assemblies_v3.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": 3,
   "metadata": {},
   "outputs": [],
   "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"
   ]
  },
  {
   "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 127.0.0.1:33161\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Host server up..............Done 0.18s\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/1611662958.297802\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/1611662958.297802/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/1611662958.297802/initnetwork_0_0.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/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/1611662958.297802/0_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/1611662958.297802/0_spiking_packed.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/0_spiking_packed.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/1_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/1611662958.297802/1_reset_init.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/1_reset_init.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/2_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/1611662958.297802/2_reset.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/2_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/1611662958.297802/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/1611662958.297802/main_0_0.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/main_0_0.c\n",
      "OBJFILES :  /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/initnetwork_0_0.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/0_spiking_packed.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/1_reset_init.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/2_reset.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/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/1611662958.297802/initnetwork_0_0.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/0_spiking_packed.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/1_reset_init.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/2_reset.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/main_0_0.c.o -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611662958.297802/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:      Encoding axons/synapses.....Done 0.40s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Booting up..................Done 0.93s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Encoding probes.............Done 0.03s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Transferring probes.........Done 0.09s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Configuring registers.......Done 0.54s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Transferring spikes.........Done 0.80s\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/1611662958.297802/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 58.60s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:      Processing timeseries.......Done 2.88s\n",
      "\u001b[1;30m\u001b[1;30mINFO\u001b[0m\u001b[0m:\u001b[34m\u001b[34mDRV\u001b[0m\u001b[0m:  Executor: 2400 timesteps........Done 62.96s\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": 13,
   "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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\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": 24,
   "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": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# New parameters\n",
    "newParameters = {\n",
    "    **parameters,\n",
    "    'trials': 40,\n",
    "    'inputVaryProbs': [0.9, 0.1]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initilizes a second experiment\n",
    "exp2 = AssemblyExperiment(name='assemblies-retrain', parameters=newParameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#np.array_equal(exp.initialMasks.exex.toarray(), exp2.initialMasks.exex.toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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": 30,
   "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 127.0.0.1:45055\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 0.49s\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 0.33s\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/1611663840.1762774\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/1611663840.1762774/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/1611663840.1762774/initnetwork_0_0.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/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/1611663840.1762774/0_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/1611663840.1762774/0_spiking_packed.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/0_spiking_packed.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/1_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/1611663840.1762774/1_reset_init.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/1_reset_init.c\n",
      "Compiling without -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/2_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/1611663840.1762774/2_reset.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/2_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/1611663840.1762774/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/1611663840.1762774/main_0_0.c.o -c /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/main_0_0.c\n",
      "OBJFILES :  /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/initnetwork_0_0.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/0_spiking_packed.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/1_reset_init.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/2_reset.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/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/1611663840.1762774/initnetwork_0_0.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/0_spiking_packed.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/1_reset_init.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/2_reset.c.o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/main_0_0.c.o -o /home/seq/.local/share/virtualenvs/seq-r0_WvjRo/lib/python3.5/site-packages/nxsdk/driver/compilers/../../../temp/1611663840.1762774/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 0.18s\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 0.92s\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"
