Hyperexcitability from Nav1.2 channel loss in neocortical pyramidal cells (Spratt et al 2021)

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Accession:267067
Based on the Layer 5 thick-tufted pyramidal cell from the Blue Brain Project, we modify the distribution of the sodium channel Nav1.2 to recapitulate an increase in excitability observed in ex vivo slice experiments.
Reference:
1 . Spratt PWE, Alexander RPD, Ben-Shalom R, Sahagun A, Kyoung H, Keeshen CM, Sanders SJ, Bender KJ (2021) Paradoxical hyperexcitability from NaV1.2 sodium channel loss in neocortical pyramidal cells Cell Rep. 36(5):109483 [PubMed]
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Model Information (Click on a link to find other models with that property)
Model Type: Neuron or other electrically excitable cell;
Brain Region(s)/Organism: Prefrontal cortex (PFC);
Cell Type(s): Neocortex layer 5 pyramidal cell;
Channel(s): I h; I M; I Potassium; I Sodium; I L high threshold; I T low threshold;
Gap Junctions:
Receptor(s):
Gene(s): Nav1.2 SCN2A;
Transmitter(s):
Simulation Environment: NEURON; Python;
Model Concept(s):
Implementer(s): Ben-Shalom, Roy [rbenshalom at ucdavis.edu]; Kyoung, Henry [hkyoung at berkeley.edu];
Search NeuronDB for information about:  I L high threshold; I T low threshold; I M; I h; I Sodium; I Potassium;
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-02T02:49:22.898021Z",
     "start_time": "2021-05-02T02:49:12.057586Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "\n",
    "plt.rcParams['axes.spines.right'] = False\n",
    "plt.rcParams['axes.spines.top'] = False\n",
    "plt.rcParams['font.sans-serif'] = \"Arial\"\n",
    "plt.rcParams['font.family'] = \"sans-serif\"\n",
    "plt.rcParams['pdf.fonttype'] = 42\n",
    "plt.rcParams['ps.fonttype'] = 42\n",
    "\n",
    "tick_major = 6\n",
    "tick_minor = 4\n",
    "plt.rcParams[\"xtick.major.size\"] = tick_major\n",
    "plt.rcParams[\"xtick.minor.size\"] = tick_minor\n",
    "plt.rcParams[\"ytick.major.size\"] = tick_major\n",
    "plt.rcParams[\"ytick.minor.size\"] = tick_minor\n",
    "\n",
    "font_small = 12\n",
    "font_medium = 13\n",
    "font_large = 14\n",
    "plt.rc('font', size=font_small)          # controls default text sizes\n",
    "plt.rc('axes', titlesize=font_medium)    # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=font_medium)    # fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=font_small)    # fontsize of the tick labels\n",
    "plt.rc('ytick', labelsize=font_small)    # fontsize of the tick labels\n",
    "plt.rc('legend', fontsize=font_small)    # legend fontsize\n",
    "plt.rc('figure', titlesize=font_large)   # fontsize of the figure title\n",
    "\n",
    "import matplotlib.colors as clr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model Controls"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-02T02:40:38.619248Z",
     "start_time": "2021-05-02T02:40:30.161499Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t1 \n",
      "\t1 \n",
      "Setting temperature to 34.000000 C\n",
      "Setting simulation time step to 0.100000 ms\n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "**********************\n",
      "cADpyr232_L5_TTPC1_0fb1ca4724[0].soma[0]\n",
      "1 \n",
      "1 \n",
      "1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from neuron import h\n",
    "h.load_file(\"runModel.hoc\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize Model Params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-02T03:22:53.581851Z",
     "start_time": "2021-05-02T03:22:53.571750Z"
    },
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "def init_settings(nav12=1,\n",
    "                  nav16=1,\n",
    "                  dend_nav12=1, \n",
    "                  soma_nav12=1, \n",
    "                  ais_nav12=1, \n",
    "                  dend_nav16=1, \n",
    "                  soma_nav16=1,\n",
    "                  ais_nav16=1, \n",
    "                  axon_Kp=1,\n",
    "                  axon_Kt =1,\n",
    "                  axon_K=1,\n",
    "                  soma_K=1,\n",
    "                  dend_K=1,\n",
    "                  gpas_all=1):\n",
    "    \n",
    "    # create default model parameters to avoid loading the model\n",
    "    \n",
    "    h.dend_na12 = 0.026145/2 \n",
    "    h.dend_na16 = h.dend_na12 \n",
    "    h.dend_k = 0.004226 * soma_K\n",
    "\n",
    "\n",
    "    h.soma_na12 = 0.983955/10 \n",
    "    h.soma_na16 = h.soma_na12 \n",
    "    h.soma_K = 0.303472 * soma_K\n",
    "\n",
    "    h.ais_na16 = 4 \n",
    "    h.ais_na12 = 4 \n",
    "    h.ais_ca = 0.000990\n",
    "    h.ais_KCa = 0.007104\n",
    "\n",
    "    h.node_na = 2\n",
    "\n",
    "    h.axon_KP = 0.973538 * axon_Kp\n",
    "    h.axon_KT = 0.089259 * axon_Kt\n",
    "    h.axon_K = 1.021945 * axon_K\n",
    "\n",
    "    h.cell.axon[0].gCa_LVAstbar_Ca_LVAst = 0.001376286159287454\n",
    "    \n",
    "    #h.soma_na12 = h.soma_na12/2\n",
    "    h.naked_axon_na = h.soma_na16/5\n",
    "    h.navshift = -10\n",
    "    h.myelin_na = h.naked_axon_na\n",
    "    h.myelin_K = 0.303472\n",
    "    h.myelin_scale = 10\n",
    "    h.gpas_all = 3e-5 * gpas_all\n",
    "    h.cm_all = 1\n",
    "    \n",
    "    \n",
    "    h.dend_na12 = h.dend_na12 * nav12 * dend_nav12\n",
    "    h.soma_na12 = h.soma_na12 * nav12 * soma_nav12\n",
    "    h.ais_na12 = h.ais_na12 * nav12 * ais_nav12\n",
    "    \n",
    "    h.dend_na16 = h.dend_na16 * nav16 * dend_nav16\n",
    "    h.soma_na16 = h.soma_na16 * nav16 * soma_nav16\n",
    "    h.ais_na16 = h.ais_na16 * nav16 * ais_nav16\n",
    "    \n",
    "    h.hcn = 0.00001\n",
    "    \n",
    "    h.working()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize Stimulation Params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-02T02:48:59.026404Z",
     "start_time": "2021-05-02T02:48:59.022102Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [],
   "source": [
    "def init_stim(sweep_len = 800, stim_start = 100, stim_dur = 500, amp = 0.5, dt = 0.01):\n",
    "    # updates the stimulation params used by the model\n",
    "    # time values are in ms\n",
    "    # amp values are in nA\n",
    "    \n",
    "    h(\"st.del = \" + str(stim_start))\n",
    "    h(\"st.dur = \" + str(stim_dur))\n",
    "    h(\"st.amp = \" + str(amp))\n",
    "    h.tstop = sweep_len\n",
    "    h.dt = dt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-02T02:49:00.722086Z",
     "start_time": "2021-05-02T02:49:00.715276Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [],
   "source": [
    "def run_model(start_Vm = -72):\n",
    "\n",
    "    h.finitialize(start_Vm)\n",
    "    timesteps = int(h.tstop/h.dt)\n",
    "    \n",
    "    Vm = np.zeros(timesteps)\n",
    "    I = {}\n",
    "    I['Na'] = np.zeros(timesteps)\n",
    "    I['Ca'] = np.zeros(timesteps)\n",
    "    I['K'] = np.zeros(timesteps)\n",
    "    t = np.zeros(timesteps)\n",
    "    \n",
    "    for i in range(timesteps):\n",
    "        Vm[i] = h.cell.soma[0].v\n",
    "        I['Na'][i] = h.cell.soma[0](0.5).ina\n",
    "        I['Ca'][i] = h.cell.soma[0](0.5).ica\n",
    "        I['K'][i] = h.cell.soma[0](0.5).ik\n",
    "        t[i] = i*h.dt / 1000\n",
    "        h.fadvance()\n",
    "        \n",
    "    return Vm, I, t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AP analysis code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-02T02:49:02.498832Z",
     "start_time": "2021-05-02T02:49:02.478323Z"
    },
    "code_folding": [
     81,
     90,
     94,
     99,
     113
    ]
   },
   "outputs": [],
   "source": [
    "def detect_spikes(Vm, time, dVdt_thresh = 15, min_spike_len = 0.0002, properties=True):\n",
    "    '''\n",
    "    Method for idenifying spikes based on rates of change in the membrane potential\n",
    "    INPUTS:\n",
    "    Vm: array-like - membrane potential (mV)\n",
    "    time: array-like - time corresponding to Vm (sec)\n",
    "    dVdt_thresh: float - Threshold for determining spike initiation (V/s)\n",
    "    min_spike_len: float - Minimum length of time dVdt must be above dVdt_thresh to be considered a spike (sec)\n",
    "    properties: Bool - If true, returns spike_times and spike_properties. Otherwise returns only spike_properties\n",
    "\n",
    "    Output:\n",
    "    array of spike times\n",
    "\n",
    "    Identification of spike start times:\n",
    "    dVdt is first quanitified from Vm and time\n",
    "    Continuous tretches (runs) of dVdt above dVdt_thresh are identified, and then esured to last longer than min_spike_len\n",
    "\n",
    "    Spike Property measurement:\n",
    "    spike_end is determined by finding the second zero crossing of dVdt after spike dVdt_threshold\n",
    "    First zero crossing is AP peak, second should be end of repolarization phase\n",
    "    Persistent zero crossing (must stay above zero for 3 continous points) is used to make sure that noise in slowly repolarizing spikes doesn't trigger spike end\n",
    "    '''\n",
    "    if len(Vm) != len(time):\n",
    "        raise Exception(\"Vm and time must be the same length\")\n",
    "\n",
    "    #determine stretches where dVdt exceeds dVdt_thresh\n",
    "    dVdt = np.gradient(Vm,time)/1e3\n",
    "    runs = group_consecutives(np.argwhere((dVdt>=dVdt_thresh)).flatten())\n",
    "\n",
    "    #If runs are longer than min_spike_len count as a spike\n",
    "    dt = time[1]-time[0] #sample rate\n",
    "    min_run_len = np.ceil(min_spike_len/dt)\n",
    "    spike_times = []\n",
    "    for run in runs:\n",
