assemblies_v4_output-variability.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "First insights:\n",
    "\n",
    "* If an input is trained, it will stay stable, even if it receives less inputs in a second run\n",
    "* If an input was trained less in a first run, it will strenghten its connections later if its stimuated more often then\n",
    "* But in this case it will take much more time, since only few spikes are available which takes some time to build up\n",
    "* If both inputs are trained strongly, further activating patterns have not really any impact anymore\n",
    "-> An input aquires a specific amount of neurons and stably saturates\n",
    "-> If it's relatively weak in the beginning it can still become saturates, but then it takes longer\n",
    "\n",
    "Next steps:\n",
    "* What happens when the network is bigger?\n",
    "* What happens when the input it smaller/bigger?\n",
    "* What happens when a third input comes into play?\n",
    "* Add noise to allow re-allocation\n",
    "\n",
    "\"\"\"\n",
    "print('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "\n",
    "path = '/home/seq/pelenet'\n",
    "sys.path.append(path)\n",
    "os.chdir(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# Allow reload of objects\n",
    "%load_ext autoreload\n",
    "%autoreload\n",
    "\n",
    "from pelenet.utils import Utils\n",
    "from pelenet.experiments.assemblies import AssemblyExperiment\n",
    "\n",
    "# Official modules\n",
    "import numpy as np\n",
    "import nxsdk.api.n2a as nx\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from time import time\n",
    "from copy import deepcopy\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Overwrite default parameters (pelenet/parameters/ and pelenet/experiments/random.py)\n",
    "parameters = {\n",
    "    # Experiment\n",
    "    'seed': 1,  # Random seed\n",
    "    'trials': 40, #20,  # Number of trials\n",
    "    'stepsPerTrial': 40, #50,  # Number of simulation steps for every trial\n",
    "    'isReset': True,  # Activate reset after every trial\n",
    "    # Network\n",
    "    'reservoirExSize': 400,  # Number of excitatory neurons\n",
    "    'reservoirConnPerNeuron': 35, #35 # Number of connections per neuron\n",
    "    # Noise\n",
    "    'isNoise': True,\n",
    "    'onlyExcitatory': True,  # Noisy input is only excitatory\n",
    "    'noiseMaxWeight': 120, #120,\n",
    "    # Neurons\n",
    "    'refractoryDelay': 2, # Refactory period\n",
    "    'voltageTau': 100, #100 # Voltage time constant\n",
    "    'currentTau': 6, #5 # Current time constant\n",
    "    'thresholdMant': 1200, #1200  # Spiking threshold for membrane potential\n",
    "    # Plasticity\n",
    "    'isLearningRule': True,\n",
    "    'learningEpoch': 4,\n",
    "    'learningRule': '2^-2*x1*y0 - 2^-2*y1*x0 + 2^-4*x1*y1*x0*y0 - 2^-3*y0*w*w', #'2^-2*x1*y0 - 2^-2*y1*x0 + 2^-4*x1*y1*y0 - 2^-3*y0*w*w',\n",
    "    #'learningRule': '2^-3*x1*y1*x0*y0 - 2^-3*y0*w*w',\n",
    "    #'learningRule': '2^-2*x1*y0 - 2^-2*y1*x0 + 2^-3*y0*w*w',\n",
    "    # Input\n",
    "    'inputIsVary': True,\n",
    "    'inputOffset': 10,\n",
    "    'inputVaryProbs': [0.1, 0.9],\n",
    "    'inputGenSpikeProb': 0.8,  # Probability of spikes for the spike generators\n",
    "    'inputNumTargetNeurons': 40,  # Number of neurons targeted by the spike generators\n",
    "    'inputSteps': 20, #30,  # Number of steps the input is active\n",
    "    # Probes\n",
    "    'isExSpikeProbe': True,  # Probe excitatory spikes\n",
    "    'isInSpikeProbe': True,  # Probe inhibitory spikes\n",
    "    'isWeightProbe': True  # Probe weight matrix at the end of the simulation\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initilizes the experiment and utils\n",
    "exp = AssemblyExperiment(name='assemblies', parameters=parameters)\n",
    "utils = Utils.instance()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.922"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Build network\n",
    "exp.build()\n",
    "\n",
    "# Get spectral radius\n",
    "utils.getSpectralRadius(exp.net.initialWeights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#exp.net.plot.initialExWeightDistribution()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#exp.net.noiseWeights.toarray()[:20,:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pars = exp.net.p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pars.noiseNeurons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "60.0\n",
      "361.72800000000007\n",
      "0.17 %\n"
     ]
    }
   ],
   "source": [
    "noise = pars.reservoirExSize * pars.noiseDens * (pars.noiseMaxWeight/2) * pars.noiseSpikeprob\n",
    "print(noise)\n",
    "\n",
    "inp = pars.inputNumTargetNeurons * 11.304 * pars.inputGenSpikeProb\n",
    "print(inp)\n",
    "\n",
    "print(np.round(noise/inp*100)/100, '%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;30m\u001b[1;30mWARNING\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:  \u001b[33melementType would be deprecated in 0.9 in favor of messageSize, which provides more flexibility\u001b[0m\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:  Connecting to 127.0.0.1:44091\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Host server up..............Done 0.19s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Encoding axons/synapses.....Done 0.42s\n",
      "\u001b[1;30m\u001b[1;30mWARNING\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:  \u001b[33m~/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages ~/pelenet\n",
      "Compiling in directory : /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716\n",
      "Include dir is : /home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/\n",
      "Compiling -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/initnetwork_0_0.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/initnetwork_0_0.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/initnetwork_0_0.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/0_spiking_packed.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/0_spiking_packed.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/0_spiking_packed.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/1_reset_init.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/1_reset_init.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/1_reset_init.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/2_reset.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/2_reset.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/2_reset.c\n",
      "/home/seq/pelenet/pelenet/snips//reset.c: In function ‘reset’:\n",
      "/home/seq/pelenet/pelenet/snips//reset.c:51:9: warning: dereferencing type-punned pointer will break strict-aliasing rules [-Wstrict-aliasing]\n",
      "         nx_fast_init64(nc->cx_state, neuronsPerCore, *(uint64_t*)&cxs);\n",
      "         ^~~~~~~~~~~~~~\n",
      "/home/seq/pelenet/pelenet/snips//reset.c:79:13: warning: dereferencing type-punned pointer will break strict-aliasing rules [-Wstrict-aliasing]\n",
      "             nx_fast_init32(nc->cx_meta_state, neuronsPerCore/4, *(uint32_t*)&ms);\n",
      "             ^~~~~~~~~~~~~~\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/main_0_0.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/main_0_0.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/main_0_0.c\n",
      "OBJFILES :  /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/initnetwork_0_0.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/0_spiking_packed.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/1_reset_init.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/2_reset.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/main_0_0.c.o\n",
      "gcc -Wall -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/initnetwork_0_0.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/0_spiking_packed.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/1_reset_init.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/2_reset.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/main_0_0.c.o -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/launcher.link nxsdk/lib/embedded/libboot.a nxsdk/lib/embedded/libembedded_nx.a nxsdk/lib/embedded/liblmt.a nxsdk/lib/embedded/libnx.a -Wl,--script=nxsdk/utils/linker.scr -Wl,--build-id=none -Wl,-N -nostdlib\n",
      "\u001b[0m\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Compiling Embedded snips....Done 0.17s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Booting up..................Done 0.86s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Encoding probes.............Done 0.01s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Transferring probes.........Done 0.07s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Configuring registers.......Done 0.56s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Transferring spikes.........Done 0.81s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  Using Kapoho Bay serial number 308\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  Args chip=0 cpu=0 /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441467.0555716/launcher_chip0_lmt0.bin --chips=1 --remote-relay=0 --epoch=4 \n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  Lakemont_driver...\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Transfered values 20, 60, 10 \n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1 to 10\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 10\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 61 to 70\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 70\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 121 to 130\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 130\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 181 to 190\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 190\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 241 to 250\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 250\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 301 to 310\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 310\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 361 to 370\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 370\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 421 to 430\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 430\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 481 to 490\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 490\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 541 to 550\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 550\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 601 to 610\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 610\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 661 to 670\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 670\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 721 to 730\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 730\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 781 to 790\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 790\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 841 to 850\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 850\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 901 to 910\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 910\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 961 to 970\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 970\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1021 to 1030\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1030\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1081 to 1090\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1090\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1141 to 1150\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1150\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1201 to 1210\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1210\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1261 to 1270\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1270\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1321 to 1330\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1330\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1381 to 1390\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1390\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1441 to 1450\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1450\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1501 to 1510\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1510\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1561 to 1570\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1570\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1621 to 1630\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1630\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1681 to 1690\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1690\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1741 to 1750\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1750\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1801 to 1810\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1810\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1861 to 1870\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1870\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1921 to 1930\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1930\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1981 to 1990\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1990\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2041 to 2050\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2050\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2101 to 2110\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2110\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2161 to 2170\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2170\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2221 to 2230\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2230\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2281 to 2290\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2290\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2341 to 2350\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2350\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Executing...................Done 58.57s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Processing timeseries.......Done 2.85s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:  Executor: 2400 timesteps........Done 62.89s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m:  chip=0 cpu=0 halted, status=0x0\n"