     ]
    },
    {
     "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[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 1.04s\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/1611663840.1762774/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 58.67s\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 63.03s\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": 31,
   "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": 32,
   "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": 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 after learning\n",
    "exp2.net.plot.trainedExWeightMatrix()"
   ]
  },
  {
   "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": [
    "# 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": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "supportMasks = utils.getSupportMasksForAllTrials(exp2.net.initialWeights.exex, exp2.net.trainedWeightsExex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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irfUBB+LYTWJionjiiecBzwg5iieeuzx/J+ZUE8/zsVzxnMWR24/vAQ9rrZcqpZqm9fgGeB64154DaK0PYSvKWm+f0er9VuAMB3JzGpPJJJ544nnAM0KO4onnLk+ptqYvFc8Zzwg5uoIjt0oHAT81/tw025wVcN8CXV1A0yPw4oknnns9I+Qonnju8pqmjxDPdc8IObqCI4Xbl8BspVQCND9c8CIwp0NLEARBEARB6BQcKdxuwzYtx04gDMgDDgL3dUFebiM+Pl488cTzgGeEHMUTz12en59dz/mJ181iueI5iyNj3EK01n9WSv0FiNRaH+yqpNxJSEiIeOKJ5wHPCDmKJ567vNaLt4vnvGeEHF3BkR63DKVUr8YJf4+Log1oXoZCPPHEc69nhBzFE89dXtMyTeK55s2YMYMLL7zQLbEAJk6cyOzZs52K5yyOFG6vAC81jm0TBEEQBEHoVjzyyCPMmzfP02l0KY7cKh0KTAYmK6W2ApVNv9BaX9DZibmLmJgY8cQTzwOeEXIUTzx3eUaZtsQZ74knnsBsNjNjxoxj79wJ8dx9Tnx8umRhp/bjObDv942v44rIyEjxxBPPA54RchRPPHd5vr6+x7Xn7DgwZ+K5u23uLtzsvlWqtf5Pe6+uTLCr2b59u3jiiecBzwg5iieeu7yqqqpu7yUlJfHaa6+RmppKREQEs2bNav7dgQMHmDx5MkFBQaSmprJwoW2VymuvvZYZM2bw7LPPEhwcfITTkpqaGm655Rbi4+OJi4vjjTfeaM5z7ty5pKSkEBkZyYgRI1i3bh0VFRVceOGFREdHk5CQwF133QXAzJkzue6665qP+8orrxAbG0taWho33ngjaWlpzJw5k9zcXPr06cOsWbOIjo4mKSmJ7777rtnbsGEDI0aMIDw8nFtvvZX6+nrANobxpJNOIjIykuuvv56ysjK3r1XqUJmolDoBOLG1p7X+rDOTEgRBEISexMtbXia3Ktdhr6Ghwaken4aGBobGDOXBMQ865C1atIhNmzaxYMEC/vCHP3D33Xfj4+PDtGnTOPvss/niiy/IyMhgypQp/Pjjj8yePZuUlBRqamp49tn2V8i0Wq1MmDCBl156idLSUk488UTOOussoqOjueeee1i6dClDhw5l27ZtBAcHM3v2bIKDgyksLKSuro41a9Ycdcxt27bxr3/9i61bt7J7926mT5/Orl27UEqRm5tLQUEBVVVV5Ofn89e//pVZs2YxefJkqqurufTSS3nxxRe5+OKLueeee3j99de55557uPHGGxk5ciQrVqxg//79nHLKKQ6fe1dxZK3S24A12OZtmw3cDrwMPNY1qbkHo3Sjiyfe8eYZIUfxxHOX5+XlyLOCv+HuZZr++Mc/4u/vz5QpU6iurqa0tJT169eTl5fH3/72N0wmE2PGjOHmm2/mlVdeafaOdas0KCiI6dOnExQURGJiIkOGDGHTpk34+voSHBzMkiVLOHDgAIMHD6Zv374EBweTlZXFmjVr8PHx4Ywzflsls6ltW7ZsYfTo0URFRXHKKadQUVFBSUlJ835Wq5U777wTk8nEJZdcQkFBAQDffPMNAwcO5Morr8TPz4+///3vLFq0iLy8PFavXs3rr79OSEgIaWlppKSkdOsxbo8Bw7TW+UqpfOBcoDfwZpdk5iZiY2PFE088D3hGyFE88dzlPTj6QacGx5vNZrd6ffr0AX4rjqxWK9nZ2fTt2/eI/fr168fatWub39szxm327NnMnj2bLVu2UFxcTENDAyaTiXnz5nHffffx4IMPMmHCBD799FOuueYaduzYwWWXXUZlZSVvvPEG06dPPyLWySefzMMPP0xRURHZ2dmEhoYSFRXVHM9kMtGrV6/m9mhtW81z7969LF++nPDw8OZ9Bw8ezP79+0lISDhqUfluO8atkaZSdQswBtiL7dapYdm5c6d44onnAc8IOYonnru87j4/WhN1dXVHbevXrx/Z2dlYrdbmbZmZmUcUc01jxNrjxRdf5MUXX+TRRx8lOzub8ePHN+c5atQoli9fzqFDh4iMjOSFF17A29ubGTNmUFBQwKJFi7j99tupqKgAbLeBwVZU9urVizFjxnDrrbcyd+7cI2K27nVsKtySk5O59tprOXz4cPPrl19+IS4ujqKiIsxm8xFOW+ekK3GkcPsGmNL480fYbpN+BDh39bsJFotFPPHE84BnhBzFE89dXlPRYERv9OjR9O7du3naj5UrV/Luu+9yxx13ABAYGMiOHTsoLy9n48aNbR63oKCAtLQ0xo8fT0FBQfNDHlprXn31VSoqKggMDCQqKgpvb28WL17MunXrAEhISMDX1/eo2805OTmMHz+e3Nxcfv31V04++WS72jh58mR++eUXFi5ciNVqZc+ePXz22Wf069ePYcOG8eCDD1JXV8fy5cvZunWr0+fSWRwp3O4B/gugtZ4NfAzsw3bL1LC07AoVTzzx3OcZIUfxxHOX5+ztNnd7bd3yVErx1VdfsXXrVuLi4rjtttv4+OOPGTJkCADnnXceP/74IyeddBLr169v87i33nora9eupXfv3txyyy1HjBXcsWMHw4YNIzIykh07dnDXXXfh6+vLvffeS1RUFGeeeSZPP/00QUFBzfkA9O/fn5dffpmgoCDCw8MZMmQIzz///DHb6Ofnx2effcZTTz1FaGgokydPbj7m22+/zcKFC+nXrx/ffPMNaWlpbl/yCq31cfEaNWqUdoYDBw6IJ554HvCMkKN44rnLq6urE6+TvCbnvPPO0++9957WWuv6+nq9Y8cOPXjwYJ2enu7xHLXWGlinnah3HHmqNFYp9Vel1CtKqddbvrqwruxysrKyxBNPPA94RshRPPHc5dXU1IjXSV6To7Vm165dlJWV4ePjQ11dHbW1te0+lOHutjmLI32l/wUs2FZPcO8N3S6k5SBD8cQTz32eEXIUTzx3eS0H9ovnmtfkfPjhh9x///2kpqZSW1tLSkoKTz/9NKeeeqrHc3QFRwq3wUCC1tq5aZq7KSEhIeKJJ54HPCPkKJ547vKMMsbNCF6TExMTw4cfftilsVzxnMWRhxPmAm2XqQamaU4a8cQTz72eEXIUTzx3eX5+fuJ1kmeEHF2h3cJNKfU/pdTCpheQAnynlMpUSq1QSi1verkv3c4nNzdXPPHE84BnhBzFE89dnrPrXYrn2ViueM7SUf/eJ21s+6irEvEURhhoKZ54x6NnhBzFE89dnlHmmzOCZ4QcXaHdwk1r/Z+ORKVUEGDVWrv3cYpOJiAgQDzxxPOAZ4QcxRPPXZ6zc4GJ59lYrnjO4sh0IP+nlDq98effAwVAnlLqlq5Kzh0kJSWJJ554HvCMkKN44rnLa73+pXjOe0bI0RUceTjhcmCNUsoHeAPbigmjgYe6IjF3sW/fPvHEE88DnhFyFE88d3mbN28Wr5M8I+ToCo48w2rSWtcppcYCVVrrlQBKKeeefe4mNC1KK5544rnXM0KO4oknnvE8I+ToCo4UbmuUUnOxPV36HoBSahSwoysScxftzaAsnnjida1nhBzFE08843lGyNEVHCncrgKuBRZiW2AeIAL4e2cn5RTauZmLU1JSxBNPPA94RshRPPHEM55nhBxdwe4xblrrSq31G1rr2VrbqiSt9RKtdXqXZecIRduhfL/DWkFBgVPhxBNPPNc8I+QonnjiGc8zQo6u4MjDCd0bqwU+uQbqHZud5PDhw06FE0888VzzjJCjeOKJZzzPCDm6wvFTuPXqB/s3wNd3g9Z2a0aZ70U88Y43zwg5iieeeMbzjJCjK7i1cFNKRTUuoVWmlFqklIruYN/JSqntSqlKpdRnxzy4fxj87m+w+TP4+f/sziktLc3ufcUTT7zO84yQo3jiiWc8zwg5uoK7e9zeAjYD0cAy2llCSyl1WuPv7gVCgcftOvrp98OQKfD9E5D5nV1KYWGhXfuJJ554nesZIUfxxBPPeJ4RcnQFhwo3pVScUupkpdSYli873RjgHOAxrbVZa/0sMFgp1b+N3V8AntFaf6e1tmqtt9uZIFzyGsQNg89vhKJjz1RSUlJi16HFE0+8zvWMkKN44olnPM8IObqCI0tevQDkAZ8Dn7Z4tbUYfVucDOzUWte12PYrMKpVnL7AWKDDtVLbxRQIV88F3wCYexVUlzp1GEEQBEEQhO6GIz1uNwPjtdZJWuvkFq+2eszaIgo41GrbISCh1bbhQCkwSSmVrZQ6oJS6yIE8IawPXPUxlOfDvOvA0tDuroMGDXLo0OKJJ17neEbIUTzxxDOeZ4QcXcGRCXizgK0uxFKApdU2C9B6ddYwIAQYBgwEpgDvKKX6teqto3GB+1sAYmNjKSwspKSkhKKiIgCGn/Y4vX58lH3v/ZHdA24mJSUFs9lMXl4eYFsMeNeuXfj6+gKQmJiIyWQiKysLgPj4eEJCQsjMzAQgJiaGyMhItm/fTm5uLqNGjSI2NpadO3disVgIDw8nPj6erKwszGYzISEh9OnTh9zcXGpqaggICKCuro59+/ZRUVGByWQiJSWFgoICDh8+jLe3N2lpac3tANsHoqSkhDVr1pCUlERqaioVFRXN88a01SaA3NxcAGpraxkyZIhdbQKIjIwkNjaWxYsXk5iYaFebkpKSmtuUn5/PpEmT7GpT03VKTU1l48aNBAUF2dWmltcpNzeXU0891a42tbxO5eXldrep5XXKyMggJSXFrja1vE4Wi4XKykq72tTyOi1evJikpCS72tTyOhUXFzNhwgS72tTyOq1cuZLw8HC72tTyOuXm5jJx4kS72tR0ncrLyxk7dqzdbWq6TsuWLSMuLs7uNjVdp9zcXM4//3y72yTfEfIdId8Rnv2OiImJ4eDBg8ftd4TTaK3tegF/BtYC9wDTgKlNLzv9q4AfWm2bCzzYattUoBrb2qhN23YAEzs6/qhRo3Sb/O9hrR8P1XrdB23+etmyZW17x0A88cRzzTNCjuKJJ57xPCPkqLXWwDptZw3W8uVIj9tkoBK4tHXtBxx7ug4oBuJabYvBdlu0JfuBQ1prc4tt+7A9ieo4Z/8TinfAgr9AVCr0O9WpwwiCIAiCIHgauws3rfWZLsbaCKQopUK11uVKKW/gJGw9eS3JACKVUr201k1j4qKAbKeievvAFe/BO2fBp9PhlmUQ3rf516mpqU4dVjzxxHPNM0KO4oknnvE8I+ToCo5OB5KslJqllPpaKfWqUmqgva7WuhRYADyjlPIB/gpkApta7VcJzAGeUEr5KqWuwnbrdIMjuR5BQDhc/QlY6mHu78Fc1fyriooKpw4pnnjiueYZIUfxxBPPeJ4RcnQFR6YDOR9YDhwGvgDKgGVKKUd64m4C+jce4xxs4+O0UuoRpdSbLfa7F0gCDgI3Alc13g92nqgBcMW7ULQV5t8GVitgnMVoxRPvePOMkKN44nUXr8FiZeeBCr5Yv49/fLOVqW+uZNgT33HJh7sZO+N7fvdCOpNf+Ylpb63kxg/WctfcjTz85Sae/HYbs5Zk8taPWXy0ag/zN+7j+22F7N67v0vy7A6eEXJ0BUfGuL0ETNFar23aoJT6FngdGGHPARpvfZ7fxvYZrd6XA5c4kJt9DDjbNuZt8d9g+fMw8cFODyEIgiAIrlDXYCHzQCVb9pexJb+MrfvL2V5QTl2DrcPB39eLwfGhXHJSAoUF+4mIjqHS3EB1XQNVdRYOlNdSbbZQWde4zdx6Qgfw8YLFJRuZNjqRU5Ij8fJSnd4Oc4OVFbuKWbHrIGVFZsrC8+kfFUxSVCAh/r6dHq+n4Ejh1gfbOLWWrAP6trFv9+XUO6FwG6TPgJhBpKTYVXMeRUpKinjiieeCZ4QcxfOcV2+xsja3lPSdxaTvLMJsbmDcoc2MTY5gbHIkcWGtZ5LyTJ6OeharptpsK7CqzA1U1TVQWdvAr9VhLPz8V7bkl5NZWEGD1XaTKcTPhyG9Q5l+Sj+G9g5laEIY/aOD8W4stPLywklMTOwwptWqqam3UNVYxB2srGPuz5ks2VHEVxn76RcZyNSTE7liVB9iQzs+r8dqX4PFyi9ZJXzz636+23qA8toG/H29qKu3Mn93RvN+UcEmkqOCSIoMIjk6iOTIIJIa3weYflsbOI2KAAAgAElEQVS0/Vjx6i3W5nZV1dnOpyU0Aa01SjlWjLr7s+IsjhRuS4EHgGdabHsU25qjxkEpuOglKNkF82+Fc96DY3zo28JsNh97J/HEE69bxDKC12Cx8t3WQpZtziOlt5mYED9iQv2ICfEnJsSP8EDfDv8hOla8anMDReV1FFfWUVReR1FFLUUVdZQdPsxpQ3wYmhBGYkSA3f/YdcV5Ka6oI31nEct2FrEi8yAVdQ34eivGJkdirtN8nbGfOav3AtA3IpCxyRGMaSzk2su9K6+f1poD5bXkHKwi92A1uSVV7D1Qgrdfsa23y9xAZZ2lsVCzFWs19Uf3fjUREWRiSEIoN6f1Z2hCGEN7h5LYK7DD3jB78vTyUgT5+RDkZ/snPzkqiAhLNDOmjuZ/Wwr4dG0ez3+3k1lLMjkzLZppo/tyZlo0Pt5Hj6ZqK57FqlmdU8K3mwpYtOUApVVmQvx8OHtILJNPTGD8CVFkZWXhHR5HdnEVuSVV5B6sIvtgFT9mFjNv/b4jjhcf5k9SZBCJEQEcKivHy1TYogfR0nxuq+osmC3WNtt810HNX85xbPF3d39HOIsjhdvNwKdKqRuBvdjGquXTFbc0uxpff5j2Efz7TKK/vxuGroGAXg4dIi8vz6kqWzzxxHN/rO7slVXX88navfznl1z2l9Xio6Bhc+tFZsDk7UV0iB/RIX7ENP/Xv7G482PH1lwSyv0ai7LGV3ktxY0/V9YdvYKMj5dCa82cDNsksSH+PgxJCG0sGmyFQ3LUb707nX1erFbN5vwylu6wFWub9pUBEBvqx4UnxnPmwBjGnxBFsJ8P6enpnH77OWwvKGdVdglrckpZsr2w+R/9+DB/xrQo5FKig1BKuZyn1pqSKjO5B6vIaXzlllSRXVzFnpLqIwoxk48XwT6aXiENBPv5EGjyoXe4iSA/b1vhZGr6r09jIeVNkMmHQD9vDuzaxGXnnulwL5Gr7btsRB8uG9GHnINVfLYuj8/X7+P77euICfHj8lF9mHZyIklRQUd5Vqtmw95DfLupgAWbCyiuqCPA15tJg2O56MR4zkiNxt/3t56zwoJ8JqYNIDU25KhcKusayG08rznFVeSU2M5z+s5irA1mIkM1QX7eBPv5EBviT2DjeTvinPr9dm7fWbyRV5buJizAl5tOt3dxJ/d/RziLI9OBFAITlVIjsRVte1qOdzMcIXEw7SNM755tm+Pt8ndtvXGCIAhuILu4kg9+yeXz9fuoNls4tX8k/7hkKN6F2xg77vTmwqupCLMVYLZCbE9JNWtzSzlUXX/kQdf9CkCAr3dzQTcoPpQJqUf23sWE+hEd7EevQBM/pKcTlzqyeTzVlv3lfLhqD+bG8VQBvt4MTghlaEIoQxLCGNI7lAExR//jay/V9ZqFmwtYuqOI9J3FHKysQykYkRjO/eekcubAGAbHh7ZZwHh7qcaCMoybTu+P1arZVVTJmpwSVueU8ktWCV9l2AbdRwaZGJMcga6s45dqx2ap11qzeXcts7b8RM7BKipqfyt6fbwUiRGBJEUGMi4liuSoQJIbx23FhwWwYvmPzSsEOEJ6npfDRVtnkhwVxIPnDeTPZ6eSvrOYT9fu5a0fs3gjPYtT+kdw1ei+nDc0juwyCz8v2MaCTQXsL6vF5OPF79JimDw8gd8NjDniNqe9BPv5NF/X1qSnpzNx4gSHjqcLTIRFRvHUgu2E+vsydbTjd9W6M3YXbkqpvcBArfUGXJmaozvRZxRlI/5Erw2vwIBzYfg0u9Wm5UgcRTzxxHN/LGe8eouVg5V1+ITHY7HqNnudHI2ntebn3SW893MOS3cUYfL24pKTErh+fDKDE0IByA2sIcjPh2Q/H5Jb9HS0RV2DhYOVZorKa9mzbz/DBvQjJsSPYD8fu4uAAf2TSeoTxrA+v/2jWW+xklVcyZb8crbkl7Ftfzmfr9/Hf1buAWy9f5GB3viucWykjEaz/3ANFusGwgJ8OSM1mjMHRnNGagwRQaYO3bbOp5eXIi0uhLS4EK49NQmtNbkl1axu7JFbnVNKSaUFlb/HoTwBQv28SI335dKTepMcFWQbjxUVRJ9eAfi2cQuxozztobt4vt5enD04lrMHx1JYXsvn6/fx2bo87v00A595igarxtc7lwkDonngvDQmDYq160EDd7avf3IyL52eSEXtOh76chPB/j5cMCy+S2K54jmLI7dKPwUeAx7qolw8QtnQ6+l1cL2t163vWOiV5OmUBEHoQmrMlubxXS3Hev02/svWq1VabaZpEqKAL3IYFB/C0N5hDGnseUqNDcHkY9+MSrX1Fv67MZ/3fs4hs7CSqGAT904awDVj+xEd4ud0W/x8vOkdHkDv8AB6WctIig52+lgt8fX2YmBcKAPjQrliVB/Adlszt6SKLfttxVxOQQnBwY7HC+xXx6VjBzAiMbzNMVSuoJRqLrKuGmN7bi43N9epf1id9Y4nYkP9uePME7j9jBRW5ZSweGshsSYzv58wlLDA7v1UqJ+PN29dO4pr313DPZ9sJNjPhwmpzi3A1N1wpHCzALcppS7C1uNW2fQLrfWfOjsxd5G7N4+kKW/BG+Phy1vhugW21RaO5bn5y0A88Y43r6tjaa3JOVjFmpxS1uSUsipzPxUNO6loZ6xX09ixPr0CGdG3V/Mtxexdmeiw3mzZX8aXG/L5sLHXydfb1tszNCGMIb3DGJoQyqD40OZxPbm5uQRGxDF71R4+Xr2X0iozg+JDeeHK4UweHo+fT9u3lLrrtfPyUvSPDqZ/dDAXD09ovIV1ksPx0tPTGZ0U0WV5itf5npeXYlxKFONSokhPT3eqaPPEd0ugyYf3/jiaaf9eya2z1/PRTWMY1a/9z55RinxHCrcabHO5HX+E94ULX4Qvb4afXoIzHvB0RoIgOEjTeKfVjeOd1uSUUlxRB9imHkgM8uKcE/o0F2gxoY3jvUJsY73ae3IvvSaHiRMHN8fYU1rN1v1lbMkvZ+v+Mr7beoBP1uYBtjFYKdFBDE0IY/+BWtYvWUqDVTNpUCw3jE/mlP4RHh3HJAg9jbBAXz68cQxT31zJ9e+v5dNbT2VQfKin03IJRx5O+EdXJuIpmue/OXEq7FoM6c9Ayu+gzyj7PGfjiSdeD/dcjdVgsbK9oKK5UFubW8rhxsH68WH+jE+JZGz/SMYkR9A/Kojs7GynnvxqmaeX12+34i46MQGw9eztL6ttnih1a34ZP2cdpKJGc83Yflw/Pol+kR2PVWsvnrN5iideT/ZaOzEh/sy+cSxXvrmSa99dw+e3nXrEk7KeyNEVHHk4od3HOrTWyzsnHfdjMrUYEHvBC7B3FXx5E9y6AvzaH79xhOdsPPHE68GeM05eaTWfbT7Mjh/XsH7PoeYpLpIiAzlncCxjkiMZmxxBn15Hz+nVVW1TSjWPMzt3SFzz9r1799K3r+Pzkxvh2oknXnf22nISIwL56KYxXPnmSq55ZzVf3D7uqEmc3ZVjcUUdW/aXORULHFtk/q1Wr38DS4D3nY7eDcjKyvrtTUA4XPYWlObAoo6fwTjCczaeeOL1YM9ep7bewte/7uead1Zx+nPLeGvVAfYfruHSEQm8fPUIVj18FukPnMlzVwznilF9SIwIbPN2pLvPSXZ2tlvjiSeeeB07J8SE8J8bxlBWU8/0d1dTWmW2y3M2nta2p6gXbz3ArCWZ3PjBWsbO+J7RT3/P9e87P5uaI7dKB7XeppTqD9zudPTuSNJ4OO0++GkWpJ4LgyZ7OiNB6JHsOFDOJ2vymL8xn7Kaevr0CuDPZ6fS25zH5eef4en0BEEwICf2CeftP5zMH99fw3Xvr+Hjm8Z2yrqpVqtmb2k1W/bbhkw0DZ1oKg69FKREBzMuJar5yfRxzzoXy5GHE45Ca52tlHJsyYFuRnx8G3O7THwYspbC13dB75Mh9Oh92vScjSeeeD3Qa8uprGvgm1/388naPH7NO4zJ24tzhsRy1ei+jEuxLYS9c2fbS9x0RY7iiSee8bxjOaemRPL670dy60frufnDdXxw/Rj8fb0dilVZ18D6PYdYk1PCiu0W7lq2uPmJdV9vRWpsCGcPimVo71AGJ4QxKD6EQJNLJVczjoxxm9rG5kDAsSmNuxkhIW3MAO5jgsvfgbcmwH9vg+nzwcvr2J6z8cQTrwd6TY7WtqVzPlmTx4LNBVSbLaTFhvDYRYO5bERverWamNUIbRNPPPE859njTBocy4tXDue+zzK4c84G3pg+qkOvrLqeNbmlrMmxTe68ZX9588TcqdEBXDqit225uN5hDIgNbne6n87AkTFut7fx+j3wVBfk5TYyMzPb/kXUADh3BmSnw+o37PecjSeeeD3MW7dlJ++syObsl5Zz+RsrWbi5gEtOSmD+n8ax6N7TueG05KOKNnfnKJ544hnPs9e5dERv/nnxEL7fXsRfP9/Ejp07m39XXFHHws0FPP7VFs7713JOenIxN3+4jv+s3IOfrzd/mpjCRzeOZdPj5/DgCMWTlw7lqjF9Gdo7rEuLNnBsjNuZXZlIt2TUdbBrCXz/BCSfAXFDPZ2RIBiW8tp61uceYlXj/7FuyqvGorczsm84z11+IheeGE+QX+fcShAEQbCHa09NoqymnhcWZ1IQ782SQ5tZnVNCdnEVYFurd1S/Xlw4LJ4xyREMTwxvnmTbUzj0LamUmgycB4Rrra9RSl0IVGqtf+yS7NxATExM+79UCi5+Gd4YZ5uc9+al4BtwbM/ZeOKJdxx5pVXm5lULVueUsL2gHKu2jf8Y3iecK4aGcdOk4QyIdexWSHdom3jiidd9PUedO848gfLaBv69PJutpfsZnRzB1JMTGZscwdDeYR2uTetsjq7gyBi3J4CTgOeAbxs3ZwHvAeM6PTM3ERkZ2fEOQVFwyevw8eW2nrfzn7XPczaeeOIZ1Csqr2V1Y5G2JqeUzELbqnh+Pl6M7NuLu88awJjkCEYk9iLA5E1hYSGxDhZtruYonnjiHf+eo45SikcuGMQlacEMTO6DdzurqHRWPFdxZIzbHcA1WutfgKZW7QSGdHpWbmT79u3H3mnAJBh7G6x+E3Z/b7/nbDzxxDOIl1dazcNfbubit9YzZsYP3DV3I//duJ/4sAAeODeNL24/lc1PnMvcW07h3kmpjEuJIsDk7dYcxRNPvJ7lORurOC/L4aLNlXjO4sit0kPAcOAXQDduGwvkdnJO3ZNJT0D2j/DfP8Htv3g6G0HwKA0WK+/9nMNLS3YBMLCXFzefmcqY5AgGx4fic4xbC4IgCIJzOFK43QF8pZT6AvBTSj0MXN/4Mix2d3H6BtimCHn7TPj6biKHdLyygsvxxBOvm3qb95Xx0Jeb2Lq/nEmDYvnnJUMoydvNsGH9u02O4oknXs/1jJCjKzjyVOkSpdSJwLXYlrkyA+O01ge7Kjl3EBsba//OcUPhrMdh8aP0izsFOLFr44knXjfyquoamLUkk/d/ziEq2I83rhnJeUPjUErhY3Y8Xndqm3jiiXf8eEbI0RUcup+htS7QWj+ntb5Ta/2i0Ys2gJ0t5m2xi1P+BP0nErTiSchb0/XxxBOvG3jLdhRxzkvLefenHK4e05clfz6D84fFN68J6ky87tI28cQT7/jyjJCjKzjyVOkg4B6gD60KPq31BZ2cl9uwWCyOCV5eMOUd6l47ncA50+DGxbbJersq3nHu1TVYKKk0U9/Q4JZ44jnmFVfU8c9vt/HNr/s5ISaYebedyuikiE6J5+m2iSeeeMenZ4QcXcGRMW7zgO3A5/z2cILhCQ8Pd1wKjib3tBcZ/PPd8NEUuHEJhMR1XTwDepV1DRSV11JUUWd7lddS3Piz7b+23x2urgdgUJSJ0063YvJxbFC70c6LUTytNZ+ty+PpBduprbfy57NTufWM/u3OCO5MPKOdE/HEE88YnhFydAVHCrfewEittbmrkvEEzi58G3nCyZA0Dz64CD6+Aq5bCP6hXRavu3r1Fiub88tYnW1bw21XYTmlXy6i2nz0/4GYfLyIDvYjJtSP5KggxiZHEhPih9li5ZWlu3l20Q7+ftHgLslTPPu9rOJKHvlyM6tzShmTHMEzU4aREh3c6fGMdE7EE08843hGyNEVHCnc3gauBD7uolw8QlZWllMDC7OysogdNw6mfghzpsKn0+Gaz20L1HdVvG7g1dZbyMg73Dwb/oY9h6mptxVpJ8QEkxhk5dyhfYkJsRVoMSH+tp9D/AkN8GkeE9WazJw83v0ph9FJvThvqP1/BN3lvBwPnrnByvMLt/D1bjP+vl7MnDKMqScn4mXHvEbOxDPCORFPPPGM5xkhR1dwpHAbB9ynlHoZKKLF7VKttWPdJN0Is9m5DsRmb8AkuPgV+OpP8NUdcNlbtnFwXRXPzV5VXQPr9xxqXrooI+8wZosVpWBgXCjTRtuWBRmdHEFUsB/p6elMnOj4x+HKAd4caAjngXmbGBgXSlJUkEN5Oop4R1JUUcv0d1aTWVjLRSfG89jkwcSE+HdZPGcd8cQTT7zuFMsVz1kcKdwe7bIsPEhIiONL7hzljbgGKgpg6ZO2sW7nPNm18brQa7BYWZVdyvwceGnrz2zJL8Ni1Xh7KYb2DuO68UmMTY7g5H4RhAX6dlqevcJCee33g7jw5Z/408cb+PJP4+xayLe7n08jeFar5s+f/sqekmoeHh/OrZNHdmk8VxzxxBNPvO4UyxXPWRyZx82wC8l3RJ8+fTrHO/0vtuLtl5chNAFOub1r43WiZ7Fq1uaW8u2m/fxv8wFKqsz4eitOSgzn9jNSGJMcwah+vQjyO/bHxZU8Y3sF8tK04dzwwTr+8c02npkyrEvjiWfjreXZ/LT7IDMuG8ZZSX5dHs8VRzzxxBOvO8VyxXOWHr8uTW5ubud4SsH5z8HAi2DRw7Dly66N56KntWb9nkP845utnPrMD1z171V8vn4fp6RE8ub0kbx7QQTzbhvH/eemMSE12q6irTPy/N3AWG6fmMLcNXuZv3Ff18Tbn0H+jvWOe87G68be+j2HeGHxTi4cFs/VYxLdmmd3PSfiiSeesT0j5OgKjtwqPS6pqanpPM/L27Ys1oeXwvxbITgGkk7rungOelprtuSX882m/SzYVED+4RpMPl5MTI3mouEJnDUwprlAS093bkLBzsjzL2ensn7PIR75cgtDE8IYENt+N7TD8fI3wLtnM9Q7CJI/g76nOJ2n0b2ymnrunruR+DB/ZkwZhlLKrXl2x3MinnjiGd8zQo6u4NYeN6VUlFJqoVKqTCm1SCkV7c74bREQENC5nm8AXD0XeiXD3N9D4daujXcM/P392V5QzvPf7WDiC+lMfvUn3vsph9TYYF68cjjr/jaJf//hZC4ennBEr5q782zp+Xh78erVIwjy8+b2jzdQVdf+5LwOxTNXwZc3Q1AMVt8g21QuGx17SNqT56UzPa01j3y5mQPltbx89QjCAny7NF5nOeKJJ5543SmWK56zuPtW6VvAZiAaWAZ81NHOSqmpSqkapdTErkooKSmp873ACJj+BZgC4aMroGyffZ6z8dqgqq6Bt5dn89DyKs7/vxW8kZ5FYq9Anr18GOv+Non3rx/D5aP6EOp/9AMG7syzPS8m1J+XrxpBVnElj87fjNZtz/nsULzvHoWSLJjyFuXT/gv9xtmeBv7uUbDaN/O1p89LZ3lz1+SxYHMB95+Txsi+vbo8Xmc54oknnnjdKZYrnrPYXbgppS5rY9sgpdSFdvoxwDnAY1prs9b6WWCwUqp/O/sHADcBe+zN0Rn27Tv2OCqnvPBE27xu5kr46HKoOdS18RqpqK3ntWW7Oe3ZpTy9cDv+ysKTlwxh9SOT+OimsUwb3ZfwwI7nmnNHnvZ4406I4r5Jqfw3Yz9z1ux1Ld6OBbD+fRh3FyRPIO9gpa24Hn0zrHwV5l4FtWVO5XksdhdVkrMnz2HP2XjH8nYeqOAf32zl9AFR3DrhyD8/d1737vAZE0888Y4/zwg5uoIjPW7/aWNbEfCsnf7JwE6tdV2Lbb8Co9rZ/wFggf3pOUdFRUXXeXFD4aqPbb08c38P9bVdFu9wtZlZSzIZP3Mpz3+3k5MSw/ni9nE8NNrEtacmER3i2NOCXXpeHPDuPPMEJqRG84+vt7El/+jCyq54FYXw9V0QNwx+97ffPG9fuPAFuHAWZC2Fd86G0myn8myPz9fv4+yXfuTZnw6222vYmfGO5dWYLdw5ZwMh/j68OHX4UZPruvO6d5fPmHjiiXd8eUbI0RWOWbgppf6glPoD4Nv0c4ttDwJ97YwVBRxqte0QkNBGzD7AdODfdh7baUymY/c+ueQlT4DL3oS9v8CXN2OyY24yR+IdrKxj5v92MH7mUl7+YRenpkTyzZ2n8f71YxjVr1fXt6+LPS8vxUtThxMRZOJPH2+grKbesXha226Hmqvg8nfBx+9ob/SNcO18qCqCt38HOcsdzrMtvsrI54HPf6V3eAAbiyy8vaLjovAoDu3B1M7aoMeivTz/+e02dhVVMmvqSW1OsOvO695dPmPiiSfe8eUZIUdXUMfqBVBKvd/44zUcvdxVNfCV1nrxMQMp9Ufgaq31eS22fQBsb7xt2nLfOcBirfUHSqkdwG1a6/Q2jnkLcAtAbGzsqF9//ZWSkhKKiooASE1NpaKigoKCAgBSUlIwm83k5dluWyUlJVFcXExVVRUAiYmJmEwmsrKyANv6YyEhIWRmZgIQExNDZGQk27dvp7S0lAEDBhAbG8vOnTuxWCyEh4fb1nrMysJsNhMSEkKfPn3Izc0lMvMTTsh6j9LkyeQOvJ3ymnpMJhMpKSkUFBRw+PBhvL29SUtLo7CwkJKSEgAGDRpESUkJO3bsICIiorlN23LyWZRTT3q+BXODZnScN5NTTJw+zHbrq+nx5ICAABISEuxqE0BkZCSxsbGsXLmSsLCwDttUU1NDQEAASUlJ7Nu3j4qKCiorKxk9erRdbWp5nXJycqivr2/3Om05UM09X+UwPNqb5y4+AT8/P7KysigtLWXIkCHttqn3vm8ZsPttKiY8QYbvyc3XycfHh/Ly8iPaVLD1Fwas+xsBNQVUnv44u8JOo6Ki4ojrlJ2dTXR09DHbtE9F89iiXFJ7eXHfKH/e325lTX4tD4/xZ0Av7+YxEU3XqfVnb0DDDhJ+eogDISeSOeLvRMf1bvM6tffZM5vNDB8+/IjrtLsulEcXZnNBsi/ThwW3+dnbtm1b899XW9epvb+n0tJSRo4c2WGbWn/2vLy8SEtLs7tNTddpw4YNBAQEHPXZO9bfU2lpKePHj++23xFN1ykoKIi6ujq72tTRd0RHbToevyPa++wd6zuivc9eW98R7bXJme+I1tcpNDSUsLAwu9rU8jqtWrWKiIgIu9p0rO8Ie/6e3PkdERMTg9Vq5eDBg8fld8SZZ565Xmt9Mo6itbbrBfxo777t+FcBP7TaNhd4sNW2U4EMwKvx/Q5g4rGOP2rUKO0MGzdudJ+35HGtHw/VetYQrbfM19pqdTjevkPV+m/zN+sBjy7U/R9eoO/7dKPeXVTRuXl2U+/t5Vm634Pf6reXZ9nnFW7T+p/RWn905VHnul2v5rDWH11hu04L7te6od7hPP+3uUD3f3iBvuKNn3Vlrc3/afV6fcZzS/XYp7/XBytqOz7AvnVaPxmr9UvDbHnM/b3WDeZjxu0oz70lVXroY4v0Ja/+pM0NFrs9Z+N1lSOeeOKJ151iueIB67QT9ZQjY9yKlVKuPIVaDMS12hYDlLbaNhnb7df9SqkDwAnAl0qpV12I3S6HDx92nzfpCTae9DT4h8G8P8J/Jh81XUh7ZO4v5cHPN3HGc8v4ZO1eLh/Zm2V/mcisqSeREh3cuXl2U+/G05I5Z3AsM/+3g/V7Sjv2Gurgi5vALwQuedU2QbI98fzD4OpP4NQ7Yc2/4ePfHiyxJ88fthdy19wNDO8TxvvXj2meYqW+upzXrhlJabWZez/NwGJtp6f78F6Yc5VtDsCbfmDXCTfDjm9t05hY2p8W5ajDtMiz3mLlrrkbAXjl6hH4erf/Z+zO694dP2PiiSee8T0j5OgKjhRiCpjqQqyNQIpSKhRAKeUNnASsabmT1voRrXWE1jpOax0H7AOmaK3vdCF2u3h7OzeGyFmvMnI43PIjXPgiFG6BN0+DhQ9Adev61cbByjoe+mITD62oYX5GPr8f25f0B87kmSkn0jcysMvy7I6eUornrxxOQngAd87ZSGmVuX3vh3/azu8lr9mKIEfieXnDuU/b3Nyf4e2zoDjzmF76ziJu/2gDg+JD+eCGMQS3mBfP29ubIQlh/PPiIazYdZBXl+4++gC1ZTBnmq3ovGYeBEdzoN8lcM7TsHU+/Pc2u6ctaZnni4szycg7zMzLTyQxouPPjDuve3f8jIknnnjG94yQo0vY2zWH7WGBAuBV4AZsRdxUYKoDx/gCeA3big0PAytpHGfXgZNLF94qLSws9JxXVaL1t3/W+olwrWcmab3mHa0tDVprrc0NFv3Oimw99PFFOuXhBfqvn6zRhWU1nsmzm3mb9x3WAx5ZqK99d7UuOHDg6B12L7XdYvzmPtfj7Vmp9XMpWs9I1DpzSbveisxiPeDRhfr8fy3Xh6uOvq3Z5FmtVn3fJxt10kPf6hWZxb/t0FCv9YeXaf2PCK2zlh2d5/IXbW368jatLe3f6mzt/bizSPd78Fv90Beb7GquO697d/6MiSeeeMb1jJCj1u65VXojtvFmQ4BrgdsbX7c5cIybgP7AYWxzuk3VWmul1CNKqTcdOE6nUVhY6DkvMMLW83brCogZDAv+DP8+g19/Xsj5/7eCJ7/dxoi+vVh07wSmD/YnJvTopwDdkmc384b2DuOxyYNZnlnMqz/sOvKX1aXw39shKhXOecr1eH1PgZuXQnhfmHMllhX/sj2p2oJV2SXc9OFa+kcF8fFNYwkLPIz0O0oAACAASURBVHpS46Z4SimeumwoA2KCueeTjRwoq7Ud738PQNYPcNFL0H/i0Xme/meY+Aj8Oge+vQes1g7TLiwspKiilj9/lkFqbDCPXTTYrua687p358+YeOKJZ1zPCDm6gt1rlWqtz3Q1mNb6EHB+G9tndOAkuRq3I5qe+PGoFzcUrvuWg6s/xWvJ3xm+5Goe8j4dvyue4rRRw1FKkb6tG+TZjbxrxvZlbW4pH2fs54IxBxl3QpStAPrmHqg6aBunZmr/tqBD8cL7wg2L4L+3E7/5NbDss91G9QthXW4pN3ywlsRegXx001h6BbX9WHjLeIEmH16/ZiQXv/ozd83dwCfD1uO97j0Yfy+M/EP7eZ7xV7CYYcUL4OVrK/pbjd1rovjgQZ5bU01FbQMf33QKASb7uvLded27+2dMPPHEM6ZnhBxdwaGHDZRSyUqpWUqpr5VSryqlBnZVYj2JanMDLyzOZNy3YUyqf