    "        if len(run) > min_run_len:\n",
    "            spike_times.append(time[run[0]])\n",
    "    spike_times = np.asarray(spike_times)\n",
    "\n",
    "    if not properties: #just return spike_times\n",
    "        return spike_times\n",
    "\n",
    "    #get spike properties\n",
    "    spike_properties=[]\n",
    "    for spike_time in spike_times:\n",
    "        #find index of spike_time in time\n",
    "        spike_start_idx = np.argwhere(spike_time == time)[0][0]\n",
    "\n",
    "        #find zero crossings of dVdt after spike dVdt_threshold\n",
    "        zero_crosses = find_zero_crossing(dVdt[spike_start_idx:-1])\n",
    "        #make sure zero cross is persistent to account for noise\n",
    "        if len(zero_crosses) > 1:\n",
    "            spike_end_idx = spike_start_idx\\\n",
    "                            + zero_crosses[np.argwhere(np.diff(zero_crosses)>3)[0] + 1][0]\n",
    "        else: #Vm ends before spike can repolarize, therefore assigned Vm[-1] as spike end\n",
    "            spike_end_idx = len(Vm)-1\n",
    "\n",
    "        spike_Vm = Vm[spike_start_idx:spike_end_idx]\n",
    "        spike_time = time[spike_start_idx:spike_end_idx] - time[spike_start_idx]\n",
    "        spike_dVdt = dVdt[spike_start_idx:spike_end_idx]\n",
    "        spike = {}\n",
    "        spike['start_idx'] = spike_start_idx\n",
    "        spike['start_time'] = time[spike_start_idx]\n",
    "        spike['end_idx'] = spike_end_idx\n",
    "        spike['end_time'] = time[spike_end_idx]\n",
    "        spike['Vm'] = spike_Vm\n",
    "        spike['time'] = spike_time\n",
    "        spike['thresh'] = spike_Vm[0]\n",
    "        spike['peak_Vm'] = spike_Vm.max()\n",
    "        spike['height'] = np.max(spike_Vm)-spike_Vm[0]\n",
    "        spike['AHP'] = spike_Vm[0]-spike_Vm[-1]\n",
    "        spike['peak_dVdt'] = spike_dVdt.max()\n",
    "        spike['min_dVdt'] = spike_dVdt.min()\n",
    "        try:\n",
    "            half_pnts = find_zero_crossing(spike_Vm - (spike_Vm[0]+(np.max(spike_Vm)-spike_Vm[0])/2))\n",
    "            spike['half_width'] = (half_pnts[1]-half_pnts[0])*dt*1000\n",
    "        except: #For slowly repolarizing spikes this can sometimes fail\n",
    "            spike['half_width'] = np.nan\n",
    "\n",
    "        spike_properties.append(spike)\n",
    "    return spike_times,spike_properties\n",
    "\n",
    "def detect_spike_times(Vm, time, dVdt_thresh = 15, min_spike_len = 0.0002):\n",
    "    '''\n",
    "    Wrapper of detect_spikes to only get spike times\n",
    "    '''\n",
    "    return detect_spikes(Vm, time,\n",
    "                          dVdt_thresh = dVdt_thresh,\n",
    "                          min_spike_len = min_spike_len,\n",
    "                          properties=False)\n",
    "\n",
    "def detect_spike_properties(Vm, time, dVdt_thresh = 15, min_spike_len = 0.0001):\n",
    "    '''\n",
    "    Wrapper of detect_spikes to only get spike properties\n",
    "    '''\n",
    "    return detect_spikes(Vm, time,\n",
    "                          dVdt_thresh = dVdt_thresh,\n",
    "                          min_spike_len = min_spike_len,\n",
    "                          properties=True)[1]\n",
    "\n",
    "def group_consecutives(vals, step=1):\n",
    "    \"\"\"Return list of consecutive lists of numbers from vals (number list).\"\"\"\n",
    "    run = []\n",
    "    result = [run]\n",
    "    expect = None\n",
    "    for v in vals:\n",
    "        if (v == expect) or (expect is None):\n",
    "            run.append(v)\n",
    "        else:\n",
    "            run = [v]\n",
    "            result.append(run)\n",
    "        expect = v + step\n",
    "    return result\n",
    "\n",
    "def find_zero_crossing(x):\n",
    "    '''\n",
    "    returns array of indicies before a zero crossing occur\n",
    "    If your input array starts and stops with zeros, it will find a zero crossing at the beginning, but not at the end\n",
    "    '''\n",
    "    zero_crossings = np.where(np.diff(np.signbit(x)))[0]\n",
    "    return zero_crossings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model NaV distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-02T02:49:45.302086Z",
     "start_time": "2021-05-02T02:49:44.384121Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "init_settings()\n",
    "\n",
    "NaV12 = []\n",
    "NaV16 = []\n",
    "distance = []\n",
    "nseg = h.cell.axon[0].nseg\n",
    "\n",
    "# distance.append(-.4)\n",
    "# distance.append(-.2)\n",
    "# NaV12.append(h.dend_na12)\n",
    "# NaV16.append(h.dend_na16)\n",
    "# NaV12.append(h.dend_na12)\n",
    "# NaV16.append(h.dend_na16)\n",
    "\n",
    "# distance.append(-.2)\n",
    "# distance.append(0)\n",
    "# NaV12.append(h.soma_na12)\n",
    "# NaV16.append(h.soma_na16)\n",
    "# NaV12.append(h.soma_na12)\n",
    "# NaV16.append(h.soma_na16)\n",
    "\n",
    "for i in range(nseg):\n",
    "    x = i/nseg\n",
    "    distance.append(x)\n",
    "    NaV12.append(h.cell.axon[0](x).gbar_na12 + h.cell.axon[0](x).gbar_na12mut)\n",
    "    NaV16.append(h.cell.axon[0](x).gbar_na16)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "NaV12 = np.asarray(NaV12)\n",
    "NaV16 = np.asarray(NaV16)   \n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5,2), sharex=False, sharey=False)\n",
    "ax.set_title('Baseline model AIS NaV distribution')\n",
    "\n",
    "ax.set_ylabel(\"Distance\")\n",
    "ax.set_xlabel(\"Channel density\")\n",
    "\n",
    "ax.fill_between(distance, NaV16, label = 'NaV16', color = '#922A8E', alpha=0.5)\n",
    "ax.fill_between(distance, NaV12, label = 'NaV12', color = '#059552', alpha=0.5)\n",
    "\n",
    "ax.set_xlim(0, 0.55)\n",
    "\n",
    "\n",
    "\n",
    "plt.savefig('Model_ais_distribution.pdf')\n",
    "# ax = plot_AIS_NaV_distribution(ax)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5,2), sharex=False, sharey=False)\n",
    "ax.set_title('Model soma NaV distribution')\n",
    "\n",
    "ax.set_ylabel(\"Distance\")\n",
    "ax.set_xlabel(\"Channel density\")\n",
    "\n",
    "ax.fill_between( [0, 1], [h.soma_na16, h.soma_na16], label = 'NaV16', color = '#922A8E', alpha=0.5)\n",
    "ax.fill_between([0, 1], [h.soma_na12, h.soma_na12], label = 'NaV12', color = '#059552', alpha=0.5)\n",
    "\n",
    "plt.savefig('Model_soma_distribution.pdf')\n",
    "plt.show()\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5,2), sharex=False, sharey=False)\n",
    "ax.set_title('Model dendrite NaV distribution')\n",
    "\n",
    "ax.set_ylabel(\"Distance\")\n",
    "ax.set_xlabel(\"Channel density\")\n",
    "\n",
    "ax.fill_between( [0, 1], [h.dend_na16, h.dend_na16], label = 'NaV16', color = '#922A8E', alpha=0.5)\n",
    "ax.fill_between([0, 1], [h.dend_na12, h.dend_na12], label = 'NaV12', color = '#059552', alpha=0.5)\n",
    "\n",
    "# plt.savefig('Model_dend_distribution.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-29T23:49:23.626910Z",
     "start_time": "2020-12-29T23:49:23.621980Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0130725"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h.dend_na16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1e-05"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h.hcn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-04T01:55:40.565529Z",
     "start_time": "2020-12-04T01:55:40.561247Z"
    }
   },
   "source": [
    "# AP Waveform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-02T02:49:52.450483Z",
     "start_time": "2021-05-02T02:49:52.428377Z"
    },
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "def AP1_phase_plane(ax1, ax2, label):\n",
    "    ax1.set_xlabel('Time (sec)')\n",
    "    ax1.set_ylabel('Vm (mV)')\n",
    "\n",
    "    ax2.set_xlabel('Vm (mV)')\n",
    "    ax2.set_ylabel('dVdt (V/s)')\n",
    "    \n",
    "    Vm, I, t = run_model()\n",
    "    \n",
    "    spikes = detect_spike_properties(Vm, t)\n",
    "    \n",
    "    Vm = spikes[0]['Vm']\n",
    "    t = np.arange(len(Vm))*h.dt\n",
    "    dvdt = np.gradient(Vm)/h.dt\n",
    "    \n",
    "    ax1.plot(t[:int(2/h.dt)], Vm[:int(2/h.dt)], linewidth = 1, label = label)\n",
    "    ax1.set_ylim(-55,40)\n",
    "    ax1.set_xlim(0,2)\n",
    "    ax2.plot(Vm, dvdt, linewidth = 1)\n",
    "    ax2.set_ylim(-150,550)\n",
    "    ax2.set_xlim(-55,40)\n",
    "    return spikes[0]['peak_dVdt'], spikes[0]['thresh']\n",
    "\n",
    "def AP1_phase_plane_comparison_axes(percents, cmap):\n",
    "    fig, [[ax1, ax2], [ax3, ax4]] = plt.subplots(nrows=2, ncols=2, figsize=(10,8), sharex=False, sharey=False)\n",
    "    ax1.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "    ax2.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "    \n",
    "    ax1.set_title = 'AP Waveform'\n",
    "    ax1.set_ylabel('Vm (mV)')\n",
    "    ax1.set_xlabel('Time (ms)')\n",
    "    \n",
    "    ax2.set_title = 'Phase Plane'\n",
    "    ax2.set_ylabel('dVdt (V/s)')\n",
    "    ax2.set_xlabel('Vm (mV)')\n",
    "\n",
    "    ax3.set_title = 'Peak dVdt'\n",
    "    ax3.set_ylabel('dVdt (V/s)')\n",
    "    ax3.set_xlabel('Conductance fraction')\n",
    "    ax3.set_ylim(0,550)\n",
    "    \n",
    "    ax4.set_title = 'Threshold'\n",
    "    ax4.set_ylabel('Threshold (mV)')\n",
    "    ax4.set_xlabel('Conductance fraction')\n",
    "    ax4.set_ylim(-55,-50)\n",
    "    \n",
    "    return fig, ax1, ax2, ax3, ax4\n",
    "\n",
    "def init_stim_for_phase_plane(amp=0.5):\n",
    "    sweep_len = 50\n",
    "    stim_dur = 25\n",
    "    stim_start = 25\n",
    "    amp = amp\n",
