{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d8d3359a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Spike distance lib import failed\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING    /home/smestern/miniconda3/envs/modelling/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      " [py.warnings]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:py.warnings:/home/smestern/miniconda3/envs/modelling/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "\n",
      "WARNING:root:Ax not installed, Ax optimizer unavailible\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from utils import *\n",
    "from spike_train_utils import *\n",
    "import numpy as np\n",
    "import scipy.stats as stats\n",
    "from brian2 import *#BrianLogger.suppress_hierarchy('brian2.codegen')\n",
    "import os\n",
    "\n",
    "from sNMO.error.spikeTrainErrors import emd_pdist_spk, isi_swasserstein_2d, isi_wasserstein_dd, emd_isi\n",
    "import joblib\n",
    "import pandas as pd\n",
    "import network_CADEX as cadex\n",
    "from joblib import Parallel, delayed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "34f3037c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running network for slow_crh_v2\n",
      "Network type: slow_crh_v2\n",
      "Network events: eval: P[:500].pr = 0.1057421875; CRH.bd = CRH_params[\"b\"] * 2.731041666666667 eval: P[:500].pr = 0.1057421875; CRH.bd = CRH_params[\"b\"] * 2.731041666666667; CRH[:500].tauw = (CRH[:500].tauw/ms *  2.013812154696132)*ms\n",
      "Running network for slow_gaba_w_shift\n",
      "Network type: slow_gaba_w_shift\n",
      "Network events: eval: P[:500].pr = 0.02595703125; CRH.bd = CRH_params[\"b\"] * 7.278958333333334 eval: P[:500].pr = 0.02595703125; CRH.bd = CRH_params[\"b\"] * 7.278958333333334; CRH[:500].tauw = (CRH[:500].tauw/ms *  0.9447971673636336)*ms\n",
      "Running network for network_ff_w_shift\n",
      "Network type: network_ff_w_shift\n",
      "Network events: eval: P[:500].pr = 0.173466796875; CRH.bd = CRH_params[\"b\"] * 9.545208333333331 eval: P[:500].pr = 0.173466796875; CRH.bd = CRH_params[\"b\"] * 9.545208333333331; CRH[:500].tauw = (CRH[:500].tauw/ms *  2.347989988095601)*ms\n",
      "Running network for grid_all_fast_v5_w_shift\n",
      "Network type: grid_all_fast_v5_w_shift\n",
      "Network events: eval: P[:500].pr = 0.108154296875; CRH.bd = CRH_params[\"b\"] * 9.144375 eval: P[:500].pr = 0.108154296875; CRH.bd = CRH_params[\"b\"] * 9.144375; CRH[:500].tauw = (CRH[:500].tauw/ms *  1.0109734135099662)*ms\n",
      "Using default CRH params\n",
      "loaded GABA params from file\n",
      "taue found, splitting into tauer and taued\n",
      "Using default CRH params\n",
      "loaded GABA params from file\n",
      "taue found, splitting into tauer and taued\n",
      "Using default CRH params\n",
      "loaded GABA params from file\n",
      "taue found, splitting into tauer and taued\n",
      "setting tauw to 78.42909974 ms; for CRH, which is 34.9753203 ms\n",
      "setting a to 1.13192403 nS; for CRH, which is 0.50931871 nS\n",
      "setting b to 1.20590762 nS; for CRH, which is 0.70787273 nS\n",
      "setting C to 24.37259305 pF; for CRH, which is 12.35263386 pF\n",
      "setting taum to 25.19464094 ms; for CRH, which is 13.09132677 ms\n",
      "setting gL to 0.99754744 nS; for CRH, which is 0.94357387 nS\n",
      "setting DeltaT to 10.43940611 mV; for CRH, which is 13.18607994 mV\n",
      "setting DeltaA to -5.42709084 mV; for CRH, which is -3.95513921 mV\n",
      "setting pr to 1.0; for CRH, which is 1.0\n",
      "setting Va to -96.74838934 mV; for CRH, which is -71.24968551 mV\n",
      "setting EL to -70.71267431 mV; for CRH, which is -68.38802621 mV\n",
      "setting Ea to -58.649696 mV; for CRH, which is -87.07411404 mV\n",
      "setting VT to -49.30489061 mV; for CRH, which is -42.3062799 mV\n",
      "setting tauw to 78.42909974 ms; for CRH, which is 34.9753203 ms\n",
      "setting VR to -39.80579876 mV; for CRH, which is -36.5748809 mV\n",
      "setting a to 1.13192403 nS; for CRH, which is 0.50931871 nS\n",
      "setting Vcut to 2.89213995 mV; for CRH, which is 0. V\n",
      "setting bd to 0. S; for CRH, which is 0. S\n",
      "setting b to 1.20590762 nS; for CRH, which is 0.70787273 nS\n",
      "setting C to 24.37259305 pF; for CRH, which is 12.35263386 pF\n",
      "setting taum to 25.19464094 ms; for CRH, which is 13.09132677 ms\n",
      "setting gL to 0.99754744 nS; for CRH, which is 0.94357387 nS\n",
      "setting DeltaT to 10.43940611 mV; for CRH, which is 13.18607994 mV\n",
      "setting DeltaA to -5.42709084 mV; for CRH, which is -3.95513921 mV\n",
      "setting pr to 1.0; for CRH, which is 1.0\n",
      "setting Va to -96.74838934 mV; for CRH, which is -71.24968551 mV\n",
      "setting tauw to 78.42909974 ms; for GABA, which is 34.9753203 ms\n",
      "setting EL to -70.71267431 mV; for CRH, which is -68.38802621 mV\n",
      "setting a to 1.13192403 nS; for GABA, which is 0.50931871 nS\n",
      "setting Ea to -58.649696 mV; for CRH, which is -87.07411404 mV\n",
      "setting b to 1.20590762 nS; for GABA, which is 0.70787273 nS\n",
      "setting VT to -49.30489061 mV; for CRH, which is -42.3062799 mV\n",
      "setting C to 24.37259305 pF; for GABA, which is 12.35263386 pF\n",
      "setting VR to -39.80579876 mV; for CRH, which is -36.5748809 mV\n",
      "setting taum to 25.19464094 ms; for GABA, which is 13.09132677 ms\n",
      "setting Vcut to 2.89213995 mV; for CRH, which is 0. V\n",
      "setting gL to 0.99754744 nS; for GABA, which is 0.94357387 nS\n",
      "setting bd to 0. S; for CRH, which is 0. S\n",
      "setting DeltaT to 10.43940611 mV; for GABA, which is 13.18607994 mV\n",
      "setting DeltaA to -5.42709084 mV; for GABA, which is -3.95513921 mV\n",
      "setting pr to 1.0; for GABA, which is 1.0\n",
      "setting Va to -96.74838934 mV; for GABA, which is -71.24968551 mV\n",
      "setting EL to -70.71267431 mV; for GABA, which is -68.38802621 mV\n",
      "setting tauw to 78.42909974 ms; for CRH, which is 34.9753203 ms\n",
      "setting Ea to -58.649696 mV; for GABA, which is -87.07411404 mV\n",
      "setting a to 1.13192403 nS; for CRH, which is 0.50931871 nS\n",
      "setting VT to -49.30489061 mV; for GABA, which is -42.3062799 mV\n",
      "setting b to 1.20590762 nS; for CRH, which is 0.70787273 nS\n",
      "setting VR to -39.80579876 mV; for GABA, which is -36.5748809 mV\n",
      "setting C to 24.37259305 pF; for CRH, which is 12.35263386 pF\n",
      "setting tauw to 78.42909974 ms; for GABA, which is 34.9753203 ms\n",
      "setting Vcut to 2.89213995 mV; for GABA, which is 0. V\n",
      "setting taum to 25.19464094 ms; for CRH, which is 13.09132677 ms\n",
      "setting a to 1.13192403 nS; for GABA, which is 0.50931871 nS\n",
      "setting bd to 0. S; for GABA, which is 0. S\n",
      "setting gL to 0.99754744 nS; for CRH, which is 0.94357387 nS\n",
      "setting b to 1.20590762 nS; for GABA, which is 0.70787273 nS\n",
      "setting DeltaT to 10.43940611 mV; for CRH, which is 13.18607994 mV\n",
      "setting C to 24.37259305 pF; for GABA, which is 12.35263386 pF\n",
      "setting taum to 25.19464094 ms; for GABA, which is 13.09132677 ms\n",
      "setting DeltaA to -5.42709084 mV; for CRH, which is -3.95513921 mV\n",
      "using random connectivity\n",
      "Found EI_model in params\n",
      "Found IE_model in params\n",
      "setting pr to 1.0; for CRH, which is 1.0\n",
      "setting gL to 0.99754744 nS; for GABA, which is 0.94357387 nS\n",
      "setting Va to -96.74838934 mV; for CRH, which is -71.24968551 mV\n",
      "setting DeltaT to 10.43940611 mV; for GABA, which is 13.18607994 mV\n",
      "setting EL to -70.71267431 mV; for CRH, which is -68.38802621 mV\n",
      "setting DeltaA to -5.42709084 mV; for GABA, which is -3.95513921 mV\n",
      "setting pr to 1.0; for GABA, which is 1.0\n",
      "setting Ea to -58.649696 mV; for CRH, which is -87.07411404 mV\n",
      "setting Va to -96.74838934 mV; for GABA, which is -71.24968551 mV\n",
      "setting VT to -49.30489061 mV; for CRH, which is -42.3062799 mV\n",
      "setting EL to -70.71267431 mV; for GABA, which is -68.38802621 mV\n",
      "setting VR to -39.80579876 mV; for CRH, which is -36.5748809 mV\n",
      "setting Ea to -58.649696 mV; for GABA, which is -87.07411404 mV\n",
      "setting Vcut to 2.89213995 mV; for CRH, which is 0. V\n",
      "setting VT to -49.30489061 mV; for GABA, which is -42.3062799 mV\n",
      "setting bd to 0. S; for CRH, which is 0. S\n",
      "setting VR to -39.80579876 mV; for GABA, which is -36.5748809 mV\n",
      "setting Vcut to 2.89213995 mV; for GABA, which is 0. V\n",
      "setting bd to 0. S; for GABA, which is 0. S\n",
      "using random connectivity\n",
      "Found EI_model in params\n",
      "Found IE_model in params\n",
      "setting tauw to 78.42909974 ms; for GABA, which is 34.9753203 ms\n",
      "setting a to 1.13192403 nS; for GABA, which is 0.50931871 nS\n",
      "setting b to 1.20590762 nS; for GABA, which is 0.70787273 nS\n",
      "setting C to 24.37259305 pF; for GABA, which is 12.35263386 pF\n",
      "setting taum to 25.19464094 ms; for GABA, which is 13.09132677 ms\n",
      "setting gL to 0.99754744 nS; for GABA, which is 0.94357387 nS\n",
      "setting DeltaT to 10.43940611 mV; for GABA, which is 13.18607994 mV\n",
      "setting DeltaA to -5.42709084 mV; for GABA, which is -3.95513921 mV\n",
      "setting pr to 1.0; for GABA, which is 1.0\n",
      "setting Va to -96.74838934 mV; for GABA, which is -71.24968551 mV\n",
      "setting EL to -70.71267431 mV; for GABA, which is -68.38802621 mV\n",
      "setting Ea to -58.649696 mV; for GABA, which is -87.07411404 mV\n",
      "setting VT to -49.30489061 mV; for GABA, which is -42.3062799 mV\n",
      "setting VR to -39.80579876 mV; for GABA, which is -36.5748809 mV\n",
      "setting Vcut to 2.89213995 mV; for GABA, which is 0. V\n",
      "setting bd to 0. S; for GABA, which is 0. S\n",
      "using random connectivity\n",
      "Using default EI_model\n",
      "Using default IE_model\n",
      "Using default CRH params\n",
      "loaded GABA params from file\n",
      "taue found, splitting into tauer and taued\n",
      "setting tauw to 78.42909974 ms; for CRH, which is 34.9753203 ms\n",
      "setting a to 1.13192403 nS; for CRH, which is 0.50931871 nS\n",
      "setting b to 1.20590762 nS; for CRH, which is 0.70787273 nS\n",
      "setting C to 24.37259305 pF; for CRH, which is 12.35263386 pF\n",
      "setting taum to 25.19464094 ms; for CRH, which is 13.09132677 ms\n",
      "setting gL to 0.99754744 nS; for CRH, which is 0.94357387 nS\n",
      "setting DeltaT to 10.43940611 mV; for CRH, which is 13.18607994 mV\n",
      "setting DeltaA to -5.42709084 mV; for CRH, which is -3.95513921 mV\n",
      "setting pr to 1.0; for CRH, which is 1.0\n",
      "setting Va to -96.74838934 mV; for CRH, which is -71.24968551 mV\n",
      "setting EL to -70.71267431 mV; for CRH, which is -68.38802621 mV\n",
      "setting Ea to -58.649696 mV; for CRH, which is -87.07411404 mV\n",
      "setting VT to -49.30489061 mV; for CRH, which is -42.3062799 mV\n",
      "setting VR to -39.80579876 mV; for CRH, which is -36.5748809 mV\n",
      "setting Vcut to 2.89213995 mV; for CRH, which is 0. V\n",
      "setting bd to 0. S; for CRH, which is 0. S\n",
      "setting tauw to 78.42909974 ms; for GABA, which is 34.9753203 ms\n",
      "setting a to 1.13192403 nS; for GABA, which is 0.50931871 nS\n",
      "setting b to 1.20590762 nS; for GABA, which is 0.70787273 nS\n",
      "setting C to 24.37259305 pF; for GABA, which is 12.35263386 pF\n",
      "setting taum to 25.19464094 ms; for GABA, which is 13.09132677 ms\n",
      "setting gL to 0.99754744 nS; for GABA, which is 0.94357387 nS\n",
      "setting DeltaT to 10.43940611 mV; for GABA, which is 13.18607994 mV\n",
      "setting DeltaA to -5.42709084 mV; for GABA, which is -3.95513921 mV\n",
      "setting pr to 1.0; for GABA, which is 1.0\n",
      "setting Va to -96.74838934 mV; for GABA, which is -71.24968551 mV\n",
      "setting EL to -70.71267431 mV; for GABA, which is -68.38802621 mV\n",
      "setting Ea to -58.649696 mV; for GABA, which is -87.07411404 mV\n",
      "setting VT to -49.30489061 mV; for GABA, which is -42.3062799 mV\n",
      "setting VR to -39.80579876 mV; for GABA, which is -36.5748809 mV\n",
      "setting Vcut to 2.89213995 mV; for GABA, which is 0. V\n",
      "setting bd to 0. S; for GABA, which is 0. S\n",
      "using random connectivity\n",
      "Found EI_model in params\n",
      "Found IE_model in params\n",