4G1/W7mLLWW0787H7XiBaiv9XSK3Q6lFDMuG0ZckOLuTzIoKq+FjR/B9q9tk+wmnNS5Af2CYeqHZPX/I2z/Bt7+Hds2reW699cSF+rPxzePJSrY/kmOT4gJ4Zkpw+i1dzFeS/4Ogy+Bsx7vWFLK1rZxd8O6d2HRw0f1/jXxv5x6Vuw6yOOTh5AWF+JISwVBEIRujCNLXp0PLMd2m/MLoAxYppRyuSfOkwwaNMhjntaarzLy+d0LP/Lqst1cMDSOhX85l9HXv4C6Yw2cMAmWPgWvjeEk/33t/iPd1Xl2Vy/Iz4dZUwZTVdfAk7MXoP/3ICSdblvWqgvioRTB5z4Kf/iK+spS+n15EZf7r2XOzae0OZntseJdElPEq/5v8Ku1Pz8MfBK8jv5zPMpTCs7+J5zyJ1j9Biz5+1Gfiw17D/HlrnouHBbP1WMSHWqiO6+fET5j4oknnvE8I+ToCo70uL2E7enOf2qt/6O1fhSYAszqmtTcg6e6VLfklzH1rZXc80kGUSEmPr/tVP511QjiwhoLgF79YNps+MPX4BtI+KI7YPalULTDrXl2dy9MVTPjkjRuKJxBndXLtkqF17FvC7qS51a/4VxQ+xTZXv34R93zxK16Eiz1x/SOoGwfzLkK3+AoXoh8gvu+3EFeabV9eSoF586A0TfBL6/A0iehcdDq8sxi7pqzkchAH2ZMGYZq51aq3Xl2oWeUz5h44olnLM8IObqCI4VbH2xTerRkHfYvedUtaZod2V1e1r5CHpm/mcmv/kRWcRXPTBnGV3ecxslJEW0L/c+A236yzee1fyO8Mc52i6zGvnlj3N0+T3iXVcxlhNdu7q+5jqUFRz8Y0JnxNmQdYPo7q6nyiyH89sUw5lbbIvUfXmJbE9WeeHUVtmk/6qtR18xjxvRJaOCOORuoa7C077VEKTj/eRj5R1jxIlmf/51LX/+FP7y3BqvW3HaiD2EB9p0Lu+J1gWekz5h44olnHM8IObqCI4XbUmwLv7fkUWBZ56VzfPO/zQU8uLyaT9fmcd24JJb9ZSJXj+mLt9cxekW8fcjvcxHctcE2eH3VG/DKKFj/H7vn9TpeCS3bDsufxzLsKrJjz+W+T39l36Gje646g91FFTy3tgaTjxdzbzmFxOhwuOA5mPK2rah+awLsWdnxQSwNMO96KNoOV34AsYPpGxnIC1cOZ9O+Mp5esN3ufKwoFiY9yGLTJFK2vsIFhz5mxmXDSH9gIv3D3DyvkCAI/9/eecdJVZ3//3229122ssAWWLqoFLugoBJsRCU2LInGkpgYE9NjfomaaqJJTDQWvokVu4ixgo0VBAUWpPfFbbDA7lK2s+38/jizy8zslDuz9bLP5/Wa1+7cue95nnPPuec+c6pI1CsKJHC7DZillNqllPpEKVUMzCSw5UD6nUaPHt0r3Cfb9vODl74kNyWG9384jXtnn+Bx2Qif9mJTYfbD8J1PIXUUvH2X2RS9ZGW3+WkrrrGak3Y9AolZhF7yII9dP5nWNs33X/ySphbfy2UEam9tySGunbeS8LAwXrztDHJSYo99eNLVcOtHZhbrs5eawNpt3Nno0aPNsUW/hF0fwiUPwcjzOz6fdcJgbp06nOc+L+bt9Xt9+tnS2sb/1u1h1sNL+d6L6/hr+PcoHnop32l5geta3iQyLNQW+WcHH4UTTjj7cXbwsSuyHLhprfdrradjFt19DLhSa3221rqyp5zrDdXU1PQ4t3J3FXfMX8vYzHj+cMFgRmcEPsvPxV7myXDz+/CN/0LtAXjqa/DG7VBd3iU/bcVpDe/9lNDacpgzD6ISyE2N5cErT2J96WH+9J7vlqtA7L2xtoxr531BTEQoD8wa4nmLsYwT4PZ8GDXLBGcLboGjta72Vj4Jq//PbKd1yrc7fcUvLhrLlJxB/HLBBgorajv52dzaxqsFpVzw90/54cvrUAr+NXcSi39yHjnffhZOuMJMVvji8f6ff71sSzjhhBs4nB187IoCXQ7ka5hFdOcC1yulTu4Rr3pR5eWdg53u5DbtOcKtzxYwbFA0z958GtVVwS3U18meUnDilXDnapj2U7Ml0iNTYNnfzZZJAfrp115/45Y/DBteoSjnGrNIrkMXnZjJzWfn8syKIt7b6P07rdhra9M88P42fvzqeiZnJ/G/759NeIOPQahRiXDNfLOsx+aF8J/zodIsENy08S1Y/CsYe6mZFepB4aEhPHrdJCLCQvje/LU0NLVSXl7O0ZZWXlhZzIyH8vn56xuIjQzjiRsms+iH5/D1k4eYrvbQMNNlO/ZSWPRLQlcFt551b+Z7vy9jwgknnC05O/jYFQWyHMhjwGvAUeBDIBRYoZT6Vg/5ZnvtOlDLN59aRUJ0OM/fcjopAazzZVmRcXD+b+D7K82K+x/fD/8+Hba/H9TyIbbQ5jfho/vghDkU53TePvdXF41jYlYSP399A19V1gVlovZoC7c/X8ATnxZy3enZPH+L98V1XRQSYnY5uHEh1FXAvBmw/J+M3/IQDD7JtA76mPWamRjNw9dOYseBGn795kY+LGrm3L/m8+uFm0iNi+Spm07hnR9M5cIJmYS4j40MDYcrn4ZxX2dk4VPw8e+P3zIgEolEA1SBtLh9E7hEa3231voJrfUPgGsA7/sK2UB5eXk9wpUdqufG/64kRMH8W09nSFJ0j9ojeQTMfRFueMM8wF+6Fl64kjEpATWqWrfXV1xZASz8Dgw7DS5/nLyRozqdEhEWwr+vn0xYqOKO+WtobO48gcOXvdKD9XzjsRUs2V7B7y47gT9ePoHw0JDA/BwxHb6zFNJGw4e/RUcnwXWvQESsP5JzR6fxgxkjeWPtHl7Y1kR2Sgzzbzmdhd87i/PGZvhe4iMsAq56htrRc8wOC+/+OKAJLL2Z7/22jAknnHC25uzgY1dkecsrYAtmU3hnvQ8E16TRT9TU1NTtXEXNUW787ypqj7bwyu1nMjw11hIXrD0XjTwf7lgBq+ZB/gMM3j0Hqn4KU++GMOstfj3uZzDcoWITkMZlwNyXIDzKKzc0KZp/XDORm59ezX1vbeaBb5xkyd7K3VXc8cJaWlrbePbm05g6KjVwP9uVOMyMRVz9X/ZGjiE7frBl9IcXjCYhOpwUVccVU0+0zJXXlvNW4Vukjb6UK1KHoVb8yywdc8WTJqjzo97M935ZxoQTTjjbc3bwsSsKpDnmLeD3SqnT2l/An4E33I7ZSqWlpd3KHWlo5ptPraL8SANP33Qq44ck9Kg9jwoNhzO/Dz9Yw4HUMyH/z/DENP9LVQRrrze4xiPw4tXQ0gTXv2Zm2PrhZoxJ5/sz8nh5dSkL1pT5tffyqhKu/89KkmLC+d+dUzsFbZb8dFdYJJz5PXZXB7Y8R2iI4tZpIxjUYm1hx8ONh3lo9UNcuvBSHl33KPduvo85DZtYcNp1NG5ZaALeJv+/sXoy31vaWthctZlnNz/LXZ/cxe1f3M79n9/PqvJVtAbQKtjvyqZwwgnXrzg7+NgVBdLidovj71wPn7Uf08CILnlkYzU0tXLLM6vZdaCG/3zrVO+L6vaW4tLZOv4nZMy8C975MTx9IUy5GS64D6KT+ta3QNTaDK9+C6p2ma7gtDGW0bsvGE1B0SF+/eZGJgxN9LhvZ0trG398bytPLy/inNFpPDJ3UlCL1/aF6pvreWHrCzy16SnqW+qZPWI2t510Gy8vfZnVbau5r+Iz/pk3mquq1nDtc7NJu34BRA/qFd+aW5vZXLWZgv0FFOwvYN2BddQ1m+AxOz6b1PBU3t39Lq/veJ3U6FRm5szkouEXcXLayYSo4Lr4RSJRz6ispoxFRYuoqKkgoyqDkUkjCQ+1Rz15vMly4Ka1Ht6TjvSVcnNzu4Vramnju/PXsLbkEI/Mncy5o9N61F5AXG4ufP8LWPIn+OIx2P4eXPRXs7G5l/FSfeKnJzmW/WD3Evj6o2YniQDshYWG8MjcSVz8r8+444U1vH3nVGIjwzq4Iw3N3PniWpbtrOTbZw/nnovHEhbqPWjoL9elua2ZhTsX8vj6x6lsqGR61nR+OOmHjBw0EoBrJlzDz3N+TsH+Ap7f8jz/15rPU/oAF754HjfM/CcnZJ/T7X42tjSysXIjBfsKWLN/Desr1tPY2ghAXmIel464lCkZU5icPpmM2AyKiorIGJbB0rKlLC5azBs73+ClbS+REZPBrNxZXJh7IRNSJ3Qa09df8kA44Y53TmvNmv1rmL91PktKl9CmzfqYL77zImEhYYxKGsX4lPGMSx7H2JSxjB40muiw6IDttbS1sLd2L8XVxZTUlFB0pIiSmhL21e0jQSXw2RefkZOQQ05CDtnx2QyNH0p4iPegsT9cy5a2FqoaqqhsqKSioYKKhgoq64/9X+VrhQI/CqTFDaVUIjALyABKgMVa68agrR8nam3T3P3qOj7dUcEDc07kkpMy+9qlzoqIhVl/NEuIvP1DeO1bMPoisxBs4rC+9s67Pn8U1jxjxuhNvjGor0hPiOJfcydyw39W8qs3NvLPaycCsLuillufK6D0YD0PzDmRa0/r/7u3aa35oPgDHvnyEYqri5mUPom/nfs3JmdM7nSuUopTB5/KqYNPpbS6lBe++AsL9+TzzpLvMzl5PDeedBszsmYQamFvV3cdOXqEouoiSqpLKDxcyOcln7Nz2U6a25pRKMYmj+XK0VeaQC1jMslRnlufo8OimZU7i1m5s6hrrmNJ6RIWf7WYF7e9yHNbnmNo3FAuzL2QC4dfyJhBYwLee1UkEgWuptYmFhUtYv6W+Ww9uJWkyCRumXALV4+5mt0lu6mOrmZr1Va2Vm3l45KPWbBzAQAhKoQRiSMYlzyOcSnjTECXPJa4iDjadBv76vZ11Bvtf4uriymrKaNFt3TYjwuPIychh9yEXMoOl/HeV+9R03RsrbRQFcrQuKEdwVxOQg7ZCdnkJOQwOMb6WOKuqE23UVxdzNaqrRQUF9BU1tQRpFU2VHKo8RCazrP6B0UOIjUmlbRoz407VmQ5cFNK3QQ8CuxwvG4HHlNKzdZarw3agz5WUVFRUFF2O6e15v+9uZF3N5Rzz8Vj/T78u2qvy9yQSXDrJ7DyCVjyR7N0yHm/gdNuc1mmos/9BNj6DnzwGxh/OXXTfkJx1RbXG76mmJrqGkYWjSQ12twIqdGppMWYv6nRqSRHJROiQjgrL5UfzxzNQx/s4LThyRwpK+TJTdsJCw1h/i2nc/qIlN5PX4DcF+Vf8PCah9lctZmRSSN55LxHOHfYuR6DGXd7WQlZ/PJrj/L9omUsfPsWXmzdzN35dzM0bihzx85lzqg5xEfEu3B1zXXmF7DbNS+uLubI0SMd3x2mwhgWPowbxt3AKYNPYWL6RBIiEvAndx9jw2O5dMSlXDriUo4cPcInJZ+wuGgxz2x+hv9u+i+5CbnMyp1FwoEEVHLgAdzaXWsZlj2MsJCAfq/2j3vBj2qaathYuLHf+tnU2kR9cz11LXVs37293/o50Lmqhipe2/Ear2x/hcqGSvIS87j3zHu5ZMQlHS1p2/Zv48LpF3Jh7oWA+TG5r24fWw5uMcHcwa2sLF/J27vf7vjewbGDqaqvolk3dxyLCo0iOyGbUYNGcUHOBWTHZ5ObmEt2fDbJUckd9Vp+fj7nnnsuh48epri62OVVUlNCwf4CGloaOr43IiSC5NBkxu8e7xLQ5STkkBad5vPHn7dr2dzWzO7Du9l6cGtHGrcd3NZhN4QQ88yJSSUzNpMTU08kLSbt2DMpOo20mDRSolJcupfnMc9ibrkqkBrsH8AvtdaPth9QSt0LPAOc5A063vXAom28tKqU78/I4/ZzendKcNAKDYOz7oRxs81yEYt+ARtega//iyODsvl87+cU1BQQVR5FbkIu6THpvTLmqLGlkdKaUhMolK2gZN2zFOWMoEQXU/nyWS7nZsRkkJOQQwMN7Dq8iy/2fkFNc+fVq0NVKClRKaTGpJIalcrwsfDHFR/S1hpOSkYkV04Zxqa6EjZttOZjbX0tExsnkhTVe2MEt1Zt5eG1D7Ni7woyYzP5w9l/4NIRlwbVUhafO41vXvMW1z9/BUtCj/J8YgwPFTzEY+se46LhF7G3ai9Pv/80JTUlVDa4booyOHYwOfE5zMqZ5VIZDosbxvJly5l+yvRuSjEkRiZyxagruGLUFRxqPMSHxR+yuGgx8zbMQ6N5cOGDQX3v71/4PcPihrn8Um9/daWcO3eLtP/q3lC9gbrddabydvzCjguPC7rVsKGlgZLqEkpqSjo9wA42