    "    dt = 0.01\n",
    "\n",
    "    init_stim(sweep_len=sweep_len, \n",
    "              stim_start=stim_start,\n",
    "              stim_dur=stim_dur,\n",
    "              amp=amp,\n",
    "              dt=dt)\n",
    "\n",
    "def highResPoints(x,y,factor=10):\n",
    "    '''\n",
    "    Take points listed in two vectors and return them at a higher\n",
    "    resultion. Create at least factor*len(x) new points that include the\n",
    "    original points and those spaced in between.\n",
    "\n",
    "    Returns new x and y arrays as a tuple (x,y).\n",
    "    '''\n",
    "\n",
    "    # r is the distance spanned between pairs of points\n",
    "    r = [0]\n",
    "    for i in range(1,len(x)):\n",
    "        dx = x[i]-x[i-1]\n",
    "        dy = y[i]-y[i-1]\n",
    "        r.append(np.sqrt(dx*dx+dy*dy))\n",
    "    r = np.array(r)\n",
    "\n",
    "    # rtot is a cumulative sum of r, it's used to save time\n",
    "    rtot = []\n",
    "    for i in range(len(r)):\n",
    "        rtot.append(r[0:i].sum())\n",
    "    rtot.append(r.sum())\n",
    "\n",
    "    dr = rtot[-1]/(NPOINTS*RESFACT-1)\n",
    "    xmod=[x[0]]\n",
    "    ymod=[y[0]]\n",
    "    rPos = 0 # current point on walk along data\n",
    "    rcount = 1 \n",
    "    while rPos < r.sum():\n",
    "        x1,x2 = x[rcount-1],x[rcount]\n",
    "        y1,y2 = y[rcount-1],y[rcount]\n",
    "        dpos = rPos-rtot[rcount] \n",
    "        theta = np.arctan2((x2-x1),(y2-y1))\n",
    "        rx = np.sin(theta)*dpos+x1\n",
    "        ry = np.cos(theta)*dpos+y1\n",
    "        xmod.append(rx)\n",
    "        ymod.append(ry)\n",
    "        rPos+=dr\n",
    "        while rPos > rtot[rcount+1]:\n",
    "            rPos = rtot[rcount+1]\n",
    "            rcount+=1\n",
    "            if rcount>rtot[-1]:\n",
    "                break\n",
    "\n",
    "    return xmod,ymod"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reducing NaV12"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-04T02:20:43.574042Z",
     "start_time": "2020-12-04T02:20:43.569842Z"
    }
   },
   "source": [
    "### Reducing NaV12 – All Compartments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-02T02:50:11.467288Z",
     "start_time": "2021-05-02T02:49:57.846848Z"
    },
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'k'),\n",
    "                                          (0.5, 'skyblue'),\n",
    "                                          (1,    'red')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane()\n",
    "percents = np.arange(1,-0.1,-.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('Reducing NaV12 – All Compartments')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(nav12 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "\n",
    "    \n",
    "\n",
    "ax3.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "for i in range(len(percents)-1):\n",
    "    ax3.scatter(percents[i:i+2],dvdt[i:i+2])\n",
    "ax3.set_xlim(1.1,-0.1)    \n",
    "\n",
    "ax4.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "for i in range(len(percents)-1):\n",
    "    ax4.scatter(percents[i:i+2],thresh[i:i+2])\n",
    "ax4.set_xlim(1.1,-0.1)\n",
    "    \n",
    "plt.savefig('Phase-plane - Reducing NaV12 – All Compartments.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-04T02:20:43.576596Z",
     "start_time": "2020-12-04T02:20:07.627Z"
    }
   },
   "source": [
    "### Reducing NaV12 – AIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-27T01:36:10.705288Z",
     "start_time": "2020-12-27T01:35:54.627294Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ttvotmGgC52L2+4q/Pv00nux8MufMJ93hIGXNCiLLS7D39JDliiL2hLO5/Kbb+cO9el5ipQJUIvA28D1gC3Aj/ivE1AFLR8xXCSQDXsC2vbzt8JhSlquurmbhOedRXtfMKaedTlu/odERhSs1k1xXFEZstDpC+aSqFUdYJJ1hsUS7bMx3B5MbE0pz7yBl7X2UtvVRWGdId0WyYP5MOtpaWbK2DAEuO/MUPlj5OcYdxw9vOIoH/vQEWQleXl/yKpNnzOaS88/hu9/9Lj6fz+q3I2DpCNxXdNDhR5N42MkcdNSJTFrzMalb1hNTW0VIYz19XV20+RJ4/9RziY4e4tyFp41LJqX2U+MyzC3+4fRW4GPgT8aYp4enHwP8H3AqUGKMCRnxnL8Ay4wxD46Ydjlw+Y7LT01NnV1eXj62L0Ltt5599llu+MGPcKdk4o5LJG/KZAai4giL8XJYbjKZSYnUdEN5WRXBDXXYzBBBDjtBTgcOhx2n047T4cA+NIS9vxcTFUWXsdE6aGjuhyCng7CwYKra2unqbCMtwsk7yz5h3pQs3n77HQpyMnntpRcJddhY9fFHvPDCCxx++OFWvy0TgY7AjafOzk6aB2BO7lRia7fhKSnEva2cmIZqXKXFUFtDf0gY7rJCnrziFtra2nC5XFbHVkrtARGZBkw3xjwxcjJQDiSMmJaEf6Stbvh5McaY5h0e+zdjzMPAwzuub86cOfvet2pluZaWFr51xRWsKqsmKX82xx55OK0ShLi8JMfFMTU7g4qOAVoLa3DW1ZLucTH32FlEhgXTVtdIW3U97TX1dFY10FXfxEBfPyYshKH+QaJyMvGlpjAYaqetu5fakmrivF5qE7OoG+gj44DD2dpYRWxmLpUNdcw46BBWr/iICy+7grPOOosPPviA7Oxsq9+igKMF7itY8tprxGVPxhebQPTqj4mpKCWytBBXVQXy17/CkUfiePZZ4hZdxIW//hG3NtXx0B1XWx1bKbVnhoAHROQDY0wp8G1gDf7NqD8UkYeBAWAR8GdjzICIvAp8C7hruABOAd61IrxSb731FhddehkxmZNJmpTPgQcfQrMtFE9mHq4YN9HBDhwtzfhKKoixG5KigzEttWx+ag0DRSWE9Hbj9LoJTU7Ek5VB9ElHEh7nQ2xCa1Ut5R99Rt2bbxNfMIn8ebOwz8nhw+UbiaorI2vaJAq7wtgc7WYgOIIeRyiOziaSJuWz7PM1nHDq6Zx88sksW7aMmJgYq9+qgKIF7iv4+0uvEJsxE89AP9HbyonqbCO6pxP5+c/hmGMAsJ1zDiY/H8+cudz6wpM8lO7lym+eY3FypdTuMsasE5GrgZdFxI5/JO0cY0yFiEwFVgBB+Avd48NPuxL4o4isAwxwgTGm1YL4aj/W1dXFrbfeyguvLCG+YC4peQW4vHGEJGcTFZvClJhgUgY6qfhwGbbqbcQMDuKK92L6InBWbSNy3QaCE+OJOXo+/c0t9FZV0/HSBhr/+GcckREEx8cRnJxIfGI8SUfOpbGumU8feY6IOC/T5s2kyR7MqmVrmDk1k6lZPl6y20nzRrOxbCvREW46evvZULqFnPypLFy4kNdee01PALwHdB+4r2Da/MOZd+lNHGKzMeXdJaQvexv3QC+yeTM4/rsb97zyKs4FC/jk1HOZ++wjeqJfpUbfPnGotx6FqkbDJ598wvkXXECkL4HIrHxiktOZN3sm7WE+Ir2xHBzaT82mEkLLSwkVw4wzjsfe2krj60tpX72O6IMPxHvCMYTE+Rgor2CwtIyBEbfB0jLMwAAyezb9uXn0dvfQs62GgdZWbC4XvQ4n3Snp+A6cSVEXBIWHkDk1hyVVPcz3BbHk49Vsra5h2/rPqS9cj72rlRn5eSxevN+etUH3gRsv/f39DAaHE+OLJ3zTWsKrKwl32JFvXvw/5Q0g5OSTKD/nQuY8+wS/vDWLm++5w4LUSiml9nVLlixh0cUXk1Ewi6isKbiTUpg372A6g6NIsgne6jKaW5txlZeSPD0Pj81Q+/N7sbW14UpPIiY7mcGVK+h47hla6xuwJyfhyEjHkZ5G0AFzCDvrTBwZ6Zj+frr+8le6nnue8APnEn7lIhx5efTW1NKy/FMa/rmUnogQQtq6cCYn81l1A4fNzef9euGk+bN47ePVRATZcYZFULtlLW+//yEPPPAA1157rcXvYGDQAreX1q1bR0xSGtHOIFwNtYT19RBcWQHnnrvL56Q98Uea3nmLy594mNKrFpGRljqOiZVSSu3r3n77bS667HLisvOJyZlKfHYeCZk5OIKjSGqqJ9pmiGutp7+igsSIYLqfepre9iaiqqpw5uXisAlBfX0EbV6Prbwc4uIQ2yB0tkJtFQz1Q2szVG4Fn4/IU04k/Btn0r30bVpvuAVbfBzhF11I/MJTCc/NpuKBh5ly4rG0RUbT/+laKqu2kjdjGh8PpXLYzALe+GSI44/w8YbDCTYHd//qfrKzsznppJOsfisnPC1we+nDj5YRk5hKxEAfIc0NhFZvg/h4yMj4wuc53nqdsOnTWX/lDWS8+tw4pVVKKbWv+/DDDzl30SXEZU8hZcZBpOTPIC4phYTQcMLra5iZGEnLK68T2tpMeGcHoakJRGwtJuToo4h86s/Y3n8ffvELKCmBG26Ar30NmpqgoeE/t/p62Ljxv+7bGhoI7+wkzONhMHI+rQ8tpv2e+whfdAHZP7yZsgceJjQtmcOvuZDijz6jYuVneLI62NSbyfzp+bz/+VrOOeEonhEY6O/jkiuv4s1XUpk6darVb+mEpgVuL3288jNcUw4hormJiPYWQvp6kOOP/dLnufJyWX3MKRzw1su8+rcXOenMBeOQViml1L7sk08+4cwLLiJz2mxip8wkuWA2U3OyMB29RLc0MtnWTedjLxMtgySc9DVs7yxlYPkyXHf9lODSEjj4YDAGbr4ZzjoL9vRggr4+pLoax0034V6/noHbbqfj/Q/p/+1iEs88nebOLkp+dDcZN12NGRgkpHQrBqGm3c2Mybms3rSFg2dOI9xpB4SvLzyb5f96m7i4uDF5v/YFNqsDBKqi8kqi4xIIa2kipLGBYDMIRx65W8+d+vIz9IZHMv2OO8c2pFJKqX3eunXrOPWs88ieNovEaXNJmTqHOdMKsLd1EddUS2LJJsybb+FJ8JJ54lEM3v0L7K4oPF87kuBzz4E//AHuugtWr4bzz9/z8gYQFARpafDMM8itt+K87lpiUhNxP/oHTHMzIS8+T1RjLcXX305SopeoWDdZnY0k2wfo3lxMVnIKncGRRLndHHHE4bizCzjupFPo6ekZ/TdsH6EFbi+19Q4QERlNaEsjQT1dOBsbYN683XquzWbjs2tuImHLOv5+511jnFQppdS+qqioiONOPZ2U/BkkTZ1DYv5sJudPxVZTS0JFEdEb1xBTvBlPdhqexhq67v8Nnik5uB68H9tHH8Ezz8C778IJJ8BoHP0pAhdcAJ9+Cq+9huOSi4m66Jt4l/yD8OnT8JQWUnnvb4izG8QMkdBcy5zJKdgqthITl0xydh71vYap+VPoD3dz2sJvsC+eLWM0aIHbCwMDAzgjo4gMCiasrYWQ7i6w2SApabeXcdidN9OYnsPRD90/hkmVUkrtqyoqKjjqxFNImDyDSXPmkzRtLum5U/CWlxC75jNiO5rxbS0lNt5N6FNPEP75p3g+W4F9aBDefx+efx4OPHBswqWlwdKlcMopMHcu9ldfJfLa7xB5zZV4a7fS/v6HuOuq6KiqxVlRRm5aLFGN9Tg8iUyeNp3IxFTiUtPZtLWWb199zdhkDHBa4PZCZWUlkb54QjEEtbYQ0lgHM2bs8beXLXfdQ1hLI/+8+MoxSqqUUmpfVF1dzRFfOx5f7nQK5h1K4vSDSEjPIaNsM661n5OZEEPYJx8T29VC6Csv4SneTND8eci6df5Nprm5Yx/SboebboK33vIfHLFwIWHHHk3YaacSU16MI8hJ9JaN1K9cTVxvGy4zQPJQL3hTccUlccC8+cw86GBefutd/vCnP4193gCjBW4vbNq0GZcnjrCebkK6O3H29yKzZ+/xcg4582QqC2Zz+N+e8u88qpRSSn2JhoYGjjjmWKIzppA350DiC+biS0whq3wzYRvXkZPkRp59Fm/JJlx93URWVyLvvAN33w2JieMfePp0/ybV1FSYPp3wrHSc06cRsfpzvMcfTdTmjVS9+hb5MUEMbasmL9JBWPpk2u2huLyxzDv0cH7w0/9j+fLl4599AtMCtxfWrF9PuNtLaEc7oR2tOEVg2rS9WlbjAw/g6OvlX6edPcoplVJK7WtaW1s56tivEZKURebMA0iZOhdvfDLp5ZsJ37SedOcQzieeIFoG8U7OIWTjeuSjj/xbiawUEgL33QePPYZcfjmuhhokNATnm2+QcfM1RNVVU/vsi0yJDYeycvKiQ4nNmwHRsbQNCu74JE4/8xtUVFRY+zomEC1we2Hj5kIivLEEd7bhbGvFMdAPeXl7tazZh8yleO6hzHvjFczAwCgnVUopta/o7Ozk2OOOx8TEkzHzQLJmHogvIZWU8i1Ebd5AUnsjYW+/RXhaMt4QO/biIvjgA//I10Rx9NGwejXS1ET0228ghYUMPf88OT/7PpGNdTS/8Q5RDBDX2kB0dDRxOfmkTZ7GlJlzScqexIIFCxgcHLT6VUwIWuD2QnlVNWGuaELaWnH09WJvbYHs7L1e3uBDv2HIZmPlcV8fxZRKKaX2FT09PZx08il0OiNIn3UwebMOJDYxlYTyIrxbNhC/rYzoLRsI98bgLt2CGANvvAFut9XR/1dMDDz1FPKDH+Ba8REDH3zIwIv/IGnROXib6zCrVlNbWskBQX0kpmYQlpiOPcZHhCeWQZuDJ5980upXMCFogdsLze2dhIWGE9LRRnB/r/8I1K/wjyR/ai6bDvkaM95fiunuHsWkSimlAl1/fz+nnX46tT2DpM08iEkzZhGXkEZsRQlJhevwFm7A195EmBhiVn2KzJrlPz1ISIjV0b/YeechN91ETGMt3X97gZCGOsJSEkkKEWLKi6lYtZHEYJgyKQd31hSCPAkMBYfzgzvuoLe31+r0ltMCtxcGbA7Cg4II7uogqL0dk57+lc+fE/Sru+kLDWfdMXr9N6WUUv9x1dVXU1bfSsr0A0mfOpuklGw82ypIL15P1MZ1JIQ6CGmsJ3rFR8gll8CvfuUfWAgEN9yAxMXhyU6j87e/I25KNv0bNpGcHo+nspTgkiJ6nOFkJSeSPG0uSTmT8SQk87vf/c7q5JYLkN/wxGGMwR4WSbDNjrOzk6C2FmQv938bacrkbNYfcTyTV3yA6ewchaRKKaUC3eLFi3n9/eUkFswmddoc0nOn4KndRvq2IiI3ricpNorgTeuJWvkxcu+9/muYjsYJeceLzQaPPYZtyRLcZ59B5933knj4gQy89wGJk9IJ2riBrPY64tMyiPT4iEjOpD8ojJ/fdTdtbW1Wp7eUFrg91NLSQqTbS8jgAEFdHTgGB0alwAFE/OKn9IVHsPHoE0ZleUoppQLXe++9x4/vuY/U6XNJnXkQGZOn4muoJ6WqFNf6tcRHhRL80fu4NqxFnn0Wzg7Qsxl4vfDUUzh+/COibrqegYf/SITXTWT1NnyJPgY//5y+1nbm5GUTn5FD4pQZxGfk8Mtf/tLq5JbSAreHqqqqCIt2E9rTTXB3F3abzX/G6VEwOTeTtUeeRO7K5Zj29lFZplJKqcBTUVHB2RdeTPr0uaTPmk/qpCnEdXaQWFFEzOYN+Ewfkf96m8iqSmTpUjjiCKsjfzWHHALXXkvwL+8h8tabCHl3KR3LV5CenkBYWwvhRZtpMcFEuj24kzOISMzgod//gdraWquTW0YL3B4qLikh1BVNcE83QV0d2M0QpKSM2vIj/u9OeiIi2az7wiml1H6pq6uLE045FV/WZNJmzidhUj4JdjsJRRvxlRfhaakn5v23CTMDyPLlMHWq1ZFHxy23QHg4oR99QPhlF+