      "Found ECRH_model in params\n",
      "Found ICRH_model in params\n",
      "Using default ECRH_model\n",
      "Using default ICRH_model\n",
      "Found ECRH_model in params\n",
      "Found ICRH_model in params\n",
      "Found ECRH_model in params\n",
      "Found ICRH_model in params\n",
      "wexti: 7.8299738882283005\n",
      "=== Net Sim Start ===\n",
      "wexti: 0.0\n",
      "=== Net Sim Start ===\n",
      "wexti: 0.0\n",
      "=== Net Sim Start ===\n",
      "wexti: 0.0\n",
      "=== Net Sim Start ===\n",
      "Starting simulation at t=0. s for a duration of 5. s\n",
      "Starting simulation at t=0. s for a duration of 5. s\n",
      "Starting simulation at t=0. s for a duration of 5. s\n",
      "Starting simulation at t=0. s for a duration of 5. s\n",
      "5. s (100%) simulated in 5s\n",
      "5. s (100%) simulated in 5s\n",
      "['none'\n",
      " 'eval: P[:500].pr = 0.02595703125; CRH.bd = CRH_params[\"b\"] * 7.278958333333334']\n",
      "[100 100]\n",
      "['none'\n",
      " 'eval: P[:500].pr = 0.173466796875; CRH.bd = CRH_params[\"b\"] * 9.545208333333331']\n",
      "[100 100]\n",
      "Starting simulation at t=5. s for a duration of 100. s\n",
      "Starting simulation at t=5. s for a duration of 100. s\n",
      "5. s (100%) simulated in 5s\n",
      "['none'\n",
      " 'eval: P[:500].pr = 0.1057421875; CRH.bd = CRH_params[\"b\"] * 2.731041666666667']\n",
      "[100 100]\n",
      "Starting simulation at t=5. s for a duration of 100. s\n",
      "5. s (100%) simulated in 5s\n",
      "['none'\n",
      " 'eval: P[:500].pr = 0.108154296875; CRH.bd = CRH_params[\"b\"] * 9.144375']\n",
      "[100 100]\n",
      "Starting simulation at t=5. s for a duration of 100. s\n",
      "9.635 s (9%) simulated in 10s, estimated 1m 34s remaining.\n",
      "9.3797 s (9%) simulated in 10s, estimated 1m 37s remaining.\n",
      "9.5068 s (9%) simulated in 10s, estimated 1m 35s remaining.\n",
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      "29.0794 s (29%) simulated in 30s, estimated 1m 13s remaining.\n",
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      "96.1228 s (96%) simulated in 1m 40s, estimated 4s remaining.\n",
      "100. s (100%) simulated in 1m 43s\n",
      "Evaluating\n",
      "Starting simulation at t=105. s for a duration of 100. s\n",
      "100. s (100%) simulated in 1m 44s\n",
      "Evaluating\n",
      "100. s (100%) simulated in 1m 45s\n",
      "Starting simulation at t=105. s for a duration of 100. s\n",
      "Evaluating\n",
      "Starting simulation at t=105. s for a duration of 100. s\n",
      "100. s (100%) simulated in 1m 46s\n",
      "Evaluating\n",
      "Starting simulation at t=105. s for a duration of 100. s\n",
      "9.4914 s (9%) simulated in 10s, estimated 1m 35s remaining.\n",
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      "66.6963 s (66%) simulated in 1m 10s, estimated 35s remaining.\n",
      "66.0047 s (66%) simulated in 1m 10s, estimated 36s remaining.\n",
      "65.0574 s (65%) simulated in 1m 10s, estimated 38s remaining.\n",
      "65.6916 s (65%) simulated in 1m 10s, estimated 37s remaining.\n",
      "76.2242 s (76%) simulated in 1m 20s, estimated 25s remaining.\n",
      "75.4852 s (75%) simulated in 1m 20s, estimated 26s remaining.\n",
      "74.3837 s (74%) simulated in 1m 20s, estimated 28s remaining.\n",
      "74.9971 s (74%) simulated in 1m 20s, estimated 27s remaining.\n",
      "85.748 s (85%) simulated in 1m 30s, estimated 15s remaining.\n",
      "84.7571 s (84%) simulated in 1m 30s, estimated 16s remaining.\n",
      "83.6649 s (83%) simulated in 1m 30s, estimated 18s remaining.\n",
      "84.4043 s (84%) simulated in 1m 30s, estimated 17s remaining.\n",
      "95.3057 s (95%) simulated in 1m 40s, estimated 5s remaining.\n",
      "93.8651 s (93%) simulated in 1m 40s, estimated 7s remaining.\n",
      "93.0013 s (93%) simulated in 1m 40s, estimated 8s remaining.\n",
      "93.7112 s (93%) simulated in 1m 40s, estimated 7s remaining.\n",
      "100. s (100%) simulated in 1m 44s\n",
      "simulation took 4.542738930384318\n",
      "50\n",
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      "60\n",
      "62\n",
      "64\n",
      "66\n",
      "68\n",
      "100. s (100%) simulated in 1m 46s\n",
      "simulation took 4.611846665541331\n",
      "50\n",
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      "66\n",
      "100. s (100%) simulated in 1m 47s\n",
      "68\n",
      "100. s (100%) simulated in 1m 46s\n",
      "simulation took 4.62862583398819\n",
      "50\n",
      "simulation took 4.6302355289459225\n",
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      "66\n",
      "68\n"
     ]
    }
   ],
   "source": [
    "dict_choice = {'slow_gaba_w_shift': {},\n",
    "              'slow_crh_v2': {},\n",
    "              'network_ff_w_shift': {},\n",
    "              'grid_all_fast_v5_w_shift': {}}\n",
    "\n",
    "def filter_spike_trains(spike_trains, start_time=0*second, end_time=200*second, zero=False):\n",
    "    \"\"\"\n",
    "    Filter spike trains to only include spikes within the specified time range.\n",
    "    \"\"\"\n",
    "    filtered_spikes = []\n",
    "    for key in spike_trains:\n",
    "        filtered_train = spike_trains[key][np.logical_and(spike_trains[key] >= start_time, spike_trains[key] <= end_time)]\n",
    "        if zero and (len(filtered_train) > 0): #we want to offset the spike trains to start at zero\n",
    "            filtered_train = filtered_train - start_time\n",
    "\n",
    "        filtered_spikes.append(filtered_train)\n",
    "    return filtered_spikes\n",
    "\n",
    "\n",
    "\n",
    "def run_net(network_type):\n",
    "    print(f\"Running network for {network_type}\")\n",
    "    \n",
    "    network_args, synapse_params = cadex.load_params_from_joblib( \"output/best_params_\" + network_type + \".joblib\" )\n",
    "    print(f\"Network type: {network_type}\")\n",
    "\n",
    "    network_events = network_args.pop('network_events_for_stats')\n",
    "    net_event = ';'.join(network_events[30].split(';')[:-1]) # remove the last empty string\n",
    "    print(f\"Network events: {net_event} {network_events[30]}\")\n",
    "    \n",
    "    network_events = {100: net_event}  \n",
    "    #network_events = {30: 'eval: P[:500].pr = 0.05; CRH[:500].bd=(CRH.b[:500]/nS *  7)*nS; CRH[:500].tauw = (CRH[:500].tauw/ms *  1.5)*ms'}  # scale by 10 to match the simulation time\n",
    "    network_args['run_time'] = 200  # set the run time to 600\n",
    "    input_current = 2500  # set the input current to 1000 pA\n",
    "    input_array = np.zeros(int(network_args['run_time'] * (1000)))\n",
    "       \n",
    "    #input_array\n",
    "    #network_events[30] = 'eval: P[:500].pr = 0.05; CRH[:500].bd=(CRH.b[:500]/nS * 7)*nS; CRH[:500].tauw = (CRH[:500].tauw/ms *  1.5)*ms'\n",
    "    tiled_input = np.tile(input_array, (1000, 1))\n",
    "    stim_pre = []\n",
    "    #once at 50 seconds, set the input current to 250 pA for 0.005 seconds\n",
    "    for i in np.arange(50, 70, 2):\n",
    "        #i = i + np.random.uniform(-0.5, 0.5)  # add some noise to the time\n",
    "        tiled_input[:250, int(i*1000):int(i*1000) + int(0.005 * 1000)] = input_current\n",
    "        stim_pre.append(int(i))\n",
    "    #also at 150 seconds, set the input current to 1000 pA for 0.005 seconds\n",
    "    stim_post = []\n",
    "    for i in np.arange(150, 170, 2):\n",
    "        #i = i + np.random.uniform(-0.5, 0.5)  # add some noise to the time\n",
    "        tiled_input[:250, int(i*1000):int(i*1000) + int(0.005 * 1000)] = input_current\n",
    "        stim_post.append(int(i))\n",
    "    input_array = TimedArray(tiled_input.T*pA, dt=1*ms)\n",
    "    netres = cadex.cadex_network(run_time=200, GABA_param_file=cadex.CRH_PARAM_FILE, network_args=network_args, \n",
    "                                synapse_params=synapse_params, network_events=network_events, input_current=input_array,)\n",
    "    \n",
    "    #now make a peristimulus time histogram (PSTH) of the spikes for the pre and post stimulation periods\n",
    "    spikes_pre = []\n",
    "    for i in stim_pre:\n",
    "        print(i)\n",
    "        spikes_pre.append(filter_spike_trains(netres['spikes'].spike_trains(), start_time=(i-0.5)*second, end_time=(i+1.5)*second, zero=True))\n",
    "    spikes_post = []\n",
    "    for i in stim_post:\n",
    "        spikes_post.append(filter_spike_trains(netres['spikes'].spike_trains(), start_time=(i-0.5)*second, end_time=(i+1.5)*second, zero=True))\n",
    "    \n",
    "\n",
    "    return {'spikes_raw': netres['spikes'].spike_trains(), 'spikes_pre': spikes_pre, 'spikes_post': spikes_post}\n",
    "\n",
    "netres_s = Parallel(n_jobs=5)(delayed(run_net)(network_type) for network_type in dict_choice.keys())\n",
    "\n",
    "# Run with baseline\n",
    "for i, (network_type, network_info) in enumerate(dict_choice.items()):\n",
    "\n",
    "    dict_choice[network_type]['netres_baseline'] = netres_s[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "66498d10",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Network type: slow_crh_v2\n",
      "[0.000e+00 5.000e-02 1.000e-01 ... 9.985e+01 9.990e+01 9.995e+01]\n",
      "Mean time to first spike: 0.5596152000000009\n",
      "Network type: slow_gaba_w_shift\n",
      "[0.000e+00 5.000e-02 1.000e-01 ... 9.985e+01 9.990e+01 9.995e+01]\n",
      "Mean time to first spike: 0.5143780000000011\n",
      "Network type: grid_all_fast_v5_w_shift\n",
      "[0.000e+00 5.000e-02 1.000e-01 ... 9.985e+01 9.990e+01 9.995e+01]\n",
      "Mean time to first spike: 0.3989828000000025\n",
      "Network type: network_ff_w_shift\n",
      "[0.000e+00 5.000e-02 1.000e-01 ... 9.985e+01 9.990e+01 9.995e+01]\n",
      "Mean time to first spike: 0.42224880000000226\n",
      "WARNING:matplotlib.legend:No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 700x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8bMwlBwCwM9w+aQPP3InIGxgwkWbYm9NLZmPgSvPHyT1KnhfNHAcQJCJvYJMcaYbTlLZZwNSKTmhGJ4ShRc48kXvYhEBEwYQZJgoelwIjY3aJHb+JiMhVDJgoeJhlmABT4MSAiZSAfa2IlI0Bk5+48mNYUWEqU1Hh3/ppnhDtAiY5w8QmOdWz1X9NScGHs/3ffGZ7433yDgai5C3sw+QnrvT3SEhgnxCfaWqS/z1yLAIJVzPDpCVK70/lrH5Kr7+a8bMlb3Erw5SdnY0bbrgBMTExSEhIwOTJk9vNENzQ0ICsrCx07doV0dHRmDp1KsrLyy3KlJaWYsKECejcuTMSEhLw+OOPo6WlxaLMrl27cN111yE8PBxXXXUV1qxZ49kaEgEWQVH3q5lhIiJyBzN1bgZM+fn5yMrKwp49e5Cbm4vm5maMHTsWdWaf3vz587F582asX78e+fn5OHPmDKZMmSI/39raigkTJqCpqQlff/013n33XaxZswaLFi2Sy5SUlGDChAm47bbbcOjQIcybNw+zZ8/Gtm3bvLDKgeP0sncF0sxOcilgEiEhaEaY9BA7fRNZUONvFPkHh+cAIDqgoqJCABD5+flCCCEqKytFWFiYWL9+vVzmu+++EwBEQUGBEEKIzz77TISEhIiysjK5zIoVK4TBYBCNjY1CCCGeeOIJ0b9/f4tl3X333SIzM9Plup08eVIAECdPnvR4/YJdba1x95D+V7UTJ4QARFvnzvI67cQo6Z8PPgh07YiI6BKlHr871Om7qqoKABAfHw8AKCwsRHNzMzIyMuQyffv2Ra9evVBQUAAAKCgowMCBA5GYmCiXyczMRHV1NY4ePSqXMX8PYxnje5B/aOqMwtjsFmEa4ZtNckRE5CqPA6a2tjbMmzcPN910EwYMGAAAKCsrg16vR1xcnEXZxMRElJWVyWXMgyXj88bnHJWprq5GvZ3mk8bGRlRXV8u3mpoaT1ct4ALZDKaW0ZvdZmySizQFTOz0TURErvL4KrmsrCwcOXIEX375pTfr47Hs7Gw888wzga6GVwTyqg7NXlFiDIoiTFOiMMNERESu8ijDNGfOHGzZsgVffPEFevToIT+elJSEpqYmVFZWWpQvLy9HUlKSXMb6qjnjfWdlDAYDIs0yBOYWLlyIqqoq+VZUVOTJqnWIZjpIa5GjJjlmmIiIyAm3AiYhBObMmYMNGzZg586dSE1NtXh+6NChCAsLQ15envxYcXExSktLkZ6eDgBIT0/H4cOHUWE2MmNubi4MBgPS0tLkMubvYSxjfA9bwsPDYTAY5FtMTIw7q+YVmurzozWOmuSYYSIiIifcapLLysrC2rVrsWnTJsTExMh9jmJjYxEZGYnY2FjMmjULCxYsQHx8PAwGA+bOnYv09HSMGDECADB27FikpaXhvvvuw9KlS1FWVoannnoKWVlZCA8PBwA8+uij+NOf/oQnnngCDz30EHbu3ImPPvoIn376qZdXn4KGMYsUbqNJjhkmIiJywq0M04oVK1BVVYVRo0YhOTlZvn344YdymWXLluHOO+/E1KlTccsttyApKQkff/yx/HxoaCi2bNmC0NBQpKen495778X999+PZ599Vi6TmpqKTz/9FLm5uRg8eDBeffVV/PWvf0VmZqYXVpmC0qUsEjt9E6kfuz9QILiVYRIu9AaOiIhATk4OcnJy7Jbp3bs3PvvsM4fvM2rUKBw8eNCd6hHZJ3f65rAC5FvW88IZ1dayqd5bNHtxCika55Kj4ODoKjlmmMiLeDAn0qYODVxJ6hc0qW1HTXLMMBGpStD8bvmY9bh7ZtdikQ3MMAW5oDkbdtQkxwwTkaoEze+Wj/FzdA8zTF7GMx+FstEkx07fRETt8ThmGzNMXsaIXaGMTXLs9E1E5BCPY7Yxw0TBwZhFimSTHBERuY8BEwUH40jftprkmGGiIKHZybWJ/IBNchQcLgVFTSHMMFHwYlMLkeeYYaLgcCkoikmIhHFeZ3b6JiIiVzFgouBwKShqQAQSEy89xE7fRKql5Cu5rOum5LqS6xgwqZgvdkLN7tjGoIhzydll3b9Fc9sAqZ75NhodLU03I4TU1Kik3y5j06exbtb3lcBRUMffANvYh0nFfNEfQbN9HBxdJdfSIt06BffuoNnvnjTD0Taqpu3XfL7BQM0xaOvzUsvnFyjMMFFwkK+SsxEwAWyWIyK/UWLGiZxjwESKSmX7jDEgsjWsgPnz1E5QbB9ERE4wYKLgONuxkWESCIHQ6y2ep/aCYvsgClI8IXJdcHfaoOBhow8TAIjwCOiamhgwEVFQUlPfr0BjhomCg43JdwGzjBOb5IiIVGnJkiXQ6XQWt759+8rPNzQ0ICsrC127dkV0dDSmTp2KcuOAfG5gwETaZ7wKDpZNcgCACI72TaQ2bEYia/3798fZs2fl25dffik/N3/+fGzevBnr169Hfn4+zpw5gylTpri9DDbJkfaZZ4+sm+QiOJ8cBS8lXN7uCTYjkbVOnTohKSmp3eNVVVVYtWoV1q5di9GjRwMAVq9ejX79+mHPnj0YMWKEy8tghom0zzx7ZK9JjhkmCkLs0E9acezYMaSkpOCKK67AjBkzUFpaCgAoLCxEc3MzMjIy5LJ9+/ZFr