     ]
    }
   ],
   "source": [
    "# Run network\n",
    "exp.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot spike trains of the excitatory (red) and inhibitory (blue) neurons\n",
    "exp.net.plot.reservoirSpikeTrain(figsize=(12,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Oc865fJSy0Zk1q5QjxUfkhw8CzyHyLCLPInulbHR8IEG0YMFIF4csH88h8iwizyJ7pWx0vE8n6unpGX+hEvAcIs8i8iyyV8rjTKOd5LTjrBtGvU/fF984VeXkanh4OO8SCsFziDyLyLPIXin3dHzIdNTS4tebA88hzbOIPIvslbLR8T6dqL29Pe8SCsFziDyLyLPIXi6NjqR3SnpZ6vZ8STdK2iTpJkl7peY1SbpC0kZJt0t6TmreLpIukLRe0u8kHTKR9W/dujXbDZrGent78y6hEDyHyLOIPIvs1bXRkTRL0nHARVWzLgTuIVzf/FbgitS8LxDqbAe+AlyfXC0Q4APAi4BOwrXSr5M07v6wX7guGhoayruEQvAcIs8i8iyyV+89nUuAs9ITJLUBRwGfNbMhMzsPeJ6kA5LG5VTg42a2xcyuAjYChyd3PwP4jJltMrNbgduA48Yrwvt0oubm5rxLKATPIfIsIs8ie3VtdMzsXWZ2CLAhNXkJ0GNm6WNedwMHA13ANjN7KDVvOXCwpN2A7mTZp80brw7v04kWLlyYdwmF4DlEnkXkWWSvCAMJ5hP2XtI2AvuMM68VGDazzSPMG5PvMkd9fX15l1AInkPkWUSeRfaK8DsdAdWD4YeBuTsx75krkU4HTgeYN28ea9euZcOGDaxbtw6AxYsXj1lk5cVX+XfRokU0Njbu6Ghsb2+nubl5x0Wf2traaG1t3XHCwNbWVhYsWEBPTw/Dw8O0tLTQ3t5Ob28vQ0NDNDc3s3DhQvr6+hgcHKSpqYmOjg5Wr17NwMAAjY2NdHZ2smbNGvr7+2loaKCrq2vHdgB0d3c/Y5sGBgZYs2YNAJ2dnQwNDbFq1SoAOjo6eOCBBxgcHJxR2zSZ5+n2229ncHBwRm3TZJ+ne++9d8Zt02SfpxUrVux4f8yUbdqZ5ykLyqNTXVIfcIKZ3SHpBOA0MzsiNf8qwqGynwJXmllnat65QAvweeAhM2tIzXsvcKyZHT3W+ru7u22ks8eW8cehv/zlLzn00EPzLiN3nkPkWUSeRSTpLjNbsrOPU4TDa48Ce1dNawMeS+ZVn/yoMm8DQHp4dWremBobGydb64xT+SZTdp5D5FlEnkX2itDo/AbolLQHQDJi7SDgTuABYEhSd2r5JcCdZraNMMx6SfW88Va4bdu2jEqf/lavXp13CYXgOUSeReRZZC/3RsfMHgNuAM6VNAv4BLAS+K2ZPUUYZn2upDmSTgT2AG5J7n4xcI6kPSQtBQ4Drh5vnX4+pWhgYCDvEgrBc4g8i8izyF69fxz6NUmbgf2An0han8w6FTgA6Cf8Zud4i51NZwObgfXAx4BjzGwwmfdV4OfAKsIPTt9mZmsnUEdGWzT9+aHGwHOIPIvIs8heXUevmdkZhB90Vk/fCIzY+Z/8fuekUeYZ8NHkb8LmzJlTy+IzWmdn5/gLlYDnEHkWkWeRvdwPr+XB+3SiylDJsvMcIs8i8iyyV8pGx/t0ov7+/rxLKATPIfIsIs8ie0X4cWjdpft0xvptThn4eegCzyHyLCLPInul3NOZO3fEkxaUUldXV94lFILnEHkWkWeRvVI2Ot6nE61dO+5gv1LwHCLPIvIsslfKRmf79u15l1AYlXMylZ3nEHkWkWeRvVI2Os455/JRykbH+3Si7u7u8RcqAc8h8iwizyJ7pWx0fMh05IcPAs8h8iwizyJ7pWx0fCBBVLmuRtl5DpFnEXkW2Stlo+Occy4fpWx0vE8nGu+KqWXhOUSeReRZZK+UjY736UR+6vbAc4g8i8izyF4pGx3v04n8hIaB5xB5FpFnkb1SNjrOOefyUcpGx6+nE/n1QgLPIfIsIs8ie6VsdOJFSd3Q0FDeJRSC5xB5FpFnkb1SNjqTeSF1nHXDjr+ZZNWqVXmXUAieQ+RZRJ5F9krZ6DjnnMtHKRsd79OJOjo68i6hEDyHyLOIPIvslbLRcc45l49SNjpbt27Nu4TC6Ovry7uEQvAcIs8i8iyyV8pGxznnXD5K2eg0NjbmXUJhLFq0KO8SCsFziDyLyLPIXikbHUl5l1AY3gAHnkPkWUSeRfZK2eh4n07U29ubdwmF4DlEnkXkWWSvlI2Oc865fJSy0Zk9e3beJRRGe3t73iUUgucQeRaRZ5G9wjQ6kp4t6ceSNkr6kaT9k+lNkq5Ipt8u6Tmp++wi6QJJ6yX9TtIhE1lXQ0PDVG3GtNPc3Jx3CYXgOUSeReRZZK8QjY6kXYDvABcD84FLgO8k079AqLMd+ApwvaRKq/EB4EVAJ/Ah4DpJLeOtb8uWLZlvw3S1cuXKvEsoBM8h8iwizyJ7hWh0gOcCDWb2DTMbNrMrgUagGzgV+LiZbTGzq4CNwOHJ/c4APmNmm8zsVuA24Lgc6nfOOTcBRWl0AEYbx7zNzB5K3V4OHCxpN0KjdHf1vPFW5H06UVtbW94lFILnEHkWkWeRvUI0OmZ2L/AnSSdKmi3pPcCDQCthzyZtI7BPMm/YzDaPMG9M3qcTtba25l1CIXgOkWcReRbZm5V3ASknAb8ALgN6gVcS9mSGq5YbBuYS9oxGm/cMkk4HTgeYN28ea9euZcOGDZMqdNmyZSxatIjGxsYd4/jb29tpbm7ecQy4ra2N1tZWVqxYAYQX74IFC+jp6WF4eJiWlhba29vp7e1laGiI5uZmFi5cSF9fH4ODgzQ1NdHR0cHq1asZGBigsbGRzs5O1qxZQ39/Pw0NDXR1dT1tO7q7u9mwYQPr1q0DYPHixQwMDOy4zntnZydDQ0M7rhHS0dHBHXfcwd577w0wY7YJ4jmzJrpNV111FQcddNCM2qbJPk/33nsvb3vb22bUNk32efrBD36wo9aZsk078zxlQUW4iqakWcDPgAuBK4DXEQYQvB+43Mw6U8ueC7QAnwceMrOG1Lz3Asea2dFjra+rq8t6enoAJnVRtr4vvrHm+xTVsmXLWLp0ad5l5M5ziDyLyLOIJN1lZkt29nGKsqdzJDDbzC5Jbn9f0vuA1wILqpZtAx4BNgBI2svMHk3Ne2y8lc2atXObXd1QTedGyA8fBJ5D5FlEnkX2CtGnQ6jjqappBqwChiR1p6YvAe40s23APcntp80bb2U+kCBasKC6TS8nzyHyLCLPIntFaXRuAxZIOj75wedRwCHAjYTf7JwraY6kE4E9gFuS+10MnCNpD0lLgcOAq8dbmf9OJ6ocZiw7zyHyLCLPInuFOLxmZgOSjgb+A7gIWAkcY2aPSDqb0LisB+5Ppg8md/0q8GzCHtFa4G1mtnYC65uCrZiehoerx2KUk+cQeRaRZ5G9QjQ6AGb2e+KPPtPTtxJGto10HwM+mvxNmA+Zjlpaxj2BQyl4DpFnEXkW2SvK4bW68j6dyE9oGHgOkWcReRbZK2Wj49fTifx6IYHnEHkWkWeRvVI2Ot6nEw0NDeVdQiF4DpFnEXkW2Stlo+N9OpGfuj3wHCLPIvIsslfKRsf7dKKFCxfmXUIheA6RZxF5FtkrZaPju8xRludUms48h8iziDyL7JWy0XnqqeqTH5TX4ODg+AuVgOcQeRaRZ5G9UjY6u+xSys0eUVNTU94lFILnEHkWkWeRvVJ++jY2NuZdQmFUTl1edp5D5FlEnkX2StnobNu2Le8SCmP16tV5l1AInkPkWUSeRfZK2ej4+ZSigYGBvEsoBM8h8iwizyJ7pWx0JOVdQmH4ocbAc4g8i8izyF4pG505c+bkXUJhdHZ2jr9QCXgOkWcReRbZK2Wj4306UeXa6GXnOUSeReRZZK+UjY736UT9/f15l1AInkPkWUSeRfZK2eh4n07k56ELPIfIs4g8i+yVstGZO3du3iUURldXV94lFILnEHkWkWeRvVI2Oln36XScdcOOv+lm7dpxr+5dCp5D5FlEnkX2amp0JN0o6XhJ03r41/bt2/MuoTA2bNiQdwmF4DlEnkXkWWSv1j2dS4ATgT9JukjSYVNQk3POuRmqpkbHzK4zs7cAXcBtwIcl/UzSZyR1TEF9U8L7dKLu7u68SygEzyHyLCLPInuT7dPZBKwDBoEWYAFwnqTvS3pxVsVNFR8yHfnhg8BziDyLyLPIXq19Os+RdB7wEPB3wI+AJWb2QTN7B3AGcFX2ZWbLfxwarVu3Lu8SCsFziDyLyLPI3qwal78duBw4wsxWjDB/DbByp6tyzjk3I9Xa6HQCA2ZmlQmS9gEeN7PNZjYMHJNlgVPB+3SixYsX511CIXgOkWcReRbZq7VP50LC6LW0Y4DzsimnPrxPJ/JTtweeQ+RZRJ5F9mptdI4Arq2adhVwbDbl1If36UR+QsPAc4g8i8izyF6tjc4sYKQfhu6aQS3OOedmuFobnauAKyV1Akg6gDCw4BtZFCPpzZJWSNos6dpk2vzkTAibJN0kaa/U8k2SrpC0UdLtkp4zkfX49XQiv15I4DlEnkXkWWSv1kbnb4C7gbskbQeWA78DztzZQiS9Ergieaw9gM8lsy4E7gH2Am5Nlqn4AmEb2oGvANdLGve0sKlxEKU3NDSUdwmF4DlEnkXkWWSv1jMSbDezz5hZC7C3me1hZmebWRadJOcD55rZzWb2lJmtkNQGHAV81syGzOw84HmSDkgal1OBj5vZFjO7CtgIHD7eivyFFK1atSrvEgrBc4g8i8izyF6tQ6aRtDewENglObwGgJndOdkiJO0HHAq8tWrWEqDHzLampt0NHAzMBbaZ2UOpecuTeT+ZbC3OOeemTk2NjqTzCYfYHgLSx6gMOGDEO03MgcBjwJGSPk8YmHAqsCdh7yVtI7APsHaMeWPyPp2oo6Mj7xIKwXOIPIvIs8herXs6pwGH7cxezSieBTQDLwSeCxwH/DfwSaD6RzXDhL0cjTHvGSSdDpwOMH/+fNauXTsl51VatmwZAG1tbbS2trJiRThxQ2trKwsWLKCnp4fh4WFaWlpob2+nt7eXoaEhmpubWbhwIX19fQwODtLU1ERHRwerV69mYGCAxsZGOjs7WbNmDf39/TQ0NNDV1fW07eju7mbDhg07Tt2xePFiBgYGdgz77OzsZGhoaMchg8rj9/X1AbBo0SIaGxvp7e0FoL29nebmZlauXDmttgmoeZvuuOMO+vr6ZtQ2TfZ52rhxI01NTTNqmyb7PN1///07apwp27Qzz1MWVEunuqRfA68ysycyqyA87vHApUCLmQ0l0+4DzgFOM7MjUsteRTiM9lPgSjPrTM07N3mM9421vq6uLuvp6QGY0guv9X3xjVP22FlZtmwZS5cuzbuM3HkOkWcReRaRpLvMbMnOPk6tezpXAMskXQE8QuoQm5lV/2i0Fg8DGysNTmJ18vh7Vy3bRjgU9yjh7NbV8x7ZiTqcc85NoVobnTcDm3nmGQiMZ56poBbLgVZJ88ys0k8zH/gD0ClpDzN7PBmxdhDwUeABYEhSd+rko0uAz463ssbGxp0odWZZtGhR3iUUgucQeRaRZ5G9mhodM3v1VBRhZpslfQM4R9LfAm8DngR+DdwAnCvpb4CPE85i/VszM0mXJPPeAbyd8PueW8Zbn6Sp2IxpyRvgwHOIPIvIs8hezRdxS84a8O+Srkxuv1HSuL+NmYAzgQ5gPXAKcEJyNutTCSPj+gm/2Tk+dZbrswl7XuuBjwHHmNngeCvaunXreIuURqWTs+w8h8iziDyL7NU6ZPocwuGtLwHfTyb3Av8DvGJnCjGzx4G3jDB9I3D0KPfZCpy0M+t1zjlXP7X26XwA6DCzJxSPUfUAz8+2rKk1e/bsvEsojPb29rxLKATPIfIsIs8ie7UeXttI+CEnxJFrhwJ9WRVUDw0N456erTSam5vzLqEQPIfIs4g8i+zV2uh8gHBSza8BcyR9CrgMeH/mlU2hLVu25F1CYVR+qFZ2nkPkWUSeRfZqPeHnD4EXAX8ELgGGgFeY2c+noDbnnHMzTM0n/DSzNYSBBNOW9+lEbW1teZdQCJ5D5FlEnkX2ah29ditPP9HnDmb2mkwqqgPv04laW1vzLqEQPIfIs4g8i+zVuqfztarbAo5klIaoqLxPJ1qxYgULFlSfTah8PIfIs4g8i+zVekaCa0aYfHUysMA555wbU81nJBjF/hk9Tl3MmlVzV9aM5YcPAs8h8iwizyJurYWIAAAYrElEQVR7tfbprOCZh9J2ZZqd2dkHEkR+6CDwHCLPIvIsslfrV/4zRpi2jXBizmnD+3Sinp4eH6GD55DmWUSeRfZq7dP56VQVUk+1XLhuphserr74ajl5DpFnEXkW2av18NonJrKcmRX6dzw+ZDpqaWnJu4RC8BwizyLyLLJX6+G1AwlDpK8HthIGIrwBuJtwXjaYBsOnvU8n8hMaBp5D5FlEnkX2am10ZgOHmllfZYKkTuBzZvZXWRY2lfx6OlFvb693luI5pHkWkWeRvVqHTL+GcEXPtA2Mcr2bovI+nWhoaCjvEgrBc4g8i8izyF6tjc4y4JuSngsgaTFwLeEEoNOG9+lEfur2wHOIPIvIs8herYfX/gq4APiNpEbCcOnvJNOnjXr16XScdcPTbvd98Y11WW8tFi5cmHcJheA5RJ5F5Flkr9ZLGwyY2SnAbkA7sKuZvdPMHpqS6qaI7zJHfX19eZdQCJ5D5FlEnkX2ah0yvTvweeDPgTYz21/Su4HdzOw/p6LAqfDUU0/lst70nk9R9noGBwfzLqEQPIfIs4g8i+zV2qdzMWHgwGHAHsm0m4Ezsyxqqu2yS1annJv+mpqa8i6hEDyHyLOIPIvs1dqn8zrgL81sWFJlCNh6YJ9sy5pajY2NeZdQGB0dHXmXUAieQ+RZRJ5F9mr9yn838KGqae8CbsumnPrYtm1b3iUUxurVq/MuoRA8h8iziDyL7NW6p3MycK2k9wK7SboZmAuckHVhU8nPpxQNDAzkXUIheA6RZxF5Ftmr9YSfDwAvlXQIsB/wgJndNSWVTSFJeZdQGH6oMfAcIs8i8iyyV+votTuAV5nZncCdU1PS1JszZ07eJRRGZ2dn3iUUgucQeRaRZ5G9Wvt0fg+8byoKqSfv04nWrFmTdwmF4DlEnkXkWWSv1j6de4BzJB1FuHDb5sqMol/OIM37dKL+/v68SygEzyHyLCLPIntj7ulI+oGk9EXCDyRc1uBRYBHQnfqbEpLmS7pR0iZJN0naKzWvSdIVkjZKul3Scyb4mFNV7rTj56ELPIfIs4g8i+yNt6dzCLApdfstZrbnFNaDpOOBrwNHm9ky4ELCHtaxwEeAKwi/FwL4AqHhbAfeClwv6UVmNuauzNy5c6em+Gmoq6sr7xIKwXOIPIvIs8jeeI3ONcC3JP08ud002tVDszi8JqkJOBV4MLndBhxF+EHqEHCepA9KOiBZ5lTgeWa2BbhK0geAw4GfjLUe79OJ1q5d69eAx3NI8ywizyJ74zU6HwDeQ9jjaQIaGPlQWlYXqPk4cANxsMISoMfM0ldduxs4mPD7oG1VJxtdnswbs9HZvn17RuVOXlHOw7Zhw4bc1l0knkPkWUSeRfbGbHQsXO3s0uQPSdvN7LSpKETSQuAkQr9RpdGZT7wMdsVGwml31o4xb6THPx04HWDevHmsXbu2MC+oZcuW0dzczMKFC+nr62NwcJCmpiY6OjpYvXo1AwMDNDY20tnZyZo1a+jv76ehoYGurq6nbUd3dzcbNmxg3bp1ACxevJiBgYEdI3A6OzsZGhpi1apVQDjFxyOPPMKyZcsAWLRoEY2NjfT29gLhUr3Nzc2sXLkSgLa2NlpbW1mxYgUAra2tLFiwgJ6eHoaHh2lpaaG9vZ3e3l6GhoZy2yaIZwee6DYtX758xm3TZJ+ne++9l+7u7hm1TZN9nvr6+na8P2bKNu3M85QFFeUqmpK+AdxiZpdKug84A9gfeKeZvT613KXACuAO4EIze25q3jnAAjMbc1j3gQceaHfffTfwzGve5CHPPZ21a9f65XjxHNI8i8iziCTdZWZLdvZxCnG6ZUkvB54HXFY1aytQfcW1OROYNyYfMh0VZW8vb55D5FlEnkX2CtHoAG8mnFbnYUmPAM8Bvg18Dti7atk24DHCsO3qryCVeWPygQRRZTe77DyHyLOIPIvsFaLRMbOzzWxPM9vbzPYGVgPHEa7b0ylpDwBJDcBBhFPwPAAMSUoPbFjCND49j3POzXSFaHRGY2aPEUaznStpFvAJYCXwWzN7CrgkmTdH0omEC8vdMt7j+u90osWLF+ddQiF4DpFnEXkW2St0o5M4FTgA6Cf8Zud4i6Mfziacimc98DHgGDMb9/qy3qcT+anbA88h8iwizyJ7hWx0zKwjORsBZrbRzI42s93N7NVmtiq13FYzO8nMms3sJWZ2z0Qe3/t0Ij+hYeA5RJ5F5Flkr5CNjnPOuZmplI2OX08n8uuFBJ5D5FlEnkX2StnoFOUHsUUwNDSUdwmF4DlEnkXkWWSv1uvpzAhFeyFVnxWhnmcoWLVqlX+bw3NI8ywizyJ7pdzTcc45l49SNjrepxNVTuhXdp5D5FlEnkX2StnoOOecy0cpG52tW7eOv1BJZHnK8unMc4g8i8izyF4pGx3nnHP5KGWj09jYmHcJhbFo0aK8SygEzyHyLCLPInulbHQk5V1CYXgDHHgOkWcReRbZK2Wj4306UeVSumXnOUSeReRZZK+UjY5zzrl8lLLRmT27+irX5dXe3p53CYXgOUSeReRZZK+Up8FpaGjIu4QxpU+LM9WnxGlubp7Sx58uPIfIs4g8i+yVck9ny5YteZdQGCtXrsy7hELwHCLPIvIsslfKRsc551w+StnoeJ9O1NbWlncJheA5RJ5F5Flkr5SNTtH7dOqptbU17xIKwXOIPIvIs8heKRsd79OJVqxYkXcJheA5RJ5F5Flkr5SNjnPOuXyUstGZNauUI8VH5IcPAs8h8iwizyJ7pWx0fCBBtGDBgrxLKATPIfIsIs8ie6VsdLxPJ+rp6cm7hELwHCLPIvIsslfK40xmlncJEzbVZycYHh7O/DGnI88h8iwizyJ7pdzT8SHTUUtLS94lFILnEHkWkWeRvVLu6UzXPp30Xg9ks+fjJzQMPIfIs4g8i+wVZk9H0pGSVkjaLOk6Sc9KpndKuk3SJklXS2pK3We+pBuTeTdJ2msi6/Lr6UR+vZDAc4g8i8izyF4hGh1J84HzgdcD+xL2wL6qcInPq4FrgDZgPXBB6q4XAvcAewG3AldMZH3TqU9nqg0NDeVdQiF4DpFnEXkW2StEowMcDfy7mT1oZpuA04ETgD8HWszsq2a2FfgkcIKkJkltwFHAZ81syMzOA54n6YDxVuZ9OpGfuj3wHCLPIvIssleUPp1vAbtWbpjZo5I2AAcCd6emPyFpFfACwt5NT9IYVdwNHAz8cayVTdc+nWpZjGxbuHBhVuVMa55D5FlEnkX2CrGnY2ZPmtn6ym1JLcCewDxgY9XiG4F9gPljzBuT7zJHfX19eZdQCJ5D5FlEnkX2irKnU+3DwOXJ/6sHyg8DcwGNMe8ZJJ1OOGzHvHnzWLt2LRs2bMis4LwtW7aM7u5uNmzYwLp16wBYvHgxAwMDrFmzBoDOzk6GhoZYtWoVAB0dHTzwwAMMDg4CsGjRIhobG3d0nra3t9Pc3LzjQlZtbW20trbuOAlia2srCxYsoKenh+HhYVpaWmhvb6e3t5ehoSGam5tZuHAhfX19DA4O0tTUREdHB6tXr2ZgYIDGxkY6OztZs2YN/f39NDQ00NXV9bTnZjLbBPHDYqLbdPvttzM4ODijtmmyz9O9994747Zpss/TihUrdrw/Zso27czzlAUVrVNd0quAfwFeDXwI+DMzOyU1/3bCYAIBp5nZEal5VwHLk/6dUXV3d1vlia4ehjxdTfbw2i9/+UsOPfTQjKuZfjyHyLOIPItI0l1mtmRnH6cQh9cqJB0I/DPwJjN7AngU2LtqsTbgsXHmjamxsXHni50hKt9kys5ziDyLyLPIXmEOr0laCFwMvN3M1iWT7wK+IElmZpJagf2AXxH2dDol7WFmj0tqAA4CPjreurZt2zY1G1EQtfyIdPXq1X5SQzyHNM8i8iyyV4g9HUm7E35jc4qZ9VWmm9ly4CHg45JmA18AvmVmG83sMeAG4FxJs4BPACuB3463Pj+fUjQwMJB3CYXgOUSeReRZZK8QjQ5wHHAY8PPkjASVv5cCbweOJRw2WwC8L3W/U4EDgH7Cb3aOtwl0UoXfnDrwQ40VnkPkWUSeRfYKcXjNzC4DLhtjkVeMcr+NhB+W1mTOnDm13qXwJjsgorOzM+NKpifPIfIsIs8ie0XZ06mrmd6nU4vKUMmy8xwizyLyLLJXykbH+3Si/v7+vEsoBM8h8iwizyJ7pWx0vE8n8vPQBZ5D5FlEnkX2StnozJ074kkLSqmrqyvvEgrBc4g8i8izyF4pGx3v04nWrl2bdwmF4DlEnkXkWWSvEKPX6m379u15l1BXY52Neiadf25neA6RZxF5Ftkr5Z6Oc865fJSy0fE+nai7uzvvEgrBc4g8i8izyF4pD6+Vech09Y9Ib3z3s/3cUoTDKJ5D4FlEnkX2Srmn4wMJosp1NcrOc4g8i8izyF4p93TcyLK4/LVzzo2llHs63qcTLV68OO8SCsFziDyLyLPIXin3dMrcp1PtFV/5DfCbvMvInZ/CPvIsIs8ie6Xc0/E+ndp1nHXDjr+ZyE/sGHkWkWeRvVLu6bjxzdTGxTmXr1Lu6czE6+m4nePXTYk8i8izyF4pG50JXFzUlczQ0FDeJRSGZxF5Ftkr5eE1fyHtnLGGVk/XYderVq3yb7UJzyLyLLJXykbHZcf7fpxztShlo+N9OvUxnfZ6Ojo68i6hMDyLyLPIXikbHVcs06lxcs7tnFI2Olu3bs27BDeK6sN19WqE+vr6/FttwrOIPIvslXL0mnPOuXyUck+nsbEx7xJKp+gDDhYtWpR3CYXhWUSeRfZK2ehIyrsEN0H16u/xLyKRZxF5FtkrZaPjfTrTX9Z9P729vf6tNuFZRJ5F9krZ6LiZzUfDOVdcpWx0Zs+enXcJbhLG6hcabd5Y90k3SO3t7ZMvbIbxLCLPInvTvtGRNB+4DDgMuB14l5k9OtZ9Ghoa6lGaK7h0g/SLD7941Hkz5VQ/E9Xc3Jx3CYXhWWRv2jc6wIXAPcCxwEeAK4DXjXWHLVu21KEsN51M9mJ2M7FxWrlyJfvss0/eZRSCZ5G9ad3oSGoDjgL+0syGgPMkfVDSAWb2x5zLczPERId7T+bwX7V04zTWYInJDEHPuuHL64e8bnqb1o0OsAToMbP0cLS7gYOBURsd79NxRZVFw7WzTr7pCbhp5HVNtmHZ2b2+vBq4tra2uqynTKZ7ozMf2Fg1bSMw5v6w9+m4Msqi0cqiUZzo4I68GuB0DW+47AHggXGXq5bFNk7UaHVMtKHOeo96PJrOFzST9B7gnWb2+tS0S4EVZnZe1bKnA6cnN18A/K5edRbcfGB93kUUgOcQeRaRZxF1mdlOj6yY7ns6W4HqY2UjXrfAzC4CLgKQ9CszWzLFtU0LnkXgOUSeReRZRJJ+lcXjTPcTfj4K7F01rQ14LIdanHPOjWO6Nzq/ATol7QEgqQE4CLgz16qcc86NaFo3Omb2GHADcK6kWcAngJXAb8e560VTXds04lkEnkPkWUSeRZRJFtN6IAGApHnAN4BXAf8HvNvMVuVblXPOuZFM+0bHOefc9DGtD68555ybXkrV6EiaL+lGSZsk3SRpr7xrqhdJR0paIWmzpOskPSuZ3inptiSTqyU15V1rXsr6+pD05tRr49pkWumykPRsST+WtFHSjyTtn0xvknRFMv12Sc/Ju9apIumdkl6Wuj3q62CyuZSq0SGeHHQv4FbCyUFnvORM3OcDrwf2Jfw+66sKl1C9GriGMNR8PXBBXnXWm6TjJQ1KWppMKt3rQ9IrCdt5JrAH8LlkVqmykLQL8B3gYsIPQi8BvpNM/wLhs7Id+ApwfTJSdsaQNEvScTxzsMBYr4PJ5WJmpfgjfKgOAHNS01YBB+RdWx22/V3AaanbewHbgMOB+1PTdwM2AU1511yHTJqAW4D7gKVlfX0AdwBnVU0rXRbA84B7qqb9Dnh+8p7YNzX9Z8Br8q454+2/nPBTkwHgZeO9DoCGyeZSpj2dsU4OOtN9i/AtDgAL1xvaABxIyKAy/QnCi+oF9S4wBx8nDLevKN3rQ9J+wKHA16tmlS6LhEaZvs3MHkrdXs4My8LM3mVmhxA+FyrGeh10MclcytToTOrkoDOBmT1pZjvOHyWpBdgTmEcJM5G0EDiJpx9KKOPr40DC2TuOlPRHSY9IehMlzMLM7gX+JOlESbOT8zo+CLRSsixSxnodTPo1UqZGR8Bw1bRhYG4OteTtw4TdaShnJl8C/snMBlPTyvj6eBbQDLwQeC6hX+e/KWcWEL6IfAbYAvwd8FeUNwsYe9snnUuZGp0Jnxx0JpP0KuBNhIandJlIejnh+P1lVbNKlwUwBGwHPm1mQ2Z2NdBPCbNIzmhyI3Ae4YPzo4Q+v22ULIuUsV4Hk36NTPezTNei9CcHlXQg8M/Am8zsCUmPEs7kkDbTM3kzsB/wcBi8x3zg28Ba4KmqZWd6Fg8DGy1cdbdiNWCU771yJDDbzC5Jbn9f0vuA1wILqpZtAx6pZ3E5Gesz81EmmUuZ9nRKfXLQpB/jYuAEM1uXTL4LeEkydBpJrYQP5ExOYV5EZna2me1pZnub2d6ED9njgMMo3+tjOdCanEqqYj7wB8qXxS4880uHEQbWDEnqTk1fwszOomKsz8wHmGQupWl0bPInB532JO1OGF9/ipn1Vaab2XLgIeDjkmYTxt1/y8yqOwhnvDK+PsxsM+G8hecknecnAE8Cv6ZkWQC3AQuS327tIuko4BDCIbdLCFnMkXQi4fdMt+RYa12M9Z4ws6eYbC55jw+v81j0ecAPgM2EHzotyrumOm33uwnHpjdX/b0U6AB+QRiP/21gXt711jmbPmBpWV8fyQfF9YTfXPwQ2K/EWTwf+CmhX+tO4u9V5hC+tA0QGuQX5l3rFGz715Ln+inCF4/1470OJpuLn/DTOedc3ZTm8Jpzzrn8eaPjnHOubrzRcc45Vzfe6DjnnKsbb3Scc87VjTc6zjnn6sYbHecASWdL+kEd19cl6Q5J/ZJOnoLH/4Gksyew3MmSbsp6/c6NpkznXnNuVGb2T3Ve5UWEqy1eB+ya9YOb2dFZP6ZzWfA9HefycQjwEzPbZmab8i5mNJL6JHXkXYebObzRcS4fZbgei3PP4I2OKxVJzZJukPSopIcl/Vsy/SxJlyb/v1zS5uTvSUkm6chk3msl3S9pg6S/H2ddp0j6k6THJV0maTdJDZI2J4v0SvrqCPd7saT7U7c/KOm+1O23SPp+8v+XSPpN0jd0YXLiViTdVOkrkjRL0v9I2ihpmaTrkroql7WYldz3cUm/lNSe1LqZcNbx3ydZtE0mc+fSvNFxZfMuwskLFwCdwDerF7BwvfjdzWx3Qr/LTWb2I0ntwFXAXxNOlHqQpLeMtBJJrwE+Sbwey5PAl81sOHlcgE4z++AId18O7CHp2cnto4DHJO2X3H4tcIukXYHvAv+UrMOA94/weKcRrhLaRjhr8hNmtp+Z3ZbMfw3hZK/7Ei7q9h4zeyKp80/A85M81o3w2M7VxBsdVzabCY3NIcB2M/vpaAtKegVwSvIH4Wzd3zaz28xsgHCVydePcvePAP9oZj0WLot9JnCCpD3HK9DCWXhvAV6bnFK+I7l9ZLLIkcntNwP3mdl1ZrYV+IdR6nkh8EMz2wZ8j3Ddk7Q/mtnNyTb9CFg0Xo3OTZY3Oq5sriR8YH+HsPdw0kgLSdqNcEnrvzGzh5PJ+wEnJYey+gnXGpk30v2BA4AHKzfMbAuwPpk+ETcDRwAHE/Z8lhEaoX2BJjO7L6nnz1P1/J6wR1PtDuBoSXMIlyqvvtDW2tT/DWiYYI3O1cwbHVcqyeGts82snbBX8J+SmkdY9Hzg12b2jdS0Bwh7Ly2pvxNGWdWDwJ9VbiQX0msnHK6aiFuAVxIuJ34r4ZpHS4ClxAtlPQBcXlXPK0Z4rNmE6+b8CXg14WJcaX59E1c33ui4UpF0lKTK4aWHCRe3e6pqmdcBxwLvq7r714GTJb08ubrkcyW9aZRV/RvwKUndSd/LVwhXZZ1Qv0iy3Frg7cCPzWyIcNXG9xAbne8Br5D0hqSe/SUdP8LDHQB8xcwWmNkbzGz9RGpIPAk8X9LzJM2v4X7OjcgbHVc224ALJK0n7EH8nZk9UbXM+cB84MHUKLZ3mNmjhEEEFxKutHkpUH1fAMzsB8DngP8lXJ10G6FDvxY3E67kWtk7uoWwp/KjZB1bgeOBTwOPExqhkfZaeoFvJduxXtIvJL1xgjVcB1xD+DHraIcSnZswv3KoczOYpEZgFXC4md0naS7wckJjsv8IDa5zU8r3dJyb2UR4n78g+Q3PNqAyZHs4t6pcaXmj49wMlhyCewPwXkIf0TrgQ8DrkhF1ztWVH15zzjlXN76n45xzrm680XHOOVc33ug455yrG290nHPO1Y03Os455+rm/wNzZyyioOiFsQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.net.plot.initialExWeightDistribution(figsize=(6,4), xlim=(0,100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Weight matrix before learning\n",
