimWithIntervalFunc(0.1, interval_func)\n",
    "\n",
    "sim.gatherData()                  \t\t\t# gather spiking data and cell info from each node\n",
    "sim.saveData()                    \t\t\t# save params, cell info and sim output to file (pickle,mat,txt,etc)#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting recorded cell traces ... cell\n",
      "  Done; plotting time = 0.05 s\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0386f7f3957643fdabf157d9d98ba9a0",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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1Na3Tkwu/jTPOOAOAG264gba2tjUeuz5Podx5553xPK/be6uzdDA1depUTj311G5f4XCYBx98cJ17Ib744ou88cYbhMPhzNxa2db1vqmuruaoo47i7bff5o033uDBBx9kzJgx7L///utUl4iIyECmAEtERCTHRo8ezfTp04nH4xx88MG899573R739NNPd3ha2TnnnIPf7+eCCy7otjdUPB7vlXDrqKOOoqqqin/84x8dao1Go1x++eUA3c47lO4Zs6EFAgGOO+44mpubueKKKzrs+/LLL/nDH/6A3+/n+OOP73Lu559/zu23395h22OPPcYrr7zC+PHj2WOPPTZ4vffeey8nnHACo0aN4tVXX11rT7XZs2cTjUa7bI/H45xzzjm4rsvBBx+8wevszrHHHssBBxzA559/zmGHHZbp3da5rttuu42LLrpona9/7rnnAnDRRRd1O6Q2vS0SiXD//fdjWRb3338/f/rTn7p9HXnkkbS0tPDggw/2qH3P83jkkUf4/ve/D8CMGTO6Hcq3PvdN+u/E0UcfTUtLC6effnqfPeFSRESkP9AcWCIiInng5z//eeYpczvssAO77rorU6ZMoaioiBUrVvDqq6/y+eefd5jLZ+LEifzlL3/hlFNOYdKkSRx44IFsttlmJBIJvvnmG1577TWqq6v59NNPN2itJSUl3H333Rx11FFMnTqVY445hoqKCh5//HHmz5/PUUcdxdFHH93hnHRvle6etrYhXHvttbz22mvceuutvPvuu0ybNo2amhr+9a9/0dzczK233trtE90OPPBALrroIp566im22WYbvvjiCx555BFCoRB/+ctf1jlgWNNcXbfffjtvv/02p5xyCq7rMm3aNO65554ux5WVlXH++edn1v/85z9zzz33sNtuu7HJJptQVlbG0qVLefbZZ1m+fDkTJkzIPCmwt5mmyb///W+OP/54HnvsMcaOHcs+++zD5ptvjmVZLFy4kBdffJFVq1bxs5/9bJ2vv//++3P55Zdz1VVXsfnmm3P44YczcuRIVqxYweuvv87OO+/MX//6V/75z3/S0NDAIYccsto5pABOO+007rvvPu666y5OP/30Dvtefvllpk+fDiQDsaVLl/LGG2/w1VdfEQwGue6667j44ou7ve763De77bYb22yzDR999BF+v3+1T5vckB599FEeffRRoH1448yZMzP3aVVVVZ/dOyIiIt+aJyIiInlj7ty53jnnnONNmjTJKy4u9vx+vzdkyBDvwAMP9P70pz950Wi0yzkff/yxd+KJJ3qjRo3yAoGAV15e7k2aNMk744wzvBdeeKHDsXvttZfX+X//L730kgd4V1555TrV+vrrr3sHHXSQV1ZW5oVCIW/LLbf0fve733m2bXc59sMPP/QA77jjjuvx9U888UQP8O65554eHV9fX+/93//9nzd+/HgvEAh4paWl3r777us988wzXY7N/sxvvvmmt88++3jFxcVeUVGRt99++3nvvPNOj+v0PM8D1vqqr6/37rnnnrUet8kmm3S49uuvv+6deuqp3hZbbOGVlZV5lmV55eXl3m677eZdf/31Xmtr6zrV2t3XYa+99lrnc5955hnv2GOP9UaPHu2FQiEvGAx6Y8aM8Y499ljvqaeeWu+aPM/z/ve//3kHHHCAV15e7gUCAW/EiBHe4Ycfnrmfd911Vw/wHnvssbVea7PNNvMAb9asWZ7ned6VV17Z4ettGIZXVFTkjRo1yjvooIO8a6+91lu8eHG31/q2983NN9/sAd5RRx212mPS9/1XX3211s+2Np0/69ruNRERkXxmeF7qGcEiIiIiveQPf/gD559/PrNnz2bSpEm5LoeXX36ZadOmceWVV2Z64Yiszbe9b0466STuvfdenn/+efbZZ58NX6CIiEg/poH3IiIi0uteeeUVDj300LwIr0RyYdGiRfzjH/9g8803zzwIQURERHpOc2CJiIhIr3v44YdzXYJITjzwwAN89tln/OMf/yAWi/HrX/+6Vx5mICIi0t8pwBIRERHpJ15++WVefvnltR7XeaL43vLhhx9mJhFfm/46lPOuu+7i1VdfZeTIkdx0000ceeSR63WdhQsX8te//rVHx55//vmUlZWtVzsiIiL5SnNgiYiIiPQT06dPZ8aMGWs9bpNNNmHhwoW9Xs9f//pXTj755B4dq29J1yw9/1ZPfPXVV4wePbp3CxIREeljCrBERERERERERCSvaRJ3ERERERERERHJa5oDK8dc12Xp0qUUFxdrQk8RERERERERyTnP82hubmbYsGGYZn70fVKAlWNLly5l5MiRuS5DRERERERERKSDRYsWMWLEiFyXASjAyrni4mIgeVOUlJTkuBoRERERERERGeiampoYOXJkJrPIBwqwciw9bLCkpEQBloiIiIiIiIjkjXya6ig/BjKKiIiIiIiIiIishgIsERERERERERHJawqwREREREREREQkrynAEhERERERERGRvKYAS0RERERERERE8poCLBERERERERERyWsKsEREREREREREJK8pwBIRERERERERkbymAEtERERERERERPKaAiwREREREREREclrCrBERERERERERCSvKcASEREREREREZG8pgBLRERERERERETymgIsERERERERERHJawqwREREREREREQkrynAyjJ16lQMw+j25ff7uxz/+OOPs9122xEKhRg1ahRXXnkltm3noHIRERERERERkf7Ll+sC8skvfvELTjvttA7bWltb+fGPf8z+++/fYftTTz3F4YcfztSpU7nllluYPXs2V111FStXruSOO+7oy7JFRERERERERPo1BVhZ9ttvvy7b7rvvPgCOO+64Dtt/9rOfsfXWW/Pss8/i8yW/jCUlJVx99dWcd955TJw4sfcLFhEREREREREZADSEcC0eeOABCgsLOeywwzLb5s6dy9y5cznjjDMy4RXAWWedhed5PPTQQ7koVURERGS9eJ5HU9Tmy5o23v2mkdcX1PPiZ7U8P7+Wl7+o440F9cxa3MSXNW2saokTs91clywiIiIDjHpgrcGqVat47rnnOProoyksLMxsnzVrFgBTpkzpcPywYcMYMWJEZr+IiIhIvmqK2sxe2synK1uZv7KNtrizTucX+E0GFQcYVBRkUHGA6qIAg4sDDCkJ4jONXqpaREREBioFWGvwz3/+E9u2uwwfXLZsGQBDhw7tcs7QoUNZunTpaq8Zi8WIxWKZ9aampg1UrYiIiMjaLWuM8dS8Gj5c0oTrtW83gPICP5WFfsJ+E79lYhkGtusSdzza4g5NUZumqJ1cT7gsrIuysC7a4fqmAUNLggwvDTG8LMiI1HtRUN92ioiIyPrrt99JuK5LPB7v0bHBYBDD6PqbwgceeIDq6uouc2NFIpHMeZ2FQqE1hlLXXHMNM2bM6FFdIiIiIhtKNOHw+CereO3LetK51SblISYNLWLioEJGVYR73HMqmnCobU2wsiWefDXHWdUSZ1lTjEjCZUljjCWNMfim/ZyysI9NysOMqggl38tDFASsDf9BRUREpF/qtwHWq6++yrRp03p07Lx587pMur5gwQJmzpzJOeec02GeK4BwOAzQoSdVWjQazezvzmWXXcaFF16YWW9qamLkyJE9qlNERERkfSxrjHHXzMWsakn+cm+b4cUctHkVI8pC63W9kN9ieJnF8E7ne55HfcRmSUOUxQ3RVJAVZVVLgoaITUOkmY+WNmeOry4KMKo8xCblITapCDOiLETQpylaRUREpKt+G2BNnDiRe+65p0fHdjcU8IEHHgC6Pn0w+/hly5Z1CZ+WLVvGjjvuuNq2gsFgtz23RERERHrD56taufONxcRsl/Kwj+OmDGPi4MK1n7geDMOgosBPRYGfrYYVZ7ZHEw6LG2J8XR/h67oo39RHqGlNsKol2XPr/UXJ3usGMLQ0yCblIUalemkNLwtpTi0RERHpvwHWkCFDOOmkk9b7/AceeIBx48ax8847d9k3efJkAN57770OYdXSpUtZvHgxZ5xxxnq3KyIiIrKhfLaylTteX0TC9RhfVcCpuwynOAdzUYX8FuOrCxhfXZDZ1hKz+aY+mnolg63GqM3SxhhLG2PMXNgIgM80GJYdalWEGFIcxFKoJSIiMqD02wDr25g1axbz5s3jiiuu6Hb/pEmTmDhxInfddRdnnnkmlpWcv+GOO+7AMAyOOuqovixXREREpIuljVHuenMxCddj0pBCTttlBH7LxGlchRdpxggXYZZUdzsPaF8oCvrYYkgRWwwpymxriCSSgVZdhK/ro3xdH6Ut7mSCLmgAIGAZjCgLJYcfViR7alUXBTBz9FlERESk9ynA6sb9998PdD98MO3666/n0EMPZf/99+eYY47hk08+4dZbb+W0005j880376tSRURERLpoizv88c3FRG2XcZVhTp5gEvnbz6ib+W/c2sWZ44xwMYFJUwluvS/B7b+Lb8jYHFYNZWE/ZWE/W6eGH3qeR21bgm9Sww6/ro+yqD5K1HZZUBthQW0EqAcg5DMZldVLa1R5iMoCf84COhEREdmwDM/zvLUfNnC4rsuoUaMYPHgw77///hqPffTRR5kxYwbz5s2jurqak046iV/+8pf4/f4et9fU1ERpaSmNjY2UlJR82/JFRERkgPM8j7tnLubjpS1UFvo5v+RjYrefiBdtSR5gGBiBMF48Ap2+DQxssx8F+51JaMfDMKz8/D2n63msbI5nhh5+Ux9lUUOUhNP1W9rCgJWZJH5UqqdWWbjn36eJiIgMVPmYVSjAyrF8vClERERk4zVzYQP3v7cMn2lwUfANfH85DQD/+B0oOuoKAltOwwwX4SXi2N/MJjb7BWKzniY+5+VMoGUNHkvRET8nvNfxGP5ADj9Nzziux/KmGF/Xt/fUWtoQpZtMi5KQj5FlIUaUBRlRFmJEWYiqQvXUEhERyZaPWYUCrBxL3xSP3TSZggI/YOBhgmHiYYCRWk69G4YFpgVG8mWYfrB8GIYPw/RjWgEMy49pBTF9QSwrhOkL4fMVYPrCmP4wPp8fy/RhmBaW6cO0fJiGD8uysFL7LMuHz/Jjmiam6cM0fRimL3m86cMwLAzT17EmTDAtDEOPvxYREcmFhkiC3zy7gEjC5eiKpYy/62BIxCjY/0xKTr0Fw7f63kf2iq9oe/5uIs/fjdtUA4BVvQnFx11NaPdjN7qAJ+G4LG2M8U19lK9TPbWWNcbo7hvfkM9MhVntodaQkqCefigiIgOWAizpIn1TzL8RisO5rmbDcTFwMfFIBnEuyRDOSwV0yfX2ZTBxjdTxmXer67th4mG1h3qZ5WSAlgz60gGfAYaV2YdhJcM2w8yEgIaRCtwy62YqDExtTwV1pmlmQjvTMFPbLIysgM/stGwY6WOsDsum6cM0spZNK7UvKxzMBJWd6u60jGlhYHYMNTeyHzBERGTD+d+cVTw1r4bRJSYnPH4ozrLPCE45hPJLHsUwe/YLJjfaStuzf6T1setxG5YD4N90J0pOvonAhF16s/xeF7NdljQkhxwuaYyxqCEZatlu12+HLQOGlqYCrdJkqDW8LEjYb+WgchERkb6lAEu6SN8Uj9w0hcKwheG5kIp5DC/5nlnvtLymbQZu8t1Y/T4zfQxuZtlMRU/Zy6bnZpYt3Nx+waRHnEx4mAz1XDqHg2Z7eJheNizAyAoM248lFSCmjyUVJpIKETPLmfCw/RwjO2zLOsbI9CLMDgtToWIqMDRTPQXTr+zgzzDaQ0UjK1TEMDGNrPOyrmOmr995WyY8NFPXW01g2CnwzPRA7HC8AkQRyZ0/vPI1n61q48yWR6h64nLM0kFU3zIfs7Bsna/lxSK0PPE7Wv9zDV60FYDQbkdTctLvsCqGbeDKc8dxPZY3x1jSkAy00gFXJNH99zwVBX6GlgQZVpp6lQQZrN5aIiLSzyjAki5686bwPA/bTeAkWrHjLdjxZhy7DTvehmu3kkhEcOKtuIkodiKKk4jg2DHcRBTHjuMk4rh2HNuxcW0b10ng2k7y3XHAsfFcB9d1wXXAcfBcMDwHz/MwXA/PczE8DzwXwwNcD8NwwTUyYR0e7WFcaplUB38D8AwDDAPPaF/GAM+g2+X2V+obyfR68uKpZTAMDy/rMIxU24aX2W8ApN+zAsFkaEinda9TaOhmtpkkP6uZtT07GEwHhe190lLnpo4xs/q0SX5zUzeZmwrw3NSferr3YHrZJRkYuukwsLuQsUOoaKX+HqQCM7KWs4JFMmGiL9MLMRO8GR2DNyO752Em/DMz2zOBYCrca39v71lomMnrmpnwrz0ETPdEbA8krUy7ZuaY9Kv93PbA0MzqYWh2+hw9XdcPlDJwOK7HxY/Nx4w0cOGTB2JEGin9yZ8o2PfUbo+3XZfatjZqIxFa43Eitk1bIkEkkcD1PFwv+f9JJ9JMbM4ruF/NwufE8VsWRdt9h8It9yLg8+E3TUI+HwV+f4dXwNp4/w56nkd9m82ihiiL06/GKPVtdrfHmwYMLk4GWtnhVkWBH3Mj/RqIiMjAlo8BVn4+XkY2CMMw8FsB/FYAQuW5LmedeJ4Hno3nRPESrbiJCG6iBTfRhhNvxbHbcBMRHDuSfE9E8exoKnyLJZftBJ4Tx0vEcZ0E2InUu41nJ/AcOxnCOTbYNrgunuuA40IqlPMcB8NNrhtZ2w3XS21LLhuum3mRWjezthmul1nH9TAwcI3UsMnUe3rZMXwkutnuGQauYaTWDVzTADMVdpjJfaS3G2Yy8DON5FBNI3lMdhDoZQI/o0NIiEG364aRiu2yQsLM9kwoSOYcAw/PyAoISW1PBYSrDwyT8U9yYyooTB3XHhKC4bmZa7WHe6sPDDv3NEwHhpntXsegsHOo2NMAMV2HiQte1g86AzB7zJf+mh2GM6cDwm56JHrpUDATGnZeN9tDxC69Ew269kbMWs4KGI1OPRbTIWC6VyGpEDEd9rUPbTYygaCZtS8dBmK2X8PoEBa29zxMH0/WdtNM9lrMhJVm59CzJ2Fhe+0deyeufj25TT/Yb0hLG6PEHY+pXz6IEWnEN2orwtNOwvM8lrW08EVdHQvq61nY0MDK1lbqI5Ge/9NUOA62HNe+Hgc++GCNp1iGQYHfTzgVaBUFAhQHAhQHg+3vfj/FAR/FPijymxT7Tfw4eG4CnDieZ4PnpiaXT/5CLPvdS+9Lb0/v8zy8zL9CRmp+ztTcollzjCbvQTMV+Hc8psQwmVRgMKnQhBHJezeaMFnR4rK81WZFs8PSZoelzTZttsGKxjjLG9sy/1YABH0mQ0sCDCsNMbQkyODiAENKgpSHfbr/RURE1pECLMlLhmGA4U9OUu8vpj/NNuF5XvIbczuCZyeDN8+Jgh3Dc5LhG3YU14lltuHE8ewYnhNPLUfBSQV0dizVKy6O5yR7ynm2jeck8FwbNxXSea6TCe1cx8kEdMnQzk71oEuHdG5y2XGTvegy27zMMm7qh4R0mOd6yXDOy1pP9cQzvHSwlxoam152Xfry23cPOoSG6XnZ2oNCA8fwpwJDs8P25LqRCg/bt3mGgWemAkPDTAWIRiY8JBU8eum5ZzJhY3ZQ2B4MZsJFs3NgmD7Ogy7b0yFfant2b8NUKugZyeAvuxdi+tj2Xojd9DpMXavLsOVMuOh22Ne592Fm3fPoOFQ5vb3zEGYvFRx2OtZLh4jJ9XUZzpwMNN32myD7hujnPMDJdRFrkJkjMfUDf3fDnek03Dn997NjiNh5qHO692F63sT29XSg6HUZApwVIKZDyVTPwOyeipmQMKsXo5nenjVnYmbewy7Do32Z+RMzIaPRvj8TSK5LOJh6kMrixS2Mjcxjx/o/EasO8tUB5/Lohx/y0YoV1LS1dftn4DdNqgoKKAoEMmFTyOfDZxj43Cg+L4rfjWK5EQy7DRItOCu/wK35AoMEpulhFZdg+H0YThum04bpRAh4MQJeNPWeXPZh4/NszNS7hYOP9qDfBup7/a779gqAsanX6rj4Uv9iWbjL08s+PMNiJSYrjNScmZYPy/Ljs3z4fX58Pn/7UHbTl7oHLTBSy6Y/692/mnU/huFrX7f8YKztnK7r3V7PyjomNVxfRESkr2gIYY7lY7c8kb7ieV7yt+uZUC6eDPGcGLiJVLiXACfWHtil9znxrG2J1PHxZK8nO47n2qn9djIwdBOpYa/JEC95jWRwh5sM+HDtTKiXPM/F8xy8VO87z3HwPCe1nAz3cNxM8OelwrvsgM9LBXuZsM/z2t+zlo2sfclht2Qte1mBIMl3z0t3XttoeNAxGEwPp8z0MMzucdhxe3LYZTIITPeiyg4U0wFfsjeimQkKkz2i2oPBZDjY3mMxHR56ZqrvXCo8TIZ+XcNFuqyTGYrsZnokZvdupD0wNI3kVyEzvLk9HMxOco2sXompSjqEiMl97YNVIR0kdhcodg0YzdUEh51DQrND8JjVO9HzstazQ8d1660ofaPFKKbVLKHNLMbvLyScCqkCvgABw8FyY3hOBC/RhudEUr9cacOzuw+8+oKDiYMPx7Bw00OvU69k0Jnum9t+V5uGkQoRU0OhM70LDSySf/1MvMx7uqeW16lHV4feW5meXe3LHqlpE9I9wwY8o+ch2OpCsdWGbN2c02HdlwnSutbg69JO9wGgr2stmW3qISciA1s+ZhXqgSUiOWMYBoaR/CYSf2Guy9nouK4DTgLcOJ4bz4R6mYDPTaS2J5LbnQSem0gNzUmkgrvUdieRDBNTwV9yX8fldG+9ZOiYPtZOhnqODZ6TCQJJ9/Jz7dQPe6khulmvZC+/VGDoean9bio4bO/153lZAaCbSIaCqXWvmzAQ1wUnvU6nfdlBYXofmaAwe3tm3r7c/jFvUNkhYmZIZTcBYseeh8leTGsOGI1O+4z2kNJMB3lmZoizmwobMToGhR2DxfaeipleientJIdIAx3mRzRoH8acHOLsJffRMVhMhofp3ouktqd7N6ZDwtRqJiRM/8dNldY+H2LnORKzhzR3Dg+hc2/DTkOcs7atKSRMhpCdhkl7LgkjQI01lHJ3FYOcZRR5zRQ5zcmueImO90NW38Q184UxfYUY/kKM7HdfIW79KhJfzIJ4AvAT3PpAAhP3wvAXYfgLO57nC4EZSAUWqfesdQwfEdegNWHTHIvRFIvRHI9nlrt7Rezu56RaEwOSwxmDQUqyXsWBQIf1kmAwc4yvmyc4Jv9tSv3yw0v/W5f6t7PT9uz9jpOgvjVKfUuUutY26ltjNLRFaWiL4DrJ+M7ATs2VaWPiYHoOYZ9LadCjJABFfo/igEuhz6PA72F6qV/MpH5hk/y3N2s9e3/q/wWs7Rw36/8TbiL5mbp+FTL/D0qt9R+G2am3Wcfwa01hWToYW1NI1jXk8629LaOb8M3sLnxbc6inOSJFZGOlAEtEZCNlmsl5jyCU61L6teSDKhKpYC45J4/npHr7pXr5dflhz7FT8/i1/1CYDO4SqSAwkerNl2gP/VKv9vVkAJgJCNO9BL3sINBO9QTsJij00sOCnY77vPS21Fx/qbCQdGiY7lmYWfeS10m9J+ccSl8vFRh6pI5vDxS7hIup3oMdeyGSXKZ9f3YPRDwy6+0hIxtlD8S0TLTVXS/D7sJBOoeDZmqoc9cAMtkz0cSeNJnRp/+RYsvGaVqAG63FjdaCE8Mj/bV3MawAhi+MYYXBF8bwFSTXfeGsoKogNX/U6jmrvqHh1pOIf/ISsflPwLY2pWf/Bat8yDp/fQqBwkCQQYU9+6VGwnFojse7BFudQ6/0MS3xOB4kg7F4nKXNzT1qp8DvX23I1THwClMSDBKwVj+0zg8MTb2yeZ5HQ8RmeVOM5c1xljfHWNGUfG+JpcIjF4imXlnKwj4GFQWoLg4wqCj5qi4KUFUU2GBPR0z2Mu4m5PLsLsFYxxCsaziWHYytPkDrdE6H69rdHGN3E8zZXfZ1V0P3H9hN/p1xYsnVDfJVzCOmb+2BmNF5my85dNn0pUKy9ndST4Zuv27W/vQ5qX3Zyx2Hy/o6Dp3tcH1f1vWt9vM7t9m5vkybVsdaFeCJbJQ0hDDH8rFbnoiISL5KftuSDtDsZM+PVLiIm5wHMB0upn/ATf8AmxwmnEiFe6lgMbtXoeekhiRn9SZ0s3vUOFm9Dp2s3jXpXohu6pyOQWL79dys9fRydpCYPiYrTMxaT37m9LuX+hzpwNBloVvAyuIhVH3vh+w2/vS+/XNxXdqe/ANN910KiRhm6SDKzruf4Db79mkda+O47mp7dXUOwtLHrM83yiGfb629urJfwbU8sTGScFjZHGdVS5yVLan35uRyJLH6fnQGUFHop6owQFWhn6pCP5VFASoL/FQVBSjw62EKQOrvZ3ZPNbtLyJUJy1YTkHUXpHXpxdZNkNY5jOsQCHo9CerW1HaqNumqQ9BldQ3dMqGY1TV06yYo6zbM6xy6pec3TIdpqeXMvuzjVre9wz5fx+O6uXb7dl8353d/7fZ596y1/gJD+rd8zCoUYOVYPt4UIiIisvG5fc4M5jKIw8Mu+449Oyc1JBbNpeF3x2B/MxsMg6Ijfk7R0dMxrI2z07/rebRmBVur6+3VmBV4OevxrbXfNNcacmWHYQX+5BxNnufRGnc6hFrtIVeCmL3mQaJhv0lloZ/KTMAVoDL1XlHo32C9tyR3Ogx1TYdb6YDf60lQl3WM1znUb9+WWc78gsBuH1KbXs7UYacCuOxlp/36Ha7pdLlWZn+6rU7Xaq9vNb3rZN2sLRzLBHbp5W5Csw77fF3Pzw7TzM7ndHPtTLjY/tATo/Oymf3k5OyHn2Q9STn1EJT2a3U9vsO5Zta53bSbqREzKyhc0/H5/UuEfMwqNs7vJkRERESkg5DpAxciTu4mYPeP3IKqa9+m6a8X0PbsH2l5+DfE575K2QUPYFWOyFld68s0DIpTgdLwHhzveR5ticRaA6/s9YTrknBdaiMRaiORHtVlGUa3QVdxIMCwqgCbDQtQ6A+DZxJNGETi0BrzqGuzqW1NUNOaoClqE0m4LG6Isbgh1qUNg+TQxMpUmFUR9lFR6Kc87M+8B3zqnZHvkk/2TvUQGoBTDniZnrFrDti6zGPXIQzrFLBlh2Y9Cdjc1LQBXtYQ/0x7Tod96RozvXsz+7KmEEifk26jw/lOpt4eX3ttD6TIXKPjUFr1gtlAUkHWtwnajEApVd97PdefpE8owBIRERHpB0JmAFyIOtG1H9yLjGCY0jPvJDBpKo13nkF83musumgyZT/9O6HtDsppbb3NMAwKAwEKAwGGFhev9XjP84g5zlpDruwwLGrbOJ5HfTRKfXTd/qxDPh9FgQCFQT/VRX78pg8DCzwLxzGJ2xBJQGsMHNekJmJRG4lh1JgY3TzSoihgUV7opyLsp6LAT3lBVshV4KcoqLmGJLcMw0w+JMIK9KuHsmxImV56ncOtdGjmpefVbA/HOgZgDtlD7b3utmfO77p9TdfuENS5q2nTc7POcduPxc26nkt2YJcJA3GzrutmhX5uVg3tw//XdnyHc12HHsV8XmqqAOwuR/c0JDQCZT3/A9/IKcASERER6QfCVghsiKSeCJdr4d2PwT9uCvW/Oxp7wQfUX30wRUfPoOjIX2B081S/gcgwDEI+HyGfr8cT18dTgdfqQq7WeJyWeJzWRCKznH5aY9S2ido2NetRq9+0sAwfhmfhegaeZ9Ict1geNzHqLUwsDEyM1LuJhd+wKC8IUlUQoqIwQFnYT1nYR2nIl1wu8FEUUMglkkuZXnr4wEJB3waUeZJ2D4K2DmHZmo7vLiwbQHOVKcASERER6QdCvkKIxYjm0aTNvqHjqbr6TZruuYC2Z+6g5R+/JPHle5Sd+zfMwtJcl7dRClgWVQUFVBUU9Pgcx3VpSyS6BFut6W1rWI45yScgJlyHBM66FevBqlb4rBVYZWBgYWaFXAYWFhYhn48Cv5/iYICSYICyUJCKgiCVBSGqC4NUF4UoDgbwm/k9X4yISLZkOGgBySfT6l+vb08BloiIiEg/EPYVATFi7lrmM+ljhj9I6Rm34x+/A413/YTYu49Tc+mOlP/ff/CP3CLX5Q0Ilmlm5vJaVwnH6RB6pXt0taW2tSUS3a6ng7C4kw69PDzsbiOwiA31NtCDKcB8hoXf8hG0fAR9FgU+P4UBP0UBPyWhAIV+P2G/n5DPR9jnI+z3E071cksvh/3+tT75UURE8o8CLBEREZF+IOwrBWqJ5unveAv2PhnfqC2pv/5InKWfUXvpTpSeey/hnY/IdWmyBn7LosyyKAut3wTgjutmAq22RKJDwNUST1AfidEQidEYa+/9FbVtYk6ChOvgei4e7aGs7TnYtkPEjkHXued7zIBMqJUOu9I9wYKp5aCV7B0W7LTceV8oa5ul4bEiIr1GAZaIiIhIPxD2lwMQ9awcV7J6gfE7UPXb92i48Wjic16m4fojSRxxGcXH/BrDyt+6Zf1ZpklRIEBRILBe53ueR3PMZkVLlJqWGDWtEeojcRpjCZpicVpiydArkrCxPQcPF4/0e/arfRskJ0eO2HZmfrANxWea3QZcQcvqEnatLhALWhaB1Cvo82WWNYRSRAY6BVgiIiIi/UCBvxKAuBHAc9owrJ7PkdSXrNJBVFz5HM1/v4TWJ35H6yPXYC/8iLILHsQsKMl1eZJnDMOgJOSnJORn06rVP9nR8zyitktT1E69nKzl9ldjJEFL3MbNCrTcbkOujgEYeFimh2G4YHiAi+O5uJ5DwnXxUs8Ls103OdSyN74W0G2wtbrAq6fbg5aFP7U9fZypoExE8pACLBEREZF+IOwvAyBmhHETNVjWqNwWtAaG5aPkpBvxj5tCw+2nEvvgSWov24Xyy57AN2RsrsuTjZBhGIT9FmG/xeDiNc/15bgeLbH2kKs5ZtMSc2iJ2TTHnMxyS8yhOWYTd1IPs1/N9HLJ8MrLCrw8TFyCfgj4wO8Dn+XhM8FMhWCG0X6847nYroPtusQcm7jjEHccYnZy2fG8VDsQcxxijkNzvHefNuozzUyvr0Aq4Eqv+3uwPb0vvT3QzXJ3xyg8E5E1UYAlIiIi0g+EreQQrZgRwrVrsMjfACstvMexWEM3pf66w7AXz01O7n7xIwQn7Znr0qQfs0yD0rCf0rC/R8fHbTcTZmW/twde6fWOgVcikXyti6DPpDRgUhiyKAz4KAxYhP0Q9BkE/SYBH1hmsjeYaXqYhgeGh+u5meArngq5YrZNwnWJ2TYxxyGxlu3tE+4ne5LZOXoghGUY3QZb2SGZ37LwmSZ+00y+d1rvbtvqjlnbOQrURPKHAiwRERGRfiCUCrAcw088voqe/Wiee4HxU6i69h3qrzucxJfvUferfSk9/Q4K9j0116WJABDwmVT4TCoKe/a3Kma7tMYd2uIOrTGH1ng3r1hqf+rVFneSPaxsl5jtUt9msy6z1FsGhAPJHmgFfh/hgEWB3yQcsKgMWYT9JgWZ/Wbq2OS2Ar+FZRq4nkciKwCLp8KthOtmtidct8P29HI867jVbV/TMeleZgCO5+HYNtF1/HPqLaZhrDHkWlsQZmVttwyjfTlre/a+1R2/un1W1rrmSJP+TgGWiIiISD8QMtt/uG6L11CYWvbcBInmt7GjX+I5bZj+CnzhCfgKJmGY+RFzWZXDqfz1KzTcejLRN/9F4x2nYS+eS/Hxv9Xk7rLRCfpMgj6TioKe//1yPY9ows2EW92FXulALJJwaEs4ROIubQkH1wPHI9MLbH0ELCMTcIX9JiGfSchvEvJbhHxmcps/kFkuD5mE/VbqmOTxAZ+53r2V0uFZOthaXXiWvWyn1tO9xRLdrK/vMZ1rSw/dzHfrEnitblvnfWand6ubbd29W4aBtZrrpLev6V0936Q7CrBERERE+gHTMAlgE8dHJF6HazfRuvh6Wpfeguc0djnesEoJlh9IqPJQgpWHYVqF3Vy17xjBAsou/ActI7eg5Z/TaX3id9hLPtXk7jIgmEYyQCoIWFQX9fw8z/OIOx5t8VSwFXc7BFzpbW2JjvsjCZe2uEPUToY1cccjHrFpiKz/UxkNyIRZ6eArHXCFs9fT+/0mQcvMBH7B1P5Cv4+ykJGzAMPzPJxUoPZtg7BEqneZ7bo4qe3p9fTLyV7O2tfd8Z2P7czxPJyNJGxbGwN6FHRlv2eHbNlBWE9CNjP1srL2Za9nH5+9nn3e2tbXdJ3sdYV3q2d4Xjd3vvSZpqYmSktLaWxspKRE35yJiIjI+rtszh9oxs8Z8UcYkvgMJ/YNAKavCl/RthhWIW5iFXbrJx1CLcMqITzoBAqG/gR/4Ra5Kj8j8sa/aLj1RIhH8Y2clJzcffCYXJcl0u+4nkck4RLJCsCidjLgitou0UTyFbGdzHI0vWy7yeNSvcA2tIBldAi3MiFXqrdXd/uSL4OQzyLoM7oc15+CgXTQ1tPAa10DsvTLTbXjpI79Nu9uqq3O7wokOjJgnYKwsM/Hr/fee4PXkY9ZhXpgiYiIiPQTIcOg2YO26Nc49jdYobEUj7meUOXhGIaZOc7zHBLN7xCte4Loqn/hRL+kbdmttC27lWDl9yge9Uv8RZNz9jnCu/0Aa/AY6q89DHvRHGov25nySx8nsNlOOatJpD8yDYPCgEVhYP2H6nqeR8L1OgRckc5hVybwag+/ogk3M+dX9isdZsQdj7jj0LyewyK747cMgpaJ32cQsMzkazXLfl/y2IDPxG8ltwd9Bv7U/syyzyRgJcMyv9l381AZhoEv1ZtoY+d63mrDrez37kKxbxuypc9N15Del72efcza1nt6je560KV5pHrTeV6XIa3dKfTnx3QAfUE9sHIsH1NNERER2Thd//nf+TrewtGxR9iqeDQlY27E9K35+wvPc4k3vEDrstuJ1T4GqR8fgxWHJoOs4u37oPLuObVLqLvmEOyvZkEgRNl59xPe+Yic1SMivSsdhsVsl1jngMvJWs7s8zpu7+YVTfRtD590mJUMwgz8vuRQyfRywEoGXz7TIGAZ+Kz2gMxnGvhT+5PvRuqpi6n9Vqf9fRiYyYbnriX06i4Eyw7r0usAkwYN2uD15WNWoQArx/LxphAREZGN060Ln+DT1sWcMHwfdizbbJ3PT7TOpWXRb4iu+geQ/K1vqPqHlIy+Bis0agNX2zNupIWGm44h9v7/wDAoPuEGCg+5QD+0iUiPeJ6HnQrForZLwvaIO27y1d2y7aZ6f7UvJ5xkWJZYzbF2b4yh7KH20Cs72DJ7uC0ZoPlMA59lJN/Tr9Q5HbZnLadDONNA/x73U/mYVSjAyrF8vClERERk4/SnRc/wYdMCvj9kD/aq3HK9r2O3zaf5m18TXfUA4IEZonD4hRSNuBTTV7zhCu4hz7Fp+st5tD19OwAFB55FySm/x7A0G4aI5J7jpsOtTiGYnQq8spYTjkfC8bBT2xNu+7LttF8nOSm8l9qeOi/VTg7zsi4M6CbkMrNCsM7hl9kpCMs+1+w2LPOZBlbq5evu3TCwTDpst0xNhv5t5WNWof/ri4iIiPQTYTMAQNSNf6vr+AomUD7xPhIjLqRpwYXEG1+hddHVRJb/hZKxvyNUfUyf/sbdsHyUnHYr1uBxNP/tZ7Q9fTvOqq8pu+AfmOF1eGSbiEgvSAYmFqE+moooHZhlh1rpYKx9ezfbujnHdpPBWXLS9vRyOlhL7XfdrGWvQ4DmQaadfGMarDb0Sj6NsPN2ugRlHUOy1QRonc9LHZt+N03at2UFbmaHbSh46wEFWCIiIiL9RGgDBVhp/qLtqNjqJWK1j9H01cU40S9omP9DAiv+Sun42/GFx22QdnrCMAyKDr0Qa9BoGn5/HLH3/0ftFXtS8fP/YlUM67M6RERyra8Ds84ctz3Msh03a7l9e6KbUKxDQJZ9XjfHJFKhWXK+p+R2xyUZoGXWO753jtBcD9w8DdfWxIBUkEWn0CsVlmWCseT2sN/k7D1yM8y/rynAEhEREeknQlbyp5mos2ECLEgGR6GqwwlWHETL4t/S8s1viDc8y6oPtqRo5OUUjfg/DLPvfooK73wEVsXL1Kcmd6+5dCcqfv4//KO37rMaREQGsnSoEkyu5biadq7XNdRKv7up8KvL/jWek72eCu5Sx3d3TodlLxm4uVnHp7c5We12NxzUg/Z51XoQvoX9G/+TKHtKAZaIiIhIP1FgJX+caHNiG/zahhmkeNQVhKuPofGLs4g3PE/L15cTrX2Ess3uxV+4/nNuravAZjtRec1b1F19MM6ST6m9fHfKL/o3wW0P6LMaREQkv5iGgWkZ+PMnU1srz0uGWJ1DrY6hVyr46hSGualtA2nAoQIsERERkX6i0AoB0OpEe60NX3hTKrZ8luiqB2j88qfYLR9QM2t7ijeZQeGIn2EYffPtpW/IWKqufpP63x5BfM7L1F19MKWn307B/mf0SfsiIiLflmG0z38lazdw+pqJiIiI9HN9EWBB8hvu8KDjqN7+E4IV3wUvTvPCy6j9aHfstvm92nY2s6iciiueIbzX8eA6NP7xTJr+fime6/ZZDSIiItI3FGCJiIiI9BPpAKullwOsNCswlPItHqd0s3swrBISzW+zatZkWpfeiuf1zaS5hj9A6bn3UvSDKwFoffQ6Gm46Fi/eN18DERER6RsKsERERET6ib7qgZXNMAwKBp9E9fafECjbD9woTV+eS/287+Em6vqshuKjp1N67r1g+Yi++S9qZ+yL21TTJ+2LiIhI71OAJSIiItJPFPqSAVbctUm4Tp+2bQVHUrHlM5SMvRmMALHax1j1wTbEG1/rsxoKpp5AxRXPYBSUkvj0DWou2wV76ed91r6IiIj0HgVYIiIiIv1EyAxgpJ5H1Je9sNIMw6Bw+HlUTZ6JFd4UN76Y2o+n0vz1DDyvbwK14FZ7U3n1m1jVm+As/4Kan+9C/NM3+qRtERER6T0KsERERET6CdMwKLSCQG4CrDR/0XZUTX6f8KATAZeWb6ZTN3tfnPiKvml/5BZUXvMW/nFT8JprqZ2+D5E3/tUnbYuIiEjvUIAlIiIi0o/kYh6s7pi+Ysom/JWyCfdhWEXEG1+mZtZ2xJve7JP2rfIhVPzqZYI7HAqJGA2/O5qWR3/bZ5PLi4iIyIalAEtERESkH0nPg5XrACstPOg4qia/iy+8OW58KbUf70Xrklv6JEgyQ4WUX/wIBd/5KQDNf7+Eprt+gufYvd62iIiIbFgKsERERET6kUwPLDs/AiwAX8FEKrd9h1DV0eDZNC34KQ3zf4TrtPZ624ZlUXrq7yk5+WYwDNqe/SP11xyCG2nu9bZFRERkw1GAJSIiItKP5MsQws5Mq4iyiQ9SMvYmwCK66gFqP9wZO9I3Twks/O55lF/8CATCxGY9Te3le+DULumTtkVEROTbU4AlIiIi0o+0T+Iey3ElXSWfUng+lVu/hOkfgt32CTWzphCtfaJP2g/tdDiVv34Fs3QQ9sKPqLl0JxILP+6TtkVEROTbUYAlIiIi0o/kaw+sbIHSPaja7gP8JbvjOU3Uzz2MlkXX9sm8WIHxO1B5zVv4RmyOW7eE2st3JzbrmV5vV0RERL4dBVgiIiIi/Ug+zoHVHSswlMqtXqRg6E8Aj+aFl9Ew/3g8t/fr9g0eQ+Vv3iAwaSpepJm6qw+m7bm7e71dERERWX8KsERERET6kXx7CuGaGKaf0vG3UzLudpLzYt1P7cd74cSW9nrbZlE5FVc8Q3iv48F1aLzzDJru/zme6/Z62yIiIrLuFGCJiIiI9CMbwxDCzgqH/YSKrZ7D8FWQaH6Hmg93IN78Xq+3a/gDlJ57L0U/uBKA1keuoeHmH+LFN56vnYiIyEChAEtERESkHylKBVgtG1GABRAsm0bV5HfwFWyBG19K7cd7EFn5j15v1zAMio+eTuk5fwXLR/SNf1I7Y1/c5tpeb1tERER6TgGWiIiISD9SlBpC2ObEcLyNazicLzyOym1mEqz4LrhRGuYfS9PCX+D1wecomHYiFZc/jVFQSuLTN6i5bBfsZV/0ersiIiLSMwqwRERERPqRQiuEkVrO94ncu2P6Sijf4lEKR/wfAK2LrqZh3vfxnLZebzu49T5U/uYNrKpROMs+p/bnuxCfP7PX2xUREZG1U4AlIiIi0o+YhpmZB6vZieS4mvVjGBYlY66jdLO/gREgWvsItR9PxYkv7/W2/aMmUXnt2/jHbY/bVEPtldOIvPnvXm9XRERE1kwBloiIiEg/U+wrAKDZ3jgDrLSCwcdTudULGL5KEi3vUvvhziRa5/R6u1b5ECp+9QrBKYdAIkbDjT+g5dHf4nler7ctIiIi3VOAJSIiItLPFPvCADTbvT/srrcFSnenavJbWOFNcWJfU/vRrsTqn+v1ds1QIeX/9x8KvnMuAM1/v4TG20/FS8R6vW0RERHpSgGWiIiISD9TbKUDrI27B1aaLzyeqm1mEijZE89pou6Tg2hbdnevt2tYFqWn/oGSU/8ApknkxXuom7EfTuOqXm9bREREOlKAJSIiItLPZHpgbaRzYHXH9FdSsdWzhAf9CHBo/OIMmr66pE+eUFj4nXMp//n/MApKiM97jdpLdyTxzSe93q6IiIi0U4AlIiIi0s+kA6yWftIDK80wg5Ru9jeKRk0HoHXxb2mY9wO8PgjqQtseSOU1b2ENHouzciG1P9+V6PtP9nq7IiIikqQAS0RERKSfSQdYTf0swAIwDIPiTa6kdMLfU08ofJja2VNx4it6vW3/iM2puu4dApP2wos0U3/tIbQ8cZMmdxcREekDCrBERERE+pmi1BxYLf1oCGFnBYN+RMVWz2H4Kkg0v0PthzuRaJ3b6+2axZVUXPEs4X1PA9el+a8X0njnGXiJeK+3LSIiMpApwBIRERHpZ9qfQth/AyyAYOmeVG0zEys0PvWEwl2I1T/f6+0a/gClP76LkpNvSk7u/vyfqPv1/rjNtb3etoiIyEClAEtERESknyn2FQDJAKu/D2/zFWxG1eSZ+Et2Tz6hcM5BtC2/p9fbNQyDwu+eT/mlT2CEi4nPeYWaS3cisXher7ctIiIyECnAEhEREeln0j2wEp5N3LVzXE3vM/1VVG71HKHqY8Gzafz8FJoXXtEn4V1o++9QefVMrEFjcJZ/Se1lOxP94Kleb1dERGSgUYAlIiIi0s8ETT8BwwdAk9OW42r6hmGGKJtwH0UjfwFAy6KraJj/Izw31utt+0dNSk7uvvkeeG1N1F99MC2PXNvve7+JiIj0JQVYIiIiIv3QQJkHK5thmBSPvorSTf8Mho/oqgeom70fbqL356YyS6qouPJ5CvY/EzyP5vsvo+HGo3EjLb3etoiIyECgAEtERESkH2oPsAZGD6xsBUNOoWLSUxhWCfGm16j5aFfsyJe93q7hD1B65p2UnHkn+PxEZ/6b2p/vir18Qa+3LSIi0t8pwBIRERHph0p8hQA0DsAACyBYvi+V27yBGRyJE/mM2g93Jt40s0/aLtz/TCpnvIRZNhj7m9nUXDKF2EfP9UnbIiIi/ZUCLBEREZF+qDT1JMKmxMAMsAD8hVtSNfltfEXb4do11H48jciqf/dJ24GJu1H12/fxb7ojXks9dVcdSMtjN2heLBERkfWkAEtERESkHypJBViNdmuOK8ktKzCUyq1fJVhxCHgxGj79AS2LftsnQZJVOZzKX71CeO+TwXVp/tvFNNx8HF5s4IaKIiIi60sBloiIiEg/VOpP9cAaoEMIs5lWIeVb/IeCYT8FoHnhJTR98RM8z+71to1AiNKz/kzJabeC5SP6+oPU/GI37JULe71tERGR/kQBloiIiEg/NNDnwOrMMCxKx/2ekrE3AwZty/9I/ZxDcO3mPmjboPCgs6m48nnMkmrsrz6k5uLtic56utfbFhER6S8UYImIiIj0Q5k5sBRgdVA4/DzKt/gPmGFi9U9T+/EeOLHFfdJ2cNJeVP32PfzjtsdrqaP+N9+h+V8z8Fy3T9oXERHZmCnAEhEREemH0nNgNdsRXE8BSbZQ5WFUbv0Kpn8wdutH1Hy4E4mWD/ukbat6FJVXvU7B/meC59Hyz+nU/+Y7uE01fdK+iIjIxkoBloiIiEg/VOwLY2Dg4dFsR3JdTt4JFO9A5eS38BVsgRtfSu3HexCte6pP2jYCIUrPvJPSc++FQJjYh89Qc/H2xL94t0/aFxER2RgpwBIRERHph0zDpNgXBjSMcHV8odFUbvMGgdK98ZwW6uccQuuyO/us/YKpJ1B1zVtYQ8bj1HxD7S92p/XpO/rkCYkiIiIbGwVYIiIiIv1Ueh4sTeS+eqavjIotnyI8+CTAoemLn9D01f/h9dGwS//oran67XsEd/oe2HGa7j6Lxj+cgBtt7ZP2RURENhYKsDp5//33+e53v8uQIUMoKipi66235g9/+AOO43Q59vHHH2e77bYjFAoxatQorrzySmy79x/HLCIiItIT6ScRNtkKQ9bEMAOUbvoXijb5NQCti6+n4dOj8Zy+GXppFpZSfvHDFJ94A5gWkVfvo/bSnUh8M6dP2hcREdkYKMDK8v7777PrrruycOFCLrnkEm688UbGjh3Leeedx4UXXtjh2KeeeorDDz+csrIybrnlFg4//HCuuuoqzj333BxVLyIiItJRpgdWQj2w1sYwDIpHXU7ZhPvACBCteYja2XvjxFf1WftFh15ExfQXMcuGYC+aQ80lO9D2wl80pFBERAQwPP0fMeOMM87g3nvvZdmyZVRUVGS277XXXnz44Yc0NjZmtk2aNAm/3897772Hz+cD4PLLL+fqq69m7ty5TJw4sUdtNjU1UVpaSmNjIyUlJRv2A4mIiMiA9t+V7/D0qvfZo3wSRw/bM9flbDRiDa9QP+97eHY9VmgsFZOexFcwoc/adxpW0PCHE4h/9CwAoT1+SOmZd2KGi/usBhERGdjyMatQD6wsTU1NhEIhysrKOmwfOnQo4XA4sz537lzmzp3LGWeckQmvAM466yw8z+Ohhx7qq5JFREREVqt9DiwNIVwXwbK9qNpmJlZoLE50ATUf7UKs8dU+a98qG0zF5U9RfNw1YFpEX3uAmp9tR2LBB31Wg4iISL5RgJVl6tSpNDU1ceaZZzJv3jy+/vpr7rzzTh555BEuu+yyzHGzZs0CYMqUKR3OHzZsGCNGjMjsFxEREcml9BxYmsR93fkKJlC5zVv4i3fGs+upm70fkZX391n7hmlSdMSlVP76VayqUTjLv6Dmsl1offIWDSkUEZEBybf2QwaO008/nTlz5vDHP/6RP/3pTwBYlsWtt97Kj3/848xxy5YtA5I9szobOnQoS5cuXW0bsViMWCyWWW9qatpQ5YuIiIh0kO6B1aQAa71YgWoqt3qRhvnHE619mIb5P8KOfkXRyF9gGEaf1BCYuCtVN8yi4bZTiL37GE1//imx2S9SdvZfMIvK+6QGERGRfNBve2C5rks0Gu3RK/1bLMuyGDduHAcccAD33nsv//znPznkkEM499xzefTRRzPXjkSST6QJBoNd2g2FQpn93bnmmmsoLS3NvEaOHLlhP7iIiIhISklWgKVeO+vHsMKUbf4vCkdcDEDL11fQ+NmJeG60z2owiysov+Q/lJz6B/AFiL3zKKsu2obYnFf6rAYREZFc67cB1quvvko4HO7Ra/78+QBce+21XHfddTz44IOccMIJ/OAHP+A///kPu+++O2effTa2bQNk5sPK7kmVFo1GO8yX1dlll11GY2Nj5rVo0aJe+PQiIiIi7QGW47m0On0XuPQ3hmFSMua3lIy/A7CIrPw7tR/vjRNf0Yc1GBR+51yqrpmJNWQ8bs0i6q6cRtPfL8VLxPusDhERkVzpt0MIJ06cyD333NOjY9NDAW+//Xb23ntvioqKOuw/9NBDufDCC1m4cCHjx4/PHL9s2bIuPaiWLVvGjjvuuNq2gsFgtz23RERERDY0n2lRaIVodaI02m0U+Vb/SzZZu8KhP8YXGkf9pz8g0TyTmg93oGKLx/EXTe6zGvxjt6Pqhlk03XM+kRf+TOuj1xH7+DnKz7sf34iePQVbRERkY9RvA6whQ4Zw0kknrdM5K1aswHGcLtsTiQRApgfW5MmTAXjvvfc6hFVLly5l8eLFnHHGGetXtIiIiMgGVuIroNWJ0mS3MZzKXJez0QuW70fVNm9TN/cQnMhn1H60G2UT7iNU9b0+q8EMF1F21p8IbX8wDbefhr3gA1ZdvB0lJ95IwQE/7rP5uURERPpSvx1CuD4222wznnvuOWprazPbHMfhX//6F8XFxYwbNw6ASZMmMXHiRO66664Ogdcdd9yBYRgcddRRfV67iIiISHfSE7k32q05rqT/8BVsRtU2bxEo2w/PbaN+3hG0fHN1n88zFtrpe1TfNJvANvtBPELT3WdRf82hOI0r+7QOERGRvqAAK8ull15KXV0dO+20E7/97W+55ZZb2GOPPXj//fe55JJL8Pv9mWOvv/56Pv74Y/bff3/uvvtuzjvvPK6++mpOO+00Nt988xx+ChEREZF2pf5CAJoSehLhhmT6y6nY8kkKhp0LQPPXv6Bh/nF4zuof5tMbrIphVFz+NCUn35Sc4P39/1JzwVZE3/tvn9YhIiLS2wxPj6Tp4JlnnuGaa65hzpw5NDU1MWHCBM4++2zOPPPMLsc++uijzJgxg3nz5lFdXc1JJ53EL3/5yw5B19o0NTVRWlpKY2MjJSUlG/KjiIiIiPDYird4rmYWUyu24qihu+e6nH6pddkfafryHPBs/MU7Ur7Fo1iBoX1eR2LhxzT8/jjsbz4BILz3yZScdBNmYWmf1yIiIhu3fMwqFGDlWD7eFCIiItJ/vFz7MQ8tf4NtS8Zx6sj9c11OvxVreIn6eUfh2XWYgeFUTHocf9F2fV6HF4/SfP/Paf3fzeB5mFUjKTvrzwS32a/PaxERkY1XPmYVGkIoIiIi0o+V+FJDCDUHVq8Klk2javLb+MKb48aXUPPR7kRW/bvP6zACIUpO/h2Vv3oFa8g43JpF1P1qfxr/+GPcSHOf1yMiIrKhKMASERER6cfaJ3HXHFi9zRceT+XkmQTLDwI3QsOnP6B54eV4XtenXPe2wBZ7UHXjRxQcdA4Abc/+kZoLtyb2yct9XouIiMiGoABLREREpB8r8acCrERbnz8lbyAyfaWUT3qCwuEXAtCy6DfUzzkU127o+1pChZSedgsV01/Aqt4EZ+VC6q6cRuOff4obVY88ERHZuCjAEhEREenHylJDCBOeTcSN57iagcEwLErG3kjZhPvADBGrf5KaWTuQaP0kJ/UEt9qbqptmU7DfGQC0PXkLNRdtQ2z2izmpR0REZH0owBIRERHpx/ymjyIrBEB9oiXH1Qws4UHHUbXNm1jBTXCiX1D74c5EVj2Uk1rMcDGlP/4jFVc8g1k5Amf5l9RN34eG207FbanPSU0iIiLrQgGWiIiISD9X6k/2wmpQgNXn/EXbUrXtewTK9sFzW2n49Ps0fXVZTubFAghO3p/qm+dQcODZYBhEXvwLq87bnMib/9YQUxERyWsKsERERET6uTJfEQCNehJhTpj+Kiq2fJrC4RcB0Lr4WurnHIybqMtNPQUllJ5+K5VXvYZvxOa4DStouPEH1F93OE7t4pzUJCIisjYKsERERET6ubJUD6z6hAKsXDEMHyVjb6BswgNghonVP0PNhzuQaJ2ds5oCE3ej6oZZFH3/l+DzE3v3cVadtwWtT9+B57o5q0tERKQ7CrBERERE+rn0RO4aQph74UHHUrXNTKzgaJzoguS8WCv/kbN6DH+Q4mNmUHX9B/g32xkv0kzT3WdRe/keJBZ+nLO6REREOlOAJSIiItLPlfk1hDCf+Iu2Sc2LtR+e20bD/GNp/OIcPDeWu5pGbUnlVa9TcuotGKEiEvPfpObi7Wi650LcSHPO6hIREUlTgCUiIiLSz2kIYf4x/ZVUbPkURSN/AUDbstuo/WgP7OjXOavJsCwKv3MO1X+YR2iXo8B1aP3vTaz66UQib/xLk7yLiEhOKcASERER6ec0hDA/GYZF8eirKJ/0XwxfOYmWd6mZtS3RuidzWpdVOYLyn/2b8sufwhoyDrduKQ2/O5q6X+2PvfSznNYmIiIDlwIsERERkX4uPYQw4saJuYkcVyOdhSoOpmrbD/AX7YBn11M/52CaF16O5zm5rWvbA6m+6ROKjp4O/iDxj59n1QVb0fzgFXixSE5rExGRgUcBloiIiEg/F7YChEw/AA0aRpiXfKHRVG7zGgVDzwagZdFvqJu9P058RU7rMgIhin9wJdU3zyG47YFgx2l56CpWnbc5kZkPaVihiIj0GQVYIiIiIgNAqYYR5j3DDFI6/lbKJtyPYRYSb3yRmlnbEmt8Ndel4RsyjvJfPEnZxQ9jVo3EWfU1DTd8n7pfTiXx1Ye5Lk9ERAYABVgiIiIiA0B6GGGDnkSY98KDfkjltu/iC2+OG19G3cfTaP76VzkfUmgYBuGdj6D69/Mo+sGVEAgTn/sqNRdvR8MdZ+A0rsxpfSIi0r8pwBIREREZANJPItQQwo2Dv2BzKrd9h/CgEwGXlm+upG72PjixJbkuDTNUSPHR0xn0h08J7XYMeB6R5+9m1Tmb0vL4jXiJeK5LFBGRfkgBloiIiMgAoCcRbnxMq4iyCX+ldLO/pYYUvsKqD7YhWve/XJcGgFU9ivILH6Tyqtfwj9ser62J5nt/xqoLtiT67hOaH0tERDYoBVgiIiIiA4CGEG68CgYfT9W2H+Ar3BbPrqV+zndpWnAhnpsfPZ0Cm+9O5bXvUHr2XzDLBuMs+5z6aw+l7pdTiX/2dq7LExGRfkIBloiIiMgAoCGEGzdfwWZUTZ5JwbDzAGhdchO1H+2KHfkix5UlGaZJwd4nU33LZxR+71IIhIjPfZXay3am/oYfYC/LjzpFRGTjpQBLREREZADIDCG0NYRwY2WYQUrH3Uz5Fo9h+CpItLxPzaxtaVvx97wZrmcWlFDyo2sYdMtnhPc+GQyD6Mx/s+q8zWn807ma6F1ERNabAiwRERGRASA9hLDZjmC7uX2anXw7ocpDqd7uIwIle+A5LTR+dgINnx6Dm6jLdWkZVtVIys7+C1U3fEhw24PAsWl76lZWnTWO5oeuwo2qJ6CIiKwbBVgiIiIiA0CRFcJnJL/1a9Q8WBs9KziCiq1fpGiTq8DwEa35F6s+2JpY/fO5Lq0D/+itqbj8SSqmv5Cc6D3aQsuDV7Dq7HG0PnkLXiKW6xJFRGQjoQBLREREZAAwDIPSzDBCBVj9gWH4KB71Cyq3eRMrvBlufAl1n+yXmuA9muvyOghutTeV175D2fkPYA0ag9uwgqY//5SV52xK23N349mJXJcoIiJ5TgGWiIiIyACReRKhJnLvVwLFO1C17QcUDPkxkJzgvWbWDiRaPspxZR0Zpkl4j2Op/sOnlJxxB2bFcNyaRTTeeQarfjqRtpf/judoeKuIiHRPAZaIiIjIANH+JEJN5N7fmFYhpZveQfmk/2L6B2G3fULNhzvSsvgGPM/NdXkdGP4AhQf8mEG3fUHJyTdjlg7CWbGAxltOYNUFWxJ58994bn7VLCIiuacAS0RERGSAKPepB1Z/F6o4mKrtZhOsOBS8OM1fXUzdx9OwI1/murQujECIwu+eR/XtCyj+0bUYReU4Sz6l4cYfUHPRZCJv/Es9skREJEMBloiIiMgAkemBZasHVn9mBQZRvsWjlI6/C8MsJN70KjUfbE3rklvyrjcWgBkqpOh7lzDo9q8oOno6RrgY+5vZNPzuaFZdsGVqaKGd6zJFRCTHFGCJiIiIDBDl/mIA6jSEsN8zDIOCoadTtf1sAqXT8Nw2mhb8lLrZe2NHFuS6vG6ZhaUU/+BKBt2xMBlkFZbhLPk0ObTwpxNpe/7PeIl4rssUEZEcUYAlIiIiMkBUpCZxr1eANWD4QmOo2Op5SsbdluyN1fgKNR9sRevSW/OyNxaAWVyRDLLu/Jri467GLKnCWf4ljXecxqpzNqX16dvx4vn1lEUREel9CrBEREREBojyVIDVZLeRcDW30EBhGCaFw86iaruPCZROTfbG+vJc6mbvk7e9sQDMghKKjriM6jsWUnzijZhlQ3BqvqHp7rNZ+ZMxtDxyDW5Lfa7LFBGRPqIAS0RERGSAKLRC+A0foHmwBiJfeCwVW71AybhbMcwC4o0vp+bG+gOel7+BphkqpOjQCxl0+wJKTrsVs2okbsNymu//OSvPHEXTXy/CqVmU6zJFRKSXKcASERERGSAMw9AwwgEu2RvrbKq2m02gdC88t5WmBedR+9FuJFpn57q8NTKCYQoPOptBt31J6bl/wzdqS7xoC61P/I6VZ42l4Q8nkPg6vz+DiIisPwVYIiIiIgNIehhhXaI5x5VILiV7Y71Iyfg7MKwSEs1vUzNrO5oW/hzPieS6vDUyfH4Kph5P1e8+pvwXTxLYcho4NpFX/k7NhVtTd9VBxD5+Ac/zcl2qiIhsQAqwRERERAaQdIBVH1cPrIHOMEwKh/6Y6u3nEqz8Hng2rYuuYdUHWxNreCnX5a2VYRiEtjuIyhkvUnndO4R2+T6YJrFZT1M3Y19qLtiKtmfvwou15bpUERHZABRgiYiIiAwgFf5iQEMIpZ0VHE7FFo9QvvkjmIFhONEvqJu9Nw2fnYKbqMt1eT0SGL8D5T/7F9W3fEbBgWdhhAqxF82h8Y9nsuKMETT9/RKcVd/kukwREfkWFGCJiIiIDCDtQwgVYElHoarvUb39XAqG/gSAyIp7WPX+5rStvG+jGY7nGzKO0tNvY9Bdiyk+8UasQWPwWuppffS3rDxrDPXXH0V87msbzecREZF2CrBEREREBpDMEELNgSXdMH2llI6/ncqtX8dXsAVuYiWN84+n7uOpJFo/yXV5PWYWllF06IVU3/o55Zc8SmCrvcF1ib71MLVX7EnNxdvT9uI9Gl4oIrIRUYAlIiIiMoBkDyFULxRZnUDpblRt+wHFm/wGzDDxplep+WAyTQsuwrWbcl1ejxmWRWjHw6ic/gJVN80mvO/pEAhjfzWLxttOYcXpw2n883kkFs3NdakiIrIWCrBEREREBpAyfyEAcc+m1YnluBrJZ4YZpGjUz6nefl5yknccWpf8jlXvTySy8sGNLgD1j9qSsp/cxeC7FlH8o2uxBo3Ga22g7ck/UHP+JGou34O2V+7Di0dzXaqIiHRDAZaIiIjIAOI3fRT7woCGEUrP+EKbJCd5n/QkVmgcbnwZDfN/SN3sfUi0bnw9l8ziSoq+dwnVt31JxeVPE9zpe2BaJOa9TuMfjmfF6cNp+utF2Evm57pUERHJogBLREREZIDRkwhlfYQqDqJ6+08o2uTXYIaIN75EzaxtUsMKG3Jd3jozTJPgtgdQ8X+PMOiP31B07K8xq0bitdTR+sTvWPXTidT+clqyV5bmyhIRyTkFWCIiIiIDjJ5EKOvLMEMUj7qc6u3nEqw4FDw7Oazw3U1pXXYnnmfnusT1YlUMo/ioyxl0+1eU//y/BKccAqZJfM7LyV5Zpw6h4Y7TiX/6xkY3dFJEpL8wPP0LnFNNTU2UlpbS2NhISUlJrssRERGRAeDh5W/wUu3H7FO5Dd8bsmuuy5GNWLTuaZoXXIgdmQeAr2BLSsbeTLB8nxxX9u05NYtoe/EeIi/9FWflV5nt1tBNKZh2EuG9jseqGpnDCkVEek8+ZhUKsHIsH28KERER6d9eqv2Ih5e/yXYl4zhl5P65Lkc2cp6boG35H2n++ko8uw6AYMWhlIy9AV940xxX9+15rkt83mtEXvor0Zn/xou2JncYBoGt96Vg2smEdjwcIxjObaEiIhtQPmYVCrByLB9vChEREenfPmxawJ8WPcPo8GB+NvaIXJcj/YSbqKP5m1/Rtuw28Gww/BQOO5eikZdj+stzXd4G4UZaiL71MJGX7iE+55XMdiNcTGinIwjv8UMCW+2NYflyWKWIyLeXj1mFAqwcy8ebQkRERPq3ryMruX7Bw5T6CvnNhBNyXY70M3bbpzQtuIhY/ZMAGL5yikb+nMJh52CYoRxXt+HYyxcQeeVvRF6+F2flwsx2s3QQoV1/QHiPH+LfbGcMw8hdkSIi6ykfswoFWDmWjzeFiIiI9G/NdhuXzb8XA7hp8zPwmVauS5J+KFr3NM1f/Qy7bQ4AZnAkxZv8mvCgH2EY/eee81yXxGczibz2ANE3/4XbVJPZZw0aQ2j3Y5Nh1qhJOaxSRGTd5GNWoQArx/LxphAREZH+zfM8Lph3N7bnMH3T46gK6HsQ6R2e5xBZ+XeaF16BG18MJCd6Lx5zLcHy7/S73kmenSD28fNEX3+Q6Nv/wYu2P+nTN2orQrt+n9AuR+EfsXkOqxQRWbt8zCoUYOVYPt4UIiIi0v/N+PwBVsUb+enoQ9mscHiuy5F+znMitC67jZZFV+PZ9QAESvakeMx1BEp2znF1vcOLtRF9779EXnuA2KwnwU5k9vlGbEFol6MI7XIUvlFb9rsgT0Q2fvmYVSjAyrF8vClERESk/7tl4RPMb13Mj4ZPY+eyibkuRwYIN1FPy+JraV3ye/BiAAQrD6N41Az8RdvkuLre4zbXEX33caJvPUTso2c7hFnWsM0I7XwU4V2OwjdmssIsEckL+ZhVKMDKsXy8KURERKT/e2Dpy7xZP4+Dqqdw8KAdcl2ODDBObBHNX08nsuKvgAtAqOooikbNwF+4RU5r621uawPR9/5LdOZDxD58GhKxzD5r8FhCOx5OcIdDCUzcTU8zFJGcycesQgFWjuXjTSEiIiL93zOr3ueJle+wU9kEjh++d67LkQHKbvuU5q+nE635F+ABBqHqYykedSW+gs1yXV6vcyPNxN7/H9GZDxH94EmIRzL7jKJyQtsdTHCHQwlOPgCzQD8riEjfycesQgFWjuXjTSEiIiL933uNn/PXxc8zvmAo5485PNflyACXaJ1Ny9fTidY+ktpiEh58AkUjr8AXHpvT2vqKG20lNutpYu89QfT9/+I117bv9PkJTJpGaIdDCU05BKt6VO4KFZEBIR+zCgVYOZaPN4WIiIj0fwvalvO7r/5Dub+IX292fK7LEQEg0TKL5q9/Sazuv8kNho/woBMoGnkpvvCmuS2uD3mOQ+Kzmcl5s959DGfpZx32+8ZMJrT9IQS3Owj/+B0xLCtHlYpIf5WPWYUCrBzLx5tCRERE+r+mRBs//+xeDAxu3uJ0LEM/AEv+iDe9Tcs3VxKrfya1xSRUfTRFI3+Ov3DLnNaWC/aS+ckw673HScx/E1w3s88oKie49X4Etz2Q4LYHYpUPzWGlItJf5GNWoQArx/LxphAREZH+z/M8Lpx3NwnP4cpNf0h1oDTXJYl0EW96i5ZFv2nvkQUEKw+naOQvCBRPyWFlueM21RB9/3/EPniS2EfP4rU2dNjvG70NwcnJMCswYVcMfyA3hYrIRi0fswoFWDmWjzeFiIiIDAy//vxBVsQbOHeTQ5hQNCLX5YisVqLlQ1oWXU205iGSk71DsPyAZJBVukdui8shz7FJfPFucu6sD58m8cW7kPXjnREqIrDVPgQn709wq32whm2GYRg5rFhENhb5mFUowMqxfLwpREREZGC4/ev/MbflG344bC92Ld8i1+WIrFWibR6ti64lsvJ+wAHAX7IrRcN/RrDyUIwBPhTWaVxF/OPnUoHWM7iNKzvsNyuGE9xq72SotfU+WJUKrkWke/mYVSjAyrF8vClERERkYPjn0ld5rX4OB1RtxyGDd8p1OSI9ZkcW0Lr4t7StuAe8OABWeFMKh19EwaATMKxwjivMPc91sRd+mAyzZr9A/NM3IBHrcIw1dFOCW+1DYOt9CE6aillSlaNqRSTf5GNWoQArx/LxphAREZGB4fmaWTy64i2mlG7KSSP2zXU5IuvMiS+jdekttC27A89uAMD0V1Mw9BwKh52F6Vcgk+bFIsTnv0ls9ovEZ79A4st3O0wGj2HgG70NgS32IrDFngQ23x2rdFDuChaRnMrHrEIBVo7l400hIiIiA8MHjV/yl8XPMiY8mIvGHpHrckTWm+u0EFn+Z1qX3IQT+zq50QxTMPhkCoedh69gs9wWmIfc1kbic1/JBFr2N590OcYaPpHA5nukAq098A3aJAeVikgu5GNWoQArx/LxphAREZGB4evISq5f8DAlvgKunnBirssR+dY8zya66iFallyP3fJBZnuw/EAKhv2UYPkBGIaZwwrzl9OwgvgnLxGf9xrxua9hfzO7yzFm1chMmBXYYk98wydqUniRfiofswoFWDmWjzeFiIiIDAwtdpRL598DwO82P52A6ctxRSIbhud5xBtfpnXJ74jV/Y/0kwut8KYUDj2b8OCTMH2luS0yz7nNdcQ/fSMVaL1KYsH74NgdjjFLqvBvtguBzXbGv9ku+MdPwQwX56hiEdmQ8jGrUICVY/l4U4iIiMjA4HkeP/v0z8TcBFeMP4bBwfJclySywdmRL2lbdhtty/+C5zQCYFhFhAedSOGwc/AVTMxxhRsHN9pK4rO3koHWvNeIz58J8UjHg0wT38gtM4FWYLOdsYZthmGq15vIxiYfswoFWDmWjzeFiIiIDBxXf/FPlsbqOGvUwWxRPCrX5Yj0GtdpIbLi77QtvQU7Mi+zPVC2P4XDziFYcRCGoV6IPeUl4iS+mpUMtT6bSeKzt3BWfd3lOKOwjMCmO+GfsAuBTXdO9tIqrsxBxSKyLvIxq1CAlWP5eFOIiIjIwHHnN0/ySfPXHD10D/ao2DLX5Yj0Os/ziDe8QOvSW4jVPUF6eKEZGEHBkFMpGHIqVnBkbovcSDn1y1KB1lsk5s8k/uV7XXtpAdagMfjHbY9/3JTka+x2mEXqASqST/Ixq1CAlWP5eFOIiIjIwPHQstd5uW42+1ZO5vAhu+S6HJE+ZUcW0LbsDtpW3INn16a2mgQrDqJgyBkEK76jXlnfgmcnsL+ZTXz+zEyw5Sz/ottjrSHj2gOtdKhVoJ+PRHIlH7MKBVg5lo83hYiIiAwcL9Z8xCMr3mTbknGcOnL/XJcjkhOeGyNa8x/alt9FvPGlzHYzMIyCwadSMOQ0rJCG2G4IbmsDiQUfkPjyPRJfvk/iy/dwVizo9lhr2Gb4R0/GP3obfKO3wT96MmbFMD35UKQP5GNWoQArx/LxphAREZGB46Omr7h70dNsEh7ExWOPzHU5Ijlnt31G24o/EVl+D65dk9pqECw/kPDgkwlVHoJhhnJaY3/jNtdlhVrvkVjwPs7Khd0eaxRX4h+9Df5NtsE3JhVuDd8cwx/o26JF+rl8zCoUYOVYPt4UIiIiMnAsjtRw7YJ/U2iFuG7iybkuRyRveG6MaO1jtC37I/HGFzPbDV8Z4apjCA8+CX/xjuoN1EvcpppkqLXwIxILP8Re+BH2kk/Bdboe7PPjG745/jGT8W2yDf5NtsI3chJm+VD9+Yisp3zMKhRg5Vg+3hQiIiIycEScOBd/+mcArp94CmErmOOKRPKPHfmcyIp7aVv5N9zYosx2KzyBgsEnER70I6zgiBxWODB48Sj2ojmpUOsj7K8/IvHVh3htjd0ebxSV4xuxBf6Rk/BlvcyywQq2RNYiH7MKBVg5lo83hYiIiAwsl356Dy1OlEvGHsXIcHWuyxHJW57nEm94icjKvxKpeRjc9BP2DAJl+1Iw+ESClYdjWoU5rXMg8TwPZ9U3yTBr4UfYX31IYtEnycniXbfbc4ziyi6hlm/kFpgl1Qq2RFLyMatQgJVj+XhTiIiIyMBy44JH+CqyglNG7M92peNyXY7IRsG1m4jWPERkxb3Em17NbDfMQoKVhxKuPpZg+QEYpuZmygUvHsVeOj/ZY+ubOdiLki9nxZewmh+BjcIyfMMm4Bs+Ad+wCVjp5SHjMQKa90wGlnzMKhRg5Vg+3hQiIiIysNy7+AXebfyMQwbtxAHV2+W6HJGNjh1ZQGTl34is/DtOtP2JeoavnFDVkYSrjyVQuheGYeWwSgHwYhHsJZ+SWNQeatmL5uCs/Gq1wRaGgVU9Gt/wVKiVFXLpqYjSX+VjVqEAK8fy8aYQERGRgeXJle/y5Kr32KVsIscNn5brckQ2Wp7nkWh+h8iqB4mu+iduYnlmnxkYSqjqB4Srj9Xk73nIi0Wwl3+R7LW1ZD7O0vmZ5dXNsQVghIqwho7HN3gc1pBx+IaMxxoyDmvwOKzKERiWQkvZOOVjVqEAq5PnnnuOGTNm8MEHHxAMBtlnn3244YYbGD16dJdjH3/8caZPn87cuXMZNGgQJ598MldccQU+n6/H7eXjTSEiIiIDyzsNn/G3JS8wvmAY5485LNfliPQLnucQb3wlGWbVPIxn12f2WcHRhKqOJFR1JP7inTAMM4eVypp4nofbuLJLqGUvnY+zYkH3T0VM8wWwBo1OhltZIZc1ZBy+QWM0LFHyWj5mFQqwsvz3v//lsMMOY7vttuP444+nqamJ3//+9wSDQWbNmkV1dfukpk899RQHH3wwU6dO5dhjj2X27NncdtttnHHGGdxxxx09bjMfbwoREREZWL5qW86NX/2HMl8hV004IdfliPQ7nhsnVv8MkVUPEqt9DM9ty+wzA8MJVR1BqPJIAqW7a5jhRsRLxHFWLMBe/gXO8i+wl3+Js/xL7BVfJock2onVn2wYmBXD8Q0ZhzV4LFb1aKzqTbAGpd4rR2BYPe8YIbKh5WNWoQAry6RJk4jH48yZM4dAIDnZ4kcffcR2223H+eefz4033tjhWL/fz3vvvZfpcXX55Zdz9dVXM3fuXCZOnNijNvPxphAREZGBpcWOcOn8vwLwu81PJ2DqhyaR3uI6rcTqnyZa8zCxuv/iOc2ZfaZ/EKHKwwlVHUWgdCqG6c9hpfJteI6DU7sYZ/kX7aFW1rsXaV7zBUwLq2J4e6CVHXANGo1VORLDrwcESO/Jx6xCAVZKXV0dlZWVXHzxxfz2t7/tsG/LLbekvr6eJUuWADB37lwmTZrEbbfdxllnnZU5bunSpQwfPpxf//rXXH755T1qNx9vChERERlYPM/j4k//QtSN84txRzM0VJHrkkQGBM+NEqt/nmjtw0RrH+swzNDwlRMsP4hQxSEEKw7E9JXlrlDZoDzPw22qae+1tWohzsqFOKu+Tr7XfAN2fM0XMQzM8mHJUKtqFFblCKyqkZiVI5LLlSMwSwdrDi5Zb/mYVejXaymxWAyAcDjcZV9BQQFz5sxh+fLlDBkyhFmzZgEwZcqUDscNGzaMESNGZPaLiIiIbAwMw6A6UMKiaA2r4o0KsET6iGGGCFV+l1Dld/HcBPHGl4nWPEy09j+4iZVEVz1AdNUDYPgIlOxJqPIQghWH4AuPy3Xp8i0YhoFVWo1VWk1gwi5d9nuui9uwvD3QWvV1MuRa9TV2ap14BLduCW7dEhLz3+y+IcuHVT6sQ6jVJeQqG6qQSzYaCrBSBg8eTFlZGW+88UaH7bW1tcydOxeAJUuWMGTIEJYtWwbA0KFDu1xn6NChLF26dLXtxGKxTFgGyVRTREREJNeqAqUsitZQE9f3JiK5YJh+guX7ESzfj5Lxt5Foeoto3RPEah/Hjswj3vgi8cYXYcEF+Aq2IFhxCKGKQ/CX7Kx5s/oZwzSxKoZhVQyD7gIuz8NtWtUebtUswq1dnByyWLsIp3Yxbv1ScGycmm9war5htbNxmRZm+VCsiuHJ9/KhqfdhHdbNkmoFXZJz/TbAcl2XeHwt3S5TgsEgpmly5plnct1113HZZZdxyimn0NTUxP/93/9lrhOJRDq8B4PBLtcKhUJrDKWuueYaZsyYsa4fR0RERKRXVQeSwwNWxVf/uHgR6RuGYREo3Y1A6W4w5lrsyJfE6p4gWvsE8aZXsdvmYrfNpXXxdZi+KoIVBxEsP4BA2f5Ygeq1NyAbtWQPrkFYpYNg0x27PcZzbNyGFZlQqz3gSr7cmkU4qZDLrV2MW7t4zY2aFmbpoI4hV9nQ9vWKYcn30sGam0t6Tb+dA+vll19m2rRpPTp23rx5TJw4kXg8zllnncU999yD67oA7L///owdO5Y777yTWbNmMXnyZG644QYuvvhivvnmG0aOHNnhWjvuuCOWZTFz5sxu2+quB9bIkSPzalypiIiIDDxv1s/jgaUvs3nRSM7e5Lu5LkdEVsO1G4jVPZ3snVX/JJ7d0GG/v2h7AuUHJAOt4l00Ebysluc4uE0rk4FW7WKc+mW49cu6vLtNKyH183FPGMWVWKWDkoFXSeo962WVDc5sNwpKMAyjFz+lrC/NgdWHJk6cyD333NOjY9NDAQOBAH/605/4zW9+w2effcbgwYPZbLPN+OEPf4hpmowfP77D8cuWLesSYC1btowdd+w+BYdkr63uem6JiIiI5FJ1oBRQDyyRfGf6yggPOobwoGOS82Y1vUGs/mli9c9gt35IouV9Ei3v07roagyrmEDZPgTLDyRYfgC+0Ohcly95xLAsrFQPKsbvsNrjPMfGbVqVDLXqlnYNuRrS78vBTuA112I318LieWsvwhdoD7ayQ6+ywe2hV3EVZkkVZnElRqhIgdcA1m8DrCFDhnDSSSet17mDBw9m8ODBADiOw8svv8xOO+1EUVERAJMnTwbgvffe6xBWLV26lMWLF3PGGWd8q9pFRERE+lpVaghhXbwFx3OwNKeOSN4zTD/BsqkEy6bCmGtx4suJ1T9LrP4Z4vXP4to1xGofJVb7KABWeDOCZfsSKNubYOlUTH9lTuuXjYNh+TJBl3/sdqs9znNdvJY6nIYVuI0rcZtWJt8bVuA0ruy4rXElXqQZ7HhmCKPdk2J8AcziytQrGWqZJVUYRZWZ5S77CkoVevUT/TbA2lBuuOEGli1bxi233JLZNmnSJCZOnMhdd93FmWeeiZWazO6OO+7AMAyOOuqoXJUrIiIisl5KfYX4DYuE51CXaMn0yBKRjYcVGELB4BMoGHwCnueSaPkg0zsr0TQTJ/IZbZHPaFt2O2DgK5xMsGxvAmV7EyjZA9NXnOuPIBsxwzQxSpK9pWDSWo/3YpFksJUVamW/nMZ0EFaD21wDiVgy8Er1/uox08IsqkiGWelwq6gCs6gco7Acs6gcs7AcI/Wevd2wFJnkE/1pZLnvvvt4+OGH2XPPPSkqKuL555/nX//6F6eddhpHHnlkh2Ovv/56Dj30UPbff3+OOeYYPvnkE2699VZOO+00Nt988xx9AhEREZH1YxoGlYESlsfqqYk3KcAS2cgZhkmgeAqB4ikUj7oc124k3vAiscaXiDe8iN02B7t1FnbrLFqX3AhY+It3bA+0infBsMK5/hjSjxnBML5Bm8CgTdZ6rOd5eLE2vOZa3OYa3ObaVLBVi9uStZzalz7Oi7aC6ySHQDatWvcaQ0XdBlurC7zMwnKMwjLMglLwB9XzawPrt5O4r4933nmHiy++mNmzZxOJRJgwYQI/+clPOOOMM7q98R599FFmzJjBvHnzqK6u5qSTTuKXv/wlfn/PJ0rMx4nRREREZGD64zdPMbt5IT8Yugd7VmyZ63JEpBc58eXEG14i1vgi8YYXcaILOh5gBPAX70CgZA8CpXsQKNkV01eWk1pF1pcXj6aCrdoOAZfbXIvXWo/bUo/bWo/X+T3S/O0b9/kxC0qTQxjDJZlls6Ak9V6anMQ+vRwuwSxMHRMuSZ1XjGGa376W9ZCPWYUCrBzLx5tCREREBqaHl7/BS7UfM61ya44csluuyxGRPmRHFxJveIl444vEGl7EjS/tdISBr3BrAiW7pwKtPbCCw3JSq0hv8xwbr7WhS8DlttS3B19tDd1u9yJNsAFjFiNc3B5qFbaHXUZBCWaoGKOwjOIf/HKDtZeWj1mFhhCKiIiICACD0k8ijOlJhCIDjS80Gt+QkykYcjKe5+FEvyDe+DrxpteIN76GE/0Cu/Uj7NaPaFt2GwBWaGxWD63dscKbaciU9AuG5cuaz2vdeK6LF23Ba2vEbWvEa2tKvXdcdiNNyffWjuvp87ATyetFmvEizbirq7WgpFcCrHykAEtEREREABgUKANgRbwhp3WISG4ZhoEvvCm+8KYUDDkZACe+LBVovU688TXs1o9woguIRBcQWXlv8jxfOYHinfAX70ygZGf8RTti+stz+VFE+pxhmhgFJVBQgsXI9b6OF492DcAiTe2BVzQZbGHkZohhLijAEhEREREABgfLAKiNN2G7Dj7Tym1BIpI3rMBQwtXfJ1z9fYDkpPBNM4k3vUai8TXiLe/i2fWppx4+3X5eeGIy1CrZmUDxzvgKt8Qw9GOoyNoYgRBWIARlg3NdSt7QvxwiIiIiAkCpr5CA6SPu2tQkmhgSVM8JEeme6SslVHEgoYoDAfDcBHbrx8Sb3yLR/Bbxprdwol/gRD4lEvm0vZeWWYC/eAf8xTvhL9oef9H2WKGxGnooImvVqwHWG2+8wQcffEBjYyOu23HEpmEYXHHFFb3ZvIiIiIisA8MwGBQoY3G0hpWxBgVYItJjhunHX7w9/uLtgbMBcBM1xJvfJtH0dirYehvPaSLe+Arxxlfaz/WVZcIshVoisjq9EmDV1dVx8MEH88477+B5HoZhkH7YYXpZAZaIiIhI/hmcCrA0D5aIfFumv4pQxcGEKg4GwPNc7LZPSTS/RaL5HRIt75No/RjPbiDe8ALxhhcy5xq+MvyF2+EvnpIKtbZLhVoDZ74fEemoVwKsiy++mI8//pgHHniAnXbaibFjx/LMM88wZswYbrrpJmbOnMlTTz3VG02LiIiIyLcwKDUP1spYQ07rEJH+xzBM/IVb4C/cAoacAoDnxrHb5iTDrOb3OoZajS8Sb3yx/XyrCF/BVvgLt8FXtE3yvXArTKsoVx9JRPpQrwRYTz75JGeeeSZHH300tbW1AJimyfjx47nttts44ogjOP/883nwwQd7o3kRERERWU/pidxXqgeWiPQBwwzgL9oWf9G2MOQ0oHOo9T6JlvdItM7Gc1pINM8k0Twz+wpYoXH4C7fGV7gN/qJt8BVugxXcREMQRfqZXgmwGhoamDRpEgBFRck0vKWlJbN///335+c//3lvNC0iIiIi38LgQBkAK9QDS0RypNtQy7Ox2+Zjt35MovUj7NaPSLR+hBtflpwsPvoF1D7Sfg2rNBlqFUzCVzgp+V6wBaZ/kIItkY1UrwRYw