169UFBQ4NYymGEi7TNmj/R6IMTqHCGco30TESlRTU0Nqqur5fvh4eEIDw9vV2748OFYs2YN+vTpg7Nnz+KZZ57ByJEjceTIEZSVlUGv1yMuLs7iNYmJiSgrK3OrPgyYSPvsXCEHsNM3EZFSpaWlWdxfvHgxlixZ0q7cuHHj5P8HDRqE4cOHo3fv3vjoo48QaeN331MMmEj77FwhB7BJjohIqYqKitC9e3f5vq3ski1xcXG45pprcPz4cdx+++1oampCZWWlRZapvLzcZp8nR9iHiVTFo6tjbEy8a8RO30REyhQTEwODwSDfXA2YamtrceLECSQnJ2Po0KEICwtDXl6e/HxxcTFKS0uRnp7uVn2YYSJV8ejqGLMmuagooLwcSEy89BwzTEREqvb73/8eEydORO/evXHmzBksXrwYoaGhmD59OmJjYzFr1iwsWLAA8fHxMBgMmDt3LtLT0926Qg5gwETBwKxJrq7OLFiCNNK3RRkiIlKVU6dOYfr06Th37hy6deuGm2++GXv27EG3bt0AAMuWLUNISAimTp2KxsZGZGZm4q233nJ7OQyYSPscNsmx07eSmY8TBKhrrCAiV6l1PCylWLduncPnIyIikJOTg5ycnA4th32YSPvsXCVXWwt0jmeGScnMxwniWEHkLUobKZzjYakDAybSjIoK049gRYXZE3aukouOBppCgzPDZH7AUMpBg8hflBygKC2YIxM2yZFmJCTY6RDuoElOfizIMkycWoJImbhvKhczTKR9Dgeu5LACRETkHAMm0j6zJrmoKKnvkozDChARkQsYMJH2WTXJmfdfCI9lp28iInKOARNpn1mTnHVn56qm4Oz0TURE7mHARNrnYC658Dg2yRERkXMMmEgz7F6O6+AquXqw03eg8PJp8ifzYUe43ZEnGDApjPlBxHwH9/eOrcaDmfXYKsZ1WLfG/lVy7PQdOEobC8e6uVZN276Rrf1WjfuyLxiHHeFAqOQpjsOkMNZjcARqPA4tjAUir8OkeuATyJPv1taapiGIiGOnb5KoZZt3NF2MrXVQy3qR8gX7FC4MmEj7jM1tl/owWRxAjrLTN6kLAyAKlGDf9tgkR9pnNXCleVPnT3VskgsUtTcVqb3+ROQeBkxe4K15uWz1oQh0fwq787OZUdKBw2ZdzAKmigogMdHsBRzp2+usvwN7+4f5IKLR0crYfuyxtQ5K64MVaK78Dtj7jbP32+Kr+vlrmaQtbJLzAm+lKZWY7rQ7P5sZJdXbZl3MmuSsD2yR8ZcyTK2tQHMzEBbm8zpqna3vwN72oaRtxxG11DOQXPmMAvk58jukjmKGibTPwVxyFmMzsVmOKGgoKTNO6sAME2mfnYCpthaI6mwWMDU0AAaDHytGRIHCjBO5ixkm0iTzs0dhZ6Tv6Gig7qLO9DgzTEREZAcDJtIk8w65OgcjfQNgx28iInKKARMpXof6GgjhuA+T+ePMMBERkR0MmEjxOnT5dmOj6X8bk+9aPM4ME2kEOzQTeR87fZO2mQdBkZGI0ltOjWJ8HAAzTKQZ7NBM5H3MMJHDgQbVenZqXIfkLpeCoJAQICys3TxcdXUIqk7ftgbvszdIqi+3A3vLVcqAgo4GkfXlPuGtQXD9zd6k4bYeC+Sk4mqj1u1Bq5hhIrcGGlQLeZ1+qAeuhBQU6XS2C0cGz3xy7n7XvtoOXBkQNZAClaFRa2bIfFLrxETbE7MqYVJxtVHr9qBVDJhI2xxcISf/qLNJjqjDeHAnrWOTnJ+orZnLWX2Vmiq2rlf9eftXyEVHX2r+YadvItVT22+sI0r9fQ12DJj8RG0TdTqqr3k/oNpaZa2Teb2FACJhe9BK8/LBnGHyxw+zlg5k5Dl7/Zy8tU2o7TcWsN1XznpiZzWtj9axSY7cprTUu3VHbgAoL5f6UoxBA3YA9sdgAoKq07c1f3yXStteyLts7X/mjE3f1ttBILcJ6zrb6nPlD9w31IUBE6mevR8dIQBsrgd+BjlgiooyBVPApbO5IOr0TeRtajzoq7HOFHhskiOZvfSwq2X9fQm2rbq0W57VPHJ1daZgyXg/mJvklMBWsyCb8aijbG1D5k2BJSXq28bYtymw3A6Ydu/ejYkTJyIlJQU6nQ4bN260eP6BBx6ATqezuN1xxx0WZc6fP48ZM2bAYDAgLi4Os2bNQm1trUWZb7/9FiNHjkRERAR69uyJpUuXur925BbjWZfVV+GwrLObP9LcDvsuOJlHLiEB7PQdYLb6ayipPwqDN3WytQ0lJJh+3664QvobqOY4T7BvU2C5HTDV1dVh8ODByMnJsVvmjjvuwNmzZ+XbBx98YPH8jBkzcPToUeTm5mLLli3YvXs3HnnkEfn56upqjB07Fr1790ZhYSFefvllLFmyBG+//ba71SUPKOlg1WFW88jZ/MFhhokc0NT+QAw6yGNu92EaN24cxo0b57BMeHg4kpKSbD733XffYevWrdi/fz+uv/56AMCbb76J8ePH45VXXkFKSgref/99NDU14Z133oFer0f//v1x6NAhvPbaaxaBFZFT9e2vkrO+yi8qiDt9EwWTdvs+gyVyg0/6MO3atQsJCQno06cPHnvsMZw7d05+rqCgAHFxcXKwBAAZGRkICQnB3r175TK33HIL9Hq9XCYzMxPFxcW4cOGCzWU2NjaiurpavtXU1Phi1UhtrJrkbF7Rw07fREGB2ULqCK8HTHfccQfee+895OXl4aWXXkJ+fj7GjRuH1tZWAEBZWRkSEhIsXtOpUyfEx8ejrKxMLpNo3jMXkO8by1jLzs5GbGysfEtLS/P2qpEa1dsfuBJgp28iIoB99Vzh9YBp2rRp+NnPfoaBAwdi8uTJ2LJlC/bv349du3Z5e1EWFi5ciKqqKvlWVFTk0+W5wtEGqOarHVS1Y9m4Sq4ddvoOataTxSphmw70Phbo5ZP/MfvmnM/HYbriiitw2WWX4fjx4xgzZgySkpJQYTUdeUtLC86fPy/3e0pKSkJ5eblFGeN9e32jwsPDER4eLt+vrq725mp4xNFYH2oeB0RVdbdqkktIsByHyfw5ZpiCkxInAg70Phbo5RMpkc/HYTp16hTOnTuH5ORkAEB6ejoqKytRWFgol9m5cyfa2towfPhwuczu3bvR3Nwsl8nNzUWfPn3QpUsXX1eZtMSqSc56HKaoKDDDRERETrkdMNXW1uLQoUM4dOgQAKCkpASHDh1CaWkpamtr8fjjj2PPnj34z3/+g7y8PEyaNAlXXXUVMjMzAQD9+vXDHXfcgYcffhj79u3DV199hTlz5mDatGlISUkBANxzzz3Q6/WYNWsWjh49ig8//BBvvPEGFixY4L01p+DgpA9TRQWYYSIi0ogXX3wROp0O8+bNkx9raGhAVlYWunbtiujoaEydOrVdK5Yr3A6YDhw4gCFDhmDIkCEAgAULFmDIkCFYtGgRQkND8e233+JnP/sZrrnmGsyaNQtDhw7Fv/71L4vmsvfffx99+/bFmDFjMH78eNx8880WYyzFxsZi+/btKCkpwdChQ/G73/0OixYt4pAC5D5j1oiT7xIRadr+/fvx5z//GYMGDbJ4fP78+di8eTPWr1+P/Px8nDlzBlOmTHH7/d3uwzRq1CgIB43b27Ztc/oe8fHxWLt2rcMygwYNwr/+9S93q6doti5p51ggPnYpCHowKxJrsto/XVcHNsm5iWPZEJHS1NbWYsaMGfjLX/6C559/Xn68qqoKq1atwtq1azF69GgAwOrVq9GvXz/s2bMHI0aMcHkZnEvOj2xNJ8KDjY9dCphWfxBpc9oXZpjcx6tpiMgfampqLMZXbGxstFs2KysLEyZMQEZGhsXjhYWFaG5utni8b9++6NWrFwoKCtyqDwMm0pR2l0PbGOm7HWaYiIgUJy0tzWJ8xezsbJvl1q1bh2+++cbm82VlZdDr9YiLi7N4PDEx0e64jvb4fFgBIn9qdzm0k8l3LZ6rr5derNP5rH5EROSaoqIidO/eXb5v3hfa6OTJk/jtb3+L3NxcRDg6MfYCZpgCxHrgykAPEKeVgeqsP9fvD0kZpgsNkdDp2vchs+jDJATQ1OTfCpPHXNmHzMuUlJj+txoKLuCsB880vymtroGmlt8qW/VUS92VIiYmBgaDQb7ZCpgKCwtRUVGB6667Dp06dUKnTp2Qn5+P5cuXo1OnTkhMTERTUxMqKystXldeXm53XEd7mGEKEKUNDKe0+niq3Xr0rgdKgS7JERDCyVxygJSRsrFTkvK4ss1al1HqNq7EwTOVSi2/VbbqqZa6q8mYMWNw+PBhi8cefPBB9O3bF08++SR69uyJsLAw5OXlYerUqQCA4uJilJaWIj093a1lMWDyM15h5GdOmuSiogDo9dIpnxBSs1xsrP/qR0REHouJicGAAQMsHouKikLXrl3lx2fNmoUFCxYgPj4eBoMBc+fORXp6ultXyAEMmPzO/AzDmJ41xyDKy5wMXAlA+hIiIqSy7PhNRKQpy5YtQ0hICKZOnYrGxkZkZmbirbfecvt9GDAFENOzfuDKVXKAFFDV13NoAZVhxjb4qOU7V0I9g3Xsv127dlncj4iIQE5ODnJycjr0vgyYSLtaWqQb4LhJDjAFVAyYVIUnHcFHLd+5EuqphDpoCa+SI82qO2dqXqtrsx0wyVeqGAMqNsmRn5lfOWV+tRyvoiJSFmaYSLOiQkzZoqiutpvk2gVMzDCRn6nlSj6iYMcME2mXMVuk1wMhtjf1hIRL/3C0b5dxLBkiCkbMMJF2uXCFXF0d55NzF/tFEFEwYoaJtMvVK+TMyzDDRERENjBgIu1yYR459mEiomDApvSOY8AUILbmwVLihmxdT6XUz6Wd34UmOXlYAQZMQYcHEAoWShgTSgvYhylA1NIPRKn1dKleNprk7B4Y2SQXdJS6bZvz14HO5hyLPl4m+Y8atnU1YMBE2mWjSc7ujz8zTKRA/jrQ8YBK5Byb5Ei7XJlHzogZJiIicoABkwKwL4WPuHOVHDNMRETkAAMmBTCmw4VgfwFvMAagWbOlbNH6TyPtBqLy45xLLijxZIWIXMWAiTTHGIDmvCwFP3fdF+k8EOVcckGJJyvUUWoNutVa70BiwESa1VQlBUxv/y3C+Q8Cm+Rcxh9aIhO1Bt1qrXcgMWAilyntQOlsjCh9m5QteuQ3LmSY2OnbZfyhJaJgxIBJIZQWjKiB+YHb5sHbxlVy1p8tB64kIm/gb7j2cRwmhVDDOChqqKMFGwGT3YwIO30TUQeo7veR3MYME2mXJ8MKsEmOiIhsYMBE2sXJd4mIyEsYMJF2uTP5Ljt9ExGRAwyYSLs40jcREXkJAybSLnea5JhhIiIfUNLVcxUVjodiIcd4lRxplzuT7zLD5JG6OiA6Wvq/tpbjMhFZU9LVcwkJyqmLGjFgIu1yoUkuIeHSP+ZXyQkhnX6RU0o6GBAR+RKb5HxESWlYexzVUQ31d8qFJrmKikv/mAdVjY2+qxORCjkbVT9YWH8O5p+F0j4j6+Y3W/XSxO+8HzHD5CNqOPN2VEc11N8pOwNXlpcDiYmm+9ZlUF/vWkdxoiChid8DL1DTb6YrzW9Kq7PSMcPkRYzWFcZGk1xdnSlYMt4HAHTqBIRc2h3Y8ZuIiKwww+RFjNYVxoUmOTnDpNNJ5erq2PGbiIjaYYaJtEkI966SMy/HgImIiKwwYCJtMu+47aA/kkXTKcdiIiIiOxgwkTaZBz0OMkzysALm5ZhhIiI3sQ+r9jFgIm0yBj0hIUBYmN1i8rACADNMKsKDU3BS8vdu7MNq7Meq1HqS59jpm7TJ/Ao5VwehZIZJNXiBRXBSy/eulnqSe5hhIm1y4Qo5wGoqD2OGiQETERFZYcBE2uTuFXLmZdkkR0REVhgwEQDHQ/77e/leWa4L88gZlytjk5xTSu5DYqSGOhKR+jBgIgCWHRaNN3/OPG++fK8s18UmOQvs9O2U178nH1BDHYnIe1asWIFBgwbBYDDAYDAgPT0dn3/+ufx8Q0MDsrKy0LVrV0RHR2Pq1KkoLy93ezkMmEibXGySszigMsNERKQ6PXr0wIsvvojCwkIcOHAAo0ePxqRJk3D06FEAwPz587F582asX78e+fn5OHPmDKZMmeL2cniVHGmTnSY5h000zDAREanOxIkTLe7/8Y9/xIoVK7Bnzx706NEDq1atwtq1azF69GgAwOrVq9GvXz/s2bMHI0aMcHk5zDCRNtlpknPYRMMMEwUx9v0ipampqUF1dbV8azSfwcGO1tZWrFu3DnV1dUhPT0dhYSGam5uRkZEhl+nbty969eqFgoICt+rDgEmj1PjjZ6vjuU5nNbikq+w0yTn8LBgwqZIat3VAefVm3y9SmrS0NMTGxsq37Oxsu2UPHz6M6OhohIeH49FHH8WGDRuQlpaGsrIy6PV6xMXFWZRPTExEWVmZW/Vhk5xGqXHgNK/W2U7A5PBAwCY5VVLjtg6ot95E/lJUVITu3bvL98PDw+2W7dOnDw4dOoSqqir84x//wMyZM5Gfn+/V+jBgIm1ycVgBC8wwEREpRkxMDAwGg0tl9Xo9rrrqKgDA0KFDsX//frzxxhu4++670dTUhMrKSossU3l5OZKSktyqD5vkSJs4rAARUdBqa2tDY2Mjhg4dirCwMOTl5cnPFRcXo7S0FOnp6W69JzNMpE0dGembGSYiItVYuHAhxo0bh169eqGmpgZr167Frl27sG3bNsTGxmLWrFlYsGAB4uPjYTAYMHfuXKSnp7t1hRzAgIm0iiN9a1JdHRAdLf1fW8vOyUQEVFRU4P7778fZs2cRGxuLQYMGYdu2bbj99tsBAMuWLUNISAimTp2KxsZGZGZm4q233nJ7OQyYSJs6Mvkum+QUix2l/YOBKanJqlWrHD4fERGBnJwc5OTkdGg5bvdh2r17NyZOnIiUlBTodDps3LjR4nkhBBYtWoTk5GRERkYiIyMDx44dsyhz/vx5zJgxAwaDAXFxcZg1axZqa2stynz77bcYOXIkIiIi0LNnTyxdutT9taPg5WKTHDNMRO0pdYgBpQ3FYIsa6kiecTtgqqurw+DBg+1GakuXLsXy5cuxcuVK7N27F1FRUcjMzESD2Vn7jBkzcPToUeTm5mLLli3YvXs3HnnkEfn56upqjB07Fr1790ZhYSFefvllLFmyBG+//bYHq0hBycUmOWaYiNRDqYGcOTXUkTzjdpPcuHHjMG7cOJvPCSHw+uuv46mnnsKkSZMAAO+99x4SExOxceNGTJs2Dd999x22bt2K/fv34/rrrwcAvPnmmxg/fjxeeeUVpKSk4P3330dTUxPeeecd6PV69O/fH4cOHcJrr71mEVgR2eXJVXLMMBERkR1eHVagpKQEZWVlFkOQx8bGYvjw4fIQ5AUFBYiLi5ODJQDIyMhASEgI9u7dK5e55ZZboNfr5TKZmZkoLi7GhQsXbC67sbHRYgj1mpoab66apmkyhezJVXLGDBMDJiIisuLVgMk4zHhiYqLF4+ZDkJeVlSEhIcHi+U6dOiE+Pt6ijK33MF+GtezsbIsh1NPS0jq+QkFCkylkO01yUVFAebmd1xiDKw03yWkyOCYi8gPNDFy5cOFCVFVVybeioqJAV6lDeGDrIAdNcuZBoUWAGARNcpoMjomI/MCrAZNxmPFyq1N48yHIk5KSUGE1m2pLSwvOnz9vUcbWe5gvw1p4eDgMBoN8i4mJ6fgKBRAPbB3kYPJd4+XSxvsyYzaqqQloa/Nt/YiISFW8GjClpqYiKSnJYgjy6upq7N27Vx6CPD09HZWVlSgsLJTL7Ny5E21tbRg+fLhcZvfu3WhubpbL5Obmok+fPujSpYs3q0xa1ZG55ADNNMuZZyrNb8xaEmkHWyT8w+2Aqba2FocOHcKhQ4cASB29Dx06hNLSUuh0OsybNw/PP/88PvnkExw+fBj3338/UlJSMHnyZABAv379cMcdd+Dhhx/Gvn378NVXX2HOnDmYNm0aUlJSAAD33HMP9Ho9Zs2ahaNHj+LDDz/EG2+8gQULFnhtxUnjOjJwpfnrVc48U2l+Y9aSeJDVDrZI+IfbwwocOHAAt912m3zfGMTMnDkTa9aswRNPPIG6ujo88sgjqKysxM0334ytW7ciwuxg9P7772POnDkYM2aMPFz58uXL5edjY2Oxfft2ZGVlYejQobjsssuwaNEiDilArrPTJBcVJY1cbN4sJ+vUSbq1tGi6HxMRwFHTidylE0Kbu8ypU6fQs2dPnDx5Ej169Ah0dcjfwsKkwOfkScDq+3c47YPBANTUAMeOAVdd5b/6kuqoffoQ6/oD6l4f0g6lHr85lxw5pMqDQkuLdAPcG4cJkJrlamo00yRHvqP2DI2t+qt5fYh8jQETOaTKg4J5sGNnWAG76xQEQwuQd6nypIKI3KaZcZiIZObBjo2r5CoqTJ1drUa44Hxy5DZ2uCUKDgyYSHuMwY5eD4S038TtDlwJMMNEREQ2MWAiVbIeX8jismgH88g5HLjS/DUaCJg4BlPHWF927+gyfIfbI6mas+EXODxD8GAfJlIlh/2QHAxaaZxLzmqqQhMNNcmpsv+ZgrjTKZqftXY5+27d+e7NT9jMf4fY900dGDCR9rg4aKVNGsowEZGyWAdXDLLVhU1ypD1OmuTMs0vtzuo0lGEiIiLvYcBE2uOkSc7hFCHMMJHGsc8NkWcYMJH2OGiSc9o5lwETaRyHQSDyDPswkfY4aJJz2kGTTXJERGQDM0ykPQ4CJsBJkwQzTEREZAMDJtIeB32YnGKGiYiIbGDARNrDYQWIXMZO4ESuYR8m0h4XmuTM/7fo+MoMEwUZDrpJ5BpmmEjVbJ4dO2iSsx6HqR1mmMhDDid1JlIAZhM7hhkmUjWbZ8cuNsnZnI6AARN5KCGBmRpSNmYTO4YZJtIeJ8MK1NZK/0dH2zjLYpOc3/BsVznUMHkwtxcKNGaYSNHMJ6s0cjpRZUeukmOGyW94tqscavgu1FBH0jYGTKRoHv1IduQqOWaYiIjIBjbJkfY4mXzXPGPVrnMuM0xE5CF2/Nc2ZphI1cwDILmpzoXJd+1iwEREHmLHf21jhkkB2JnRczYnEu3I5LtskiMiIhsYMCkAZw/vOPNAqLXO8VVy5eWWr7PADBN5gCc9RNrHgIk0wTzoDG10feBKZpjIG7Rw0qOGoQWIAokBk0r4+wxW1WfMblwlZ3fgyuZmoLXVu/UizVDq/uFK0GOv7kpaD3co9bvwN+vvnp+J9zFgUgl/n8Gq+ozZyVxy5uwGTObvQ2RFqfuHeb3s1c1e3Y0dlpW2XrYCAfMgQKnfhTl/B3Xm3Q5cwaDTNQyY3MS0tQq4MXBlu0t/zV/DZjmZ0n5QuR8Glj8/f+sgsLZWujJWTd+9P4I682WYB7+uLE8NQacj2dnZuOGGGxATE4OEhARMnjwZxcXFFmUaGhqQlZWFrl27Ijo6GlOnTkW5m5ElAyY3uXIGRwHWkSa5kBBAr5f+D4IMk6uBkNJ+UIN1P1RK4BrIz9/WspXyuVBg5OfnIysrC3v27EFubi6am5sxduxY1JltDPPnz8fmzZuxfv165Ofn48yZM5gyZYpby+E4TKQtQrjVJGdTRATQ1BQUGSZON6Eu/L5s4+cS3LZu3Wpxf82aNUhISEBhYSFuueUWVFVVYdWqVVi7di1Gjx4NAFi9ejX69euHPXv2YMSIES4thxkm0pbGRtP/nswlB3BoASIiBaipqUF1dbV8azT/fXegqqoKABAfHw8AKCwsRHNzMzIyMuQyffv2Ra9evVBQUOByfRgwkbaYZ4VcyDDZTN9zaAEiooBLS0tDbGysfMvOznb6mra2NsybNw833XQTBgwYAAAoKyuDXq9HXFycRdnExESUlZW5XB82yWmAzelBHDyuacasUEgIEBbmtLjNz4QZJkULyu2aKAgVFRWhe/fu8v3w8HCnr8nKysKRI0fw5Zdfer0+DJg0wF77fVC265tfIafTOS3OgEl9gnK7JgpCMTExMBgMLpefM2cOtmzZgt27d6NHjx7y40lJSWhqakJlZaVFlqm8vBxJSUkuvz+b5DTO2RgmmuPkCjnrdWeTnHNKuwJJ60MKKO3zVqKg+10jh4QQmDNnDjZs2ICdO3ciNTXV4vmhQ4ciLCwMeXl58mPFxcUoLS1Fenq6y8thhknjgu5s3MkVctYZJWaYnFPaNqS0+nib1tfPG/gZkbmsrCysXbsWmzZtQkxMjNwvKTY2FpGRkYiNjcWsWbOwYMECxMfHw2AwYO7cuUhPT3f5CjmAARNpjZtDCtTV2QiamGFSPPZjIiKjFStWAABGjRpl8fjq1avxwAMPAACWLVuGkJAQTJ06FY2NjcjMzMRbb73l1nIYMJG2uDHKt13MMCmedYaBARRR8BIupBsjIiKQk5ODnJwcj5fDgIm0xY1Rvu1iwKQ6bKIhIl9jp2/Slo6O8g2wSY6IiNphwESK5dHVQmySI/IJXr3nGD8f7WOTHCmWR80sTprkoqJMs50b77fDDBNRO2z2dIyfj/Yxw0Ta4qRJzrxzsPF+O8wwEckqKkyZk4qKQNdGeZhZCh7MMJG2sEmOyKsSEpg5cYSZpeDBDBNpizeuktN4k5zWzoi1tj5kH79rCiQGTKQtHgxc2Y7GM0zGM2IhvDteUaAOZr5aH1/gAd8zxs8tOlrqg6iG75q0h01ypC1uNsklJNh4UOMZJl9h04Rz/Iw8w8+NlIAZJtIWDlxJREQ+wICJtMWFyXfLy033HTbJMcNERESXMGAibfHGVXLG1zLDRERElzBgIm1x0iRXVwckJjp5DzbJERGRFQZMpC2cS46IiHyAARNpCweuJCIiH2DARNrCgSuJiMgHGDCRtnijSY4ZJiIissKASeOsRxY2v6/J0YbdbJJzOKxAayvQ3OydehF5mb9HDeco5RTsvB4wLVmyBDqdzuLWt29f+fmGhgZkZWWha9euiI6OxtSpU1FuPjAOgNLSUkyYMAGdO3dGQkICHn/8cbS0tHi7qkHBetoI8/tqmF7A7R9pJ01y1uMw2Vx/82CLzXKkUP6eEkZNU9AQ+YJPpkbp378/duzYYVpIJ9Ni5s+fj08//RTr169HbGws5syZgylTpuCrr74CALS2tmLChAlISkrC119/jbNnz+L+++9HWFgYXnjhBV9UlxTM7SkRvHmVnPH9YmI8fy8iItIEnwRMnTp1QlJSUrvHq6qqsGrVKqxduxajR48GAKxevRr9+vXDnj17MGLECGzfvh1FRUXYsWMHEhMTce211+K5557Dk08+iSVLlkCv1/uiyqQV3rhKTqcDwsOBxkZmmIiICICP+jAdO3YMKSkpuOKKKzBjxgyUlpYCAAoLC9Hc3IyMjAy5bN++fdGrVy8UFBQAAAoKCjBw4EAkmo0umJmZierqahw9etTuMhsbG1FdXS3fampqfLFqqhQ0fQ9aWqQb0LEMk/nr2fFbVYJmWyciv/N6wDR8+HCsWbMGW7duxYoVK1BSUoKRI0eipqYGZWVl0Ov1iIuLs3hNYmIiysrKAABlZWUWwZLxeeNz9mRnZyM2Nla+paWleXfFVCxo+h6YZ4NcHOnb7kGVAZMqBc22ThYYKJM/eD1gGjduHO666y4MGjQImZmZ+Oyzz1BZWYmPPvrI24uysHDhQlRVVcm3oqIiry+DO6XCmQc3dprkrL83uwdVjsWkeGq+AlSpvyVq+QwrKtrXk4Gy/yh1+/U1nw8rEBcXh2uuuQbHjx9HUlISmpqaUFlZaVGmvLxc7vOUlJTU7qo5431b/aKMwsPDYTAY5FuMDzrq8uxV4YwBk14PhNjetK2/N2aY1MvR/lhbq+x9VKm/JWq5ijYhwbKeCQmBrlFwUer262s+D5hqa2tx4sQJJCcnY+jQoQgLC0NeXp78fHFxMUpLS5Geng4ASE9Px+HDh1FRUSGXyc3NhcFgYDObCgT0zMMbo3wbMcOkOsH6I05E/uH1q+R+//vfY+LEiejduzfOnDmDxYsXIzQ0FNOnT0dsbCxmzZqFBQsWID4+HgaDAXPnzkV6ejpGjBgBABg7dizS0tJw3333YenSpSgrK8NTTz2FrKwshIeHe7u65GVuDwPgTR4MKWD3wMoMExERmfF6wHTq1ClMnz4d586dQ7du3XDzzTdjz5496NatGwBg2bJlCAkJwdSpU9HY2IjMzEy89dZb8utDQ0OxZcsWPPbYY0hPT0dUVBRmzpyJZ5991ttVJa3xxpACRsaAiRkmIiKCDwKmdevWOXw+IiICOTk5yMnJsVumd+/e+Oyzz7xdNdI6D5rk7DYbGoMuZpiIiAicS460xIUmOZevkmOTHBERmWHARNrhQpOcy1fJsdM3UcAF6+XrpEwMmFRC7T8cfqm/WZOc9Tgtbi+XGSbVUfs+4k/OxrBSymfozpWPahlDitTLJ3PJkfcF9OozL/BL/c2a5IzjtFjjwJXaUlcHREdL/1sN30YO2Nof1fz7Aqj/N5KUjwETaYcvrpJjhknRrA+SPGASka+wSY58zm9NJd68So4BkyootSmJyJram4zVXn9vYMDkgUC0lds6MNhathI2auu6Rkebmkuio31Tr7o64OnHpeDmz3+LtLv+Li+bTXIWlBqYWE/lYcwwKa2eRrb61plNahC0HP1u2fvt68jn5q/fSfPv29h0DEj/K23bdIYj6bNJziOBaCt3dZlKaMe3Vwdf1isqCnhuYT2QDfzqNxH41Rv2yzm6L2OGyYIStitXKbmu9vrWBTtH35kvvk9/bSP8vrWFGSbSDhea5GydvdrEDBMFMSVkqolctXv3bkycOBEpKSnQ6XTYuHGjxfNCCCxatAjJycmIjIxERkYGjh075vZyGDCRdrgwcKXLqWRmmCiIsfmF1KSurg6DBw+2O4PI0qVLsXz5cqxcuRJ79+5FVFQUMjMz0eDmCTGb5Eg7PLhKjk1yRETqNm7cOIwbN87mc0IIvP7663jqqacwadIkAMB7772HxMREbNy4EdOmTXN5OcwwkXb4Yi45NskREQVETU0Nqqur5VtjY6Pb71FSUoKysjJkZGTIj8XGxmL48OEoKChw670YMJF2cC450hj2JXKd9RWI/LzULy0tDbGxsfItOzvb7fcoKysDACQmJlo8npiYKD/nKjbJkXZ4MJecXcwwkQIo+Yo/peEVadpTVFSE7t27y/fDw8MDWBtmmEhLPGiSs4sZJpuY8fA9fsbuM//MzDNN/PzULSYmBgaDQb55EjAlJSUBAMqt5k4qLy+Xn3MVAybSDhea5Kw5HembGSYLvHrK9wL9GasxYDP/zIyZJqVvo0qfLNjVwUSVVm9rqampSEpKQl5envxYdXU19u7di/T0dLfei01yKmc++WhtrbJ/IHzOhSY5tyffZYZJFbgfeA+bATvOelJoY/cZ821T6Z+zvwcT7Yja2locP35cvl9SUoJDhw4hPj4evXr1wrx58/D888/j6quvRmpqKp5++mmkpKRg8uTJbi2HAZPKKW3DDSgXmuSsD6QuzSUnhHQqRYrF/YCUhJNC+9eBAwdw2223yfcXLFgAAJg5cybWrFmDJ554AnV1dXjkkUdQWVmJm2++GVu3bkWEmxO1M2Ai7fCgSc4u444kBNDcDOj1HX9PIiIVU2omd9SoURAOolKdTodnn30Wzz77bIeWw4CJtMMXA1ca35cBExEFuWDP5LLTN3mVvZnF/dIx0IO55OzS603NcOz4bUGpnVXtbXtKqiMREODfSfIYM0zkU35L2wrh3bnkdDopU1Vfz47fVpR6lqnUehFZU+O2qtTmOH9ihknhbJ2J2DsLUcKlnsYfgtpa6X50tJ/OpMyHzHejSc5hPTgWk0xJWSVn27k7+4wSWNe3pMRyTCFy0+nTwNGjga6FU2rLMgV6uAslYIZJ4dw5E1HSWYvf62Ie1LjR6dvhjs/RvmVq2raUVFdX2KqvmuqvKK2twMiRUtBUVARceWWga2SX2rZTYoaJtMIY1ISEAGFh3nlPZpiI1OWLL6QUXVMT8PHHga4NaQwDJtIG8/5L3hoziRkmInVZu9b0/6ZNgasHaRIDJtIGD4YUANiHiUgzGhqAf/7TdP/rr9kJjLyKARNpg4cT7zrsw8SAiUg9Pv8cqK4GevQArrtO6iC0ZUuga0UawoBJQbx5lZsSrpjzKxdH+bY1iaRdbJILKOuriLSULNDalX7+ZPezMTbHTZ8OGOcI27gxQLUkLeJVcgrizasmgu4KDBeb5KwzSswwKZeWt2GtXennT+afjXFsoOToalSFb4YOAO65BwgNBRYtAnJzpULBeh08eRUzTKQNHjbJOcQMk2oFXYY1SBmDp+o1G6BrbAT69QMGDwYGDABSU6V9Nzc30NUkjWDARNrgYZOcQ8wwqZaSB9lT24CFqmDeHGf8QCdNkh7buJEBNHkFAyaNCPofBA+vknPIGDAxw0ReZB7Mmd+UFthZU9Jo7xbKy4EdO6T/p083PW7sx7RlC6LCW+QZCIyzDyim/qQaDJg0Qsln1H7hYpOcW5+NMfhihomoXaCnmN+Z9euBtjZg2DDgqqtMj990ExAfD5w7Jw0xAHX9Tgb9SbACMWAibWCTnM8pNsNAwc3YHHfPPRbbaMX5Tnj3/J0AgOb1G+XiaglE1BTcBQsGTKQNHl4l5xA7fVtQbIaBgtcPPwAFBdKUSL/8pcU2mpAAzPyn1I8p7LNN8qV1DETIUwyYSBt8cZUcM0xEyrZunfT3ttuA5OT2z2dmSic+P/wAHD3q37qR5jBgIm1wsUnOmktTozDDRB0lBPDmm8Df/hbomrhN0U2xZs1xNkVFARkZ0v8cxNKpior2g8WqpQnTHxgwqZUQQGtroGvhkF93NF9cJcdO3w5xNGo3bNgA/OY3wP33A198EejauEWxTbGHD0tZI70emDLFfjnj8AKcjNephATL7zohgU2Y5hgwqZEQwF13Ad26Ad99F+ja2OXXHY1zyfmdrcvjg/0H1ab6euB3vzPdnzWLkaU3GLNLEyYAcXH2y02cKEXzBw4Ap075pWqkTQyY1GjDBmlW7gsXgHnz5M6M1ulUpZ/xezUD5YsmOXb6Jm949VXgP/8BuncHevUCSkqAhQsDXSt1a2sDPvhA+t9ec5xRYiKQni79/8kn8sNsavJMMH9uDJjU5uJFYP580/3t24HPP0ddnfS7AEiDs6nhjN+rGSgPm+SYYSKfOnUKyM6W/n/5ZeAvf5H+f/NN4F//Cly9XHX8OPD994GuRXsFBcCPPwIxMVKGyZlLzXItH2+SD/aAOn4n/aq0FKiudlgkmJvoGDCpTXa2tFH37g38+tfSYwsWIErfHLQbMQDOJUfK9MQT0knOzTcD06YBY8dKTXIA8NBD0nNKlZ8P9O8PDBwoBShKYmyO+/nPXdvnL4363Wn3FxCVVcH7O+lIXR1w553ADTcA//53oGujSAyY1OT4cWDpUun/ZcuAF16Q+jEVFwMrVgS2bghwJ2BfXiXHDBN54l//kpqNdDpg+XJTWuPVV4EePaT9+amnAltHe44elYKMpiagpUUK9s6fD3StJM3N0ujegPPmOKNrrgH69pVe+/nnvqubWgkBPPyw1JG+qkqaP4baYcCkJvPnSz9gY8dKP2axscBzz0nPLVkiTQEQQAHtBOxik5x1gMQmOfKJ1lbpqjgAmD0bGDLE9FxsLPD229L/r78uT9uhGGfOAOPGAZWVUt+fq66SstoPPij3lwyovDzgv/+VThbHjHH9dbxazr7ly6XgvlMnKRhNSQl0jRSJAZNabNki3cLCLM9WZ88GBg2SOoAvWRLQKjolhO+CD1/OJccmOcmpU8AvfiHdGEQ6tmoVcOiQFBz98Y/tnx83DnjgAWmfePBB5Xye1dXA+PHAyZNSVmbzZuCjj6RL9z/5RArwAs3YHHf33dIB3lXGyXg/+0w68STJ7t2mqzhffRUYOTKw9VEwBkxq0NAgXQ0HSFmmPn1Mz4WGSs1zgNQsV1Tk9+q55OhR4MYbIbp0wS90//B+kx2b5Hxr40Zg8GDp6sx//hN47DFlZBuU6MIF4H//V/r/mWekTIgtr70mjU79738Dixf7r372NDdLwfD//Z80AM/WrUDXrlJ2zPgb8+STwL59gavjxYvSVcIAMH26e68dNgxISpKCwvx879dNjU6fBn75Sykjes89wNy5ga6RojFgUoNXXwVOnJDSpE8/3f750aOldHNrq+V4L0rQ1CQ1Gw4ZAuzZA11jI/6hnwGRt9O7TXa+HLiyoSF4g4OLF4FHH5U6154/L3UCDgkB3n0XWLky0LVTpmeeAX76CUhLM12YYUuXLsCf/yz9/+qrwN69/qmfLcY+LLm50k756adAaqrp+ccek4Kp5mYps1NZGZh6btkiXQZ8+eWmoQJcFRIijckEKG/U7127gDfe8G/mq6lJ+k7Ly6VWirffNrVckG1Co06ePCkAiJMnTwa6Kh3zn/8IERkpdQn64AOLp2prTb2F6g79W4iwMOnOZ58FqLJWDhwQYtAgUyUnThRi8mTp/+hoIQoLvbesbt2k9/32W4fFzD8zQIjycgeFq6pMBevrvVdXtfi//xMiLc30GTz+uBCNjUK8/LJ0PyxMiK++CnQtleXoUSFCQ6XPZ/t2m0XMt8HaWiHEvfdKd/r1C9x29vTTUh1CQ4X49FPbZSorhbjiCqncz38uRFubf+sohBCTJknLX7jQs9dv2SK9vkePwNTfWlubEC++KIROJ9Vr/HghLl70z7J//WtpmXFxQhw/7p9lukipx28GTEo3daq0Ud96q/Md/He/k8r27StEU5NfqmfTxYtCPPmk6cBx2WVCrF0r1b+hQYjbbpMeT0gQ4tgx7ywzJkZ6Tyfv51bA1NRkKnjhgnfqqQZtbUIsXy5EeLi07klJlgf/tjYh7rpLei45WYizZwNXV3suXpQC8nfflQK9l17yfTDS1iZERob0uUya5Prrzp0TIjFRet0f/uCz6tn19tum7fzttx2X3b9ftF06MZuD5VLA5y/nzwuh10v1PHzYZpF2wai1+nohoqKkAgcO+La+ztTXCzFjhqnCxt/L0aNFbXmt4/XoqDVrpDfX6ewHyAGk1OM3AyYl277dtCM5yZwIIaQzQGOm5Y03fF8/W/71LyGuucb0IzBtmhAVFZZlqqqEGDJEej41VYgzZzq+3E6dpPc7dcphMeuA6YcfHBRuaxMiJEQq6I06qkFFhRATJpg+oAkT2n9/QghRXW3KPo0cGbgAvalJiCNHhFi3ToinnpIymFdfbTpjN79df70QP/7ou7ps2CAtR693/4zd+NqQECH27fNF7WzbssV0oH76addes3y5aT337/dt/cz99a/ScgcO7Nj7GE9Cn3rKO/XyxOnTQgwbZvp9f+stIXbtkjLvgBA33ST9TvpCYaEQERHScpYs8c0yOkipx28GTErV2ChligAhfvtb11+3cqX0mi5dhPjpJ59Vr53qaiHmzDEdqJKThdi0yX75sjIhrrxSKjt4sBTseaq52XRQdLLObmWYhDCdjZ444Xn91GL7dimbBEjZpeXLHWc1v//elNlzZxvtiLY2qRnwoYeEGDDA1Axt69a1qxCjRgnx6KPS/8Zs544d3q9Xfb0U/HekuWjaNOn1/ftLmVhf279fiM6dpWXOnOl6E1VbmxBTpkivu+KKju277hg9WlrmCy907H3ee887gZen9u0TIiVFqkN8vBA7d5qeKygQIjZWeu6GG6Tsozf99JMQvXtL73/nnUK0tnr3/b1EqcdvBkzuKigQ4p57fN8MYewnkpDgXnNQc7P0QwAIMXeuz6pnYds2IXr1Mh2oZs1yrc4nTpiaIm691fMmk5oas85cdQ6Luh0wGQ+0R496Vjc1aGwU4ve/N30oaWlS/yVXGDMjgBDvv++7OtbUSCcD5n3ijLfoaCFGjBBi9mwhXn9dCojKyiwDgJISIa67zpTFWbrUu31Y/vhH6b1TUqS6euK//zVliH2d/ThxQvptAYS4/Xb3M4QXLghx+eXS63/xC9/3Bzp92nQy5jAt7IJz50xZNX+fCK1da8rupKXZzkQWFpp+dwYNcuFHykUtLUKMHSu975VXKrqbAQMmP/PJB97WZvrRjY2V0qgtLd57f6PTp02p2dWr3X/9jh2mVG9RkderJzt1Soj77zcduC6/XIjcXPfe4+BBIQwGU0dSTz7PigpTHZycMbkdMPXooYz+Dr7y9dembRqQsjFOgs52/ud/pNdGRroeaLnqyBEhsrJMmSxAOuA8+KAQmzdLF0W4erC+eFGIBx4wvc9dd3ke3Jg7dcqUifzb3zr2XuvXm/Zdb14UYe6nn0zN5tde63nTz969pgxfTo5362jttdek5dx4Y4fexrj/5+FSP8rXXvNSBZ1obTXtJ8bsjqPP/cgR08lk377SMaGjjMvv3Nn7+6mXMWDyM5994AcOSH0hjBv+sGFCfPONd5dh7AiYnu55yvRnP5PeY9w479ZNCGlH/5//MV29p9NJ2SxPDz5ffGHqzPnww+6frf74o6lPhRNuB0xXXy0V/PJL9+qkdMeOSZkB4wcRHy9lizxhfeZ6/nzH6tbYKF0Resstll/W1VdLB7iONFO0tUknOsYDfVqaEMXFHauv+f7qjUyLsUP9wIHev3qpuFiqJyBlhTt6IDYGMnq9938Hzd1wg7ScP/3JO+/3+uumzLavVVebfo8B6YIYV04Mi4tNJ2xXXimdHHjKPBO8dq3n7+MnDJj8zKcfeEuLtOMaMyMhIULMmyftGB2Vn28KQjpyhvlvHwwz0NQkrbex2QCQOifu2dPx9/7HP0wpd3ebI4qLTVk/J9wOmIzNm+5mzpTqv/+VgltjJ/mQEKkJtaOd2n/6ydREM368Z4H+jz9KgbixqciYaZkyRfr8vdnf4quvpH52gLQfO+pv5+x9jPurtzpAl5dLfa2M7ztlihSwexqMtbVJHYp/9jPTPhYX551m5rY2UzBw1VXe66jc0iJ9tk88IUSfPqZtwVvNUyUlpu3fl309f/hB6msHSP0C3c1AlpSY+sb16uXZVcXmfQ3nzXP/9QHAgMkDf/rTn0Tv3r1FeHi4GDZsmNi7d6/Lr/XLB376tBB33236ce/eXTrwe/rDZt7/6NFHO14/bw0z0NYmxD//acq2AFJKf8MG7/ZdMHZYB6QOx/Y0N0tXDa5aJX1Oxn4tSUlOF+HWVXJCmK5k+eQT99ZFaS5elDrLGoN8Y/bRlasvXeXJ1Tfffy9d8n/jjZZXtiUnC7F4sdOrHjvk7Fkhbr7ZtMynn3a9Sbi5Wdp4hg6VXjtrlnfr9s03Qtxxh+XGOny4EB9+KC3bFU1NUr8yYx3Nm4MOHfJeXc+dM/VhvOsuKRPiSdP6xYvSfjZrlmXQDEgnf88/7706CyFdbAJIl9h7W3OzdKJq7IuUnOz5ieWpU6agMTnZeTeLtjbpO9iyRRrjyfi7fcstgR1uxg2eHL87Ei+4SrEB07p164RerxfvvPOOOHr0qHj44YdFXFycKHfxDMOvEerWraYB3Yxn2J50THzjDVPziAtnPeXlTjIlFy6YzlQdBSCOfPWVdDAzLighQWrS8NWO98wzpjPrdeukrEJxsRB//7t0dnTTTaYre6xv997r9O3dDpiMzUIffeSd9fO3lhbpgGBM7QPSkA6+uFJMCNP4LoDUx8haa6vUb8o8c2B+Gz1aOunw1w97Y6OUcTMPIo1NihcvSn1JNm2Smp6ysqQg5uqrTRk6Y4bKW5kPa0eOSAGEscnamGl49VX72ZwLF6QgtHt302siIoT41a+E+O47n1Tz4s4C0QSzz0Svl06qxo+XPt/XX5e2h6Iiy4s7/vtfaZv5+c/b79exsUJMny79Drh5JZ6t8Zja/V4uWiTd+fnPO/4B1NcLsXu3FNRlZpr6oAJSF46OBv5lZaaT6W7dpIC3rU16fMcO6fOdPVu6+MG8v5/xlpKizPHS7HD3+N3ReMFVig2Yhg0bJrKysuT7ra2tIiUlRWRnZ7v0er+n9C5elM5Qjc1gkZFCZGdLP8hGra3SjpOfL8Q77wjxv/8rXUp8/fXSMADGjXvlSu/Va8UK6T27dJHOePbvl/pFnD/vuInj3/82jVdiXJ+nnvJOs6MjbW3SgQmQDkrGS2ytbzEx0iXjv/+9dNb9ww8uZbvMfzRdapLLzJQKvvuuV1bPr7ZtM51FGw+0f/ub7y8lNo4gHBsrNSFcvCgdLGfPNnVkNc8cjB0rdRoOZPr9vfdM2bHERMtgw95Nr5dG5/ZH9rGsTMq4GU+AjPvAggWmvi0nTgjxm9+YOqAb1+W556TAxNfef18Kgh0N9WA8GerRQwrcjeOcGW89e0rDk+TmWv52esjhQJbffCM90bmz+6NrV1dLJ8r/+7/SOGTGQV6tA75f/cp7I3f/9JMpWxgdbbktWN/CwqSmwGnTpCCutNQ7dbjE6QChHeTu8buj8YKrdEII4c+pWFzR1NSEzp074x//+AcmG2eYBjBz5kxUVlZi06ZN7V7T2NiIxsZG+f7p06eRlpaGkydPokePHv6otuT776V5l3btku736wdcfbU0F9yJE9K8ZI784hfAunXSpLre0NIizeN25Ej753Q6IC4OiI+X5rUy/gWkCVZbWqT5lx58EHj2WWkuOx+pqwOio6X/a6taETV7OrB+vfRARARw7bXADTdIt+uvlyYgDnF/KsSKCiAx0XT/hx8sp8xq5+c/l+adGjMGGDDA7eUFzJEjQF6e9H9srDQZ7Ny5Xptrz+L7qrWaE7CpCRg1CigoME12evGi6XmDARg/Xpr/cNw4qX5KcPAgMGUK8J//mB4zGIArrwSuukr6a37r3t17+6mr6uuBv/9dmrj3+++lx0JDpX1i/36grU16bMAAYMECaYJab86v6IrWVuDUKdNv3vHjpv9PnABqaizLDx4sbQuTJkm/Vf6az0wIaU660lLpdy86WppwOzJS+syM/5vfQkKAwkJpWzF+1kaJicAttwAjR0p/Bwzw/vZRVSXtO19/Ld3X6aRtccAA023gQOmYExbm3WX70alTp9CzZ08UFRWhe/fu8uPh4eEIDw+3KOtJvOAxr4ZfXnL69GkBQHz99dcWjz/++ONi2LBhNl+zePFiAaDdLSCdxtrapDNW887RxltoqNR8d/vtUv+bl18W4uOPpb4kvppn4MABaXmDBklncOZnoI5u48fbnYLA55qapKzEwYOBbXd/+GHXPisl3sLChJg/378DmBqdPm2ZTerRQ8ocbt/ulcyBz1RVSX0/9uyRsjJKmG/MltZWaUqLMWMsv/PMTOkzVmq929qkYUAKCqR+kSUlga3PkiWe71+pqdKAn3/9q5SR99dnfvGi1H/0wAH3hwBRCWOGyfq2ePHidmU9iRc81cl7oVdgLVy4EAsWLJDvGzNMAaHTAffdB0yYALz3HqDXm85Qe/Xyf+Q/dCiwfbvlY01NwIUL0gz01n+rq6WzpFGj/FtPc2FhwJ13Bm75RosWAT17Os8MKk1EBDBjBnDFFYFZfkoKsHMn8PnnwG23+Tdz0BEGg7TfKl1IiJRpGD8e+L//A/LzgdGjlZ8F1emAbt2kmxIsWiRl0Kurpexdfb20rxv/t77f2Ci1GowcCfiz5cJcZCRglknRMlsZpkBSZMB02WWXITQ0FOXl5RaPl5eXIykpyeZrrFN11dXVPq2jS+LjgXnzAl0L2/R6KYVs3j5F7fXoATz9dKBroU5padKNfGvwYOlG7tPppJNYUqSYmBgYDAaHZTyJFzzlficQP9Dr9Rg6dCjyjH0wALS1tSEvLw/p6ekBrBkREREphT/jBUVmmABgwYIFmDlzJq6//noMGzYMr7/+Ourq6vDggw8GumpERESkEP6KFxQbMN19993473//i0WLFqGsrAzXXnsttm7dikQ2IREREdEl/ooXFDmsgDcYL0v0+7ACRERE5DGlHr8V2YeJiIiISEkYMBERERE5wYCJiIiIyAkGTEREREROMGAiIiIicoIBExEREZETDJiIiIiInGDAREREROQEAyYiIiIiJxQ7NUpHtbW1AQDOnj0b4JoQERGRq4zHbeNxXCk0GzCVl5cDAIYNGxbgmhAREZG7ysvL0atXr0BXQ6bZueRaWlpw8OBBJCYmIiTEey2PNTU1SEtLQ1FREWJiYrz2vkqi9XXk+qmf1tdR6+sHaH8duX6ea2trQ3l5OYYMGYJOnZST19FswOQr1dXViI2NRVVVFQwGQ6Cr4xNaX0eun/ppfR21vn6A9teR66c97PRNRERE5AQDJiIiIiInGDC5KTw8HIsXL0Z4eHigq+IzWl9Hrp/6aX0dtb5+gPbXkeunPezDREREROQEM0xERERETjBgIiIiInKCARMRERGREwyYiIiIiJxgwAQgJycHl19+OSIiIjB8+HDs27fPYfn169ejb9++iIiIwMCBA/HZZ59ZPC+EwKJFi5CcnIzIyEhkZGTg2LFjvlwFh9xZv7/85S8YOXIkunTpgi5duiAjI6Nd+QceeAA6nc7idscdd/h6NRxyZx3XrFnTrv4REREWZdT8HY4aNard+ul0OkyYMEEuo6TvcPfu3Zg4cSJSUlKg0+mwceNGp6/ZtWsXrrvuOoSHh+Oqq67CmjVr2pVxd7/2FXfX7+OPP8btt9+Obt26wWAwID09Hdu2bbMos2TJknbfX9++fX24Fo65u467du2yuY2WlZVZlFPrd2hr/9LpdOjfv79cRknfYXZ2Nm644QbExMQgISEBkydPRnFxsdPXqe1Y2FFBHzB9+OGHWLBgARYvXoxvvvkGgwcPRmZmJioqKmyW//rrrzF9+nTMmjULBw8exOTJkzF58mQcOXJELrN06VIsX74cK1euxN69exEVFYXMzEw0NDT4a7Vk7q7frl27MH36dHzxxRcoKChAz549MXbsWJw+fdqi3B133IGzZ8/Ktw8++MAfq2OTu+sIAAaDwaL+P/74o8Xzav4OP/74Y4t1O3LkCEJDQ3HXXXdZlFPKd1hXV4fBgwcjJyfHpfIlJSWYMGECbrvtNhw6dAjz5s3D7NmzLYIKT7YJX3F3/Xbv3o3bb78dn332GQoLC3Hbbbdh4sSJOHjwoEW5/v37W3x/X375pS+q7xJ319GouLjYYh0SEhLk59T8Hb7xxhsW63Xy5EnEx8e32weV8h3m5+cjKysLe/bsQW5uLpqbmzF27FjU1dXZfY3ajoVeIYLcsGHDRFZWlny/tbVVpKSkiOzsbJvlf/nLX4oJEyZYPDZ8+HDxq1/9SgghRFtbm0hKShIvv/yy/HxlZaUIDw8XH3zwgQ/WwDF3189aS0uLiImJEe+++6782MyZM8WkSZO8XVWPubuOq1evFrGxsXbfT2vf4bJly0RMTIyora2VH1Pad2gEQGzYsMFhmSeeeEL079/f4rG7775bZGZmyvc7+pn5iivrZ0taWpp45pln5PuLFy8WgwcP9l7FvMiVdfziiy8EAHHhwgW7ZbT0HW7YsEHodDrxn//8R35Myd9hRUWFACDy8/PtllHbsdAbgjrD1NTUhMLCQmRkZMiPhYSEICMjAwUFBTZfU1BQYFEeADIzM+XyJSUlKCsrsygTGxuL4cOH231PX/Fk/axdvHgRzc3NiI+Pt3h8165dSEhIQJ8+ffDYY4/h3LlzXq27qzxdx9raWvTu3Rs9e/bEpEmTcPToUfk5rX2Hq1atwrRp0xAVFWXxuFK+Q3c52we98ZkpSVtbG2pqatrtg8eOHUNKSgquuOIKzJgxA6WlpQGqoeeuvfZaJCcn4/bbb8dXX30lP66173DVqlXIyMhA7969LR5X6ndYVVUFAO22OXNqOhZ6S1AHTD/99BNaW1uRmJho8XhiYmK7tnSjsrIyh+WNf915T1/xZP2sPfnkk0hJSbHY6O+44w689957yMvLw0svvYT8/HyMGzcOra2tXq2/KzxZxz59+uCdd97Bpk2b8Pe//x1tbW248cYbcerUKQDa+g737duHI0eOYPbs2RaPK+k7dJe9fbC6uhr19fVe2e6V5JVXXkFtbS1++ctfyo8NHz4ca9aswdatW7FixQqUlJRg5MiRqKmpCWBNXZecnIyVK1fin//8J/75z3+iZ8+eGDVqFL755hsA3vntUoozZ87g888/b7cPKvU7bGtrw7x583DTTTdhwIABdsup6VjoLZ0CXQFSrhdffBHr1q3Drl27LDpFT5s2Tf5/4MCBGDRoEK688krs2rULY8aMCURV3ZKeno709HT5/o033oh+/frhz3/+M5577rkA1sz7Vq1ahYEDB2LYsGEWj6v9OwwWa9euxTPPPINNmzZZ9O8ZN26c/P+gQYMwfPhw9O7dGx999BFmzZoViKq6pU+fPujTp498/8Ybb8SJEyewbNky/O1vfwtgzbzv3XffRVxcHCZPnmzxuFK/w6ysLBw5ciSgfeKUKqgzTJdddhlCQ0NRXl5u8Xh5eTmSkpJsviYpKclheeNfd97TVzxZP6NXXnkFL774IrZv345BgwY5LHvFFVfgsssuw/HjxztcZ3d1ZB2NwsLCMGTIELn+WvkO6+rqsG7dOpd+fAP5HbrL3j5oMBgQGRnplW1CCdatW4fZs2fjo48+atf0YS0uLg7XXHONKr4/e4YNGybXXyvfoRAC77zzDu677z7o9XqHZZXwHc6ZMwdbtmzBF198gR49ejgsq6ZjobcEdcCk1+sxdOhQ5OXlyY+1tbUhLy/PIgNhLj093aI8AOTm5srlU1NTkZSUZFGmuroae/futfuevuLJ+gHSlQ3PPfcctm7diuuvv97pck6dOoVz584hOTnZK/V2h6fraK61tRWHDx+W66+F7xCQLvltbGzEvffe63Q5gfwO3eVsH/TGNhFoH3zwAR588EF88MEHFsNB2FNbW4sTJ06o4vuz59ChQ3L9tfAdAtLVZ8ePH3fppCWQ36EQAnPmzMGGDRuwc+dOpKamOn2Nmo6FXhPoXueBtm7dOhEeHi7WrFkjioqKxCOPPCLi4uJEWVmZEEKI++67T/zhD3+Qy3/11VeiU6dO4pVXXhHfffedWLx4sQgLCxOHDx+Wy7z44osiLi5ObNq0SXz77bdi0qRJIjU1VdTX1yt+/V588UWh1+vFP/7xD3H27Fn5VlNTI4QQoqamRvz+978XBQUFoqSkROzYsUNcd9114uqrrxYNDQ1+Xz9P1vGZZ54R27ZtEydOnBCFhYVi2rRpIiIiQhw9elQuo+bv0Ojmm28Wd999d7vHlfYd1tTUiIMHD4qDBw8KAOK1114TBw8eFD/++KMQQog//OEP4r777pPL//DDD6Jz587i8ccfF999953IyckRoaGhYuvWrXIZZ5+Zktfv/fffF506dRI5OTkW+2BlZaVc5ne/+53YtWuXKCkpEV999ZXIyMgQl112maioqPD7+gnh/jouW7ZMbNy4