    "exp.net.plot.initialExWeightMatrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Weight matrix after learning\n",
    "exp.net.plot.trainedExWeightMatrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sorted weight matrix after learning\n",
    "expSupportMask = utils.getSupportWeightsMask(exp.net.trainedWeightsExex[-1])\n",
    "exp.net.plot.weightsSortedBySupport(expSupportMask, exp.net.trainedWeightsExex[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "nCs = exp.net.p.inputNumTargetNeurons\n",
    "nEx = exp.net.p.reservoirExSize\n",
    "nC = exp.net.p.inputVaryNum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(40, 400, 2)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nCs, nEx, nC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#weightsExEx = exp.net.trainedWeightsExex[-1]\n",
    "#np.save('weightsExEx', weightsExEx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "inputs = utils.getInputLetterList(exp.net.inputTrials)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "supportMasks = utils.getSupportMasksForAllTrials(exp.net.initialWeights.exex, exp.net.trainedWeightsExex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.net.plot.supportShare(supportMasks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [],
   "source": [
    "#0: A, 1: B, 2: others\n",
    "a_masks = np.array([ supportMasks2[i, 0] for i in range(exp.net.p.trials) ])\n",
    "b_masks = np.array([ supportMasks2[i, 1] for i in range(exp.net.p.trials) ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [],
   "source": [
    "backgroundNeurons = exp.net.exSpikeTrains[80:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [],
   "source": [
    "a_x = [ backgroundNeurons[a_masks[i],40+i*60:(i+1)*60] for i in range(exp.net.p.trials) ]\n",
    "b_x = [ backgroundNeurons[b_masks[i],40+i*60:(i+1)*60] for i in range(exp.net.p.trials) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a_y = np.sin(np.arange(20)/5*(np.pi))\n",
    "plt.plot(a_y)\n",
    "plt.xlim(0,19)\n",
    "pl = plt.show()\n",
    "\n",
    "b_y = np.cos(np.arange(20)/5*(np.pi))\n",
    "plt.plot(b_y, color='orange')\n",
    "plt.xlim(0,19)\n",
    "pl = plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_error(x, y):\n",
    "    x_err = []\n",
    "    for i in range(exp.net.p.trials):\n",
    "        # Estimate\n",
    "        model = sm.OLS(y, x[i].T)\n",
    "        params = model.fit().params\n",
    "\n",
    "        # Predict\n",
    "        ye = np.dot(x[i].T, params)\n",
    "        err = np.sqrt(np.sum(np.square(y-ye)))\n",
    "        x_err.append(err)\n",
    "    return x_err"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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97ndJpVIkk0nGxsY4ffo0d999N+ecc47PFoaL72MneWxxQVyb2tWgp2H0pL82FIBcW84Eok3fdmjvsabRS0phxRrJWQuD67esZlNrHV/Zvp8Zia4JgiBEi8TRxTXWbIqkMK4QEqMn4cjT0H3d2W31a2FYnDVficVii7aVlCj++7Xn8MqxJPe9uLwv2M7OzrBNMBbRxh3Rx5l8c9aWC76OnakUjJ10j6yB0StC5dpyxndtDj4EesbKV7Np6JRpUL9RSyWYAm+7sI2u5hrueOCVZR1dW8qZFSxEG3dEH2ec7juCha9jx61sx9ztBkfW5Npyxndt+rZDxQprGtSmvgMSR6xVooYRGWfNqUdfaYlVd+3lownu32Puf1h+09fXF7YJxiLauCP6ODM2Nha2CUbj69ixuxMsLIhrY0fcDF4RKteWM75qo7VVX23DVVA6pzdAfacVbUuY17M1Ms6aG+/cuoZ1jdXcsf2VnCqOC4IgCIZiR8wWtpqyKa+Cinqjp0GFkBjqs/qAzp0ChTnlO8zLW4uMs1ZeXu74XFlpCX9yzTm8ED/Dzr3HA7TKHNra2sI2wVhEG3dEH2fm1ncUFuPr2JltNeXgrIE1FWrwNKhcW874qo3dYmqhs9aw1vptYN5aZJy1TL31/svF7XSsrOL/e2B5Rtfq6urCNsFYRBt3RB9notrT0yt8HTvJY4CCGpc6dXWrjW7mLteWM75q07cdVm6AVRvmb7cja6fNK4wbGWctU72j8tIS/vjqc9h9aJhH9p8IyCpz2LdvX9gmGIto447o48xjjz0WtglG4+vYSR6Fmqb5OUcLqW09G4EzELm2nPFNm6kU9D+8OKoG1tR5dZNMg4bNb/W001ZfyR3LNLomCIIQGRKDzosLbOrS/UHlfi/YHH4SUsmlnTUwtnxHZJw1t5w1m4qyUj7ypm6e6j/F4wfMrWrtB9LSxhnRxh3RxxnRxh1f9XFrNWVT2wKTozCR8M+OApDx44xv2vRtB1UKG65c+vn6DiO7GETGWcs2d+SG13fSUlfBP2x/xWeLzKKxsTFsE4xFtHFH9HFGtHHHV33cWk3Z2JE3Q/PWZPw445s2fduh8zKorF/6+fq1VmTNsGhsZJy1bHv0VZaXcuNVXTzaN8Su/uUTXduzZ0/YJhiLaOOO6OOMaOOOb/rMzFjTm24rQcH4llMyfpzxRZuRITiy23kKFKxp0MlR43rKRsZZy4X3X76OptoYd2zfH7YpgiAIQq6MnYSZqczOmv28wYsMhAA5uBPQ7s6aoStCI+OslZW5rAhaQFWslA9f2cVD+46z+9Cwj1aZg4TbnRFt3BF9nBFt3PFNH7srgVNBXBvbWZNp0KLDF236tlvTn2sudt6nPt2T1LBFBpFx1rJZYDCXD1yxjpXV5fzDA8sjd621NcNNbRkj2rgj+jgj2rjjmz6zBXEz5KxVrYTSCmOnQWX8OOO5NnaLqa6rocQlx9121gwr3xEZZy3bnDWbmooyPvSrG3jg5WO8eOS0T1aZw969e8M2wVhEG3dEH2dEG3d80yfbyJpS6VprZrackvHjjOfanNgHZ+LuU6AA1augvFoia36RT92091++DoBHXol+kdzp6emwTTAW0cYd0ccZ0cYd3/TJptWUjcEtp2T8OOO5NvsfsH53XeO+n1Lp8h2Ss+YL+bR9WVkTo6m2gr7jSR8sMouGhoawTTAW0cYd0ccZ0cYd3/RJHoNYHcRqMu9rcMspGT/OeK5N33ZoPAdWrsu8b715hXEj46zlmrNm09Vcw4HjIx5bYx7SMNgZ0cYd0ccZ0cYd3/RJHs08BWpjcMspGT/OeKrN1AT0P5J5CtSmoVNy1vxiYmIir9d1N9dw4ET0nbW+vr6wTTAW0cYd0ccZ0cYd3/RJZFFjzaa21Sr1MZXyx5YCkPHjjKfavPY4TI1l76zVd8DoCUiNemdDgUTGWcu312dXUy0nR1KcGjHvQvaSVCra768QRBt3RB9nRBt3fNMnm4K4NnYEbsS8qVAZP854qk3fdigph/UOLaYWUr/W+n0m7p0NBZLRWVNKfW2JbW9YYtsj2Z5UKfU+pdQVLs93K6UeVkqdVkr9SClVlemY+eSsAXS3WDkPB05EO2+trq4ubBOMRbRxR/RxRrRxxzd9koOZW03Z2OU9DFwRKuPHGU+16dsOnZdDRW12+9uFcYfNWWSQTWTtvy6x7adLbNua6UBKqTKl1LuBr7vso4AfAT8GWoATwJczHTvvnLUm68Pri3jeWkdHR9gmGIto447o44xo444v+kwkIZXM3MTdxt7PwBWhMn6c8Uyb5HE4+hx0Z1gFOpcG8wrjZuOsqSy3ZcN3gFsy7HMp0KC1/orWegL4C+C9maJr+YZMO1ZWUV6qIr/IoL+/P2wTjEW0cUf0cUa0cccXfewaa5kK4trYEbikeZE1GT/OeKbNgZ3W72zz1QDq1oAqgdPmLDLIxllbKhksrwQxrfUHtNaXAUMuu70eeHbOa0aAQ8AFbseemZnJxyTKSktY11jDgYiX7xgbGwvbBGMRbdwRfZwRbdzxRZ9sC+La1LQAyshpUBk/znimTd92qFoFba/L/jWlZZbDZtCKUBMXGDQBpxZsOwWscXtRSUn+b6W7uSbytdaqqjKm/S1bRBt3RB9nRBt3fNEn21ZTNqVlUNNk5DSojB9nPNFGa8tZ67ravcXUUjSYVWstm+7nlUqpby/YVrPEtgqPbFLAwtLF00Dloh2VuhG4EaCpqYnBwUGGhoY4dsxa9bNx40YSiQQDAwMAdHd3k0qlOHTI8pbXr18PQNnoSfpPTLLvlf1UVVbMLhlua2ujrq6Offv2AdDS0kJjYyN79uwBrEazra2t7N27l+npaRoaGmhra6Ovr49UKkVdXR0dHR309/czNjZGVVUV69ev5/DhwyQSCWKxGN3d3QwMDDA8PExpaSmbNm2afR8Amzdvzus92SHkzs5OYrEY8XicnTt3Ruo9efU5pVIpBgcHI/WevPyc7LETpffk1edUXl7OkSNHIvWevPyc4vE4TzzxhKfvqf3wLzkXOHhilFf37MzqPV1RXg/HX+XxnTuN+pympqbYmbZJrqf57+nkyZO89NJLBb2nVVNH2Zo8Sn9ZN/07d+b0nhrHy1lx5mVOHTni6/WULSpTyQul1HeyPZjW+vezOqlS/cB7tdaPL/HcLcC5WusPzdn2GPBlrfWPnY65ZcsW/dJLL2Vr6jy27TrEx+96jh0fu5oNTVlUxC5Cent76enpCdsMIxFt3BF9nBFt3PFFn/s/DY9+Bf7quNUaKBu+924YOwU37vDWlgKR8eOMJ9o8+g/wi0/BR188u8IzW+6/DR69Az51LPeoXJYopXq11pdms2/GyFq2DpiHHAcWFkNpAU66vaiQPmJdzdaK0APHk5F11hKJRNgmGIto447o44xo444v+tgFcbN11MBaZHD8Ze9tKRAZP854ok3fdmjalLujBtZrZqasaff69sJtKZC8E72UUiVKqU1KqSzXT2dNL3BJuoQHSqlGYC2wK4M9eZ+wu9ly0KKctxaLxcI2wVhEG3dEH2dEG3d80Sd5NPuyHTa1LdbChDwXovmFjB9nCtZmcgxefTS3VaBzaUgXxjUkby2borjvVkr9+YJtFwEvYzlWryil7lFKeVLBTmu9G4gDH1dKlQOfBe7WWi9cdDCPior8U+YaqmM01sQiXb6ju7s7bBOMRbRxR/RxRrRxxxd9kseyL4hrU7vaipKMuX6NBI6MH2cK1ua1x2BqHM65Lr/X19u11sxYEZpNZO1jWE4ZAEqpCuD/As8DzUAjcBj4YqYDKaXuVEolsSJl25VSJ+Zs/+ScXd8D/CbW1Gcr8EeZjj05OZnFW3Em6g3d7eRIYTGijTuijzOijTu+6JM4mn2rKRu7zIdhK0Jl/DhTsDZ926E0BusWNVzKDsO6GGSzGnSj1nrnnMfXAu3ANVrrMQCl1F8A+zMdSGv9EeAjDtvnPu4HclK4kJw1sDoZPPCyeXV4vGJ4eDhsE4xFtHFH9HFGtHHHc32mJ60G2/lE1sBy9FrP99amApDx40zB2vTtgLVXQCzPPPSKWqhaWTzToEBSKbVyzuN3APu11n1ztk1leSzfKCRnDaweoSeSKU6PFhahM5V8e6cuB0Qbd0QfZ0QbdzzXJ5luxp5PzhoY18VAxo8zBWmTOAqDL+Sfr2ZT31FU06D/B/iWUuocpdT7gD8Avrpgn7diTYuGRmXlojJsOTHbIzSiDd03bdoUtgnGItq4I/o4I9q447k+ubaasjG05ZSMH2cK0iafFlNLUb+2qCJrn8FaTPAw8PfA57XWd9hPpnPYPgd8xRcLs8SLnDUgsnlrg4Nm3aRMQrRxR/RxRrRxx3N9cm01ZROrgVidcS2nZPw4U5A2+x+A6iZovbAwIxo6rZZTGerRBkE2ddamgE+mf5Z6fkIp9UatdaiT71NTUwW9vnNVNWUlKrI9Qu3qzMJiRBt3RB9nRBt3PNdnttVUjs4apMt3mLXAQMaPM3lrMzMDB3ZA9zVQQBtKwJoGTSVgfNjKXwsRT/LMwnbUvKC8tIR1jdWRrrUmCIJQ1Ng5azV5lPesW3329UJ0GXwBRo4XPgUKc8p3hD8VmjGyppTKuoeT1npLYebkT6E5a2B1MojqNOjmzZvDNsFYRBt3RB9nRBt3PNcneRSqG6Esj4Kpta0w8Ky39hSIjB9n8tamb7v1u+uawo2wnbXhQ7C6wCnVAsmmdIcd+/sZ8FPArKqCaQot3QFW3tqDe48zPaMpLSlsdalpDA0N0dqax9TBMkC0cUf0cUa0ccdzfRKDuS8usKlbDa/8wjtbPEDGjzN5a9O3HVq2wIq2wo1oMCeyls006BrgBmAM+DLwl8Am4EWt9YNzf3y0MyOFLjAA6G6qJTU9w+FTox5YZBbHjkn43wnRxh3RxxnRxh3P9UkO5l62w6a2BVJJmDAn1UXGjzN5aZMatToXeDEFClDTDKUVcDr8wrjZLDDQwEPAQ0qpm4A3YnUY+KRSqg+4C6sdVNGPuu6Wsz1C1zVGs6G7IAhC1kxPwg9+G974P6yE7bBJDkLTufm9tnZO+Y6KWu9sijqn+uGuD8EN3/cmWpUNj36FX3n0i9CbYxvJ6UmYTnnnrCmVrrUWfmQtm2nQWdKO2yPpn5uVUpcDvwHcr5Qa0lqHdjV7krOWrrV24PgI155X8OGMYuPGjWGbYCyijTuijzOR12bwRWtlXX1HXs6ap/ponY6s5TltONtyahAazejJWRTjZ9/PIb4L+h6Ai/9rMOd89keUVlTDuXk4XVUrYcNV3tlil+8ImZyctbkopTqB1wOXAbXADq+MygcvctZW1sRYWV1OXwQXGSQSibBNMBbRxh3Rx5nIaxNPt4WOP53Xyz3VZ+yUFTXJ11mzX5cwp3xHUYyf2THQG4yzlhqBYy8xvOX3aHrX3/t/vkzUd8Ar/xm2FbmV7lBKrVVK/blS6nHgl0A3cKvWuktr/T98sTBLvMhZA3tFqDk5DV4hDYOdEW3cEX2cibw2tpN2fE9euV6e6pNvQVyb2WlQczJ2imL8zHXWgmDgOdDTDKiAplwzUb/WGntTE6GakdFZU0qtV0p9TCn1BPAA0AZ8VGu9Vmv9Ua31L323MkC6mmoiGVkTBEHImfguq/K/noGB3eHaMlsQN8/VoFUroaTcuMK4RjN2Cob2W2Ng8EWYHPP/nPFdAJxZYcgUcX2H9TvkvLVsImsHgD/Hajn1TeAYcKVS6hMLf/w0NBMVFTkmIjrQ3VLLieQEZ8aj1dC9u9uMHA0TEW3cEX2cibQ242fg+F646P+xHucRWfFUn9m+oHlG1kpKrBWhBrWcMn782JHVi98PM1NW1Mv3c/ZC/VrWbu7x/1zZYEj5jmwbud8HzADnAZsdfkJNydce9e7qaopmj9BUKhW2CcYi2rgj+jgTaW0GdgMazr0eVq7Py1nzVJ9Cp0HBcvQMauZu/PixnbXXfzj9OICp0HgvtF9ijjazXQzCXWSQ0VnTWn9Qa/37WM3aP6u1/v2FP8CHgJ0+2+qKVx9sV7O9IjRaeWuHDoW/msVURBt3RB9nIq2N/cXcfgm09+S1yMBTfRKDUF4DFXX5H6NutVEZkCWbAAAgAElEQVTOmvHjJ94LTRutcikrOvx31pLHYfg1aO8xR5sV7YAKfUVoNjlr9Uqpe4EngKeUUj9RSsXmPP+bwPNYU6VFz9pV1ZSWKOkRKgjC8ubwLljVBdWroP1SK7IQ5hRi8mhhUTWwImsGrQY1Gq2t/LH2S63HHT2z+WS+MfsPgiFToGC1NqtbXRTToP8LGABa0z8J4Fal1LXpRQe3A58FLvLNyizwKmctVlbCulXVkZsGXb9+fdgmGIto447o40yktYk/ffZL0/6dY2TFU30SBdRYs6lthdETVvFUAzB6/Jw+ZDVEb7/EetzeYxXIHRny75zxXlAlsOYis7Sp7wi9i0E2ztq7sMpzTGqtJ7HaTf0F1mKDO4EtWut/1l4ljRlAV3NN5Jw1QRCErDlzBBJHzjppbVtBlQZXvmEpCimIa2NH5kaOF25P1FkY5bJ/H8mv5l7W52zZAjHDOgjVdxZFZG2l1nrWyvTfY8AmrfV3tNYzvlmXAxMT3tVA6Wqu5eDQCNMzkfE/6e/vD9sEYxFt3BF9nImsNnZ+mv0FXV4Frefn7Kx5qk9y0JqOKgS77IchU6FGj594r9UXs/UC63HbRVbUyy+HXevZxQVgmDYNaWdtJjx3JxtnbSmPxY6yRZKuphpSUzPETwVQU0YQBME04rugpAxWbz27reNSy4kL4wsrNQoTZ/Jv4m5TO6fllODO4V4rolqWTlGvqIXmzf45aycPwPiwWflqNvWdVveMECOy2bSbqlRKfXvBtpoltqG1/m/emJU7sVgs805Z0t1irQjtO5FkbWO1Z8cNk87OzrBNMBbRxh3Rx5nIahPvtSIq5XN6Lrf3wK5vw8m+rJupe6bPbI21AiNrdWY5a8aOn+kpq3TLJb87f3v7JfDyz6womFLennN22tVa0GCUNnPLdxS6yCVPsoms/QBQC35+uMQ2jz+53FAeDpwo1lrz0pmNGqKNO6KPM5HUZmYG4s8sjnDkscjAM328qLEGUJOOzBlSGNfY8XP8ZZgcXXoMjJ20Fhp4TbwXyquh2SrZapQ2dheD4fAWGWSMrKXrqBmPlzlrq2pi1FeVR6rWWl9fn1n/qRiEaOOO6ONMJLUZegVSicVf1E0bIVZrfam+7r1ZHcozfQptNWVTFoPqRmNaThk7fpxKaMx12Fdt8P6cbRdBqeWWGKWNAV0McmrkvlxQStHVXCO11gRBWH4cTtfS6rh0/vaSUlhz8dnng8Ruvl7oalD7GAY1czeS+C6obLDq7M2lZQuUVeVVINmVqZTVysouE2IalfVQsSLULgaRcdbKy8s9PV53c22kpkHb2trCNsFYRBt3RB9nIqlNvNdq3N24RF5aew8cfR6mspvJ8Eyf5FFrwUN1Y+HHMqgwrrHjx66xtzC9qLQM1lzkfXHcwRdgemLePwjGaRNy+Y7IOGulpaWeHq+ruYZjiQkSEWnoXldXQIuWiCPauCP6OBNJbeK90H6x1fh8Ie09MDMJR1/I6lCe6ZMYtPLNlrIpVwxqOWXk+EmNwLGXnFdltvfAwLPeFhZeYtrVOG0aOkNtORUZZ218fNzT43U12T1CoxFd27dvX9gmGIto447o40zktJkct6Icbl/UkPUiA8/0SR4tvGyHTW2L5awZUMfdyPEz8CzoGZcxcAlMjVsOnVfEn4aa5rOrLjFQm5C7GETGWfOa7ub0itATkrcmCMIy4ehzMDN1th/kQurboa7N/x6RC/GiIK5N7WqrZtbYKW+OFzXsnERHZy09NrystxbvXXra1STqO2H8NIyfCeX0kXHWvM5ZW9toNXSPSmStpcWj/0ojiGjjjujjTOS0yaaRdntP1l/UnunjRV9QG4NqrRk5fuK90LAWapuXfr5hLVQ3WUVzvWD8NJzYt+gfBOO0sct3hJS3FqizppRqUkrdq5Q6rZS6TynlMBpyx+uctYqyUjpXVkXGWWts9CAxN6KINu6IPs5ETpt4L9StgRUuyd3tl8DQ/qwiU57oMz1lVY73MrIGRiwyMHL82IsLnFAqJ4c9I0eeAfSilaDGadOw1vq9HJw14B+B54FmYAfw/aV2UkrtTTt0w+mfHZkO7HXOGlg9QqNSvmPPnj1hm2Asoo07oo8zkdNmTm9GR2Ybej+T8XCe6DN6AtAe5qzZkbXwy3cYN36Sx6y8rEwtn9p7rMK5E4nCz2k7fWsunrfZOG1muxiEk7cWmLOmlGoBrgf+Wmud0lp/AdiilOpaYvcK4Ne01g3pn2uCsnMuXU01HDwxwkyEGroLgiAsyehJqz9jpi/qNRcDyrtpsEx4VRDXZnYaNPzImnFkMw0++7yGI7s9OOfTsKobqlcVfiw/qW2FkvJlEVm7FNirtZ5boOdZwJOurWVl2bQ5zY3ullompmaIDxd/Q3fjQsoGIdq4I/o4Eylt7EKnC4vhLqSy3upmkMU0mCf6zLaa8shZq6iD8hojWk4ZN37ivaBKoe117vvZ0ddCF5pobS1oWGLMGadNSYm1wCak8h1BOmtNwMIkh1PAGof9P6WUGlJK7VBKOe0zi9cLDGBOj9ATxZ+31toaTvPZYkC0cUf0cSZS2sR7AWW1/MmEnbOUofyFJ/rMRtY8TDivbTEismbc+In3Wl0KYjXu+1WvsrobFJq3duaI9TksEckzThtIF8YNx1nzPhzljAKmF2ybBiod9j8KtAF/A3wPuG7RAZW6EbgRYOXKlQwODjI0NMSxY1YuwsaNG0kkEgwMDADQ3d1NKpXi0CFL7PXr1wPQ398PQGdnJ7FYjL6+PgAqG6z1Dz9/dDf6SDktLS00NjbOzqU3NjbS2trK3r17mZ6epqGhgba2Nvr6+kilUtTV1dHR0UF/fz9jY2NUVVWxfv16Dh8+TCKRIBaL0d3dzcDAAMPDw5SWlrJp06bZ9wGwefNmT97TPffcw9atW2lra6Ourm62hk0xvyf7cyr0Pe3fv593vvOdkXpPXn5O999/P1u3bo3Ue/Lqc4rH41xzzTWReE/Vz/2CyuoODr86QF1d0vU9ra/fSN3ID3ns53dRtfpcx/f0xBNPcPnllxf0ntb1P8EGYN+R0xzZvdOTsXdZ6QrKTh7m0Z07Q/2cduzYQXt7uxnXU2Ulrz+0i6HVV/Lizp0Z39Pmsg6aXnuKvS+9lPfYO0/vYzXQOwiJnTvnvafnnnuON7/5zUZdT+eNldOU3MerfX2efU5Zo7UO5Ad4L/DAgm3/DPzFEvteCFSn/24HNNDudvyNGzdqr5mZmdEX3Hqf/st7nvP82EGzY8eOsE0wFtHGHdHHmchoMzOj9Rc2aH3PH2W3/+FerW9dofULP3HdzRN9fvpnWt++rvDjzOXHv6v1HT3eHjMPjBo/x1+xPtNd381u/8e+Zu1/+kj+5/zFX2t9W6PWqbFFTxmljc0Dn9X60w1aT6U8ORywS2fpQwU5DXocWJh00AKcXLij1vp5rfVo+uGJ9G/XqVCvS3eA1dA9Kj1CGxoawjbBWEQbd0QfZyKjzfCrMDqUObHcpvUCKK3IOA3miT6Jo97VWLOpbTWizppR48f+LDPlLNp4URw33gurL4TyxRNsRmlj09BpdXc4cyTwUwfprD0DdCulVgAopUqBi4An5+6klKpUStXP2ZQubsJBt4P7kbMGVo/QKDhrxjXFNQjRxh3Rx5nIaJPtKkCbshi0bT27KMEBT/RJHvPeWatrhYkzkBrNvK+PGDV+4r3Wwovm87Lbf/WFUFKWv7M2M22Vf3EYc0ZpYzNbviP4vLXAnDWt9UngZ8DnlVJlwCeAfcBzC3Z9E/BjpdRqpVQtcDvwA631CVyYmJhwezpvuptrOXpmnOTElC/HDwp7/lxYjGjjjujjTGS0iT9tRcpaz8/+Ne091pfttPO90RN9kke9WwlqY5cBCTm6ZtT4iffCmougJMtZqvJKK8Kar7N2Yh+kko7OmlHa2NjOWggrQoMuivthoAsYxqq59jtaa62U+qRS6k4ArfXPgZ8CTwAHsKZJ/zDTgbVPTXntFaEHizy6lkqlwjbBWEQbd0QfZyKjzeFdVrmG0hxmKNp7YHLUKo7qQMH6aO1tqykbQ1pOGTN+piasvrCZCiIvxHbYZ2ZyP2eGaK4x2syl3loMEkattUCdNa31Ka31W7XWtVrra7TWh9LbP6e1/sic/b6itV6ntW7RWv+B1jqjp+RHzhpYtdag+Bu619XVhW2CsYg27og+zkRCm+lJGHg2+1wlG/tL1iWyUrA+46dhesKfnDUI3VkzZvwMvmA1t2/PcQx0XGpNJw+9kvs5D++CinpoPGfJp43RZi7lVVDTHEoXA2nknoF1jdWUKOgr8shaR0dH2CYYi2jjjujjTCS0ObYHpsayz1ezWdUFlQ2uzlrB+nhdENdmtj9ouM6aMePHzj3MdQxk4bA7n7MX2i+2is0ugTHaLKS+M/qRNT/xK2RaUVZKx8rqou8RateAERYj2rgj+jgTCW1mp6NynAKbbejtvMigYH1mC+J6HFmrbrQq9YdcGNeY8RPvhZoWqM/RQWo8F2J1uTtrk2Mw+KKrc2iMNgtp6FwWOWu+MZPPnHmWRGFF6NhY8bfM8gvRxh3Rx5lIaBPfBVWrYOWG3F/b3gPHXoTU0vfHgvWxI2teO2slJVYXg5Aja8aMn8O7rM9SqdxeV1JiRcdyddYGngM97eqsGaPNQuzImk958k5ExlkrcQilekF3cy0HTySLuqF7VVVV2CYYi2jjjujjTCS0iT+d3xc1WDlLesbKeVuCgvWZnQb1ofWQAbXWjBg/Y8NWzllHnm262y+Foy/A5Hj2r7F7iro4a0ZosxT1nVbawOhQoKeNjLMWi8V8O3ZXcw3jkzMMnMlhMBqG3RJDWIxo447o40zRazORsHLWcs1VslljN/ReOrJSsD6Jo1BWBRUrCjvOUtStDn0a1Ijxc+QZ63e+Y6C9B2Ym4ejz2b8m3gsrOlxzEY3QZinsqeLhYBcZRMZZm5yc9O3YXU3WitC+Y8Wbt3b4cPAJkcWCaOOO6ONM0Wsz8Cyg8/+irm2GhrWOzlrB+iQHrahaPlG/TNS2hj4NasT4sT+7NRfn9/p8FhnEezPmSBqhzVI02IVxg7UvMs7a9PTCHvHe0d1s1Vo7UMSLDBKJRNgmGIto447o40zRa3PYno7KcXHBXNp74PDSX9QF65P0ocaaTW0rjJ6wKumHhBHjJ95rlc+oWpnf61e0Qd2a7J21kSE41Z/xHwQjtFmKkLoYRMZZU37855Wmua6CuooyDpwo3kUGfk4TFzuijTuijzN5a5MaCTxBeUnivbByPdQ05X+M9kutulPJY4ueKnjs+FEQ16au1cq3Gznuz/GzIPRrS+v04oIc66stpKMne2ftSHZlQkLXxomqlVZbLoms5UdFRYVvx1ZKFf2K0O7u7rBNMBbRxh3Rx5m8tBk5AV/eCvf9T+8NyhV7cUEhzE6DLS7hUfDY8aPVlM1srbXw8tZCv7bOxGHkmDdj4GQfjJ7MvO/hXaBKMk67hq6NE0qly3dIzlpe+JmzBtDVXFvUtdYGBgbCNsFYRBt3RB9n8tJm5+3W9NuTX4djzq2afCdxFM4cLvyLum2rVbNsichKQWNncszqYFDbUoBxLhjQxSD0aytDy6essV9/xLnm3rxzNp8HFbWuu4WujRv1HTINmi9+5qyB1SN04PQ4o6nibOg+PDwctgnGItq4I/o4k7M2J16BXd+GC34LYjVw/63+GJYNXn1Rx2qgZcvZcgxzKGjs2NOqtT5F1gzoDxr6tXV4F5TGYPUFhR2n7SJAuRZIBqxp1ywWF4AB2rgRQheDyDhrfuaswZweoUU6FepX79QoINq4I/o4k7M2/3krlFfDr38Brvxz2HcfHHjQH+MyEe+1ImJtryv8WHbO0oI8vILGjl+tpmzsyFqIK0JDv7biT8PqC6GswDSiyhVWtCxT3tqpfhg7mdU/CKFr40Z9h1VnzaEYtB9ExlmrrKz09fhd9orQIl1ksGnTprBNMBbRxh3Rx5mctOl/BPb+DK78qFXy4vKPWP+h/+JT4GMHFkfivdB6vtWculDae6wpy5MH5m0uaOz41WrKpqzCShYPsdZaqNfWzLRVY63QyKpNe48VqXNbODMbzc28oMHo+07DWuv36Xhgp4yMs+Z3ztr6xhqUKt5aa4OD4dYTMhnRxh3Rx5mstZmZsZyyFe1wxR9b28or4bpb4ehz8Py/+Gekkz1xj7+oYVFkpaCx41erqbmE3MUg1Gvr+F6YHPFwDFxi5WK6Jd7He60ixy2bMx7O6PvObPmO4BYZRMZZm5ryN5essryU9oaqoo2sDQ0F2xqjmBBt3BF9nMlamxfutqIY1/31/EjWBb9lrYp74DNWQn1QnOyDidPefVE3n2eVM1jgrBU0dpKD1qrBQsqKZCLkwrihXlte5SzaZFMcN95rTbuXlmc8nNH3ndkuBsEtMoiMsxYEXc21RV0YVxCEEJgchwdug9Vb4cLfmf9cSQlc/1mrhMLjXwvOpsOZezPmREkprLno7HG9IHEUalqsY/uFAS2nQiO+CyrqYZVHJTJaz4eySmdnbXrS6pjh1ZgLk7o2K98zwEUGkXHW/M5ZA6uTwYHjI0XZ0H3z5sxh5+WKaOOO6ONMVto8cae1zP/6z1rO2ULW/ypsejs8/PeQDKhAa7wXYrXQ7GFeUHuPNaU7lZrdVNDYSR7zr2yHTW2LdZ6QChSHem3ZqzKXGpP5UFpuRc2cnLXBF2FqPOuG8Ubfd0rLYMWaQMt3RMZZ87t0B1iRtbHJaY4WYUN3o0PKISPauCP6OJNRm5EhePiLsPHXoetNzvu95TaYHIUHb/fWQCfivdb0q5dRq/YemE7B4AuzmwqbBvWxIK5N7WrLgRg/7e95HAjt2kqNwuBL3ke52nvgyG6YXiItKcdpV+PvOwGX74iMs+b3AgOA7ia7R2jx5a0dO7a4FYxgIdq4I/o4k1GbB79gLe9/y2fc92s6Fy79b7DrO3B8n3cGLsXUBBx9vrB+oEuxRM5SQWPHz1ZTNrYzGNIig9CuraPPgZ72x1mbGoPjexY/F38aqhuhYV1WhzL+vtPQKTlrptLVnK61dkLy1gRByMBQH+z6FvT8XnbTjVffYtVg87tQ7tHnYWbS+y/q+g4rxyzbHpFuzExbbZD8dtbsadYQW06Fgtc5izb2PwBLjYF4r3U+n2uiBkZ9h5VrOuP/rB5EyFkLImetdUUFNbHSooysbdy4MWwTjEW0cUf0ccZVm/tvtRKur86yB2hNE1z5Z7D3Xjj4sDcGLkUOta5yQinouHTeF3XeY2d0yGqyHsQ0KCzZhD4IQru24r3WNF6dx87wyg1QtWrxQpPxM3D85ZzGnPH3nfpOKzqZCKYtVmSctSBy1qyG7sXZIzSRSIRtgrGINu6IPs44avPqY7Dn3+FXb84tSf6KP4IVHf4Wyo33Wk7KijXeH7v9EjixbzYHLO+x43dBXJvZllPhRNZCu7aybPmUM0pZ0bOFbacGdgM6p0ie8fcdu9ZaQFOhkXHWgshZA6uTQTFG1oxuihsyoo07oo8zS2qjNfziL6FuDVzxJ7kdsLzKqsU2sBteuMsbIxfi53TUbEPvZ4ACxo7fraZsKlZYRVpDmgYN5doaOQHDr/pXQqO9x8pZm5gT1JiN5mbvIBp/32mwC+MGs8ggMs5aUHQ11RIfHmMsFcw8tSAIRcaLP7G+nK77K4hV5/76C3/bKoHgR6HcsVMwtN+fqArAmvRxC623Ntu9wOfSHUqdLd+xXPC6GO5C2nusKeyBZ+efc+UGqF7lzznDwC6MG1AXg8g4axUVBTaizZLuFmtF6MEi62TQ3e1R4cMIItq4I/o4s0ibqQm4/9NWc+ytN+R3ULtQ7ulDVo02L7Gnpzo8zlezqWqAxnNnz5P32JmdBvU5sgahFsYN5dqK91qdIdou8uf4s6uC5zjsh3tzHnPG33diNVZ+nkTWckMHVNSwq8laEVpseWupVCrzTssU0cYd0ceZRdo8+XWrN+L1ny2shtmGq2DjW+HhL1nTVl5hO2trLvbumAtp77G+qLXOf+wkB6Gy3uqf6jchtpwK5dqK90LzZqio9ef4NY2wcv3ZCN6ZI5A4knMkryjuOwGW74iMsxbUB7uhSGutHToUXD2YYkO0cUf0cWaeNqMn4aG/hXOvh66rCz/4W26zarQ9+IXCj2UT74WmjZYj5BftPZazdeZI/mMncdT/xQU2ta2hRdYCv7a09m9xwVzmLjKwf+forBXFfae+M7AuBpFx1oKiKmY3dC+uyJogCD7z0N/CRCJzAdxsad4EPR+EXd+GE68UfjytrYiX370Zl5oGy5VkADXWbOpardWrk8XXmSZnTh6w8haDGAOnD1kRy3gvlJRZqQFRw+5iEMDMXmSctaBy1qA4V4SuX78+bBOMRbRxR/RxZlaboT548htwye9Ci4c9Da/+n9Zqxfs/XfixTh+CkeP+f1GvvgBKYxDvzX/sBNFqyqY2vC4GgV9bfucs2tj11OK9ltPeeoG10jkHiuK+U98BqaTlAPtMZJy1IOluruXA8WRgeXKCIBjOA7dZDsrVn/T2uLXNVq22l38K/b8s7Fh+rwK0KauwoigLa21li9bBtJqyCbnlVKDEey3nv9nnJultW0GVwuGnIP6M/2MuLAIs3xGos6aUalJK3auUOq2Uuk8p1VzIfnOZmJjw3mAHupprGElNM3gmuHMWSn9/f9gmGIto447o40x/fz+89gS89G+WU+V1RXiAK/4YVrQXXig33ms5lK0XeGebE+09cOQZ+g/25f7aiYTVXzKwnLV0eZAQnLXAr614L6y5CErL/D1PeRW0ng/Pb4NUIi9nrSjuO3Zh3ADy1oKOrP0j8DzQDOwAvl/gfqFgrwg9UGQrQgVB8JjZArht8Cs5FsDNllg1XPtXcORpq4ZbvhzuhdVboSzmnW1OtPdAKknNSB4Rh6AK4trY06BR7w86lbJqnwUV5bLz1uy/o0h9BCNrSqkW4Hrgr7XWKa31F4AtSqmufPZbSCwWwA0ojV1rra+Iaq11dnaGbYKxiDbuiD7OnKf3WlM9137KqrvkF1tvsKYW778tv0T46SmrK4LfuUo26ZyldeV5lB0JqtWUTU2TVXcshMhaoNfWsRdheiI4x8kea7E6awVyjhTFfaemyer/O+x/YVyfY6HzuBTYq7WeO3f4LNADHMhjv3mUpk7Dsz/y0FxnVmvNDbHnGXtqN08NrgzknIWSHEly8gWf6uoUOaKNO6KPM5v2/APDKzayfeZKeNrf/66bN9zMlY99iAPf/1OGVuVWJ61yYogLJ0d5anIDh3y2EwAd4x3lK5jYcx9PjeeWWL5q+Hm6gf88pEkMB1Nw9G2xVZx56UFeTQRbYT/Ia6vpZC8bgPuG2xkNYAzUnengLcCxFVt4ZPeRnF8/dHKEZwMqOFsIb6lYTerlhzkw/jVfzxOks9YELFwycQpY2E042/1QSt0I3AjQ01YC9/yhN5ZmQAFfKAGG0j+CICxLUrqUD575II9ueyGAs1Xx1fLLePur/0LXq/+S86undAk3P1pJnGcz7+wBNeUb+bXJJ+l85smcXzuqK7j5P04wQjCzF6vLW3jDxJO0nMjd1mLi0EwzH/npccDDQssOlDDDLytW8b2B9XztX/Idc+bXWvtqeQtvL32SxlP+XldBOmsKWNhQcxpYWKI62/3QWn8d+DrA5nO7NDfd742lWTAxNcOJZPEsMNi9ezcXXeRTe5EiR7RxR/RxZtfz+/j8r14f3An1VcTP5DflMhOr44dVjR4b5ML0r/CzR/4jr7EzU1HPvZXBzVqoqcuJjwQ/DRr0taWrmngwFlyUfHLySW4oreCGPLp5PPHEE1x++eU+WOUx028gnsw9cgjAbdkv9gnSWZsAyhdsW6o4Wrb7zaO0ohpWuaa1eUoF0O5zj2EvSU6W0d61KWwzjES0cUf0cSY5Wca6Rh9z1Zai6fxgz5c3NYyff2mRjJ0arEmdYIn+tZX/tTHe3R78tZUXNdDi/z8WQa4GPQ4sXN7TApzMc795lJYW0IdvGVBXVxe2CcYi2rgj+jgj2rgj+rgj+jgj2swnSGftGaBbKbUCQClVClwELEwSyHa/eYyPL4NWIQWwb9++sE0wFtHGHdHHGdHGHdHHHdHHGdFmPoE5a1rrk8DPgM8rpcqATwD7gOfy2U8QBEEQBGE5EHRR3A8DXcAwVi2139Faa6XUJ5VSd2baz+3A5eUL09yEubS0FFGCXcCINu6IPs6INu6IPu6IPs6INvMJcoEBWutTwFuX2P65bPZzQ3LW3GlsDHAVWJEh2rgj+jgj2rgj+rgj+jgj2sxHRaUZuVIqAewN2w6DaSKI4jrFiWjjjujjjGjjjujjjujjzHLQZp3WOmPvcwg4suYze7XWAfVSKT6UUrtEn6URbdwRfZwRbdwRfdwRfZwRbeYTdM6aIAiCIAiCkAPirAmCIAiCIBhMlJy1r4dtgOGIPs6INu6IPs6INu6IPu6IPs6INnOIzAIDQRAEQRCEKBKlyJogCIIgCELkEGdNEARBEATBYIreWVNKNSml7lVKnVZK3aeUyqpmibC8UUq9Tyl1xZzHMo7SLNRGsFBKvVkptUcplVRKbVNK1ae3dyulHk6PnR8pparCtjUMnPQRQCn1K0qp3vQY+YVSqiO9Xe47OOsjnKXonTXgH4HngWZgB/D9cM0xC6XU3vQFMJz+2RG2TWGilCpTSr2bxcmry34cOWkjY8j6UgX+Dvh1oB2rRuVXlFIK+BHwY6AFq4jnl8OyMyyc9Ek/Nz5n7Awrpf4pRFMDRym1Cvgu8CdAA/Aw8M3003LfcdFH7j1nKeoFBkqpFqAPaNJaT6S3HQLepLU+EKpxhqCU6gfeq7V+PGxbTEAp9T1gE7AZeIvW+nEZRxZLaZPe3s8yH0NKqQ8AlVrrb6QfNwNHgDcD3y7JXRIAAAXBSURBVNRan5veXpPevlprPRaWvUHjok8TVo/nNq310RBNDBWl1EVa693pv7cAjwDnIfcdYGl9tNar5N5zlmLvYHApVueCiTnbngV6gGU12IXs0Fp/AGYdEBsZRzhqI1jcDVTbD7TWx5VSQ8DrsMaKvX0k/YV7AfBU4FaGh5M+68IzyRxsRyTNrwEvIPedWRz0EeZQ7NOgTcCpBdtOAWtCsMVkPqWUGlJK7VBKiTaLkXGUmWU9hrTWo1rr2T6FSqkGYBWwEhk7bvrE05vuVEqdVEr9RCm1IhQjQ0YpdZ1S6kvALcBHkfvOPJbQx2ZZ33tsit1ZU8D0gm3TQGUItpjMUaANeBL4Xsi2mIiMo8zIGJrPTZzVQcbOYm4Cvqe1Hko/3g20AuPA34dmVbisx8pNi2OND7nvzGc98/WxkXsPxT8NOgGUL9hWEYYhBvNOoE9rnVJK3QEcVkq1a63jmV64jJBx5I6MoTkopa4E3gFcA/wpMnbmsUAfgNcDz2itp5VSXwUeUEr9gdZ6JjQjQ0Br/S3gW0qpNwI/Bf4YGTuzLNRHKdWF3HtmKfbI2nFg9YJtLcDJEGwxEq3181rr0fRDe5pi2YaSHZBx5IKMobMopV4H/C3wDq31CDJ25rGEPmitd2mt7QjSCSyHpDEkE0NHa/1LrAhaChk7i5ijzzVy7zlLsTtrzwDddg6EUqoUuAgrXLrsUUpVLqh1tDb9+2AY9hiMjCMHZAydJV376VtYq9OOpTf3ApekS3iglGrE0mhXOFaGx1L6KKVWKaXmRo/WAgnOfvFGHqXU+rkapP+2F2Ms+/uOiz5jcu85S1E7a1rrk8DPgM8rpcqATwD7gOdCNcwc3gT8WCm1WilVC9wO/GBuIrAg4ygDMoaA9Hv/PvAhrXW/vT29ii0OfDz9JfNZ4G6t9cLE8UjjpA/w28A3lFIN6VpstwJ36GKuGZU7a4H/q5TakL6//BVwCPh35L4DzvrMIPeeWYraWUvzYaALq5bP9cDvLLMbgSNa659j5UY8gbUU/CTwh6EaFTJKqTuVUkmsG8R2pZR94S/7cbSUNjKGZnk38Ebgl8qq0G//vB54D/CbWNq0An8Uop1hsaQ+WAsLXgX2YDkhjwCfDs3KENBaPwR8A8sxOwG8AXib1jqF3Hfc9JF7zxyKuiiuIAiCIAhC1IlCZE0QBEEQBCGyiLMmCIIgCIJgMOKsCYIgCIIgGIw4a4IgCIIgCAYjzpogCIIgCILBiLMmCIIgCIJgMOKsCYIgpFFKrU3XCFubxb5aKbWwXZAgCILnFHsjd0EQBM/QWr8G1IZthyAIwlwksiYIwrJBKfVdpdQHw7ZDEAQhF8RZEwRBEARBMBhx1gRBWBYopR4C3g/cmc5L+y2lVL9S6u1KqQeUUl9ON43Wc17zfqXUi0qp00qpu5VSdQ7H/julVFwpdVwpdb/TfoIgCPkgzpogCMsCrfVVwA+Aj2ita7XWd6ef+grwt8CfLfGyceBtQCMwA3xi4Q5KqS1YjczPw2rkfjsw4vkbEARh2SLOmiAIy53/rbW+T2s9s/AJrfXdWutXtdZTwM+Bi5d4/RhQD1wN1Git71/qWIIgCPkizpogCMudp52eUEptSS9K2Ad8mSVW0GutDwI3Af8vcCo9nSr3VkEQPENuKIIgLHeSS21USrUDjwOPAVcC/93pAFrrH2itNwMbgF8D3uKDnYIgLFPEWRMEYTkxCpyvlGpK55q5sRIrT+1eYBi4bqmdlFLnKqX+i1KqDDiJla827aHNgiAsc8RZEwRhOfFvwEeAh4Butx211i8A/wHsAZ7AyktbihTwAeAQcAB4BnjAI3sFQRBQWuvMewmCIAiCIAihIJE1QRAEQRAEgxFnTRAEQRAEwWDEWRMEQRAEQTAYcdYEQRAEQRAMRpw1QRAEQRAEgxFnTRAEQRAEwWDEWRMEQRAEQTAYcdYEQRAEQRAM5v8HlqQlOsab3wcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,3))\n",
    "plt.plot(calc_error(a_x, a_y), label='A')\n",
    "plt.plot(calc_error(b_x, b_y), label='B')\n",
    "plt.xlim(0,39)\n",
    "plt.xlabel('trials')\n",
    "plt.ylabel('RMSE')\n",
    "plt.legend()\n",
    "pl = plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.net.plot.supportTurnover(supportMasks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# New parameters\n",
    "newParameters = {\n",
    "    **parameters,\n",
    "    'trials': 40,\n",
    "    'inputVaryProbs': [0.9, 0.1]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initilizes a second experiment\n",
    "exp2 = AssemblyExperiment(name='assemblies-retrain', parameters=newParameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#np.array_equal(exp.initialMasks.exex.toarray(), exp2.initialMasks.exex.toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build network\n",
    "weights = deepcopy(exp.net.initialWeights)\n",
    "weights.exex = exp.net.trainedWeightsExex[-1]\n",
    "exp2.build(exp.net.initialMasks, weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mWARNING\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:  \u001b[33melementType would be deprecated in 0.9 in favor of messageSize, which provides more flexibility\u001b[0m\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:  Connecting to 127.0.0.1:33281\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Host server up..............Done 0.19s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mWARNING\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:  \u001b[33m~/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages ~/pelenet\n",
      "Compiling in directory : /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546\n",
      "Include dir is : /home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/\n",
      "Compiling -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/initnetwork_0_0.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/initnetwork_0_0.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/initnetwork_0_0.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/0_spiking_packed.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/0_spiking_packed.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/0_spiking_packed.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/1_reset_init.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/1_reset_init.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/1_reset_init.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/2_reset.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/2_reset.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/2_reset.c\n",
      "/home/seq/pelenet/pelenet/snips//reset.c: In function ‘reset’:\n",
      "/home/seq/pelenet/pelenet/snips//reset.c:51:9: warning: dereferencing type-punned pointer will break strict-aliasing rules [-Wstrict-aliasing]\n",
      "         nx_fast_init64(nc->cx_state, neuronsPerCore, *(uint64_t*)&cxs);\n",
      "         ^~~~~~~~~~~~~~\n",
      "/home/seq/pelenet/pelenet/snips//reset.c:79:13: warning: dereferencing type-punned pointer will break strict-aliasing rules [-Wstrict-aliasing]\n",
      "             nx_fast_init32(nc->cx_meta_state, neuronsPerCore/4, *(uint32_t*)&ms);\n",
      "             ^~~~~~~~~~~~~~\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/main_0_0.c\n",
      "gcc -Wall -I/home/seq/pelenet/pelenet/snips/ -I/home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/graph/nxinputgen/../../snips/ -Inxsdk/include -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/main_0_0.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/main_0_0.c\n",
      "OBJFILES :  /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/initnetwork_0_0.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/0_spiking_packed.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/1_reset_init.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/2_reset.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/main_0_0.c.o\n",