OuKKH2D4+SccA0vM31eOq2kZuVRV5+Pt6sPOJypvDjH//Y6tSWsbzAicj5IrJaRFaJyEciMmd4+m0isklEikTkTpGJsVG/sKiY8Iz1k40AACAASURBVGgPju5uHF1d2Pt6RrXA5edlsebok8n5bDmmtXXUlquUUmriM8Zw9rnnMRjhJnP2PJLzZ5LsiiZh/SpiayqIKSsiZtWnhDpsyIcfQnKy1ZFHj80Gjz8Ojz9OuM9D2AnHEdNUj33NGhw93YQ3N9DT2II9NIKszAzi86bzt5eXUFJSYnVyS1ha4EQkF7gHON4YMwP4KfCCiJwILARmAwXAkcP3LVdSWk6oK4rgrg7s/b3Y2tpGtcABhP/0DnoiXRQeq6NwSk0UIrJARNpG3N/pl0wR8YnIayKyQUTWich861KrQPOTn/yUjdvqSZs+l7TpB5CUkETS2k+JbajGvXYVMSWFRDQ3IP/8p/98avua2Fh48klYtIiIM07F3tnJwOo1pCZ6iK6tIqK+Fk+0l6j4ZKLjEojLLeCWW79ndWpLWD0C1wtcaoypHr7/KRCPv6w9ZYzpNMb0AI8C51uU8b9srakhODyC4I42nP394AyCyMhRXce0vCxWH/11sj7/GNPcPKrLVkrtORHJAe5l+DPzS75kPgi8b4yZgv9z6zkRCRv30CrgvPzyy/zpmedJLphJxqx5JGXkkLRxDe6aSrwrlxNdU0nUtjLk73+HjAyr446dww+HK69ELroI1w3XEtVQS+frbxHssDE5wkbYtgrCot1MmjSJuIxcVqzfzKpVq6xOPe4sLXDGmDJjzKsAw99e7wNeAhKArSNmrQQmxDhxQ1MLoSFhOHu6COrpxCTEj8l6Qn90Kz2R0RTrKJxSlhouX38Brh8x+TR28iVTRBzAycAfAIwxq4BC4PjxTa0CzcaNG7n8mutJmTaHtOlzSc2bRnJFMZ7SLSSsX0V0fTXu2krkwQdh3jyr4469224Dp5Pgjz7A7vXg9UUTXV1J6+p1xLtCCe8bBJcHX0oa3sw8rrn+BqsTjzurR+AAEJFw4FkgG7iUnef6n4uficjlIvLpjrf6+voxy9o1MEioMwhnbw/Ozg5IGZtrzM2cMonPjz2VjNWfMNTQOCbrUErtlt8P39aMmJbCzr9kegGbMaZ+J48ptVMtLS2cdOppJOXPIm3aHFILZpPcVIdny3riS7cQvbUET3cbcsUVcNZZVscdH3Y7PPkk8uijRB1xCLZly5CeLry2IRI6m4loacQXl0RaRiZp2TnUdg/yzjvvWJ16XFle4EQkFfgIf0E70hjTAlTgH4XbLgn/h+B/McY8bIyZs+PN5/ONWV7jCCbYbsfZ4z+IQTLSx2xdoT+4mW5XDKXH6SicUlYQkSuBAWPMIzs8tKsvmbv6TJ0QX0DVxDM4OMjpZy4kNCGd9BlzSS2YTeLgIN7CdcRVFOMuL8JjN9jmzIHbb7c67viKi4PHH8fxg+8TMnc2vlAnsnEjjStXkxIVQkRXJxITT2RsElHxyVxzw00YY6xOPW6sPojBDfwLeMEYc7YxZvuFQP8BnCci4SISDCwCXrQo5n+xBYUQJDaCOtqxmSFkDI8Aml0wic+PO4301SsZ3I/PdaOUhRYBc0VkFbAECB3+uZKdf8msAxCRmJ089l+s+AKqJp4bb7yJyrYe0mYcQNq02SREuogr2kBs0Wa8laW4B3uxh4bAww8H1hUWRsvRR8NllxH56XL63nqbuCPm422s9e8H19yAxxdPfGo6aZnZ9DjCeObZZ61OPG6sHoH7NpAKnDZ8GpFVwx+OHwEvACuAdcBK4HHrYvoNDg4S4orGYQxBnR3YbQIJCV/+xK8g9Jbv0hXtZutxJ4/pepRS/8sYc4AxpmD4KPkTge7hn//OTr5kGmMGgFeBbwGIyDRgCvCuFfnVxPbEX/7C3998h9Tpc0mfNoukhFTiijcTt3EN3pqtuOprCGqoQ154AYKDrY5rnTvuQBwOYuI8OJYvI9TnwaxeS2KQkNjTRkh8GuG+BOLSMvjenT9hYGDA6sTjwuqDGH5mjLEbY2bscGs0xvzcGJNvjMkxxtxoJsC4aHNzM2FR0QQN9OHs6cZuzJgXuDnT81h5wpmkrFvF4LZtY7oupdTuMca8zK6/ZF4JHCwi64AngQuMMXpSR/VfVq5cyU2330HKtDkkT5lBStZkYiuKSdjwOZ6aSqKKNhFRUYosWQIej9VxrTW8P5zzw/cx6zcQP3c6oQ21ODZvgro6XK4oYjNz8SalYguP4v7f/NbqxOPC6hG4gFJXV0dIeCTBfX04+nqwD/SPeYEDCLvhKjrdXrYdf8qYr0sptXPDR81HjLi/0y+ZxphaY8wpwyN3U40xb1iXWk1E9fX1LDjzGyTlzya5YDbJedOIb2ogsXgj7ooSPFvWE72tHHnuOcjJsTruxJCYiFx9NdGhDroX/x73/AMIrashdqCLyYMdRCakEpWYSmbuZO777UN0d3d/+TIDnBa4PbC1spLg8EicvT04enux9fSMS4E7YMZkPj3pGyRvXMNgWfmYr08ppdTY6O/vZ8HpZxCZnEn6zANImTyNJBESygrxFG8htrocd00l8utf+8+Hpv7juuuwff45zqAgXDJIUE01UlhEa0UlYWGh+NKzcUZ5CY5y86tf/9rqtGNOC9weKK/YSqgrGmdnB7b+PqSr03+UzDgIu+ZyOjyx1Jyoo3BKKRWovnv99dT3DJE2fS4pU2aQ7PYRV7oZT9EGvLWVuMuKkcsvg29+0+qoE09UFHL99bh6O+j9y1NETZuMZ6gXb3sz2X3tRMUlEZs5ibTsXO5/8He0tLRYnXhMaYHbAxWVlYREugjpbMPR3wdhYRAUNC7rPmhmPh+fcjYJWzYwUFw8LutUSik1eh5/4gleXvoeyQWzSMmfRUpaJr7iTfi2bMCztRT3lvXYDzwA2Y8v0P6lrr4a28qVhM2YRmRjHbbSUqSykp7SMsIiXEQnpeKMicWdmMxdd91lddoxpQVuD1RW1xAcFoGzs5Og3m6M1zuu64/4zsW0+RKoO+nUcV2vUkqpr+azzz7zH7RQMIvkgpmk5E4htrKCuOKN+Eo24dmynhAxyKOP+i/qrnYuIgJuuonwilL63/sAV3I8SZEhxDTWktrTSlxCEom5BbhiE/njo4/R2dlpdeIxo39L9kB9YzOhIaE4+3px9Pb4L7o7jubNLGD5188hvmgTAxs3jeu6lVJK7Z2GhgYWnPkNEvOmk1Iwi8TcqcR1dRJXsom40i14Srbgqqv2ny7E5bI67sT37W8jK1fiOv4YwkuKGFy/DkdnBxQWEhrlJjIukajkDOJS03nmmWesTjtmtMDtgdaOLkKCnDh7u3H2dEP82B/AsCPXFRfSGptEw9cXjPu6lVJK7ZmBgQFOO+NMwuNTSZk2m8S8aSSHRxBfvJnYymLcZUV4WhqQX/wCpk+3Om5gCAuD732PkI+XYVpbiQx2kuaLwlVbha+9ieTERBJyJiPhMTy4+HdWpx0zWuD2QM+gIdjuxNHbg727G0lOGvcM82fms2zBucSWFjGwZu24r18ppdTuu/6GG6jp7COlYBap+TNITkwltnAj3vJC3IWbcLc3I4cfBpdeanXUwHL55cjatUSddDwhmzfQs3wFIU47zuIiImK8uHzxJOTkUdvUyqpVq6xOOya0wO2BQZudILsdZ3cXtqFBJGn8CxyA79sX0hqfTOOpp1uyfqWUUl/uySef5MU33yF5ygyS8meQlJVLbHkxvpJNeDevJ7qmkqD+XuR3v9s/L5P1VQQHw/e/T9DfnycoO5uI9hYSo0KJbmsmtKWZGG8sntRMIhNSeOihxVanHRNa4PaAOINwivhPIyKM+z5w282dmsd7Z3wT79ZSBj7+2JIMSimldu3zzz/n+u9933+qkPzpJOUWENfSRGzZZnzFm3GXFxO5rQL529/8O+arPXfRRVBcTOSRhxJcUkT/JyuxtbUSsm0r8fHxeBOTSZyUz99feZWOjg6r0446LXB7IDgsEsfgAEHd3dgxlhU4gJyrL6E5OZO20xZalkEppdT/+vdBC7lTScmfQcKkaSQ6nMSWFeErL8K7rRR3awNy331QUGB13MDldMIdd+BY/BBBs2YQ1tZMQkw43q5WbC1thLljiUpIxpuWzVNPPWV12lGnBW43dXZ2EhoVTXCv/zJatqEhSwvclOw03jzrIqLqa+h9+WXLciillPqPvr4+TjvjTMLiU0nOn0FC7lSSfHH4SrfgLd6Ep7wYd2sjcswxsGiR1XED3/nnQ00NEXmTCG2oQzZvxlZTTXhDDUkJicQmpuDNzOW3++DBDFrgdlN9fT0h4ZH+U4j09WLr67O0wAEccdNl1Gfm0rfoYvBfhlEppZRFjDFcfMkl1HYNkDxlOkl5U0lKy8ZXVoivcAPu4i1EVZbjNEPIgw9aHXff4HDAD3+I85m/YnM4COpoJybYTmx/N47ObmISkomKS6RtAFauXGl12lGlBW431dTUEBIVg6OnC3tPD7buLssLXILXyytnXURIRzvtD+iHgVJKWenOO+9k+dqNJE2eRmLuVBJy8vHWVRNXXoi3tBB3WSGR1VuR55/3nwpDjY6zzkLa2ogsyMPV103Itq2E1NUQ2VSHy+0lKjYRd0oW9z/wG6uTjiotcLuprLyCMFc0wZ2d2Af6QGwQHm51LM699Qqq8mfivP17MDhodRyllNovPfLII/z5qWdJyCkgMXcqSXlTiR8YIK6yBE9ZMd6qctxNtcgDD8DkyVbH3bfY7fCjHxH85uuYoiIc3V04W5rw2gaJNJCSno47JZ033/+ItrY2q9OOGi1wu6li61ZCIiIJ6mrH2deLiYm2OhIAYWFh/P2sixBjqL3qWqvjKKXUfuf111/n9jt/jC8nn8TJ00iePJV4VxTercW4izfjriwlpqkWOfFE/z5bavSdfjoCRE7KJCbUiauliajWJlztLTiiffiSUvCkZfP4449bnXTUaIHbTVurqggODSeoqxNnbw94xvc6qF/kulsup+SAw/E88kdMV5fVcZRSar+xatUqvnnxJfgyJ5M0eSrJufkkJKTgLS/GW7iRmJItRG8tJUhAfrNvbcKbUGw2+PGPCf3kY8zHK5Dubvq3FBLU2Y7HFYM7PhF3Uhq/ffhPmH1kn3EtcLuppq6BkJBQnL09OHu7Ic7a/d92tPT8RfSFhrPtxK9bHUUppfYLFRUVnPT1U/Gk5fhH3vKmEp+ejaeqgviKYjylhcSUFhJZtRV57jkIDbU68r7t5JORqCjCoyOJTfIR09lGwkA3rs5WXIlpxCWnMhgayYoVK6xOOiq0wO2mxtY2QoKCcPT1Yu/pQRITrY70X666ZCGrjz+NhA/+xVBJidVxlFJqn9bS0sJxJ5xIZEIqyVNmkJCbT1zGJDxtrcRVleOuKMZTU4GnvQm56y7Iz7c68r5PBG66ibC6avjkU+xdnZhNmwlubiLaE0uoN44oXyJ333uf1UlHhRa43dTR0++/Dmp3N7beXrDoMlpfpPFbl9Ael0jj0V+zOopSSu2z+vr6+PqCBZjwKFImTyd+Uj7xWZPxOpx4tpYSXVaEu7KcmLZm5IAD4LLLrI68//j615GqKhyd7XhzM3B1t+Pu6SB8oJ+E9GyiExJZ/vkaWlparE76lWmB202DYsNpsxHU1YFdDBIfb3Wk/3HykfN4+xsX4a6soPeFv1sdR6l9hohcJSLrRWSdiPxDRGJFxC4i94vIJhEpEpErRsyfIyLvi8gGEVkhInlW5lejxxjDokUXUdveQ0reVJLyCojPziPeF4enrNC/z1vhJlyVZQS3NCEPP6zXOR1PQUHIokVERITiLCzEXldLaF0NcZ2thHkTiE/PIiohmd8//LDVSb8yLXC7ydidOAFnV6el10H9MnNuvoKaSfkMLroIhoasjqNUwBOR2cCNwHxjTAFQCPwE+BaQAxQAc4HrROSA4ac9CSw2xkwBfgg8L6L/iwc6YwzXXXcdH6/bSHLeVFInT8WbkUtSaiax5cV4y4vwlBURXVFM1LZy5K9/heiJccaC/cqll+JYvoyBNWuJSIwnuKGOoZoawsPCCPfGE5eWyR8eeyLgD2bQArebHGERBA/04ezrwT5kIC7O6kg7lZoQz/MXfAv7wAA1377K6jhKBTxjzEogxxjTKiIhQBLQCJwGPGqMGTDGNANPA+eLSBKQN3wfY8xrQDgw05IXoEbFwMAAF198Mf989wNS8qaRkptPTEoWSRk5xNVvw1tZQmx9Fe6arXh6OpAbboB586yOvX/KzkamT8eVnYGrtxNXbxee7jbiu1txJ2cQ6YtnwBHKsmXLrE76lWiB2w0DAwOEuqII6uvD0duLbbB/wo7AAVxz6xUUHXw03kf/iGlutjqOUgHPGNMvIguASuAw4FEgBdg6YrZKIHl4epUxZmgnj6kA1NPTw8KFC1m1cQuxWXkk5+bjTc3El5GDr6sNV2kRnoYaospLiO5qw5acBLfcYnXs/dvllxNcWsTQihWY+nqkahvOulpi3B7cyRlEx8bzy1/92uqUX4kWuN3Q1NREaEQUQb09/uug9vaCz2d1rC+04tLL6HHFUH3IkVZHUWqfYIx50RjjBe4EXmfnn5+Du5i+/bF/E5HLReTTHW/19fWjmlt9Ne3t7Zx44olUNbYQ4ksicdIUvCnpRCZn4jFDhJcUElVZTuTm9URuqyCkogx54gn/ecmUdRYswFZcTEhWJu7ocHxOIayxnuChIWISk/GkZPDeshU0B/Agh/4N2w11dXWERsXg6O3G3tuDdHdP+AJ30Vkn8/43FhG3eT3dr75qdRylxpyIZIvIJSLyQxH5gYgsEpGUUVruISMmPQKkAduAhBHTk/CPtFUA8Tvs87b9sX8zxjxsjJmz4803wT9b9icNDQ0cddRRdA4J4XFJJORMwZua6S9vYRFElhUTXVJIVPEW/+hb9Vbkz3+GhIQvXbYaY0FBsGgR4Qzi3LwZ29atBDfUEdfRjMsThzc1A09yGo899pjVSfeaFrjdULG10n8d1I52/1UYwiPA4bA61pea/P3rqJuUD+ecp9dJVfuspUuXcthhhwGsAM4HcvEfWHAJsFFE3hWRrzIUnQA8LSLbL79yHrAOeAG4WEQcIhINnA28aIypBIqBswBE5DhgCFj7FTKocVZZWcmhhx4GYVHEpWURkZCGNy0LV1I6Xk8cnq0l+LaW4K3Ziq+5DvdQH3LeeXD88VZHV9tdein2N17HFhJMSE8X0Q4btrIy3DFuImOTiIpL5JHHAvfSWlrgdkN5RTkhkS6COzv810H1uK2OtFvSExN49sIrsA0OUrHwHKvjKDXqLr74YhYvXsztt98O4DPGHGmMOdcYc5Yx5lAgGrgXuFFE/rw36zDGvA/8DHhXRFbhL2oLgMX4i9pq4BPgT8aYfw0/7WzgChFZN/zchTvsE6cmsMLCQg459DBCvXGk5+Vji/LhS8/GnZJBUko6sVVlJDXX4Kmrwt3VSmRnG/YgJ/z851ZHVyPl5CBTpxKZnUFEZxuuvi6iOlsJ6ezAFZdAVFIq9a3tlJaWWp10r3zpMNLwZoCjgcPx74Q7hH/H3beAD02gH4e7GyoqtxGck4azqgJHX8+EPoBhR9fecgWfffQ+0196lsHCQuw5OVZHUmrUXHrppcyfPx8AY8z/DDMbYwaAV4BXROTQvV2PMWYx/sK2o+t2MX8hcMTerk9Z57333uPsc87Fk5pJVsFMgqNiiPAl4k3LIiMrB1dlOQmt9YSVlRLZ1EDY5o2Ebi1FPvnEv9lOTSyXX07Q736H9A4xuHYttvyZRDXWEuuLJzY1m+iEVJ577jluvvlmq5PusS8cgRORS/B/w7wPf3mrBhqALPz7gRSJyEVjHdJqldU1hAaH4ujtxdndHXD7NzTe9F1aE5JpO0wPaFD7lu3lbUcicoCIZI+cNjySptROtbW1ceWVV3LOeecTk5JJ9vTZxCan4vQm4kvLITMnj+j6arxNdQSVlhBWWU7EhjVEbytHHn0U0tKsfglqZxYsQNavJ3z+gbgcgi/EQXB9HaHOECI8XrwpGTz59LNWp9wruyxwIrIEmAKcYIyZZoy5yBhzmzHmFmPMBcaYScCpwBwR+ed4BbZCXUMzwUHB/oMYerqR5MA6G8Cxh8zhHxdeRWRTA5U33mp1HKVG3ZtvvomIlAKIyC3Av4DVInKhtclUIFiyZAkFBQVU1tThScshPX86mZMm0xvqIjY9h8xJk/G2NRFeU0VQSRGRJUV467bh7u1ALroITjrJ6pegdiU4GC68kNCmRoKqqwiqqcLV1UZkezMuXwKRcYnUt3VSVlZmddI99kUjcN8xxtxgjNm8qxmMMeuMMd8Brhz9aBNHW3c3IQ4Hzu4ubIMDAVfgAL75o+somncU8Q/8iqHaWqvjKDWqvv/97wPcKSJ24Ab8+6jNB+6wMpea2BoaGjj//PP5zlVXM/vQI6nr6iMuK5fcaTMxoRHEpk8ifVIe8X0dSFkZoaX+4hbb246rtwt7TAz85CdWvwz1ZS67DNurr2ALcmKrqsLe0kxwXS0+n4+YpDRiktJ55tnAG4X7ogL3AxGZuzsLMcaUjFKeCanPCEE2G8FdndiFCXsVhi9it9vZcPPNdMZ4aTxg55udlApURUVFGGMew39JKyfwpjFmNaDn5FD/wxjD008/TUFBAS1dvYTFJpGcnokrMZ2c6bOI8cUSlpBGctYkEga66dtSSFR5McmDPUR1tBLSUEtw4Wb/pbIC4IwE+71Jk5ApU4hISSQqxIFHBonp6SB4YBBvXDyxmdk89cy+VeDswDsislJELhOR8PEKBSAiJ4nIGhHZLCLPiYhrPNc/knE4CRoa8o/AYQLqIIaRTj/xCF658CpiarZRdsvtVsdRatR4PB5EZAZwIbDUGDMkIl9jh3Ovqf1bfX09ixcv5pBDDuHOn/yU7BlzcIRHctTxJ7G1pYuknMlMyplEV0g0KVmTSOjvpK+wGN+2MpKdQwSVlRBSuAnXhrX+k/UmJlr9ktTuuvxygjdvxFZcjJSXE9LSRFR7C6GeOCI8cTR19VFeXm51yj2yywJnjLkQ//mPfo//fErbROQhEZk21qFExIf/UjVnGGNygRLgrrFe764EhbsI6ev1X4VhcCAgR+C2O+euWyg+6AiSf3UPQ9XVVsdRalTceeedAMv5f/buO77K8v7/+Ou6z94jewdI2CAylSUIDhQHKu66aq1VarWKs617tn7VWutoK4p1I0JVKKgMtQ4IKntDCITsnbPPua/fHyf6QxRFJbkTcj8fj/uRnJFz3kng5HPua3yS23fcI4QYD8wD/qBhLF0n0NzczOzZs5kyZQrFxcUsWbqM/D79sfozGH70WAKKlfScHDw5hQw+8kgCipnivv1ICzUTKy0jq2YP6SKO2LwZ+6YN+KMhxNVXw6RJWn9ruh9j2jSUzZsxuRzYDQJTXQ2mhnrSfV48GVl4s/N5tYudhfvec79SyhbgGeAZIcQA4DLgXSHEduBJKeUL7ZTreGBl21J8SC7fXy2EuLqjty1J9kH1YYpGMEbDGCLRLl3AKYrC7nvvIvOsdcRGHE3qnlKtI+l0P1lNTQ1paWmcf/75XHDBBT4AKWVICOECekopKzWOqCPZS3TNmjV8+eWXNDY2