URw7dkwcPnxY/Pa3vxUhISFix44dchk1f4dG9957rxg+fLjN91TSd/jYY4+J2NhYsWvXLott7uLFi3IZtR8LvSHoAyYhhHjzzTdFr169hF6vF8OGDRN79uyRn7v11lvFzJkzLcp/9NFH4pprrhF6vV70799ffPrppxbPt7W1iaefflokJiaK8PBwMWbMGFFcXOyPVbHJnfXr3bu3ANDutnjxYiGEEBcvXhRjx44V3bp1E2FhYaJ3797i4YcfDsiPmDl31nHevHly2cTERDF+/HjxzTffWLyfmr9DIYT4/vvvBQCxffv2du+ltO/QeIm59c24TjNnzhS33npru9dce+21Qq/XiyuuuEKsXr263fs6+sz8yd31u/XWWx2WF0IaRiE5OVno9XrRvXt3cffdd4vjx4/7d8XMuLuOL730krjyyitFRESEiI+PF6NGjRI7d+5s975q/Q6FkC6hj4yMFG+//bbN91TSd2hr3QBY7FdaOBZ2lE4IIXyWviIiIiLSgKDuw0RERETkCgZMRERERE4wYCIiIiJyggETERERkRMMmIiIiIicYMBERERE5AQDJiIiIiInGDAREREROcGAiYiIiMgJBkxERERETjBgIiIiInKCARMRERGRE/8Pxzd3rVWnUaAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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f31NybW1ARwfQrVu0UkdE4bJ73kS2xoCJ5GJm6Za/fpgApeSpR5DlyFDq54/nkCUqGdKlMruk0oxhayj67F6i7cmOQ/X446R9YiAGTLKz+gQMduLoPam0TG/mHaS/Nkzq58ECJlnvamUesgSIjSFArOC0i5kd9qPWbW6HddHCKethMAZMsrP6wA22fL1ps3pd1IDp++8B+y8HugHoABt+O43TAgpfVp9Hschp29zp54hJGDBR7FADpm2XA72hlDKdgn3Gk2Mmp43TLm5ERuM5EhYGTBQbOjqA1tOdVKrVcWrAZJcSJmZysYdBMpE0GDDpZUUG5m+Z/hr8hmJWen3T8oMvgf89y9xl6tXi0X1Aos9fGUqYfNuqybLdyFpagmQj86Rgx2GsBW+xtr6+Yn39/YgTQjjylvXo0aMYMGAAKisr0b9/f6uTQ1Y7cQLo3Vv5/1Qt8HImcB+ArwBs2wZcfbVlSSMiIjdZr9+6evpetGgRRo4cibS0NGRnZ2Py5MmoqKjwmqa5uRmlpaXo1asXevbsialTp6K6utprmiNHjmDixIno3r07srOzcd9996G9vd1rmm3btuGSSy5BcnIyzjnnHKxevTq8NSQC3KVICQlKsAS4S5iMqpJjb8JdcZsQkUPoqpLbvn07SktLMXLkSLS3t+OXv/wlxo8fjwMHDqDH6cey586di40bN2L9+vXIyMhAWVkZpkyZgvfeew8A0NHRgYkTJyI3Nxfvv/8+jh8/jh//+MdITEzE7373OwDA4cOHMXHiRNx99914/vnnsWXLFtxxxx3o27cvSkpKDN4EFBPUgCk1FUCD8n+Sz3eRSuihFF2v66m8rOyh3dMNjcpff995TmNGWs1qd8XqAvvgviKnEBGoqakRAMT27duFEELU1taKxMREsX79etc0n3/+uQAgysvLhRBCvP766yI+Pl5UVVW5plm+fLlIT08XLS0tQggh7r//fjFs2DCvZd14442ipKREc9oqKysFAFFZWRn2+pGDfPKJEIAQ2b2FeB7KaxiUz154werUERHRabJevyMafLeurg4AkJWVBQDYvXs32traUFxc7JpmyJAhGDhwIMrLywEA5eXluOCCC5CT424kXFJSgvr6enz22WeuaTznoU6jzoNIN1cJU3f3ZzI1+iYiIqmF/ZRcZ2cn5syZg8svvxznn38+AKCqqgpJSUnIzMz0mjYnJwdVVVWuaTyDJfV79btg09TX1+PUqVNITU3tkp6Wlha0eDwJ1dDQEO6qkVN4VgXkvK78TU1xf8+AiYiINAq7hKm0tBT79+/H2rVrjUxP2BYtWoSMjAzXq6CgwOokkdXU9jPTBXC6CyakeATb59yo/LVLP0xERGSZsAKmsrIyvPbaa3jnnXe8HvnLzc1Fa2sramtrvaavrq5Gbm6uaxrfp+bU96GmSU9P91u6BAAPPPAA6urqXK8DBw6Es2rkVGpQlOJRwnT8ReUvS5j04ZNvRPrZ/byxe/oNoCtgEkKgrKwMGzZswNatW5Gfn+/1/YgRI5CYmIgtW7a4PquoqMCRI0dQVFQEACgqKsK+fftQU1Pjmmbz5s1IT093lQoVFRV5zUOdRp2HP8nJyUhPT3e90tLS9Kwa+eOkE8TVhskjYFKfkmMJkz6eJXd84olIG7ufN3ZPvwF0tWEqLS3FmjVr8OqrryItLc3V5igjIwOpqanIyMjArFmzMG/ePGRlZSE9PR2zZ89GUVERRo8eDQAYP348CgoKcOutt2Lx4sWoqqrCgw8+iNLSUiQnJwMA7r77bjzzzDO4//77MXPmTGzduhXr1q3Dxo0bDV59CspJQ3F4dStwGtswEWnDrgGI9AVMy5cvBwCMGTPG6/NVq1bhtttuAwAsWbIE8fHxmDp1KlpaWlBSUoJly5a5pu3WrRtee+013HPPPSgqKkKPHj0wY8YM/PrXv3ZNk5+fj40bN2Lu3Ll48skn0b9/f/zP//wP+2Ci8AUrYWLARBSck26eiMKkK2ASGkZRSUlJwdKlS7F06dKA0wwaNAivv/560PmMGTMGe/bs0ZO86LLT2F+eaZ1S7R73TYY0B+psETA2fWpQVP2K+zOje/q2M5YgBBatY1RrGvx1RMp9Zg5Z8nmen1Lg4LvhstMdl29aZUp3tLajGjAV3AVM/6Pyf80TwLq5LGEC7HU8R5sM28ZfGqxOk9P4C0pk2PeAPOmIcQyYjGTm3Uiwu1wjl2eHO5lw0qgGRckJSiN2ANh3+juWMBERgxIKgQGTkfydcEYEINEKYuwQLAHhZWxqwJRiYceVdtm+MvN34xBL25LHEJFlGDCZzYi7lmjd+Tj5DkstRbKy0beTt2+0xPo2jPX1l7k9JjkeAyaKDcG6FWCVHJE9yNQes7nGHbD5YgDnSAyYKDaoAVOPDPedKbsVIPImy1NhdpCSHdulfTGIARPFBjUoSop33xWyp2+STaCHO6IVuFhR5cdqNrIJBkykj5Y7UBnvUtnTtzPJ1AjaiLREM2CRoX8pQJ5qNpmOJVWsP+QgGQZMpI+WDF3GhqmePX23nf6MVXL2J9OxJlNatLBbes0m4/aQMU0xjAETRUe0i91978xOXqj8TU11B0xs9E0y8VcyCxhbWitjKYqVZCwNJ2kxYCJFoKJfQF+RcKAMOdrF7r7L+02B8jclGag//ZlvCRMzTzKanmMqUGmCkeeK3hKLYE+CAfbvLDeSEhxZqjQpahgwRYtZmYJRF3nfjCPc9FpZhBxsW7g6rvRow6QGTB0dQHu7PMXfzIidQ5ZjKlzReBLMrtvILun2DHqnVCv7FGBpYxgYMEWLWSeX3eZrpmBpDtboW/0+Lc20pOlix21PRHIKFPQyn9GNARNFxi53KWrAlJblziSEAG6Pd38vS8BE1mLVLBH5wYCJImOXuxQ1YEoU7sF3ASA5GWhpURp++wZ/AB/pjUV2OaaJKKoYMJHzdXQAbacfjfMcSw4AUk8HTKdO+b9Q8sJJRERgwESyMaOKz7OfpbTe3kHQz/OA2np2LUBEREExYCK5mFEd4hkwJXR4V8mlnNl1GjuxSxsyu+L2JS3YI3dMYMBE5pLhgqOWHiUmAt26eX+Xkqz8tWvAxPY25uL2JS14nMQEBkxkLhkyEn9dCqjUgIlVctaTIbj2ZfVguEQkDQZMVpLxAuFEQQOmFO9prBTrx4MMwbUvWTtitTotgHcniEQxgAGTlWS8QDiRZ8DU3uT9nfrUnAwlTHY+HmI92DODTMeDTGkxU7hjXvL4jwkMmMwSqCj/B18C/3uW92eR3qn5O1mD9SkU6IT2N26UE05+z4DJd13s3oZJFrFyQY0Uq/jkFu6Yl9E8/hmcWYYBk1mCnUBGn1j+lhVOn0LRGDfKCr4Bk+edozq2nBMDJmas8knooeyLYPuFQRUFw5sTyzBgImfxFyT4tmHyvOiknv5fhio5ozFjlVOo/cL9RiSleKsTQGQo9WIzXbgDI9+AybMdU0qC9zRERGRbjz76KOLi4jBnzhzXZ83NzSgtLUWvXr3Qs2dPTJ06FdXV1brnzRImcj619CglRQmWPNtppUjU6JuInCPaVeKBqnKjtXwJ7Nq1C3/84x8xfPhwr8/nzp2LjRs3Yv369cjIyEBZWRmmTJmC9957T9f8GTCR8/m2YfKs7vj0F97TEHstJjJCtKtWY7wqt7GxETfffDP+/Oc/4ze/+Y3r87q6OqxcuRJr1qzB2LFjAQCrVq3C0KFDsXPnTowePVrzMlglR87n263Amjj3q1uz9zTkXa3pW71JRCSh0tJSTJw4EcXFxV6f7969G21tbV6fDxkyBAMHDkR5ebmuZbCESXYydV5nlGgXVQfruDI1TfnrxCo52Z+Skz19RHbg4POooaEB9fX1rvfJyclITk7uMt3atWvx8ccfY9euXV2+q6qqQlJSEjIzM70+z8nJQVVVla70MGCSnROLWaO9TsGq5J56ynsaJ5H92JE9fUR24ODzqKCgwOv9ggUL8PDDD3t9VllZiXvvvRebN29Gitom1SQMmMj5fEuYPDvoTHj89GdRKmGy8m7QCXeiVjaktes2i6ZQPWVze5IOBw4cQL9+/Vzv/ZUu7d69GzU1Nbjkkktcn3V0dGDHjh145pln8Oabb6K1tRW1tbVepUzV1dXIzc3VlR4GTOR8vm2Y/D0lF60SJivvBp1wJ8qGtHIL1VM2t6dxtIzwYPOANC0tDenp6UGnGTduHPbt2+f12e23344hQ4Zg/vz5GDBgABITE7FlyxZMnToVAFBRUYEjR46gqKhIV3oYMJHzqaVH/towJZ3+68QqOSJyLq0jPDhcWloazj//fK/PevTogV69erk+nzVrFubNm4esrCykp6dj9uzZKCoq0vWEHMCAiWKBGgz5q9/unqH8dWKjb6s47C7XcNw+9sd9aCtLlixBfHw8pk6dipaWFpSUlGDZsmW658OASSY8Cc0R9Cm5KFfJmU2GYygG73J14faxP+5DqW3bts3rfUpKCpYuXYqlS5dGNF8GTDIx+yQ04mIqYzcHwdarvQn490bl/6R472FRAPfgu1aVMBkV4MgQKFkhUO/GU6qVbSDrNgl1zAbqsRlQ1i0l29z0WSncY9nfdtO7rcwa+Fjr/mYeIDUGTLHEiIBMxjurYGlK6AGkFwEoB3pmds1EEjuVv8FKmIJdlGW5cMm4X8KhNyD3XW/1954N+60U6CIW6ph1wr7Uwt/2CXf9Zc7forG/Y+m4sQgDJnI+336YPB937nmG9zT+6M2I9Fz0mcl5i3R7yLY9ZUuPbLh9yEYYMJHzBetWIOF0CZORVXK8CBC5saqIHIIBk5HMyBgCdQSnvpelSkivQO0NfDu6M4IaMO0YAxzz+a5nlnuatkZgfZr/5ZvVtsFuzBqYl9vXOKH65/EVLB8xYn8Hu4Ewc7+Hkx+H+k2428Ozs9xo5Nt623MZ0f4rBsQJIRx5K3z06FEMGDAAlZWV6N+/v9XJ8cY7rujKyQFqaoBPPgEKzvbOGEqOAb1P9yTb0gIkJfmfB5HTmRUMkzbBgtoY2w+yXr9ZwmQFVtloZ0RwGaxbAc++mU6dYsAkOxmf0nQK5kvW4vaXHgMmkpsRmUiwgKmzFoiLA4RQpsvIiGxZqkCBHksXI6uesPNFhSU42jklMDbrfGc+YgkGTHbHEye49nblBfgPmBJ7KqVMp05Fp+F3NC74sh8TKdnRCXpCtY+J9nayc7AXbU7ZVlZ0U0CmYcBkdzxxgvPsLiA1FYDPtmpvUj4/dco5vX3zmFCE2g523k5OKYEhshEGTORsnkFQSgrQ6fFevcikWtzbN5FeVgR7spdcEpmMARPJLdI7aTVgSk4G4uOBeD8XmhSDxpPjBYWczM4lckQGYMAkG6Mbhtr9Ih5pJq2WGqmlSP4CMPW7SAMmXlBim93PNSIKigGTbBJ6KJmtURmvkxsZawku1SDIs/sA33mo32mpkgvWkahZ625Fp45mtZEJ1ami2cdPqGMmkrSo55rvPADnBVKx1tGolcGw0ediqMGdjViGQ7HjSnK28nLgssuA/Hzgyy+Vz3wfax//Q+Cf/wTWrwd++EPr0kpERNJev+OtTgCRqXz7YPIdS059Sg5go28iIgqIVXKkXzTHE4t0vv4CJk8JPYxr9E2xw4ntlaIxnlgsdYfgxGMkxjFgkoWekyuSEzHYb7UGLNHojE1Ny7qekWU2vgFTSrZ3GzHPbgWMDJhkyyzDTY9s6xEIO6GMXDTWyYnbLRC7r2ssBbcaMWCShdYRvdWDNtwTMdhvZTrBjUqLb8Dk2X4J6NroW8uFV8vQHjJtSyD89ESyHtFsGKw3nXYJBEm7UPtUTwm2lqGNgv3eznhuBMSAyQ5ku/jagXrSbz/9Xg2Y/JWWeZYwadnW0Rraw+5kPm5lTptesfbEWiBG9uxu5dBGRgl3zEY7rWOUMWByskB3VIA1j3FrWZZRdzfqSf/NUwDu9T+OHKBkKnZq9C3D3Z9RVcIqDkoaGSMvcLIEX7G4H43GGzvD6Q6YduzYgcceewy7d+/G8ePHsWHDBkyePNn1/W233YbnnnvO6zclJSXYtGmT6/23336L2bNn4x//+Afi4+MxdepUPPnkk+jZ032ifvrppygtLcWuXbvQp08fzJ49G/fff38YqxjDgmWk0TqR9GbmWqbXUyzu2w+Tv/nbqdG3DHd/ZlUJG0GG7WNnsmw/WdLhVLFQtWgC3QFTU1MTLrzwQsycORNTpkzxO811112HVatWud4nJyd7fX/zzTfj+PHj2Lx5M9ra2nD77bfjrrvuwpo1awAA9fX1GD9+PIqLi7FixQrs27cPM2fORGZmJu666y69SSan0ZOZ+ntKzqyevomI7IABaVh0B0wTJkzAhAkTgk6TnJyM3Nxcv999/vnn2LRpE3bt2oVLL70UAPD000/je9/7Hh5//HHk5eXh+eefR2trK5599lkkJSVh2LBh2Lt3L/7whz8wYCJ9fAMm357UAX09fVN0yFI1RER0mikdV27btg3Z2dkYPHgw7rnnHpw4ccL1XXl5OTIzM13BEgAUFxcjPj4eH3zwgWuaq666CklJSa5pSkpKUFFRge+++87vMltaWlBfX+96NTQ0mLFqZDehSpg8O660uoSpuQZYE6e8mmusTYvV1Dtg3xeDJSKyiOGNvq+77jpMmTIF+fn5OHToEH75y19iwoQJKC8vR7du3VBVVYXsbO/W+gkJCcjKykJVVRUAoKqqCvn5+V7T5OTkuL4744wzuix30aJFWLhwodGrQ3bnGzD5I0ujbzbSJLIvsx9oIMsZHjBNmzbN9f8FF1yA4cOH4+yzz8a2bdswbtw4oxfn8sADD2DevHmu98eOHUNBQYFpywvIqKc77NgoL5In4rT+Rq9QPX0DgRt9axko1nOolUCP7moZ7FKdH6CtY1E7HA9amdURq1l8+/Ly3e9m5AFO2t92FWp/+LYL0tKXk9X7lUGeLqZ3K3DWWWehd+/eOHjwIMaNG4fc3FzU1HhXN7S3t+Pbb791tXvKzc1FdXW11zTq+0Bto5KTk70al9fX1xu5GtoZ1ZjOjo3yzHgiLlL+2jD5ClQl5y99vp9pWQe962mHjkWNJPNTd/6EKgmM5TzADLIEGEblbzLtV5nSYgOmD7579OhRnDhxAn379gUAFBUVoba2Frt373ZNs3XrVnR2dqKwsNA1zY4dO9DW1uaaZvPmzRg8eLDf6jjy0N7kbgfjrzTFjiJZJ7WazbfRt8pzLDmrq+RIHp7HnNPOJ7vxbM/Gkg+ykO4SpsbGRhw8eND1/vDhw9i7dy+ysrKQlZWFhQsXYurUqcjNzcWhQ4dw//3345xzzkFJSQkAYOjQobjuuutw5513YsWKFWhra0NZWRmmTZuGvLw8AMD06dOxcOFCzJo1C/Pnz8f+/fvx5JNPYsmSJQatdhRYdVfkxDuGSNbJtx8mmRt9R0usPIEWyTnoxPOIzCVLSRiZRnfA9NFHH+Gaa65xvVfbDc2YMQPLly/Hp59+iueeew61tbXIy8vD+PHj8cgjj3hVlz3//PMoKyvDuHHjXB1XPvXUU67vMzIy8NZbb6G0tBQjRoxA79698dBDD9mrSwFmuHKwU6PvaImVYzNW1pPkwOPN8XQHTGPGjIEQgQ+KN998M+Q8srKyXJ1UBjJ8+HD885//1Js8Im9aAiY79fStB+94Ywsb8AbGbRMZOz6EZAKOJUfOFipg8h1810kiveNlwGUvLOEITKZtY8fzSqbtZyEGTCQvIzKWUAFTexMbfQfCTJLIeDyvbIsBE8nLiIxFbxsmIYC4uMiWSUQUCKu3bIsBE9mziBjQlm7fbgX8PRruGUy1tLhLnIwmW0Yp836PRpsTzw4oA3U6qoWdtmMk6xnJss3eLkYuy9828+yoNNL5s4TJtuJEsBbcNnb06FEMGDAAlZWV6N+/f3QXLnMGGmsSEoCODuDoUaBfP+Uz3/0jkgB13MJvvwXY1xeRszBPthVLr99BsITJDHa4g5CttMMMbW1KsAQEH3w3pQfQrZsy7alTDJiIfNk94LBDnkzSY8DkdIEyuljIQDyfegv2lBygVMM1NbHht16x0gmmr2ABhFnbRGvQYkZwEwv5BVEIDJicLpYzOs+AKVC7pPYmd9cCTU3O61rAbLF6fAVbb6O3iZZBXD3b2dzQ6Nx9YocBbcmxGDCRc3kOi6I++RZoPLBY6+2b7EPrIK5ODZI82WFAW3IsBkxWCnaHyDukyPnrUiAlu+tTL4Bze/sOxoq7cjOWGQvt8WJZqGPGzCfkjJgnOQYDJivF4h1iNPkLmNqbugZLntPEUsBkxV25Gctk6ULkZK7SCrV/jdz/PJYoCAZM5Fy+fTD549no2/M3RLGEgQJRSPFWJ4DINJ5tmFQJPZQ7aF+xWMIUbe1NwJo45RWoLRkRkaRYwkTO5a9KzrN3Z8D7KTkAaKpTLuiAfFUTdsdSDNJK5ipCilkMmJzMqEzHro1qtYwjp1JLoVo7gdujfFF32sXBrscLBRfN41TW4Npp5yrpwoBJLzs92WZUpiNr5hWKv4DJdx+p762skrPr9g1E9vXhRS88su9XrSJ5Es4p24DCwoBJL6uebGMmr1+gp+Q8NdcAPfPZ6NtOIj0XeNFzHj2lmjLt/0C9wquY10uFAZORzAxqZDrJ7ULmEiYGwOHjucDjx5OdtwWPZVvhU3JGUg/+6cJeJ61T6WnDFO2evnmsUCR4/Lh5bgsgNp/EjPEnUJcvX47hw4cjPT0d6enpKCoqwhtvvOH6vrm5GaWlpejVqxd69uyJqVOnorq6WvdyGDDFMqefZFr6YVLZoafvSPdXc4379801xqePYpcseUmsBpKxut6n9e/fH48++ih2796Njz76CGPHjsX111+Pzz77DAAwd+5c/OMf/8D69euxfft2fPXVV5gyZYru5bBKLpYFKw6O5nAEZvHXD1OoseRkDpgiLb5PyWbxP5mDVUtkoUmTJnm9/+1vf4vly5dj586d6N+/P1auXIk1a9Zg7NixAIBVq1Zh6NCh2LlzJ0aPHq15OQyYyM03CJouAj8VqJI1WAK0tWFSAygnNPq2QxBLRNawYf7Q0NCA+vp61/vk5GQkJycH/U1HRwfWr1+PpqYmFBUVYffu3Whra0NxcbFrmiFDhmDgwIEoLy9nwERh8neXaOfx7rS0YZKhWwGjRPMu34aZL5HUzD6nbFgKWFBQ4PV+wYIFePjhh/1Ou2/fPhQVFaG5uRk9e/bEhg0bUFBQgL179yIpKQmZmZle0+fk5KCqqkpXehgwGY2jXbtpzQA8e9+eUq1UHRlBS7cC6vtoN/q2u2hlvnYOzOyc9lDsls/ZoTNVGwY0Zjtw4AD69evneh+sdGnw4MHYu3cv6urq8NJLL2HGjBnYvn27oelhwGQ0z4NePUnX9ZTzBI2ElouB1gzArLY1eroVsEOj71hk54uIb17gpCF37LZfQqXXycGtjaWlpSE9PV3TtElJSTjnnHMAACNGjMCuXbvw5JNP4sYbb0Rraytqa2u9Spmqq6uRm5urKz0MmMxkt0xFDzusm5YSJpUTquRIXnY4X2IZ94/jdHZ2oqWlBSNGjEBiYiK2bNmCqVOnAgAqKipw5MgRFBUV6ZonAyZyLn/dCgS6c3RCo28ip2IJEAXxwAMPYMKECRg4cCAaGhqwZs0abNu2DW+++SYyMjIwa9YszJs3D1lZWUhPT8fs2bNRVFSkq8E3wICJnCycjitlLGGyQ/sLIjMwUCINampq8OMf/xjHjx9HRkYGhg8fjjfffBPXXnstAGDJkiWIj4/H1KlT0dLSgpKSEixbtkz3chgwkXP564fJk2cGLHOjb1YXUKzisU8arFy5Muj3KSkpWLp0KZYuXRrRctjTNzlXqBKmdT279sMkYwkTERFZjgET2V+gYRnC6VbAyoBJy/ASsgxB4QTclkSkA6vkyP4CFdv7C5hSspWqOLVdhG+3AlZWyWmpfmAVhXG4LYlIB5YwkXOF0+i7tRXo6DAvTUREZEssYYo2fz3kGtm7tVmCjSkn49MrQgSukvPc/u1NSto9p2lpAbp3j046jSbDU0X+jnGr0mPm9ojG04u+y4h2XhHO9jNrm3uOCKCyOu/R0+N5NAc0lyEfcKA4IYQjy6SPHj2KAQMGoLKyEv3797c6ORRtra2A2o3+d98Bag+vgS5yHR1Awun7h2++AXr1impyiSLCCyQ5iKzXb5Yw2R0zSv88G28H6lYAcJcwdesGJCYCbW1yPynH/U3+WN0ey25jyxGFgQGT3VmdUcpKDXri4twlTaGkpCgBk4x9Mam4v0lGPC4pBrDRNzmTZ6eVcXGBp/O8A5ahawEiIpISS5jImbQ+IadWyXlOK3MJE4VmZKNzDksTm1j1TX4wYIo1Ts8I1PU7fPq9li4FVOzt2xn0VA+FOh9Y1RSbnLDfnZ7XW4ABU6xxQkYQjLp+774L4EptJUwqVsnFHqefD1Zi6Vxg0dg2PLYNx4CJnElrlZxnJhVub99OvpPz7PtGax9AkV4MnLw9o83KbckLdtftDzCItDEGTORMatCjp0ou3BIm3wuDkx6xTsnWf9GL9EIZ7u8ZaHXFoMVa/rY/94dtMWCSWaDetXkxCM3zKTlPCT38jyUHGNfoO9YuUrIEKkZsdycFu0RkKAZMeoV7cfDt1l/Lb30vAHa8CFtVPROoSi7Q0CiAO7hqrFVGsA8nvbHISQGikQ3Go0mmtMhMlu2kNR2ytgOTZTtGGQMmvcK9OIRTteEEVlXPBAuYAnENwNvZdZn+xrGywxiAZAx/FwiZAkWZ0hKJQF1CAMZcmGXZTlrTIUt6fcmaLpMxYNJLb0mRrHcIRpC5+iJQwBQsbcEafcdqwGsFLXev0b7DjdELRNRxO3uL0ZIcWTFg0kvvhdPJGYDM66an40oVuxWQg5bjSuZjj6zjtACDx7lUGDCRM4XTrQB7+iayNwYYZCIGTNHiW33l2f5FprsimdISSrD2DifvVf7qKWGKlZ6+ZdjHRqYhnL6igqXHk+znAOkTrSYSWo5JGc5D0oUBU7QEu/OR6a5IprSEEiyt75cpf/21YfLsokHmwXfNylBl28freka2foGqyfVsPy3bhBc4+wu2n41sk6ml6YZs5yGFxIApGmRuHO1Ugfpham/q+rSbKtyevsOh5U7XM0Ntb3J3dRBoejuJxsXC6GXwAudssbx/eTOgCQOmaIjlE9EqWtsweYpmCZPeY4LHEJFzyBagMH/RJN7qBJANqaUda+KC92tkpWDdCkyp9v8bNvqmcJlxThgxTzucq7FIHXEAUAIn7htbYAkT6WeHu5FgHVd6VslpafQdqkqVVa7RFe2781DL8x3CyKi0GXGeRfNcla3UJBoiOfftkI+SFwZMMojFjMZskXQr4BswhcrYjB7DzCnHQKiR2tXP9a5rtLe33v0fqxfBWAwAYnGdY5juKrkdO3Zg0qRJyMvLQ1xcHF555RWv74UQeOihh9C3b1+kpqaiuLgYX3zxhdc03377LW6++Wakp6cjMzMTs2bNQmNjo9c0n376Ka688kqkpKRgwIABWLx4sf61swv1pJsunHGhlEE4VXJGNfr2rQbxfO/58izdcuIx4LtOnu+tXlcnbm+yRrDznVVtjqK7hKmpqQkXXnghZs6ciSlTpnT5fvHixXjqqafw3HPPIT8/H7/61a9QUlKCAwcOIOX0Benmm2/G8ePHsXnzZrS1teH222/HXXfdhTVr1gAA6uvrMX78eBQXF2PFihXYt28fZs6ciczMTNx1110RrrLFYmmoFCvXTQ16QlXJmdGtgL+7zkCPvTvpybdIsFqT7Err+U72JyIAQGzYsMH1vrOzU+Tm5orHHnvM9Vltba1ITk4WL7zwghBCiAMHDggAYteuXa5p3njjDREXFyeOHTsmhBBi2bJl4owzzhAtLS2uaebPny8GDx6sOW2VlZUCgKisrAx39cjOzjlHCECId9/1/rytUYjn4X6dqnZ/t2uX8puBA0PP33M+bY3Gpp2I5OeblzAvMIys129Dn5I7fPgwqqqqUFxc7PosIyMDhYWFKC8vBwCUl5cjMzMTl156qWua4uJixMfH44MPPnBNc9VVVyEpKck1TUlJCSoqKvDdd9/5XXZLSwvq6+tdr4aGBiNXTX6+1T6xXhQcqB8mX81fu7dZQqf3b4NhlQ5RbJOpipmiwtBG31VVVQCAnBzvjgFzcnJc31VVVSE727ub+ISEBGRlZXlNk5+f32Ue6ndnnHFGl2UvWrQICxcuNGZF7CiWGh9qabCrtdF3zzPd2+3QIe/fRoNdG3vbNd12oaXBvIrbn8cjRYVjnpJ74IEHMG/ePNf7Y8eOoaCgwMIUkWm0BIfhdFwZzZ6+VXYNdO2abrtguxh9eDxSFBhaJZebmwsAqK72fgqpurra9V1ubi5qamq8vm9vb8e3337rNY2/eXguw1dycjLS09Ndr7S0tMhXiOxJCO0BU/PpY7G9CdjY//T/7cqLKBb4PtXVXON+31wT+vdEMcLQgCk/Px+5ubnYsmWL67P6+np88MEHKCoqAgAUFRWhtrYWu3fvdk2zdetWdHZ2orCw0DXNjh070NbW5ppm8+bNGDx4sN/qOCIvLS3u//09JedJLbpP6AHcetL9eaz29m3kI9FmPV7Nx7a18Qx8Gg8H3ma+7fHUgWOnC+V/ik08z7rQXSXX2NiIgwcPut4fPnwYe/fuRVZWFgYOHIg5c+bgN7/5Dc4991xXtwJ5eXmYPHkyAGDo0KG47rrrcOedd2LFihVoa2tDWVkZpk2bhry8PADA9OnTsXDhQsyaNQvz58/H/v378eSTT2LJkiXGrDU5m2cbJH/9MAWSnOw9j54B2oxEk28v0mqXCGa10zCyaoPVJNZSAx8V9wXpwfO3C90B00cffYRrrrnG9V5tNzRjxgysXr0a999/P5qamnDXXXehtrYWV1xxBTZt2uTqgwkAnn/+eZSVlWHcuHGIj4/H1KlT8dRTT7m+z8jIwFtvvYXS0lKMGDECvXv3xkMPPWT/PpgoOtTSofh4IDEx+LSeQUd8vBI0tbREt+F3MOxFuitm5PbFxtlkY3FCCEfmPEePHsWAAQNQWVmJ/v37W52c2CFDhvjll8DZZwPduwNNPkXJvh0kTqn2rnbIzATq6oCKCuC886KSXIoSGY5NIiM59JiW9frtmKfkSBIy3P0Ha/CtjhKuZjK+GUxqqhIwyVLCRMaR4dgkMhKP6ahiwETOowY74oR76BHPuy/PBoztTf6HR4nVRt8UvkBDA0WrFMChpQ0xj/tVGgyYyHnUgKnXucD0//P+zncsOV9qWzuWMJFege72o1UKwNIGZ+J+lQYDJnKecDqtVBk1AC8Zg4PyysXo/RFp6QlLXyiKGDBFWzgnuJ7f2C0D8ZcB++O7LoF+d0Oj/oDJc17qEISskjOH3uMz2nfXgarVzFqG2edooGWFmwaj90ek85Pp+GiucZde+z5MQo7AgCnawjnB9fzGbsW34aY32O/UYCdQo29/v1M/e7YY+GILS5jMEu7+jlaQEY3zJ5rnqNXVhE4TbLv59ntlZ3a78Y4SBkzkPMFKmEJ1K8BG33LiBd6ZolGiR/rxfPOLARM5jxoweXSWqhkbfRNFjxEljoB8gRZLaByJARM5j9Y2TP4ysmg1+rY6w2eGTnYmewmI7OmjsDBgIucJVSWnWteza5WcWsJkdpWc1Rmq1cun8DHYDc2sbcRtH9MYMJHzhOrpOxh2K0CyszrYtUPQYNY2snrbk6XirU4AkeFCBUzThfvl++gvG30TBed5DskYLFHMWbRoEUaOHIm0tDRkZ2dj8uTJqKio8JqmubkZpaWl6NWrF3r27ImpU6eiurpa13JYwhQpq9uiaCHrHaFnvyUqI9IXyVNy/hp9e/5mSrU7zVZtS3bmSHbE45ZMsn37dpSWlmLkyJFob2/HL3/5S4wfPx4HDhxAjx7K8TV37lxs3LgR69evR0ZGBsrKyjBlyhS89957mpfDgClSdiiitbpzN5Vv5mhWvyXB+mHy5dmmyfM3ngGT7/azen/b4Zgzg6yBfzTZeRvE6nHrRJIdh5s2bfJ6v3r1amRnZ2P37t246qqrUFdXh5UrV2LNmjUYO3YsAGDVqlUYOnQodu7cidGjR2taDgMmMp7VGaOenr59q+Si1eib9LP6uJIBtwHJIErHYUNDA+rr613vk5OTkZycHPJ3dXV1AICsrCwAwO7du9HW1obi4mLXNEOGDMHAgQNRXl6uOWBiGyartDcBa+LcL9+SDiPma9Q8zWJWWoP1w+S7HC0lTNFmp31IpAePbXn4XoPWxAGNh/X/zsT9WFBQgIyMDNdr0aJFIX/T2dmJOXPm4PLLL8f5558PAKiqqkJSUhIyMzO9ps3JyUFVVZXm9LCEySp8isO8tBrxlJyVJUx22odEevDYjg4tbWvNGJbKYAcOHEC/fv1c77WULpWWlmL//v149913DU8PAyZyHr2D73piT99EZHcOCUzT0tKQnp6uefqysjK89tpr2LFjB/r37+/6PDc3F62traitrfUqZaqurkZubq7m+bNKzir+ikNZTG2MSAImGarkiABWXxFpJIRAWVkZNmzYgK1btyI/P9/r+xEjRiAxMRFbtmxxfVZRUYEjR46gqKhI83JYwmQVh9wBSMmIEiY2+iarMY8g0qS0tBRr1qzBq6++irS0NFe7pIyMDKSmpiIjIwOzZs3CvHnzkJWVhfT0dMyePRtFRUWaG3wDDJjsxQ59PslAT7cCvpxcwiTZo8BS8OwLzLdPLq24Xf3jdgktGtsokmXYZB8uX74cADBmzBivz1etWoXbbrsNALBkyRLEx8dj6tSpaGlpQUlJCZYtW6ZrOXFCCEfewhw9ehQDBgxAZWWlV10mxYB+/YCvvgI+/hi4+OKu3we7SH78MTBiBNC/P1BZGZ30EhGRi6zXb7ZhIucJ1dO3b+/intjo2z7Yxie2cf9TlLFKjpwnWD9MoTi5Si4YmxS9e1Hb+IQa7saO60ahRdrGS8txwWOHPDBgImcRIngbplB3op6NvoUA4uKMTZ+s7NzAOFTa7bxusnFSAKHluOCxQx4YMEWDkzKZQOPEAXKsm+fTbZF0XNnZCbS1AUlJwafngKLOZta5G2hAZ6OXY7RolOqEM224afA3bz5cQwGw0Te5hZtBeTai9mRFRvPtt0CvXsr/ra1AYqL3976Z4fgPgbdGud+3Abjt9P91dYDaaZqTgl4zcTsRUYRkvX6zhEkGslxkwr17TMk2tthay/YI9KSb2vaoW7euwZI6b08pvb3TLgRwezfl76lT7oDJyUXzRh5/Tt5OekW79DFY6W+4XSZEk5n5oCx5rD+BShs9/5ctzTGKAZMMeJHx5rk91CdhPN3QGDhIC9UHU6hMJy5Oacd06lTsNPzm8WcOo7ar1ou9XfZjoPUxM/0ybxvftAX6X4twA0OZA0qJMGAiuenN6EL18q3l8WM1YHJCb9/MCO1P5ot9OJy2PjKxwYC6dsaAySn8PVodi8W5eodF8bddUlOB776zbwmTExuiM/AjIosxYHKCQE91xOIdQ6g+mFKyuz6V5EsNtuxawmTEvpftSSE968T+dSiYYE8oAs46HsJ9KlHL9DGIAZOVPA/QH3wJ/O9Z7u/0HKxGX0ysYNSTdqFKmAItxxN7+7Z3wG1k/zq+DxcAkY89JxMr8wN/56IRaQhVwhqszZDT6DmP7XzORwkDJitZceLKelIY9aRdqIDJNzMOVCXnOS9yvkCBg7/jUsbzJ1xW5gdGP12rkjWPC5esN7kxiAGTzCItIg30mLGZj+yaMX899LZhaq4BeuZ7f+bZ27cVrMgggw1IHAsCPZnJC5R2MuUDZor2+ak1AAyULgZchmHAJLNI75Sidacl0x2dUY2+PecVbVZsT7Pu9u1IpuPZTmJlu5m5npEEN4HSFSv7JQoYMJExQjWkjFapRah+mLSwe6NvI/pi0ftbIoocgxupMWAiY8jSkFJvCZM/Vjb6NqIalX2xkBGsfJqM1UgkIQZM5CyhuhXQwsoqOacELSytsr9o3QRFq60lUYQYMJGzGNXTN2DfKjkZOCXwI/NZcaywBIvCwICJnEVvtwL+WN3om4jMFY0gjeO6OQ4DJnIWI9ow2anRtxOHQSFyArYldBwGTLEiVu5a9FbJvZzTdXvYqadvZq72Eyvnol7cLiQ5BkyyMauxbKxcWEN1K+C7LX/wZdfPWCXnxouY8dRzkaWD3mIlj1Lx3LIdBkyyibVMw2hNtcrfT+8F1tzbNSPyLWHyl0mx0bebHY9Hu1yI2Ng5+mR6Ii/a+z/W970BGDCRs7R0Kn/H/BWYfovyv+8gx6EYWcJk5uP1gUooAHs90m/0NpIpyJOtewUt2yaaabZySB4r9oXvtvUddN2zvys1fUYFOjKdFzbFgClcjNbl5K8fJt9xwkIxstG3mZlUsHnbKWN0ckZu5bqFm0dFM83RHpLH6mPN3/JDvbc6zeTCgClcPIjlZPeevomMwjyKyFDxVieAyFBGdivAgImIiE5jwETOYmQJExt9U6Tam4A1ccpLS3UwEUmLVXKyY1spfVjCpB2PLfOxWozIMRgwyY4Zrj6h+mHSwrfRt1P7y7HrscVAj4gswICJnMXIwXfVedk1sHAq7g8isgDbMJFzdHYCLS3K/1p7+vYXQMVKlRwREWnGgImcw7ORtmc/TMH46yjPs9G3YEkGERGxSs5+AnXtDxjfM2wkIk1DOO2GPEuEgpUw3dAYeBv6/ralRXvwRZGT4dgledjhePCXV0W71/JA6ZF1m9mU4QHTww8/jIULF3p9NnjwYPzrX/8CADQ3N+NnP/sZ1q5di5aWFpSUlGDZsmXIyclxTX/kyBHcc889eOedd9CzZ0/MmDEDixYtQkIC4ztN7TdkaOOhpqG5JrwG0+Gsg6vNUYLy8sc3c2tvCjz4LqCUMskUMDk9M5Th2I2U0/dRNNnheAiURqvGrbPDNrMpUyKQYcOG4e2333YvxOPiNXfuXGzcuBHr169HRkYGysrKMGXKFLz33nsAgI6ODkycOBG5ubl4//33cfz4cfz4xz9GYmIifve735mRXDJTNIc+0NKlgG8Jk7+MKyEBiI9X2kSdOgVkZhqe1LAxM5Qf9xEBPA4cyJSAKSEhAbm5uV0+r6urw8qVK7FmzRqMHTsWALBq1SoMHToUO3fuxOjRo/HWW2/hwIEDePvtt5GTk4OLLroIjzzyCObPn4+HH34YSUlJZiSZnEBLwBSsSlMVF6fMo6mJDb+JiAiASY2+v/jiC+Tl5eGss87CzTffjCNHjgAAdu/ejba2NhQXF7umHTJkCAYOHIjy8nIAQHl5OS644AKvKrqSkhLU19fjs88+C7jMlpYW1NfXu14NDQ1mrBrJzIg+mFTs7ZsiwR6+iRzH8ICpsLAQq1evxqZNm7B8+XIcPnwYV155JRoaGlBVVYWkpCRk+lRx5OTkoKqqCgBQVVXlFSyp36vfBbJo0SJkZGS4XgUFBcauGMnPiF6+VexagCKhVsdMF/raq8gSaEWSDlnWgchghlfJTZgwwfX/8OHDUVhYiEGDBmHdunVINeJCFsADDzyAefPmud4fO3ZMrqDJX0NQpzUOba4BXs4J/L2WdfQ3D63bxoyAKZISJiftXyeti5kCnQPqNgt2jqjTGNHuJdIGx5Gkw25td7Q+5ea57/Q+BRfJb0kapj92lpmZifPOOw8HDx7Etddei9bWVtTW1nqVMlVXV7vaPOXm5uLDDz/0mkd1dbXru0CSk5ORnJzsel9fX2/gWhjAXyZit4wlFCMaePvOQ8+FWg2Ygj3V5nvH6+8pOc95RFLC5KT966R1MVOocyBaD0FwfwXmL0/Rsq0i2XfRfPiFTGN6x5WNjY04dOgQ+vbtixEjRiAxMRFbtmxxfV9RUYEjR46gqKgIAFBUVIR9+/ahpqbGNc3mzZuRnp4uV4kRRYeeqg2tT8lpwSo5UrGKyVnCrS6lmGd4CdPPf/5zTJo0CYMGDcJXX32FBQsWoFu3brjpppuQkZGBWbNmYd68ecjKykJ6ejpmz56NoqIijB49GgAwfvx4FBQU4NZbb8XixYtRVVWFBx98EKWlpV4lSERdGFklx0bfpGJpTWissqUYYHjAdPToUdx00004ceIE+vTpgyuuuAI7d+5Enz59AABLlixBfHw8pk6d6tVxpapbt2547bXXcM8996CoqAg9evTAjBkz8Otf/9ropJLThBMwBcrYWcLkTOH0IE+hMaikGGB4wLR27dqg36ekpGDp0qVYunRpwGkGDRqE119/3eikkdOF061AoDZMRjT6Jvnwwk5EYeLgu+QcWjuuDPZeZUSjbyIicgwOzkZy8q060VJtwkbfRERkEgZMegRq/wCE1+DRt08WtqVwi2TwXT2D5Qba3lobfYfTJkZvA1mZ+nAJtb5OaPxr1aCpRvB3rESyTwJtiynVofuTcsKxYJRgQzKZuW18l2vEMRHDGDDpEewiHk67CPbNYSwrevoOJ7DT+xuZjpNQaXdCGyE7r4O/Y8WsTihDzdPO29FoVm2LQMvlvgkL2zCRc2itkptSHXpebPRNpPDsh4r9UZGEduzYgUmTJiEvLw9xcXF45ZVXvL4XQuChhx5C3759kZqaiuLiYnzxxRe6l8MSpkiEU8xq5+J+2fhWaTb+QPkbLGAKNXyLio2+/ZNhiB/P5f3gS+B/z3J/F2z5rIYITzRKIwJVHVF02fQcaWpqwoUXXoiZM2diypQpXb5fvHgxnnrqKTz33HPIz8/Hr371K5SUlODAgQNI0dGEgwFTJPxlJOoBFywosrIoNJITwl+w4XnBMjOTCxacqlralL9J8cpdMBD+Se/ERt9G9EEUaogftTRC77z13Ej4pkHr+WT1uReM3S5URvdn5XsMRbotPOehpb1VNIVaP6034mYcMwk9lHmp1zA7HItQxrD1HMfWkxACTzzxBB588EFcf/31AIC//OUvyMnJwSuvvIJp06ZpXg4DJqPJnCkDkaUvknHeIqUl3auuVf72zAw8rdY0OrGn72gcm+EuQ/bzxmx2W38z02vEvMMNqqPBqHaAZu0DiY7FhoYGr3FhfceM1eLw4cOoqqpCcXGx67OMjAwUFhaivLxcV8DENkwUPtnGZFJLgz66RXt7i0DfaS1h4jhjkeH2IyPxeHKUgoICZGRkuF6LFi3SPY+qqioAQE6OdyljTk6O6zutWMJE3uxWNeBJDW7Gvw4EKJ7VTGujb4nuxmyJ209uRnVJEK28hMeToxw4cAD9+vVzvbd6PFkGTOTNiAwnWhml73LM6Icp3DZMdg48iVRmdUkQDeznzvbS0tKQnp4e0Txyc3MBANXV1ejbt6/r8+rqalx00UW65sWAiYwXrYzSdzlW9MMUiNUXC6JYJ1P/ZWSZ/Px85ObmYsuWLa4Aqb6+Hh988AHuueceXfNiwGQ0PSUL/p46c1qvyWYI9IROOGPJBRJpo2+ZeueWjdFPWEVbsN6vA+1nnsv62P0YCSWcoZ8ooMbGRhw8eND1/vDhw9i7dy+ysrIwcOBAzJkzB7/5zW9w7rnnuroVyMvLw+TJk3UthwGT0fSULIS6A2IphX+BtotMY8nx7jYwux/X0ejdPdY5fXs5ff2i7KOPPsI111zjej9v3jwAwIwZM7B69Wrcf//9aGpqwl133YXa2lpcccUV2LRpk64+mAAGTM4V7I42VB8ldu38z4wqObO6FZB5OxL50nO8as17eNyTQcaMGQMhAgegcXFx+PWvf41f//rXES2HAVMsiqSPEiPvjAIFblp6SfftZboTwOl+K3UFTIGq6Mzo6ds3/Vb1aWXlMiMVrZ7y7bhtzKTnvA80bTS2abSqupx0fGhpPuD0KlKN4kSwsMzGjh49igEDBqCyshL9+/e3OjnRadMSy8OuNDUBPU+ve2Mj0CPI+jYedvdO/oMvgZ75XaeprAQGDgSSkoCWFuPTG2v4xBIRaSTd9fs0ljBFSzTatMRyvbhnSVCweun2Ju+xxwIFruo8WluBzk4gnn28RoRtuojI5ngVIGdQA6bERKBbN+2/a67x/7lntZ6ThkchIqKwMGAiZ9Da4Duhh1Il6vneH89SKicNwGslDltBRDbGKjmZ+LZBYv892mkNmNqbAo9c7ikhQXm1t4dXwqS3UajsjUiNaEzrtCrjYKPKA+btR6f18RVJg2LZz5twsIG1tBgwycRpF5Ro0lvCpCVoSk0FGhrCK2HSuy9l3/eyp88KVm0Tp7UHs/PwK2Zw4jo5BAOmcHne5f3gS3dDYt4JmCNUCYdaCqS3hEmtGvJ3Vxd3+m/jt2Eluct8ZTw29HbtIBuzSnk85+t5fkcyT7NY3e+R7Mc4kUEYMIXL9y7P7DuCYBcGO17o9Ap11xVup5XqtvI3/wcGAfVHgLa4rr/TM3+Z7xYj6ZNLBmZtXzttl2DbIBrHn+zHOJFBGDDZRahMKdYzLCN7+VZFOjwKEZmPJVwUJQyYyBkiLWHyJ9IBeM3CCwSRG0u4KErYrQA5gxow6RxMMejj7TKWMMVSsMRuCIhIIixhklksXRwjpecpOa13ozKWMEVyN22344klB0QkEQZMkQjVX0akFyj1gmG3C50VtAZMvmOaBevHRsYSpkjEcgDi71wNNI5gqN95MrofpGgNHms0o8YK9O1jKqGH8Xmf71iSKdn+97ER+1Zr3h3tPD7UU9685vjFgCkSoS5ARl2gYvlCp5WeEqZg7z3JGjAxM9Mv3HMo2ueeXc91o/qG8jcfo7dHz3zzl6HSuj/17PdQ57+W/CHUU952PQ5NxoCJnEFrP0y+HVe2N4UeHkWmKjmAmRlRLIvWjTp1wYApXLzLl4uep+S03g3LWsJERERRx4ApXIzi5aJnLDmt4/XJWsJEFA28KSTywoCJ7Mk3Mw+3W4FgnFjCFKwRMy+Kcgg3UDE6wLHbTSEDPDIZA6ZYZdencVS+mbmeEiatnBgw2e0iGIvs0kBdNnZf/1BPXZPlGDDFKrtnLr7CfUouGFbJEckhFkqPnJYnOxADJgrNDpkVx5Ijci4GE8azQ74uGQZMRtNyENqtOswOvUubUSUXayVMgdo3Bdpvvp0MGtmBY6zgRcs+nLavGITqxoDJaFoOwlg6UKO1rnr6YfJkt7HkzKR3XxnVWWEsi6W8wO64r2IeAyYChAAaGoCaGuVVWwtcfjmQkWF1yrQLt0ouWKlIrAVMRCqnlaYQGYABUyw4eRJ45RXg2DF3UFRTA3z9tfv/lhbv3wwYAOzYAZx5phUpBnbvBu67D5g2DbjzTiAuLvj04QZMduzpmyhSoZoFsDRFXnZr0uEgDJhiwd13AX99PvR0PXsC2dlKaVNlJXDNNUrQNGCA+Wn09N13wJQpwJEjwDvvAP/8J7BiBdAjSKZg936Y7HpHb3W6jXoUW2/7LbtjQBR9RvWBxn1nGQZMTvfuu0qwFBcH3HQT0LevEhSprz593H+7d1d+89VXwNVXAwcPAmPHAtu3A3l50UmvEEqJ0pEjSrpOnAD+9jdgzx7g738HBg/2/zsznpKLZgmTXTNBq9PNAa7JLsw4xoLdsHR2An/9K/D//h8wbhzw+ONAt27GLj/GMGAyUrhFpWbdpbe3A6Wlyv933AH86U/afpeXB2zdClx1lRI0jRsHbNsG5OQYk65g/vQnJTBKTAQ2blSqE2+8EfjsM+DSS4FnnwV+9KOuvzMjYEo8/febiuBVd0bp7ASOHwcOH1Ze//63+//Dh4FvvtE+r+7dgXvvBebPBxIccJpbXZJFziME8NvfAsuWAZddBkyaBHzve8rNI2CPYy5QELZlC/DznwN79yrv9+1T8pa//AVISopqEp0kTgjhyNuqo0ePYsCAAaisrET//v2tTo41nn4a+O//BrKygIoKoHdvfb8/fFgpaaqsBIYNU6rH1MzEDPv3AyNHKiU6jz8O/OxnyudVVUpbpu3blfdz5gCLFytBFaAEhur/33wD9OoVeBmej8IDwR+H378fuOACZZ1rakKnv6UFWL1aaSumhRBKOzI1MPrPf7q2JYtUYSHw3HOBS+aIYlFnJzB3LvDUU96fx8UBo0crwdP3vw+cf37o9pOqEyeADz9UXh98AOzaBXz7rfY0ZWUp+dysWcBFF2n/nacDB5S2n6+/rrzPyABuuUW5EW1rUwLCl14y9sbSBLJevxkwOVV1NXDeeUB9vdL+5yc/CW8+Bw8qJU3HjwMXXqiUPGVlGZtWQClJGjVKKUm67jqldCk+3v19ezvw4IPA73+vvL/sMuDFF4H+/YHGRiAtTfm8qcldtehPqMF3Pb+/5BNg6IXKvOvrg6dfCGDGDKUIPBLduiltxvLzu75ycry3STA7diglTHV1Sub46KNAWZn238uutVW5QJ08qezzUK8+fZQLh5kBP9lDe7tS7b96tfL+kUeU4+m115Sqf09nnqkETt//PjBmDJCcrHze0qKU3nzwgTtAOnjQuDRefLESOE2fDpxxRujpq6uBBQuAP/9ZCQYTEoCf/hT41a+UG+VNm5R2oadOAVddAdz6LuCZTUpWgibr9ZsBk1PddptSsjBihHIyR1J3/a9/KZlFdbVSLfb228Z3OXD33cAf/wjk5gKffKK0X/Ln1VeVwKSuTrn4rVmjBHLq9B0dwYMC34DpB18CPfP9T3vsmBKQJSQod2fBLF+uZFDduikZndZi78xM76BIXZ4RKiuVtGzerLwfOxZYtQoYOFD/vI4fV/bPn/6kXCymT9d2J6y1WkNr4+26OuAPfwCeeCJ0EOsrOVlpxzd7NnDJJfp+S8aIVjVXoAbW158AZtylVPt366acD7fe6v7+6FElcHrtNaVay7P9Yo8eyoMwNTVKsNTa2nX+556rlOpeUgA0/hLIAhAH4AeHgIQgN3KAMs9nn1WeaFbzm+RkJdCZNUtZtm/edvIksGSJckPU2Kh8NmWK8v7cc72n/ec/lcCvvl7JxzdtCl4abyFpr9/CoSorKwUAUVlZaeyMDx8W4tAhITo6jJ2vUdoahXgIQgBCxMUJ8cEHxsx33z4hevdW5jt6tBD19cbMVwgh1q93p3fz5tDTHzwoxIUXun9TWqr8n5wc+rdtjUI8D/er4cvA037zjTJfQIi2tsDTlZcLkZioTPfYY6HTEE2dnUIsXSpE9+5K+tLThVi1Svlcy2/Ly4W46SYhEhLc28LzdfHFQjzzjBDffmvuejQ0CPHb3wpxxhnuZcfFCdGjhxDZ2ULk5wtx/vlCFBYKMXasEJMmCTFtmhCzZgnx3/8txKWXeqf78suFePFFIVpbzU03Ra65WYhjxyLfV42NQowfr+z/pCQhNmwIPf2rrwpx551C9O3b9djv1UuI731PiIULhdi0SYgTJyJLn+rrr4V44gkhLrjAe3lnnqks6z//Ua4/q1cL0a+f+/uRI4XYsSP4vHfvdufjBQXKdpWQadfvCDFg0usnP1EOtu7dlQP09tuFePxx5YQ5elTbhchMbW3uYOKOO4yd99697gvWFVcoGUqkDh8WIiNDmecvfqH9dydPCjFzpneGkpnpHRC1BUiflmmEEKKpyT3vhgb/01RXC9G/vzLN1KnW7/9A/u//hCgqcq/PD34gRFWV/2mbm4V47jn/QcbatUK88YYQP/qRO0hUg9WbbhLi7beNvZloalLOLzWTVzP69ev1LUcN/qZP9w7++vUT4je/UfYjmcvzvPsbhHgcQmzeqBxTTz0lxIMPKvnrf/2Xcqyde647bwCUoOWZZ5TjU6/aWmWeat6t5cbMU0eHEB99pByLa9YoN83qua41P9Grs1OIXbuEuPtu5UbH80ZhwAD3+0GDhHjhhdDng5rOxRAi73QAeNZZQnwZ5KbRIgyYosy0DX7bbcrFwd/dtnrRvvxy5cR/+mkh3nlHiFOnjE1DME89paTjjDOUOxWj7drlPnmvuUa5oIWrtdV9ER89Orw7yJUrhUhJUeaRmxt6et8SplNBLpQdHe79WlPjZ15tSmkGIMTgwcaWupmhvV2IRYvcgU7v3kK89JL7+6NHlYtWdrZ3IHTbbcqdqS8td8Lham5WjuXcXPd8zzlHiL/9TVkPrXz3d1ujclf90ENC5OS4552UJMSMGcpF0Winqrseb2ZdZGV36pQQzz6rlEwGykNDvQYOFOLPf9aeX9TUuJeXmSnE++97f+/vGJFNU5MQf/2rkueq2yEjQ4jFi8O7vnz5pRIsAULk5Qnx2WeGJzkSDJiizNQN3tYmxL/+pVxsHn5YiB/+UIihQ4Xo1i1wEFVaKsTHHxufFk9VVe5gZvly85ZTXi5Ez57KcsaPDz8g/OUv3dVEkdzl7NmjBF7/3/8XelrPi1eogEkI5UIKCHHkSNfv7v/Z6aACQnyyK6ykW+KTT4QYPtx9fN50kxA33ti15OW3v/UfKPpS74Tvuce7RCAuToirrxbipz9VqipfekkJvIJV37W2CvHHP3a9g3722eDVouFoblYuQiNHep+vRUXKHbtdqusaGpRzoKXF6pQEduSIEA884F1SmJys5JtXX62UWJaWKvnpsmXKsbJjh5LPfvutksc884x31dhZZyklocEC6MpKIYYMUabPzlZKye3u4EGlOjnSG+Jjx4QYNsxdvWjGzUKYGDBFmSUbvLlZuRg9/7ySOUya1LXu+6KLlJIno+q7Pc2YoSxjxAh9d+Hh+Oc/3e1irr5aiDff1FdFsmWLckEFlJM/WvTeTaoBQEWF9+cvv+zep9FMv1FaWpSANT7e+/i88koh1q0LP1g4eVIpBfK8E/b3yshQqo4nTxZi7lylNOmZZ9x3vWrQtnx5dAKBnTuFuPlm72rGvDwhfv3rwFWXVjl1SoitW5XSwMsvdwe6Z5yhVFO/9VbkweW33yr52M03CzFlilIyuXWrvlLUzk4l6PnhD71vJgcOFOL3v1faCOp18qQQf/iDEH36uOc3ZIhSreeb/3zxhRJsA0oA7nsOO4lvvqa1pOybb9xV7+npodtARQkDpiiTZoO3tyvtm340RYgEjwtGIoS48YdK5mZEm49333XPe+fOyOenxdat7uowQIheEGIKhHgixElbU+MOJI1uZxWKnkbfQrirbT75xP1ZRYUQaWnK53Pnmptes5WXCzFmjHKh3bPH2HkfOiTEn/6k3DxMm6ZUu3pWgwV65eQoVX3RrMpWffWVUsrhW113661CfPhh9NMjhBK8vveeEI88ogSi/poEqDcv6qtPH6XEb9s2bflLZ6dSmvPYY8oNUKDS8rg4pVRi5kwhVqxQjhnf4OzkSaWqXG1Lqb7GjFFuNIwoKWxoEOK3C4Xo4TH/4cOVhtydnUJ8+qm7OvfccyOrHna6ujplnwNCpKYqbRQtJs312we7FYimEyeA558HVq4EPv3U/fmgQUo3ALffrvyvV3u78pjoJ58oj5/+z/8YluSQPv8cWLpUWa/aWuWzuDild/CZM4H/+i/v8d06O5VO4V5/HRg6FPjoo+D9JhktVD9MvvLzlY4ld+5UHhdualL+fvYZcMUVSr9UaqeZpE3918CKbOBrAAP+H3DkK6Xjzq+/Vh57Li0NPm5gNLS2Kh38PfWU0i2HavRopTPYqVO1dx3R2OjuuV199FuLykr3WIpNTd7f9e2rdBMxdqzyuPnAgcp0L76opNuzV/i8POCGG5Qe8wsL3R0xtrUpQyf94x/Ky7cfofPPV/ZH797uvob+85+u6ezeXem+ZNQo5bH3Z59V8jpA6QPslluUPsCGDze+W4G6OqWLiT/8wd3NxIgRwJdfKmNSDh8OvPVWdEYpsLNTp5QRFDZuVPKzd94BLr/csuRIef0GwBImK3R2KvXFP/1p1zYfEyYod4V6nrbybOitpc1JOEIV+Z48qTw9Mm6c913lGWcIUVbmbr/1hz+42y98+qk5adWzHqGKrYcOVdL7zjvKPrnpJuV9bq5SGkHG8dcQWobG0R98IMQtt3hX1+XmKg3bq6qUkrCKCqUkeflyIe6/X2mTc+ml3m12Inn17q1UbS1bppQEBcsfWluVtNx+u3f+AgjRB0JMgBA3TO36XWKi0ibxqae6tilU98MyCPHyi0p7weJi76e3PF+DBikNko1qehDqvD1xQqli7tHDnYbRo83v7sJJWlqUtowTJljeHk7W6zdLmPQy+g7p1Clgwwal1GnrVvfnRUXAL36h3OEF64ixuloZ9qKuThkT6Z57IkuPEQ4fVnrRXbVKuUtWXXSRUjLT1mZdWvWWMF1yidL77xtvAF98oZQudOum3IFdeaX56SV5VFUpHXeuWKF05Akox0JHR+jfZmUppZWZmdqXl56u9LI/dqxS2hNOL+0tLUoJy9q1SqevviVVffoAEycq+cz48e4e87Xq7FSGXVJLoE6cUDoHnTTJmoFev/7aXdr0+98DPf10XkmBdXQopasWD50iawmT1AHT0qVL8dhjj6GqqgoXXnghnn76aYwaNUrTb2Xd4EEdPKiMLL1qlXtMsWHDlAFUp03zX/Wj9uh9ySVKpiXTaNQdHUpvuStXKr3Xqj3j/td/KT3tah2jyUh6evoGlGLp999XxrV78kml+nPJEmU8O4pNra3K8fv000B5ufJZjx7ePbafeab3+/R0S5MMQOkV+vXXlVdurhLUjBolV55B1gt3EHkDyXr9ljZgevHFF/HjH/8YK1asQGFhIZ544gmsX78eFRUVyA40bIYHWTe4JsePKxfnZcuAhgbls0GDlNGnZ850t/l57z2lHQ2gZNyjRwefr9bhJ8ygtt86fFgZ80jPnbaR9AZM48Z5l/zdeCPwwgvGBnt2GBWd/DtyRLkb793bmGNCgouVLViZl5HpZL1+SxswFRYWYuTIkXjmmWcAAJ2dnRgwYABmz56NX/ziFyF/H/UNbsYJXFurjFH2xBPK+EWAUoR+773KYLrFxdY09JaVlsBDb8D0/e8rDSEBpZH6hx+ymN+pmmuAl083Dg5VVUsM9J1Cwv3IgEmH1tZWdO/eHS+99BImT57s+nzGjBmora3Fq6++2uU3LS0taFGrsQAcO3YMBQUF0m3wsJw6pVTTPfaY8qQNoFTPtbUpJTX/938chV0rz4siEPrC+KMfKU8d9ewJ7NoFDBlifhpJGycEOBJerIisJmvAFEYrQvN988036OjoQI7Po6A5OTmoqqry+5tFixYhIyPD9SooKIhGUqMjNRX46U+VRsd/+5vSAFQdzfp3v2OwpEdKNjBduF+hLrIlJUp1y9/+xmBJNp770o7BEqAESOo6MFgikpqUAVM4HnjgAdTV1bleBw4csDpJxktIAG6+WenD6fXXlVKnn/zE6lQ52x13KNWh119vdUqIiMhCCVYnwJ/evXujW7duqK6u9vq8uroaubm5fn+TnJyM5ORk1/t6tRMzJ4qLAyZMsDoVscOKp/mIiEgqUpYwJSUlYcSIEdiyZYvrs87OTmzZsgVFRUUWpoyIiIhikZQBEwDMmzcPf/7zn/Hcc8/h888/xz333IOmpibcfvvtVieNiIiIJLJ06VKceeaZSElJQWFhIT788EPDlyFllRwA3Hjjjfj666/x0EMPoaqqChdddBE2bdrUpSE4ERERxa4XX3wR8+bN8+q3saSkRHO/jVpJ2a2AEWR9LJGIiIgC03v9jrTfRq2krZIjIiIiCqa1tRW7d+9GcXGx67P4+HgUFxejXB26yCDSVskRERFR7GpoaPB64t33aXggeL+N//rXvwxND0uYiIiISDoFBQVeHVIvWrTI0vSwhImIiIikc+DAAfTr18/13rd0CQiv38ZwsYSJiIiIpJOWlob09HTXy1/AFM1+G1nCRERERLY1b948zJgxA5deeilGjRqFJ554wpR+GxkwERERkW1Fq99GBkxERERka2VlZSgrKzN1GWzDRERERBSCY0uYOjs7AQDHjx+3OCVERESklXrdVq/jsnBswKQ+Yjhq1CiLU0JERER6VVdXY+DAgVYnw8WxY8m1t7djz549yMnJQXy8cTWPDQ0NKCgowIEDB5CWlmbYfGXi9HXk+tmf09fR6esHOH8duX7h6+zsRHV1NS6++GIkJMhTruPYgMks9fX1yMjIQF1dHdLT061Ojimcvo5cP/tz+jo6ff0A568j18952OibiIiIKAQGTEREREQhMGDSKTk5GQsWLPDbRbtTOH0duX725/R1dPr6Ac5fR66f87ANExEREVEILGEiIiIiCoEBExEREVEIDJiIiIiIQmDARERERBQCAyYAS5cuxZlnnomUlBQUFhbiww8/DDr9+vXrMWTIEKSkpOCCCy7A66+/7vW9EAIPPfQQ+vbti9TUVBQXF+OLL74wcxWC0rN+f/7zn3HllVfijDPOwBlnnIHi4uIu0992222Ii4vzel133XVmr0ZQetZx9erVXdKfkpLiNY2d9+GYMWO6rF9cXBwmTpzomkamfbhjxw5MmjQJeXl5iIuLwyuvvBLyN9u2bcMll1yC5ORknHPOOVi9enWXafSe12bRu34vv/wyrr32WvTp0wfp6ekoKirCm2++6TXNww8/3GX/DRkyxMS1CE7vOm7bts3vMVpVVeU1nV33ob/zKy4uDsOGDXNNI9M+XLRoEUaOHIm0tDRkZ2dj8uTJqKioCPk7u10LIxXzAdOLL76IefPmYcGCBfj4449x4YUXoqSkBDU1NX6nf//993HTTTdh1qxZ2LNnDyZPnozJkydj//79rmkWL16Mp556CitWrMAHH3yAHj16oKSkBM3NzdFaLRe967dt2zbcdNNNeOedd1BeXo4BAwZg/PjxOHbsmNd01113HY4fP+56vfDCC9FYHb/0riMApKene6X/P//5j9f3dt6HL7/8ste67d+/H926dcOPfvQjr+lk2YdNTU248MILsXTpUk3THz58GBMnTsQ111yDvXv3Ys6cObjjjju8gopwjgmz6F2/HTt24Nprr8Xrr7+O3bt345prrsGkSZOwZ88er+mGDRvmtf/effddM5Kvid51VFVUVHitQ3Z2tus7O+/DJ5980mu9KisrkZWV1eUclGUfbt++HaWlpdi5cyc2b96MtrY2jB8/Hk1NTQF/Y7droSFEjBs1apQoLS11ve/o6BB5eXli0aJFfqe/4YYbxMSJE70+KywsFD/5yU+EEEJ0dnaK3Nxc8dhjj7m+r62tFcnJyeKFF14wYQ2C07t+vtrb20VaWpp47rnnXJ/NmDFDXH/99UYnNWx613HVqlUiIyMj4Pyctg+XLFki0tLSRGNjo+sz2fahCoDYsGFD0Gnuv/9+MWzYMK/PbrzxRlFSUuJ6H+k2M4uW9fOnoKBALFy40PV+wYIF4sILLzQuYQbSso7vvPOOACC+++67gNM4aR9u2LBBxMXFiX//+9+uz2TehzU1NQKA2L59e8Bp7HYtNEJMlzC1trZi9+7dKC4udn0WHx+P4uJilJeX+/1NeXm51/QAUFJS4pr+8OHDqKqq8pomIyMDhYWFAedplnDWz9fJkyfR1taGrKwsr8+3bduG7OxsDB48GPfccw9OnDhhaNq1CncdGxsbMWjQIAwYMADXX389PvvsM9d3TtuHK1euxLRp09CjRw+vz2XZh3qFOgeN2GYy6ezsRENDQ5dz8IsvvkBeXh7OOuss3HzzzThy5IhFKQzfRRddhL59++Laa6/Fe++95/rcaftw5cqVKC4uxqBBg7w+l3Uf1tXVAUCXY86Tna6FRonpgOmbb75BR0cHcnJyvD7PycnpUpeuqqqqCjq9+lfPPM0Szvr5mj9/PvLy8rwO+uuuuw5/+ctfsGXLFvz+97/H9u3bMWHCBHR0dBiafi3CWcfBgwfj2Wefxauvvoq//e1v6OzsxGWXXYajR48CcNY+/PDDD7F//37ccccdXp/LtA/1CnQO1tfX49SpU4Yc9zJ5/PHH0djYiBtuuMH1WWFhIVavXo1NmzZh+fLlOHz4MK688ko0NDRYmFLt+vbtixUrVuDvf/87/v73v2PAgAEYM2YMPv74YwDG5F2y+Oqrr/DGG290OQdl3YednZ2YM2cOLr/8cpx//vkBp7PTtdAoCVYngOT16KOPYu3atdi2bZtXo+hp06a5/r/gggswfPhwnH322di2bRvGjRtnRVJ1KSoqQlFRkev9ZZddhqFDh+KPf/wjHnnkEQtTZryVK1figgsuwKhRo7w+t/s+jBVr1qzBwoUL8eqrr3q175kwYYLr/+HDh6OwsBCDBg3CunXrMGvWLCuSqsvgwYMxePBg1/vLLrsMhw4dwpIlS/DXv/7VwpQZ77nnnkNmZiYmT57s9bms+7C0tBT79++3tE2crGK6hKl3797o1q0bqqurvT6vrq5Gbm6u39/k5uYGnV79q2eeZgln/VSPP/44Hn30Ubz11lsYPnx40GnPOuss9O7dGwcPHow4zXpFso6qxMREXHzxxa70O2UfNjU1Ye3atZoyXyv3oV6BzsH09HSkpqYackzIYO3atbjjjjuwbt26LlUfvjIzM3HeeefZYv8FMmrUKFf6nbIPhRB49tlnceuttyIpKSnotDLsw7KyMrz22mt455130L9//6DT2ulaaJSYDpiSkpIwYsQIbNmyxfVZZ2cntmzZ4lUC4amoqMhregDYvHmza/r8/Hzk5uZ6TVNfX48PPvgg4DzNEs76AcqTDY888gg2bdqESy+9NORyjh49ihMnTqBv376GpFuPcNfRU0dHB/bt2+dKvxP2IaA88tvS0oJbbrkl5HKs3Id6hToHjTgmrPbCCy/g9ttvxwsvvODVHUQgjY2NOHTokC32XyB79+51pd8J+xBQnj47ePCgppsWK/ehEAJlZWXYsGEDtm7divz8/JC/sdO10DBWtzq32tq1a0VycrJYvXq1OHDggLjrrrtEZmamqKqqEkIIceutt4pf/OIXrunfe+89kZCQIB5//HHx+eefiwULFojExESxb98+1zSPPvqoyMzMFK+++qr49NNPxfXXXy/y8/PFqVOnpF+/Rx99VCQlJYmXXnpJHD9+3PVqaGgQQgjR0NAgfv7zn4vy8nJx+PBh8fbbb4tLLrlEnHvuuaK5uTnq6xfOOi5cuFC8+eab4tChQ2L37t1i2rRpIiUlRXz22Weuaey8D1VXXHGFuPHGG7t8Lts+bGhoEHv27BF79uwRAMQf/vAHsWfPHvGf//xHCCHEL37xC3Hrrbe6pv/yyy9F9+7dxX333Sc+//xzsXTpUtGtWzexadMm1zShtpnM6/f888+LhIQEsXTpUq9zsLa21jXNz372M7Ft2zZx+PBh8d5774ni4mLRu3dvUVNTE/X1E0L/Oi5ZskS88sor4osvvhD79u0T9957r4iPjxdvv/22axo770PVLbfcIgoLC/3OU6Z9eM8994iMjAyxbds2r2Pu5MmTrmnsfi00QswHTEII8fTTT4uBAweKpKQkMWrUKLFz507Xd1dffbWYMWOG1/Tr1q0T5513nkhKShLDhg0TGzdu9Pq+s7NT/OpXvxI5OTkiOTlZjBs3TlRUVERjVfzSs36DBg0SALq8FixYIIQQ4uTJk2L8+PGiT58+IjExUQwaNEjceeedlmRinvSs45w5c1zT5uTkiO9973vi448/9pqfnfehEEL861//EgDEW2+91WVesu1D9RFz35e6TjNmzBBXX311l99cdNFFIikpSZx11lli1apVXeYbbJtFk971u/rqq4NOL4TSjULfvn1FUlKS6Nevn7jxxhvFwYMHo7tiHvSu4+9//3tx9tlni5SUFJGVlSXGjBkjtm7d2mW+dt2HQiiP0Kempoo//elPfucp0z70t24AvM4rJ1wLIxUnhBCmFV8REREROUBMt2EiIiIi0oIBExEREVEIDJiIiIiIQmDARERERBQCAyYiIiKiEBgwEREREYXAgImIiIgoBAZMRERERCEwYCIiIiIKgQETERERUQgMmIiIiIhCYMBEREREFML/D2tS1TMa2ZxdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig_optto, ax_opto = plt.subplots(2, 1, figsize=(7, 15), sharex=True)\n",
    "fig_optto_fr, ax_opto_fr = plt.subplots(1, 1, figsize=(7, 15), sharex=True)\n",
    "opto_colours = ['blue', 'red', 'green', 'orange']\n",
    "reordered_dict = {k: dict_choice[k] for k in ['slow_crh_v2', 'slow_gaba_w_shift','grid_all_fast_v5_w_shift', 'network_ff_w_shift', ]}\n",
    "dict_choice = reordered_dict\n",
    "\n",
    "for i, (network_type, network_info) in enumerate(dict_choice.items()):\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(7, 5))\n",
    "    print(f\"Network type: {network_type}\")\n",
    "    spikes = network_info['netres_baseline']['spikes_raw']\n",
    "    spikes_pre = [spikes[x][np.logical_and(spikes[x]/second >= 5, spikes[x]/second < 105)] - 5*second for x in spikes]\n",
    "    spikes_post = [spikes[x][np.logical_and(spikes[x]/second >= 105, spikes[x]/second < 200)] - 105*second for x in spikes]\n",
    "    isis = build_isi_from_spike_train(network_info['netres_baseline']['spikes_raw'], low_cut=5, high_cut=105)\n",
    "    isi_post = build_isi_from_spike_train(network_info['netres_baseline']['spikes_raw'], low_cut=105, high_cut=200)\n",
    "    [ax[0].scatter(spikes_pre[j][:-1], isis[j]) for j in range(5)]\n",
    "    ax[0].set_xlabel(\"Time (s)\")\n",
    "    ax[0].set_ylabel(\"ISI (ms)\")\n",
    "    ax[0].set_yscale('log')\n",
    "    ax[0].set_ylim(1, 10000)\n",
    "    ax[0].set_xlim(0, 100)\n",
    "\n",
    "    [ax[1].scatter(spikes_post[j][:-1], isi_post[j]) for j in range(5)]\n",
    "    ax[1].set_xlabel(\"Time (s)\")\n",
    "    ax[1].set_ylabel(\"ISI (ms)\")\n",
    "    ax[1].set_yscale('log')\n",
    "    ax[1].set_ylim(1, 10000)\n",
    "    ax[1].set_xlim(0, 100)\n",
    "\n",
    "    pre_fr = [len(spikes_pre[j])/100 for j in range(500)]\n",
    "    pre_fr_std = np.nanstd(pre_fr)\n",
    "    pre_fr_mean = np.nanmean(pre_fr)\n",
    "    post_fr = [len(spikes_post[j])/95 for j in range(500)]\n",
    "    post_fr_std = np.nanstd(post_fr)\n",
    "    post_fr_mean = np.nanmean(post_fr)\n",
    "    pre_cv2 = [cv2(isis[j]) for j in range(500) if len(isis[j]) > 1]\n",
    "    post_cv2 = [cv2(isi_post[j]) for j in range(500) if len(isi_post[j]) > 1]\n",
    "    \n",
    "\n",
    "    dict_choice[network_type]['baseline_mean_fr_bursters'] = pre_fr_mean\n",
    "    dict_choice[network_type]['baseline_std_fr_bursters'] = pre_fr_std\n",
    "    dict_choice[network_type]['end_mean_fr_bursters'] = post_fr_mean\n",
    "    dict_choice[network_type]['end_std_fr_bursters'] = post_fr_std\n",
    "    dict_choice[network_type]['baseline_cv2_bursters'] = np.nanmean(pre_cv2)\n",
    "    dict_choice[network_type]['end_cv2_bursters'] = np.nanmean(post_cv2)\n",
    "    dict_choice[network_type]['baseline_cv2_std_bursters'] = np.nanstd(pre_cv2)\n",
    "    dict_choice[network_type]['end_cv2_std_bursters'] = np.nanstd(post_cv2)\n",
    "    dict_choice[network_type]['baseline_cv2_n'] = len(pre_cv2)\n",
    "    dict_choice[network_type]['end_cv2_n'] = len(post_cv2)\n",
    "\n",
    "    #pre analysis, take up to 0.4 s before the pulse\n",
    "    pre_baseline = [spikes_pre[j][np.logical_and(spikes_pre[j] < 45*second, spikes_pre[j] >= 44.6*second)] for j in range(250)]\n",
    "    post_baseline = [spikes_post[j][np.logical_and(spikes_post[j] < 45*second, spikes_post[j] >= 44.6*second)] for j in range(250)]\n",
    "    #then get the silence period, which is the time between the last spike before the pulse and the first spike after the pulse\n",
    "    pre_change = [spikes_pre[j][np.logical_and(spikes_pre[j] >= 45.1*second, spikes_pre[j] < 45.3*second)] for j in range(250)]\n",
    "    post_change = [spikes_post[j][np.logical_and(spikes_post[j] >= 45.1*second, spikes_post[j] < 45.3*second)] for j in range(250)]\n",
    "\n",
    "    pointwise_change_pre = []\n",
    "    pointwise_change_post = []\n",
    "    for j in range(250):\n",
    "        if len(pre_baseline[j]) > 0:\n",
    "            pointwise_change_pre.append((len(pre_change[j])/0.2)/(len(pre_baseline[j])/0.6))\n",
    "            \n",
    "        else:\n",
    "            pointwise_change_pre.append(np.nan)\n",
    "        if len(post_baseline[j]) > 0:\n",
    "            pointwise_change_post.append((len(post_change[j])/0.2)/(len(post_baseline[j])/0.6))\n",
    "        else:\n",
    "            pointwise_change_post.append(np.nan)\n",
    "\n",
    "    dict_choice[network_type]['baseline_spikes_pre'] = np.nanmean([len(pre_baseline[j])/0.4 for j in range(250)])\n",
    "    dict_choice[network_type]['baseline_spikes_post'] = np.nanmean([len(post_baseline[j])/0.4 for j in range(250)])\n",
    "    dict_choice[network_type]['change_spikes_pre'] = np.nanmean([len(pre_change[j])/0.2 for j in range(250)])\n",
    "    dict_choice[network_type]['change_spikes_post'] = np.nanmean([len(post_change[j])/0.2 for j in range(250)])\n",
    "    dict_choice[network_type]['baseline_spikes_pre_std'] = np.nanstd([len(pre_baseline[j])/0.2 for j in range(250)])\n",
    "    dict_choice[network_type]['baseline_spikes_post_std'] = np.nanstd([len(post_baseline[j])/0.2 for j in range(250)])\n",
    "    dict_choice[network_type]['change_spikes_pre_std'] = np.nanstd([len(pre_change[j])/0.2 for j in range(250)])\n",