4YNY/ny5QAEg0EGDRrERx99xGGHHQbAkiVL9I+GiIiISB4alAqwWpwobU6MAiuY24JERADD8OEvnIS/cBJhjs1sd+KrUmHWx5lQy26bi+c0Em96jXjTax2v46vEX7BFVrCVXFawJZL/eiXA2nPPPXnuuef4xS9+AcDRRx/Nb3/7WyzLwnVdbr75Zg444IDeaFpEREREvoWg5afMV0iD3cqKWD1jCobkuiQRkdWyAtVYgX0Jlu+b2ea5cezIp8lQq20udusc7LY5ONEFeHbtaoKtCvwF6UBrc6zwBHwFE7CCozAMq68/loh0o1cCrAsvvJDnnnuOWCxGMBhk+vTpzJkzJ/PUwT333JNbbrmlN5oWERERkW9pULA0GWDFGxRgichGxzAD+Au3xl+4dYftnhNJBlttc7oJtuq6DbYwgvjC4/GFJ2CFN8NXMAFfOPky/RV9+KlExPA8z+urxhoaGrAsi+Li4r5qMu81NTVRWlpKY2MjJSUluS5HREREhH8sfYXX6+eyf9W2HDp451yXIyLSq9LBlt02l0TbHJy2+diR+diRz8GLr/Y8w1eZFWhtlgq5xmOFxmJahX34CUQ2vHzMKnqlB9bqlJWV9WVzIiIiIrIe0k8i1ETuIjIQGFY4M2l8OGu75zk40a+xI5/hRNKh1mfYbfNx44vx7FoSTW+SaHqzyzVN/2Cs8Dh8oXFYoXFZy2M135bIeurVAOvVV19lwYIF1NfX07mjl2EYXHDBBb3ZvIiIiIish/RE7ivjjbktREQkhwzDwhceiy88Fjiwwz7XacWJfJ4Mtdrmt4dc0S/x7HrcxArcxIpuwy3DKsIKjcUKpUKt8Dh8qXUrOBLDDPTRJxTZuPRKgPXhhx9y9NFH88UXX3QJrtIUYImIiIjkp8HBcgBWxRtxPRfTMHNckYhIfjGtQsyiyfiLJnfZ5ybqsaNf4kQX4ES/xI58mXyPfokbW4zntGC3fozd+jGxLmcbmIFhWKHRWMFNsEKbYAU3wZdeD47CsAr64BOK5J9eCbBOO+00Vq5cyZ133slOO+1EaWlpbzQjIiIiIr2gwl+Ez7CwPYe6RAtVgfyY+0JEZGNg+ssJ+KdA8ZQu+zw3hhNdmAy4Il+mgq7UcuwrcKO48SW48SUkeGM1169OhVvpUKs96LKCIzF85RqiKP1SrwRYc+bM4Ve/+hWnn356b1xeRERERHqRaZhUB0pYFqtnRaxeAZaIyAZimMHkxO8FE7rs8zwPN7ESJ7oQJ/Z18hVNvye3eU4zbmIVbmIViZb3um/EDGMFR2AFRmAFR2BmLVvBEZiBEZj+Kgz1rpWNTK8EWJtuuqkSXxEREZGN2JBgBcti9SyP1TOpeJNclyMi0u8ZhoEVGIwVGAzs1GW/53l4dkOHQCs75LKjC/HsWnAjOJHPcSKfr6GxAFZwOFYgFXClQq5k2DUMMzAUKzAEwwz23gcWWUe9EmBNnz6diy66iGOPPZbhw4f3RhMiIiIi0ouGpObBWharz3ElIiICyYDL8Jdj+su7nXsLwHMiOPGlOLHFuPHFOLHUK74YN7XsJlaAF8eJfoUT/WrNbfoqsAJDU4FW8t0MDMHyd9rmK+6FTyzSUa8EWEcccQTRaJQJEyawzz77MGLECCzL6nCMYRj8/ve/743mRURERORbGhqsAGB5rC7HlYiISE8ZVhhfeBy+8LjVHuO5cZz4smSglQq5kstLcGKLcONLceLLwYvj2XXYdh20zVlzu2ZhVqA1pH3ZPxgzMAjTn3xZ/mpNQi/rzfBW95jAb+GVV17h0EMPpbm5efUNGwaO42zopjc6TU1NlJaW0tjYSEmJ5pcQERGR/LAsWsdvvvwnIdPP9RNP1fQQIiIDSHK4Yh1OfDlufFky8Eq90stOIvnuOS3rdG3DKsL0V2dCLdM/CDMwCKvTenK5CsPolX43shb5mFX0yp1w7rnnUlJSwkMPPcROO+2UNx9WRERERHqmOlCKiUnUTVCfaKEioOEhIiIDRXK4YiWmvxIKJ63xWNdpwe0UdGUCr8Sq5MT0iZW48ZXgxfCcFhynZa3DFzO1+CpSvbdSgZa/EtOXrM30V7Uv+6ow/ZUYvjIMw1r7hWWj0ysB1hdffMG1117Lfvvt1xuXFxEREZFe5jMtBgVLWZ6ayF0BloiIdMe0ijDD4yE8fo3HeZ6XeoriyuQrvrI93Mqsr2rfn6gB3GRPMLsOJ/JpDysyMHzlncKtVNiVWjY67KvA9JVjWOFv/bWQ3tUrAdakSZNobGzsjUuLiIiISB8ZGixneayeZbE6tigeletyRERkI2YYBoavBNNXstawC8DzHNxEXVaglQy13EQtrl2Lm6jFszutO02A1x56rVOBwWSQ5SvD9JWnlstTy2VZy6nt/nJMK7ndsIo01L4P9EqAdcMNN3DcccdxwAEHsOOOO/ZGEyIiIiLSy4YEK4AFehKhiIj0OcOwsALVWIFqYM3DGNM8N45r12WFWjV4WQGX2ynwchM1eHY94IIXw00sh8TydQu+AAxfMszKCrWSYVcphq8UwyrBtEqTAV6nd8MqTR5nBte11QGnVwKsG2+8keLiYnb5//buPDym6/8D+PvOkplJMpkssomQkJDa1a7UWhSNWotR0k3VVtWV2qpKVVVbW2n7xQ/RoghdKGor2tJaal+DRCL7Ollmub8/IlMjiSwymUnyfj1PnmTOOffez+V2Onk799z27dGwYUPUrl270KcQRkREWOPwRERERFQO+CRCIiKqTASJA6QOPpA6+JR4G/OtjYZkiIZkmO59iYaUQtqSYXqgHaIeEA0wGRIAQ0Lpwy9z8Q55QZbUBYJMA4n5+70ArNC+vO9ypyZlPWqlYpUA68yZMxAEAbVr10ZGRgbOnz9fYAyn1xERERHZN1+FGwAgNicZoijy8xsREVU5Frc2ok6pthVFEaJJZw6z8kOv/wKuNIjGVJiMaRANqRCNaTA98F00pt/bWS5M+nhAH1+6+iWO8Hkis1TbVFZWCbAiIyOtsVsiIiIiqkB8EiEREVHRBEGAIHUCpE6QKmqVaR+iaIRoTIdoSIPJmFrw+73wy/TA9/wQTJBUn8XnrRJgEREREVHlxycREhERWZcgSCHIXAGZK6TFjq7erBpgHTx4ED/99BNu3rwJAKhTpw769u2Lzp07W/OwRERERFRO+CRCIiIisgdWCbByc3MxfPhwbN++HaIowtXVFQCQkpKCRYsWYcCAAdi4cSPkcrk1Dk9ERERE5YRPIiQiIiJ7ILHGTj/44ANs27YNb775JmJiYpCUlISkpCTExsbirbfewtatWzFnzhxrHJqIiIiIyhGfREhERET2wCoBVnh4OEaPHo1PPvkE3t7e5nYvLy8sWLAAo0aNwrp166xxaCIiIiIqR/lPIozJSYZJFG1cDREREVVXVgmwYmJi0LZt2yL727Zti9jYWGscmoiIiIjKkZdCA5kgQY5Jj0R9mq3LISIiomrKKgFWrVq1cODAgSL7Dx48iFq1yvaISSIiIiKqOFJBem8dLOBOdqKNqyEiIqLqyioB1ujRo7Fp0yaMHTsWly5dgtFohMlkwqVLl/Daa69h8+bNCAsLs8ahiYiIiKic+Sk9AABRDLCIiIjIRqzyFMJp06bh2rVrWLVqFb7++mtIJHk5mclkgiiKGD16NKZNm2aNQxMRERFROaul9MCfAKIZYBEREZGNWCXAkkqlWLNmDaZMmYKff/4ZN2/eBADUqVMHffr0QdOmTa1xWCIiIiKyAj9lDQBAdHaCjSshIiKi6soqAVa+pk2bMqwiIiIiquRqKvJuIUzUpyPLmAuV1MHGFREREVF1Y5UAKz09HSkpKfD39ze33blzB1999RVycnIwaNAgtGnTxhqHJiIiIqJy5ixTwlXmhBRDJu5kJ6Kek6+tSyIiIqJqxioB1pgxY3Djxg388ccfAIC0tDS0bdsW0dHRkEgk+OKLL7Br1y506dLFGocnIiIionLmp/RASkYmonMYYBEREVHFs8pTCH///Xf069fP/Hr9+vWIiYnB0aNHkZycjKZNm2Lu3LnWODQRERERWUH+kwi5kDsRERHZglUCrISEBPj5+Zlf79ixAx07dkS7du2gVqsxatQonD592hqHJiIiIiIr4ELuREREZEtWCbBcXV0RGxsLAMjKysLhw4fRs2dPc79MJoNOp7PGoYmIiIjICvJnYN3JToJJNNm4GiIiIqpurLIGVocOHbB8+XKEhIRg165dyM7ORv/+/c39ly9ftpihRURERET2zctBA7kgRa5oQHxuGrwVrrYuiYiIiKoRq8zAWrBgAeRyOQYNGoSvv/4aU6ZMQaNGjQAARqMRmzdvRufOna1xaCIiIiKyAokgga/CHQDXwSIiIqKKZ5UZWEFBQbh06RLOnz8PjUaDgIAAc59Op8PSpUvRrFkzaxyaiIiIiKzET+mBW9nxiM5OwOOaerYuh4iIiKoRq8zAAgC5XI5mzZpZhFcAoFar0b9/f4v2hIQE1K1bF8eOHbNWOURERET0iGrdW8g9igu5ExERUQWzWoBVGkajEZGRkcjKyrJ1KURERERUhNoqTwDArex4iKJo42qIiIioOrGLAIuIiIiI7J+fsgYkEJBuyEKKIdPW5RAREVE1wgCLiIiIiErEQSIzL+R+OyvextUQERFRdcIAi4iIiIhKzP++2wiJiIiIKgoDLCIiIiIqMfM6WJyBRURERBWIARYRERERlVhtZV6AdTuLC7kTERFRxSm3ACs5Obm8dkVEREREdqqm0iNvIXcjF3InIiKiilNuAZaPjw8GDBiALVu2ICcnp1TbOjg4oHPnznBzcyuvcoiIiIjIChwkMvgq8xZy522EREREVFHKLcAaPHgw9u7di+eeew7e3t548cUXsW/fvhJNLXdzc8P+/fvRokWL8iqHiIiIiKzk/tsIiYiIiCpCuQVYGzZsQFxcHNavX49OnTphw4YN6NmzJ/z8/PDmm2/i77//Lq9DEREREZENmRdyz46zcSVERERUXZTrIu4qlQrDhw/Hzp07ERsbi+XLlyM4OBiff/452rRpg5CQEMydOxfXr18vz8MSERERUQXyV/73JEIu5E5EREQVwWpPIXRzc8Orr76KgwcP4tatW/j444/h6OiImTNnIjg4GB06dLDWoYmIiIjIivyUHpBAggxjNhdyJyIiogphtQDrfn5+fnj77bexdu1a9O/fH6Io4s8//6yIQxMRERFROZNLZKh5byH3yKy7Nq6GiIiIqgOZtQ9w69YthIeHY+PGjTh79ixEUUSHDh2g1WqtfWgiIiIispIAlReishMQqbuLFi71bF0OERERVXFWCbASEhKwadMmhIeH49ixYxBFESEhIZgzZw60Wi0CAgKscVgiIiIiqiCBjj74Pfk8Z2ARERFRhSi3ACszMxPbtm1DeHg49u3bB71eD19fX0yePBlarRaPP/54eR2KiIiIiGwsQOUNIG8hd4PJCJlEauOKiIiIqCortwDLy8sL2dnZcHZ2xogRI6DVatGtWzdIJBWyzBYRERERVSAvBw0cpQrojDmIzklEHZWXrUsiIiKiKqzcAqwePXpAq9UiNDQUSqWyvHZLRERERHZIEAQEqrxxLuMWbujuMsAiIiIiqyq3ACsiIqK8dkVERERElUDAvQArbx2sJrYuh4iIiKow3t9HRERERGUS4Ji3DtYNXayNKyEiIqKqjgEWEREREZVJgMoLAoBEfTrSDDpbl0NERERVGAMsIiIiIioTlVQBH4UbACBSd9fG1RAREVFVxgCLiIiIiMosUOUDALiRxQCLiIiIrIcBFhERERGV2X/rYDHAIiIiIuthgEVEREREZRaoyguwbmbFwSgabVwNERERVVUMsIiIiIiozLwVbnCUKqAXDbidlWDrcoiIiKiKqvIBVkxMDN577z107doVarUagiDgwIEDRY4/evQoOnbsCEdHR/j4+GDSpEnIyMgoMC4nJwfvvvsuatasCZVKhbZt22LPnj1WPBMiIiIi+yMRBAQ5+gIAruru2LgaIiIiqqqqfIB16dIlLFiwANHR0WjSpMlDx546dQrdu3eHTqfDZ599hpdffhmrVq3CkCFDCowNCwvDZ599Bq1Wiy+++AJSqRR9+vTB77//bq1TISIiIrJL9RxrAgCuZsbYuBIiIiKqqmS2LsDaWrZsicTERLi7u2PLli2FhlH5pk2bBjc3Nxw4cAAuLi4AgICAALzyyiv49ddf0bNnTwDAX3/9he+++w4LFy7EW2+9BQAYNWoUGjdujHfeeQdHjx61/okRERER2Ykgp7wZWNd0MTCJJkiEKv9vpERERFTBqvynC7VaDXd392LHpaWlYc+ePRg5cqQ5vALygilnZ2ds2rTJ3LZlyxZIpVKMGTPG3KZUKvHSSy/h2LFjuH37dvmeBBEREZEdq6WsAYVEjixTLu7kJNm6HCIiIqqCqnyAVVL//vsvDAYDWrVqZdHu4OCA5s2b4+TJk+a2kydPon79+hZBFwC0adMGQN6tiERERETVhVSQoK6jDwDeRkhERETWwQDrnpiYvA9bvr6+Bfp8fX1x584di7FFjQNgMfZBOTk5SEtLs/giIiIiquzyF3K/xoXciYiIyAoq1RpYJpMJubm5JRqrUCggCEKJ952VlWXe7kFKpdLcnz+2qHH376sw8+fPxwcffFDiuoiIiIgqg6D7FnIXRbFUn8OIiIiIilOpZmAdOnQIKpWqRF+XLl0q1b5VKhWAvBlSD8rOzjb3548tatz9+yrM1KlTkZqaav7iellERERUFdRWeUEmSJFuzEJcbqqtyyEiIqIqplLNwAoJCcHq1atLNLawW/xKMj7/VsL7xcTEoGbNmhZjo6OjCx0HwGLsgxQKRaGzt4iIiIgqM7lEigCVN67q7uCa7g68Fa62LomIiIiqkEoVYPn4+CAsLMwq+27cuDFkMhlOnDiBoUOHmttzc3Nx6tQpi7bmzZtj//79SEtLs1jI/c8//zT3ExEREVU3QU6+uKq7g8uZd9DBraGtyyEiIqIqpFLdQmhNGo0GPXr0wPr165Genm5uX7duHTIyMjBkyBBz2+DBg2E0GrFq1SpzW05ODlavXo22bdvC39+/QmsnIiIisgf1nfwAAJczoyGKoo2rISIioqqkUs3AKqu5c+cCAM6dOwcgL5T6/fffAQDTp083j/voo4/QoUMHdO7cGWPGjEFUVBQWLVqEnj17onfv3uZxbdu2xZAhQzB16lTExcUhKCgIa9euRWRkJL799tsKPDMiIiIi+xGo8oFckCHNoENsTjJ8le62LomIiIiqCEGsBv889rCn4Dx4+r///jveffdd/PPPP1Cr1Rg6dCjmz58PtVptMS47OxszZszA+vXrkZycjKZNm+LDDz9Er169SlVbWloaNBoNUlNTLW5HJCIiIqqMlt38ERcybmOQzxPo6tHU1uUQERFRGdhjVlEtAix7Zo8XBREREVFZ7U04he13j6Gxcx2MrdPH1uUQERFRGdhjVsE1sIiIiIio3IQ41QIAXNHdgVE02rgaIiIiqioYYBERERFRuamp9ICzVIkckx6RWXG2LoeIiIiqCAZYRERERFRuJIKA+vdmYV3KiLJxNURERFRVMMAiIiIionLVwMkPAHApM9rGlRAREVFVwQCLiIiIiMpVA+e8GVg3dHeRY9TbuBoiIiKqChhgEREREVG5quHgghpyF5hgwmUdZ2ERERHRo2OARURERETl7jFnfwDA+fRbNq6EiIiIqgIGWERERERU7hqr6wAAzmXcgiiKNq6GiIiIKjsGWERERERU7oKdakIuSJGkT0dsTrKtyyEiIqJKjgEWEREREZU7B4kcwfeeRngu46aNqyEiIqLKjgEWEREREVlFI+faAIBzXAeLiIiIHhEDLCIiIiKyikb31sG6potFljHHxtUQERFRZcYAi4iIiIisooaDC7wdXGGCCRczomxdDhEREVViDLCIiIiIyGoa3fc0QiIiIqKyYoBFRERERFZjXgcr4yZMomjjaoiIiKiyktm6ACo5URRhNBphMBhsXQpRuZPL5ZBKpbYug4iIylk9R1+oJA5IN2QhMusu6jr62LokIiIiqoQYYFUCoigiJSUF8fHxMBqNti6HyGpcXV3h4+MDQRBsXQoREZUTmUSKxuo6OJ56BafSrjPAIiIiojJhgFUJxMbGIiUlBS4uLnBxcYFMJuMv+FSliKIInU6HuLg4AICvr6+NKyIiovLU1CUQx1Ov4EzaDQzwbs/PMURERFRqDLDsnNFoRGpqKjw9PVGjRg1bl0NkNSqVCgAQFxcHLy8v3k5IRFSFNHSuDbkgRYI+DXdykuCn9LB1SURERFTJcBF3O6fX6yGKIpycnGxdCpHVOTo6Asi77omIqOpQSOQIcfYHAJxOu27jaoiIiKgyYoBVSXCqPVUHvM6JiKquZi6BAIDTaTdsXAkRERFVRgywiIiIiMjqmjgHQAIB0TmJSMhNs3U5REREVMkwwCIiIiIiq3OSKRHkVBMAcIq3ERIREVEpMcAiKmeRkZEQBAFr1qwxt82ePZu3xxERUbXXTF0XAHAy7ZqNKyEiIqLKhgEW2UxoaCgcHR2Rnp5e5BitVgsHBwckJiYWu7+wsDAIggAXFxdkZWUV6L9y5QoEQYAgCPj0008fqXZ7tGPHDjz++ONQKpWoXbs2Zs2aBYPBYOuyiIiIzFpo6kKAgJtZcYjPTbV1OURERFSJMMAim9FqtcjKysK2bdsK7dfpdIiIiEDv3r3h4VGyx23LZDLodDrs3LmzQN+GDRugVCofqeaymj59eqGhWnn55Zdf8Oyzz8LV1RVLlizBs88+i7lz52LixIlWOyYREVFpucgc0cDJDwDwd+pVG1dDRERElQkDLLKZ0NBQqNVqhIeHF9ofERGBzMxMaLXaEu9ToVCge/fu2LhxY4G+8PBw9O3bt8z1PgqZTGbV8Oytt95C06ZN8euvv+KVV17Bl19+ialTp2LlypW4ePGi1Y5LRERUWi01wQAYYBEREVHpMMAim1GpVBg4cCD27duHuLi4Av3h4eFQq9UIDQ0t1X5HjBiBX375BSkpKea248eP48qVKxgxYoTF2OvXr0MQBCxevLjAfo4ePQpBECzCsOjoaLz44ovw9vaGQqFAo0aN8L///a/YmgpbA0sQBEyYMAHbt29H48aNzfvbtWtXqc73/PnzOH/+PMaMGQOZTGZuHzduHERRxJYtW0q1PyIiImtq5hIImSBBTE4S7mQXv0QAEREREcAAi2xMq9XCYDBg06ZNFu1JSUnYvXs3BgwYAJVKVap9Dhw4EIIgYOvWrea28PBwhISE4PHHH7cYW7duXTzxxBPYsGFDgf1s2LABarUa/fv3BwDcvXsX7dq1w969ezFhwgR88cUXCAoKwksvvYTPP/+8VDXm+/333zFu3DgMGzYMn3zyCbKzszFo0KASrfmV7+TJkwCAVq1aWbTXrFkTtWrVMvcTERHZA0epAg2dawMATnAWFhEREZUQA6xKShRF5BhMdvMlimKZzqNbt27w9fUtcBvh5s2bodfrS3X7YD61Wo1+/fqZ92kymfDdd99h+PDhhY4fNWoU/v77b4tb7fR6PTZt2oSBAwfC0dERAPD+++/DaDTi5MmTmDFjBsaOHYuIiAgMGzYMs2fPLtMaVxcuXMDhw4cxffp0vP7669i2bRt0Ol2ht0AWJSYmBgDg6+tboM/X1xd37twpdV1ERETWlH8b4T+pV8v8GYKIiIiqF1nxQ8ge5RpFvLn9kq3LMFv0bAMoZELxAx8glUoxbNgwLF68GJGRkQgICACQN2PK29sb3bt3L1M9I0aMwJAhQxAbG4uzZ88iNja2wO2D+YYOHYrXX38dGzZswIcffggA2L17NxISEjBy5EgAeYHhDz/8gKFDh0IURSQkJJi379WrF7777jv8888/eOKJJ0pVZ48ePVCvXj3z66ZNm8LFxQXXr18v8T7ygzOFQlGgT6lUIi0trVQ1ERERWVtjdR04CDIk6NNwMysOAY7eti6JiIiI7BxnYJHN5c+yyp8xFRUVhcOHD2PYsGGQSqVl2mefPn2gVqvx/fffY8OGDWjdujWCgoIKHevq6opnnnnGYhbYhg0b4Ofnh27dugEA4uPjkZKSglWrVsHT09Pi64UXXgCAQtfxKk7t2rULtLm5uSE5ObnE+8i/xTInJ6dAX3Z2dqlvwSQiIrI2hUSOZi51AQB/pPBhI0RERFQ8zsCqpBykAhY928DWZZg5SEs/+ypfy5YtERISgo0bN2LatGnYuHEjRFEs0+2D+RQKBQYOHIi1a9fi+vXrmD179kPHjxo1Cps3b8bRo0fRpEkT7NixA+PGjYNEkpfxmkwmAMDIkSMxevToQvfRtGnTUtdZVEBXmtsp8m8djImJgb+/v0VfTEwM2rRpU+q6iIiIrK2dawMcT72Mv1OvYpDPE5BL+LGUiIiIisZPCpWUIAhlumXPXmm1WsyYMQNnzpxBeHg4goOD0bp160fa54gRI/C///0PEokEw4YNe+jY3r17w9PTExs2bEDbtm2h0+nw/PPPm/s9PT2hVqthNBrRo0ePR6qrvDVv3hwAcOLECYuw6s6dO4iKisKYMWNsVBkREVHRgp384CZ3RrI+A6fTb6DVvXWxiIiIiArDWwjJLuTPtpo5cyZOnTr1SLOv8nXt2hUffvghli5dCh8fn4eOlclkGD58ODZt2oQ1a9agSZMmFjOqpFIpBg0ahB9++AFnz54tsH18fPwj11tWjRo1QkhICFatWgWj0WhuX7FiBQRBwODBg21WGxERUVEkgoC2rnmzyf9Itp91PYmIiMg+cQYW2YXAwEB06NABERERAFAuAZZEIsH06dNLPH7UqFH48ssvsX//fixYsKBA/8cff4z9+/ejbdu2eOWVV9CwYUMkJSXhn3/+wd69e5GUlPTINZfVwoULERoaip49e2LYsGE4e/Ysli5dipdffhmPPfaYzeoiIiJ6mHauIdgV/zcuZd5Gsj4DbnJnW5dEREREdoozsMhu5IdWbdq0KXLBdWtq2bIlGjVqBIlEUmiA5u3tjb/++gsvvPACtm7digkTJuCLL75AUlJSoYFXRerXrx+2bt2KpKQkTJw4EVu3bsW0adOwbNkym9ZFRET0MDUcXBDkWBMigL9SOAuLiIiIiiaIpVktmspdWloaNBoNUlNT4eLiUqA/OzsbN27cQGBgIJRKpQ0qrF5atGgBd3d37Nu3z9alVEu83omIqp8/Ui5iffR+eDpoMCNoOCRC1Vnjk4iIqLIqLquwBc7AIrrnxIkTOHXqFEaNGmXrUoiIiKqNFup6UErkiM9NxeXMaFuXQ0RERHaKa2CR3UtKSkJubm6R/VKpFJ6enmXe/9mzZ/H3339j0aJF8PX1xXPPPVfmfZUno9FY7OLwzs7OcHbmeiFERFR5KaRytHFtgENJZ3E46SxCnGvZuiQiIiKyQwywyO4NHDgQBw8eLLK/Tp06iIyMLPP+t2zZgjlz5qBBgwbYuHGj3dy6dvv2bQQGBj50zKxZszB79uyKKYiIiMhKOrk1wqGks/g3PZKLuRMREVGhGGCR3Vu0aBGSk5OL7FepVI+0/9mzZ9tlCOTj44M9e/Y8dEzdunUrqBoiIiLr8VW6I8jRF1d1MTiafB59vdrYuiQiIiKyMwywyO61bNnS1iXYhFKpRI8ePWxdBhERUYXo5N4YV3UxOJJ8Ab09W0IqSG1dEhEREdkRLuJORERERDbXTB0ItUyFNIMOZ9IibV0OERER2RkGWERERERkczKJFB1cHwMAHEj618bVEBERkb1hgEVEREREdqGTe2NIBQmu6WJwMyvO1uUQERGRHWGARURERER2wVXuhJYuQQCA3xJO27gaIiIisicMsIiIiIjIbnSr0QwAcDLtGpJy021cDREREdkLBlhEREREZDdqKWuggZMfTBC5FhYRERGZMcAiKqPIyEgIgoA1a9bYuhQiIqIqpZtH3iyso8nnkWXMsXE1REREZA8YYJHNhIaGwtHREenpRd8eoNVq4eDggMTExGL3FxYWBkEQ0LRpU4iiWKBfEARMmDDhkWquKDqdDsuWLUPPnj3h6+sLtVqNFi1aYMWKFTAajYVuc+3aNYwYMQJeXl5QqVQIDg7G+++/bzEm/8/owa+QkJCKOC0iIqISecy5NnwUbsg26XE46ZytyyEiIiI7ILN1AVR9abVa7Ny5E9u2bcOoUaMK9Ot0OkRERKB3797w8PAo8X7//fdfbN26FYMGDSrPcivU9evXMXHiRHTv3h1TpkyBi4sLdu/ejXHjxuGPP/7A2rVrLcafOnUKXbp0gZ+fH9588014eHjg1q1buH37doF9KxQKfPPNNxZtGo3GqudDRERUGhJBQM8aLfB/0b/ht8TT6OzRBAqJ3NZlERERkQ0xwCKbCQ0NhVqtRnh4eKEBVkREBDIzM6HVaku8T5VKBX9/f8yZMwcDBw6EIAjlWXKF8fHxwb///otGjRqZ21599VW8+OKLWL16NWbMmIGgoLynNJlMJjz//PMICQnB/v37oVKpHrpvmUyGkSNHWrV