HgTg76/+vaO1Y3zyeMaljCMzNrNbWiq11lQ0VHQE86sPr2ZtwVrqW+qpa67rCMwamhvM+/bjLfW0tB1rTQlX4Sz9bClzRs1hcvrkHmtFrWmq4dOyT/n8yOcUbiwMmC+pLqFqRxWx4bHEhMcQExZDTHiMeR9m/kaFRfktMy1tLdQ119HQ0uByneqb6zuON7Q0UFlXyfDq4WTFZ/X6GM8dh3Ywf8t83t39Lk1tTUwdOpUbx93ImUPO9Js/Siky4zLJjMvk/Oxj2/hVNlR2BDm7j+ymobKBs8efTW5CLtkJ2QHdb0opBkUNYlDUICamT3T5zLlctpfNgt0FFFcXs2zPMprbjgWL0WHRHd2t7vd/UqSp04+2HmXnoZ1sqdpiArSqbew4tIOmtqaO7xibPJYrRl7R0apYtr6M82ecT29JaYsLdCqltgPjtNZtTscigCKt9ZAe8s+yTjnlFF1QUBAwV1hYGNQaLIWFhSwu1fx10XZuPCOH3112gqUKqCv2eoLTbW3sLHicpasfYVlYG+uiInHf5TMqNIqshCxy4nM6NU2nRKW4pNuTPa011U3Vx/r66yuONSk7+vyLDxdTebTSpWk5uQ1y0yaQPWiky/iG7ITsjl9/zvYaWxo7mqkrGypd7LTbOlBfwaHGQ6C6tjDtyKSRnJJxClMGT+GUjFNIje48A9VZgeaf1pqi6iIe/OxBllUuIzEykdtPvJ1rxl5DZKj/ZV382jtcAs9dDtV72XzJn3mhdieLihYRGxrLiEEjOv1SzYrP8jp2JZj0BctU1Ffw3ob3SEm31kLqrLLyMhqjGs0YmuoiSqtLO8bggfdyXl9RT1x6XKey61x+vXWLuCsqNMqlVbj9F3n7sbToNMr3lEMSnYKz/fWuu66kRqe6+Hnk4BEqQyrZUrWF3Ud2d4xHSohIcAnkxiWPIzshu+Oh6ZwPWutOLRvOgaJzywaY1o2OwMYR3LQHNi7vHQFPdFg0K3av4LOqz6hrriM3IZc5o+YwO292t9xD9c31fFr2KYu+WsRnez7reNj2lBSK6LBol4CuvrGelpCWjsAsUB9iw2MZmzyWccnjOsaP5Sbmem0pDvbZsHPXTvZG7uX5rc+zsnwlUaFRXDbyMq4bdx0jEr3PMexvzzBfTGtbK/vq91F8pJjiGtfegz21e2jVx2azx0fEEx8az/7G/R3H4yPizQ+h9q7flHHkxOd0+tEcbNqUUmu01qcEzAUQuP0K2Ki1fsfp2KXAJK317wM13N0aMWGEnvfuPJcKMCLU/7pVpaWlZGVlBWzvkffX8bdP93DZxCH84+qJnVex72Z73ck1tDSwsnwly8qWsXTPUvbV7QNgXGgc0yr3cE5YEpF53+BIairF+ijFzTWUNFZQVF1MWW2Zy6/nuPA484CPzyEnMYe66jqaIpqoaqjqCKIq6is8Vl7RYdEdD69Elci4zHHkRKWTs+SvZB/eS/y3P4T0sd1+XZpbmykuLWbYsMDG9rXqVpZtW0apLqVgfwFfHviy40GWm5DLlIwpTMkwgVxmnOs4R29+Hjl6xPUB6ahgiquLqWuuIzIkkm+e8E1unnAz8RHW97i1dF1qK2D+HDiwBa54krYJc9hTtqfXymdf3wttuo0D9QdcgxRHxe5ezp3l3Irr3D3v3i1ycP9BopKjXMa9VNRXHPvfEfh5ailuV1JkEtkJ2aaVwqmVIDshm9hw18WcndPX0NLAzkM72XZwW0fLwc5DOztaH2LCYkxwkDIOGuGwOtwx3qi6qdolrUPihrj40N5i0nywmeE5gc9ZKy0tJWVwCh8Uf8AbO9/gywNfEqbCmJ41nTmj5nDWkLM8tiZ7y/fGlkY+2/MZi4oWsbRsKQ0tDaRFp3WMnYytjyVrWGDlRaP5quQrkjOSvbaSubQqNtebV0s9TY1NpCakegxmvbXeRYZFsnbXWg6FH+rIr+0Ht3f8sIgKjWL0oNEdgfe4lHGMTBpJRGhEp+uitaapremYXy31Hf61p6GioYLXtr7G3oa9ZMRkMHfsXK4cfSWJkYmW8q+vn2HdwTS3NbOnZo/LZIjSg6WcMPiEjus8NG6opQaZYNMWbOAWSFfpz4BEpdRRp2NRwFFHUKcArbWOCdSJ7lB5XTl359/tciwhIsGlm8J9DFRadBo7du4I+IJ/sHkff/90D+eNTeehq062HLSBicyDyeCucmU1ZSwtW8rSPUtZXb6aprYmYsJiOHPImdxx8h1MHTqV9Jh0+GoZvPMjWPl3AE5v/yIVArHptMSnUx6bQnFUDMXhYRSrVkpaGtiwbzWLixbTRpvLdZ+UPsnjdU+LSSMmLMZlHMP0CVPhpWtg/0644XW/QVuw1yU8NJyyojJG5o4MiAOIqoritum3cRu30dLWwraD2zpmUX5Q/EHHIN0hsUNMEOcY87Vi6wpSW1M7Ho7tr8NHD3d8d4gKITM2k9yEXE7OO5mchBzi9sRx2eTLAvbT0nWJS4Ob3oGX5sKCWwlpPExh3cheK599dS+0K0SFMDh2MINjB3N65uku57a0tVBeW05xTTHLv1zO2ZPO7mgZGxQ5yFI39baSbUwfMZ0RSb5XSGpoaXBpJV6/aT2zTp9FTkKOpQepp/RFh0VzUtpJnJR2bBRLc2szhUcK2Vq1tSM4WLBjAY2tjWTGZpKdkM2FuRe6BIfD4oZ5XfIhf01+UIFbu5+Xj7ycy0dezu4ju1m4cyFvFb7FRyUfkRGTweUjL+eKUVcwNG6ox/Q1tzazYu8KFhUtYknpEuqa60iOSubreV9nVu4sJqdP7sij/Px8RuV23mHFnw6UHGD8iPEBc/n5+UyfNj1gjgNwxXQzPACgta2VouoitlRtYdvBbWw9uJV3d7/LK9tfASAsJIy8xDwa6hoIiw7rCCQbmhtcBvp7U25ELg+e8yDn55zvc4amu/r6vu0uJjwknNzEXHITczlnmJlln5+fz/TJ03vFx64okMBtUo950Q0aM2gML136ktdftmv3r6WiocKlvxtMU3fOwhyXroSxyWO9VphHGpq5Z+EmshNCeOz6yR1bIfUX1TfXu3TlLDq0iH+8+Q92H9kNmJahq8dczTnDzmFKxpTOrZLDp8H3V/HF4tc5Y8JwqN0PNfs6/obV7ierZh9Z+7Ywta4CjvWc0wS0hEQQk5kG8cMh5WTIPBnSx/vftUFrM9Zu10cw+5+Qd143X5nuV1hIGBNSJzAhdQI3TbiJ1rZWdh3eRcF+E8gt37vcZYAujn2I28fnXZBzwbGWlEQzVsw9P/L35/dsIqIS4YYF8NrN8O5PyBt2OUybasZBDmCFhYSRlZBFVkIWLTtbmDp0ao/Zig6LJis+i6x4U/FHFEW4BFzdpfDQcMYmjzXjc5yCg08+/YSZM2Z2uz2rGpE4gp+c8hPumnQX+WX5LNi5gHkb5jFvwzzOyDyDOaPncF7WebTqVlbsMcHaRyUfUdNUQ3xEfEfL2mmDTwt44kl/VmhIKHlJeeQl5TE7bzZgWon31OzpmAiw/dB2qhqqGJY0zGO3tLeWvrjwONZ/sZ7pw6f3bSJFQSmQddyKe9KRriosJMw0bzLO6zmexlqtL1pPhapg3YF1vP/V+x3nDo0byviU8R1jDcaljCM1OpW/LtrGwbqj3D87i6jwwAaHt+k2UjNSaWoNfNxFXFocuw7tcglGXcaKOYLV+pZ6Fy5MhXHq4FO5avRVnDPsHLITLCx5ERLKoBETIcvPQretLVBf2RHYRdTso3bnSmIaS2DjAih4yvF9YZA+zgRxgx3B3OAJLvt2jq/+FL78D5x1F0y5yfJ1ycwMbumVnuBCQ0IZkzyGMcljuH7c9Wit+ar6K9YfWM+RiiOcOfZMsuKziAm33ijdK+kLj4ZrnofF95C1ah48VwlXPgXxGT1jrwuMcN3LhYaEkj0kuGVwutvP8NBwZubMZGbOTMpry3mz8E0W7lzIzz79GUmRSbS1tlFdUk1seCznZZ3HhcMv5MzMM/0uAmuHfLDKhaiQjh8Us3JnAbB9+3bGjLG+KHkg9uzK2cHHriiQ5UCeBs+jb7XW3+42j3pQSikSIxNJjEwkL8kMJJwSPYUhQ8zcikONhzqm+7Y3TX9Y/GEHnxSRSuXBVE6ddAIVERW8vG2L6xgHx1iC9ibr9mPtnze0NJgBzKu6Jz3RYdEd3ZBjk8cybei0Tl2SobWhjMgKCMMXxwAAIABJREFUfDOL+HgL46lCwyB+sHk51Jg5E4YMMS1oh4qgfL157dsA2xfBl/MdZypIHW2CuIRM0r78l5nlesH93e9nH3FKKUYkjmBE4gj2xu5lSHLgc3h6LX2h4XDxgxyKHcmgZffCk+fA1c9C9hk9Yy9IRriBwWXGZXLHyXdw+4m3s7J8JW8WvklDQwOXj72cqcOmWpqg0xt+Ctc/OTv42BUF0q68ze29As4DDnafO72vHTt2dARug6IGcdaQszhryLGlJ2qbatl2cBubKrfw2IpPiYgsYVvjQrZsPtZFqFCmeTrMdXZVekz6sdlVjubrsuIy8kYEPvuk5KsSzjzxTJcxYu6Dkz0pf31+UIGb83UJilMKkoeb1wmXmw+1hpryY8Fc+XooXg7Ve6iJH03CFfMgJLCu5y77KZyL1usxTL/1I3j1RnjmEvjaH+D073rdYaMr9uxyTYTrOy40JJSzhp7FWUPPMuOPcqb3qD3hjg/ODj52RYF0lf7F/ZhS6q/AY93qUT9TXEQcpww+hTXbB3FgdwpP3jiFc8Yk8s6Sd5gxdQYxYTFEh0VbXoso/3A+00+cHrAf+VX59h+PoBQkDDGvMRcdO15/kLUr1zE9ok/mtYjcNXgC3LYE3rwDFv0SylbD7H9BZFxfeyYSiUQDXl0aWe9Y0y34fRv6gdLT0/2eU3qwnoc/2snM8RnMOmEw0WHRnDD0BFKjzZTvQBaQtGJvwHExyaRnBLdNiS3SZ0cuOgmueQHO/y1sXgj/uQAqd3WrPdtdE+GEE84WnB187IoCGeP2Pp3HuMVg88AtJcX3Qp5aa+59azNKwf1fP8EyF6w94YTrN1xICEz7CQyZDAtugXnT4YrHzVjEbrBny2sinHDC9XvODj52RYG0uL0MvOL2mgdc0AN+9Zq2bt3q8/NFm/bxybYD/HjmaIYkHVs53h8XrD3hhOt3XN4MuP1TSB0Fr9wAH/7WzCjuor1+kTbhhBPuuOPs4GNXFMgYt2ed3yulYoE2rXWDF8T2qmls5r63NzM+M4Gbzsrta3dEor5TUhZ8exG8/wtY/k/Ys9YsGRLXu10EIpFINNBlucVNKfVPpdQ0x//XYZYTLVVK3d5TzvWGfDVx/u2DHRyoOcqf5pxImNtCu3ZpihVOuG7jwiJh9sNw2WNmwsKT50LpqqDt9au0CSeccMcNZwcfu6JAukq/AaxSSoUBjwOzgFOBX/aEY72ljAzPi4xuKDvMs58XceMZOUzMSrLMBWtPOOFsw026Hm750Kz99vTFsHIeGUEMzu2XaRNOOOFszwVlS2syY1rMslW9Ya8LCiRwi9BaHwWmAHVa68+11l8BlleeU0qlKqXeU0odUUotUkp5nNiglLpAKbVVKVWrlHpNKWV9w74AtX379k7HWlrbuGfhRtLiIvnpLM8rUnvigrUnnHC24zJPgu98asa/vf8zYuZfBFvegrY2/2xv+SiccMINSC4oW/l/JvX56fB/M2DDq9BifYejYNMWrAIJ3FYppV4CHgGeAlBKTaHzwry+9CSwETMTdQkw3/0EpVQq8BBwITAUMw7v0QBsBKTW1tZOx577vJhNe6q5d/YJJER53k7FExesPeGEsyUXPQjmvgKX/ZuQlnqzaO/jZ8HG16HN//f067QJJ5xwtuUCZjYvhE//wsFBE6GpDt64DR4+EZY+CHVVPeJjVxRI4HYtsBQTuP3WcSwZ+I0VWCmVDnwN+K3WusmxoO94pZT7sv4XAf/WWhdrrY8AtwPX9lSrW1KSazdo+ZEG/vbBdqaPSePiE72vLebOBWtPOOFszYWEwKQb2DFzPsz5D6DN0iH/Pg3WvQitzX3vo3DCCTeguICY8vWw8A4YdhqlUx+E762E6xdAxnj45A/wj/Hw1l1wwPvM0WDTFqwCmVVaixnb5nzsQy+ne9IpwHZHd2u71mO6Xnc7HVuAWR+u3UaFUqoKyAE2BGDPktw3h73vrc20as3vL5vgc2Fdu2xiK5xwvcINzYKMU2DCN2DrW7D0IbPzQv4DMPVumHidmdzQlz4KJ5xwA4KzzNQegJeug5hkuGY+g+sxP0ZHXWBeB7bCyidg/cuw9lkYMQPO+B6MvMBle8be3mS+SzsnBKhU4JDbsUOAywZfWut6rXVl+3ulVBKmZW9PTzhVWFjY8f+HW/azePN+fnj+aLKSfW+/5MwFa0844Y47LiTE7E373WUw92WISYF3fgT/mgQr50FzQ2emt30UTjjhjmvOEtNy1KxLWV8F174I8RmdufRxMPufcPcWOO83JpB78SrTo7D6P6ZbNUgfu6JANpnvqhTg3hHcCkT54e4Cntdad+podixFcjuYWR379++nqqqKAwcOADB69GhqamooLy8HIC8vj6amJkpLSwHIzc2lpKSEpqYmGls0v/28iRHJUYxqKyE/v5TMzEzi4+PZsWMHYLa1SElJYevWraxbt474+HgyMjLYvn07ra2tJCUlkZmZSWFhIU1NTcTHxzNs2DCKiopoaGggOjqaffv2sWbNGmpqaoiIiCAvL4/y8nIOHz5MaGgoY8aM6UgHwLhx46iqqmLVqlU0NTVZShNAUVERAHv27CErK6ujYPlKE5hpzRkZGRQUFNDU1GQpTbm5uZSVlVFTU8OmTZssp8k5n3bt2kVTU5OlNGVlZREREUFhYSHr1q0jJSXFUpqc82nfvn2sWLHCUpqc82nVqlW0trZaSpNzPh04cIDCwkJLaXLOp/Z8t5Im53zavn07eXl5ltLknE/btm3ryAd/aXLOp3Xr1nVssnwsTaOJuPBZDhYsIKf4VZLe/xmt+X/hqyGz2TvkQnaX7iMvL89ymtrzad26dTQ1NVlOU3s+rVu3jry8vKDrCF/5JHWE1BFSRwRTR/i/n/bt20d+fn731hF795Kx8g9k7lvJka/9k5KqUKp25PuuI9pOQU0+mQkhhcRufJaod39C8+LfUj/2KiobxpAfRB0RtLTWvfLCjJH72O3YS8AvfDDTgFVArL/vnzJlig5GBQUFWmut//DOZp3zi3d0QVFVQFyw9oQTbsBxXy3T+pnZWt+boPVfhus9L/xA6/Wvar31Xa13f6p1WYHWB7ZrfbhM64bDWrc0976PwgknnO05v8znj5t66OPfB2errU3r4s+1fuVGre9L0m33Jmo9b4bWSx7Qes9arVtbLX0NUKCDiKd6s8WtAnAf7Z8OHPR0slLqZOBB4FKtdV1POTVs2DA27z3CU8uLmHtaFlNyki1zwdoTTrgByeVONa/SVbD0QYbseBZ2POubCYuCiDiIiIXIeIiIZUJIDNSeDblnm31Uw/012gfgo3DCCWd7zidT+Aks/hWMuQSm3xOcLaUg+wzzOlxC3fL/ELd3OeT/GfL/BHEZMHImjP6aGRcXlRBwGnypN8e4fQnkKaUSAJRSocBETIuai5RSw4D/AtdqrQ/0pFO7v/qKexZuYlBMOL+4cKxlrr2pN1AJJ9yA57JOg+tfY815r8CdBXB7PnzrHbO0yDf+a8aUfO2PplI97TYY/3XIOh2SciAsktaq3bDkD/D0RfBAtlkE+JM/QuGSjjEnfZK2tlao2Qd718GOxRxe9Qo01fecPeGEEy4wpqoQXrsZ0sbCnCddJhgEa4ukbDanXgK3fQw/3QmXPwE5Z8HWt+HVb8JfR8Czs2HFo1C5M6gFft3Vay1uWuuDSql3gT8rpX4I/AzYgdtMUaVUHGZ9t1u01kU97dd7O2pYX9rEw9dMJCkmwjLX0BDcFq3CCSecUU1blNm4PkCtys9n+mknQcnnULwCipfDsodgaRuEhMGQSabizJkK2adDVGLQPgI01lXDoWKo3W8Cs46/+6Bm/7G/9ZWgjy1APAZgwwMw5iIz23bk+Z1m1nqSHfJOOOH6M+eRaTwCL10LKgTmvmRa8LvBlgsXlwYT55pXawuUroSdi2Hnh/DBr81rUC6MmmVa44JUb3aVAtwKvAgcBlYDV2uttVLqHiBba/1dYA5wNrDcbTmOGVrr1d3pzIHqRl7f0czUkalcNnGIf8BJ0dHRQdkUTjjhusFWTDKMvcS8ABqrTRds8XLz+vwxWP5PU0lnTICcs8lqiIe1paZVrqnG/D1a63hf63i1Hzv2/tyWRrOCpbNUCMSmQ1w6xGdC5kSIH2y6SOIHQ9xgtm4oYFzbNtjyP9j0OkQmGn8nfANGnGu2DOvu6yKccMJ1ZtpaYcGtcHA33PimCZ66yZZXLjTMDOfIPRtm/g4Ol8DOD2DHB7D2OVj1ZFC2oJcDN631IcwCu+7H/+T0/3PAcz3tS1ub5qevb6BVw+8v971mmye1z/gJVMIJJ1wP2IpKOLb2Epguyj0FUOQI5NY8TV5Lo2v7fkg4RMY5xtC1j6OLg9g087/jWG1LKHGDR0DcYIjPMH9jUyEk1KefyRHZkJEBFz8Euz+FzW/A1ndg/YsQnQzjZsOEOZA7zeW77JB3Pca1NJkWTQ+tmic2NEL9xy7BscmPDK9BcI/5KVy/5joxH99vgqZL/g7Dp3WrLctcUjaceqt5NTfAV8vg/llB2evtFrd+o0eX7GLpjgq+MzmB4amxAfNlZWVBbSwrnHDC9YKtiBgYfo55AbQcZdNn7zFh4pRjgVqYtaER29esYcrkKcH7GRp+LKi89B+w62MTxG183SzqGZsO4y8zQVzWGb2TB80NHd2+NRtXkZE12GuLo+f3daS2NkN0oiPIjYWI+GPBr4/3dbu2Q1qMW7ez42+Dp7lqCmLTCG9uhq2HAQ9jhGJSXANrp7/VxeVkjAq8S/5Q0V4yppxjgsRw6y0xdrj3jnfOhVn/iml9P+UWOPWW/uFjeLStukr7hZbvquQfH+3g8olDOCPtcFDfUVNTI5xwwnWB61UfwyKpZJD51dsb9rxxYZEw9mLzaqo3rQCb34Avn4fV/wfxQxgSOx4qx3bMou0INDsCIA/vQ0Kpqa4243icx93V7vMQIO2Ho0c6XBoJZuCKs8JjjwVk7a2SMalmgojjfXnZHoZlDHLtbq7dB1Vu3c9u6tjjMDTCtJbFZUDyCMg+81h3c1yGU+tmGoSGsTw/n+nTzoa6Cs9BX/vfih3m/zaz3doo8DAFzr/GAix3vIlMPNa65+LjYNe/UYm2uPeOd66DKVsDb/3AtGpf9JcesdUVLlgNuMBtf3UjP3z5S/LS4vjjFSeyfk0QdzQQEWF9IoNwwgnXt7b6JRcRY3aZOOFyE/zsWASbFpDy1QqoWgHNAcxIDYtmWlsbfHrU42cdQVD6OBgx3aW7cX3hHk4+5exjQVp4jN9uYICSFSsYdtZZvk9qa4OWBpdWu3UbNjNx2oUQPcgsq2BRERERpvUyYYh5+bPbcAhq97FhzUpOOukky3YA0JotX37B+KzkzpNQylabvy0eBrKHRXNGeCIU5ngI7JxaAmNSOs1o7Hfl08ZcREQEVJfDy9eZa3/Vsz6707tiqytcsBpQgVtLaxs/eOlL6o628tJtk4mNDCMvLy+o7xJOOOG6xtnBx17jIuPgxCvhxCs5tH+/6XZpa3VquXL8dZ9M0fG+hsa6emIzhnfuMoxM8BkgDU7YD6mBdw9ZSl9IyLGWO4yNzJDBZnJJT9hzthubArEpZExJNWMNA1RK+xhFT9IajlZ7bN3UlcXQfBgqtpmxjU6tmx1SoWZii1NwN7FZw/v/C9jPifX1QXEnN7XC0uVuYzydW3ljj7Xshsd0lKF+fR+1MzlDTdDWVAs3LjRloYdsdYULVgMqcPvbhztY9dVB/nHNyYzKMFOBy8vLg+rTFk444brG2cHHPuVCQs2kC4uLd+5ct46JEycGb08465xSZpmZqERIG+3y0Xb3fGhuONZF7d56V7sPjuyBPWuJaKqHUP8tne6KaG0NnNMQ3Vzf0Z3sX6ojiIsNT4GskyAlz/Eaabq6I3yPFe+V/HNMbgl//yewd63ZgzRjfM/Y6gYuWA2YwO3jrft5PL+Quadlc8WkY6sjHz4c3Bg34YQTrmucHXwUTrguc+HRZvkJL0tQtOuz/HymT58esL1guaX5+UyfepaXiSieWnVrobGa5qJ1sHuJmR3trPjMY0FcyshjQd2gXAiL7Nr1PFrrff3Ejr/7Oya3JAOc9/+OLRcUiK1gfexFDYjArfRgPT9+dT3jMxO4d7Zr9B0axC8c4YQTruucHXwUTrjjmguLgLDkgLquNy1bxrRp00wwdXA3HCyEql1Qtdv83fYO1FcdA1QIJAzltOY22BjgOmltLUyt3g/5HsYTOk9uSckzi247up037KnlpGnfC8wWvZ8Hweq4D9yaWtq488W1tLVpHr9hMlHhrhd4zJgxQX2vcMIJ1zXODj4KJ5xwXrjIOMg8ybzc1XDIBHLtQd2hYkLqayDK2r7CHVIhNKlYwtJz3cZuDvY5uWVw1oGAJr60q7evZbA67gO3P723lfVlR3jihsnkpHTug9+/fz/p6ekBf69wwgnXNc4OPgonnHBBcNGDYNgU83Jo58aNnHjiiQHbKwyC65fXpBvVm5vM97re3VDOMyuK+PbZw7lwQqbHc6qqqjwe9yfhhBOua5wdfBROOOHsx9nBx67ouA3cdlfU8osFG5iUncQvLxrb1+6IRCKRSCQSdVmh9913X1/70C2aN2/efbfffjsAjc2t3PjfVdQ3t/LCrWcwKMb74njR0dHExcUFbE844YTrGmcHH4UTTjj7cXbwEeD+++8vv+++++YFyh2XLW6//d8mtu2r4R/XTGRoku9ZLHZpUhVOuOONs4OPwgknnP04O/jYFR13gdtrBaW8WlDGnTNGMmOM/8GCBw4cCMqOcMIJ1zXODj4KJ5xw9uPs4GNXdFwFbtv2VfOb/23ijBHJ/OiCUX3tjkgkEolEIlG36rgZ4/bEk0/e9zEnAYr5t55OfJT/DWXBbA4bHx8fsD3hhBOua5wdfBROOOHsx9nBRwh+jNtxs45b2aEGDlfW8cKtZ5Aeb32Rv5qamqDsCSeccF3j7OCjcMIJZz/ODj52RcdNV+mRhmZ+8rUxnJmXEhBXXl4elD3hhBOua5wdfBROOOHsx9nBx67ouAncUuMiuePcvL52QyQSiUQikajHdNyMcXvpuafu+853vhMwFxoaSmJionDCCdfLnB18FE444ezH2cFHkHXcglZTU5NwwgnXB5wdfBROOOHsx9nBx65owAdupaWlwgknXB9wdvBROOGEsx9nBx+7ogEfuIlEIpFIJBLZRQM+cMvNzRVOOOH6gLODj8IJJ5z9ODv42BUN+MBNJBKJRCKRyC4a8IFbUVGRcMIJ1wecHXwUTjjh7MfZwceuaMAHbiKRSCQSiUR20YAP3LKysoQTTrg+4Ozgo3DCCWc/zg4+dkUDPnCLiIgQTjjh+oCzg4/CCSec/Tg7+NgVDfjArbCwUDjhhOsDzg4+CieccPbj7OBjVzTgAzeRSCQSiUQiu2jAB26ZmZnCCSdcH3B28FE44YSzH2cHH7uiXg3clFKpSqn3lFJHlFKLlFJpXTmvOxQfHy+ccML1AWcHH4UTTjj7cXbwsSvq7Ra3J4GNQBqwBJjfxfO6rB07dggnnHB9wNnBR+GEE85+nB187Ip6LXBTSqUDXwN+q7Vu0lr/BRivlBoRzHkikUgkEolEA0292eJ2CrBda33U6dh6YEqQ53WL0tPThRNOuD7g7OCjcMIJZz/ODj52Rb0ZuKUCh9yOHQKGBHletyglJUU44YTrA84OPgonnHD24+zgY1cU1ou2FNDqdqwViAryPJRStwO3O97WKqW2B+FXKlApnHDC9TpnBx+FE044+3F28BFgTBAMaK175QVcC3zsduwl4BfBnNeNfhUIJ5xwvc/ZwUfhhBPOfpwdfOwK15tdpRXAYLdj6cDBIM8TiUQikUgkGlDqzcDtSyBPKZUAoJQKBSYCq4I8TyQSiUQikWhAqdcCN631QeBd4M9KqTDg58AOYEMw53Wj5gknnHB9wtnBR+GEE85+nB18DJpTjn7WXpFSahDwIjANWA18U2tdqpS6B8jWWn/X13m95qhIJBKJRCJRP1SvBm4ikUgkEolEouA14DeZV0rNVUqdEcD5FyiltiqlapVSrymlEi1yZyql1jj2X/1AKTUseK97Vkqp2U5pfLWHbQ1XSn2slDqklPpIKZVjkUtQSr2klKpycD6vp3s+B7Bvrsfy4a/ceLBnqdx44CyVm0DLcU9wVspNd9mzWm48cD7Ljbd8UkrlKaWWOfLhZaVUtBXO6fNfKaXcJ135sjdXKfWVUqpaKfWkUirCIteeB4eUUq8qpZIC8dObeoJTSt3iSGONUupvPWVLKTVJKbVKKXVQKbVAKZVikRuilHrfUVYWeMhTj/em8lO3