    "    dict_choice[network_type]['change_spikes_post_std'] = np.nanstd([len(post_change[j])/0.2 for j in range(250)])\n",
    "\n",
    "\n",
    "    dict_choice[network_type]['pointwise_change_pre'] = np.nanmean(pointwise_change_pre)\n",
    "    dict_choice[network_type]['pointwise_change_post'] = np.nanmean(pointwise_change_post)\n",
    "    dict_choice[network_type]['pointwise_change_pre_std'] = np.nanstd(pointwise_change_pre)\n",
    "    dict_choice[network_type]['pointwise_change_post_std'] = np.nanstd(pointwise_change_post)\n",
    "\n",
    "    binned_fr_, bins = binned_fr_pop(network_info['netres_baseline']['spikes_raw'], end_time=60, popsize=500, binsize=5)\n",
    "    #trim those 5 seconds\n",
    "    binned_fr_ = binned_fr_[bins >= 5]\n",
    "    bins = bins[bins >= 5] - 5 \n",
    "\n",
    "    bins, binned_isi = bin_signal(spikes_pre[5][:-1]/second, isis[5], bins=bins, bin_func=None)\n",
    "    binned_cv2 = []\n",
    "    for isi in binned_isi:\n",
    "        if len(isi) > 1:\n",
    "            binned_cv2.append(cv2(isi))\n",
    "        else:\n",
    "            binned_cv2.append(np.nan)\n",
    "    twinx_ = ax[0].twinx()\n",
    "    twinx_.plot(bins + 2.5, binned_fr_, color='red', label='Mean FR Bursters')\n",
    "    #twinx_.plot(bins, binned_cv2, color='green', label='CV2')\n",
    "    twinx_.set_ylim(0, 16)\n",
    "    twinx_.set_ylabel(\"Mean FR (Hz)\")\n",
    "    twinx_.set_xlabel(\"Time (s)\")\n",
    "    twinx_.set_xlim(0, 100)\n",
    "    #twinx_.legend(loc='upper right')\n",
    "\n",
    "    ax[0].set_title(f\"Network type: {network_type}\")\n",
    "\n",
    "    binned_fr_, bins = binned_fr_pop(network_info['netres_baseline']['spikes_raw'], end_time=200, popsize=250, binsize=0.05)\n",
    "\n",
    "    binned_fr_pre = binned_fr_[(bins >= 5) & (bins < 105)]\n",
    "    binned_fr_post = binned_fr_[(bins >= 105) & (bins < 200)]\n",
    "    bins_pre = bins[(bins >= 5) & (bins < 105)] - 5\n",
    "    bins_post = bins[(bins >= 105) & (bins < 200)] - 105\n",
    "    print(bins_pre)\n",
    "\n",
    "\n",
    "    #filter spikes pre down to 44.5 to 45.4\n",
    "    spikes_pre_filtered = [spikes_pre[j][np.logical_and(spikes_pre[j]/second >= 44.90, spikes_pre[j]/second < 45.6)] for j in range(250)]\n",
    "    time_to_first = [spikes_pre_filtered[j][spikes_pre_filtered[j] > 45.05*second][0] - 45.05*second if len(spikes_pre_filtered[j][spikes_pre_filtered[j] > 45.05*second]) > 0 else np.nan for j in range(250)]\n",
    "    assert len(time_to_first) == 250, f\"Time to first spike length mismatch: {len(time_to_first)} != 250\"\n",
    "    assert len(spikes_pre_filtered) == 250, f\"Spikes pre filtered length mismatch: {len(spikes_pre_filtered)} != 250\"\n",
    "    time_to_first = np.nan_to_num(np.array(time_to_first), nan=0.6)\n",
    "    mean_time_to_first = np.nanmean(time_to_first)\n",
    "      # replace NaNs with 0 for mean calculation\n",
    "    \n",
    "    print(f\"Mean time to first spike: {mean_time_to_first}\")\n",
    "    idx_min_first = np.argsort(time_to_first)[:25]  # get the indices of the 125 closest to the mean time to first spike\n",
    "    #idx_min_first = np.argsort(time_to_first)[:]  # get the indices of the 125 closest to the mean time to first spike\n",
    "    #spikes_pre_filtered = [spikes_pre_filtered[idx] for idx in idx_min_first]\n",
    "    spikes_pre_front_fill = [[] for _ in range(100*i)]\n",
    "    spikes_pre_front_fill = [*spikes_pre_front_fill, *spikes_pre_filtered[0:100]]\n",
    "\n",
    "    ax_opto[0].eventplot(spikes_pre_front_fill, color=opto_colours[i], linelengths=1)\n",
    "    ax_opto[0].plot([], [], color=opto_colours[i], label=f'Network: {network_type} Pre')\n",
    "    #ax_opto[0].axvline(x=mean_time_to_first + 45.05, color=opto_colours[i], linestyle='--', label=f'Mean time to first spike: {mean_time_to_first:.2f} s')\n",
    "    # ax2 = plt.twinx()\n",
    "    # ax2.plot(bins_pre , binned_isi_pre, color='red', label='Mean ISI Pre')\n",
    "    # #plt.plot(bins_post + 2.5, binned_isi_post, color='blue', label='Mean ISI Post')\n",
    "    \n",
    "    #filter spikes post down to 44.95 to 45.4\n",
    "    spikes_post_filtered = [spikes_post[j][np.logical_and(spikes_post[j]/second >= 44.90, spikes_post[j]/second < 45.6)] for j in range(250)]\n",
    "    time_to_first = [spikes_post_filtered[j][spikes_post_filtered[j] > 45.05*second][0] - 45.05*second if len(spikes_post_filtered[j][spikes_post_filtered[j] > 45.05*second]) > 0 else np.nan for j in range(250)]\n",
    "    idx_min_first = np.argsort(time_to_first)[-125:]\n",
    "    #spikes_post_filtered = [spikes_post_filtered[idx] for idx in idx_min_first]\n",
    "\n",
    "    spikes_post_front_fill = [[] for _ in range(100*i)]\n",
    "    spikes_post_front_fill = [*spikes_post_front_fill, *spikes_post_filtered[0:100]]\n",
    "    #ax_opto[0].set_xlim(44.95, 45+0.6)\n",
    "    ax_opto[0].set_xlabel(\"Time (s)\")\n",
    "    ax_opto[0].set_ylabel(\"Neuron index\")\n",
    "    #plt.ylim(-1, 25)\n",
    "    ax_opto[1].eventplot(spikes_post_front_fill, color=opto_colours[i], linelengths=1)\n",
    "\n",
    "    #\n",
    "    ax_opto[1].set_xlabel(\"Time (s)\")\n",
    "    ax_opto[1].set_ylabel(\"Neuron index\")\n",
    "    ax_opto[1].set_xlim(44.90, 45+0.6)\n",
    "\n",
    "\n",
    "    ax_opto_fr.plot(bins_pre,  binned_fr_pre , color=opto_colours[i], label=f'Network: {network_type} Pre')\n",
    "    ax_opto_fr.set_xlim(44.5, 46.5)\n",
    "\n",
    "       \n",
    "   \n",
    "\n",
    "\n",
    "    #NOW RUN ON THE OPTO PULSES\n",
    "    spikes_pre = network_info['netres_baseline']['spikes_pre']\n",
    "    spikes_pre_flat = []\n",
    "    for sp in spikes_pre:\n",
    "        for train in sp[:250]:\n",
    "            spikes_pre_flat.append(train)\n",
    "\n",
    "    joblib.dump(spikes_pre_flat, f\"output/spikes_pre_flat_{network_type}.joblib\")\n",
    "    fr_pre_test, fr_pre_test_bins = binned_fr_pop(spikes_pre_flat, end_time=2, popsize=250, binsize=0.05)\n",
    "\n",
    "    spikes_post = network_info['netres_baseline']['spikes_post']\n",
    "    plt.figure()\n",
    "    plt.eventplot(spikes_pre_flat, color=opto_colours[i], linelengths=1)\n",
    "    plt.twinx()\n",
    "    plt.plot(fr_pre_test_bins, fr_pre_test, color='red', label='Mean FR Bursters')\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "ax_opto[0].legend(loc='upper right')\n",
    "ax_opto[1].legend(loc='upper right')\n",
    "ax_opto[0].set_ylim(0, 400)\n",
    "ax_opto[1].set_ylim(0, 400)\n",
    "fig_optto.savefig(f\"output/opto_spikes.svg\", bbox_inches='tight')\n",
    "\n",
    "#ax_opto[0].set_xlim(44.5, 46.5)\n",
    "#fig_optto.savefig(f\"output/opto_spikes_wide.svg\")\n",
    "\n",
    "fig_optto_fr.savefig(f\"output/opto_spikes_fr.svg\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b3a0742d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc3ac330820>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#PLOT THE CHANGE, as a scatter plot\n",
    "plt.figure(figsize=(10, 5))\n",
    "for net_type in dict_choice.keys():\n",
    "\n",
    "    plt.scatter([0, 1,2,3], [dict_choice[net_type]['baseline_spikes_pre'],dict_choice[net_type]['change_spikes_pre'], \n",
    "                             dict_choice[net_type]['baseline_spikes_post'],  dict_choice[net_type]['change_spikes_post']], label=net_type + ' - Pre')\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "for net_type in dict_choice.keys():\n",
    "\n",
    "    plt.scatter([0, 1], [dict_choice[net_type]['pointwise_change_pre'], dict_choice[net_type]['pointwise_change_post']], label=net_type + ' - Pre')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9ea52c6",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "942fd49c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          baseline_mean_fr_bursters  baseline_std_fr_bursters  \\\n",
      "slow_crh_v2                                 1.39594                  2.265638   \n",
      "slow_gaba_w_shift                           0.99728                  1.922565   \n",
      "grid_all_fast_v5_w_shift                    2.15384                  1.941523   \n",
      "network_ff_w_shift                          3.27424                  4.152705   \n",
      "\n",
      "                          end_mean_fr_bursters  end_std_fr_bursters  \\\n",
      "slow_crh_v2                           5.719558             3.573851   \n",
      "slow_gaba_w_shift                     5.016484             1.272449   \n",
      "grid_all_fast_v5_w_shift              5.514147             1.323492   \n",
      "network_ff_w_shift                   14.565874             5.040030   \n",
      "\n",
      "                          baseline_cv2_bursters  end_cv2_bursters  \\\n",
      "slow_crh_v2                            1.263798          1.052161   \n",
      "slow_gaba_w_shift                      1.294894          0.722208   \n",
      "grid_all_fast_v5_w_shift               1.287069          0.740530   \n",
      "network_ff_w_shift                     1.290628          0.620480   \n",
      "\n",
      "                          baseline_cv2_std_bursters  end_cv2_std_bursters  \\\n",
      "slow_crh_v2                                0.160026              0.140794   \n",
      "slow_gaba_w_shift                          0.211954              0.125153   \n",
      "grid_all_fast_v5_w_shift                   0.097427              0.156873   \n",
      "network_ff_w_shift                         0.090927              0.178455   \n",
      "\n",
      "                          baseline_cv2_n  end_cv2_n  ...  change_spikes_pre  \\\n",
      "slow_crh_v2                          487        500  ...               0.00   \n",
      "slow_gaba_w_shift                    428        500  ...               0.98   \n",
      "grid_all_fast_v5_w_shift             500        500  ...               2.68   \n",
      "network_ff_w_shift                   499        500  ...               3.94   \n",
      "\n",
      "                          change_spikes_post  baseline_spikes_pre_std  \\\n",
      "slow_crh_v2                             4.14                 5.748600   \n",
      "slow_gaba_w_shift                       3.60                 6.067487   \n",
      "grid_all_fast_v5_w_shift                4.32                 7.403134   \n",
      "network_ff_w_shift                     13.96                12.081457   \n",
      "\n",
      "                          baseline_spikes_post_std  change_spikes_pre_std  \\\n",
      "slow_crh_v2                               9.723703               0.000000   \n",
      "slow_gaba_w_shift                         5.793099               2.596074   \n",
      "grid_all_fast_v5_w_shift                  5.661661               5.968048   \n",
      "network_ff_w_shift                       10.967607               9.120110   \n",
      "\n",
      "                          change_spikes_post_std  pointwise_change_pre  \\\n",
      "slow_crh_v2                             5.436948              0.000000   \n",
      "slow_gaba_w_shift                       3.611094              0.454861   \n",
      "grid_all_fast_v5_w_shift                3.568977              1.150695   \n",
      "network_ff_w_shift                      7.288237              1.476574   \n",
      "\n",
      "                          pointwise_change_post  pointwise_change_pre_std  \\\n",
      "slow_crh_v2                            1.187302                  0.000000   \n",
      "slow_gaba_w_shift                      1.281004                  0.899533   \n",
      "grid_all_fast_v5_w_shift               1.256751                  2.288400   \n",
      "network_ff_w_shift                     1.423737                  3.137104   \n",
      "\n",
      "                          pointwise_change_post_std  \n",
      "slow_crh_v2                                1.563333  \n",
      "slow_gaba_w_shift                          1.569726  \n",
      "grid_all_fast_v5_w_shift                   1.210553  \n",
      "network_ff_w_shift                         0.542572  \n",
      "\n",
      "[4 rows x 22 columns]\n"
     ]
    }
   ],
   "source": [
    "dict_choice_no_netres = {k: v for k, v in dict_choice.items() if 'netres' not in k}\n",
    "#dict_choice_no_netres['network_type'] = dict_choice_no_netres\n",
    "dict_base = pd.DataFrame.from_dict(dict_choice_no_netres, orient='index')\n",
    "#drop netres\n",
    "dict_base = dict_base.drop(columns=['netres_baseline'])\n",
    "print(dict_base.head())\n",
    "dict_base.to_csv(\"output/ISI_bursters_opto.csv\")"
   ]
  }
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