+IiKiR9VSE4yf404gQZ+GI0nnzYu7ExERUfXEWwjJZlQqFQYOHIh9+/YhLi6uQH94eDjUajVCQ0NLvE+JRILp06fjzJkz2LZtW7Hj4+Li8NJLL8Hb2xtKpRLNmjUrMLsJAFJSUhAWFgaNRgNXV1eMHj0aKSkphe7z4sWLGDx4MNzd3aFUKtGqVSvs2LGjxOcAADVq1LAIr/INGDAAAHDhwgVz26+//oqzZ89i1qxZUKlU0Ol0Rd5mmM9oNCItLa1UNREREVUkqSBBT88WAIC9iaegNxlsXBERERHZEgMssimtVguDwYBNmzZZtCclJWH37t0YMGBAsTOKHjRixAgEBwdjzpw5ha6FlS8rKwtdunTBunXroNVqsXDhQmg0GoSFheGLL74wjxNFEf3798e6deswcuRIzJ07F1FRURg9enSBfZ47dw7t2rXDhQsX8N5772HRokVwcnLCs88+W6JArTixsbEA8gKufHv37gWQd2tgq1at4OTkBEdHRwwbNgxJSUkF9qHT6eDi4gKNRgN3d3eMHz8eGRkZj1wbERFReWujaQA3uTPSDDocS7lo63KIiIjIhngLYSUliiJEk87WZZgJEscy3a7XrVs3+Pr6Ijw83GKB9c2bN0Ov15fq9sF8UqkU06dPx+jRo7F9+3bzrKUHrVq1ChcuXMD69evNxxk7diw6d+6M6dOn48UXX4RarcaOHTtw6NAhfPLJJ3j77bcBAK+99hq6du1aYJ+vv/46ateujePHj0OhUAAAxo0bh44dO+Ldd98tspaSyM3Nxeeff47AwEC0bt3a3H7lyhUAwNChQ9G7d29MnToVp0+fxvz583H79m38/vvv5r8bX19fvPPOO3j88cdhMpmwa9cuLF++HKdPn8aBAwcgk/EtgYiI7IdMIkUPjxbYHHsYexJOor1rCOQS/r+KiIioOuIngEpKNOlw96izrcsw8+6QAUHqVOrtpFIphg0bhsWLFyMyMhIBAQEA8m4f9Pb2Rvfu3ctUj1arxdy5czFnzhw8++yzhYZrP//8M3x8fDB8+HBzm1wux6RJkzB8+HAcPHgQ/fr1w88//wyZTIbXXnvNou6JEyfi8OHD5rakpCT89ttvmDNnDtLT0y2ertirVy/MmjUL0dHR8PPzK9M5TZgwAefPn8dPP/1kETTlz55q3bo11q9fDwAYNGgQHB0dMXXqVOzbtw89evQAAMyfP99in8OGDUP9+vXx/vvvY8uWLRg2bFiZaiMiIrKWDm4h2JPwD5L1Gfg9+Ry6enAtLCIiouqItxCSzeXPfgoPDwcAREVF4fDhwxg2bBikUmmZ9pk/C+vUqVPYvn17oWNu3ryJ4OBgSCSW/xk89thj5v78776+vnB2tgwMGzRoYPH66tWrEEURM2bMgKenp8XXrFmzAKDQtb5KYuHChfj666/x4Ycfok+fPhZ9+bdY3h/EAXm3UgLA0aNHH7rvN954AxKJxHwrIhERkT2RS2R42rMVAGB3/D/INubauCIiIiKyBc7AqqQEiSO8O9jPukWCxLHM27Zs2RIhISHYuHEjpk2bho0bN0IUxTLdPng/rVaLDz/80DwLy9pMJhMA4K233kKvXr0KHZP/5MDSWLNmDd59912MHTsW06dPL9Bfs2ZNAIC3t7dFu5eXFwAgOTn5oftXqVTw8PAodL0sIiIie9DOLQR7E08hPjcV+xPP4GmvVrYuiYiIiCoYA6xKShCEMt2yZ6+0Wi1mzJiBM2fOIDw8HMHBwRbrPJVF/iyssLAwREREFOivU6cOzpw5A5PJZDEL6+LFi+b+/O/79u1DRkaGxSysS5cuWeyvbt26APJuQ8y/Ze9RRURE4OWXX8bAgQOxbNmyQse0bNkSX3/9NaKjoy3a79y5AwDw9PR86DHS09ORkJBQ7DgiIiJbkQoS9PNqg9VRe7Av8RQ6uTeCs6x0D3khIiKiyo23EJJdyJ9tNXPmTJw6deqRZ1/lGzlyJIKCgvDBBx8U6OvTpw9iY2Px/fffm9sMBgOWLFkCZ2dndO7c2TzOYDBgxYoV5nFGoxFLliyx2J+Xlxe6dOmClStXIiYmpsDx4uPjS1X7oUOHMGzYMDz55JPYsGFDgVsd8/Xv3x8KhQKrV682zwIDgG+++QYA8NRTTwEAsrOzLdblyvfhhx9CFEX07t27VPURERFVpBYu9VBLWQPZJj12x/9j63KIiIiognEGFtmFwMBAdOjQwTxTqrwCLKlUivfffx8vvPBCgb4xY8Zg5cqVCAsLw99//42AgABs2bIFR44cweeffw61Wg0AeOaZZ/DEE0/gvffeQ2RkJBo2bIitW7ciNTW1wD6XLVuGjh07okmTJnjllVdQt25d3L17F8eOHUNUVBROnz5dorpv3ryJ0NBQCIKAwYMHY/PmzRb9TZs2RdOmTQEAPj4+eP/99zFz5kz07t0bzz77LE6fPo2vv/4aw4cPN89ki42NRYsWLTB8+HCEhIQAAHbv3o2ff/4ZvXv3Rv/+/Uv+B0tERFTBJIKA/t7tsOzmjziYdBYd3RvBW+Fq67KIiIiogjDAIruh1Wpx9OhRtGnTpkxrRRVl5MiRmDt3Lq5du2bRrlKpcODAAbz33ntYu3Yt0tLS0KBBA6xevRphYWHmcRKJBDt27MDkyZOxfv16CIKA0NBQLFq0CC1atLDYZ8OGDXHixAl88MEHWLNmDRITE+Hl5YUWLVpg5syZJa75xo0b5oBs/PjxBfpnzZplDrAAYPr06XBzc8OSJUswefJki1Arn6urK/r164c9e/Zg7dq1MBqNCAoKwrx58/DWW28VOcOLiIjIXjzm7I9GznVwLuMmtt09irG1+xS/EREREVUJgiiKoq2LqM7S0tKg0WiQmpoKFxeXAv3Z2dm4ceMGAgMDoVQqbVAhUcXh9U5ERMWJzUnGvKubYIIJ4+v0w2PO/rYuiYiIqMopLquwBU65ICIiIqJKw0fhhifdGwEAtsYegVE0FbMFERERVQW8hZDsXlJSEnJzc4vsl0qlleoJerGxsQ/tV6lU0Gg0FVQNERFR5fO0Zyv8lXoZMTnJOJT0L7p6NLN1SURERGRlDLDI7g0cOBAHDx4ssr9OnTqIjIysuIIeka+v70P7R48ejTVr1lRMMURERJWQk0yJUK92+C7mIH6MO44WLvXgKne2dVlERERkRQywyO4tWrQIycnJRfarVKoKrObR7dmz56H9NWvWrKBKiIiIKq8Obo/hz5SLuJF1Fz/EHsFL/r1sXRIRERFZEQMssnstW7a0dQnlqkePHrYugYiIqNKTCAKG1eyMBdc242TadZxLv4lG6jq2LouIiIishIu4ExEREVGl5Kf0QFePpgCA72MOI8eot3FFREREZC0MsIiIiIio0urj1RoecjWS9OnYfveYrcshIiIiK2GARURERESVlkIix4iaXQAAh5PP4VJGlG0LIiIiIqtggEVERERElVoD51ro5NYIALDhzgFkG3NtXBERERGVNwZYRERERFTpPevd3nwr4dbYo7Yuh4iIiMoZAywiIiIiqvQUUjm0fl0hADiacgEn067ZuiQiIiIqRwywiIiIiKhKqO/khx41WgAANt45iGR9ho0rIiIiovJS5QOsmJgYvPfee+jatSvUajUEQcCBAwcKHfvrr7/ipZdeQuPGjSGVShEQEFDkfk0mEz755BMEBgZCqVSiadOm2Lhxo3VOguxSZGQkBEHAmjVrbF0KERER3dPPqzXqqLygM+ZgbdRemESTrUsiIiKiclDlA6xLly5hwYIFiI6ORpMmTR46Njw8HOHh4dBoNKhZs+ZDx77//vt499138dRTT2HJkiWoXbs2RowYge+++648y6/SQkND4ejoiPT09CLHaLVaODg4IDExsdj9hYWFQRAENG3aFKIoFugXBAETJkx4pJorWm5uLubNm4eQkBAolUp4e3ujb9++iIqyfMLS33//jd69e8PFxQVqtRo9e/bEqVOnbFM0ERGRDUkFKcL8ekAhkeOqLgY/x52wdUlERERUDqp8gNWyZUskJibi8uXLmDJlykPHzps3D2lpaThy5AiaNWtW5Ljo6GgsWrQI48ePx6pVq/DKK69g586d6NSpE95++20YjcbyPo0qSavVIisrC9u2bSu0X6fTISIiAr1794aHh0eJ9/vvv/9i69at5VWmzej1evTt2xcfffQRevfujeXLl+Odd96Bk5MTUlNTzeP++ecfdOzYEdevX8esWbMwc+ZMXLlyBZ07d8alS5dseAZERES24anQYJjvkwCAXQl/42z6TRtXRERERI9KZusCrE2tVpd4bHGzrvJFRERAr9dj3Lhx5jZBEPDaa69hxIgROHbsGDp27FjqWqub0NBQqNVqhIeHY9SoUQX6IyIikJmZCa1WW+J9qlQq+Pv7Y86cORg4cCAEQSjPkivU4sWLcfDgQfz+++9o06ZNkeNmzJgBlUqFY8eOmYO+kSNHon79+pg2bRp++OGHiiqZiIjIbrR2rY8bWXdxKOks1kbtxbv1hqCGg4utyyIiIqIyqvIzsKzh5MmTcHJywmOPPWbRnh8ynDx50hZlVToqlQoDBw7Evn37EBcXV6A/PDwcarUaoaGhJd6nRCLB9OnTcebMmSJndt0vLi4OL730Ery9vaFUKtGsWTOsXbu2wLiUlBSEhYVBo9HA1dUVo0ePRkpKSqH7vHjxIgYPHgx3d3colUq0atUKO3bsKPE5AHlrrH3xxRcYMGAA2rRpA4PBAJ1OV+jYw4cPo0ePHhaz1Hx9fdG5c2f8+OOPyMjgArZERFQ9DfTugACVN7JMufj69i7kGPW2LomIiIjKiAFWGcTExMDb27vA7B5fX18AwJ07d4rcNicnB2lpaRZf1ZlWq4XBYMCmTZss2pOSkrB7924MGDAAKpWqVPscMWIEgoODMWfOnELXwsqXlZWFLl26YN26ddBqtVi4cCE0Gg3CwsLwxRdfmMeJooj+/ftj3bp1GDlyJObOnYuoqCiMHj26wD7PnTuHdu3a4cKFC3jvvfewaNEiODk54dlnny1RoJbv/PnzuHPnDpo2bYoxY8bAyckJTk5OaNq0Kfbv328xNicnp9A/I0dHR+Tm5uLs2bMlPi4REVFVIpNI8ZJ/T6ilKkRnJ2JtNBd1JyIiqqwqVYBlMpmQnZ1doq+HBRePKisrCwqFokC7Uqk09xdl/vz50Gg05i9/f/8y1SCKInJMerv5Kuufd7du3eDr64vw8HCL9s2bN0Ov15fq9sF8UqkU06dPx+nTp7F9+/Yix61atQoXLlzA6tWr8dlnn2HixInYt28f2rdvj+nTp5sXl9+xYwcOHTqEjz/+GMuWLcOECRPw66+/QqPRFNjn66+/jtq1a+Off/7BO++8g/Hjx+PAgQNo37493n333RKfw5UrVwDk3UZ44MABrFy5EqtXr0Z2djZ69+6NM2fOmMc2aNAAf/zxh8Xaa7m5ufjzzz8B5K3ZRkREVF25yZ3xSu3ekAlSnEmPRMTdP2xdEhEREZVBpVoD69ChQ+jatWuJxl64cAEhISFWqUOlUiEnJ6dAe3Z2trm/KFOnTrVYTD4tLa1MIVauaMCbF74p9XbWsuixl6EQ5KXeTiqVYtiwYVi8eDEiIyMREBAAIO/2QW9vb3Tv3r1M9Wi1WsydOxdz5szBs88+W+haWD///DN8fHwwfPhwc5tcLsekSZMwfPhwHDx4EP369cPPP/8MmUyG1157zaLuiRMn4vDhw+a2pKQk/Pbbb5gzZw7S09Mtnq7Yq1cvzJo1C9HR0fDz8yu2/vzb/tLT03Hy5EnzNdKtWzcEBQXhk08+wfr16wEA48aNw2uvvYaXXnoJ77zzDkwmE+bOnYuYmBgADw9UiYiIqoO6jj4Y6dcVa6L2Yl/iaXgrXNHBraGtyyIiIqJSqFQBVkhICFavXl2isfm381mDr68v9u/fD1EULYKR/MDgYYvBKxSKQmdvVWdarRaLFy9GeHg4pk2bhqioKBw+fBiTJk2CVCot0z7zZ2GNHj0a27dvx4ABAwqMuXnzJoKDgyGRWE5EzF/b7ObNm+bvvr6+cHZ2thjXoEEDi9dXr16FKIqYMWMGZsyYUWhdcXFxJQqw8kPQJ554wiLgrF27Njp27IijR4+a28aOHYvbt29j4cKF5vW7WrVqhXfeeQcfffRRgbqJiIiqo1aaYMTlpODn+BP47s5heMhd0MC5lq3LIiIiohKqVAGWj48PwsLCbF0Gmjdvjm+++QYXLlxAw4b//etd/i1bzZs3t3oNDoIMix572erHKSkHoeyXUsuWLRESEoKNGzdi2rRp2LhxI0RRLNPtg/fTarX48MMPzbOwrM1kyltT46233kKvXr0KHRMUFFSifeWHoN7e3gX6vLy8Cjwo4KOPPsJbb72Fc+fOQaPRoEmTJpg2bRoAoH79+iU+ByIioqrsac9WuJubgr9Tr+Lr27vxekAo/FWeti6LiIiISqBSBVj2on///njjjTewfPlyLF26FEDemlRfffUV/Pz80KFDB6vXIAhCmW7Zs1darRYzZszAmTNnEB4ejuDgYLRu3fqR9pk/CyssLAwREREF+uvUqYMzZ87AZDJZzMK6ePGiuT//+759+5CRkWExm+nSpUsW+6tbty6AvNsQe/To8Ui1N2nSBHK5vND1q+7cuQNPz4Iftt3c3NCxY0fz671796JWrVpWu5WWiIioshEEASNrdkWKPhPXdDFYdvNHTA58Fj4KN1uXRkRERMWoVIu4l9XcuXMxd+5c/PDDDwCAdevWmdvud+bMGXP71atXkZqaan69c+dO87hatWph8uTJWLZsGV599VV88803eOaZZ3D48GF88sknZb7trTrLn201c+ZMnDp16pFnX+UbOXIkgoKC8MEHHxTo69OnD2JjY/H999+b2wwGA5YsWQJnZ2d07tzZPM5gMGDFihXmcUajEUuWLLHYn5eXF7p06YKVK1eabye9X3x8fInrVqvV6NOnD44ePWoO1IC8td2OHj2Kp5566qHbf//99zh+/DgmT55c4BZJIiKi6kwukWFs7afhr6yBDGM2lkbuRFJuevEbEhERkU0JojUf12cnClvAO9/9p79mzRq88MILhY4bPXo01qxZY35tMpmwYMECc1gRHByMqVOnljp4SUtLg0ajQWpqKlxcXAr0Z2dn48aNGwgMDDQ/5bCqeuKJJ8xrO125cqXEt9vlCwsLw5YtW8wLoOe7/+91/Pjx5llzWVlZaNmyJa5du4aJEyciICAAW7ZswcGDB/H555/j9ddfB5D3d/3kk0/i2LFjGDt2LBo2bIitW7ciISEBZ86cwerVq823tp4/fx4dO3aERCLBK6+8grp16+Lu3bs4duwYoqKicPr06RKfz/nz59G2bVuo1WpMmjQJAPDll1/CYDDg5MmT5rW0Dh06hDlz5qBnz57w8PDAH3/8gdWrV+Opp57Czp07IZNVnomW1el6JyIi28owZOHzyAjE5iTD00GDNwKehYvc0dZlERER2YXisgpbqBZTM0RRLPLrfmFhYUWOuz+8AgCJRIKpU6ciMjISOTk5OHv2bLnNGqqu8v/82rRpU+rw6mFGjhyJevXqFWhXqVQ4cOAAtFot1q5dizfffBNJSUlYvXq1ObwC8v6ud+zYAa1Wi/Xr1+P999+Hn5+fecH0+zVs2BAnTpxA3759sWbNGowfPx5fffUVJBIJZs6cWaq6GzZsiIMHD6JRo0aYO3cu5s2bhzZt2uDIkSMWC8H7+flBKpVi4cKFGD9+PH7//XfMnTsXERERlSq8IiIiqkjOMhUm1OkHD7ka8bmpWHJzB9IMOluXRUREREWoFjOw7BlnYBH9h9c7ERFVtPjcVCy+sR1pBh28HDSYGBAKNzmf4EtERNUbZ2AREREREdmR/NsH3eTOiMtNxec3tiMxN83WZREREdEDeH8R2b2kpCTk5uYW2S+VSgt9Kp+9io2NfWi/SqWCRqOpoGqIiIjIU5EXYn15cwcSctPweWQEJtZ5Bl4KV1uXRkRERPcwwCK7N3DgQBw8eLDI/jp16iAyMrLiCnpEvr6+D+1/8IEBREREZH3uDmpMDngWSyJ34G5uChbf2I6xdfqgjsrL1qURERERGGBRJbBo0SIkJycX2a9SqSqwmke3Z8+eh/bXrFmzgiohIiKi+7nKnTA5sD+W3fwJUdkJ+OJGBF7wfwpN1AG2Lo2IiKjaY4BFdq9ly5a2LqFc9ejRw9YlEBERURHUMkdMDuiPb6N+xYWM21h1axeG+nZEJ/fGti6NiIioWuMi7kRERERE91FKHTC29tPo4PoYRIj4PuYwtsUehUk02bo0IiKiaosBFhERERHRA6SCFMNrdkY/rzYAgH2Jp7H85s/INGTbuDIiIqLqiQEWEREREVEhBEFAb8+WeKHWU3AQZLiYeRsLr/+A6OxEW5dGRERU7TDAIiIiIiJ6iJaaIEypOwAecjUS9GlYdH0rTqResXVZRERE1QoDLCIiIiKiYtRS1sA7dQcjxMkfuaIBa6L2IvzOAeSa9LYujYiIqFpggEVEREREVAJOMiXG1emDXjUehwDgaPIFfMJbComIiCoEAywiIiIiohKSCBI8490WE+o8AxeZI2JzkvHp9R9wMPEsTKJo6/KIiIiqLAZYRJXQ7NmzIQiCRVtAQADCwsJsUxAREVE108C5FqbWG4pGzrWhF43YHHsYy27uRFJuuq1LIyIiqpIYYJHNhIaGwtHREenpRX/Q02q1cHBwQGJi8VPzu3TpgsaNGxfal5CQAEEQMHv27LKWW61lZGRg1qxZ6N27N9zd3SEIAtasWVPk+E2bNqFdu3ZwdXWFh4cHOnfujJ9++qniCiYiIqoAapkKr9bug8E+T0AuyHApMxrzrn2Po8nnIXI2FhERUbligEU2o9VqkZWVhW3bthXar9PpEBERgd69e8PDw6OCq6t8Ll26hK+//toq+05ISMCcOXNw4cIFNGvW7KFjlyxZgueeew41atTAxx9/jBkzZiA1NRX9+vXD1q1brVIfERGRrUgEAV08mmJqvSGoq/JBtkmP8DsHsezmj4jPSbV1eURERFUGAyyymdDQUKjVaoSHhxfaHxERgczMTGi12gqurHJSKBSQy+VW2bevry9iYmJw8+ZNLFy48KFjlyxZgtatW2Pnzp0YO3YsJk+ejEOHDsHZ2Rlr1661Sn1ERES25qVwxeTA/hjg3QFyQYqLmVH46Nr3+DnuOPQmg63LIyIiqvQYYJHNqFQqDBw4EPv27UNcXFyB/vDwcKjVaoSGhlrl+PnrSF29ehVhYWFwdXWFRqPBCy+8AJ1OZzFWEARMmDABmzdvRsOGDaFSqdC+fXv8+++/AICVK1ciKCgISqUSXbp0QWRkpHnbWbNmQS6XIz4+vkANY8aMgaurK7Kzs81tv/zyCzp16gQnJyeo1Wr07dsX586dK/Z8HlwDa82aNRAEAUeOHMGUKVPg6ekJJycnDBgwoNBaHkahUMDHx6dEY9PS0uDl5WWxRpeLiwucnZ2hUqlKdVwiIqLKRCJI0L1GM0yr9xxCnPxhEI34Of4E5l3bhAsZt21dHhERUaXGAKuSEkURpuxMu/kq6zoPWq0WBoMBmzZtsmhPSkrC7t27MWDAAKuHHkOHDkV6ejrmz5+PoUOHYs2aNfjggw8KjDt8+DDefPNNjB49GrNnz8aFCxfQr18/LFu2DF9++SXGjRuHt99+G8eOHcOLL75o3u7555+HwWDA999/b7G/3NxcbNmyBYMGDYJSqQQArFu3Dn379oWzszMWLFiAGTNm4Pz58+jYsaNFKFYaEydOxOnTpzFr1iy89tpr2LlzJyZMmFCmfZVEly5dsGvXLixZsgSRkZG4ePEixo8fj9TUVLz++utWOy4REZG98FRoML5OX7xY6ym4yBwRn5uKZTd/xP9u7+Ei70RERGUks3UBVDZijg53tc62LsPMe0MGBKVTqbfr1q0bfH19ER4ebhGqbN68GXq9vkJuH2zRogW+/fZb8+vExER8++23WLBggcW4S5cu4eLFiwgICAAAuLm54dVXX8XcuXNx+fJlqNVqAIDRaMT8+fMRGRmJgIAABAUFoX379li/fr3FOf70009ITk7G888/DyBvofRJkybh5ZdfxqpVq8zjRo8ejQYNGmDevHkW7SXl4eGBX3/91TwjymQy4csvv0Rqaio0Gk2p91ecL7/8EgkJCZg0aRImTZoEAKhRowb27duH9u3bl/vxiIiI7JEgCHhcE4THnGvjp7i/cDDpLP5Ju4oz6TfQ1aMpetZoAZVUYesyiYiIKg3OwCKbkkqlGDZsGI4dO2Yxwyg8PBze3t7o3r271WsYO3asxetOnTohMTERaWlpFu3du3c3h1cA0LZtWwDAoEGDzOHV/e3Xr183t40aNQp//vknrl27Zm7bsGED/P390blzZwDAnj17kJKSguHDhyMhIcH8JZVK0bZtW+zfv79M5zdmzBiL2/k6deoEo9GImzdvlml/xXF0dESDBg0wevRobN68Gf/73//g6+uLgQMH4urVq1Y5JhERkb1SSR0w2Lcj3qk7CMGONWEQjdiTcBIfXAnHwcSzMIpGW5dIRERUKXAGViUlKBzhvSHD1mWYCQrHMm+r1WqxePFihIeHY9q0aYiKisLhw4cxadIkSKXScqwSFkFOvtq1a1u8dnNzAwAkJyfDxcWlyHH5s5f8/f0LbU9OTja3Pffcc5g8eTI2bNiAmTNnIjU1FT/++CPeeOMNc01XrlwBkDcrrTD311IaDzs/axgyZAhkMhl27txpbuvfvz+Cg4Px/vvvF7iVkoiIqDrwV3liUkAozmbcxPbYY7ibm4LNsYdxMOkM+nm1RXOXupAU8jmFiIiI8jDAqqQEQSjTLXv2qGXLlggJCcHGjRsxbdo0bNy4EaIolvr2QaVSiaysrEL78hdlz19r6n5FhWQPrutV1LiSbO/m5oZ+/fqZA6wtW7YgJycHI0eONI8xmUwA8tbBKmzBdJmsbP+5lvT8ysP169exa9euArc6uru7o2PHjjhy5Ei5H5OIiKiyEAQBTdQBaOhcG0eTz+OnuOOIy03F/6J+RU2FO/p4tUZTdSCDLCIiokIwwCK7oNVqMWPGDJw5cwbh4eEIDg5G69atS7WPOnXq4LfffkNWVlaBhd8vXbpkHmMro0aNQv/+/XH8+HFs2LABLVq0QKNGjcz99erVAwB4eXmhR48etirzkdy9exdA3jpgD9Lr9TAY+BhxIiIiqSBBJ/fGaKWpj98ST2N/4hncyUnCN7d3o5ayBvp4tkITdUChM8eJiIiqK66BRXYhf7bVzJkzcerUqTIt3t6nTx/o9XqsXLnSot1kMmHFihVwcHCokDW1ivL000+jRo0aWLBgAQ4ePGgx+woAevXqBRcXF8ybNw96vb7A9vHx8RVVapkFBQVBIpHg+++/t5jhlX9baIsWLWxYHRERkX1RSR3Q16s15tQfid41WkIpkSMqOwGrbu/CgutbcCL1CoyiydZlEhER2QXOwCK7EBgYiA4dOiAiIgIAyhRgPfPMM+jZsyfeeOMN/PXXX+jQoQN0Oh127NiBI0eOYO7cufD09Czv0ktMLpdj2LBhWLp0KaRSKYYPH27R7+LighUrVuD555/H448/jmHDhsHT0xO3bt3CTz/9hCeeeAJLly61UfXA0qVLkZKSgjt37gAAdu7ciaioKADAxIkTodFo4OnpiRdffBHffPMNunfvjoEDByI9PR3Lly9HVlYWpk6darP6iYiI7JWjVIF+3m3QxaMpfks8hQNJ/yIqOwFrovZip/xPdPNojvZuDeAgkdu6VCIiIpthgEV2Q6vV4ujRo2jTpg2CgoJKvb1EIsGOHTvw8ccf47vvvsPWrVshk8nQpEkTrF+/vkyhWHkbNWoUli5diu7du8PX17dA/4gRI1CzZk18/PHHWLhwIXJycuDn54dOnTrhhRdesEHF//n0008tnly4detWbN26FQAwcuRI8+L1K1asQLNmzfDtt9+aA6vWrVvj//7v//Dkk09WfOFERESVhLNMiVDvdujm0RyHk87iYNK/SNSnY3PsYfwSfxxPujdGR/dGcJGV/eE5RERElZUgWmMlZyqxtLQ0aDQapKamFvqUuezsbNy4cQOBgYGFLkBOlcvp06fRvHlz/N///R+ef/55W5djd3i9ExER/SfXpMcfKZewL+EUEvXpAACZIEELlyB0dm+MAEdvG1dIRERVVXFZhS1wBhZRBfr666/h7OyMgQMH2roUIiIisnMOEjmedG+MJ9wa4mTaNRxI/BeRWXdxPPUyjqdeRh2VF550b4zHXepBLuHHeiIiqtr4fzqye0lJScjNzS2yXyqV2nRtq5LYuXMnzp8/j1WrVmHChAlwcnKydUkAgIyMDGRkZDx0jKenJ6RSaQVVRERERA+SChK00gSjlSYYN7PicCjpLP5OvYqbWXFYF/0btsUeRXu3x9DONQTeCldbl0tERGQVvIXQxngLYfG6dOmCgwcPFtlfp04dREZGVlxBZRAQEIC7d++iV69eWLduHdRqta1LAgDMnj0bH3zwwUPH3LhxAwEBARVSD693IiKikkk3ZOFY8gUcTj6HZP1//xhVz9EX7V1D0EJTDwou+k5ERGXEWwiJymDRokVITk4usl+lUlVgNWVjrwHbqFGj0LFjx4eO8fHxqaBqiIiIqKTUMhV6ej6O7jWa42z6TRxNvoDzGbdwTReDa7oYbIn9HY9rgtDeNQQBKm8IgmDrkomIiB4JAyyyey1btrR1CVVW3bp1UbduXVuXQURERGUkFSRo5hKIZi6BSNFn4M+Uy/gj5SLic1NxNPkCjiZfgKeD5t4tiEHwVrjZumQiIqIyYYBFRERERFQFuMqd0cvzcfSs0QJXdTE4lnwBJ9OuIz43Fb/En8Av8Sfgr/REK00wWmrqwVXubOuSiYiISowBFhERERFRFSIIAoKdaiLYqSaeMz6JM+k3cCL1Ci5k3Mbt7Hjczo7H9rtHEeRYE600wWjmEghnmf0vyUBERNUbAywiIiIioipKIZWjtWt9tHatj3RDFk6lXcOJ1Cu4povFFd0dXNHdwXcxhxDs5Itm6rpo6hIIN87MIiIiO8QAi4iIiIioGlDLVOjk3hid3BsjKTcdf6dexd9pVxGVnYDLmXdwOfMONsf+jjoqLzS/F2Z5K1xtXTYREREABlhERERERNWOu4MaT3m2wFOeLZCQm4bTaTdwOv06buhicTMrDjez4hAR9wd8FW5orA5AY+c6CHD0hlSQ2Lp0IiKqphhgERERERFVYzUcXNC9RjN0r9EMaXodzqTfwKm0G7icGY2YnGTE5CRjT8JJOEoVeMzJH43UddDQ2Z/rZhERUYVigEVERERERAAAF7kjOro3Qkf3RtAZc3Au/SbOZdzC+Yxb0Blz8Hda3m2HAoA6Km80cq6Nxuo6qKWsAUEQbF0+ERFVYZwDTDYTGhoKR0dHpKenFzlGq9XCwcEBiYmJFViZbX377bd47LHHoFQqERwcjCVLlti6JCIiIqqGHKUKtHatj7BaPfBxgzBMCRyAnjUeRy1lDYgAIrPu4qf441hwfQumXVqL1VF7cCz5ApJyi/5sR0REVFacgUU2o9VqsXPnTmzbtg2jRo0q0K/T6RAREYHevXvDw8PDBhVWvJUrV2Ls2LEYNGgQpkyZgsOHD2PSpEnQ6XR49913bV0eERERVVMSQYK6jj6o6+iDUO+2SNFn4HzGLZxNv4WLmbeRbszKWxQ+9SoAwNNBgxCnWmjgXAv1nfzgKFXY+AyIiKiyE0RRFG1dRHWWlpYGjUaD1NRUuLi4FOjPzs7GjRs3EBgYCKVSaYMKrScrKwve3t7o0KEDdu3aVaB/48aNGDFiBL777js899xzNqiwYmVlZcHf3x/t2rXDjz/+aG4fOXIktm/fjtu3b8PNzc2GFVpfVb7eiYiIqiqDyYjIrLu4mBmFSxlRuJkVBxP++xVDAOCv9EQD51oIcvRFXUdfqKQOtiuYiIiKVVxWYQu8hZBsRqVSYeDAgdi3bx/i4uIK9IeHh0OtViM0NLRE+zt8+DCGDBmC2rVrQ6FQwN/fH2+88QaysrLMY+Li4uDp6YkuXbrg/uz26tWrcHJysgjK4uLi8NJLL8Hb2xtKpRLNmjXD2rVrLY4ZGRkJQRDw6aefYtWqVahXrx4UCgVat26N48ePl+rPY//+/UhMTMS4ceMs2sePH4/MzEz89NNPpdofERERUUWQSaQIcqqJfl5t8GbdgVgQ8gLG+PdGF/cm8FG4QQRwKzseexJOYsWtn/HOxf9hwbUt+CH2CE6n3UCGIavYYxAREfEWQrIprVaLtWvXYtOmTZgwYYK5PSkpCbt378bw4cOhUpXsCTebN2+GTqfDa6+9Bg8PD/z1119YsmQJoqKisHnzZgCAl5cXVqxYgSFDhmDJkiWYNGkSTCYTwsLCoFarsXz5cgB5s6G6dOmCq1evYsKECQgMDMTmzZsRFhaGlJQUvP766xbHDg8PR3p6Ol599VUIgoBPPvkEAwcOxPXr1yGXy0tU/8mTJwEArVq1smhv2bIlJBIJTp48iZEjR5ZoX0RERES2opIq0NQlEE1dAgEAKfpMXMqMwpXMO7iqu4OE3DTczo7H7ex47E88AwDwVbghyLEm6jn5IsixJlzlTrY8BSIiskMMsCopURSRYzTaugwzhVRapifPdOvWDb6+vggPD7cIsDZv3gy9Xg+tVlvifS1YsMAi7BozZgyCgoIwbdo03Lp1C7Vr1wYADB48GMOHD8fUqVPx9NNPIyIiAkeOHMH27dvNa22tWrUKFy5cwPr16801jB07Fp07d8b06dPx4osvQq1Wm49169YtXLlyxXyLX4MGDdC/f3/s3r0b/fr1K1H9MTExkEql8PLysmh3cHCAh4cH7ty5U+I/CyIiIiJ74Sp3QlvXBmjr2gAAkKLPwFVdDK5lxuCq7g5icpLNX4eTzwEAPORqBDr6IEDljUBHb9RSekAqSG15GkREZGMMsCqpHKMRYdu327oMszXPPgulrPSXk1QqxbBhw7B48WJERkYiICAAQN6MJm9vb3Tv3r3E+7o/vMrMzERWVhY6dOgAURRx8uRJc4AFAEuXLsWBAwcwePBgXL58Gc8//zz69+9v7v/555/h4+OD4cOHm9vkcjkmTZqE4cOH4+DBgxbB1HPPPWexPlWnTp0AANevXy9x/VlZWXBwKHw9CKVSaXErJBEREVFl5Sp3RitNMFppggEAGYYsXNPF4qruDq5mxiAqOwGJ+nQkpqbjROoVAIBckKK2yhOBKh8EOHojUOUNDWdpERFVKwywyOa0Wi0WL16M8PBwTJs2DVFRUean70mlJf+Xtlu3bmHmzJnYsWMHkpOTLfpSU1MtXru7u+PLL7/EkCFD4O3tjS+//NKi/+bNmwgODoZEYrlM3GOPPWbuv9/94RgAc5j1YB0Po1KpkJubW2hfdnZ2iW+lJCIiIqpMnGUqNHMJRLN7txxmGXNxMysON3SxuJF1F5FZd6Ez5uCaLhbXdLFAYt527nI1AlTeqKPyQm2VJ/yVNaDk4vBERFUWA6xKSiGVYs2zz9q6DDNFKYKmB7Vs2RIhISHYuHEjpk2bho0bN0IUxVLdPmg0GvHUU08hKSkJ7777LkJCQuDk5ITo6GiEhYXBZDIV2Gb37t0A8kKmqKgouLq6lvkcigraSvOQT19fXxiNRsTFxVncRpibm4vExETUrFmzzPURERERVRYqqQNCnGshxLkWAMAkiojPTcEN3V3cyLqLG7pYxOQkIUmfjiR9Ov5Juwog72mHXg6uqK3yQm1VDdRWeqGWqgYUkpKtR0pERPaNAVYlJQhCmW7Zs1darRYzZszAmTNnEB4ejuDgYLRu3brE2//777+4fPky1q5di1GjRpnb9+zZU+j4Xbt24ZtvvsE777yDDRs2YPTo0fjzzz8hu/dnWqdOHZw5cwYmk8liFtbFixfN/eWtefPmAIATJ06gT58+5vYTJ07AZDKZ+4mIiIiqE4kgwFvhBm+FG9q5hQAAsvNnaWXdxe2seNzKjkeyPgN3c1NwNzcFx1MvAwAECPBRuMJf6Xkv2PKEn9KDoRYRUSVUdRIQqtTyA6yZM2fi1KlTmD17dqm2z58Bdf+MJ1EU8cUXXxQYm5KSgpdffhlt2rTBvHnz0LVrVzz99NOYN28eZs6cCQDo06cPfv31V3z//ffmdbAMBgOWLFkCZ2dndO7cuYxnWrRu3brB3d0dK1assAiwVqxYAUdHR/Tt27fcj0lERERUGSmlDmjgXAsN7s3SAoA0gy4vzLoXaN3KikeqIdO8QPxf5lALqOGgQS2lB/yUNeCn9ICfwgNucucyPZSIiIgqBgMssguBgYHo0KEDIiIiAKBUtw8CQEhICOrVq4e33noL0dHRcHFxwQ8//FDoGlSvv/46EhMTsXfvXkilUvTu3Rsvv/wy5s6di/79+6NZs2YYM2YMVq5cibCwMPz9998ICAjAli1bcOTIEXz++ecWTyAsLyqVCh9++CHGjx+PIUOGoFevXjh8+DDWr1+Pjz76CO7u7uV+TCIiIqKqwkXmiEbqOmik/m+mfKo+0xxm3cqKx+3seKQZdIjPTUV8bipOpv33wB1HqQJ+Co+8QEtZA7WUHvBRuEEu4a9MRET2gO/GZDe0Wi2OHj2KNm3aICgoqFTbyuVy7Ny5E5MmTcL8+fOhVCoxYMAATJgwAc2aNTOP27FjB/7v//4PixYtQkhIiLn9s88+w549ezB69GgcP34cKpUKBw4cwHvvvYe1a9ciLS0NDRo0wOrVqxEWFlZep1zAuHHjIJfLsWjRIuzYsQP+/v5YvHgxXn/9dasdk4iIiKiq0sid0ETuhCbqAHNbukGHqOxERJu/EhCbkwKdMQdXdHdwRXfHPFYCAd4KV9RUeMBX6Q5fhRt8FG6o4aCBVJAUckQiIrIWQSzNKtNU7tLS0qDRaJCamgoXF5cC/dnZ2bhx4wYCAwOhVCptUCFRxeH1TkRERLagNxlxNycZUdkJeaFWTgKishOhM+YUOl4mSOHt4AofpRt8FfnBljtqOLgw2CKiKqG4rMIWOAOLiIiIiIiqNblEilqqGqilqmFuE0URKYZMRGcnIiYnCTHZSYjJScbdnGTkigZE5yQiOifRYj8PBlteDq7wVrjC00EDB96KSET0SPguSnYvKSkJubm5RfZLpVJ4enpWYEWlk5ubi6SkpIeO0Wg0UKlUFVQRERERERVHEAS4yZ3hJndG4/vW1TKJIpL06YjJSUJsdnJeuJWThNicFOiLCLYAwE3uDG8HV3gpXC2+u8qdIeHi8URExWKARXZv4MCBOHjwYJH9derUQWRkZMUVVEpHjx5F165dHzrG2mtrEREREVH5kAgCaji4oIaDi8XaWvcHWzHZSYjNSUZcbgru5qQgy5SLZH0GkvUZuJgZZbE/uSCDl4MGXgqNxYytGg4aOEuVfDIiEdE9DLDI7i1atKjQpwnms/eZS82aNcOePXseOqZRo0YVVA0RERERWUNRwZYoisgwZiMuJwV3c1MQl5NiDrYS9GkPnbWllMhRw0GTt1+5C2o4aOB57xhucmdIuN4WEVUjDLDI7rVs2dLWJTwSNzc39OjRw9ZlEBEREZENCIIAtUwFtUyFek6+Fn1G0YSk3HTcvRdoxd0LuOJzU5FiyES2SY+o7AREZScU2K9UkMBdrr4XaGnuBVz/fTlI5BV1ikREFYIBFhERERERkQ1IBQk8FRp4KjQW62wBgN5kQKI+HfG5qUjITbv3lfdzoj4NBtGE+NxUxOemArhdYN/OUiXc5Wq4O6jzvsvVcJc7w8PBBe5yZ6ikigo6SyKi8sEAi4iIiIiIyM7IJTL4KNzgo3Ar0GcSTUjRZyJBnxdqxT8QcGWZcpFhzEaGMRu3suML3b9K4mAOtzzkarjJ1fC499pN7sz1t4jI7jDAIiIiIiIiqkQkgiQvfHJQo76TX4F+nTEHSfp0JOWmI0mfjkTzzxlI0qcj05iNLFMuorMTEZ1dcO0tAJAJUrjKnOAqd4abPO+7q8wJbnLnvJ/lTnCWqvgERSKqMAywiIiIiIiIqhBHqQKOUgVqKWsU2p9j1OcFXPe+Es3hVhqS9BlIM+hgEI15M7z0aUUeRyZIoLkXcrnKneAmu/dd7gyNzAkauRNcZCpIBam1TpWIqhEGWERERERERNWIQiqHr9Qdvkr3QvsNJiNSDZlI0Wci2ZCBFH1G3s/6DKQY8r6nG3QwiCYk3pvh9TDOUiU0Mie4yB3hInOERuYIF5kTNDLHeyFXXptcwl9PiahofIcgIiIiIiIiM5lECg8HF3g4uBQ5xigakarXIcWQiRR9Rl64pc9EiiEDyfq8tjRDFkwwmdfjis4p/HbFfCqJg0WgpZHl/ewid4RaqoKzTAUXmQpOUiUkgqS8T5uI7BwDLCIiIiIiIioVqSA1r8NVFJMoItOYjTSDDqmGTKTpdUjN/9mgu/c672e9aESWKRdZObmIzUl+6LEFAE5SJdQyFdSyvHBLLfsv4HK+91otc4RapoJCIi/nsyciW2CARUREREREROVOIgj3giQV/OBR5DhRFJFlykWqPvNe2KVDmiEz77teh3SjDmmGLGQYspBpzIYImGd1xRQTdgGAgyAzB1xqmQpqad4sLieZEs5SpflnJ2nea0epgjO8iOwQAyyymdDQUOzduxd3796FWl34v9xotVps3rwZMTEx8PAo+n96RERERERUOQmCYF543heFr8uVzyiakGnMRroh696XLu+7MS/gyv85v08vGpErGkq0Vpe5HgAqqQLOUiWcpSo4yhRwlqoswq4Hf2boRWR9DLDIZrRaLXbu3Ilt27Zh1KhRBfp1Oh0iIiLQu3dvhldERERERASpIMlbF0vmWOxYURSRY9KbA60MQxbSDFnINGYhw5iNTEM2Mu/N5Mq89zrLlAsRgM6YA50xB3FILXFtKokDHKUKqO6FcY5SBRwl9/1870slVcDpXujlKFVAKXGARBAe4U+FqHpggEU2ExoaCrVajfDw8EIDrIiICGRmZkKr1dqgOiIiIiIiqswEQYBS6gCl1AGeDpoSbWMUjcg05liGW4b7Qi5jNjIM//2cacyGzpgDAHlreJlygRLO9DLXCUB5L/xyvC/YMgdeEgeopA5QShyguvdaKXUwf2cARtUFAyyyGZVKhYEDB2LDhg2Ii4uDl5eXRX94eDjUajVCQ0NLtL8rV67gvffew5EjR5CSkoIaNWqgY8eOWLlyJTSavP9hGQwGzJ8/H2vWrEFUVBR8fX0xYsQIzJo1CwqFwryvgIAANG7cGG+99RbeeustnDt3DkFBQViyZAm6dOmCrVu3YtasWbhy5QoaNWqEb775Bi1atDBvf+bMGXz22Wc4dOgQ7ty5A1dXV/Tp0wcLFy7kbDIiIiIiIjslFaQlnuGVzyiazDO2su59zwu2cpFlyjH36e6FXeYvUw5yTQaI+C/8Kultjg9SSuT3Ai4HqCQKi4Dr/u+FBWH520l5CyTZOQZYZFNarRZr167Fpk2bMGHCBHN7UlISdu/ejeHDh0OlUhW7n9zcXPTq1Qs5OTmYOHEifHx8EB0djR9//BEpKSnmAOvll1/G2rVrMXjwYLz55pv4888/MX/+fFy4cAHbtm2z2OfVq1cxYsQIvPrqqxg5ciQ+/fRTPPPMM/jqq68wbdo0jBs3DgAwf/58DB06FJcuXYJEkvemv2fPHly/fh0vvPACfHx8cO7cOaxatQrnzp3DH3/8AYH/QkJEREREVCVIBYl5sfrSMpiM0N0XcmUZc5D5QBimM+Ug25gXcGUZc5FtyjW/NohGAEC2SY9skx4phswyn4dckEIhkUNxLwxTSPN/lkMhcYBSIofD/a/v9eePUUoc/nstlUMqSMtcC1FhBFEURVsXUZ2lpaVBo9EgNTUVLi4uBfqzs7Nx48YNBAYGQqlUmttFUYRo0FVkqQ8lyBzLFMoYjUb4+/sjICAAR48eNbevXLkSY8eOxe7du9GzZ89i93Pq1Cm0aNECmzdvxuDBgwsdc/r0aTRv3hwvv/wyvv76a3P722+/jU8//RS//fYbunbtCiBvBtbNmzdx9OhRtG/fHgDw66+/olevXlCpVLh48SJq164NAFi1ahVeffVV7N+/H126dAEAZGVlFQjevvvuOwwfPhyHDh1Cp06dSv6HVI0Udb0TEREREVFBepMR2aYcZN0LtLLvBVz3v84LvnLM7Q/254oGq9QmuxeIKe8LxRzuhVsKiRwOgizvu0QGB4kcinvfHSSy+/ryXuePd5DIIRMknBBQAYrLKmyBM7AqKdGgw91vnG1dhpn3yxkQ5E6l3k4qlWLYsGFYvHgxIiMjERAQACDv9kFvb2907969RPvJn2G1e/du9OnTB46OBaf8/vzzzwCAKVOmWLS/+eab+PTTT/HTTz+ZAywAaNiwoTm8AoC2bdsCALp162YOr+5vv379ujnAuj+8ys7ORkZGBtq1awcA+OeffxhgERERERHRI5NLpJBLHKEuxS2PDzKKRmQb9cgx6ZFtyr33/b7X5r7/2nLzXxv/2yZ/TP6sMINohMFoRKYxu7xOFwAggWAOvRwkMigEucXrB9vMwZggM7fJJVI4CDLI74VlcokMckF677uMIZmdYoBFNqfVarF48WKEh4dj2rRpiIqKwuHDhzFp0iRIpSWbdhoYGIgpU6bgs88+w4YNG9CpUyeEhoZi5MiR5nDr5s2bkEgkCAoKstjWx8cHrq6uuHnzpkX7/SEV8F9I5u/vX2h7cnKyuS0pKQkffPABvvvuO8TFxVmMT00t+ZNMiIiIiIiIrEkqSOEkk8IJ5XMHxP2BWH7glR9+5Zj0yDbqkWvSI0fUI9dkQI4p73uuSY8ckwF6Me97rum+ftEAo2gCAJggmm+ZtBYBgPyBYMsceEmk9/XJLMKw+0Mwh3uvHczjLPclk0jzXt/7mWuQFY8BViUlyBzh/XKGrcswEx4h8W/ZsiVCQkKwceNGTJs2DRs3boQoiqV++uCiRYsQFhaGiIgI/Prrr5g0aRLmz5+PP/74A7Vq1fqv1hIm6UWFZ0W133837tChQ3H06FG8/fbbaN68OZydnWEymdC7d2+YTKZSnBUREREREVHlUd6BWD6jaLwXaN0Xbon/hV8WfaJlMGY51gC9aIDeZIBeNEJvMiBXNEBvMkJE3u90IoBc0YBco3VuryyMBMK9UCsv6MoPuGT3QrKCP+eFYQqJHP2921VYnbZU5QOsmJgYfPHFF/jzzz9x4sQJZGRkWKxVlE+n02H16tWIiIjAv//+i4yMDAQFBWHMmDEYM2ZMgdDCZDLh008/xYoVKxATE4P69etj6tSpGD58eIWclyAIZbplz15ptVrMmDEDZ86cQXh4OIKDg9G6detS76dJkyZo0qQJpk+fjqNHj+KJJ57AV199hblz56JOnTowmUy4cuUKHnvsMfM2d+/eRUpKCurUqVMu55KcnIx9+/bhgw8+wMyZM83tV65cKZf9ExERERERVTdSQQqVVAqVVFH84DIQRRFG0XQvzHow3CoYdunFe2GYORAzFhj7YPv9/QbRaJ5VBuTNLMs1GZCL0oVmKokDA6yq4tKlS1iwYAGCg4PRpEkTHDt2rNBx169fx8SJE9G9e3dMmTIFLi4u2L17N8aNG4c//vgDa9eutRj//vvv4+OPP8Yrr7yC1q1bIyIiAiNGjIAgCBg2bFhFnFqVkh9gzZw5E6dOncLs2bNLtX1aWhocHR0hk/13STdp0gQSiQQ5OTkAgD59+mDatGn4/PPPsXLlSvO4zz77DADQt2/fRz8R/DdD68HnI3z++eflsn8iIiIiIiIqX4IgQCZIIYMUsFJI9iCTaIJBNN4LxIz3fjbkfX/g5/xxBnOAlvezBNXn1sMqH2C1bNkSiYmJcHd3x5YtWzBkyJBCx/n4+ODff/9Fo0aNzG2vvvoqXnzxRaxevRozZswwr50UHR2NRYsWYfz48Vi6dCkA4OWXX0bnzp3x9ttvY8iQISVeu4nyBAYGokOHDoiIiACAUt8++Ntvv2HChAkYMmQI6tevD4PBgHXr1kEqlWLQoEEAgGbNmmH06NFYtWoVUlJS0LlzZ/z1119Yu3Ytnn32WYsF3B+Fi4sLnnzySXzyySfQ6/Xw8/PDr7/+ihs3bpTL/omIiIiIiKjykwgSOAgSOEjkti6lUqjyUZ1arYa7u3ux42rUqGERXuUbMGAAAODChQvmtoiICOj1eowbN87cJggCXnvtNURFRRU5y4seLj+0atOmTYGF1ovTrFkz9OrVCzt37sSUKVMwe/ZsODs745dffjE//Q8AvvnmG3zwwQc4fvw4Jk+ejN9++w1Tp07Fd999V67nEh4ejl69emHZsmWYOnUq5HI5fvnll3I9BhEREREREVF1UeVnYD2q2NhYAHkBV76TJ0/CycnJYh0lIC94ye/v2LFjxRVZRYwbN84iFCyNwMBAfPvtt8WOk8lkmDlzpsXaVIWJjIwstP3B2wIBICAgoEC7n58ftm7dWqLtiYiIiIiIiOjhGGA9RG5uLj7//HMEBgZaLCgeExMDb2/vAk+z8/X1BQDcuXOnyH3m5OSY12QC8tZuIiIiIiIiIiKiolWqAMtkMiE3N7dEYxUKRYGAqbQmTJiA8+fP46effrJYHDwrKwsKRcFF3ZRKpbm/KPPnz8cHH3zwSHVVN0lJSQ/9e5dKpfD09KzAioiIiIiIiIioIlWqAOvQoUMlXmj7woULCAkJKfOxFi5ciK+//hoffvgh+vTpY9GnUqksZlHly87ONvcXZerUqZgyZYr5dVpaGvz9/ctcZ3UwcOBAHDx4sMj+OnXqFHnLHxERERERERFVfpUqwAoJCcHq1atLNDb/dr6yWLNmDd59912MHTsW06dPL3Tf+/fvhyiKFrO8YmJiAAA1a9Ysct8KhaLQ2VtUtEWLFiE5ObnI/ocFhkRERERERERU+VWqAMvHxwdhYWFWPUZERARefvllDBw4EMuWLSt0TPPmzfHNN9/gwoULaNiwobn9zz//NPdT+WnZsqWtSyAiIiIiIiIiG5LYugB7cujQIQwbNgxPPvkkNmzYAImk8D+e/v37Qy6XY/ny5eY2URTx1Vdfwc/PDx06dKiokomIiIiIiIiIqrxKNQOrrObOnQsAOHfuHABg3bp1+P333wHAfIvgzZs3ERoaCkEQMHjwYGzevNliH02bNkXTpk0BALVq1cLkyZOxcOFC6PV6tG7dGtu3b8fhw4exYcMGSKXScj8HURTLfZ9E9obXORERERERERVGEKvBb4wPexph/ukfOHDgoQvEz5o1C7Nnzza/NplMWLBgAVauXImYmBgEBwdj6tSp0Gq1paotLS0NGo0GqampcHFxKdBvNBpx5coV1KhRAzVq1CjVvokqm8TERMTFxaF+/fpWCYKJiIiIiIioeMVlFbZQLQIse1aSiyImJgYpKSlwcXGBi4sLZDLZQ0M5ospGFEXodDrExcXB1dX1kR7CQERERERERI/GHgOsanELYWXn4+MDlUqFuLg4pKWl2bocIqtxdXWFj4+PrcsgIiIiIiIiO8MAqxIQBAGurq7QaDQwGo0wGAy2Lomo3Mnlct42SERERERERIVigFWJCIIAmUwGmYx/bURERERERERUfUhsXQAREREREREREdHDMMAiIiIiIiIiIiK7xgCLiIiIiIiIiIjsGgMsIiIiIiIiIiKyawywiIiIiIiIiIjIrvFxdjYmiiIAIC0tzcaVEBERERERERH9l1HkZxb2gAGWjSUmJgIA/P39bVwJEREREREREdF/EhMTodFobF0GAAZYNufu7g4AuHXrlt1cFGRbaWlp8Pf3x+3bt+Hi4mLrcshO8LqgB/GaoAfxmqDC8LqgB/GaoAfxmqDCpKamonbt2ubMwh4wwLIxiSRvGTKNRsM3C7Lg4uLCa4IK4HVBD+I1QQ/iNUGF4XVBD+I1QQ/iNUGFyc8s7IH9VEJERERERERERFQIBlhERERERERERGTXGGDZmEKhwKxZs6BQKGxdCtkJXhNUGF4X9CBeE/QgXhNUGF4X9CBeE/QgXhNUGHu8LgTRnp6JSERERERERERE9ADOwCIiIiIiIiIiIrvGAIuIiIiIiIiIiOwaAywiIiIiIiIiIrJrDLCsJCcnB++++y5q1qwJlUqFtm3bYs+ePSXaNjo6GkOHDoWrqytcXFzQv39/XL9+3coVkzUdP34cEyZMQKNGjeDk5ITatWtj6NChuHz5crHbrlmzBoIgFPoVGxtbAdWTtRw4cKDIv9s//vij2O35XlH1hIWFFXlNCIKA6OjoIredPXt2odsolcoKPAN6VBkZGZg1axZ69+4Nd3d3CIKANWvWFDr2woUL6N27N5ydneHu7o7nn38e8fHxJT7Wjh078Pjjj0OpVKJ27dqYNWsWDAZDOZ0JlZeSXBMmkwlr1qxBaGgo/P394eTkhMaNG2Pu3LnIzs4u0XG6dOlS6HtI7969rXBW9ChK+j5R1P9TQkJCSnwsvk9UHiW9Lh72OeOpp54q9jgBAQGFbjt27FgrnBWVVWl+/6xMnydkVtkrISwsDFu2bMHkyZMRHByMNWvWoE+fPti/fz86duxY5HYZGRno2rUrUlNTMW3aNMjlcixevBidO3fGqVOn4OHhUYFnQeVlwYIFOHLkCIYMGYKmTZsiNjYWS5cuxeOPP44//vgDjRs3LnYfc+bMQWBgoEWbq6urlSqmijRp0iS0bt3aoi0oKOih2/C9omp69dVX0aNHD4s2URQxduxYBAQEwM/Pr9h9rFixAs7OzubXUqm03Osk60lISMCcOXNQu3ZtNGvWDAcOHCh0XFRUFJ588kloNBrMmzcPGRkZ+PTTT/Hvv//ir7/+goODw0OP88svv+DZZ59Fly5dsGTJEvz777+YO3cu4uLisGLFCiucGZVVSa4JnU6HF154Ae3atcPYsWPh5eWFY8eOYdasWdi3bx9+++03CIJQ7LFq1aqF+fPnW7TVrFmzvE6FyklJ3yeAvKeIffPNNxZtGo2mRMfh+0TlUtLrYt26dQXaTpw4gS+++AI9e/Ys0bGaN2+ON99806Ktfv36pa6ZrKekv39Wus8TIpW7P//8UwQgLly40NyWlZUl1qtXT2zfvv1Dt12wYIEIQPzrr7/MbRcuXBClUqk4depUq9VM1nXkyBExJyfHou3y5cuiQqEQtVrtQ7ddvXq1CEA8fvy4NUskG9i/f78IQNy8eXOpt+V7RfVx+PBhEYD40UcfPXTcrFmzRABifHx8BVVG1pCdnS3GxMSIoiiKx48fFwGIq1evLjDutddeE1UqlXjz5k1z2549e0QA4sqVK4s9TsOGDcVmzZqJer3e3Pb++++LgiCIFy5cePQToXJTkmsiJydHPHLkSIFtP/jgAxGAuGfPnmKP07lzZ7FRo0blUjNZV0nfJ0aPHi06OTmV+Th8n6hcSnpdFOall14SBUEQb9++XezYOnXqiH379n2UUqkClPT3z8r2eYK3EFrBli1bIJVKMWbMGHObUqnESy+9hGPHjuH27dsP3bZ169YWszFCQkLQvXt3bNq0yap1k/V06NChQHodHByMRo0a4cKFCyXeT3p6OoxGY3mXR3YgPT29VFNt+V5RfYSHh0MQBIwYMaJE40VRRFpaGkRRtHJlZA0KhQI+Pj7Fjvvhhx/Qr18/1K5d29zWo0cP1K9fv9j3gPPnz+P8+fMYM2YMZLL/JuOPGzcOoihiy5YtZT8BKncluSYcHBzQoUOHAu0DBgwAgFJ91jAYDMjIyChdkVShSvo+kc9oNCItLa1Ux+D7ROVT2usiX05ODn744Qd07twZtWrVKvF2ubm5yMzMLPXxqGKU9PfPyvZ5ggGWFZw8eRL169eHi4uLRXubNm0AAKdOnSp0O5PJhDNnzqBVq1YF+tq0aYNr164hPT293Osl2xBFEXfv3kWNGjVKNL5r165wcXGBo6MjQkNDceXKFStXSBXlhRdegIuLC5RKJbp27YoTJ048dDzfK6oPvV6PTZs2oUOHDggICCjRNnXr1oVGo4FarcbIkSNx9+5d6xZJFS46OhpxcXFFvgecPHnyodvn9z+4fc2aNVGrVq1it6fKI3+tzJJ+1rh8+TKcnJygVqvh4+ODGTNmQK/XW7NEsjKdTgcXFxdoNBq4u7tj/PjxJQoo+T5Rffz8889ISUmBVqst8Ta//fYbHB0d4ezsjICAAHzxxRdWrJDKy4O/f1bGzxNcA8sKYmJi4OvrW6A9v+3OnTuFbpeUlIScnJxit23QoEE5Vku2smHDBkRHR2POnDkPHefo6IiwsDBzgPX333/js88+Q4cOHfDPP//A39+/giqm8ubg4IBBgwahT58+qFGjBs6fP49PP/0UnTp1wtGjR9GiRYtCt+N7RfWxe/duJCYmluhDpZubGyZMmID27dtDoVDg8OHDWLZsGf766y+cOHGiwD+qUOUVExMDAEW+B+S/RygUijJtX9TnFKp8PvnkE7i4uODpp58udmy9evXQtWtXNGnSBJmZmdiyZQvmzp2Ly5cv4/vvv6+Aaqm8+fr64p133sHjjz8Ok8mEXbt2Yfny5Th9+jQOHDhgMWPiQXyfqD42bNgAhUKBwYMHl2h806ZN0bFjRzRo0ACJiYlYs2YNJk+ejDt37mDBggVWrpYexYO/f1bGzxMMsKwgKyur0L/k/CdBZWVlFbkdgDJtS5XLxYsXMX78eLRv3x6jR49+6NihQ4di6NCh5tfPPvssevXqhSeffBIfffQRvvrqK2uXS1bSoUMHi1s+QkNDMXjwYDRt2hRTp07Frl27Ct2O7xXVR3h4OORyucV7QFFef/11i9eDBg1CmzZtoNVqsXz5crz33nvWKpMqWEnfA4r6wFnc9qW91Yjs07x587B3714sX768RA99+fbbby1eP//88xgzZgy+/vprvPHGG2jXrp2VKiVreXBB/mHDhqF+/fp4//33sWXLFgwbNqzIbfk+UT2kpaXhp59+Qp8+fUr8cKgdO3ZYvH7hhRfw9NNP47PPPsPEiRNLdRsiVZzCfv+sjJ8neAuhFahUKuTk5BRoz3+MsUqlKnI7AGXaliqP2NhY9O3bFxqNxrxeWml17NgRbdu2xd69e61QIdlSUFAQ+vfvj/379xe53hnfK6qHjIwMREREoFevXmV+quSIESPg4+PD94oq5lHfA4rbnu8fld/333+P6dOn46WXXsJrr71W5v3kP2WM7yFVxxtvvAGJRFLs3ynfJ6qHH374AdnZ2aW6ffBBgiDgjTfegMFgeOgTMcl2ivr9szJ+nmCAZQW+vr7m6XT3y28r6nHE7u7uUCgUZdqWKofU1FQ8/fTTSElJwa5dux7p79Pf3x9JSUnlWB3ZC39//4cujMn3iuph+/bt0Ol0j/ShEuB7RVWUP1W/qPeA/PeIsm7P94/Kbc+ePRg1ahT69u37yLO085cp4HtI1aFSqeDh4VHs3ynfJ6qHDRs2QKPRoF+/fo+0H75X2K+H/f5ZGT9PMMCygubNm+Py5csFpsz9+eef5v7CSCQSNGnSpNAFnP/880/UrVsXarW63OulipGdnY1nnnkGly9fxo8//oiGDRs+0v6uX78OT0/PcqqO7Mn169ehVCrh7OxcaD/fK6qHDRs2wNnZGaGhoWXehyiKiIyM5HtFFePn5wdPT89C3wP++uuvIj9n5Mvvf3D7O3fuICoqqtjtyX79+eefGDBgAFq1aoVNmzY9dI2jkrh+/ToA8D2kCklPT0dCQkKxf6d8n6j6YmJisH//fgwaNOihIUVJ8L3CPhX3+2dl/DzBAMsKBg8eDKPRiFWrVpnbcnJysHr1arRt29acUN+6dQsXL14ssO3x48ctLoJLly7ht99+w5AhQyrmBKjcGY1GPPfcczh27Bg2b96M9u3bFzouJiYGFy9etHjiT3x8fIFxP//8M/7++2/07t3bajWT9RX2d3v69Gns2LEDPXv2hESS9xbN94rqJz4+Hnv37sWAAQPg6OhYoL+wa6Kw62nFihWIj4/ne0UVNGjQIPz444+4ffu2uW3fvn24fPmyxXuAXq/HxYsXLf51tFGjRggJCcGqVassblVesWIFBEEo8UK+ZF8uXLiAvn37IiAgAD/++ONDb924ePEibt26ZX6dlpZW4BYQURQxd+5cAECvXr2sUzRZTXZ2dqFPJP7www8hiqLF/xf4PlE9fffddzCZTEXO9C7sukhKSiqwxIVer8fHH38MBwcHdO3a1ao1U8mV9PfPyvZ5QhBFUSz3vRKGDh2Kbdu24Y033kBQUBDWrl2Lv/76C/v27cOTTz4JAOjSpQsOHjyI+/8K0tPT0aJFC6Snp+Ott96CXC7HZ599BqPRiFOnTjHVrqQmT56ML774As8880yhizGPHDkSABAWFoa1a9fixo0bCAgIAAAEBwejRYsWaNWqFTQaDf755x/873//g6+vL44fPw5vb++KPBUqR926dYNKpUKHDh3g5eWF8+fPY9WqVZDL5Th27Bgee+wxAHyvqI6WLl2KiRMnYteuXYX+4ljYNeHo6IjnnnsOTZo0gVKpxO+//47vvvsOzZo1w5EjRwoNwsg+LV26FCkpKbhz5w5WrFiBgQMHmp9KOnHiRGg0Gty+fRstWrSAq6srXn/9dWRkZGDhwoWoVasWjh8/bv7X9MjISAQGBmL06NFYs2aN+Rg//vgjQkND0bVrVwwbNgxnz57F0qVL8dJLL1n8AxzZh+KuCYlEgkaNGiE6Ohrz5s2Dn5+fxfb16tWz+OVFEAR07tzZvF7NgQMHMHz4cAwfPhxBQUHIysrCtm3bcOTIEYwZMwYrV66ssHOlkinumkhOTkaLFi0wfPhwhISEAMh7su3PP/+M3r1746effjL/QxnfJ6qOkvz/I1+rVq0QExOD27dvm6+F+xV2XaxZswZz587F4MGDERgYiKSkJISHh+Ps2bOYN28epk6dWiHnScUr6e+fle7zhEhWkZWVJb711luij4+PqFAoxNatW4u7du2yGNO5c2exsL+C27dvi4MHDxZdXFxEZ2dnsV+/fuKVK1cqqnSygvy/66K+8o0ePVoEIN64ccPc9v7774vNmzcXNRqNKJfLxdq1a4uvvfaaGBsba4MzofL0xRdfiG3atBHd3d1FmUwm+vr6iiNHjizw3zvfK6qfdu3aiV5eXqLBYCi0v7Br4uWXXxYbNmwoqtVqUS6Xi0FBQeK7774rpqWlVUTJVI7q1KlT5P8v7v//w9mzZ8WePXuKjo6Ooqurq6jVagv8v+HGjRsiAHH06NEFjrNt2zaxefPmokKhEGvVqiVOnz5dzM3NtfLZUVkUd03k/z0X9fXg3z8AsXPnzubX169fF4cMGSIGBASISqVSdHR0FFu2bCl+9dVXoslkqtiTpRIp7ppITk4WR44cKQYFBYmOjo6iQqEQGzVqJM6bN6/Af+d8n6g6Svr/j4sXL4oAxClTphS5r8KuixMnTojPPPOM6OfnJzo4OIjOzs5ix44dxU2bNlnxrKgsSvr7pyhWrs8TnIFFRERERERERER2jWtgERERERERERGRXWOARUREREREREREdo0BFhERERERERER2TUGWEREREREREREZNcYYBERERERERERkV1jgEVERERERERERHaNARYREREREREREdk1BlhERERERERERGTXGGAREREREREREZFdY4BFREREVI7CwsIQEBBg6zIK2LRpE9zd3ZGRkVFhx9Tr9fD398fy5csr7JhERERUNTHAIiIiIiqGIAgl+jpw4ICtSy2U0WjErFmzMHHiRDg7O1fYceVyOaZMmYKPPvoI2dnZFXZcIiIiqnoEURRFWxdBREREZM/Wr19v8fr//u//sGfPHqxbt86i/amnnoK7uztMJhMUCkVFlvhQ27dvx8CBA3H79m34+flV6LFTUlLg7e2NFStW4MUXX6zQYxMREVHVwQCLiIiIqJQmTJiAZcuWobJ8jOrfvz+SkpJw+PBhmxz/mWeeQWpqKg4dOmST4xMREVHlx1sIiYiIiMrRg2tgRUZGQhAEfPrpp1i2bBnq1q0LR0dH9OzZE7dv34Yoivjwww9Rq1YtqFQqc9j0oF9++QWdOnWCk5MT1Go1+vbti3PnzhVbT3Z2Nnbt2oUePXoU6BMEARMmTMDmzZvRsGFDqFQqtG/fHv/++y8AYOXKlQgKCoJSqUSXLl0QGRlpsf2VK1cwaNAg+Pj4QKlUolatWhg2bBhSU1Mtxj311FP4/fffCz0vIiIiopKQ2boAIiIioupgw4YNyM3NxcSJE5GUlIRPPvkEQ4cORbdu3XDgwAG8++67uHr1KpYsWYK33noL//vf/8zbrlu3DqNHj0avXr2wYMEC6HQ6rFixAh07dsTJkycfumj833//jdzcXDz++OOF9h8+fBg7duzA+PHjAQDz589Hv3798M4772D58uUYN24ckpOT8cknn+DFF1/Eb7/9BgDIzc1Fr169kJOTg4kTJ8LHxwfR0dH48ccfkZKSAo1GYz5Gy5YtIYoijh49in79+pXDnyYRERFVNwywiIiIiCpAdHQ0rly5Yg52jEYj5s+fj6ysLJw4cQIyWd7Hsvj4eGzYsAErVqyAQqFARkYGJk2ahJdffhmrVq0y72/06NFo0KAB5s2bZ9H+oIsXLwIAAgMDC+2/dOkSLl68aA7B3Nzc8Oqrr2Lu3Lm4fPky1Gq1Rb2RkZEICAjA+fPncePGDWzevBmDBw8272/mzJkFjlG3bl0AwPnz5xlgERERUZnwFkIiIiKiCjBkyBCLWUlt27YFAIwcOdIcXuW35+bmIjo6GgCwZ88epKSkYPjw4UhISDB/SaVStG3bFvv373/ocRMTEwHkBVOF6d69u8UMrvy6Bg0aZA6v7m+/fv06AJjPZffu3dDpdA+tIf/YCQkJDx1HREREVBTOwCIiIiKqALVr17Z4nR8A+fv7F9qenJwMIG+dKQDo1q1boft1cXEp0fGLWnC+rHUFBgZiypQp+Oyzz7BhwwZ06tQJoaGhGDlypEVQd/+xBUEoUa1ERERED2KARURERFQBpFJpqdrzQx+TyQQgbx0sHx+fAuPun71VGA8PDwB5wVOtWrXKrS4AWLRoEcLCwhAREYFff/0VkyZNwvz58/HHH39YHCs/9KpRo8ZDayUiIiIqCgMsIiIiIjtWr149AICXl1ehTxIsTkhICADgxo0baNKkSbnWBgBNmjRBkyZNMH36dBw9ehRPPPEEvvrqK8ydO9c85saNGwCAxx57rNyPT0RERNUD18AiIiIismO9evWCi4sL5s2bB71eX6A/Pj7+odu3bNkSDg4OOHHiRLnWlZaWBoPBYNHWpEkTSCQS5OTkWLT//fffEAQB7du3L9caiIiIqPrgDCwiIiIiO+bi4oIVK1bg+eefx+OPP45hw4bB09MTt27dwk8//YQnnngCS5cuLXJ7pVKJnj17Yu/evZgzZ0651fXbb79hwoQJGDJkCOrXrw+DwYB169ZBKpVi0KBBFmP37NmDJ554wnw7IxEREVFpMcAiIiIisnMjRoxAzZo18fHHH2PhwoXIycmBn58fOnXqhBdeeKHY7V988UUMGjQIt2/fLrA4e1k1a9YMvXr1ws6dOxEdHQ1HR0c0a9YMv/zyC9q1a2cel5qail9//RXLly8vl+MSERFR9SSIRT2ShoiIiIiqBKPRiIYNG2Lo0KH48MMPK/TYn3/+OT755BNcu3YNKpWqQo9NREREVQfXwCIiIiKq4qRSKebMmYNly5YhIyOjwo6r1+vx2WefYfr06QyviIiI6JFwBhYREREREREREdk1zsAiIiIiIiIiIiK7xgCLiIiIiIiIiIjsGgMsIiIiIiIiIiKyawywiIiIiIiIiIjIrjHAIiIiIiIiIiIiu8YAi4iIiIiIiIiI7BoDLCIiIiIiIiIismsMsIiIiIiIiIiIyK4xwCIiIiIiIiIiIrvGAIuIiIiIiIiIiOwaAywiIiIiIiIiIrJrDLCIiIiIiIiIiMiuMcAiIiIiIiIiIiK7xgCLiIiIiIiIiIjsGgMsIiIiIiIiIiKyawywiIiIiIiIiIjIrjHAIiIiIiIiIiIiu8YAi4iIiIiIiIiI7BoDLCIiIiIiIiIismv/D85sgy/NbO6EAAAAAElFTkSuQmCC",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1200.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim.analysis.plotData()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if plotshape_Video:\n",
    "    import imageio\n",
    "\n",
    "    images = []\n",
    "    for f in os.listdir(dir4):\n",
    "        images.append(imageio.imread(f'{dir4}/{f}'))\n",
    "    imageio.mimsave(f'{dir3}/run_{run_num}.gif', images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting recorded cell traces ... cell\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a14dc28503bf408299dea110093a30c3",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "({'_gid_0': <Figure size 1200x600 with 1 Axes>},\n",
       " {'tracesData': [{'t': array([ 99.   ,  99.025,  99.05 ,  99.075,  99.1  ,  99.125,  99.15 ,\n",
       "            99.175,  99.2  ,  99.225,  99.25 ,  99.275,  99.3  ,  99.325,\n",
       "            99.35 ,  99.375,  99.4  ,  99.425,  99.45 ,  99.475,  99.5  ,\n",
       "            99.525,  99.55 ,  99.575,  99.6  ,  99.625,  99.65 ,  99.675,\n",
       "            99.7  ,  99.725,  99.75 ,  99.775,  99.8  ,  99.825,  99.85 ,\n",
       "            99.875,  99.9  ,  99.925,  99.95 ,  99.975, 100.   , 100.025,\n",
       "           100.05 , 100.075, 100.1  , 100.125, 100.15 , 100.175, 100.2  ,\n",
       "           100.225, 100.25 , 100.275, 100.3  , 100.325, 100.35 , 100.375,\n",
       "           100.4  , 100.425, 100.45 , 100.475, 100.5  , 100.525, 100.55 ,\n",
       "           100.575, 100.6  , 100.625, 100.65 , 100.675, 100.7  , 100.725,\n",
       "           100.75 , 100.775, 100.8  , 100.825, 100.85 , 100.875, 100.9  ,\n",
       "           100.925, 100.95 , 100.975, 101.   , 101.025, 101.05 , 101.075,\n",
       "           101.1  , 101.125, 101.15 , 101.175, 101.2  , 101.225, 101.25 ,\n",
       "           101.275, 101.3  , 101.325, 101.35 , 101.375, 101.4  , 101.425,\n",
       "           101.45 , 101.475, 101.5  , 101.525, 101.55 , 101.575, 101.6  ,\n",
       "           101.625, 101.65 , 101.675, 101.7  , 101.725, 101.75 , 101.775,\n",
       "           101.8  , 101.825, 101.85 , 101.875, 101.9  , 101.925, 101.95 ,\n",
       "           101.975, 102.   , 102.025, 102.05 , 102.075, 102.1  , 102.125,\n",
       "           102.15 , 102.175, 102.2  , 102.225, 102.25 , 102.275, 102.3  ,\n",
       "           102.325, 102.35 , 102.375, 102.4  , 102.425, 102.45 , 102.475,\n",
       "           102.5  , 102.525, 102.55 , 102.575, 102.6  , 102.625, 102.65 ,\n",
       "           102.675, 102.7  , 102.725, 102.75 , 102.775, 102.8  , 102.825,\n",
       "           102.85 , 102.875, 102.9  , 102.925, 102.95 , 102.975, 103.   ,\n",
       "           103.025, 103.05 , 103.075, 103.1  , 103.125, 103.15 , 103.175,\n",
       "           103.2  , 103.225, 103.25 , 103.275, 103.3  , 103.325, 103.35 ,\n",
       "           103.375, 103.4  , 103.425, 103.45 , 103.475, 103.5  , 103.525,\n",
       "           103.55 , 103.575, 103.6  , 103.625, 103.65 , 103.675, 103.7  ,\n",
       "           103.725, 103.75 , 103.775, 103.8  , 103.825, 103.85 , 103.875,\n",
       "           103.9  , 103.925, 103.95 , 103.975, 104.   , 104.025]),\n",
       "    'cell_0_V_Myelin_0': array([], dtype=float64)},\n",
       "   {'t': array([ 99.   ,  99.025,  99.05 ,  99.075,  99.1  ,  99.125,  99.15 ,\n",
       "            99.175,  99.2  ,  99.225,  99.25 ,  99.275,  99.3  ,  99.325,\n",
       "            99.35 ,  99.375,  99.4  ,  99.425,  99.45 ,  99.475,  99.5  ,\n",
       "            99.525,  99.55 ,  99.575,  99.6  ,  99.625,  99.65 ,  99.675,\n",
       "            99.7  ,  99.725,  99.75 ,  99.775,  99.8  ,  99.825,  99.85 ,\n",
       "            99.875,  99.9  ,  99.925,  99.95 ,  99.975, 100.   , 100.025,\n",
       "           100.05 , 100.075, 100.1  , 100.125, 100.15 , 100.175, 100.2  ,\n",
       "           100.225, 100.25 , 100.275, 100.3  , 100.325, 100.35 , 100.375,\n",
       "           100.4  , 100.425, 100.45 , 100.475, 100.5  , 100.525, 100.55 ,\n",
       "           100.575, 100.6  , 100.625, 100.65 , 100.675, 100.7  , 100.725,\n",
       "           100.75 , 100.775, 100.8  , 100.825, 100.85 , 100.875, 100.9  ,\n",
       "           100.925, 100.95 , 100.975, 101.   , 101.025, 101.05 , 101.075,\n",
       "           101.1  , 101.125, 101.15 , 101.175, 101.2  , 101.225, 101.25 ,\n",
       "           101.275, 101.3  , 101.325, 101.35 , 101.375, 101.4  , 101.425,\n",
       "           101.45 , 101.475, 101.5  , 101.525, 101.55 , 101.575, 101.6  ,\n",
       "           101.625, 101.65 , 101.675, 101.7  , 101.725, 101.75 , 101.775,\n",
       "           101.8  , 101.825, 101.85 , 101.875, 101.9  , 101.925, 101.95 ,\n",
       "           101.975, 102.   , 102.025, 102.05 , 102.075, 102.1  , 102.125,\n",
       "           102.15 , 102.175, 102.2  , 102.225, 102.25 , 102.275, 102.3  ,\n",
       "           102.325, 102.35 , 102.375, 102.4  , 102.425, 102.45 , 102.475,\n",
       "           102.5  , 102.525, 102.55 , 102.575, 102.6  , 102.625, 102.65 ,\n",
       "           102.675, 102.7  , 102.725, 102.75 , 102.775, 102.8  , 102.825,\n",
       "           102.85 , 102.875, 102.9  , 102.925, 102.95 , 102.975, 103.   ,\n",
       "           103.025, 103.05 , 103.075, 103.1  , 103.125, 103.15 , 103.175,\n",
       "           103.2  , 103.225, 103.25 , 103.275, 103.3  , 103.325, 103.35 ,\n",
       "           103.375, 103.4  , 103.425, 103.45 , 103.475, 103.5  , 103.525,\n",