+Lunvd0jPuz5K3veOH9+BPXM6glO+ahbutue8lO3+OACeiY5fV/ge7MHMxX1eHhh1rCbA9QAZ1hkUoF1QA6QCCwEnrfAJQPbgTMw69T9BlgUoL9XAw3AdIvnbweOAIcdryUWuakObhYmsB9ngbnOyU77qwb4tR8uxHE9rwNCgeuBtUCIBZtvO65jGPAnYFkg+QwsAP4CRAC/ABZb5HyWG0+fWyk3Xji/5caCPx7LjY/0+Sw3Pjif5cZL+vyWGy+c33Ljw0+v5cZbPjmu/WrgTiASeBR40kq94Dj/O0AzMNhKfQKMBz4HUoBMYAXwewvcWMwez2Md6ZsHPBFI/QX8CGgBci2mr9Et/561yF0L7MPslBMKjPGTtl96KCu1wA1+uHigCJjhuCa/BP5n4Vq2l7FvObjnna8VPu5NfNQtfjiv97I3zl+e+uB81i3+PvdWt/hJn9e6xQ/ntW7xkT6fdYsPzmfd4sdPq88kl+vmq7x4ff75O+F4fWFuxFWebhIfzI3AbU7v0zAVcqIFdqLT/+OBgwH4Gg18AGzDeuBWZDVdbtwXwC+7eG0jgeVAnp/zxgMb3Y5tAsb74UYDe5xuphjMA2S0lXzGLC9TA0Q6nVcKjPBXPvyVGy/2/JYbH/Z8lhtf/vgqNz7s+Sw3Pjif5cbK/eap3Hi5nn7LjRfOZ7nxkU/nAjudjsdiHiTR/vIXyAc+BTSdAzdv3L3ATKfjU4AqC1yi2zW4GFhrhXO8zwBed1yTXIv2OqXLIlcGXBsI43ZeCiaYTvbDXQa87XRcYR7isRa4L5yO5wFHgXhf9ybW6haP9zT+6xZP9qzULd7s+atbvH6O77rFm70iT+mywPmrW/w+W/Fct3i6nlbqFk+cpWeS+3WzUl48vXpz54R+Ja31jQBKqaIAsAWYDGn/jgqlVBXm147PWa9a63VOb2dhCoNV/Qwz0/aOAJiApZTKBk4HrujiVz0EvKy1LrRi1sMx7YeZCGzVWrcBaK3rlVKbgFMxM5CPfZHnfPa1H+5uH5zfcuPlc7/lxoc9n+XGjz9ey02Q5d8jZ6XcWLTXqdz44HyWGy+cv3LjLZ9OxpSP9uN1SqlSYAImePCav1rr6Q4/PJVpb9wSzMOqXZuBZKVUgta62o8953rIvbz4K4d/xgQPl1r0M8dDmqxwJwNJjs+tMu517NPA77RZhcAf51xWFKacKD/cyThdO611oVKqBjgJEwB4uzet1C0e72kLdYsnzkrd4s2ev7rF1+e+6pagnnWeOIt1ixV7nuoWb5y/usUTZ/WZ5H7d/JYXTxqwgVsw0lrXA/Xt75UZP5KMibT9Sil1PnAJpvn1YovMMOAGTEUSaOD2/5RSZ2Ju4Ou11nv9nH8y5tfDBUqp+zEVwq1a63esGlRKTQK+jvmF6lNa6y1KqRKl1PXAq5jm6WKt9VY/aLOHY02YbiUr6tX9cKXcWPK3z8uNj3wahI/yEmz++uA2a62bnE4dCRxxBG1+7SmlrsCUk1mYmfn+7O1RSk3BBKK3BOBne/qeUEqdg2ldvMmCnzMw3U0/UkrdjWnJulprvdrKtVRKXQ6kaq3ftuDjK8CNjntoGWZ5qRe11rV+uDr364CHOsbDvXkCFuqWYO5pT5zVsufNnj8/PH1upW7x8b0+6xYPnKW6xVc6fNUtHq6npbrFg71sD5fBpbx4uW5BPYsG/OSELuouzHiCKovn52KasvfgYe9VL/or8CetdUPg7rEPU3BWYX5J+1MiZkzIiZhxMj8C/qOUigzA5j3Av7XWLRbPvwEzLqAR+DVwswVmJzBKKaUAlFLhwCisX1PL++H2kKTcdFZ/LDd3cSz9gZSXQPPXH/dj4G8ezvfGjcLkx16cWmP8cP8Efq4dfTUB+rkO083aCPzDH4e5dhMwAVsu8Dje17PydE3uAR626ON+4BrM8lINmIfszyz4uB2nfSSVmdCQQec8z8X13rRat7hzVuWP81aGvHH+vs/T51bqFm/f669ucees1i2+0uGrbvHEWalb3DkrdYun6xbcs8hXP+pAeBH8WLBpmMIXGwR7NiaqHuTnvDMxlWJ7v3kgY9xOBGIc/w/FNPUO9cNcjfn1FuF0LBCbmZiBzR7HvHg4PwzTJXQzEI7polnX7rcfdi1wN+bB9CfML+QfWMlnAtgP11v58FdufHA+y42v7/VVbtzSZ7ncuNuzWm7c7FkuN57SZ6XcuNmzXG48pM9SuXHOJ8yA9v+6ff45cI3V/MXHWDA/3LXA+0BoIJzjs+uBXUCYn/Rdi+s4MJcxbr7s4Zhc4FQ+G/EwucjN3s+BXU6fhWHG+eT6Sxum26zGU5q82EoEtgAXYQZ/3w58BGYpLB9cBFAOXAnEYbpmG4HZfu7NuQSw1zYe7mn3MhsA5/eZ5InzddzD5wE9k5y/lwCeSU7cNQTwTHJPBxafSU5cGgE8k9zS57Vu8XbdCHJvdmlxC0JKqZOBB4FLtdaemtR9Smu9HBNVz/Bz6mxME+xepdQ+TJfJG0qpRy3Y2KhNMzpApeOvv67AvcAh7dpNU4YpzFY0E9ihtd5n8fwLgHCt9dNa62Ztmr/3YCpLf/o2ZrbeZsxgzn0GCTSqAAAJz0lEQVSYGXVW1Cf74Uq58ap+VW485JOl8hJs/nrjlFIzMYHGN7TW7r/Krdj7H6Z76CQ/3KXAWUqpfY7yEgmsVkr9wp89rXWBk2+VDtZ9uQ13bi+wv/1zbVpC9uNUXnykbRZmtp7HllkP3FzM2KP3tdZNWut5mIf5NF+coyx/CzM2ajVmxiF4qWOc7s0mAqhbArinfXJWy543e/78cPr8vwRQtzh/byB1ixM3hgDqFg/psFS3OHEzCaBucbPnq27xWCdjJiIF/izyFdUNhBcBtrgBw4ACvPwi9cLkOgpD+/twzK+IGUH4Ot3CeVG4zioahfl1k+qHi8P8qnT+FbcOmGLRv6eBeQGk52Jgtduxd4BvB3hdJjhuLl+/wjvyGTMGpBFIcLwPBaqAk62WD3/lxv1zq+XGzU/L5caXP77KjZs9y+XGjbNcbjz5aaXcuNmzXG78XJdO5cZTPmEGHpdDx4LlKZjxcoN8cW62PLa4eeMwwdYXeG8B8eTnKA/naGB4IOXQwbj748leslv5nAlU49Sa5YUbg3lwt7fUhWDuvxR/PmImbtwTwDX5HvCa23mbgPMCvCaXOJc5vN+b38BH3eKDm+F0rFOZ9cX5uV7euJt9+WHFTydfp1uwdxE+6hYf3Gx81C3+/MRL3eKDc8lnx2cddUsA18XnM6n9uhHAs8iF9/XhQHh5ukl8nBuHGYDr86J64M7BdHcMx3QL/A4zhiIiCF+nWzhvFuYX4mCHzwuA+RZtPIUZ7xKOacZdgYduBS/sEuDeANITD5RgutpCgK8BB7DQ1YrpMgkHsoCVmG3RLOez45r825Efv8J0fXnqPvFYPvyVGzoHNpbKjRtnudz48sdXuXGzZ7nceLielsqNJz+tlBs3Py2XGw9+ei03vvIJ82D8uYN9HDNDzXK9gOflQDxyHFu7LcvLd3njbsCMG0rHtHw9jetaWZbKIW6Bmw973wGewcwQTQU+A/5g8Xp+AvwEU65/3n49/fkIfAV8K4BrkuUoG+dgHoo3AYUcW8rFl49nOcrXeMx95xxceb038VG3+OL83CPeuAQ/18sb59MPK356qlt8cD7rFj/X02vdYiEdHusWH1wiPuoWP35afiY5Xzdf5cUr7+vD4/kFPIFZwLENEzFXWmC+ifmlXev2OtUCOwcz1uIwZoyFzzXO/GW2hXPvBIodhe7/sDgWD1MR/A+zTtWHmD1krfq3GfhegGk6AbPO1WHM+AyrQfRfME3Re4E7A81nzJiE9x2fLcHtIemD81luPH1updz4sOez3Fgpx57KjQ97PsuND85nufHlp69y48Oez3Ljg/NabnzlE+aX9grM+Ko3cG0B8MW1lzGNGfOyxgJ3L6bLzf14ugV738UsI3AQ80BID7T+onPg5o07Hbgf0xq5F3gA19ZLX34Oc8q/1zg2Jsmnj45reLGHcuLL1lRgjcPWJzgW+7WQtucw928hcJUHmx7vTfzXLd44f3VLJ85Knvqw569u8fvMwnPd4s2ev7rFG+evbvHqJ77rFm/2/NUt3jhLzyT36+avvHh6yV6lIpFIJBKJRDaRTE4QiUQikUgksokkcBOJRCKRSCSyiSRwE4lEIpFIJLKJJHATiUQikUgksokkcBOJRCKRSCSyiSRwE4lEIpFIJLKJJHADlFJ5SimtlPqxcPbhlFLPKKWalFK1SqmjSqkSpdTDSqmEnuCC9TNYzi5+Ctc/bAknnHBd4+xS50rgZnQVZk8xK3sdCte/uD9preMwG/tejFnl/JUe5IL1M1jOLn4K1/e2hBNOuK5z/b/O9bdC70B4YVbVvhizYvUw4ezBYbbbuc/tWCxm1fHh3c3ZJX12yb+BwNnBR+GEE67jfFvUuQO+xU0pNQKzufF7mG0sLEW8wvUPzoMiHH/re4KzS/rskn/HM2cHH4UTTji/6nd17oAP3DBNlO84/n8L65krXP/gAFBKhSmlTgHeBu7XWu/vIc4u6bNL/h3PnB18FE444TyoX9e5VpvyjtcXUADMdPx/Bqapcqhw/Z/DNGs3Yjb7rXcw94HZg7e7Obukzy75d7xzdvBROOGEc2GewQZ1rs8vPN5fwHDgEBDueB8C7APuEs4W3DM4jUcARjiOvQ2E9gBnl/TZJf+OW84OPgonnHCduGewQZ070LtKr8JcqI1KqW2Y/uVIx3Hh+j/nIq31bq31TUA6cEUPcHZJn13y73jm7OCjcMIJ50P9ts71FdUd7y9gNXCJ27HpQCuQKVy/557BbQaQ4/inwC09wNklfXbJv+OWs4OPwgknXCfuGexQ53r74Hh/AblAJY4mSqfjIUAZcKdw/ZdznONykwEZwEOYpub07uTskj675N/xzNnBR+GEE84j+wz9vM7VemB3lV4FvK61bnY+qLVuwyy2562pUrj+wbXrHscq1w3ADsyYgala6wPdzNklfXbJv+OZs4OPwgknnGf19zrXzJQQiUQikUgkEvV/DeQWN5FIJBKJRCJbSQI3kUgkEolEIptIAjeRSCQSiUQim0gCN5FIJBKJRCKbSAI3kUgkEolEIptIAjeRSCQSiUQim0gCN5FIJBKJRCKbSAI3kUgkEolEIptIAjeRSCQSiUQim0gCN5FIJHJIKZXt2O4m28K5Wik1uDf8EolEonaF9bUDIpFI1F+ktS4B4vraD5FIJPImaXETiUQDRkqpZ5RSN/W1HyKRSBSsJHATiUQikUgksokkcBOJRANCSqmlwPXAE45xbN9QShUppS5RSn2slHpYKTVYKaWdmOuVUpuVUkeUUguUUvFevvshpdQepVSFUuojb+eJRCJRVyWBm0gkGhDSWp8DvAB8V2sdp7Ve4PjoUeBB4McesEbgYiAFaAN+7n6CUmo8MAcYC2QADwB13Z4AkUgkQgI3kUgkelxrvUhr3eb+gdZ6gda6WGvdAiwGJnngG4BEYDoQq7X+yNN3iUQiUXdIAjeRSDTQtdbbB0qp8Y4JDTuAh/EwE19r/RVwF/BX4JCjy1XqVpFI1COSykUkEg101Xo6qJQaCnwBfA5MA+709gVa6xe01uOA4cAsYGYP+CkSiUQSuIlEogGleuAEpVSqY2yaLw3CjGt7DzgMnO/pJKXUKKXUFUqpMOAgZnxbazf6LBKJRB2SwE0kEg0k/Q/4LrAUyPN1otZ6E/A+sBVYiRnH5klNwI1AKbAb+BL4uJv8FYlEIhcprbX/s0QikUgkEolEfS5pcROJRCKRSCSyiSRwE4lEIpFIJLKJJHATiUQikUgksokkcBOJRCKRSCSyiSRwE4lEIpFIJLKJJHATiUQikUgksokkcBOJRCKRSCSyiSRwE4lEIpFIJLKJJHATiUQikUgkson+P1Z0sJgiGx/bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp2.net.plot.supportShare(supportMasks)\n",
    "# TODO More trials do not help, need more noise?"
   ]
  },
  {
   "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.supportTurnover(supportMasks)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}