      "gcc -Wall -fno-stack-protector -msoft-float -m32 -march=i586 -fno-builtin-printf -fno-builtin-sprintf -fno-builtin-fprintf -fno-builtin-memcpy -fstrict-volatile-bitfields -Os -DNDEBUG -std=c99 /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/initnetwork_0_0.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/0_spiking_packed.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/1_reset_init.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/2_reset.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/main_0_0.c.o -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/launcher.link nxsdk/lib/embedded/libboot.a nxsdk/lib/embedded/libembedded_nx.a nxsdk/lib/embedded/liblmt.a nxsdk/lib/embedded/libnx.a -Wl,--script=nxsdk/utils/linker.scr -Wl,--build-id=none -Wl,-N -nostdlib\n",
      "\u001b[0m\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Compiling Embedded snips....Done 0.26s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Encoding axons/synapses.....Done 0.32s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Booting up..................Done 0.85s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Encoding probes.............Done 0.19s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Transferring probes.........Done 0.06s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Configuring registers.......Done 0.45s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Transferring spikes.........Done 0.95s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  Using Kapoho Bay serial number 308\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  Args chip=0 cpu=0 /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1612441544.3469546/launcher_chip0_lmt0.bin --chips=1 --remote-relay=0 --epoch=4 \n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  Lakemont_driver...\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Transfered values 20, 60, 10 \n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1 to 10\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 10\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 61 to 70\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 70\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 121 to 130\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 130\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 181 to 190\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 190\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 241 to 250\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 250\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 301 to 310\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 310\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 361 to 370\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 370\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 421 to 430\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 430\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 481 to 490\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 490\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 541 to 550\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 550\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 601 to 610\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 610\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 661 to 670\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 670\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 721 to 730\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 730\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 781 to 790\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 790\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 841 to 850\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 850\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 901 to 910\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 910\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 961 to 970\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 970\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1021 to 1030\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1030\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1081 to 1090\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1090\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1141 to 1150\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1150\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1201 to 1210\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1210\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1261 to 1270\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1270\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1321 to 1330\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1330\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1381 to 1390\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1390\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1441 to 1450\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1450\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1501 to 1510\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1510\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1561 to 1570\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1570\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1621 to 1630\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1630\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1681 to 1690\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1690\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1741 to 1750\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1750\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1801 to 1810\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1810\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1861 to 1870\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1870\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1921 to 1930\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1930\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 1981 to 1990\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 1990\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2041 to 2050\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2050\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2101 to 2110\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2110\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2161 to 2170\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2170\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2221 to 2230\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2230\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2281 to 2290\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2290\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset current/voltage from time step 2341 to 2350\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 Reset functional state at 2350\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Executing...................Done 58.40s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:      Processing timeseries.......Done 2.77s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m\u001b[0m:  Executor: 2400 timesteps........Done 62.68s\n",
      "\u001b[1;30m\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m\u001b[0m:\u001b[34m\u001b[34m\u001b[34mHST\u001b[0m\u001b[0m\u001b[0m:  chip=0 cpu=0 halted, status=0x0\n"
     ]
    }
   ],
   "source": [
    "# Run network\n",
    "exp2.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot spike trains of the excitatory (red) and inhibitory (blue) neurons\n",
    "exp2.net.plot.reservoirSpikeTrain(figsize=(12,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Weight matrix before learning\n",
    "exp2.net.plot.initialExWeightMatrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Weight matrix after learning\n",
    "exp2.net.plot.trainedExWeightMatrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QKuLIQsaBm7q0ZRVt5aM9iz5lulZu56OrO2PLRoc0n8Uc2dzjfqoZmYYfKIRnvQdRQoUdAN7FzM+brp9GM/lSXIEGT3tiqF001LY5EZDtkyM8hEaLzT0udHb+uHsGNvi0j+++wQgPefcLX9j2Oyr5DAHfNshCFqci0rC5L7momf/x/rNi33/d4qdekTZ3MHMfM7+Rmacw85U2YhcQngU+sBHHg/t3lv17+JIBr+eOXtWB+dumlnyXprZggzy4+3EsdWIH9HZ+HanUtpXnlTAtw2UI045oH6HFyeYh8Z1P/Wrb2oL6hS98SVlu+9GrOkpWGmkRO+Bnm/aVha6/iu9c+0BJkXSs+PSxtBC5QlbmhCoR3UhEYcu0BKiqdcW8CwfAKWUiv3b+siJBXzs/2piVbfg21G3uxv6VpQNIJaEky3hfMNg4UHxs0XGulaEjLp8lu7o6qtvcjaOrO4tL+advXxm0Shjr6wOWtHtdK4hXNzGp0MlFRyxy29dt7sbovh6vsqhIQqqiH4z19XmNEd2kKb6bc9eWkn4llysN4k+qkEzEpmqWIKI6InoLomih4rt3ENFR5XOMiP7C8IzdhRhd4lo1e1oZqorcf/k/Lah3Zi7zh0rQSaDahSuxYVSPhlQmlbTNLT5QyVWWl+wFI8NWt7o9vdb3if0RQbxjfX3WSc20f5Gli6dpE9ynTeV+oBsjNm1XR9jy8+RyVdJF0mcCNiG9lXRFbO5fQpRzoAhmvoeZZ4gPooTvT8IclroRwLXSPVe6XlpV5A5EhyKyxN3PPRLrvrjaWtlzArRonSwESU4EYWcN24Tp6he6zVObjHy0S9tGrw42srK9L1RRUGXRu7bLOim9fK5vmtrwzV0gzIwiyyiJSSstcyUDGEdN7I/XO5hXM/OrARy2XHYbgHuZeW8K1QJQZeS+5OIBDCIsdLbaGWVbuw7vW/Qa7fcm98q4Jg0BVWuSCcelfQhZmLwbqhlp2KLltg3tF0ByE4NuQg9pB7VP+fQln2tUWdQ7FqimlVLSawXExOIzGaa1R5HmeBhjiv1JA0R0KYDrEWUrs+ETRHSYiB4uJLi3oqrIfc+TLRhHpGX4agNqZxT2dQBYvnOsxLfddihKthPLAyyphmxb5rq0DyEL9Rmmjl2JfYC04ENictsKWYQgCxODrc1U4tLtPbjgc40qi0qaUmxIa3Xrg/Q098Qhf2cR0WPSZ02MYnwcwJ3M7Eoe/yKAeYjOCm10PbSqyB0A6hAlhhfaQInXiuUQkg47ltWW+LaHbKj6wuYLL5agcXf/hSyA0s5s6thZ7gPIE0oSW6lA3eZuJ8HLmq8sizTg0vyqeaWUtiyKzw00Q4VC7jfVLN9AHGLmy6XPBvctJ0FE8wCsQpT+0obfBPDBQvj0zwG4iogW2G6oOnJvRHPJ3yWbopZDSAIus0xSqJ3SdlBGaHJxN+lUWcRBWoNInlDSWlq7JtEF6096ddhkQR1LtROOrw3c5SETB6aJy1SmkAnTJYsQyO/NQvOWyyP3G518J4rwx7km9icF/DqAPcz8ou0iZv4pMwtf7kOF/1tNM1VH7kM4GRK1Z11nsLYum2XSgKrN9C+a4nVfGh1VlkXc51XTIIoDUX5ZFrprZOKQ3QZ9kMRDxkTKponLVCb1e3W/QG4zlyxCYCqPa7/CpOWr8lDLY+t7WZzpcKGSfu4GXAnA6uVBRE1ENF36SgTg0h/nL6DqyH1MihLcfstWL209CVymE1Wb8SUCNbRAHEKVZSGeV7IfYDu2b/nNNogqYbePs9Epy8KFtEnC1nYmcow7gYp2U+3o3L2rKLcQWeie7QOXHX90X4+2jqo81GvSapu0TEiM+JupKW2otgOw+/kCrwPwdSKaS0RTAHwGwFeZ+ZDtpqoj9zu+E56B7+7nHgnW8AWSmk5skI/W1+zbH3x/LWoBlJKhrBGKiUfX0eMusZPa7cXkYxt8OuJwTSpCFsbfU9gHkCFPonEISb4n6MCZxUNHyM0li5BnA/q28gnO5yOXUNn5ToqV3LxNCiL6AhEdR6RxbyYimZTnIIqgq97zcSL6AgAw84MA/gPAdgD7EEXWfb/zvVnGlgnFNJrJy3AFGqkpk1gnKuoWt1d1J/GN251FPXQxU1xxVGxxYuT27FnXqd2rsMXyThrDfDKh0rJQ21W0pfg+y/j+NqQRW+asi6bwX33rYveFBvzukq2vzNgycSCy3piIvWddZ2Lfc4E4hOh6d1J7trw5OLpwhld50iR2YZ7SkbjLhm3T0uT2NG1CywShyln0i1MJLvOTvNoIWXlkJQvTakttV9GWIVEkdTDVuZJ7QsyYtFEhq650ozhR8vfynaX2xfZbtnpp9Fl5zdje7RvhUIZuA0qQ6EiLffldt7g99dVN35KwJf/AqhVWE0xs27NUr9q2tmK/qGRQqaRw2a3lyVIXpdMEIYukpii5bY6u7gxWEtS2DbWDm5SFklg+GbtnAoTxBJ9qRtWRe41SpB3L4tkXXV4zvkGjbJAH14GbuvDCG6Z7XSvDpg0Pz7N75mRhUpLdD33Qsmk7Rvf1GOsXdwNNtsGP9fUV+0VcLTHOai+UWKhjqbMPCTnJMtbZt22TtpBFHJdUuXxy28TZaymL1Z9Bf8zabMrINfeKoRl2Qjt4/3nG35Jq66HEIQ+uOXdtKZ5I1A3wOAOxdk6ixO4VhU/9XMQnmzFUsjH1Cx8C3rNhedAKR0wEMrG4tOS6xe3g7l04Ps+ujAg5ycQYmmPANUbkMqmQ+3jW5o84k2OO9FB15D6CoTICl8MGzL5+t/Fel7ZecuLRMNjT6GAtm7bHSgWooumb8YKcyfAhpUpBEItJi7aZMUYwpK3L6L4eax1q29qcqQJV6PqGPHmp5e9d21WcCEJDAcQxrYxgCEByE1XWfuW+Wrc45T0Rfu7AhPu5Z4aqK90JjGD29btLSNY3bIALJg3JtFQNSbOnuvKlkfHpBEac15gmI0EattC3tW1t2gEYZ5CpJiob6jZ3BxPTCYwYVwc2EkkzmYZA0gTXMuIkDBH9Yup/7QFgCXqnkUtWk3mS8xEh6RDTBoMwzvE/1YyqI3cC4eD956U+i6tkIndyoVGGhBZQMWPj1tQHDnls2JjkJJNG6GnJOFBNVCpUwg81gfnIIm2k7TufBHI7C1kImYdMLmnbsMWY8bXZ21bGE2WWyTX3CqEVU62ml2A8tBB3P/dIGZmkpbG6npkk7Gwrplp/T3MwJCmnPHGatEgfc4VN+3PJIil0q7QstH4VLrnr2jgLWfSu7dJOZi6FxTVmQk6ohj4rDTAmPLZMZqi60u35y3OCrneS0tUvGGO4ZwU5kqWO1GydVCa4EQxb3+MaDGkeN9dBkIE8cdq0SNfSXdb+1JWWSxZJIVZplXS1rG1r08p9YNWKYjl0bazKIo0yL1i/RTuZhWj6un6dVGGSJ5yJssmfqqg6cp//qZ+Yf3xoIfZsWF7yVRaxrEWSCDVJNuA+ln3w/vPK0vupCUVcWXkEKcuDWCVqHxtnlm5kPes6jZqtKZuPIG+1DXVQV1o6chfatm6Cj7sSyfKkpdpmJvm1bNqOlk3by+ISib0TIQtB6i2btpfsq7iyKaUVP0gl8xfeMD117doVUC05CGMJPtWMzMidiGYR0QOFpK7fIyJ/vz4pTszbn5IiYV79gtHzQXjYyNd/bO+TAMJdJEWSCEHSMqHbNNM9G5Zj5MenlfwtPw/wzMajIWX5O+pY6mXjlMud9qBov0W/x9CzrtOZzSfUe8VWBkA/wVcygYWvbH3t0qKPCCVA/F/dO5EnIvm3c27eZi2TWg4T2bscClQlZcH6LZlr12m362Q2yySOLUNEuwHMBYop2R9n5iuJ6D4ATwO4BcDNAK5i5mttz5Jjy5S8o3Dy0xXbZLIhzRgiQoZJ49Cop3DTbhOh+akk4SML2UNIxtHVnaknMsm6L9piK1UqtoxLbnHiP6UZBymN2DILL5zOf/iNK2Lf//Gl353UsWXKsnIT0RwA1wD4JDOPMPN6ABcQ0WLXw3Tuf794Z2QeUQdTUlujTYsWS1tfj4ksbLUmV8g4py2LIYMTDiyVdNMmOO7eBe7eVaZN+riFjvX1acuTRYaqrJUMG2mOT69M0DAhN5OpxYfY1XurOVDfZENW64rLAexmZtlQ+gQAJyuJAxoyTMt8m33UaVd8aKG1c4p3ugaxMANlYavVyQIA6l/Sf5+lK1naz1ZNOuokqhJyWgd3KomsXCkHXzqQ6P5Qm3sSU4vp3mo5jcpMk9Ysk1bp1KzcswCorNgHR1qouNB1FKe2pkkC4tqI0uEb58/Vfi/s/VnANGCytHem8WzZDqxqcMdev8SLDCcitGxcpK3dp7UR2nA8PNn4ZMZkjS1Tl9JzRFbudYiycn8ZKEsXMwagbD1ZyBa+BgAa0Ih6NOA4v1zU1FoxFaMYLYY5bcEUjGMcQ4jSCTajFXjsUQwWUo81oQU1qMEAjgOI8k3WoQ79iDZHG9CEejSgHy8DAA7+0atx1pUv4+fbarDwQ/fjGBrQgCYM4jjGMY461KPuNStw4pGtGMMYalGLJrRiGIN4/pYzsWDdPjRjCkYwhBMYAYHQiqn4i8VnYgQHCnWYhhMYCasTIlPEET7gVaemGbPx8tHnIeTYgEb04xgYjHpNnRrRjCH0l9VpFCdQN3UGGo+Nl9VpBMNFT404dZp653/iiKmdvvUDDEh1ap4+BzUvDRXbCWCM8FBZnUYWTMWJ3l4c+MBlOOvzTxvrVIOaknYav+xVmPaT/WV1OnL9+Wi8f3tQO7n63tBUYOzYsbK+F9xOX/4PDKMV4xjHET5QVifRTr+84VWYeu+jxnbib/0ARzR1oiVnoWnPAa86mcaTd50e+2+vdrL1vTTAQNVHd4yLNDZULwKwl5kHCtm4XwDwTgDvYearpeu+BmBnwf6uReOiM7jj+aVopcjGnlXCDtNmmC3pwMCqFTg+rzb2bj11LMULb5gedJqwn48VZVEtEG2SZGOsd21X8JH9JLKQ+5G8IRynDnHCOqdxrwyTLFzj5VR0SLDJLI0N1flL2/i9974+9v2fvvjfJ++GqiEr90JEHjQy5iBKD2VE4/P9JYkIdB3Vx0daoMSNEiddu2z+xSp613Zh9KoOtGzaHovYhamHu3dpCc1me0yalCF9n+CTbWIL82uCcM0MJXbqWIrRqXUlf4dA7kclGYViTE5Z2J9l1La1Gesn9htM/cJE7MKckxWxJwm7Iepq2kvJDy7FRyJyt2Tl/hKAs4loWuG6WgDLADya5H2A20daPnik2sNHp4SvUhas35Jo9WDaDLadQFQh21pDok2aJqO0NrN0ZHF0dWfJ3oX8rrgBtrh7F8aOHSuSiE5mtkk/RCGYaIz19YG7d2n3f3z2G2LtP1nu9UESDxhdNqfetV3Ofp5WH4783PPAYTqYsnIfAPAdALcSUR2AjwDYA8C5y9hSiFXtQ2LiGkHoqqauwnW4xgc6DSNOR/MZqEIW8uA885ulibbjaOcyOdq8T+J4e8zYuLXkEE1SzUustlowxUoipkl/YNWKWIem6ha3Zx4OWZW9IHTqWGrtqy2WeO6h8pbrWC1a8oL1W5yKQJplzQOHaeDIyv37ABYDOIrI5/3t7GHgH0e0k79g/RbnCTnRAcRJ0m+cP7fs6H/a6FtSW6IJ7rtnWVBHE4PJhziELASoY2kZwem085BQxbZJRtbM5QnMZ0JJ6yShOIWqykLAJcfYmZv29WTuk92yaXuJLKf9IhqOrv5kkkUcqHXU9R1VeQnJDZsGxPOymGzzkL8WMPMdzHwmM89h5vcxc3/h+z5mfiMzT2HmK5n5eZ/nCU8EILs4zyZNu8zVTAqDIDr0gvVbSjTBj176vaB3i8HkQxxCFmKF4hr0YmBmITf53TJx6zT/OC57LkKQ+4WMtAhYJrUsSMRUP1mWvhOikEXapEcdS7V9R+13Iblh04B43v7rTnpSp9lG46iJ/almVFXp5l2oH8DAyfgwtjR7uutV3P3cI0aSbPvZy6VfSL7wpg796R/9pld5XLCZR3xt1ZVIeqBqdrq0ba4j6zrYCCHOidxQCNk9ffvKTDR2ajPn140LIbNDV8xL5XlJTB06bT7ugTPTylMeg/lrinFcAAAgAElEQVRJVzeqitx/+T8tRd9hFSKFnm+sd1PKvfctek2ZZinMLHE6t489V7zP1Gl713ZpzQcmWWQJYfdVZSSI2zaB+MivbnO39wQt32OShaoR62Rs279RCSjJvoxt9ZEmGamyiBNewaX5hk6oOuUnrklM9LFKpIBkBsaYYn+qGYn93NPENJrJF2MlmslOamn5C1c7BrnfKQsdTiX5HLipq4QYTL7YcWVRCaThPx7yjLiyiFvOau1Pafi5n37BTL7hq9Z4hlZ87rJ7J6+fe9oQJ+N0EBpfaEdzedEkQsEuL2ujYiUgJ/YWCPGssclChrokTnsgpr1BJmvXqsZnIh9fWSRFHO+jOIQptFJTJEsbBtHvbBNd37O9w7a64e5dic5MpOG2mEbCeR2iDdXJGVum6jT3c3ERZtKcVJ6XtsahapmhCD0ReYQPpCaLuGWoJGyaZRayyBpxTlj73JOGLNJYbUx0X0pDc59zwWn821+5Lvb9d3Tck2vuvmhCS5m9zzRrJ83vGAobsasHZXSakzwQfOyJTWjxLhtQGvhMlqGs5bkGYyWiLsbZVPWVRW1bW+I6pLVS8SF2VSNW79FpvbIs5LL6ard1i9vLZG2rs0nzrlYlIRR5JqYKoQY1ZR3c5C1Sqc5lWpLK36sbq4vfYc/+VHSJtGxc1UjNY5sMxOan2AwcWLWiRIZiIFdL1EVfbVbe1K3x7KpjfX2J65CGRusLm8JgWnnWoKbEnCP6kK9X1ei+nrIyhtb5VAq9bEN+QrWCENHnbEgr9GkIdCQcYqIxTRAmoqOOpRjA8ZP5My0TmeotYSK3sb6+TOLNZIWShNmOfiHb8ZO4Thq1VMMzddeP7utJhfwEsavvGFwyu4SM1T7ko8GHKEYig5eMUyn0sh2Vs7kT0Y1EFB5XPLr3bCL6USFt6b1E1Oy6p+rI3Qdi0OsGkM4cEhdP374SPes6MeeuZPFlAP1EYNtoUvNnuq5PUo4kiEukaWt+7V3PFyeuI69qjP0ckynP1P6m633Jz0d+6jt4zzPGa6ljKRas35J6MgwxGSR1T6yWJB0yxkGxPz4gojoieguADcr3uwtkfbTwedhwPwG4F8DXEQVgPATgs673Vh25N8I5IRWhG0Auc0gIzrl5W6YHg1x7Ai3TTw+63gdiOa+SSlyyDZn05Hc0vDRaUh7XisLZL65+oThxzblri9EE5WtPr8TBKUAvP1cZbbLQKQVxoZOBTuMPWUmntQ9WCR/4FPElAB/VfF+WotRw/+UAZhSiAQwDWAvgBpf2XnXkXpda/pD46F3bVRJdciLMQABAL5lP7Orgk0lKLOdVUhFkG4qQ7FXyZCzeL8rjWlHI/cJH+1NtyOIeX9uyLB+VbE0TYZbRNmW4xkicjGJAefwg34k7bo7aJBNoWvttlTjExMyrmfnVAA7HLOZyRGlKxfP6ATwP4ELbTVVH7iLDi057Ed+lMYhM4QmAaGPKFoDMlkLv7uceMf7mqx2LegpZ+EI+XRnq8RHH7DR6VUfsE52hbSjLopjs20EO8jtUjTFk70ElW5PJJQ2t1EcjdfWLc27eFkuzNcUPygo+fU6uR1ba+gT7uaspSnWIlba0qsi94VU1mHVX5Oal017Ed2kMIhGewBVB8ejqTszYuLWEDN5/z/u11/au7cL7Fr3G+CxfO6wpGqMJKlENrFrhpaEm2VztWddpTNTtg6RtWNvWhqYeuyJkekdtWxvm3LVlwlZkNoRopLbJTfcc3YTvQ5iVsJOb2oL7Xir+OwvvuBSiQs4iosekz5rAIogUpY8iSlGqA8EzbWnJTdV2iGkplmNKlOPDC/vuWWa0sy/fOYYdy2rTKl7FcZxf9pJFbVsbqG36hPkdZ3E8fWDVCkx74lfFOvnK4pWANGTh22bydeIQ39O3r/ResWUZuiCNQ0ynnT+br/uXN8e+/56V/+RdBiLqAXADM28r/K1LUbqQmXuV+z4K4Fxmfq/03VYAn2Xmr5veV1WaOwDUo8H72n33LEPN3vI9BWE2OdWIXdXEfGUx1tc3oQdK+hdNSc3FUtYS5TrpZFGpTc84sK0ITbLyPYTk0y9cK1Id4eo0dJ2pRiV2m40/bWKvRm+buDCkKNWZWg4iRtrSqiP3k9nu3Vj8jp1ab5Zbz7647DtdB3QRUtyNKZ9n6wafaoMcmuq/qopDdK6B4ks2cfPLqtizYbk27Rqg7xcum+1E+vTr+qWQp0lWvoeQfMZIHC+vuER87leSJcjxbae6xe3g7l2pxjqaqENMlhSlOj/XbgCXFVwiQUSnFa5/zPaOqiP3tLHvnmW4+7lHtMtIFyElCf8qP1tnT/QZfGPH/AdN3ebuYK3GNZhdZOPzvpAyiVO+aeU8DZlw4p6PCLFjx80hGxe6fudLpCGusb6Tgk/CEhvESi7tZCATtKFqSlF6SL2QmXcC6AXwYSKqB/BpAPcxs1UQVUfuDYh3AGX5TnW/IcLid+y0bnJWAqGuYmJgNaCxhBx1RCmvLiodltXnfWnFyI/bL3wx/ivr3pQRY319ZSsck4ksrYNbOlnYEmPbonC64FoRuiZFuVy+pJxVBEgtEmjtvpo7EX2BiI4j0rY3E9EhR4pScc/Hpce8FcCbC9edDuADrvdWHbn/+aN7Y5lDXPb1o6s78fTtK0vcGNWOq+vIdYvby74PdckK1URbNm1HbVsbGtBYQo46otStLmz2VlV7kv+2/QbYB7oawtaGOCSXNbnr5KhrZ139fDVyH28pH/npZGGbROOYaERZVdOXWr6Z3/U/dAj4reQqvcLJGsz8B4V0ozXM3MLMswrfa1OUSvf8rfR3DzN3MfNUZn6LS2sHqpDcb331GUEbNjqI+O3yQaQZG7finJu3ldjjRccVS1WdDXd0X0/Z96Gblz7Zmkqef1UHxvr6rP7MNhKwDeaxvr4SIpa1KVWzUv/WyUfILmTJHCcuSRxZJHV11LWzLD8ZSbRyefK3yU/UxySLSpzaVMvnWpWWhU4wTEITFYiMkX34gYlC1ZE7o3wT0df2LQ4m/Xrr0wBgPYgkQB1LK3JgIwQj06MTiDpZAFGZhy9dHPv5JiIOIQehxactO1WzE5OHSRaAmRDjnpx0lUkmfTGxjEyJP5R8J39RH5MssvSY0p2lSBO2CT9rD5k8KmSFEOIKqUIcTFJt7LZTo0KTSOIZI5DWRqDo6CZZcPeuohadpjtgCDkkDaRWfKdSflWzE5OHT7/Ys2F5JkRgM3mIicVnIkmrf5hkodq/k2ryMqGrk3jLpu1aWacZuE8gbQ+ZkmcjJ3cA5SEriWgWET1QiGz2PSKaLf3WTERfIaI+ItpKROf4vKPBfugqFmwbqqKDnnPztmBiUDd+Qs0vLphkIRNiEpKt1MaVTcvzLb+Qhc3bY8maHbE3lcXknsYkb0Kc/kEdS4v98uRGe2m/EMSnHuYLmax1beRalelknWbgPgHqWIqxvr7MNPhXNLmbQlYC+CKAnwKYDeBhAF+Rfvt04fnzAHwOwLeJyHmqaNAjnrsPdLFj5DynAnJ+yP5FU4LeITZ+0vSnlrU7kyxMhCjbmG0avdhwDd24ch2MMUGsRHT3+y7vhSxMhONTNtNkJp+4tJkA1XeEmiZ8Jw41Jo4gUWH6EbIQIamT5HAVmIj47L6rzjQjXb6S4BV+gIg2AjgPwPkAfp2ZtxHRHAB7AcwqhKEEET2PyH/zWUQuOxeIo7RE9AiATzLzZtN7Zp0/i8/8+dJifsg9G5ZH2s5DC4GrX0hSzzL0rOtE+y1bvfNcqkeuQ45gAxER6AaQLQ9l1nlDXTkwkx4dt8mIOpbiF++c6i1Dmyx613ZVlYdFlkfugWz7hRgX1QgR50kgjfAD0191Or9mw2/Hvv+B1/3jqZ1D1RCy8nIAuwWxF/AEgA5EE8EJJUbCzsJvRoz8fBx1qC/+XVzGJiR2XRRH0YF9zQIqCYUecDJpRjZylWWRFK7Y3Dqt0kVQrmWyTUYhxA7YZRFC7C7tOQ1TlSkCZVpmsDrUgzqWeq+kQkxNWRO76DPi/z5lo46lGL2qI7UNchW5t0w5bGEoY4WoBIAPbzdnmVHhu0F169kXB2/0qNfH9Q6obWsrLp9DEZK4xLXh5JrEQierpNpp6PuELARRxt1g071XNmeFrgB8yEmYktJaXTSiGdy9y5uIk5y0ThuqicWnbLIDQfoFmrw29ySZMWxhKL1DVBZCZK4BosMZf7PiAgzeOROtf/hzAEArpmIUoxjGIADgwF/+GhZ96jE8c8t8zHvfd7D7c8ux6IM/wyAi//8mtKAGNcWcm/2fvwBzPvA8Ztz4fRxBtBlVj4ZifI4GNKLxkktw/IkdYDDq0YAGNGHmjT/AEUQriUY048S3HsARjKEWtWhCK4YxiFGcQA1q0IwpGMEQTmAEBEIrpmIEwxjBMHDkAM740C9xAiM4gqGyOtXOn4vG/ccxjnEMIYoh1IxWAMAh/BKtPK2sTo1oRh3qiv7ODWhC/ZEh7H3PGZi9cxTNP+lBAxrRj2MldRpE9B5RpyH0YyxOnQC0Phb9NqKpEwC0YIq2Trp2GrvsPLT85LnyOkntNIxBnMano/7Ob+MIGPVHjqZWp/EvfxtHALRiWnCdFnzoIRzR1Kn3Dy/A4jufsdapAY1e7XRiwXSM9D5frNNhvIgmbvFrpxh1oouWYOCnj2vHk7bvFepUO3Uqao+NZN/3MA18xqwoXUVCCG+ZyYigkL9yyEoiugHA+5j5aun3ryEyv/wQUZyEs6XfbkWUKsp4bHYazeRzcZHbnmiwwd/93COphxoQYU7jIKl2q9pWdc/zsTfbwiKHwHd/IgS9a7swOHfcqcH52JlVm6wP4txjQyVs1kf4AE67/MpM7fpp9RkB0XfS3I9Iw+Y+7bzTecUX3xG/DFd+9tS2uRtgC0N5EFH8A91vVtTCI0yvwQbvQ+y2LEo6CGJ32ZdVj5mnb1/p1YkHVq0weg0ceH+paYi7d5WVw2epbxqkoaYmE7En8RZasH6L14lkn34Rh6RnbNzqtIWH+IunSeymflGL2tgE6Wv39yV2nXlMN1bqNndjYNWKqvR4maxmmSTk/jiAs4mirAEFN8dliDKKPANghIjOl66/vPCbFU2F5XuakAldFw7YB65j06p279JEhQ2+ZdP2EtKUCfesL+7zLocJtkkpLfe3eV97KpXnCOhk14RWjF7VEdsd0wZ1glQnqzgnPwWJquSnc8c1wTSZqmPESdgPLSz+M22vItkNc8+G5dh3zzJjHy3Joes5YWZ9FiOFTExVi9jkzsxHAHwHwK1EVAfgIwD2AHiSmccRZfy+lYgaieh3AEwD8H3Xc4UtEDi5YSo2N+VYMWWQOrCAuD4uofsgLkG237JVS7zy82RZCPjGSxGyq4SmFJoWMA5BD2MQdZu7K+Kml0ZIBUGiqg/67Ot3AyjdsA89OKX2Cydhp+xGbMKSNTu8NX7fCbP/7BMJSuQHZor9qWb4HmIqC1lZ+On3ASwGcBTANQDezieN+B8HcBxRhpE/A3A9M5ezlYSR+a0YRdSYtW1tRVdI0WGssWI0HVhcH+dIdBr5NV1mDxfxClnI8DU9pH1a1hc+k0kcgtbJQkalE3PE9Z4SmqhMgqHeLC5ZTCZMVD+eDPD1czeFrOxj5jcWfruSmZ+X7hlm5ncWQlRexsw/db2nYX8/agpFShqQXz6h+tsXhG8CyiQaN36LS6tXl+zqUlXIQl6a9qzrjBUzxNc2Wg3QlbXG0VV12nZW8UiA+Cs2nZbtmijUdtLJoratrWRFFNJns5STjEpErYyD3M+9QmhGFAKgd21X8PJdJnQRRAwIz6VaFr89Ix9bdQJTl6pCFjIhtN+yNZYNWLxLTBQ96zrLtOyJInuVXHQTu5CF7T4ZtmP51UYyIn6/DwZWrdDK4pc3nl+yIgrpszo5uZLExIH1wJ6jTbLYawEAnsR+7lVH7p/9zycARIRmXb4rNvaD95+Ha+cvK8Zy94VPLlPTdVljBEOpE66YKHSy9bXP6za5fM0UuutUctGZWISftu0+Ge23bDWa4wTJ2GQr/+ZDPKJ/xI38qKuLjvCPz6vVykJeuZhMVCF9yZUkJm24FJb2W7ZmFvN9strcg/zcs4bq556FX3UaSOL7HgKXb7ctNoyaiONUwETG2UkqL7nsob7cOp/ygVUrMDKlpmgelJ+ftSxccMUkSguuMwhp+LlPWTKPL7rj3bHv33bt+knp554JSLJjlRG7xiNGhc2PPcQNrVgejbZTqeQe5LDp2QaYTFRpbA6HIo4dV1cfUXaXLNTrQ5F0IpTL7kvswvyn8zBp2bS9dN9Her4qC9eqsndtV0k/TqoBj+7rqcgGdlaxZF4pqDpyb0Wpu2NJ4msPly6b2+Ps63cHH2KSB6qNOJL64+omEVUWcZ+bxiAJNQ/ZyDLExCXK7iuLLAghdEPdV1amVan6PvV5qixc3kcL1m8p6cc+WaNc5iVfBcd3f0N+X1pJTXwxWc0yVUfuIn6E0C52HD7TeK2P9qB2lFCfd1kDlYlD9U1OejhEDD5Rp6OrO4uykBGabcilRfpqcUnsrqoW337L1mDNXicLH6ShYYaaBpPaqNX3qc+LKwsB0Y9tk2xaLoi61ZhOEVqyZkexX9venfZmeJ6JqUKYd+FAseMeuKxQNIu2btIeZK8Z0VHipv+itunFf8ua+7RflIvOZPaRJwKX2UDUacbGrdpBLGcbcnV0n8MxLpc+nxWJa7KRtXhB6qFmkBEMF+8NmdyyMqGpshdKhPi/j9x8VwSq50pSchdwafxxslLZlAVRD5Mi5DMppm7r58hjJu6nmlHVG6o6HLz/vOIpvyySeAD6xBpP374S7f/3hFaLO3j/eZj3oeHYHc+U1ELeOIsTcMmUIKRa4Nowk8s/0ZuIEwVdu5+KssgigUkaG6qt587jV33uPbHv/8lv/G2+oeqLVkyz/j77+t0nl5MWYleTYqtaiE6zEppUw0ujZb+fc/M24/J89vW7E2kUgthVrV6WRZyBkRaxp5mEW4bLPt6yaXtxNTT9zNI8ommgWg9x6SCXVTdGfFemOnt2JTZHqzFg2GRH1ZH7CYwAsA9in+Pri+pKD3qomrFuaSjIu25zNxas3xK8LDWRhe8Gokp2ez/6qqD3J4XJDp62O2rIhqpYpQ0+uxdAsglLNqWYNMk4Xj5ZeSPJZRFlrW1rK44RGb4xXWR7tiD1ENOVKsOsUKmJl5FvqFYM4oCGGMQujUQlCnGIST6hGorRqzowf5t/GjgxuE3aSWgsFTGA5n7GGUQzVVTKL17II2RFIPpFkg01H3fFODII8dAJKf9YX19ZOcf6+rSHmEJBHUu1pO5aGcVx+VTf6wPds7OZRPOokJWF5M/u0khU4vzG+WqIeT/IWnrd5m7sX3nM2wSgG9w67dT3eb4mnlDtZiLNEDozmG5F4CpjJQ7PpAETEY3u67FOarr7soj9IpOn3C+z2KMR5R+9qiPWhCAmxKz83ifrhmrVkXsrppbZ0mUvFJsmX+IT74D6nHNu3lZGLHE6urBp6rT10OeZfLsFOYQOFNP1JrJJM+SCbAazPddURp0sQsxmOltz3L2EPRuWO5Ne24jIZubS3aeuJtI4/yAjbUJXx5Eof1zz3qkyoVcbqo7cRzFa+sVDC096x8CuyZsChKmbq6bnxN30kTUfYdN0bVLZJinxvDJZFBBnkNhWDabnZRU7PV7I33JZqGYzm0xV3+kkoS2WrNmhTXqd9cpIPN/UL5JAnijllUJonZJkW5qolWVuc68Quv61t/QLh6tjUQuUTDnqKdS086qq0Gk+rk0q2yTVsmk76ha3a5N1+MCVBMQHLttwJTws5OW8jyxCcn7Wbe5O/0BMCh4hNrmK5/v2C1+yrG1rK5ko5ZWCqU6inKrJKMkqgLt3ZRYczPhOrhy5E9GNRLRS+vsNRPQUER0nom8S0XTb/aGoOnJ/+N0zg64vaoFXv1DcTHWdQnVtzGTl+hcC36WojgzSIBnb+02bcaZrQyHqlHQ5L9rZZDpJe7kfR8uVcXR1Z5DnissWr/YD0/Uymfeu7fKy8YtyujaghUx8ZTMR5zKy3lAlojoieguADdJ3swDcBuA6AAsA1AG4w3D/mUQ0SERHpc8613urjtxbpFjVQTbfhxaWbaaabPCujRkdmVQqoYGMFk3cbhWVCmImwzZ5qBNjnIlGVycfWagQ7Zx23lATQuuqEtmhy/x26IQsQj17fK5fsH5Lql5TQiaybATRm8bUxGjvmW6ofgnAR5Xv3gjgTmZ+lplfArAGwA0G7Z0QHTidIX1ucb206sh9HOPFf/vYZou2Qo35RmeDNwUOcwUrSqPDh5gBetd2lcjChCQDQS2PIOYkts80fOJ1bWGSRdYJlCsJk+ut2h4+/cKErPMS+ChBguhNY6qaT1XHATOvZuZXAzgsfX0fgE3SNQcLv5uDaQWi6sh9CANBXhC6AaEm7JD/NplsKpGr8Wcfne197YL1WzCEAe1v8mBPMhBUs4Qg5tBY5GlD1xYmWaSplU9UhibXBKW2h0kWPrApTGlsaJ5qOQSAxDb3WUT0mPRZ4/dOHmBmkYsaRDQDwEwAvYZbaojo20R0mIjuJqIG1zuqjtyB8ITBAiJgmGqeee/0sOxMOlDHUuek44oXr5JW3MGU5lHupAdDQjYxk7436Saui0Rt8eR9ILdniIKShdnItaLT/T7RIQJk+Zn2vdI22TDiE3uB3A8x8+XSZ4PrnQZ8EMBGZj5s+L0ewL8DWAhgCYC1rgdWHbk3ozX2vaZTqUlOqwpw9y7npCNcNtMKo5tEFr5Q9x9CB4+O/Hy0+dADKc1oTby/YCNRU719yikmHbk9dX0lLQ8jn37hWtGpv8dNvG5CnGfJ8jOZ97Iw2XCCTxogotcCeBMigtdhP4DLmPlLzDyIaGP2Xa7nBpG76srjuHYWET1ARC8R0feIyN8mkRJC86na4NNZxeDVdcBKuA664LNSCB08OvLz1eazMIPE9XTS1dukfatt6Zp0RD3FdXG0z6z7T5zE67r+JCb7U+bgUQVdIXUgoksA/B2ANzFzv7aIzCPM/Lj01SEA813P9iJ3nStP4fvdBfIW7jkPSz9/EcBPAcwG8DCAr/i8axDa+pXAN1OLLhSBHOsdKF2q2waQq7P2rLO7scXROn1kIcOlMYeeUBWwySWJzT2EAHSy0JGLqvHJRCra2tccZlqphbalWs842qf8zpB+4TuBxtlo1fUn3WSfxsQ0mTbOBYhoIYB/BnADMx+wXHe68tUiAM+4nu+ruetceQCgEcC1knvOlYXCzAFwDYBPFmad9QAuIKLFnu+zQrv56ZFfFThpotElDkiy7E/zNGfcjmzTmG0DzOXhopOLmGBDbO6uSTl0D8LHRiyItLatrdjWE21b1iErV1vfCdS3/8aZBNT+c3R1p7atbe2fqTvrBNhliGgKIoX3vczc47j8Q0R0KxE1E1E7gD8H8FnXO7zI3eDKY8PlAHYzs5wy5gkAzjVzE1qcD9d2sMCkHWKA6zpUJfxsfTrywc+md5hKR9BJzCJyWrSQe2ywka6pX/iSYlZeHEldC4XpJ6R8qix0yoBLLiGTidzOrklA7RO6PjJj49aytqaOpTgxvcm7TGkia7MMEX2BiI4j0rg3E9EhAG8BcAWAHxdOqIrP8sI93yWi3yk84q8BTAXwPIAfAvgiM/+T671pbKh+ouCe8zARCTvQLABqb+2Dl50oKpJN03R1sJAk2DpCCV02x0lH5qM9nvmh3c5rTPBK8yZpdTZ5m37j7l1ODyGf5/ugxtBVJ9r1Tu2LT9++0os4RZ+RTT8uGYk2VWUxOLfc73340vJFslwul9xkc1vISke91vde7t7ldUYiC9fbrA8xMfMfMPMUZq5h5hZmnsXMX2bm+sL38mdH4Z43MvNXC/8eZOY/Ktx3JjP/g897g9LsEVEPIvvQNunvHwC4CcA6AJcz89VE9G4ANzLzddK9/wLgqYKJRn7mGkSns9CAxo73fO4s7PzgomLM6lZMxShGi/E0WjAF4xgv+vo2oxUXPzCG7b8xhN+5Zx/ue8eFqEENBnAcANCIZtShDv04hugdTahHA/rxcuHvRjSgEf04BgajHg1oQBMGcRwHbrwAc7+2G41oxhD6MYYx1KIWI297HRq/+SOM4gRqUINmTMEIhnACIyAQWjEVIxgu5rpsxTScwIixTg1XdKLmx08U6zRl+nyMvfQSDqAX05ZciqNXLsC8L+5MVKcjf/xaTP/HhzGOcdShvqxOTWjFMAaLdZoyYwEGj/6qrE5jUxswduxYsU77bzwHs772P2V1GnjX6zDzyztK2gk4aS9uQgtqL34V+p/8ibFOzWeejZee3VW8bzbmadvJp051U2eg8dh4onbS9T21TqLvjV12Hlp+8lysvjeyYCpO9PYa63QQvWjB1Fh9b+qMhRg5ejhWnZKMp6FXzcHYz5/26nu6Oo1Oa8TQywdL6rQN30+c4q7p7AW88NYPxL5/72/fUrVp9pKS+0UA9jLzABEtAPACIj/M1wJ4HzNfLd37NQA7VXKX4ZNDVWD5zjFjFMgH9++0uj+acov65HmsW9xe1Hj33bMMi9+x05oL1JQf1Qdxc2XKZbRhz4blWPjdGutKxSWT2ra2TLRn9b0uWezZsBxL1uywlufo6k7M+vEvK+7JsWfDcszYWZ9aqIiscqj65jnVXefKh6tD0r6TRg7VxrMX8MK/vSn2/ftu+ETVknsiswwz/5SZxXE5cdpqPoCDAFRXlTkAjrie2Yhmr3ebiP1je58sIfb526LY1/JmnonMfLOvU8dSHLipq7iZKHdq1e/bROw6U47qteIrC10ZfbBkzQ60bNpuNSNw9y6riScrs4jaFi5ZCHu+rTwzNvq5+6ltk9RlUw4RnAZC+oXatjazRogJRUUosVPH0gk3qQEobIxS/E8VIza5EzdxlZIAACAASURBVFGTEuRmUeH/zwB4HMDZRDStcG0tgGUAnHnj6lBX8ve+e5Z523WB8vAC+1dGy8c0wwtw9y7jYHV18qOrO7Fnw3It6ddt7i4ZjKosbDBtDPtsDrsGWVJPBZ2rZahHUIgsAPOmuJjkbZvBatukmRlLZ1cP3ZR1yWLPhuVFmattKxQS3/MAujqF7jHp2tp3IhHlzDJwX56JqRyvA/B1IppbcOv5DICvMvMhZj4C4DsAbiWiOgAfAbAHgHOnU9jyBBa/Y2dJsg4dQjZQ04BrENuOrM/YuNU60YwvPrnnrMpCQDcwTRvDaZ7o07kyukiaOpZqN8pCJwxZFj6atKneQvayvNIKpuVDWHPu2lLWf3QOAja5mvqFwJI1O5ybk74B3nR1spkZdZNXEuWg8fF9AKJJijqWZhP4bKKPqGYE30NMZa48zPwggP8AsB3APkQml/dLt/0+gMUAjiLyeX87hxj4HRDmFsAevz1E6/eFaxDbtHe58+smCR+CMA1M38NdOvgMGt2k5Bq4SXzK04rDbjJFiOfryFWn+R9d3anVIEMJx0cmWYcpThp73vSctENQq4lDssoONhnh6+de5spT+P6OgmvOHGZ+n3x8lpn7Cu48U5j5SmZ+3uddDfDzdd2/8hh61nWeHLiGQ0wurV9F1ok65M7vGuS+shCIa3qqbWtD/fHs7Idxg5PJBBcqC5lwTQetxPN12qZO85+xcavWhOVDOOpE5TMhmPpiqCx0SBp7XvccVzvrfu9Z16mVxdO3r6xQ2r3EgcOqFlUXOKwezkiWRbTfsvXkwPU4xKQOMJ02kiQeeZLDTzot1SWLtGKzjPX1JdIUXRNiGlnrdbKwDf6Q0LYzfz5c8nfSSJk6yPI9urrTa0Jo6onODKrlHXybfkXju4+RVWhjtZ3VfjFj41atSUoni3Nu3la5k8SvZLNMJSH8ZbMIlKQSWNoR5kKep2orOnIdWHJa8d86Iovj0heyMSU2zkzHxQVME6J8T9L2FP1C3szzHfyqWUbcJ8okl//ATV2JJiPTRCcT74yNW71MaKJ9y9LlfXOzlqB9J+iQfqNrd9skIrezrl/YToZPCCY4cFiWqCpyb73g5FSYVfq4pJuvpuW0qbOatEBVW9E9l/ecjA1kI7KQEAoh7mdi40wcFw8dkP2LTqbGS6s945wZkM0yMvnoypS0nD2/WV/8tzwRqcQrm9B0ZOlaBQqX3DQhXHxl6PqdbRLxlV81xveZbKgqcu//GaEBje4LPYOE6e5zJc9WoWp9puW0qbOatECVzHXP9ZJF4d3qQPdZRchl8FnS6+po85uOuzLSafkNaPQ2O5iu613bZSWfJOYKXTgB34lIR5Y22Yl+YSNIm01fVTjEKkK4+IZuzAt5h7q3qi6VE6bNT1KzTNAJ1awxjWbypbgCDaTfMJq/bWrRb90E0+lUcZo0K/Su7Urdw2GEh4yy8EGcU4NZoXdtFwbnjhcJT5wo9YVJFtVUx6ygnggN6RdpnyDuWdeJ0SnsNXFldXpZIJUTqmct5Hmf+uPY9z/77o9OzhOqWcDmw+sidgD455fKY7gD8dPBqTBpJy5i193n0lRc/sw61La1FTVfG+lVOl/ogvVbSggh1LPHJIu4xG6rf+iKJi7UMpi0bVVDD+kXaZNr+y1bi+3o6r/CN73qMUk196ojd04gsQf379Qm6EgTLhKXl5ry8le+TxCGy+6oysJlh92zYTnG+vq87J4TnSlHNue4vFMGVq1w9gurKUFjxjPV/8BNXSUmsiz9zcuSePzSb4MuyRhJC0dXd2ZyEGxCkJN7ZWBy/1u+c6z4b5OdN41cqSHQaSWydmrSKn0Jox4NJe9ofe649XpVG47rmpm1rz9QupKS5aSTacum7cV+YdKk1bqXaMUFN1mf1YppYowT1llbFgtOTNV/L2QiDuSFuAu7ELePqH07dC8KSCbTHG5UHbnLBzTkxheBwg7ef16mtnMZB27qsi4rQ3f8bZ1Zl6C4AU0l71Dfp9t4lL+z5QW1aVo6F7ZKLa91Mh1YtaLYL5K4+yVZrehszL7EqHuvziV1wfotVpdRcSDP5xCTqa/1rOt09hEXgmPhGCa3c27eFmT2kq9NLdZMHjischjESe1UN6COHY8i4smafCh8NYY5d20Bd+8K8h6weY/YNqF0CYoHcdxKqr6ufLImLsrg44op3x/XdS3upCCXp2XT9mK/cBFLJSYhUQaVGEMIx2QL17WfKnt5jJj6sqmvjZw+qn1HyDmE9lu2BtXVNqnKk7VuxSi/R1ybdkTJPHBYhTCO8qwyeGgh7n7uEQAnl/OmkL8uPLh/Z7CvtG3zT41dk+aqYhzjqfgD207dCu0zbswO10TpKr9qbxfkrJZH9AtdOWVi0qVvSxtyGeTn+xJO3E1aIevn//BVxe/S6ssq4bvKmIUXjNpPj67u1L4ndR/53OZeGdShvvzLq1/A+xa9xuv+p29fadW0fe3yvtq6WCpnQSJaWaQMn2W5bnKobWsDdSy1kosPiam2W3XgisnHJgvbBnLWh2Vq9u0PvsdlWjLteQhZn3nnL4LfKeAbWkE2ESXp20nMJxVzcc3NMpVBI5q9bHqmaI/n3LzN6Wbns2Goe4aNrEwkEhqnRB5IcZN1AOZBZRqooeEBxvr6nMRpIrEQmYjJxyaL2ra2Mvt3WvV0wVeD9SW52rY2Z3yjJP0ihDDFpCnaOcR9Vlwrh7DOUVlU3SGmV915Dab/UXx7+sH7zwuOBFmteIkPYzpF8WV8U6C5kPXBkqwgy8IXrrpOlCxCD16pbR9HFmkhbZnJzwvt46kcYmpfyPP+4k9i3//smo/kh5h88WtTkhHYH577Q+vvSTZidQiJF+9akaia0RhOljUt84JuYPq6Ph5d3Rk7YqLQmH09TNT3yLLwhYuEfEjKpa3GcRsNNTeobf/sn58b/E4VLlOLsO+r1wmZxV0BqSsYNV676blZBBKMXprwU8WoOnL/73fPTnS/6xDTjmW1VoIJHaxilWAjbtGhTRtxxXcXvArEs2ph3zSuW9xetqEZh2x8wxzP2Lg1th1ULPHjxptxySIpTPFRRJuYyDAkRHScAGE6nHmb3eauemzp9o9cysI5N29Dz7pO43VxA6y5JlTTc7MKJAgksLfnNvcwNKG17DtBYHL2JR8ILV3V1mWCUQeXz2DVDUibt4lrx1/WDkev6ig+S5WFTNxHV3didF9P2YZmCNmYsg2lgaTPmbFxawlJ6fpFmhD7A6Z9AtNGL+Dv/WIKEBY6IbtkoXpsqftHvm0j+mHW7qWnRIiCUxBVZ3M/H5dhGtk3n+oWtxc1qt61XVhwzXNlyToe3L8TnzhwUWyXSRPSsn374PjUUUxdcskpHx5Vbq9QCPv0y9zn7BenEkyB5tT+petvacsiSftMFOoWt+N7e29LbnM/8wye97EENvcPfDi3uftiFCe0vtOy1i53xAXrt2izMF07f1kJsacVAMpmF4wL09J85OUjpwSxuzTB/df5eUzo5CDMQKM4UfZbaqcUFYS2b8iJTVFm0wpBda3UnUrWySIOhLxNxJ4kJ68v4r4j1ckot7lXBjWoKTE1CFL3iQhpg823ONTumUb8EXmy0dmha9vaUBPYPHEGSpLokMKc4LLD+9pLTfb4usXtWlnozF06whdysZ0eljHnri1BykD7LVu9215XZvldPjZpIYukwbpc+x8+kTtDyqCTady8v6kiJ/fKoBlT3BdJCPFWMSFpuj1RhjpLkmmVdNr22AOhjfX1ectCkJdtoOiIv2ddJ559W5gfsmwfVe37aQSCUifagVUrMLqvx1sWOnIUcgk5PRwaDdJ6UtSRXEb3LttEJGQR91SxDaZVmLqaEaTuKoPcX7KMsBkbeWyZymEEQwBOdrL9K4+VkIZKINXg0y7KELKpKk8oKumIiUDIwgUf7Ud3TfstW4MHnM1MFCcFnoApXov4W8iiEptvaSgMJVDMhmICs5l/TH0CKO8X4nlpyEZdhYlnqqsv34nF16zoWkFmZYKrJIjoRiJaKf09i4geIKKXiOh7RGR0FQy5VsCL3InoDUT0FBEdJ6JvEtH0wvdnE9GPCi+8l4iapXuCCwMA0++qK0tSHCd1WSjEZFINYXLFRHACI4mec6p4IdS2tWnJQi6/kIVKFnWL270Hvq8JykdhSEI2YsJSCdPWh2TlQMhChIAQz4uzP1Pb1mZ9b6X2fFw29CwPmxHH/3g9n6iOiN4CYIPy0xcB/BTAbAAPA/iK5TEh1wLwIHcimgXgNgDXAVgAoA7AHUREAO4F8HUAcwAcAvDZJIUBgMM3DWbo0xrBtnEX10Sjc0GMO1EIEJIt+9I60Zo1TAO3xGvEIIvRfT3eA3+iPEJ8J1lfN1YhCzUERByz2HNrzi95b5mffwVi+6vIMvuVFtnb3L8E4KPyF0Q0B8A1AD7JzCPMvB7ABUS0WL055FoZPpr7GwHcyczPMvNLANYAuAHArwGYwcx3MPMwgLUAbiCi5riFAYArNpf78Kad5SWpjb1S72mF2a/fVyZJ/c2rJVSBkIXPprFvnZNsJofIJW3t19Qv4qxqVbOc+nfIuQkbQiaJqrTNJwAzr2bmVwM4LH19OYDdBe4UeAKATlAh1xbhQ+73AdgkFfRgoZCXFF4gvu8H8DyAC+MWBgAevepE2QAWS3bnwHZsXLkGvW6wh2rfPpH0Blat8HK3G8Gw8Tcfm2cayaOrJX2akIXYO7ARs63Och/IWpPXyS6NQ2K2fpEEap89urozNdOea5KwvUf9Le38v1mbZQyYBUDVEPoA6DwcQq4twknuzDzAzIfE30Q0A8BMAG2WF8YqDBB1XNMGoXPjUOPvDpw8oWoa9EKr0A32UO1bjaSnQ8um7V6mp9BBrE4YaYRMdU0iR1d3ek2AIZOkjgBHMFxGzGnEdRHEEXcSsxGNTnZx20Suq+gXKunZFIY4hDhj41bU9vUbnyfef+CmrsR7Vbbxov5WZQeuZhHRY9Jnjed9BJQFTBoDtGm2Qq4tos6zIDI+CGCj9ALdC70LUxDGGgBoQCNOYATH/7kZI+95FkC0BB3FKIYxCABowRSMYxxDGAAANKMVn9myA3/SdQEAoAktqEENBgrZahrRjEcuqStmjG9AE+rRgH68DPHOhod+jD4cA4NRjwY0oAmDOI5xjKMO9WhEM4bQjzGMoRa1aEIrhjGIUZxADWrQjCkYwRBOYAQEQiumYgTDxUHYimk4gZGil4NapxfXX4H2tY+X1AkAjuEowPo61aG8TnV3/juOiDqhEf0VqNP4l7+NIQC1rnb61mYMAhhEf1k70ZKz0LDnxZN1+vK3cbxQp4Elp4H3PINB9GP2lx8ubaeHfozjSev02BaMYBjTPvFtDBvaaWTJXPCeZ7R9D3t3FevUfOEloP/Z62ynkr7n204PfRcvrjsfZ9/SiwEcAxioeexQSZ3q7/w2RpR2qvmN16PugW0Y2fuocTw984mLcfqntwCPHUAzWvHyWy5D/bd+FLXT3uPavvfMe1/E9I8/hwY0Yfqdm9GPlzGk1On5Pz8PZ922z973Hvp+7L6XGpK5NB6KeUJ1GChLUtCYwrVFBJE7Eb0WwJsAXAngjy0v9C4MM29AYRd5Gs3kdz8yju+9dhCgOSU3yjbXJWt2oEXye/7UFa/Hhdunlhx0akKL8vJmPH37yqJdslGZZ9S8lOrvoX/rnzdNW6eZH/0FQFNK6gQAc3kRGunkc3R1Ci9D/L9D6iSg1klMXAJNaAF+0Q/Q1MIzlDr9oh+gORjmITRQU1kZWtrmYayvr3iE3qdO8nF7rzoVyuCs065fAtSC5o7lJdpmWu0085OHAWrCbF5Q0i+sz/vuzwCaVl4nqZ0u+tooRqX6NW/aXVJfoLzvnfHQUtTRSZdMXRna/v4IQDNQ29aGRimsb98F08pWMLH6XhqHiCbuMNJBAGqUwzkAjiS8tghvP3ciugTA3wF4U8G+bnthrMIAwL+9ZkbJ36qd3WSa8TnB6rPhlLV3QIgN81c3XpBhScKQhu3VZ5/B9B6hqZWFAi6QRshSPetlvc3EkNReXLe4PZHWqgvlq8rDNAYGVq0oerKEbLSqYX3jmKYy3fuZmBOqjwM4m4imAQAR1QJYBuDRhNcW4evnvhDAPwO4gZkPFL7uBnBZwSUSRHQagEUAHotbGKD8gIaOzDOL7QwY3cLiuASqRBSaaHrK15SIj4vbteRgm5DS2hBLw+PDts8gZG16j+gXMjHEddPUydA3dIOr77k2TJNOLKP7esrGiNrGNvu3UHBMcrZlgmrZtD22J0vSSS2L07gTCWY+AuA7AG4lojoAHwGwB8CTSa6V4ePnPgWRj/p7mblHeuFOAL0APkxE9QA+DeA+Zu6LWxgnCt4wJpIQSbTTgtyRZe3DV7tXNRR10IR0eOpYGm0iasjBpkVVMvCYSrZZu7+Z3BFd/t46GZpWhCpxujbCfbTStL091DZO4oKbhusrdSyNTF9S+yed1JKeGbGhAoeYvkBExxEpv5uJSDio/D6AxQCOInIdfzsXwvQS0ceJ6AvSY4zXmuCjub8FwBUAflw4oSo+ywG8FcCbEZlbTgfwgSSFab2AI1ugyaXR4A0j4JtEOwRCo5Q1NtuBpRBXN7nD6zRHYRftXdtVFgY2BGkkOhbQ1U/UXc3SI+Skq5vP6uvATV3F61Rbvq0uSU8xyyYAlTjTcGXUEZ16cKdnXadxZaLzc/cNilYJcPcujO7rScVHXsg707MpGZtlmPkPmHkKM9cwcwszzyp838fMbyz8diUzPy/d87fM/AfS38ZrTai6eO4X4tVopanoWddZshS7+7lHMiHvakY/H0MrnRzIPrHkxYZzEujeE+Izn0UeW1UWKkR89IFVK4xRNtPQSuVN+bjYd88y7yBmo1d1lJGkSxYqfNpOHW8mxKm/77NNbSdD7pup5FA94wxe+Cc3x75/34f/LI/n7gvhoqV2hhBi/9jeZNYfF4SWFaLFxdknELIQ0BG7utGURghV3XtkcnCtAHyJPWSprcpChTDr7P81vVvb8KX2w9G+wcLSiG0UEp1SJnahnbtkIVDb1oa6xe1ek7KvTTtO/V3PFvUyEbvc34TffVpmmiQmmYSHmDJH1ZF7KHRxKG49+2Lve+J0EkEkYtCY8m/KyCpezkRsNOnIP465Qh7MacUTMZFP3eZuq607jZWGMKPE2ehVJ39dvwyZFIDITJYkA1bob3EJ11Uvub+J+lQqhMipjKojd9WH2IU4G3Gt+09OuWl0kgXrt2D0qo7UY2K4ZJHUcyNNhGj2OrhkZ5OFzwZlbVtb5i6QwuzjY/5Ry6xO/nK/VOUpZBGHTH1DX9i0fdNvccZSaIKZtDejAeTx3CuB1gsY4xgPvu/B/WEazaHL0llP7dmwvNg5bZtHYjCF+tDrZCEP9DQ8N7JAmh46Qr42WfiQdloB0NI6B6Ers8nLR5WnkIUvmR64qasoK9/QF7byhMI2CfmaEcXKLpMJemL83DNHVZF7/8+oeLS7DJagYNfOj2x2cp5VFfJSWSzdZS1AZxZwaThL1uzw6pxiMOkmAHUJL5dJJwsx0EO0Y1c9sgzrm9RDR8jX2C8s8K1XyH5IEg8QV3l87dk+spDfNeeuLbEm3LRyJ4Ro9KbVZpaRInOb+0RD4wapun/Jp1RVbV6nuZUl2laQdVx5oLxcvppJyGBV66GSTJZhfeOQisn+rpbb9Wy5XjZinXPXlookg65k+OSQd1UiZr/vJD8hq81cc68M1NgjNug2YoT2LrR5E3rWdaZqk3bZAm3Hp9XBJf4OkUUIsiIZYbII3RxVTR26ibYZrYnKPdbXl4p5oBpg6hchZhRZFqFyjeP5FWfFacJkSLlXCVQduX9mi/8g02lbPjFmhN9tHC3BNIBsGnfv2q6g/Kq/vPH8smsmOmWe7v1y2FcAqH8pOhYfuoROKyGEC7GzbGWxiafAl7BsCkmIGSWJI0GSFa282lLr7OrjQglIVTnJXSErBxG6V4ZsS5f/HVfbMhGtj/eBGEAhWn8o2b18brRhJkLJAmHmDXnQ6E4uxgnCpL6/d20XRvf1lHyfZagDWRYu+LRjyGQpJu6Q1ZfXc6UViy9hzdi4NUgWPkhr4zQUap3l/qObUDNTAnKzTOUhln+yNu6jmdueBZgHv+lkow6y1j+wakUq2p0Y7Ek3suRBozNdxfWNl8kojQ0u6liaymEUtY18tNI4E1HI6ssHYqWTBWxyVRWTc78SPqayDN4HVDghR07ulYEcNzpk+efSRsWz3v7Ui0FLUp9B27JpeyqdUdVM1BjaQLhfcBwIrbbMk8egOYnrQyc47t7l3RY6WQjEXaYniSqZht1XN8H4PLcJLc6Vh5Cr7nlCMVGzIIWsZirhbJAjGaqO3C990Dwd2jbqSrQqi9vkN85Xw8ynjzj2cV3dapTmqVvcnmjjz0S+tW1tJSQgBrsvaYrrD10xL3bZALvcVFmkAd/6qXIb3deTyYRy4KYur+fWoMZ75SGeV1EzhwY+Y6ISexs65Db3CmHrteVxM/ZsWI6P7X3SaApYvnOslNAd0SNtSOOQSv+i8NOUurqJ1GYCPqsDW/nV+8XSeqyvLzbRyZBNVXE8kbh7l5EEVFkkBXUs9Z6EVbnF1dp719rJ21cbjiMLn76jThi+q0TZZm+Sjc/qQC7jRO0DTCZUHbnrsGTNDmu8mDdM3WUl9JATrCZtRtWs5b+Pru4sIVWdqUGQotyBs/CACdHG4iytfc1PqieSr41WkIBvCNu4RMvdu2JvAOsIWjUL9q7tKqvDwh+8FOt9KoZfG5ahy2ay1CkD1LEUPes6vVeJ8h6RS0mwyZw6lqa27xSESWpzr9qQvzb0rOvER966yWlimYgwwWmEhBUIDe2qCw+bFnzCDYcgVE6hskgCOcdq1ogj1xBZpNFuol/5hOQ1vTO0HD5hitMI+ds0/wxuf/+fxr5/91/9aR7y1xd1mpzdajjW9lu2ZkbsSc0ygrDS8ALRycKGxsf3JX5nWRkKK4603RxDJ8BQWcg4cFNXkIZfSU8NX7nK5Rey8OljabSbUBhkYre9W/fO0HJMVFykyYSqI/d+lLtlqeFYfU5Avm/Ra/D2p14Mjzpn0HxDfcNffNtw0PU66GRhg7wkTivetYnosnaFUxEqCxk689NEHwoLhdy2v7pmEYDKhb3VyUq8W91b8ZWr6zrtBnBWG66T1CxTdeSOf5jtvETdfJQPNr39qReL//7G+XNTOVZet7gd9cf9w3seuKmr6F+ehGRffE98AmrZtB1P376yuBJJm8wm0hXOVwuXr7MdmEkLOhmbypok9MWU78c70BYXOlmJfq1q2L5y1V0nk7dOqchsRZWTe2XQ8Kf+GprYUZcPNn3j/LmR94wKi3ukgIkIR/f14Mxv7gfgNyhl4hMaThxNd9H/2Wv93fXMc27eVlyJxCEzeWLKWtN11aUBTcV/2zbt4pz6TAs6GZvKIJOib98QK1ZZFi7YZGBrU1eZpv7XnljPtaGiB5cKIOSukBVDPRr8LnxoYZndVnjF7FhWW369h3ukTIT77llW0sFFx4trC4yj6bpkIZ6Z1G3MNBjlZb9KXCHv9CEvl3x8+0WaG8o6uSTdk5E1afEsEW7CBbFi9R4jDpgm/Nq2NmN7iHYXk4ZORqbnCmVBZ+IMVX5SVTYmqeZedd4y5+IizKQ52t+X7xzTE/cEIY1k1DYc4QNGWUwUbImm5d/S9jiJIwtbWeN6kfjWS73O5R0UksA7RBZpJQYPgUu2afWNNLxlmuefwe3vje8t8/NPn+LeMkT0BiJ6ioiOE9E3iWi6xz1nE9GPiOglIrqXiJqTFlYmdtm2rkNodiZfv2oZ1RwmNiszio0o5N9CBm+c/KkDq1aUaYCqVm0rq4l8XBqkb73k6/bds8zpHZSUgE0yTDOcr287uSZNIZuq2NROYJI55c0yRDQLwG0ArgOwAEAdgDsKvw0R0VHp86+F7wnAvQC+DmAOgEMAPutToAY0ehXc5go5f9tUPDcaneKT3ShtpoQ0NkDjwLbMb7ig/LCKb8Yo7t7lHIzqfaayZJ2L1ScImdovWjZtR/stW0vKHMcko04QWWwUhya2FjB5h+jGiE2Gch1d5jRb/ZMEiwsx39iQViL10oIk+FQxnGYZIloNoImZ7y78PRvAfgCzABwFMI+ZX1TuWQ7gHmY+t/B3a+GeucxcHl+ggGk0ky/FFWgg/w2jEIg47qcKRnjIWxbUsRS/WjHdi5xch50mYinvQogsTPA9hDMRCDmAloYsJgImc43OTCOu7V3bZZxUUjHLzDuDz/q9+GaZp249tc0y9wHYJP5g5oMADgM403LPcgBPSPf0A3gewIWul4X4M5u0bFnjkTWGNInd5j//sb1PxnqmqjmHyIK7d3lrnS4SEcRe6VWM7SxBqJ+7brVRrcQOhK06kvj8m+BanVHH0sR+5iZNXWfqEtdmmTt1ssNJ7sw8wMyHxN9ENAPATAC9ha++QERHiOhbRDSt8N0sAKrq1wdgvvN9AWsd02CVO0ucpZ/WlVKBzd5ui4MjoPM/Vge4SRZpHCDy8XZRw8a6lsSuycBFILYkKiH9AigPayvDZ2lf6UNaKmyyCpWFD1xeYNy9yxhALYkHka0fmiaT3rVdqR5omqw292BvGSL6JIAzmfm9RMQAPgXgbwD8K4DBwvd/ichc8wfSff8F4PPM/HXleWsArAGABjR2XIhXowHNGEGUyKDxNVeg9tlfYeD5pwEALZiCvX9zIeb9RbRBJfJJiuw0TWhBDWowgOM4fs1SnPb9fahDXVHbqV1xGZq2P41+vIzCO9GARvTjGBiMejSgAU0YxHGMYxx1qEcjmjGEfoxhDP+vvW+P0quo8v3t7k53J93ppEMIrwBtJyRCUHIJIelGVEDFcZRlHIdhwDjrjooKM3PhOspcZpg7S7w6uxyFTgAAIABJREFUmVGZ6whXo9zxGgQfC5nBxwhIYHwkQRIMYEQyEBohEZKQ7pBnd7p73z/OqU599dWpU1WnzvedfH1+a/VKvvOs2qfqV7t27dq7Gc1oRweGcQijOIImNGEqOjGCwxi4dj7m3voUOjAdIxjGnrfNR+f9W9CBLhzByESdOjAdoxjFMA5N1Gkc4xNZ7UWd9uBlTEVnRZ0AoA1TK+rUinZMQWsudTqCERBook4jGI7r4Fcn3XeyqdMRjKAbs/H8VT047htPZK5T08JeTHt6t1OdRv/gjei8e2OwOvl+p0HsRCvaC/mddHVqfsP5GPnZukxtb7SrDYdf3VVRpw24P4hZpvdP/M0yv15VXLOME7kT0YUAPgfgImY+QETnAfglM48R0QUAHgQwDcAnAJzBzB+Q7l0P4J9UcpfRRbN4MS5AG7Xn7mZosuXZwKd8rjb/YT6Mtti2Gjpwl4qs8tDBJTiYsDnTkkV47t1dVXKSZVFryLLfdudi7wVSF6htRbbJu8gize1Qfk+WNpZH+5GhK1sQm/uJGcn9HxqA3InoHABfBnAZM+/UnF8I4DeIvGMuA/AeZv596fyzAD7CzA8kvaOLZvFCnIOZNHviWJ6RDkPj5A3TvdMAyhALmkO8G8fNOqNwi5t5Iokkhnh3RbvwRdpi8dDKPhz3/d/UROa+C9ehZGH9PosIjUkIuTivPisUuc97vz+5b/nH4pK7rZ/7XAC3A7hCEDsRzSKiKdJlpwHYh8jtcROAc2OXSBDRcfH5jWnvGkflbr2QxK5GlzQtiqb50esQgtiBowua4xj36hi2wdJ8EmWbINuyVfu77eJskvantoskpO1X2PfmBRW/h1b2Vdh9Z65ZXyHzoZV9VW5822/oT7Xbp5UjLXGHgM6FcBzjxpgxoj62LqyirEl+51kiNIYgdlGuPALj5Q0iulJxFx8ion1E9Neaa5+O9wWJ6x7K9G4LV8hOAN8H8N+Y+XHp+IcB9AG4DpHv+78CeJiZ/yY+vxHAtwHcAuALALqZ+QrTu7poFp+Jc9FF2YMd2SCUpu2yc9Zl+voqDzrJQjfLMU3LdWYTX3NYVjfDNPOBqyxMcJ0N5m0Sk2FTNl9Z0JJFePZjU1LNSrWsbxYE09xXZtDcP+umuRNRG4C1AN7PzM8q5wYQKdBBEkLYaO7vAXABgJ/HO1T3E9F+AJsBPA/gKQBPAPgZgL+T7nsvgHcD2APgBAAftSlQG6KNrDotQtWGsm5o0BH70Mo+J0+JZ25ZjvX//XzrWCu2xE5LFk3IwhY6UjARps4ebkPscl2F9p/VzTBt56erLHQQ5bYhdrn9qUTnMuNxjcpoUzZfWfCmLei9cvOEHJI09iISu9DU89jEVGNvmc8C+KZK7HmgcLFlXovFmEHHZX6Wj63+vh2bcenJ7mEI8sJefiVVFkkLfHls2AkRE8R3QdJGFuqsyDQLyWth1FbrtZ3B6epgI4taol6bA0Np7vOv8tfcf/V5e82diP4LIgvHPGYe1ZwfAPArRBaRJwBcxcw7fMtWuKiQY0j3MbfBwLumpF+kwEjsmpDBPnZ5F5hkIWYXgqBUbdqH2NNifYQI9qQSqk4T05VDyMI0q1LJUiVF+V61HLqZl1qOkJmPOnbYKVW6wSlUH9HBRzNWiT10uIpck2VnCT0QfcLZRLRR+rva8LYbAdyqI3YJLwE4CcAvAKzxr1gBNffj3v9+zF+zPf3iHCBs55c/9VJi7Jpaaikvv+kknPAfvzNeEzJnqy9qYaPNW1stip1ZeKaIWZJOw9fJ4lgLrRECQTT3EzJq7rfYae5EdBKiXfpz1XAt0jWvA/AsMx8kolMAvBhf70WIhdPcT/26vynqK7/9mfa4zY5TAHjgc1HOVZnYVc8TuQPptBzZIyfrLseZDz9X8Vu3K6/exL79hn5nUnRNfQgA7fHmmryQldhdPVOSMLGzNp4lnbJqHWjJogo7v04WNsTe3N2NrauXBveSkvHMLcsTZ4Cm9+ZZJhMo458D3gpgaxKxAwAzP8nMB+OfIipA6q7+JBSO3MXOuSSo7owykhJi23qyiI4lT7/labHaMXU20+Mve3qC9LNGGFRloTOL1KpTJHVYn40rSXZwMf3WfeO0dpGEXKIIKth5Tb+1u6AwB6kLreK3zgTBm7ZMkPe2OxdrZWEzYI4NDmLB1Y9qBwLRjrKG4Z1//YaJgVKti2kAquusozZRIS9C5HSiBRG1K6HUT4v/fU53vQ0KR+6jOGI8rybLzgNJ9mqbBbihlX0VhJfFH1cnC/V5cqcIHQ/F5DFigtBiXQceMQtRv/HBFcuqZGEbW8Rn8HEdEJIGcdP3UP2/xW/dTEz+Dr1XbsYrnz4JQKV8s+7mFu0opGlKrYtPDJqhlX1B8sCaUCNvmR4cjcelw5sAfIuITozdz/8ewDfkuF6uKBy5NzkWyTX/ZBpO3jA900KpqsHJA4VcBrWh6zQvnSwGFyTPQkLHIpc7uo3ZQRCukEEobWzaPY9UyGJoZV+u+TYPzDMrGAI7r+k3Dt4hvsfQyr4qwu2+MUoZqZNvvQOeqZDl8+JF5vSAOmVA3VR2DGMOgF3yASK6kYi+BADMfB+i/USPANiGyIX8w1leWDhyn4pO7fEku7ltBzrSaTfM/vrWs42JQEzTVtGQkzqYrEWqbpo6zevlm99kfIYLfOzcMmauWR8sS5GA+jzTACy3C58dkzrtL+l9tlrwnNvWBXc3VU1/urom9RFRJpPpUkXWnLBpEPIZvXiJdjCSTTd1M83UwCzDzIuY+Tbl2Kfl4IrM/EVmPp2Z5zDzh+JQ6d4oHLmL6HUqsuZOtW04us508obpE/83TVtFQ/bR2HS21lkP7XV+jgx5IEqzc9tArleIqbIqJ9PAldQuZJgGMKH9iQEl70BXgJ9Jzsb0J8tCR85ppkv52+Udt0l8k6T31NshAEDDZmIqHLkfwUjqNSFjOSdBJoqkEAWutlmTRqVr5M1rH3N6vorBs7oqfof0tgk9VU6TpWgXputsNG4xoNQiCcSONzr6U1hC7iO25Cx/+5DfLs1ct+DqR9HS2zOhaGRdsA0eUyaDvb3o8dwLR+5k4WCUp71VYMG836USjiCI7Tf0JzZa2fRgsxgsa9I2sjAhS8CnWiONbJsW9lpdVyTkpZXK7cJWwUjqM67hNlTYtLHRbQMTM96sC7a5ZNMqNffaoAPT0y9ygDCpOLsMXvKiFZEM3Bx5xyQ12v1vOKg9ngSZEELK4plblld08O039B+dMtdgJmQDk1ll2tOVTgNpi5muyNOlNOnZQyv7Ut8rlAaZgOV24TrYqWa4mWvW55IUXECn9CR9t7zt/5MNhSN3kUEmVMcVJpUQizUiN6qcI7XnpvVHN09pQhRkiV8iZKFC7gS2pKRqkaesWjdhxshrJuSqEZrMKqNdbRW/sy5myhrvzmv6q9pHSPe7pLY3c8361HYplAZBwEMr+yrahevAnHU2kdQvk2auvGlLlekm6bvVK29DaZapBRZMmWi4tUpm7OKTLXKjqjlSJzZPXfJi1T1ZvFSSyF10gpbenlw9DGyn/EkEE0IjFAOESLGWFUJzlTVeXTlt7NKi3qHcD1V56+zZM9esxwiGJwb4Wpgo5dlDUr80mVtmrlmfamsPHY/GCaVZpgbYaudf7IK0qV6FT7ZG805DWmiDPFMFunRsnymv7ZQ/qRx5eNRkdekMaQe3lb/tIHDCo5WDucme7avl+pjg1NmDCUntLM3Wbqpr1kXYNJSae43Qga6qY1lscbadYOvqpRWat2x6qbpOQlYXTQFdA9bJwhe1mvLKhC603xA2fSEL02AZItSAT1nTSE8MAmnXyd/IVI7UdmFQUmwHYvn9JocBFbpkMVb3aa4TZVIHhqKsERUdhSN3nStkHsS0696FFRtGVNJQTS9J1yUhTcNUtTidZmPjFupKaHnvYJTNGaITqoQiy912Om4jiyyeNKIctTBzAOntw1QOk1soLVmkNQ+mQXw3US75/SaHgYl3Kr9F2WzlqbuuJjtTs5hkSs3dDTabVULg+MueTlzsFItGwg6v/k6L7AdUDwKqZiRrcUkdXZZFqMBdr55hl4vUBUkDTFLHluVu664pZOG60G6rcfq4jWaZUS64+tHEdpRmzhKy0H17W1fDJDn6mBHVd/KmLThl1TrjBrksJrvgA3CDknvh4rmfgddhFs3xut8l03qt41/7vG8P7/SWRa2QJeOTSzakosrCpc2FgioLn6xj9UaIPAQh4rl3HH8qv3aFfzz3x77ilkO1liic5p7Ft/tLj3/PeF7WkHVEa6OJJXnV6LRvWTtyJfaDK5ahA9NTNc+si5YmTfjgimWpi8xZvJqSiF0n49D7H2xgsu0KrdRE7FkyCCXOhi5eUiUL15ywoeHj6ZKF2IPXpUE198KR+yhMGajMSIrnLiCmnLrp8LY7Fyd3kgfnTnQ2laQFqeumsy7Ep9rCp93zCEYxmjrNTtMa01w8TWWcds8jXvZbFTo7vykUg3bgtWwXoxcvsTKbpWHr6qUY3TaQOPjZkJN8jZCB/DwT+SeZ21rWbrKWhaxw5Jllauaa9Yl1cSViG2+oImTMOhZQOHL3Scrgaoet0BhjzVQ+JkL+TmxOMuxWDeXqqPOk8E1QIUMlSl9PA5cIjip0dTv+sqedvluSLNT6tKzdVDUjsHmPWh/xXbsefzn1Xps9EkIG8mA6//oNqWXTDYy27cK2bdoSsGmWqBvsRi9eYk3EtGQRhlb2pZY5jxkIMXv/FRmFI3cf2GjIsjZXodlJmqnoaLd87T0AopmADRmK58lah6v2GDJjkOlZvotRLhEcbaGLTe/aeW3qM+2eR1LNV0n1kZ+fRMQmk5vpvTZmGxvfclcPKFU7lgnYZJo0zRJ1A5zLOgBv2mJc1BZtOrjWPtm9ZYioj4g2EdFeIrqfiObGx2cT0Q/j4z8iouOle6YS0R1ENEhE64lovs27phliVdtC16FkbS7J1isGCbmjy507yZQgnidrHa5hB3TkYpKFiQR1z8o7m40tZBnqkmIkdd6s7SLEoqeNFu/y3vnXb/BasxCyMKVzNLUPk3bsQsjy4DTtd/lEwBTIM2DcpN3ERESzAHwNwLUAZgL4KYCvxqe/DOBJAMcDeAjAHdKtn4qffxKALwD4NyJK3fEzjqOuer5TMJ2vtSuWbh6r2sikRnXMkrHJBkIWOm1KJkG5jkmaVxq55b0LUEDIcOvqpU4mLbld1AvyQF/PwVLIYu6P9fH+t65eGlTDTZoJyqYY0wxDN7NIM0cltcdcNjBNVs2dmfcA+CNm3sCR3+TdAM4nojkA3gbgb5l5hJlXATiLiHpjEv8ggI8z82FmvgvAIKI8gUb0/b+jZhLfBiqHBPA1Q9z10AX4zLzXaxd4BIGKjE1p02JZW1Ubp4kkDiOKKJmmTcl19HWJC0UGtnZ017UKIYss0H1LF48W2SvEdyZgmyXJJMfhBScASP5mtrK1DTqXVWvWEX/aLCipbrXaZNYIsDLLMLNsY7gUwK8AnAfgaWaWA2I8DmAJgIUAjjCznBB2c3zOiIf+ZJZNkYwIERJAaCW6jqIS6Jzb1lVo+RMLsTFkjV9tnFm9XXTIElHTx61NHqBczQy1mjEA0bdUB+L512+wXu8IER9ftIW0d5rkyFufM95r22Zquc9DnVFmJemQ7WbSmmUEiOgSIvo8gL8CcD2A2Yi0cRmDAE5OOWfEVHTYFkkLlVhrBRGuYNe9C/Gh094QJMrdVHQYO6AgcZXMs/ie+xCYboCynT4//eFpVtdlbRcCOi2yHglAdO+0WRh95pblqbKoWy5SA0wzSt3sKc3sFXRhtUHNMi0O1/Ygsq1vB9AOgACoIRHHLM5VgIiuBnA1ALSiDSMYxhiPTWyx7sB0jGIUwzgEWvAaTN26C+MYn5imi4Z+CFEu2atOXYwmHMRB7AcAtGEqWtCCA4jiureiHVPQigN4FeKdrWjDAewDgzEFrWhFOw5hP8YxjhZMQRum4jAOYAxjaEYz2tGBYRzCKI6gCU2Yik6M4DCOYAQt79qFEUxHy9d/hD1xyN4OdOEIRrR1AqIFMl2d9r5mGg49txPtmIYmNFXV6fB3v4fDAFq/+wCGLetE0ztA+w471YlA6MB0jGB4Igxxap2ePWj8TqJOsz/0A+yx+E7jGEczNwf7Tl51SvhOap18297UW3+I4ZQ6nXrdw3gVe3GIDxwTdZK/02//cgF6PvtsRZ1+d905mH/dw3hV/U57nquo095LFqD5wY0VdQqCY0AD94U1uTPz7QBuJ6ILAHwfwDUApiiXiYwKw4Zz6nNXA1gNROEHxjCKGTQLAzdfOqGBtCHeofifB4C1C4BLXqzynlC1mXZUaoRtmFrx+4Vb3lyxINSqjDttGX/rnxdF8zu4Yhk67nmkaqfhNHRi252LMSv2tDn0XOU287Q6/e7mi9Bz03q09PZgdNuAvgz7AdDU4HWKflfvJE36TmJBNa1Oogx7eCdaqR2taK8IWyCXsbm7G23KLEKcpyWLwJu2oA3tE/93qZO8xd+17b167+IK09z2O5dXeFO5tr1mbqloF0nfafsN/Zi1al2m76TW6eCKZWi75xE8v/qNFSZLm7Yy83N7AOquuP7V2T1oo98l1ll8q+PX/haQ+8KSJcDG+1EiGV6xZYhoN4APA/gkMy+Sjj8I4JsA1gJ4nJk7pXO3A3iJmf866blZY8uYIAivFnD1BFEh4rX4xlPJEu+lqChqbJl6QCeL0N/cp7+43BMiHk6Q2DLHncpnv+N67/t/ccfHjt3YMkTUQ0RTpN9TgAnVZB4RdcXHmwEsBvALAM8BGCGiM6VHnRefM0LVelwg8qXqoGt0vm5VNhnfZbhsMhHZblp6e7xlkaWT55VLNOtzs7SLvMMcywi1Gc3kxaOThc03d2nvPoqQ7p4k23lRAp0RJveC6mkA7iWi1xBRC4CbALwA4HsAfgDgM/HxTwDYCuAJZh4H8C/xuTYiugrRvDB1HtVkKJKJvIGj+VKToO4a9dXkXRcdXdLNiWtHtw3gxS+e7fQewJ9cBPmOnGAfw8UW2+5cnHmRz9Qu0uCT7s/Gj103aIRanDXFrvGVRVJ7N8VzUb1SXP37ax0x0wvM/n8Fho2f+08AfAURke8G0A/gHcw8gsiXvRfAECKf98v5qJ3nRkQW3t0APgbgMmZODYohFm50SCPvJAjCk+2cruna6pGZffafpU50quBLLoJ8k8xJqibponn1Xrk5e/RKQ7tIgu87bcP4nnTXU17PzwobWbjU3WRCVL1S8iTrLC68WTCZNXcw83eZ+SxmnsnMb2HmZ+Pjg8z8e8zcycwXMfML0j3DzPw+Zp7OzOcy85MhCjxwc5+zj6uO8Fxt4joyU7Vk0aGSzDYhohWGgE3HV6/JGnvblxSSOryNicH3nbb3qdfV0mc/DXmRcBoBu7oAy7OfRlsnqjcKFzhM9ZZQ0XPT+iptol4jvjpoiA41c816bZlc482kyQLwSxht0/GLMp0WHV6VRZbF8bzaS61C0aa1C9tBxkfZ0BGw3AZVk2XaIOxjMguKLD7ujaC51xItTq73Eeo54ifZuHe8MXsgpRa0pHbUUCGHfZElIYUKQRI6W7ZPu5BxcMWyibJ2/LbarFEvBcEHsix0mrLtIJOkbNiadETbXPjl5NAQroOwzbtDz5Bo3P+vyGioNHuNhiK5/22/ob8uOzkFdLI4FtPLhUCR2kU9EcIVsnPWqfz6t1znff/67/xlMFdIIpqHKEjj6wH8O4D/arNOmYRCae48Xe/u5uOyKLQ/31FeXUAtkj21HghB7C4ytNHgJiOx6+CzcCx/iyzOAvVwNAiNvBdUiejpOCz6UPz3kOYaQrRH6FsA5iByRPmnLPUqFLnTvoNVO9sAu6mdShzCludrB1WJI6s9VR2gbIiuVdl9Kf8L2PmOu7pGhgxlq5ZPyNBm0U21+U87tTdYuXRIq3eIWEEysoSuVfuIy/qIqGdFyOgMg2Q5wFqhDcClsUPKTGa+SHPNeQBmMvMX42CMNwC4gojSF94SUChyB4ApaPW6z4V8a2FfVRc61QFKLq8geplAtt/QXyEL0YHljmzjOy40btuNPOL5OrJzXYBLKp/NPgH1G9ELu7XXqblJm7u7E4nTROA6gpQH4BARIWVkWRC27SO6b542EBQlqUvNwCiKn/tSRFF1o2IxH0C0n8h9s0uMwpG7CEAE2Me+dkUtFmB1C50DN/dVTWNbensmiF4QSHN3N05Zta5CFip0Gvm2OxdPPF89L2YytgObjgR0C3C1+kZJshD1EgvYY4ODGN02oJ3VuHoAuSgMoRaWk54j1+cAXrWa+ek8UdJmez5eUjazwxBmzbyUshr5uf8NEb1CRA8RkS46rnck3SQUjtwFWnp7qjIf1RqqFnNwxbJM0+mem9ZXTWN1GpzcwZI6xSmr1k0QuShT75Wb0bJ208TgoEPSwNbc3e3cAfP8Rq4apOqH77Ij1uWbJhFM1n0AAif/RM8Yan18zYTqc3TmPoG0gUC0F5v1mBBuorkpZdlcIWcT0Ubp7+qEt7yEKCvdLwCs0Zy3jqRri8KRe2scPNI0ba3V4maV3feeR7Tlum+Hm/96EmQNqLm7G61oq+oU8jVioBjdNlChQftoX2ODg/jP90XhHWx857euXppqWkgiBxvzjqiD0GRFuzARcVq5k8qj1sNkX9cRjK9GqZODDYEJWYSAztwnkDRAiv6XRNiuey9CJoevA3Yz83nS32rNNe8C8Bfxrv4vALiYiE5RrrGOpGuLwpI7kBxLJqsWYDuFtrUxX3pymJ2nsgZE3TO0nVjW2GW4aNBJ9ZKzTyV1UNERVbOTTqZJ5GDazKUO3KJMQhY73l45S5WJVZQpaX1Bl8RZV+40+7o6SPhqlDo52LS51rtf4/W+UEjqf0ltIw31dLGtReAwZn6SmcVmALF4pJpbdgE4UTk2B8Aez6oVj9xFEgDAP5aMDN0AkTSFVjU21x2lLkgzBYxuG8AB7NNOl4XGrpKYrUeHTb2SOugpq9ZVaaq77l1YIdMJTezBuVXlt82w09zdXTGIvXpu1BdUO7JMrEKmSbsedcddzSlbVy/NFAQt7RvZfJsDf5CvudLXvTEkSZtCeQSN8pllMdViQZWI2olohnTotPjf55RLNwE4N3aJBBEdF1+70bdqhSN3Dryn1zRAqFqirLGZFgpDLOzYeEsw2GhimXPbugqyDO3RoaKltwctvT1Vmqo6a5giRH7Ji1Xll3+bSGRscLBifaLpsd+kli90vH5ZtuL/WXcEu34jnQkydB9RUQT3RjmUh4rQIQty1tzfBOBbRHQiEXUC+HsA32DmCvevOE/1dgAfj8OqfwrA3czsHQekcOTu6wqpQqchCjLR+fqq95nMHILc0kIQu0CnyafJYuc1/U729SyLwUBEnkkEKst7zm3V2r22PBYkIsrcPrfHpohWsLXxyrJV5Vwrl0FdGw3RR3TlD+3LnwU1dcnMtqBqfjTzfYgy1z0CYBsiM8uHAYCIvkREN0qXvxfAu+NrTgDw0SzVKhy5qxs0nrlluZemrE3aHJOJiRBdyFKdFejI02YKSUsWaUlTt6FLxqzfDKc+WyCPTFSy5q1bfAaiupk8MgAz2Yoy71oxT3veZ8AymQ9sn1frwGqyjJLahYvHk678spZs6nNJ57K4g6rPLErguhCINyadzsxzmPlDsQ87mPkjzPxp6boBZu6PI+m+J4vWDhSQ3A8psarnX78hdcHq8qdeyrNI1tCRp80UMmmBSpWFCp3mm9S5fYg9bVBtWbsptUPzpi1ajwy5nDa22hn/XLVjG4BdvUyDx9DKvooF0lqlYnQBLVlUIaOkdhGCEIUyMrigOfGapP5os36R1D5F9rF6YFLHc68lxuEeau3bZ6qLzI0BH1mE8CcWGraNF4jLgqSsubuW00cWAqbBo3P7SOYsUXlDyEqQn0kWWb+/UEZsBlyfGbWpfM//ofd+HX8wgHH2/yswCkfuLYqrpzytrwd8fXBD+OLLskh7XsjQu3lNiW2em+QKqLaLrBBtqgiLh7YQs4pQsvDJBSAj9KYiF2+brGWvQI4293qicOSuJiKQp/X1QFKDS9t2L2sovsmhZVmkaWQ93zvi9Y7QsB1kkuSX5Apok7jEBeO9+WiJvm56tu6H2+5cjOE/vFB73BV55wLQlSnUBsSQZS/NMjXCYRzwvnfpZnX3bjpMHgImUnbZNKRO+3Xv1DX6wzhg3Rny0EBdZy3P3LLc2kxjIz/5/VnahQ5pg6Wvr7e8xuLifTIywy4ZSe+Vm9H6nf/QHjch9K5um9m0rky1ylZVooDkPlYVXsEejy5OXgRKgsnvWCblkBsnZq5ZX9XZdI1+DGNenWFoZXWAsjSi0dlPXTelhIqvont/lnYBuJO1zWCZRpg2Pu3iu6gmDt2zxTEfWYQmVdfZNC1ZlCgvWYmyVXyCohhRIYOjcOTeDHeC1iEt3kuS+SCJBHw1MkA/A+BNW1Ibra8sZq6pDlCWRjT1SlVo03FHL16SKos0s4SJrA+uWOY1eNsSpmkGmPRddM+e2L2ryCJt4Mojcqf83eT+kLTIypu2JMpLVqJ08lAXlEOjUc0yVmn2iKgPwBcBzEfkjP+nzPxiyj2zAXwdwAUA1gNYycy7TPd00SxejAvQRt6B0Kqw696FmSIX7rymH0OLj9QlV+kwH84si+bu7goty9ffnZYs8tb+1DL4YJgPY++1F1vvTjy4Ylldc+vmiRDtwhZZvvvoxUswZe9hHDitE9PuecTqWfI1oq0m3Rcizd70rrl83vI/977/4Qf+KliavdBI1dyJaBaivH7XApgJ4KcAvhqfM6WP+jKAJwEcD+AhAHfYFGgY6SkDXRaPsoaknXPburolobaRRRpUUvX1427atsPqOp2dXi6DrCG72PSHcchp2/mxROynWkMVAAAWd0lEQVQml0LdzCZEu7BFFnNOy9pN4E1bJr6FzbPka0RbLe30fkgld2beA+CPmHkDR2r+3QDOj09r00cR0RwAbwPwt8w8wsyrAJxFRKm50kYReX2YOn6ogF5B3ak0yOqeKGQREr4Lhbaat2qnV98nE3SSTV9nxpBl4SPXPLNvZQ1ZaxqIdMSWR7sIBddvk1eyF1tEUSHZ+6/IsLK5x0FtBC4F8KuUW84D8HScC1DgcQCpzNIUF6kWYUDz1shb9leHmHVBUw5LIibbs+taQuJuWInQfbx4dJuKZFmoC7fifSb7vc2CpS9CtlWbwbcJTcHK39zdbfR8cX2P66K6y8y6pbcnbERIgfEMfwWGNXsQ0SVE9HkAfwXgeumULn2Ud8qoqei0LVLhkXXnY61l4RqxkDdt0WpqSYSepWOaZCHe5zJ9L+JUv6W3x2ownIrOYOUfGxw0zsqKJKfRbQPBI0ICjau52znXRuhBZD/fjsrUTyJ91M2I0kddAoeUUXFaqquBKCHDAezFER7BCA4DADowHaMYnbAzTkMnxjGOw4hi309FB064pwMDK3YCANoxDU1owsE4/kYbpqIFLRNx4lvRjiloncjJ2Yo2NF14PoZ/+jOMnrsA7Y89h1a04xD2YxzjaMEUtGEqDuMAxjCGZjSjHR0YxiGM4gia0ISp6MQr71yA9u9vBIHQgekYwTBGMBzXoQtHENVp7NyF6Hpsh7FOU/qXo2Xdk9iDlzHtjNehbevLznWKZLkPDMYUtGrr9ML752HW1385UaeDS3vAjz4xUacRHMYRjBjrNOu6e7HH8jtNv/UB7In91V2/0xGMoJtnp9Yp7TvJdaJ3vBktP1yn/U4A0HX6WRh+/jljnQDgkGedqr7Ts0OJdRo5dz5aH3sG7ejAIHaildudvpNLfwpVp6bpnWjaN2z8Ti/dfCbm3bTd+J2S6hQEx8BOU19YectU3EB0AaIQlr0A5gJ4lpkPxmmjXoyPXQjgQ8x8iXTfXQA2x/Z3LbpoFp+B12EWzXGviYL7dmwOliGpXtjDO51lITxTTB4qtGQRmrbtKFzkPdMmKB9Z1AOjFy+p0r5dNnfZPNtXFjpPqSyeTFk8aXyglj+Et0zX9Lm89Lxrve9f+/CNx663jApm/jkiLfwiQ/oo75RRhEo7te+ipwuxZ7Vf2txvsmuKc6q9VZVFEnShd9Om2kUjdsBsr7WVhYDPIqfPYrP6XXVmFVdiT1r7EM92lYVAWjJ2470a2ajE7hoDyvX6fCJ2ZtjAVHCzjI0rZE+cGUT8ngJgGoBDhvRRvwQwj4i64nuaASxGlPnbiA5UJsCQFz11XhQuDcS0wUIHW4Kw0V5sYsirxKDKIgnHUvArQC/XtA0qHZjutInFZ5FTyFFtU6bBO49BUl37kN+/85p+63YREu0Dr1T81vUlIQu5vGq6RN31Pgi5IN6om5hsNPfTANxLRK8hohYANwF4AdFasTZ9VOw++QMAn4nv+QSArQCeSHuZsKvpSFu3QGnTQAQpuPo+h/CCyOLqJWTRaNDJNU0rG8FwEM3NhhTUNmVresgreumRGUeXqubctq4u7UKVfZr7ppCFmi4xFIKagyar5s7MPwHwFURkvRtAP4B3mNJHxfggIrv8ECKf98vZwsAvGm5IjUhHCklT39D+0EmuXiaSEaYouRPbkJJa9qGVfV7RAkPB1efZ5E0TitCatu3AwRXLMHrxEifvHZt2kZepS5Cjrl0UFaFkkXvqPwZo3P+vyHBeUM0TNguqQyv7ck8EDUQmoDmPjVdoKFm3tLsuXoVcRJQXv3Tl8K3bzmv6K9zTfMMbpN3nKouW3h7w4N6Kerq2HZvQDS7fNEQYBuDYWVzOI7WjjCALqp2n8LLF1/iX4ed/0zgLqnmjA12J507eMD0YscuamM4m2HPT+iqySyO/NC3DtWMnycJn4U+exurK4TtoqX7HSZ05TUuW79MtoutkIcxtOnPIWHdHVT1d206VeWZwb9UMamxw0Dpev833V5+v2tsBcx+Rr9Nh+w39FTOqqgXhlHUN+bwoW9LaVBFTFmrRoGaZwmnui7AUnWRuvJMF+/lVdFIXtt/Qn/uO3SwzIleN1EajU5+5+5IezH7QfI8P6u3O5wPRLlyQVM9Qs4kQkMto0x6Dae6v/6j3/T9ef1OpudtCbLaoNeqVnNcEIYtahGJI60gml1RXcrAhN/WZTT9OdbSqgs06hQuxh/DQCKHN+vSRpHoWhdiByjLWwvQq0Kg7VAtH7gJJngdbVy8Nmi9UwKXThfaKcCUNX5LxDRoGRC6ptGSRd8rAekCQRaj24jIQ1HMhOwRqXX7btplnALhGQ+HMMovRjzYKmy8zD6RNZ0NMv4f5UJUstq5eWrcQxLVAkvlAJwtf5LXQVysTT0hZmFAr5wVfhDLLLD/7w+kXJuCBR/5naZaxwdhxHRjFaO7vCTH6p01nQ5CHKouW3p6aEXtePttp5q8kcpRlkbVs4tvYmOJczHW1st3b9BHd7M60AK1DXsTu+/1yMZ0yyqiQtUDzKweCJCK4/KmXjOdlz5Cssbh1CBWWVJVF2oCRtmHKxZyTly3WddATtn5ZFmODg5lMTDZlEd8wlIaf5sHiAps+oo0DH9fFJL+hlX1e5JtUP12b821b8rcIZZ4h+NvbS5t7HfDtM4+GtTl5g3mrdh6LlVnCkmaxaYsNUy29PVq3zJCa5dDKPmfbv8+glzRTcdn1aLK52+TMDQHT83RtUC6zroyy7H3WYJLkN3PN+kTyFW1qaGVflUyT6pfU5rIuTgfNtNWgrpCFI/dpgWOY71i+z/kenVagaldp2o2vZiGHWPCVxei2gYopteiUpg7lqgnPXLMeB07rdJoq+xCmKFeWdmEK3FW0uDw7r+lHS29PRZlb1m6qaH/TlHjuLoO27XfWXSfa1Mw16zH7sWyJaLQziwCzsRJHUThyH1cMWWmmhjy8N2StQGgoqnaVNrWc/vDW1PekaS+qLHwhOqWJBHQkl6Zpd/x2v7fZIskUIQZN8V1FudJkIbtqurYJeSDOa63BFnNuW6eVqdz+srQL28Es6TpBwHnY4+s20Dao5l44b5lQ8dwbAUnbzGu98UZF3tvKdThWttzXApNJFqa2HsJbZsa0k3n5wg9533//5k+mloGI3gLgnwGcCuDfAXyQmfd6v9QShdPcSxzF7j8+W3tcbux5J/nW4ZjZVq6g3lp5VoQMouVrNsziseJzL2/akvsGwzwXVIloNoDPAng7gFMQZb/7oua604noEBENSX83Z6lX4chdpPlygdzo8/B+8UVWG+Kpdz2Xeo1uwTEkiWV5Vlr9dZ02qSOr7cKnXMKUdiySfHN394QpxNRHbBcqfRckTQN7Ggn7KgXqfcFt8/maZX4PwK3M/HysrV8N4AolFwYQpSYlZp4p/d2UpVqFI/c06Gzwsv3P6P3y4Nw8ijQBtWP52hBdtPGd1/RXXT82OBhskFPXFly0qJa1m8yLuJrOrjumemZsu3Nx4pqHTb1Du3m6eAHp5Gezg1aUOW3naJq5Trzf9F1EfZLeldQGsszoVMJOkqkujWHBcTeAe8QPZt4F4BUAp+f94tLmXmAI26pLDk6bXYX1DBalvts21HCedma1DGoYYx+Eypuqg04WanC5vNdFVFu4q8xCrBuFsbmfxH3zP+B9/31P/i+nMhDRTAA7AZzEzK9Ix3sQJTT6dwBvAPBdANcys3cm8GNOc88DITZECC0nRBwT1bbqQhI2Xgw6Yg+18SoJ4vnqu4P6K2vQ3N2d+E0Gbo78tdUyhPBxn3/9hok65yHblt6einqpM1ZfYrctK2/aUqH9H3HM/OdL7MG94xhZzTKziWij9Hd1yhv/AsAamdglTAHwrwDmAlgA4IYsVSuc5v46LMM0CuvrboNahNVNQtJU8yDvr4ssdKi1h862Oxej98rNEzORIslCB9MMRJc4xAeijdZCFgM392nTWoaEbZtKui6I5j71JO7r/VPv++/79aety0BEFwL4HICLmPmAcq4VwCJm/mX8+yoAf8fMZ/iWrXCae1MdijS0sq9uxA4k2+Z1snCxpYtrQ3hZiM6VZ1RI+dmj+6Oc7GImIsvC13vCZ4Zmu3g37Z5HKjTZimQw2waCmMFEG61FH/EldpO8VDu/DbE/c8vyurr9hgIRnQPgHwG8UyV2AGDmEUHsMXYDODnLOwtH7gexP8hz0uLLCMg26rzCifq6K+pk4TIIiWtDbjhJ6/Q+JgjdPaoXkCwLX5ODjwlIHnjFYJlk5pFJKE9zU1ofsW1vcj1CudSaFjtVkrYZpBd+sjIHcR7ecHnHliGiuQBuB3AFM+9MuOYE5dBpANLd5QwoHLmHghxfxgSZ+Dp+W9lphBZiS1hJjdU2kqMrMdq69Ikt7SaESEQBACfd9ZTzPcLGnTRw6ORiklVeswsxWIZaKHWtl+0zbNubXA/TPVVeYI4zp6S2NbptoEqhUuszNjhYcX8uM+wcXSGJqBPAHQA+wMwDhkuvI6LPENHUeHH1LwH8U5ZqFc7mfjbORwdVr86EjGMuPAl23btwIthWEXGA92llUQ9kkX8I75xaySJPL5dQSJPFMegu6IUgNvf2k7j/9D/xvv9HW1cZy0BE70ektQ8rpy4C8EkAdzDzN4hoKiKzzRUADgD438z8ee+CoYCaewtatMdDxjEX0/p6E3vaVHjXtfaeN3l7u9jKX5usWkPsrl5FSe0iNIpO7EC6LCYDsYdr7xm0dgvFmJm/zsxTmLlT+XuUmX+Pmb8RX3eImf+MmWcz8+lZiR3ISO5ENJuIfkhEe4noR0R0vHRuKhHdQUSDRLSeiObbPPMA3KM4yvgfzz6Rek2oaXtWU0YaYXbd+pD1s1T3vXqlI1OJPKkcJhLVbVTL2i50cLXfbr+hesNYaIjn6zYQiXPP/ulpmd+TtlAcchdv1n6iuz90SOZGhBO5E9HlcfyDN8eHvgzgSQDHA3gIkW1J4FPx808C8AUA/0ZEzZlLnILPzHt96jW+ngCqrfHIjHav59QCYkFPJgkfLxOZnH0GDFEOF02rVjMq2X5r4xVzyqp1uWfCEs/vvXJz1bmWziMAgBP/b3bvEVm71+1alQdplVzF/gBbJIX3tVWycveWadCokNbkHtuEPgjg+fj3HABvA/C3sRvPKgBnEVFvTOIfBPBxZj7MzHcBGATwprT3tMJMmLvuXVi3+DGql8bgdWavhawuiGmy0EHVLGWSEOUXnSpNE23u7q7w+vDxABHEYNK0bOTkIwsTVDI3mTJsByaVBJMI0Ff7F9/SVRai/EnauGgXSSSqHu+5aX1m81XL2k25+9FbY7KTO4CPA/iB9Ps8AE8zs7xQ8DiAJQAWAjjCzNulc5vjc0ZMQavx/PGXPV1Xn3QZaRqmiwuiruOpsrDRnE2apSBR0anSNNEQvtkmrYuWLMLBFcsm5NTS25NIQGntArAzs4jnq2RuMkPYmgDUXZtJBJhV+0+TRVKWpLTvGWJ3tQmJMWkcAoEFD/rGAMbZ/6/AsPKWif001wI4B8AvAXwEkR/mSmZ+q3TdGgAb42tul3dXxeErO5n5euXZVyOKlAZEg8IriBz4SwCzUcpCoJTFUZSyiHA6gL9m5tW+D5jRdgL3n3yVdwF+NHBLZo+dvGDrgvAPAD7NzIeIJtJrEYAx5boxAO0p5yoQf5iJj0NEG4sqrFqjlMVRlLI4ilIWR0FEGyHxR4mjSCV3IuoDcBaA9ymnhhEFupHRZnGuRIkSJYqDgtvOfWGjub8LkQlmR6y1z0YUjvJloCqZ4xwAewDsAqBup50DwC4mQIkSJUrUAsLm3oBIXVBl5huZeRYzn8jMJwJ4EcB7AFwAYB4RdQFA7CGzGMAvEMVEGCGiM6VHnRefS0M5xTqKUhZHUcriKEpZHEV2WZTeMpVg5j2IvGc+Q0QtAD6BKNj8E8w8DuBf4nNtcfjKLgD3Wzy3bLgxSlkcRSmLoyhlcRSlLJKRNfzABwH0AhhC5PN+OR91v7kRwH5Eq/ofA3AZMx/K+L4SJUqUCIsG1dydA3Ywc4/0/0FECWB11w2jehG2RIkSJQqE4pO0LwoTOMwUp6ZRQUR/TETLpd/BY/UcCyCitxDRU0S0n4i+IzLDE9E8IvppLI9vxrukxT0N2V6IqI+INsX1uj/eYzJp24aK4HJgAOPj/n8FRmHIHeY4NQ0FImohovegejGocLF68gYRzQbwWQBvB3AKotnkFylyzfomgG8h8rTajcr41g3XXohoFoCvAbgWwEwAPwXw1fj0pGsbQI3iWTWoWaYQ8dzjODXPApgtwhkQ0QsA3sTM2+pauBwQ7+RdCOBMAG9l5g0mGSCK57MHwFkipAMR/QxRXJ+19ahDKBDRSgDtzPyV+PfxAHYAeAuAr4pdzkTUER8/EcB0NGh7IaLFzLw5/v9ZAH4G4LWYnG1jKoB/Q+SK/REAv0ZgOcyYMof7j3uvdxl/9PL/KewO1aJo7qY4NQ0HZl7JzOcjCrUgkEusnmMAdwO4R/xg5l2I5HIOovqL4wcAvADgbDRwexHEHuNSAL/C5G0bNYln1aiae20yIKRjNqKokTIGkTFB7DEGkwxeNpw7psHMBwEcFL+JaCaAWQC6kVznGYZzxzyI6BIAvw/gKgDvALAIk6xtxGsN70M0yH80PpxDHyl+ADBfFIXcrWPRNDCCxOppAPwFgDXx/yerPHoQ2ZS3I72+jSqL3OJZVYCBaFtO46EoZpkyFk0ZqwdEdCGAdyIi+EkrD2a+nZlXAvhzAN8HMIJJJAspntXXlVOTtk34oCia+y5EC2UyRJyayQKTDBo+Vg8RnYMoQfA7mfkAEe0CcKFymZDHOCZBe2HmnxPRGCJyn0xto7bxrBrULFMUzf2XSI5TM1lgkkGWWD2FR2xfvR3AFcy8Mz68CcC5sUskiOg4RB1e5AtouPZCRD1ENEX6PQXAtPjnpGkbNY9n1aALqoUgd1OcmroWrIbIK1ZP0UFEnYh8lT/AzAPieOw1sh3Ax2OS+xSAu5l5sIHby2kA7iWi18T1ugmRh9D3MAnbhopc+ghzuYmpBjDFqWkoENGXiGg/os68lohEVp3JGKtHaGQ/j3eoir+lAN4L4N2Ipt0n4KjXBNCA7YWZfwLgK4gIbDeAfgDvYOYRTM62oUN4OTSo5l6ITUwlSpQoUQ/MaJ7NfR3v8r7/vn1fK+wmpqIsqJYoUaJEXcAFN6/4oiT3EiVKTGIU37zii5LcS5QoMXnRwGn2SnIvUaLE5Ea5Q7VEiRIlSrjCNvdA6BwFJbmXKFFi0oIB8Dh7/1nCNvdA0BwFpStkiRIlJi26aBYvb3mb9/0PjH7L6Appm6sij5wWpeZeokSJSY2cNXfb3APBcxSU5F6iRIkS+cE2V0XwnBalt0yJEiUmLfZh8L4fj397doZHtBPRRun3amaWcyPbxpkPHpe/JPcSJUpMWjDz23N+hW2c+eDx6EuzTIkSJUrkB9tcFcFzWpTkXqJEiRL5wTb3QPAcBSW5lyhRokROsM09kEeOgpLcS5QoUSJfaGPQE9GNRPSltOt8X1puYipRokSJBkSpuZcoUaJEA6Ik9xIlSpRoQJTkXqJEiRINiJLcS5QoUaIBUZJ7iRIlSjQgSnIvUaJEiQZESe4lSpQo0YAoyb1EiRIlGhAluZcoUaJEA+L/A0pFmvZllcgFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sorted weight matrix after learning\n",
    "exp2SupportMask = utils.getSupportWeightsMask(exp2.net.trainedWeightsExex[-1])\n",
    "exp2.net.plot.weightsSortedBySupport(exp2SupportMask, exp2.net.trainedWeightsExex[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "supportMasks2 = utils.getSupportMasksForAllTrials(exp2.net.initialWeights.exex, exp2.net.trainedWeightsExex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp2.net.plot.supportShare(supportMasks2)\n",
    "# TODO More trials do not help, need more noise?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp2.net.plot.supportTurnover(supportMasks2)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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