       "           103.55 , 103.575, 103.6  , 103.625, 103.65 , 103.675, 103.7  ,\n",
       "           103.725, 103.75 , 103.775, 103.8  , 103.825, 103.85 , 103.875,\n",
       "           103.9  , 103.925, 103.95 , 103.975, 104.   , 104.025]),\n",
       "    'cell_0_V_Node_265': array([], dtype=float64)},\n",
       "   {'t': array([ 99.   ,  99.025,  99.05 ,  99.075,  99.1  ,  99.125,  99.15 ,\n",
       "            99.175,  99.2  ,  99.225,  99.25 ,  99.275,  99.3  ,  99.325,\n",
       "            99.35 ,  99.375,  99.4  ,  99.425,  99.45 ,  99.475,  99.5  ,\n",
       "            99.525,  99.55 ,  99.575,  99.6  ,  99.625,  99.65 ,  99.675,\n",
       "            99.7  ,  99.725,  99.75 ,  99.775,  99.8  ,  99.825,  99.85 ,\n",
       "            99.875,  99.9  ,  99.925,  99.95 ,  99.975, 100.   , 100.025,\n",
       "           100.05 , 100.075, 100.1  , 100.125, 100.15 , 100.175, 100.2  ,\n",
       "           100.225, 100.25 , 100.275, 100.3  , 100.325, 100.35 , 100.375,\n",
       "           100.4  , 100.425, 100.45 , 100.475, 100.5  , 100.525, 100.55 ,\n",
       "           100.575, 100.6  , 100.625, 100.65 , 100.675, 100.7  , 100.725,\n",
       "           100.75 , 100.775, 100.8  , 100.825, 100.85 , 100.875, 100.9  ,\n",
       "           100.925, 100.95 , 100.975, 101.   , 101.025, 101.05 , 101.075,\n",
       "           101.1  , 101.125, 101.15 , 101.175, 101.2  , 101.225, 101.25 ,\n",
       "           101.275, 101.3  , 101.325, 101.35 , 101.375, 101.4  , 101.425,\n",
       "           101.45 , 101.475, 101.5  , 101.525, 101.55 , 101.575, 101.6  ,\n",
       "           101.625, 101.65 , 101.675, 101.7  , 101.725, 101.75 , 101.775,\n",
       "           101.8  , 101.825, 101.85 , 101.875, 101.9  , 101.925, 101.95 ,\n",
       "           101.975, 102.   , 102.025, 102.05 , 102.075, 102.1  , 102.125,\n",
       "           102.15 , 102.175, 102.2  , 102.225, 102.25 , 102.275, 102.3  ,\n",
       "           102.325, 102.35 , 102.375, 102.4  , 102.425, 102.45 , 102.475,\n",
       "           102.5  , 102.525, 102.55 , 102.575, 102.6  , 102.625, 102.65 ,\n",
       "           102.675, 102.7  , 102.725, 102.75 , 102.775, 102.8  , 102.825,\n",
       "           102.85 , 102.875, 102.9  , 102.925, 102.95 , 102.975, 103.   ,\n",
       "           103.025, 103.05 , 103.075, 103.1  , 103.125, 103.15 , 103.175,\n",
       "           103.2  , 103.225, 103.25 , 103.275, 103.3  , 103.325, 103.35 ,\n",
       "           103.375, 103.4  , 103.425, 103.45 , 103.475, 103.5  , 103.525,\n",
       "           103.55 , 103.575, 103.6  , 103.625, 103.65 , 103.675, 103.7  ,\n",
       "           103.725, 103.75 , 103.775, 103.8  , 103.825, 103.85 , 103.875,\n",
       "           103.9  , 103.925, 103.95 , 103.975, 104.   , 104.025]),\n",
       "    'cell_0_V_Node_69': array([], dtype=float64)},\n",
       "   {'t': array([ 99.   ,  99.025,  99.05 ,  99.075,  99.1  ,  99.125,  99.15 ,\n",
       "            99.175,  99.2  ,  99.225,  99.25 ,  99.275,  99.3  ,  99.325,\n",
       "            99.35 ,  99.375,  99.4  ,  99.425,  99.45 ,  99.475,  99.5  ,\n",
       "            99.525,  99.55 ,  99.575,  99.6  ,  99.625,  99.65 ,  99.675,\n",
       "            99.7  ,  99.725,  99.75 ,  99.775,  99.8  ,  99.825,  99.85 ,\n",
       "            99.875,  99.9  ,  99.925,  99.95 ,  99.975, 100.   , 100.025,\n",
       "           100.05 , 100.075, 100.1  , 100.125, 100.15 , 100.175, 100.2  ,\n",
       "           100.225, 100.25 , 100.275, 100.3  , 100.325, 100.35 , 100.375,\n",
       "           100.4  , 100.425, 100.45 , 100.475, 100.5  , 100.525, 100.55 ,\n",
       "           100.575, 100.6  , 100.625, 100.65 , 100.675, 100.7  , 100.725,\n",
       "           100.75 , 100.775, 100.8  , 100.825, 100.85 , 100.875, 100.9  ,\n",
       "           100.925, 100.95 , 100.975, 101.   , 101.025, 101.05 , 101.075,\n",
       "           101.1  , 101.125, 101.15 , 101.175, 101.2  , 101.225, 101.25 ,\n",
       "           101.275, 101.3  , 101.325, 101.35 , 101.375, 101.4  , 101.425,\n",
       "           101.45 , 101.475, 101.5  , 101.525, 101.55 , 101.575, 101.6  ,\n",
       "           101.625, 101.65 , 101.675, 101.7  , 101.725, 101.75 , 101.775,\n",
       "           101.8  , 101.825, 101.85 , 101.875, 101.9  , 101.925, 101.95 ,\n",
       "           101.975, 102.   , 102.025, 102.05 , 102.075, 102.1  , 102.125,\n",
       "           102.15 , 102.175, 102.2  , 102.225, 102.25 , 102.275, 102.3  ,\n",
       "           102.325, 102.35 , 102.375, 102.4  , 102.425, 102.45 , 102.475,\n",
       "           102.5  , 102.525, 102.55 , 102.575, 102.6  , 102.625, 102.65 ,\n",
       "           102.675, 102.7  , 102.725, 102.75 , 102.775, 102.8  , 102.825,\n",
       "           102.85 , 102.875, 102.9  , 102.925, 102.95 , 102.975, 103.   ,\n",
       "           103.025, 103.05 , 103.075, 103.1  , 103.125, 103.15 , 103.175,\n",
       "           103.2  , 103.225, 103.25 , 103.275, 103.3  , 103.325, 103.35 ,\n",
       "           103.375, 103.4  , 103.425, 103.45 , 103.475, 103.5  , 103.525,\n",
       "           103.55 , 103.575, 103.6  , 103.625, 103.65 , 103.675, 103.7  ,\n",
       "           103.725, 103.75 , 103.775, 103.8  , 103.825, 103.85 , 103.875,\n",
       "           103.9  , 103.925, 103.95 , 103.975, 104.   , 104.025]),\n",
       "    'cell_0_V_Unmyelin_18': array([], dtype=float64)},\n",
       "   {'t': array([ 99.   ,  99.025,  99.05 ,  99.075,  99.1  ,  99.125,  99.15 ,\n",
       "            99.175,  99.2  ,  99.225,  99.25 ,  99.275,  99.3  ,  99.325,\n",
       "            99.35 ,  99.375,  99.4  ,  99.425,  99.45 ,  99.475,  99.5  ,\n",
       "            99.525,  99.55 ,  99.575,  99.6  ,  99.625,  99.65 ,  99.675,\n",
       "            99.7  ,  99.725,  99.75 ,  99.775,  99.8  ,  99.825,  99.85 ,\n",
       "            99.875,  99.9  ,  99.925,  99.95 ,  99.975, 100.   , 100.025,\n",
       "           100.05 , 100.075, 100.1  , 100.125, 100.15 , 100.175, 100.2  ,\n",
       "           100.225, 100.25 , 100.275, 100.3  , 100.325, 100.35 , 100.375,\n",
       "           100.4  , 100.425, 100.45 , 100.475, 100.5  , 100.525, 100.55 ,\n",
       "           100.575, 100.6  , 100.625, 100.65 , 100.675, 100.7  , 100.725,\n",
       "           100.75 , 100.775, 100.8  , 100.825, 100.85 , 100.875, 100.9  ,\n",
       "           100.925, 100.95 , 100.975, 101.   , 101.025, 101.05 , 101.075,\n",
       "           101.1  , 101.125, 101.15 , 101.175, 101.2  , 101.225, 101.25 ,\n",
       "           101.275, 101.3  , 101.325, 101.35 , 101.375, 101.4  , 101.425,\n",
       "           101.45 , 101.475, 101.5  , 101.525, 101.55 , 101.575, 101.6  ,\n",
       "           101.625, 101.65 , 101.675, 101.7  , 101.725, 101.75 , 101.775,\n",
       "           101.8  , 101.825, 101.85 , 101.875, 101.9  , 101.925, 101.95 ,\n",
       "           101.975, 102.   , 102.025, 102.05 , 102.075, 102.1  , 102.125,\n",
       "           102.15 , 102.175, 102.2  , 102.225, 102.25 , 102.275, 102.3  ,\n",
       "           102.325, 102.35 , 102.375, 102.4  , 102.425, 102.45 , 102.475,\n",
       "           102.5  , 102.525, 102.55 , 102.575, 102.6  , 102.625, 102.65 ,\n",
       "           102.675, 102.7  , 102.725, 102.75 , 102.775, 102.8  , 102.825,\n",
       "           102.85 , 102.875, 102.9  , 102.925, 102.95 , 102.975, 103.   ,\n",
       "           103.025, 103.05 , 103.075, 103.1  , 103.125, 103.15 , 103.175,\n",
       "           103.2  , 103.225, 103.25 , 103.275, 103.3  , 103.325, 103.35 ,\n",
       "           103.375, 103.4  , 103.425, 103.45 , 103.475, 103.5  , 103.525,\n",
       "           103.55 , 103.575, 103.6  , 103.625, 103.65 , 103.675, 103.7  ,\n",
       "           103.725, 103.75 , 103.775, 103.8  , 103.825, 103.85 , 103.875,\n",
       "           103.9  , 103.925, 103.95 , 103.975, 104.   , 104.025]),\n",
       "    'cell_0_V_axon_0': array([], dtype=float64)},\n",
       "   {'t': array([ 99.   ,  99.025,  99.05 ,  99.075,  99.1  ,  99.125,  99.15 ,\n",
       "            99.175,  99.2  ,  99.225,  99.25 ,  99.275,  99.3  ,  99.325,\n",
       "            99.35 ,  99.375,  99.4  ,  99.425,  99.45 ,  99.475,  99.5  ,\n",
       "            99.525,  99.55 ,  99.575,  99.6  ,  99.625,  99.65 ,  99.675,\n",
       "            99.7  ,  99.725,  99.75 ,  99.775,  99.8  ,  99.825,  99.85 ,\n",
       "            99.875,  99.9  ,  99.925,  99.95 ,  99.975, 100.   , 100.025,\n",
       "           100.05 , 100.075, 100.1  , 100.125, 100.15 , 100.175, 100.2  ,\n",
       "           100.225, 100.25 , 100.275, 100.3  , 100.325, 100.35 , 100.375,\n",
       "           100.4  , 100.425, 100.45 , 100.475, 100.5  , 100.525, 100.55 ,\n",
       "           100.575, 100.6  , 100.625, 100.65 , 100.675, 100.7  , 100.725,\n",
       "           100.75 , 100.775, 100.8  , 100.825, 100.85 , 100.875, 100.9  ,\n",
       "           100.925, 100.95 , 100.975, 101.   , 101.025, 101.05 , 101.075,\n",
       "           101.1  , 101.125, 101.15 , 101.175, 101.2  , 101.225, 101.25 ,\n",
       "           101.275, 101.3  , 101.325, 101.35 , 101.375, 101.4  , 101.425,\n",
       "           101.45 , 101.475, 101.5  , 101.525, 101.55 , 101.575, 101.6  ,\n",
       "           101.625, 101.65 , 101.675, 101.7  , 101.725, 101.75 , 101.775,\n",
       "           101.8  , 101.825, 101.85 , 101.875, 101.9  , 101.925, 101.95 ,\n",
       "           101.975, 102.   , 102.025, 102.05 , 102.075, 102.1  , 102.125,\n",
       "           102.15 , 102.175, 102.2  , 102.225, 102.25 , 102.275, 102.3  ,\n",
       "           102.325, 102.35 , 102.375, 102.4  , 102.425, 102.45 , 102.475,\n",
       "           102.5  , 102.525, 102.55 , 102.575, 102.6  , 102.625, 102.65 ,\n",
       "           102.675, 102.7  , 102.725, 102.75 , 102.775, 102.8  , 102.825,\n",
       "           102.85 , 102.875, 102.9  , 102.925, 102.95 , 102.975, 103.   ,\n",
       "           103.025, 103.05 , 103.075, 103.1  , 103.125, 103.15 , 103.175,\n",
       "           103.2  , 103.225, 103.25 , 103.275, 103.3  , 103.325, 103.35 ,\n",
       "           103.375, 103.4  , 103.425, 103.45 , 103.475, 103.5  , 103.525,\n",
       "           103.55 , 103.575, 103.6  , 103.625, 103.65 , 103.675, 103.7  ,\n",
       "           103.725, 103.75 , 103.775, 103.8  , 103.825, 103.85 , 103.875,\n",
       "           103.9  , 103.925, 103.95 , 103.975, 104.   , 104.025]),\n",
       "    'cell_0_V_soma': array([], dtype=float64)}],\n",
       "  'include': ['L23_PC_cADpyr_1', 'L23_PC_cADpyr_1']})"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tuning = 0\n",
    "\n",
    "plotStart = recordStart\n",
    "plotEnd = recordEnd\n",
    "\n",
    "if tuning:\n",
    "    plotStart = 49\n",
    "    plotEnd = 54\n",
    "\n",
    "# sim.analysis.plotTraces(timeRange=[391,394.5],figSize=(24,5), overlay=True);\n",
    "sim.analysis.plotTraces(timeRange=[plotStart,plotEnd],figSize=(12,6), overlay=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting 3D cell shape ...\n",
      "\n",
      "There was an exception in plotShape()\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Traceback (most recent call last):\n",
      "  File \"c:\\Users\\jacob\\anaconda3\\Lib\\site-packages\\netpyne\\analysis\\utils.py\", line 87, in wrapper\n",
      "    return function(*args, **kwargs)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"c:\\Users\\jacob\\anaconda3\\Lib\\site-packages\\netpyne\\plotting\\plotShape.py\", line 198, in plotShape\n",
      "    morph.shapeplot(h, shapeax, sections=secs, cvals=cvals, cmap=cmap, clim=clim)\n",
      "  File \"c:\\Users\\jacob\\anaconda3\\Lib\\site-packages\\netpyne\\support\\morphology.py\", line 352, in shapeplot\n",
      "    if isinstance(cvals[i], numbers.Number):\n",
      "                  ~~~~~^^^\n",
      "IndexError: list index out of range\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a59408829a23470ca6429cab1e76e2c6",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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width=1200.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim.analysis.plotShape(includePre=[cellName], includePost=[cellName], includeAxon=True, showSyns=False, showElectrodes=False,\n",
    "    cvar='extracellular', dist=0.6, elev=95, azim=-90, \n",
    "    axisLabels=True, synStyle='o', \n",
    "    clim= [-62, 54], showFig=False, synSize=2, saveFig=False, figSize=(12,12));"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}