EgqFCAaD3/gYiURwuVx4vd7vPXw+H06nE2W/VlWBQIDKysqvj4qKCpYtW8a7777LmLFjGTBkKOmFRXy6chWjx44jt68Dq9PNSSedxIY9VRQPOgK704kvJRtXUz2JigoKWmqwhlsRGzfiLd2OLzcDpaUZbtNHMLocqxUuugjnps3E1BieaIhIIkx9KEp6dg4peT148dXXuPHGmVonPWgHPXgvpVwPXC+EuB/4K/Ac0F4F3Hc1iXYDLqC5nZ7zO9XW1mJ1eTBHIxjDYUQ41GWHUL8yeexInr/8d5z/5z+y8ZJf0e+5f2gdSaf7SY4//nhsNhtTp04FKJZSroGv33y2aBqum4rFYqxfv56SkhJWrlxJSUkJGzdupLi4mEGDB+P2eDGbTZhMFpweL56UVIwGIxarBVSVaDRCOBRi+/btNDY20tjYSENDw9efNzY2EgwG8Xg8eL1eFEWhqqqKeDxOVlYWmZmZZGZm4vX7ScnK5fjTz2LN+o1kNLcydOgwFHcq8USCyZPH8vn2MrJtDtJ6FNOnII9KbOS21BOqrKCguQZDTTWGjRtIj7TgyMnAtGwJrFql9zntqn71K0zjx0NBERSrKP49eHyZWP2ZeNIy2RlV2b17N3l5P7sDX4c4qAJOCKEAU0jOL5kCvA+c0o65DroZNHDF/nfKz88/ZEEqKyuxub2YgkGM4VBySbLFcsgeXysX3zOT1SWfMPDF5wne8DvsAwdqHUmn+9G++OILysrKeOuttwAeEkL0BN4F3gKWSCmjmgbsJqSUlJSUMGvWLF599VXS0tPp3bc/KWnpDBp5NJm9+rJ1+w6+2LoLq6UCi8WC2WzGbDZhMVuwmM1EYzGampuTR1MzQgg8bjcejxt/Xk96DHDhcbvxety4nE7MJiOqqtLU3EI8kaA1EKC+oYmGxgYq6hvYuGcTx4wZzdFjxjJk5Gg+W7OOZZ+v46ijRrG5sg5VGDjjhMms2FXF0AH9qIoqHBFroLa8gpyacsyxMIYN68lK92LcWoX1o2WwaFGn74Ot+x59+yKKirDbnfjS/QQb6jE21OHvPQB3RjaerFxeeullbrqpa2zqK75vRFIIcQTJou18IERy895/SSn3tmsoIS4k2XrmtLbLBcAXUsqD6mE1fPhwWVJSckiyzH1zHnN3NDJNSkb9+ymy6/ai7N79w1/YBWwt3Y1//ATMgRZcNZX6u0pdVyeEEE6SUzBOIdkJYbWU8nRNU/1Ih/L1q71VVVXx73//m2efnUUgHKb/4CNpaAlQU19Hcc9eFPYoJCU1DbPVSiSuEovHUVWVeEIloSZIJFQSbX2aXQ47bpcTj9OJy2nHbrFgUAQCQKokEnFikRihUJDmlhaampsJhyN4uF1UxAAAIABJREFUPW7cbjd2hwOr1YrZbKG+pZUN20tZvWkrfXsWMmrIILypabz3+Xr8bhfDjhjI53vqSfM4cWTkYlMU8ltqqN5TReqenXhdNlj+AVlF+fDuu/i3bkD89a9wxhla/rh1h8IjjxD/z1s0FBZRYXZSNWI0m3sOYGdVOSX/nUfDuhWsWbVCi2Tix37BAc/ACSFWA/2ABSTnvi3swPlni4GHhRDFbfPgrgTmd9Bzf0Pprl1YHblYqvYmG9mnde3h030VF+bx/A1/5NxbZrBx3CT6/W+p1pF0uh9l9uzZnHPOOVjazopLKVtJNpmf29YG8Cgt8x2uPvzwQx5++GGWf/gRA4YMxZaahctqJatXb/IsNuqamqmqrac2nMCugtflJtfnx26zoCgKBsWAogiMBgOKoiTPpsXjRCJhWgJBmlsCVNc10NzSSnNr4OujqbWVSDSG22HHYbcRCkdo3VpGQlVxORy4HQ6cDjt5WemMGjaU0aNHs2l3BYvX7yQ/o4VjRo1gQ00LZY0hTjiyH6saJT3MkpatW2mVKr6dW0gtyCGxaBHpxQUk/ruItMZqxFVX6cXb4eKsszDcfTdqcwil32AMu8vwZeZTmZKBLyOT0s8TXWYY9fuGUF8nebatw5cqSimr21p0zRFCmEm287qoo3MAlO4uxzqkL6ZwEFM4BL16axGj3Vx8zSUsXbmC8S//gy1/e4beM741Iq3TdVp33HEHv//977nooot45JFHekspt3x1W9sbzk80jHfY2bZtGzNn3kjJmrWk5eRTOHg4eX0HEIyrxBIqKTn5pKSm0lMoBKIxapta2N3UQkN1C76wiiIEX50GkCQ/kVISisRoDoaIRGM4bVbcDhtuuw1vjp88e/Jzt8OO227DbjEjkASCIaQiEEIhoaqEozFCkShlVbWs2VFG9cadHFFUwKRhg5g8eiRLNu9hT2uEU4b2pSJh4ovGCCMMQXZ+WcqAvBTql/+PnH49iS5cTGpeJnLBQlJdFkT+YLjlFg1/6rpDKi8P0acP9tR0vH43gVAAQ3UVnv5DcGfk4ErL5MWXXubmLjCMesACTkp5D3zdzP5EoID95qZJKf/eXsGklAtInv3TVHlVFT2tdozhMIZwENEFqvIfa+yzj1G+dhWFM68lfsF0jD6f1pF0uoOyY8cO3nvvPWbNmgXwpRDiU5Kr1t9sa2SvOwQaGhq46667ePG1N0jJLaDfqPFIoxlvSipZ+fnEhYGa5las3lRc/hQcdjsWswXFaEIVgmA0TkKVGBWBQVEwGpSvP7cYDbisZlxWMzaTEQMSmYgRiUZpCYVpCYRoDoaoqm9k654KmgMhWkIhTAYDVrMZq8WEbZ+PfQtyGTP0COrDMbZXNzJvw16yfU4mDS6mMm7io/oYR3hV+jTupao1xNgBeWybt4jCAT0JvPkf0gf2gTfmkHJEf5Qvv4S5c0H86NEtXWc2fTq2/y4iVF2JPdWAPxqgPhwkJSef1NxCXn59Ttcu4PbxEjAZ2ACo+1wvgXYr4DqL+sZm+pvNmAOtGFQVkZOjdaRDzmQyUfWPf+CfchyBI0eSUbr1h79Ip+skJk+ezOTJk3nppZeygQuAm4C/CiFmAU9LKbvW7pydSCwW48knn+S+h/6CN6eAfkcfg9mXSmGvYlqiCTIz0sjMyMBoseEOx4ipklaDFSHMGA0mrGYzDquZPLMZi1FBqiqqlCRUlbiqElcl0ViCquYg26obaQlHaQ5HaAlHiSdUnFYzbqsZl9WGK9VDeluhJ4CYmjzrF08kP8YSKpVNAVbvaiCrMUpRupfxvXM5bkhfvqyPsqopzsh0E8OtCT5ZsZaCnFQK1SBb5i6kqE8BLXP/Q/axY4g/9TT+qSdiePopWLEiuf2E7vBy1lkY7rsPWVgMmFH27sWX1xO7Lx13Wgbbg1HKy8vJ6eR/7w+mgDsJGCCl7JY7mgeicayKEUtrE4oQXXoPuO8zYsRgXrvmZs649xY+PflMjnrnDa0j6XQ/ipSyEXgCeEIIMQi4leT0C73X0U+wdetWTj3jLBIWJz1HjMOdmUNabgG+tAx8qek4YwnSfR5S/V7sdgdZBhOBBERVSSQhKVeTQ6TmqMAYF8RUSTQhMAiwGARmg4LFIHDYFNwehRyTgstswGVScJkULIokGovREo61FXZRWsJR6lpDAJgMBowGBavJiNOqYFQUBuek4nG7qI2oVATjrGiOEWsKMirdxkhrlM3rN1PaFGBocRY1H31Kg9lMv74F1C9YTMH0qYTufQDvpb/AeOst8P77XX7LKN0B5Ocjiopw5OXjddoIJWLUVVTgHXgk3ux8nCnpvPTyy8y84Qatk36vg3lhKwW67VBEQjFiU+OYwyEMUoXDcAj1K2f/6To++7yEEW+/xqpnnmXYFZdpHUmn+1GEED7gPJJzZnsA/6dtoq5p7ptv8tsbbyOn/xBS83vgzy0kKycXxekjJysTo82BKwEuA7hEHFc8hjUaxCxVDEqySDMYQWlbWGcwKtisFqxWEyazGcVsRBiNRFRojam0xlRaoiplLVFa2j5vjSUHfJwmBZfZhMtkweVTcCoCVYIqJVImh4XiUlIVTrCqJo6tsZVsu4lsh5H+HhOBqho2fraF3QYD/XvnIPaUU/qfRRRNGo1p6xaaliynxyXnELj5NjwXnY/5tlvhuedg0CDtfgG69jd9OrYlSwmEY9jdPrzhVqrCYTxpmaTl9+Dl1+YcFgXcb4DFQohXgMZ9b2jPOXCdhWK1Y4tEMIVDGGJR6OSnVH+uoa8/R/WgtQz4/bUEzjwNR0qK1pF0uu+VSCR45513OO20094guU/lx8AjwFwpZUzbdF1LIpHg+pk38s5HKxh43Olk9xlAWl4PPCkpOOxO7OEQ/tYmRE0l4VAEKSUmhxXFasZkNmCymhFGI4qiICUk2hYqRIIx6upbCIejhNqOaDSO3WbB7bLhctlIcdopdNlwe+04nTZMRgORRLKYa4m1HdEEqgSDAKMiUBAoIjlFrZfbTKbdCLEY9Q2tVJZX8b8dFWSkeRk9si8OmWDdvMUYjEZG/mIada+/SWtNLfknTCBw0614zj8Hy5/+CM88AyedpPFvQtfuzjoL5f77oVc/sJahOH34A004UzNwpWWy7bPl7N27l+xO3O/2YAq4G4AckgsZ9t1It1vMgbO5vViiYUzhMIZQEHJztY7UrkwmE42vvYb7mDE0jRyDY/smrSPpdAd0zTXX8Oqrr5Jca8V2YLCUcpvGsbqk+vp6Tpp2JnFPJsNOv4DCQcPJ8Pmxh4O4G+sRO7biV1Ss0RAiGkVGYySiUWLhCFJVCZvNBBMJErE4BpMRo8WMwWLGZLFg9brx+D3Y/V7shSnY/F4sLgfBcIyWliDNrSGam4NU1TTS3BKkNRDGaFBwOKw47FacDisOh5UUowEByd+3SO4RJ6WkqTnItoYWVjS2IgC/z0Vqipspk44ksreS3QuX0FReSa+JR+OORdh15wN4Rw4lxW4k8PAj+K6dgem3M+Cpp+C00zT+Teg6REEBolcvnL17EVUVQkaoL9+Df+AQUnIL8WTmMnfuXGbMmKF10gM6mALueKBQSlnb3mE6m0AggN2XgjkYxBhsBVUFr1frWO2u3+C+vDPzdk64YybLpkxjwsI3tY6k032nDRs28PjjjzNt2jRMJlPnXzbWSa1cuZLzfj2DXmOOp/fREyjMyCKjfBeuXVtwhAKI2locZkOyCXgsimIwIBQFxaAgTAaEIlCMElNKCqaUFAxeN4rbhXA6UY0mIs2tBOsbady9l72rNxKqbyQaDONI9eHKSMWZmUqPjDRcRVlY3E4AIpEYrcEwgUCY1kDyYzyhgmzbgOSrj4DbZWdAv3z8Phc2q5lwYwt7Vq3li/++h83nJm/EYPofexQVs16iurGJwuuuJP7Ci0S2biPlT7dgOP98eOIJmDZNq1+BTgvTp2P96H+YW8PY8wpxRwKY43Gc/lR8Wbm8MW9+ly/guu0k4PLyclypGVhbmzGHg8i0tK/e6R/2Tr71GlZ+9inj3nmd+fc8yGl/uEnrSDrdt1x//fVMmTLloO4rhDipbXsi3T5WlpRwxe0PMvay39OnqB+5lbtJX7oQb+UeHK3NKC3NWBw2zDYrJqVtyNLhQDidCKcTHDZwOsHtIW4yEa2pJbZxM9G6emI1daixGLaCPGw9CvD2KMA2pB/WvBxUKQlU19FSVUtLVS1120poqapFjcWxp/iwp3hxpPiwp/jISfViSk1DMRowmIwoJhMGowGpSoL1jbTW1BPYsp1ttfW01tQRqm8i64h+DL/kTBx+LzVvLWT7Y/8l4/STSTl6OI3XzURJTyPl5usRp54Kjz8OZ56p9a9C19HOOgvlwQehqD9y+3YMVg/eQAvO1Eyc6Vl88ekywuEw1k66EvlgCrNXgGVCiBeBevj6Tc9hPwdu67btOLwpWOprkpv4duKx8PYwdO4LVA9YxwkP3MvW06dSPHCA1pF0um945513eOSRR7jiiiuYPn26VUoZ3vd2IYSNZFutq4D1/IS9Jdta+80k+doXBK6RUpYIIW4luVjCCPwbuFNKKYUQacBskntnqsAVUsqPf/p32X527NjJtf/3DKf++iaKairIXjyPtB2b8VbswV2xG4PNguJwYLBaERYziskENhuqTCEhJIlEnERtDWpTM4nycqitxVZUhKtfH0xDB2Ds2xeRn0e4vILQzl20rttAzVv/JVJVgzUvB0efIhy9e5E2tD/mjOQb5FgoTKCugWBtA4G6Bmq37mTXpw3EwxESsThqPI4ai5OIxxFCweb34Ez140jz4++RR97II3BnphGtrKJh8RLKPvwEa34uvR+8A7Zvp+78i7GdfgrOo0ciTjkFHn0Upk/X+leh00JhIaJHD5w98ggLA65ElLrKvfiK+pKSU4A/p4Dly5dzwgknaJ30Ox3sEGoFcOx+1x/2c+A2btqEPaUv5j2lmMMhGNhH60gdymAwoCxeROKIQThPO5PElvUYDAatY+l0X/vb3/7Gxx9/zN133w1QJ4RYT/L1ygBkkWwHuBS4WUr56Y99fCFEH+DPwFApZYUQ4iSSbbquBKYDw0jODV5Ecq/M10huZfKhlHKKEGII8E5bW8Dgz/1+D6W6ujouuu0+Ljj5bIa8OZusjWvwl5diCwYwRUIw+ThEj8LkPmj7HqEQbNkCJZ/B5s2QSEDfvjB6NOrYy4inZxDbVUZs3QaCr80hsWs3piGDsR81Eu+E0ZiuvhyZSBDcsYvglm00flrC3tmvIOMJ7MU9sRXmYyvMx1+QR9agvgjDd/dollKCBKH8/1GRWEMjDR9+wrYPPibe1IJv/NH0vO33mJC03H0v8S1bcf/hZqy7dsKUKck5b/qZt+5t+nQsS5dhNdlxRkO4o0HsUuD0+nGlZTF33ryuW8BJKSd2RJDOaMuOnXhzh2EKhzCGgogePbSO1OEy8rP4+J4/M/K6K1k+5UyOXTxP60g63TeMHj2ahQsXIoToDYwDckme+doNLJNS1vyMh48Al+/TUrAEyCRZvL0kpQwAtG0afKEQYi4wFbgaQEr5pRBiK8lFYHN/Ro5DKhQKMe2am/nlhCkc/8CNpO3YihEVppyEcuklMHnywW9gW1sLGzfC8uUojz2GedUqzCNGwHHHwZ9uRS3sQXTV50Q/W0nzn+4iUVGJeegQzEeNxDdyBGmnnIhQFKK1dQS37SRUWkb9B58Q3vUa8eZmrLnZGH0+jE47BocDg8uBweFAJhLEamqJ1tQTra0lWlOHjMfxjhpG9sXn4ezfFxkOEXjqHzTPeRPHZRfjvf9uxMyZsGwZLF8O/fu3549Z1xWcdRaGhx6CvF7g8GBNycQRbMaXmYs3O4/FS97WOuEBfV8z+xeBW39oF3MhRC/gHinleYc6nNZ2V1SSZbZgCbSgJBLdsoADGH31paxcspRj5r/M36++gaue+IvWkXS6b5FSlpOc8nEoH7OU5F6YX7UV/D/gPyTP7i3a5657SBaOqYCyX9H41W3fIIS4AvhW8+H8/PxDE/4AVFXllCuvZ8bgURx313W46qoRL8xGmTYNjD9hunNqKowblzz+8AdobU0WR+++C2ecgWI2Yz33XKznngu33ohaX090RQmRT1cQfO0N1PoGzCOGYT5qJM5RI/GMGvb1XONEIEho9x7ijc0kWgMkAgHirQFidQ0IRcGcloq9dxHmtFTMaSkYPW6EohAvLyc4+wUCs17AMm40qfPnYAiHYNIkyM9Pdlhwuw/xT1bXJfXogSgsxJaWhsNkwFhXg7WuBntGLp70LKTFwfbt2+nVq5fWSb/l+/63/hWYL4TYA8wBVvDNoYmjgDOAbODX7ZxTE43BCFaDAXNrS3IT38N8C5HvM+KN2eztt5rLnn+GNyeMYdp0fbWWrvsQQjiA54A8kmfTXvuOuyXYr1/0frd9g5TyGeCZ/a8fPny43P+6Q0VKyWm/uYEbUrMYf/+NGMwmDFs2Iw5l0eh0wsknJ49HHkkWS6+8AsceC+npKOedh/Wcc7CeeDwAiepqop+tJPrpCoLPvYAMhzGPHIF51AjMI4bjKOqJ+IHCUkpJfMtWAi+9Qvj9JahV1VgmTsD3xKOYBg6ABQvg8svh+uuTRzdZjKY7SNOnY1u0GHsiikfGaQwH8ZnNOP1puDOyeevtt7n2d7/TOuW3fF8z+8+EEENJDhX8kuS8jq/OqQeBJcAs4HUpZbu94GgpigFbIoE5FMSgxrt1AQfg/GApid69GX3zLVSOG01m5uHZVkyn25cQIh94C9gITJRShoQQZSTfyH4lh+SZtuq2r/FJKRv2u01zv7/vMf7Y3MKRzz9JbMBALB9/BBZL+z2hEDBqVPL4y1/gww+TxdyIEVBcDOeei2H6dGynnIztlJMBiJeXf13QtT79L9SaahS/H0NGBkpWJob0NGQ0itrQiNrQiGxoQK2vB6sN6+Rjcd9yE6ahQxAGA3z8MUycCJWV8PLLMGFC+32vuq5r+nSMDz2ECERRhAVXXk/MoSCpWdn4svOZM+8/XauAA5BSqsCrwKttwwcpgCqlrO+IcFozu7xYI2FM4SCGcKTbF3DuND/r//Y0fS49n48u/jVpC97QFzXoDmtCCD+wHHhOSnnnPjfNB24XQjxDstXgJW33iQsh3iE5KvGAEGIw0B9Y1qHBv0NrayuXfbCM/kveIXzhRTie/WfHnokyGJIF1IQJyW073nsvWczdfjsceWRyA92pUzH26oXxjBzsZ5wOgIzFUGtqSVRWkqisQq2uRlisKD4vwudF8flQvB6Ufbd5+vLL5HDu2rVwxx3wi1/8tOFhXffQowciKwuLyYDNoCB2l+HM6YHFm4rTn8oXH+8lFAphs9m0TvoNB/0vuu0sW7fZzDeRSGD3pmANhzAHWhDxWHKuRzc34IIz+eLtCxn3+mweunQGt8x+UutIOh1HHXUUn3767UWmQoiNUsp+P+OhfwPkA9OEEPvOG5hEclHCCsBMsqCb3XbbVcA/hRDrSK7W/4WUsulnZDgknr7rUa5dsoCam24j8547tA1jMiVXgU6ZAuEw/Pe/8NZbcP/94PfD1KnJ24YMQfh8GLKzMGRnHfjxVDVZrC1ZAosWJQu4W2+FN95o3zOMusPHlCnYVq/BZRa4EjHM9bX40rPxZeXizcxl2bJlB73nZEfR35IcQHV1NQ6fH0trM+ZAK9LvRygHmt7SvRz58r/Yu3oVv5/7IncXF/DHP96sdSRdN1RaWspNN92ElJLPP/8cIcT+89LcbcdPJqW8F7j3ADff13bs/zVVJPee6zS+XLeeS1/+F00Z2doXb/uzWuH005OHqsKqVcli7tZbYd068Hhg4MDkUVCQ3LYkGoVYLHls2pQs3Dye5Dy7Sy9Nzr9zOLT+znRdyZQpmBYsQBEmzPlmvLEwVbEYLn8arrRMXpvzhl7AdRU7duzAlZKBrbkBSygImZlaR+pUPB8tI96riF/PmsXSY8Ywcfw4rSPpupnCwkLGjx9PbW0t8+fPh+RGvfuKkOzl3O1VPvAEgyr2ECkp0TrK91OU5Py4ESPgrruSBV1ZWbKQW78+WayZTN88TjgBHnwwWdzpdD/VmDGIPXvA7kbxpGKsqsRb2IonMwdnajpLP/iv1gm/RS/gDmD9xk04fKlYd27BHApC/8FaR+pUHH4v2599gYJzTsdyz8PUvzIAv9+vdSxdN3P11VcDMGjQIM4444w7f+Du3dKsl97gvPkvsmvkGHoOOULrOD+OokBhYfKYOlXrNLrDmdmMmDgRR1zidlhpDrZiqqnGUVBEalYeO2xOtm3bRlFRkdZJv/aDBZwQIge4hmRbmG+MIUopz26nXJrbuGUrziN7Yg60Ygy2IvQNH7+l17QprL3gcka98Ax//u0t3PTvp7pNr1hd5zB79uyvPxdCXPRd95FSzv6u67uL0X/7OyKRoHDZYq2j6HSd24knYn31NSwmK86UDOyBFhxGEzZ/Kg5fKm/Om8/MG67XOuXXDuYM3BwgDHxAcnfzbqG0vIJBo23YGusxSBXRiaruzmTQrCfYU/IZ1817kV/+ysSz//yb1pF03cjjjz8OQCQSgeQ+bdtIbrybQ7KN1of8/8UF3c5jf3qQGSs/ZMs1N9DPbNY6jk7XuU2ZgnLrrciCYoTVjT0jF0cogC8jh5ScfOa9/XaXK+AGAqlSykh7h+lMaptbcQgFa3MjRlWFnj21jtRppX28jFhhTx5avIDHn/oHv73yV1pH0nUTK1euBOCyyy5j7dq1M6SUX/dnFkJcDpysVTatxWIxLnj+H7SkZtDv4W+ttdDpdPvLz0dkZmLLycKmxjDU1uBqbsDm9WP3p/H5R+92qu1EDmZZ5YfAkPYO0tlEhBFnNIIlFMAYCesF3PewuJw0vvIa3qq9jH5tHmvWrtM6kq6bmTNnDsDT+109C5jc8Wk6h4UzbsFXvovoyy9pHUWn6zqmTMFmFNjVGF6TgrG6Cq/LTUp2Pr6M5HYincXBFHB3AO8JIRYLIV7b92jnbJqyeFKwh4JYmpsQsShkZ2sdqVPLPW4Cmy+fwZAPFrPk/r8RDAa1jqTrRtr6h56539WXkRxS7ZaOXjyfmsIi0ifoK8R1uoM2ZQqm0p0ou8swNzfiioexxBNYPV7s/lQWLOw8q1EPpoB7ElgJfEpymf6+x2EpGo3iSsnE1tyAtaURmZGZXA2l+14DnvgL5UeM4Ko3Z/PLX87QOo6uG3n00UchuXluiRBivhDiS+ABkpvqdjsNDQ34ystYM/kkraPodF3L2LGwYwcGgxF278HUUIcz2II3PQtvVi5LP/xI64RfO5g5cL0Br5TyW82YD1elpaX4cnJx1tViCbYme/bpDkrmB+8S7lnMU0sW8Ye77uWeP92mdSRdNzB58mSAIpJz3jJJdkl4W0pZp2UurXzxm+sZpygc9/c/ax1Fp+taLBbEhAk4UHDZzdS3tmBtqMOWmoErJZ2NLUGamprweDxaJz2oM3DLgJHtnKNT+eLL1bhTMrA0N2BubUEcoe8Bd7DMDgetb/4Ha2sTF81/h89WrNQ6ku4wduyxx/L6668Tj8eRUlZLKWdJKe+XUj7fXYs3gMGffEBtfi+9e4xO91NMmYK5qRFLOIQbFWtrEz67A1daJt7MXD76qHOchTuY/91VwBIhxPtCiNe7wxy4ki9X43V7cNbXYlQT+h5wP1L26OFsvv4P9FpTws67/kIgENA6ku4wNW7cOGbOnEleXh5CiPuEEPlaZ9JaZUUFvr1lbJjSqbp56XRdx5QpGNauQezahVJbgzsewRQO4/b5cadn8U4nmQd3MAXcbpJzST4A1tEN5sBt3l6Kw2TG1lCHUU1A795aR+pyBt91M1smTmH6orncdt5lWsfRHabuvPNOdu7cyfPPPw/QE9gohFgghDhVdNNdpTf99iYSRiOTHrtf6yg6XddUUIDIyMBsMmBqbUGprMAVasWVloUzJZ3lH/1P64TA9xRwQoiLhBAWKeWdBzo6MmhHqg2E8cRiWAItGENBfQ7cT1T89hxqevbhwffe4Y6Zt2odR3eYEkJw/PHHI6U8F8gDFgK3A7uEEH/UNl3HG7TiI2oK9I3Hdbqf5bjjsDpsuJxWbMEApoZ6rE4XntQ0GsNxmpqatE74vWfg7gDKhRAPCyG6VwVjd+EINmNrqk+2hsrK0jpRl2Q0m2Dem0ScLq59/jn+t+wDrSPpDnNSynop5ePAhcBHJF/Huo3S7aV4K/awedr+O6rodLofZfx4zE0NmJqbsccj2MMBPBYr9pR0POmZfPjhh1onPHABJ6XsCZxLckXXaiHEEiHEdCHEwaxc7dKcqZm4amuwNjchi4qge47EHBKZ/YrZ+sCjWCIhMi/7Fa3NzVpH0h2mhBB+IcTVQogVJDcgrwYGaRyrQ5VdfxsJk4lj779d6yg6Xdc2fjzKpk2wYweipgZnOIgpEsHtT8WVmsHbCxZqnfD758BJKd+TUl4AZANvADcBu9smCxd0RMCO1tDQgC+3EEd9DdbWJjjiCK0jdXnDLjuHkouvJreynBWjxmodR3cYicfjzJ8/nzPOOANgL3AO8DiQK6W8Vkq5QdOAHWxgyf+oLuxeAyY6XbtIS0Pk5mJ2O7Ek4ihVFXgiAdzpmTj9aXzw8SdaJzyoRQxIKRullE9IKYcDxwM9gO3tmkwj69dvIDU9C0d9HeZAADF6tNaRDgtjHr2LDSeczrgdW3j7uBO0jqM7TGRlZfHLX/7yq04MQ6WU46WUL0gpw1pn62i1eyvxVJWz9exztY6i0x0exo/H5rDiNBuwxaKY6mqw2p240zJoCsc0nwd30JsECSF8QoirgH8AxwL/93OfXAhxoRBitRDiSyHEx0KI4fvcdqsQYpMQYpsQ4o6OWlH26cqV+N0enHVVGBMxhH4G7pBQFIXi2U9TOmIcJy4EC2G4AAAgAElEQVRfyrq77tI6ku4w8Mgjj1BeXs6jjz5Kdzvbtr/VN99Jwmhi4h03ax1Fpzs8HHMMpqZGTI0NOEhgaW3BZbXiTE3HlZKu+Ty47y3ghBCGtuX4bwDlwBnAIySHJ278OU8shOgD/Bk4UUo5BLiH5O7pCCFOAqYDw4CBwMS2y+1u1dqN+BQD1sZ6TKEgDBzYEU/bLThdDsKPP05F3yH0vecegv/5j9aRdF2cqqq8+uqrzJ49+6uV8986tM7YUYq+LKE1JV3rGDrd4WP8eJQNG5C7d6PU1uCMhjCFo9jdPpz+NM37oh5wQYIQ4jGSixgkMBsYLKU8lI2hI8DlUsqKtsslQKYQwgxMA16SUgbasswiuaqs3TcPLm9sYVIwgKumAun1Ilyu9n7KbmXQkX1566bbMd19C/6zpiOXL0McfbTWsXRd1OOPPw5AJBIBeI5k8/pSIAfoR3Ixw+yf+zxtIwCzgHVSyr8IIQwkRyFOIPk6+hcp5VNt9y0GngVSgFbgIinlpp+b4Yek7N3Frn5H4G/vJ9LpuoucHITPhzUjDVN9PaKmBlckgDstA3daJsv/p+3OCt93Bm4A8FsgT0p5408t3oQQJwkh4vsfwHgp5Ttt9xEkXwz/I6WMktzLafc+D7MHyP2Ox76irXn1N46ampqfEhUAxZ2Ct7YKW1MjUu/A0C5OueBkPrhkBo15PYlOmAhr1mgdSddFrVy5kpUrVzJ8+HCAGVLK3lLK46WUA4ArgPqf+xxCiH7A+8DZ+1z9a6CY5AjBCOBaIcRXLQdfBJ6UUvYnuR/dG+09BSQYCGBrbKB00uT2fBqdrvsZPx6LzYzdZsYWj2Ktr8XqcOFISaOmsZlgMKhZtO/bRmSylPI1KWXs5zyBlHKBlNL4HcdsACGEg+SZtSLg8u/JlfiOx35GSjl8/yMtLe2nZiWloAhnTQXWliaUkd2qBWyHOnPmLymZfjEtWbnERo+BLVu0jqTrwubMmQPw9H5XzwIORUVzddtj7TsCMA2YJaWMSykbgFeAC4UQOUDftstIKRcCDuDIQ5DjgJbfdi9SUTjp9p81s0Wn0+3vmGMw19djjoRwksDY0ozHZsedmoEvM4fPP/9cs2iadjpu61v4McnibKKUsrHtpjJg391zc0iehWtXe/bsISe/J+7KCkzRCGLUqPZ+ym7LYDAw7OYZrD9pOi3eVBJHj4atW7WOpeui2lah7r977WUkh1R/FinlDCnlC/tdfaBRgjxgr5RS/Y7bvuFQjiD0+uQjgr4Uumn3MJ2u/Ywfj7JpI6K8HENjIy4ZxxSPY3U4sXlS+Oh/2rXV0qyAE0L4geXAXCnluVLK0D43zwcuEEI4hBAW4BJgXntn+t8nn5Di9uKsrcAUDoFewLWrDK+TxBWXsnnSyTRZnaij9SJO99M8+uijAP9sK4LmCyG+JNnD+ap2esoDjRIc6DW1XUcQMnZtpyavx4/+Op1O9wMKCxEWC0ZVRVRXY25qxBYO4k3LxJORybIPP9IsmpZn4H4D5APT2rYR+epIkVK+RXJF6gpgHbCKQzAR+Yd88MlK/GoCV3UlwmyG3G+9adYdYscO6c2qU6exffxxNFocyNGj9eFU3Y82efJkSE7DeAL4lORq+d5SyvbabfNAowRlJBdjie+4rd04GurYOlJfDKTTHXJCwNixWD0uHC47Sk019mArZpcHi9PDhi3anXTQrICTUt4rpTRIKYfsd9S13X6flHKAlLJYSnmDlFK2d6ateyrx19XgrK1GHjFYb6HVQWacOYmlx59O6VETaLQ6kWPHwubNWsfSdTFSymop5Swp5f1Syue/ei1pJ/OBy4QQRiGEl+SK/XlSyj0kNzk/B0AIcQKgAmvbK8iCh/6Kkogz/oE/tddT6HTd24gRmNU4VlQcQqLU12N3OPCmZyAsDqqqqjSJpekcuM5GdfvxVpYnm9hPnKh1nG7lhoun8PHJ09k1fEyyiBs3Dja1+84LOt1P9STJQm01sBL4l5Ryedtt5wJXCiHWAfcC0/ebE3dI5S5YQMjtw+52t9dT6HTd27BhGGqqUepqMcciOOIRnAYjFpcXhzeFzz77TJNYh31j+h8jvWdf3KXbMIcCiOOO0zpOt6IoCtNOHsWieAIRjyPWlOAZPx7x7rt6P1pdpyClvGSfz+PAtQe431ZgQsekgpwdW6jPzsPRUU+o03U3Rx6J2LEDabAivOnYIyGM0ShOrx+HP5X3ly7j1FNP7fBY+hm4Ni0tLeTmFuLZW4YxEkYMG6Z1pG4nJz0VZw8/6088g90Dj6TR6UUeeyx8+qnW0XS6TstZV832AUO0jqHTHb5cLkRBAZYUP6ZQEFFfhzMawulPxelP5ZMVKzWJpRdwbUpWrSLF5sC3ZxdqZhbY7VpH6pbOnjyWdYY4Gyedyp5+Q2jwpyNPOgmWLNE6mk7X6axe/gmmUIjsmTO0jqLTHd6GDcPisGO3mDCFglhbGjHZnVicbkr37EVV222WxAHpBVyb95d/RHpLE476atA38NXUfVeezxKDYOv4EyjvPYj69CzkWWfBW29pHU2n61QaH3+SmM1O7+FDtY6i0x3ehg/HFA1jjoRxmhREfQNOux1veiYuXypbNNg9QS/g2qzZUUbK3t3YmptQTjxB6zjd3hMzzmNpSio7Rk+komggdRm5yEsugZdf1jqaTtdp9Ny0Tm9gr9N1hGHDMJSXozQ1YA6HsKsx7ELB7HBjcblZo0FLSL2AaxN3+Ekp24EpFESZNEnrON2ewWDgtlNH80mvfpQOH0tlUT/qsvKQv/sdPPOM1vF0uk7BV7mHisJeWsfQ6Q5/Q4YgdmxHVlUj6+qwxWMo0Sj2to4MJas6vqWWvgq1TWavfqQsfAOhCOjZU+s4OiAzPY1x6YISy3CETCAQSGEg9Y47EY2NMHOmvlefrtsKh0LYmhrZNfYYBmodRqc73DmdiB49sLidKM1NKM1N2CIhnP4UXClpfL56dYdH0s/AAfF4nOyMLLx7Skn07KUXBZ3IycceQ3TbStYOG8OuISOp6tGbmvRs1KeeguuvBw0mjup0ncGyvzwBUjLxtu/czUSn0x1qRxyB2WbF4XKi1NdhjYQw2l0YbTa2l5Z1eBy9gAM2bNxIZjyOo74W5ZhjtI6j28+9M69h1ZJ5bBh5DGWDh1NTWEyNNx118WK48EKIRrWOqNN1uJz33iPs9mJ36DvA6XQdok8fjApYFIlNAUNzE1abDZfPT0QVhMPhDo2jF3DA4iXLyKzYg6W1GcOpp2gdR/cdXnvkHpa99yZbRk1g96Bh1BQWU233EN++HaZOhZYWrSPqdB0qZ/tm6nLytY6h03UfvXtjDAZRAq1YBRhDQWwWK3aPD6fPz6YO7h6kF3BAyaYdZG7dgCkSQowdq3Uc3XcQQvDS3Tey/NOlbBk5nj39h1BTUEStwUosFoeJE6G6WuuYOl2HcdVWsnnoKK1j6HTdR58+KLU1iNpaDNEIdjWOWYLRYsdgtrJmbbu1PP5OegEHRJwpZG5ZR9zlBpdL6zi6A3C73dx9wUl8vP4Lto8Yy94+g6nO60VdQhBNz0COGQM7dmgdU6drd+899g8MsRhDH7pd6yg6XfdRXAxlZcjaOmhsxBwNo8SiWB1O7F4fJSWrOjSOXsAB2flFePaWofbrr3UU3Q8Y2L8/03qns2LXdnYMPZqK4gHU5PagPqISHjgIOW4cfPGF1jF1unaVMXcOQY+PlIwMraPodN2H04nw+TD5vYiGekQwiC0WweH24HD72LBpc4fG0Qs4IN/hxN5Qh0HfwLdLOOeM08lpKuPz2mp2HnkUe3v1pzozj6ZQnOBRY5DHHw+LFmkdU6drN3lbNlCbr293pNN1uD59MFnMWKwWRHMzllgUo82Bye5gb1VVh0bp9gVcRWUlBdWVWAKtGM+YpnUc3UG67483U//JQta0tlA6ZBQVRf2oTsuhJRKndfxE5MUX6xv+6g5LdVVVuGoq2XjqaVpH0em6n969MUkVs82CMRbFGAqimCwYLFYamjp2MV23L+D+++77FKz/HEVNIAYM0DqO7keY8+xTrJ/3POsiYUoHj6SiqC9V6Tm0YKBxxGjkgw/CTTfpe8XpDivrrp5Jwmxmyl23ah1Fp+t+8vJQpIpJCKwKiGAAi9WCw+UGk7lDtxLp9gXch2s2kbVpLZHUdFC6/Y+jSxFCsOjlWXz28jNsiMcpHTiCip59qEnJIuj2UNezD3LZMjj7bAiFtI6r0x0Sgz9ZTk1BsdYxdLruKT0dQ0JFiUYwCRDhMBazBavdid3lYc+ePR0WpdtXLFGHH3flbtSBejOarshqtfLOs3/jk1eeYZOaoGzAUCoKiqj1phPKyafG4kKNRJPbjHTw/ASd7lB7+97/w1NVzpoLL9Y6ik7XPaWnIyJhRDCAEYlZTWBWFIxWKyaLlbKyjuvI0O0LuPz0XOyNDZhOmap1FN1PlJaWxgsP3M6nrz3LpoRKWf8j2ZvXgzq3n2DvvtTUNhEfOAiOPhrWrNE6rk73k/V7Yw4VxQOYctt1WkfR6bqn9HREoBWamlFUFZOawCglwmhCMRj1M3Adqbi5CXOwFdNZZ2kdRfcz9OnTm/tnXMKKeS+yWZWU9R3C3rxe1Du9tA4YRN2GLUTPOBMmTYI5c7SOq9P9JL0+/5js9fo2OTqdZtLTEQ0NEIlANIJRSISqohiMCKOJxsbGDovSrQu4YDBI39UrUY0mRE621nF0P9OEY47hypOPoeTtV9miqpT1GUxFQTENvjQai/vRuGo1gYsuRV5/Pdx2GyQSWkfWHcaEECcLIdYIITYLIV4XQrgPyePqc3V1Ou2kpUFdHcRiEI5gFEA8jslowGS10dyBbR279SvBe0s/JGvrOsL+VK2j6A6RC887lzOG9ebzd15nazzGrj6DqMgroiE7n5rcHgR37qJp8onI5R/AaadBU5PWkXWHISFEGjALOFNK2QfYATygbSqdTvezORwQCiEjEWQ4gqKqICWKwYjRZKKxA/+mdOsC7t1Va/BUlpPo10/rKLpD6HczrubYogy+WDCHbcEgu3oPojK3J40FRVQ6/cQUA3WpGajpGTByJKxbp3Vk3eHneGCllHJr2+UngQuEEELDTDqd7lCQMnkGTqqgqiiAwWTCoBhoamrusBjGDnumTki1eLE11cPUk7SOojvE/njLzbTc+gdWLJiDeuI0ZJ/BJIwmYgDlu0jvVURtSQn+8y/AOHEiPPAAXHYZ6H9fdYdGHrB7n8t7ADfgAn7UK/zqNWtZv72UuMWB0+khRapkCZVUEcdhtWLMzUFJ8SPM5kMYX6fTfSchEAAmEwAy/tVUHIFQRIfuA9etC7h+qsQcDCDOPUfrKLp28NB99/Cba67ly4VzUY8/jUTxQOImEwlFQdRX4Rk2grrFS3Fd+3tsjzyCWLoUnnwSXC6to+u6vgONbnw98VIIcQVwxf53yM/P/8blGb+7FnJ7M3TquRTHVRyfLCW6eiWJTasx7i5FqAlQVaQQSEVBCgVVUZCKAdVgQCpK20cDqtmCcLtRCgswjz4K44knII48EvTiT6c7eFKCqiIUBWFQkG2XVSmxWa0dFqNbF3CDN3yJajRhzNYXMByunvzro1z+m6v5cuEbJCafQqJoAAmjGXW3FQINmAcPRVn5OZGxE/AGmxHDh8PLL8PQoVpH13VtZcCofS7nAA1SysBXV0gpnwG+1e9t+PDhct/LHy59/5t3OHUE8Xic6to6VlZUs7e6lubqWtSqOgxNTZhbWrC0tGIOBrGFQ1jjUWyxONZoGGugFWtzI7b1G2HFCrj/fgyxKGpOLuLUUzGcdy6MGgXGbv2nQaf7YW1vmDAakICaiKOqKh6Pp8MidNv/pbFYjLxNawl6/RySpWG6TuufTz7BVddcxxcL5hCbdArxvgNRLWbYvYNUq41oKEymxUrtzl34fnk5xhNPhN/+Fm65Rf9DpvupFgMPCyGK2+bBXQnMP1QPbjQayc7MIDsz46C/Zs3atdz3z+coDUj6jBhHf6uNwu2byF67irRtG/C8Ngfrc89hUBPICRNRLr4IcdJJ+hlpnW5ftbXIlBSEwwEGIwmhoBqNRGMxYuEwXq9ewLW7pR9+xIiK3USKemsdRdcB/v7XR7j+ppv5YMEc4pEQ8UHDiJutqJVlOFWQZaWkDh9O3by3cd5wI/Z3FyHeeguefx70RS66H0lKWS2EuBSYI4QwA9uBi7TMNHjQIP752MMA7Ny5k9vvf4hXwwpHTD2HvlYreds2kbVxNSk7t+BbuwHbr3+DORRAjhqFcvHFiNNPh5QULb8FnU57e/cmtxKxWhBOBzEpEEYj8XicaChAagf+H+m2BdyilesY31hP4qortY6i6yAPP/gAf7j9Dt5ZOJdoOExkyEhiNjupZithFAzBJswjj8bwxRrC6dl4J07EMG4c3HQTXHvt15NWdbqDIaVcACzQOsd36dGjB7OfeRIpJYvffY+H/v40SnYRA6eeTbFiIGfHZjI2ryWldBv+sp3Yb5iJ5aqrkAMGoPziF4gzz4T95urpdN3C3r1IrxfpcKJaLESFggqosSjEYxQVFXVYlG5bwPmjBsyhAFx0odZRdB3onjvvIOvJJ/n7668TCbQQHTGGcI9+pJrMsLeMdBkl1NhCVkEWtW8vxn37XVjfno944YXkAocxY7T+FnS6Q0YIwQnHH8cJxx9HKBTib089zbML3yd72Dj6Tj2bHhIyd24hY8t6/Lu24S/bgfOue7DecmvybNwpU1FOPx2OOQZsNq2/HZ2u/ZWWkjBbkD4fUQkRo4VALEa0tZlgSzMDO7Cverct4I7auiG5gCE3V+soug529W9+Q35ePtfd/QDhQAvR4WOJ9+qHarUja/di7SUR5WW4jp2EYdkHBFOz8J58Moazz4YpU+DBB/WhJN1hx2azMfO6a5l53bWU7trF3Q/+hffLKik6ehI9T55OnirJKNtG6vZNpJRuw7enFNebb2F9+VVM4SBq794okycjjj022Xc4Vd8gXXcY+vRTYg4nERQCcZA+H8FwmKaaSiItjaSnp3dYlE5RwAkhTgdmSynd+1x3K8k5I0bg38CdUkp5gIf40Qo3ryXo8ekLGLqpU6aeTFZWJmdf+mvCrc0Eho0h3GcAUbcHn9VBGAWhxGlxp5LZM4faV+Zi/+3vcO7ehejbNzmsOmMGdOCScZ2uoxQWFPCvvz+OlJKly5bxwF8f431hpceIsfSYdArZioH08l3/j707j5OjrhP//3r3fcyZuTKZJJODBBJCSCAgx4qygEIEhfUABRFxRVFw1eW7rteuLuJPv4vHl11WQAXlUnG55FBUDkUQkDMk3JBkMslcmfvoY7r7/fujakJnmMnMZI6e7nk/H496TFd9qqvfVd1d8+7Pp+rzYd7216ho2EZxSyOlLTuJ3PwrAj+/AX9/r/MjZ+2hyDFHI4cdBmvXwqJF1teiyW+PPEJ84RL6/f2kVpTRV1RCoruDWE83hxy0kpnsqzvnCZyIrAAuJ6vfJBHZCHwQOByn36T7gBeAW6biNdPpNOU7G+heWG8J3By24fDDeeS+u3j3+95Pf3sb/Z3t9K05jPnLVlERiuBpbya0wofs3EH4HX+Pb9sOdr/2BsWXXkbwd/ci//VfcOmlcPbZ4PXmeneMmXIiwt8ffzx/f/zxpFIp7r7nHn503Q/5owaoP/Rt1K0/itrj3k1VTzcVO7dR2rSD0l2NRDp3U9TaRPTl1wk89TT+TAZffABPOo3WLoADliOrVzs/hurrYd48KC93prIy65fOzE7bt6OdnQxWLyRdM59EZRUDwQgdu56ns6mRSz521oyGk9METkQiOLVrXwRuzio6A7h5qM8kEbkOOIcpSuD+8Oe/8M7udlLnfnQqNmfyWG1tLU/+5SHO+djH2XTf7Qx0tRM7dAPJpStJl5ZR3NrEQEao8Sv9TS1UHPdO+u77I/3BKCVf/zf8V10Fl18OX/savP/9lsiZguXz+Tj9fe/j9Pe9j3Q6zf33P8B1N93MnxtbmbfsIBYevJ7qY0+kMhSmvL+f0vZmSpp3Euloo2h3K6G+HsKd7YT7egi+0YB/0wv4UoN4NYNHwJPJIINJJB53uu8pLkHLSpGycqiY5zTJVlQg2cledtI39NiuxTPT5Wc/Y/DQdaSqFhArKaUnHKUrk6azeSedjVt572mnzWg4057AubVpvxmh6HzgJOBqYNOwskVAdu+VjcCUXaz29BMv8K6Bfio//Y9TtUmTxwKBALf84iZ+eMUVXPGzX9Czu4XuQzbQvfJgqpatYl64COlpQ5Zl8KYTZMprqFpaR+cvfo3v4EMpPvhA/D/8IXz1q/Av/wLnngvBYK53y5hp4/V6ede7TuJd7zoJgJaWFm7+5a+494ZbaR1IULZwOTXLD6Ji+UGUH3YMxT4/ZfEBIn09FLW3Eu7uIjDQR6i3m1BPN/74AIFYDF8ihieRwJsexDc46CR4PQN4d3fhef5FPOk0Ho9TM+gBPKp4Mmk8qUEkmURiMaeJtrgYLS+HikqYX4MsWIDU1DhJ4IIFTq3fkiVOzZ816ZrxSKfRa6+lr2oBXWUZekrK6a6po7O5kbZtr3L80UdQXl4+oyFNewLn3kr/ltcRkc8AKVW9VkSWDCseaRia9PAF4x2KZrj1L2xxbmCw2+BNls9/7nO868QT+Yezz6W7eSc9bc30rT6UeP1ykr0VhEMlSHcbgUAIb38PmWUHUb2ohq67f49n+UEUn30O/ltvRb75Tfj0p+ETn4Da2lzvljHTrqamhi/80+f4wj99DoDOzk7uf+BB7rzndp7Yup1Bb5CS+YuYV7eIstpFFB2wmqKiIooCQUIeD+FkkmAygX8wgS8eJxgbwB/rxxeP4Y/H8A4m8Q0m8cXj+OID+BIJfG6S5x1M4k0m8CQSeDIZvJk0vsFB/IMJvL0DeFtfwPvEU3i8HjxeHz4UbyKOp6fHGYy8rg6WL0cOPhhWr3b6fVy1yknujBnyk5+QKSoiUTOf2MIldFbX0REpYtcTf2HXC8/yi7tunfGQZArvC5jYC4s8AUSAFBAADgSeBzYC/wFsUdUfuOt+DDhdVc8Yz7Y3bNigTz755Kjlrx71TmreeJmS1qbJ7YQpSMlkks9+7p948OktLDnsKBYetJYFKw+mqryCqo4Wom3NlLa3EEnEKelsQ7u7qayrwfP4Y0goRPToIwm99AJy221wwglw4YVw/PHgGW14TDNFCqIqZazzV77q6uriqaef5qE/P8xTmzbT1NZO0uMnEC2huLqWovIKgtFiQsUlhItKCEaL8IciBAJBgoEAAa8Pvwh+lGAqjT+VIJBI4kvE8SUTzt9EDP9AP/5kEt9gAn8igScZx5uIE4zHCcQG8PX34UvG8YoQSMYJ9HTj7+rAn07h9wi+wQTezk4IhdAVK5C1a5G1a99M7OrqrNZurunoQFetoqN2Ec1LD2Tnurfx6hHH8cLuZp64/UZOWFXPd7592WRfZcIfqpwlcHsF4dTAbVbVInf+NODfgXfgJHi/A36mqj8fz/bGOgF2LF5Gb9k86jcV3knSTJ1HHnmE8y+8mHDdMhatWUfdyjXULF3BvGCYqq42wu2tlLa3Ek7GKOvrIdXYSMXShQQbtpN64UXC7z6JqE/w/voW6O2Fs86Cj3wEDjkk17tWqAriv2qhJnCjSaVSNDQ08NLLL/Psc5t4Y+s2GptbaO/qoT+RIOML4g9HCEVLCEaLCRc7fwORCP5gmGC0mGC0iGA4gi8UJhAIEvL5CXi9+IGAKr50imA8RiDWTyAWw9/fS7Cvh9BAP/5YP/6BfoL9fQT7ewn09+GLDRCMxwj1dhPo6XJq+9Jp/LEBJJMms2gxHHggsm4dnvXr4KCDYOlSiEQAyGQy9PT00N3dze72dtra2mhubaO1bTdtHZ10dvfQ0z/AQDJJWryIx496PYh48fj8eHxevIBPlJDfS3lRhOV1tRx2yMGsWb2KsrKyGb3bcU5Lp9FTTyXRuIumRctpPOBgth75dl6aV8WT99xC0xMP8sxf/4Jv8sMuTvgNzfldqCNR1btE5BDgCZzauTuB66di28lkkkhnO40nvHsqNmcK2LHHHsvmpx7nW9/+Ntf9+lbaG7ZRt/oQ5i89kK6F9ZSVV1FZUUWovY14XxfiD+PxZMhkfESPOx5PXz/xx5/As/JgomvXEGxrwXPqqc7YkmeeCe99r9O1gp2IzRzm8/lYtmwZy5YtY+Mpp4y4zuDgIC0tLezatYs3tm6lYUcjO3ftpPmNVho7Ounu6yeWSDKIB28wRDBSRDBSRLikjGBxMcFIEYFwlFBRMaGiEoLzqgjVLSYcCBL0+gh6vAQzKUKxmJO49fUS6ukg1NtDoK+XcE8X4e5OAgN9BHu6iXR3EHz+BQKPP+E05yYTeJNJMl4vyUiURKSIRCSKNxRmXjBMaSDAco8HbzqNJ53Ck0o51+6lU0g6gyeTRtJpJJNBNAP65n9zBTI+H+lAkFQwSEcoys7iEror59M6fwHbKqvZ4feR0SRHrlzMaSe+k2Ibv3ZqqKKXXEL6xZdoX7SMlrol7DpoLdtq6njpT7/jjUfu569/uGcqkrf9Mitq4Kbavn7BXn/T/3LOuWeSfPElQitXzHBkJl81NjZy8ee/yHNv7KBu9ToWrDyY6qUHMG/BYspCESr7OvG1tFCT7CW9cxcVQQ+htlbS7R2UL6gm1LGb9DPP4F+1ivDiOoJNu/A8+AAkk3Dqqc709rfbwOGTUxCZ8FyrgZtqqkp/fz+7d++mra2N3bvbaWpupqW1ld3tHXR0ddHZ00tv/wCJlJL2eFDx4vEH8IUj+MNFBItKiJTNIxiJEgxHCIejRAIBijxeIqoEB5MU9fcRGegj2t1JtLubUH83kfbdRLvaCfb14o8P4BtM4k0mnUQtkwGPB/V6wOtFvV7w+j8GcB4AACAASURBVBCfz7nr1u/8FZ8P904NUCWTzkA8jgwMILEYnngMbyLuNh0nEc2Q9vlJ+wMMhsLES8roraymrW4JLy87kBfnlTN/YRkfPf00ymdwoPW8l0qhF11E+jd30Va3lB2r17H98KN5ZdU6nnn0QZ6/+2bu+/XNLFmyZKpeMT+bUKfavk6Ad378Yjbe/GP8ifgMR2UKwfPPP8+Fn/s8Lf1Jag88hOplK6lcuJR5C+upLJ9HcV8v0c42or1dlPR1Q/tuKgIevM3NaF8/5VXlBLo6yGzejLe6mvCqAwn29eDd9Bzy1FNO8+rxxzvTscfuaZIx42IJnJlztL+fzEsvEX/8bww8+hjpzVsINTcR7u3GHxtAvR4GQxES0WL6yyvorF3ItsXL2bx0OXVrlvHBU99F0O6a31tjI/qBDzC4bTvN9SvYuXo92474O15dtpInH7yXXY/dzx/u+PVU33VqCRzs+wT40tF/z4LXX7QbGMyk/O1vf+PL//bvvN7UzvwVq6haupKKhfVULVpG6bxKoh4v8/q78e5upTzRT6i7E+nsZJ5P8HV1kG5to6R6HuHBBJ7GRjI7GvEfvJpwRRmBvl48L2xBnn3WuWj6yCPfnA46yG6GGJ0lcMZky2RIb9lCzx130/vAg4S2bXNqCPv78KYGSQWCJCNFxErK6K6qoWnhUl5ZcSALTn4H7z7+7+bedXbJJPr976Pfuoy+kjKaVx5C47oj2Xrk29ni9fG3u37F0Yvn8d3LLp2OY2MJHOz7BNi+eBl9peXUP//UDEdlCtErr7zCv//HpTz85LNULD6AyvplVNcvp7RmAWW1iygvn0colaY83ot3dxslCacvrExbG6U+IRzvh5ZWPJk0xaVFBBNxpHEHmV278C9dSqiyHH86ha+lBXlhC7J7NwwNS3TIIc60Zg1Eo7k+FLNBQfy3sQTOzATt7qb7rntp/vUdRF97heL2NqfWLj6AiofBUJhEUQl98yppq11Iw9IDqDjrDI498R25Dn3q9fSQueoq+O53SaaV3YuX03TwerZvOIZXVh7MU08/xu4nH+KGK38wZjdlk2AJHOz7BBgvLmXTyadz5K/HdUOrMePS29vLtdddx49+eh2pQJR5C5dQXldPxaIllFRWU1pdR2lZGRE8FMX7CPf14u1opyyTwN/bg7Z3UBbwEkzEoK0N7eujqKyYkCi+3h6nSn9gAP/ixQTDAfzpFN7ubjyNO5BXXnE6Jz3kEDj4YFix4s2psnIu3SRREDtqCZzJKVW6HnuCV6/+GSUvbmFeaxORLucGDt9gkpQ/SDISIV5cRndlNW0LF+M/4Z2s+cRHCRQV5Tr68evtRX/3O9I/+Smehx4kEYrQsXApTWvWseOwY3htxWqeenkLbU89xA/+/V9ZO/29B1gCB6OfAP/4uwf4+40nsfupZ6hevzYHkZm54IUXXuAn117LHffch7e4nPK6xZTW1FGxsJ5I2Tzm1dYRKi6jNFpEYDBFUaKfcF8vno52ijRFOBFDd7cTSMYp8nsIxGNoezv09REpjhDyCN54DE9HO5ldu/AUlxCoqSLg9Tj9W/X14mlthe3bnQunsxO6FSucHujr652kr7CG/rIEzphp1NXUxOP/eSXztmymuqmRko7dhNxr7fY0yYajxErK6JlXSU/tAore9jYWvv9UQqtX5fbyj85O9KmnSN99D3rX3Xi3b2MwFGagbB6tBxxE0+r1bFt3JK9ES3j2iYdYGkhx2Ve/RFlZ2UxFaAkcjH4CvO/sT3H8bTcQiA3kICoz16gqzz77LDfcdDP33f8gfWkonV9H+fyFFFVUUVZTR6S0nLLq+QSKSykORwgBgXiMaCKGv6cLb28vRZlBAoMJpKsTb28fEb+HUCaNNz5Apr0DbzxOOBom4MW5K623F9rb0Z4efFWVBIqj+H0+vIMJvN3dSGcH0twMnZ1IXZ2TzI00LVwIoVCuD+NEWAJnTA709fdz1y9uo+iRv7GoYSsVLbv2XGvnT8SckTIyGedO2WCYRCRKrLiEREkpmZr5RFceQNEhqwmuXoX3gOVIWRn4/eMPQNXpa7O7G92xg/TmzWSe30z65Zfhja34du3Em0iQCoZIRKL0Vi+g7YADaVq1joaVa3gJ5ZXn/saq8gBf+fxnZ3xILJclcDD6CXDrYUdT3ryTsl0NOYjKzHWtra3cfc893HrHb9j88qt4I8UUV9dSWjWfcNk8yqrmEyopo7i8gkhZBYFIhGgoTBjwJhJEBhMEB/rwdnfjT8YJp93ErqcHT083IY8Q8oAvNYgMDJDp7MKXiBOKBAl4BF86hcRiSG8v2tGBZNL4y8rwRUL4vF58mRSeWAxPVxfS2gqtLUhRkVNTV1e399/sxzU1s6UmzxI4Y2aZ5uYW/vf3fyLz6jaWNTZS29JEWXsL0a4OAgP9+BNxvIkE3lQSb8rpI08yzsiZ6vGg4nH+uhMKoIi6UzqFJ512y71kvF5SgRCDoRCD4Sjx4lK6axeye+lKmpeuoLGqljfi/TRte5WVZUEuOOdDLJ26rkAmwxI4GP0E2F1TR/OSAzjw8T/lICpj9rZjxw7+9Kc/cfdv7+PpTZsZSCtF8yopqqimqLyCUEk5xfMqCZWUEo4WUzyvAn+kmEAwRCQQIAh4BwcJphIEEwkCvT14+voIZFIE04P4B5N4+nuR7m786TRBjxAggzc1CLEY9HTjHYgRCAUI+Lz4yDjjSQ4MQF8f2tmJx+fFV1yEPxTE6/Xg1QyeZBLPwADS3YW0t0NXF1JVtXdyN3++k9jNn//mVFMz3TV6lsAZk2fS6TSvvPY6j2x6iYa2LrQ/QXFikJJ4jLJYP0WxfsKxBCG3Jk8Q8HpIe71kPD6S0SgD0WIGoiX0R6N0BsP0eDx0pFPEkjE8iR7qy6Mct2E9Rx15RM463R0HS+Bg5BNgJpMhHY7y50/9Eydc8Z0cRWbM6OLxOJs3b+axxx7j4Uf/yuaXXqZrIEGkdB6R0nIiZfOcYYSKSomWlRMqLsEfilJUWkaoqARvKEwwECDi8+FH8KYz+FNJgoNJAnFnDEgGBghqmkAmjS81iDc2gPT04I3H8HucYU98mTTewSQSj0NfL57+AXx+LwGfD59XnN7kk4k3a/O6u/EG/PijEbxBP14RJ9EbTOJx15Hubmhvh3AYyU7qRkv0qqudzk0nZtoSOHH6DLgOZ8i/y91lXuD7wLtxRrW5XFWvcstWANcCFUAfcK6qvjSe17IEzpg5qTCG0poOd/3XNZyWSnL0pV/OdSjGjCgUCrFhwwY2bNjARRddBDi/Trdv386LL77IU08/wzPPbeK15/5KZ18/gYgz8HeouIxwcSmhqNODfKi4hFC0CF8oTChSTKS4hEAkireqFr/fT9jrJSAevKp402n8qUH8gwknyRuIIfEBZ9xHzeDPpPAlk3j7+6C/H28yjt/jwS9uopdKOYlebw+e3l6nKdbvxe/14EXxpAbxJBLIwADa24v09uKNhPAPKt6W3Xjb2vE8t8lJ9gbcZK+rE7q6oLzcSfaGJ3hDy4YSvYqK/Un2xk1EVgFXAkcBm7OKPgWsANYAxcBfReRpVX0CuAn4oareLCKnALeKyBotxF/MxpicmDMJXO1vf0+iqIRIqQ0lYvKH1+vdM07ke97znj3LVZX29na2bt3K66+/zvObt/DSK6+yfcsTtHf3MIiHcHEpwSJnHMhQtJhAJEqwqMQZ+DsSJRAO4wuECEWLCUWjBEIRvFWleHx+Qj4vQY8Hv4I3k0HSafzpFP5kgkBiAF88hicWRwaTTqKnGbypJP5YHE+sH/oH8GbSTqIn4Mtk8KZTSDyG9PUhfX34PM44mG8meyk8yQQMDEBvL56+XryeIL6+GN6GnXgbd71Z+zcwgPS5NXs9PVBWhrS1Tdfb8Fmc2rfhF8+eAVyjqimgU0R+CZwjIjuBg4Bfuu/Vb0XkR8B64OnpCtIYM7fMmQSu/rUX6a6uJZzrQIyZAiJCZWUllZWVHHHEEZw1rDyVSrFjxw4aGxvZ3tDAy6+8yhtbt7HjhRdo6OigPz5IxuMlFC0mGC0mEI0SDEcJhCP4wxEnyQtHCYSj+EMhvIEgwXCUYCRCIBzBFy3F4/fj9/oIejwEEHwonkwGTzqFLzVIIJnEn4jhi8eQRBzP4CB+VXzqNt/GY3gHBpABpwsCn0fwCfgzGTyZFJ54AunrQXr78GYy+Pwe/B4PXgFvOo0MJpF4DPr68XR3UT2547kR+M0IReer6kXuOicMK1sE7MiabwTWust3qWpmWNlCLIEzxkyROZHAqSrlu3bwxGkfZH6ugzFmBvh8PpYuXcrSpUt5+yjrJJNJmpqaaGxspKGhga3bt7O9YQc7d71G2+7ddPX2ExtMoeIhGCkiWFTsJHThMIFQBH8wRCDiJHkBd5kvGMQbDBEMRwiFI/hDEXzREsTnx+/zEhQPAfHgF8WTUSSdxpdOuU24MXyJuNPkmkjgy6SdZC/tNOP6YgNIbACJx/EBPhSfZvBl0ngGByeVwKnqvUz8fDhSp1bpUZYPle0hIhcAFwxfaRp7ejfGFJA5kcDdfun3OD0R59D//s9ch2LMrBEIBKivr6e+vp5jjz121PVSqRRtbW00NzfT3NxMw44dbNu2nYbGRppffZnmzk56B+IMphXx+wmFIwQiRfjCEfzBMMFwBF8wRDASxb8n2Qs7yZ4/iD/kJHuBcBhf6Ty8/gAer4+A1+M04yJ4FSSTcZK51CCBZAx/IoE3EUMSCTzJQQ6dwWPnagBqs+brcGraGoD5IiJZ17wNle2hqtcA1wzf6IYNG+w6OWPMmOZEArf+ztvom1dFSVVlrkMxJu/4fD5qa2upra0dc914PE5bWxutra20trayc9cuGhp2sHNXE82NDbR1dNDT189AcpC0QiAUJhApIhApwh8K4Q+GnUQuGHKbbyMEw2H8wRC+oFPud5O9YDCMt6gEr8+Px+vjQzNwLIa5EzhfRO4CioCzgE+raqOIvA6cCfxSRN4NZIDnZz5EY0yhKvgErrOri7oXnuWpU87g6FwHY0yBC4VCLFq0iEWLFo25rqrS3d29J9lraWlhR2MjDTsa2dXcTFvDizR3ddE3ECeRyoDH69x8EXGaZv0hpybPHwrjD4XgpMtnYA/38iNgOfAcTg8sV6vqUCeTZwE/FpGvAXHgg8OuiTPGmEkp+ARu6wfOZQ2w/qaf5DoUY0wWEaGsrIyysjJWrlw55vqDg4Ps3r17T8LX1NREw44dNO7cxa7mbdMer6qeN2w+BXx+lHVfBd457UEZY+asgk7gfnPp99n459/x+GlncmzY7j81Jp/5/f5xN+UaY0yhK9gE7u7P/B9Oufa/aT5gNcfeekOuwzHGGGOMmTIFmcClNj3Pxmef5fX1R7Pibw/nOhxjjDHGmCk1Wn9Fee+Rq39myZsxxhhjClJBJnC+tYfw9k+ck+swjDHGGGOmRUEmcMYYY4wxhcwSOGOMMcaYPGMJnDHGGGNMnrEEzhhjjDEmz8ibYy0XDhHpBV7OdRzjUAnsznUQ45QvsVqcUytf4gQIqeqaXAcxWSLSBmzPdRxjyKfPxXjZPuWPQtyvCZ+/CrIfOOBlVd2Q6yDGIiJP5kOckD+xWpxTK1/iBCfWXMcwFVS1KtcxjCWfPhfjZfuUPwpxv/bn/GVNqMYYY4wxecYSOGOMMcaYPGMJnDHGGGNMnrEEzhhjjDEmzxRqAndNrgMYp3yJE/InVotzauVLnJBfsea7QjzWtk/5oxD3a8L7VJDdiBhjjDHGFLJCrYEzxhhjjClYlsAZY4wxxuSZvE3gROQ9IrJJRF4WkV+LSMn+rDNL4vyeiDSIyLPu9KuZjjMrFhGRn4nIJaOU5/yYunGMFWfOj6mInCMiz7mv/6iIvKXjSRF5m4g8KSIvisj9IlI7S+O8WESas47nwzMdpxvHRSKyRUQ2i8idIlI9wjqz4jNaqETkdBHpGbbsKyLykoi8JiLfEBHJVXwTsa/Pfr7uExTOd2C09yef35tsw79LE94vVc27CagCWoEV7vx3gf+Z6DqzIU53+V+BY2bBcV0FPAAMAJfs7/7kOs7ZcEyBA4EmoNad3wg0DFsnAOwAjnXnLwTunW1xust/AXwkV8fTjeFwYBtQ6s5fDlw9bJ1Z8Rkt1AlYAbwG9GUt2wg8A0SBEPAn4EO5jnUc+zLqZz9f98mNvSC+A6O9P/n83gzbv72+S/uzX/laA/cu4G+q+qo7/yPg7GHZ6njWyXmcIhIE1gOXuL80bhWRxTMYY7bPAtcBt4xSPhuOKYwR5yw5pgngH1W1yZ1/EpgvIoGsdY4AelT1EXf+p8AJIlIxy+IEOAb4iIg8IyL3icghMxgjAKr6FM4/pW4RCQF1QPuw1WbLZ7TgiEgEuBH44rCiM4CbVbVfVeM4381zZjq+/bCvz36+7hMUzndgxPcH+CD5+94Ao36XJvyZy9cEbhFOzcWQRqAEKJ7gOtNtPDEswKlN+jKwDngMuDMXXzZVvUhVb9jHKrPhmI4nzpwfU1Xdpqr3gNPcC3wf+I2qJrNW2+t4umVtOInJrIlTRKLAS8C3VXU9TqL5WxEpmqk4s+IdFJHTcT57x+Gc5LLNis9ovhKRjSKSGmE6F7janTYNe9pIx3zhDIU8ptH2CThuH5/9Wb1PYyiI78Bo5yaglvx9b4aM9F2a8GcuXxO40eJOT3Cd6TZmDKq6VVU3qurL6tSjXg4sB5bMQHwTNRuO6Zhm0zF1k59bgAOAfxxWPGuO577idH8RvltVH3XnbwE6cWoQZ5yq3qGqlcA3gPtEJPs4zppjmo9U9V5V9Q2fgCIgparXjvC0kY75rDneo+2Tql4Po372Z/U+jaGgvgMjvD/5/N4gIp9h5O/ShPcrXxO4BpwsfEgd0Kmq/RNcZ7qNGYOIrBWRjw57ngCDMxDfRM2GYzqm2XJM3WbbR3G+hMeratewVfY6niLiByqBnTMWJGPHKSL1InLx8Kcx88fzABH5u6xF1wL1QHnWsrz4jOah84AjRORZ4F4g7F5YvoCRj3njzIc4cfv47OftPlFA34FR3p98fm9glO8Szj5MaL/yNYH7PXCUiKxw5z8N3Lkf60y38cSQAa4QkaXu/IXAJlWdjR/I2XBMxyPnx1RE5uFchHqbqp6lqrERVnscqBCRY9z584G/jpDo5TrOfuBbInKk+5yNQAR4YqbidNUCvxSRSnf+bGCzqmZfB5cvn9G8oqpHquoaVV2Hc7F1TFXXqeounON7tohE3etPzwPuyGG44zLGZz8v98lVEN+Bfbw/+fzejPpdAm5ngvvlm/Zop4GqtorIx4H/dS84fR04173F+CfuiWXEdWZhnJvd2o27RMSLk3F/eCbj3JfZdkxHMwuP6YXAYuAMETkja/l7gHuAjaq6S0T+Afhvt5mgnZk/nuON80PA1e773gOcMex6vmmnqg+LyGXAQ+41TLuA0/PlM1qoVPUu96aWJ3DurL4TuD63UY3LaJ/9E/J4n0b9v5PjsPbHqO8PcBt5+N7sy/585mwoLWOMMcaYPJOvTajGGGOMMXOWJXDGGGOMMXnGEjhjjDHGmDxjCZwxxhhjTJ6xBM4YY4wxJs9YAmemnIj8VkT63CklIsms+atE5O0ism0G4vCLyJ9FZP40bLtURB4WZ0xOY0yBE5H7ReS/RlguIrJVRM6bgtd4m4j8YoLP+bqIDB/ebKjs5yLyMxFZ5p6X8208VLMP1o2ImVYi8r84na1+Iwev/WXAr6r/MU3b/yegSlW/Nh3bN8bMHiJyJvDfwAJVHcxafiLOUE91o3SEPd7te4GncfpYfGMCzxsaDeMIVX0ma3kJ0ITTr91jIvIDYIuq/mR/YzSzi9XAmRknIu8Ukd3u4/NE5C73V2KviLwqIseJyE3u/BYROTTruRe667SLyO2j1a65HeN+AfixO18mIneISIeIbBeRnwzVnonIPBG5QURaRWSbiPzr0C9VEQmJyP8TkTb3Na/LqnX7GfApESmbtoNljJktbgcUp5PrbOcD16tqTES+ISI/FZG73RaHZ9xataFWicdFZNEo2/8gsHMoeRORh0TkKyKySUT63fPdse58r4j8UkS87mgY9wAfG7a9s4BXVPUxd/5q4KtuomgKgCVwZjY4FWdMuFLgMeB+nJ62K4BngK8BiMgHgS8Dp+OME/cG8KtRtnk68JKqNrnz/4wznt58YB1wOM5QTAA34JyYlwLvBM7BGcYEnAHTjwYOdcvrgX8DUNVunOGwPrS/O26MyQ/uyCM/JytREpFy4AzgqqxVzwG+gzNGbxfwAHApUAXEgM+N8hKfAP532LLzgFNwzj3vwEnCTgFWAycCJ7vrXQN8RESyR1f6hLv+UPwv4QyLd8I4dtfkAUvgzGywTVVvUdUM8BCwXVVvdU+YD+AkTeCckH6gqltUNY6TzL1NRFaOsM3j2HuszjhO0vZhnGFKDlfVn7o1eKcAX1DVflXdBvwn8En3eR8GLlPVXaragzMkzU+ztvskzonVGFP4rgFOEZEKd/4jwONucjTkUVX9i9vM+hec8Y0fdZtX/8yb57M9RMQDHMtbxxe+SVV3qmorsAX4pTu/A3gha1u/xUkOT3G3dzCwCrhp2PbsfFVALIEzs0FH1uM0zq/WIRne/JwuxhlUvUtEuoBWnJqzt5wQgYU4138M+Q5Oc+olOGNoPijOYM+LAQFez9rufwEL3OfV4IylCoCqNqrq61nbbXJfyxhT4FT1VeBR3hxb+Xz2rn2D8Z/PslUAYfY+Z417W+6P35/yZu3g+cDNqto7bHt2vioglsCZ2WC8d9I0AReratnQBBwG/GmEdTNA9rUea4AbVPUQYBHQgpOoNQEpoCZrm/U4NXgAO3GaawEQkQ0icnHWdr3uaxlj5oZrgHNFZC1OMnTbsPL9uTNw6Bwy/Pq0iWzrpzi1g1XAR3lrYjm0fTtfFQhL4Ew++TnwzyJygIh43ETqMSA6wro7gNqs+U8CV7l3Zu3GaW5od5siHga+KyJhEZmHcx3KZe7zbgK+LCI1IlKKU5NXk7XdBe5rGWPmhtuAJcBXgOvcSz0mRVXbgQH2PmdNdBs7ca4fvgJ4Q1WfHWE1O18VEEvgTD65AacZ9Lc4TQkfBd6jqp0jrHs/cFTW/FeBXmArTgJXDnzRLfswTlK2DXgVp4n1s27ZZThNJs8ArwGvANndkrwN+OPkdssYky+ybmb4EFk3CUyBB9j7nLU/rsa5+3Sk2jew81VBsX7gTEESkQhOsnaY+8t0Ol6jAngRWKmqXWOtb4wxo3H7mfu4qp485sr7t/01wF3AAaqano7XMDPLauBMQVLVAeAHwKen8WU+AVxtyZsxZgr8Gqhzb66aDp8BvmXJW+GwBM4Usu8Dx0/TUFplOH3NfXuqt22MmXvcO0kvAL411dsWkeXAAcC1U71tkzvWhGqMMftBRL6H03v+UFcPL6vqmW7ZV3D6DPQBNwLfVDvZGmOmkG/sVYwxxozgGOAsVX00e6GIbMRJ7A7H6bvrPpxOV2+Z8QiNMQXLmlCNMWaCRCQIrAcuEZHnRORWEVnsFp+B04lqvztiyHU4wysZY8yUsQTOGGNGISIbRSQ1fAL+Fafbhy/jjK37GHCniAhOR9HZfW01Yr3fG2OmWEE2oZ588sn6u9/9LtdhGGNmlkz1BlX1XsZxnhSRy4Gv43TwOtIP47fc+SciF+BctL6X1atXH75ly5YJx2qMyWsTPn8VZA3c7t27cx2CMaaAichaEfno8MXAINDA3j3q15E1nu4QVb1GVTcMn8Lh8PQFbowpGAWZwBljzDTLAFeIyFJ3/kJgk6o2AncCZ4tI1L1W7jzgjtyEaYwpVAXZhGqMMdNJVTe7Y/HeJSJenBq2D7tld4nIIcATQAAnobs+Z8EaYwqSJXDGGLMfVPVGnD7eRir7NtbJszFmGlkTqjHGGGNMnrEEzhhjjDEmz1gCZ4wxxhiTZyyBM8YYY4zJM3YTgzFmRqkqyWSSWCxGPB4nFouN+DiTyfDe97431+EaY8ysZAmcMWZEmUyGnp4eurq6Rp16e3tHTcBGejw0r6pjvn5RURG9vb0zsKfGGJN/LIEzpoD19fWxe/fufSZho009PT1jJlrRaJRwOEwoFCIcDu/1uKKiYtSy4Y9HKotEIjN0lIwxJv9YAmdMnslkMrS1tdHc3ExTU9M+//b19e1zWyUlJZSVle2Z6uvrOfTQQ/daNtpUUlKC1+udob02xhiTzRI4Y2aJWCw2ZkLW1NREa2sr6fRbxkanpKSE+fPnU1tby+GHH05tbS21tbVUVlZSXl5uCZgxxhSQGUngROR7wAeBDnfRy6p6poh8BTjXjeNG4JuqqiJShTP0TD3OmIMXqOqjMxGrmVsSiQS9vb17TT09PW9Z1tvbSzweJ51Ok0qlSKVSYz6eyLo9PT10d3e/JT6Px0NNTc2exGzdunXU1tbumc/+a02Oxhgzd8xUDdwxwFnZSZiIbMRJ6g4H0sB9wAvALcCVwMOqeoqIrAPuEZEVqjowQ/GaPJFIJNi1axc7d+5k586ddHR0jJqAjZSgDQ4Ojut1gsEg4XAYn8+H1+vF5/ON67HX6x3X84qKivbUmA0lZUO1Z1ZLZowxZrhpT+BEJAisBy4RkeXAa8AXgDOAm1W1313vOuAcEbkNOBX4LICqPisirwInA7dNd7xmdlBVuru79yRmjY2NIz5ua2sb8fkej4eioiKKi4spKSmhuLiY4uJiqqur9zwemrLLR5v8fv8MHwFjjDFmdDNRA7cAeAD4MvAKcAlwJ9AK3J+1XiOwEKgEPKraNkKZKQDpdJqWlpa9ErGRkrSBgbdWuFZWVlJXV8fChQs58sgj9zyuq6ujrq6OyspKiouLiUQiiEgO9s4YY4yZftOewKnqVmDj0LyIXA58Hdg9wuppRh8d4i1XbYvIxUN5XQAAIABJREFUBcAFw5cvXrx4v2I1b0qlUgwMDDAwMEB/f/9ef0datq+y4cva29vfchG+z+djwYIFLFy4kEMPPZSNGzfulZgtXLiQBQsWEAwGc3REjDHGmNljJppQ1wKHquoN2YuB7UBt1rI6nJq2Vvd55araOaxsL6p6DXDN8OUbNmwYu5fQOSaTydDZ2UlLSwutra20tLTsmUaaj8ViE36NUChENBolEons+RuJRCgvL6eurm7PssrKyrckZ1VVVXg8NrKbMcYYMx4z0YSaAa4Qkb+4tXEXAptwmlH/XUSuAVLAecDPVDUlIvcAnwK+4yaAq4GHZiDWvJJKpWhraxtXQtba2koqlXrLNjweD1VVVdTU1FBTU8PKlSuprq6mtLR0ryRspMQse1k4HLYEzBhjjJkhM9GEullELgbuEhEvTk3ah1W1QUQOAZ4AAjgJ3fXu0z4D/ERENgMKfFRV39rHQgEaGBjYk4CN9be9vX3EnvIDgcCehKyuro7169fvma+pqaG6unrP44qKCku8jDHGmDwj4xmTMN9s2LBBn3zyyVyHAbzZdDlUCzZWYjZaz/klJSV7Eq/q6uq9krDhSVlJSYldwG/mooL40M+m85cxZsZM+PxlIzFMUk9PD9u3b2f79u00NDS85W9LS8uoTZeVlZV7kq+jjjpqrwQt+29VVRXhcDgHe2eMMcaY2cgSuH3IZDI0Nze/JTHLfjy89/xAIMCiRYuor6/npJNOora29i21ZtXV1VRUVFgHrcYYY4zZL3M6gUulUmzdunXExKyhoYEdO3aQTCb3ek5ZWRmLFy+mvr6e4447bs/job81NTV2TZkxxhhjptWcTuBef/11DjrooD3zIsKCBQuor6/niCOO4AMf+MCexGwoSSspKclhxMYYY4wxczyBW7JkCT//+c/3JGl1dXUEAoFch2WMMcYYs09zOoELBoOce+65uQ7DGGOMMWZC7GItY4wxxpg8YwmcMcYYY0yesQTOGGOMMSbPWAJnjDHGGJNnLIEzxhhjjMkzlsAZY4wxxuQZS+CMMcYYY/KMJXDGGLMfROR7ItIgIs+606+GlZeJyCYR2ZCrGI0xhWtOd+RrjDGTcAxwlqo+OrxARDYCPwSWzHRQxpi5wWrgjDFmgkQkCKwHLhGR50TkVhFZnLXK54CPAbtyEqAxpuBZDZwxxozCrUn7zQhFlwIPAF8GXgEuAe4UkcPUcbL7/H1t+wLgguHLFy9ePMLaxhizN0vgjDFmFKp6L+M4T4rI5cDXcZpMt45z29cA1wxfvmHDBp1YlMaYuciaUI0xZoJEZK2IfHT4YmAwF/EYY+YeS+CMMWbiMsAVIrLUnb8Q2KSqjTmMyRgzh1gTqjHGTJCqbhaRi4G7RMQLNAIfznFYxpg5xBI4Y4zZD6p6I3DjGOssmZlojDFzjTWhGmOMMcbkGUvgjDHGGGPyjCVwxhhjjDF5xhI4Y4wxxpg8YwmcMcYYY0yemdEETkROF5GerPmviMhLIvKaiHxD3HFnRKRKRH4rIi+IyGYROWYm4zTGGGOMmc1mLIETkRXA5UOv6Y4x+EHgcGANcLw7D3Al8LCqrgbOAX4tIpGZitUYY4wxZjabkQTOTb5uBL6YtfgM4GZV7VfVOHAdcI6I+IBTgR8DqOqzwKvAyTMRqzHGGGPMbDdTNXBXu9OmrGWLgB1Z843AQqAS8Khq2whlxhhjjDFz3rSPxCAinwFSqnqtiCzJKhopeUyPsnyobPi2LwAuGL588eLFEw/UGGOMMSZPzMRQWucBERF5FggAYffx00Bt1np1ODVtrQAiUq6qncPK9qKq1wDXDF++YcMGncodMMbkNxEJAvNxBqFvUtVUjkMyxphJmfYmVFU9UlXXqOo6YCMQcx/fDpwtIlH35HoecId7Yr0H+BSAiKwFVgMPTXesxpjCISI+Efm4iDwC9ABbge1Av4j8UUTOcweiN8aYvJOzfuBU9S7gNuAJYDPwFHC9W/wZ4FgR2QzcBHxUVbtzEqgxJu+IyDuBZ4CTgO8DK4EQEMX5QXgt8B7geRE5PkdhGmPMfpuJJtQ9VHUbUJQ1/23g2yOs1wKcNnORGWMKzFnAie65ZLjX3elmEakDvgE8OIOxGWPMpM1oAmeMMTPk/xsleduLqu4EPjkD8RhjzJSyobSMMYXoNRG5V0ROGxrhxRhjCoklcMaYQnQgzp3uVwLbReTfRKR2jOcYY0zesATOGFNwVPUNVf0aUI9zR/sa4FURuU1E3pXb6IwxZvIsgTPGFCx1/FZVPwQsxrlZ4Rsi8mqOQzPGmEmxBM4YM1fMxxmSbz7QOca6xhgzq1kCZ4wpWCJSISIXi8iTwKNAMfB+VT0yx6EZY8ykWDcixpiCIyJnAOcCpwDPAT8CfqGqAzkNzBhjpoglcMaYQnQdziguR6nqs7kOxhhjppolcMaYQrTAatuMMYXMEjhjTMEZSt7ccU6/g9OdiGfYOtU5CM0YY6aEJXDGmEL2U+CXwB+ATI5jMcaYKTPuBE5EDgDegXMbfgbYAdyvqjumKTZjjJmscuDrqprOdSDGGDOVxuxGREROEJE/A08A5+AMUbMG+ATwoog85DZTGGPMbPMz4LO5DsIYY6baPmvgRORaoAS4DPjj8F+xIuIDTgYuEZGPqep50xWoMcbsh/uB20Xku0BvdoFdA2eMyWdjNaH+RFUfHa1QVVPA3cDdIvL2KY3MGGMm739wbmJ4ELBmVGNMwdhnAjda8iYiRwIdqvpa1roPT3FsxhgzWUWq+vXp2LCIfA/4INDhLnpZVc8UEQ9O0vgenOuFXwU+papt0xGHMWZuGtdQWiJykohsdR9/CfgT8JyIfGw6gzPGmEn6sYh8wU2qptoxwFmqus6dznSXnw8cDhymqocArwHfm4bXN8bMYeM9qX0L+IaIeIF/Bk7HOXn923QFZowxU+BEnORpQETaRKR1aJrMRkUkCKzHuf73ORG5VUQWu8VbgP+jqgl3/kmcfuiMMWbKjLcbkQNU9ecichTgB/6gqhkRqZrG2IwxZrK+OJkni8hG4DcjFF0KPAB8GXgFuAS4U0QOU9W/Zj2/HOeH7lWTicMYY4YbbwLXLiLrgI/h9P2WEZF3AY3TF5oxxuwfETlYVbeo6p/Gse4aVd08Upmq3ss4zpMicjnwdWAJMHS5yXLgDuAvwJUjPOcC4ILhyxcvXjx8kTHGvMV4E7hvAI8BMeB4ETkO58R0zjTFZYwxk3GZiOwGfqSqT420gnsz1kVAKfC+iWxcRNYCh6rqDdmLgUG3/HjgV8D/VdXLR9qGql4DXDN8+YYNG3QisRhj5qax+oGrUtU2Vb1ZRG4HUNWYiBQDy1S1eUaiNMaYCVDV00Xkw8D1IhIB/gY0AV6gFngb0AX8h6resh8vkQGuEJG/qOpW4EJgk6o2isgxwO04Nzj8bir2xxhjhhurBu73IhLD7etNVTcBqGovwzrFNMaY2URVfwH8wk2ojuPNYQAfAy5T1acnse3NInIxcJd7c1cj8GG3+Js4tXHfEZHvuMu2quoZ+/t6xhgz3Fj9wK1376w6Dfi/IrIMZ1Dou4AHVDU5AzEaY8x+c/uzHLVD8kls90bgxhGWnzTVr2WMMcONeQ2cqjbgXIB7pYgUAe8CzgR+JCLPqerp0xyjMcaYEbS1tZFIOL2VqCqquufxSMsmWz6Rsv19/v7EM1OxTXVc07nt/T02U3ncZnpfZvKYjGfZF77wBQ4//HCmy1jXwJ0L/Erd/oxUtQ+4DbhNRAQ4atoiM8YYs0+nn346jz465ZWLxkwrJ33Y++9ULZvqbU9mGx0dQ4O0TI+xauC+AXxfRK4HrlLVV4YK1Ekx/zraE7OJyEU4F/kq8DrwSaAd+D7wbjeOy1X1Knf9FcC1QAXQB5yrqi+Nf7eMMabwfelLX6KlpWVK/8FNxT+2yT5/Jv4hT3bfZmvCMV3Jyv4+f3i5mTpjXQO3TEROBD4OPCsijwE/Am5XZyD7MYnI4TidXB6qqt3i9Jd0KfAcsAJYAxQDfxWRp1X1CeAm4Ifq3P16CnCrOH012e31xhjjeu9735vrEIwxOTLmUFqq+kdVPRtYANwKfAnYISLfFpExh4dRpw+mFW7yFgLqcGrfzgCuU9WUqnYCvwTOEZE64CB3HlX9LRDFGbbGGGPGJCIZEUnva8p1jMYYMxnjHuBZVbtU9UpV3YBzI8NSnObQ8Tx3UEROx7nV/jjgOmARsCNrtUac2/wXAbtUNTNC2V5E5AIReXL41NbWNt7dMsYUpkOAtcC3gQeBt+OcW44Gfo/TCmCMMXlrvCMxAHvG9fswcC5OAvf98T5XVe8A7hCRTwL3ASM1waYZPal8yy9mtZ7MjTEjUNUtACLyceBgVe12i3aJyJnAqzjX+BpjTF4aswZORLwi8l4RuRXYCfwD8ANgoar+yzief4CI/F3WomuBendbtVnL63Bq2hqA+bL3FY9DZcYYMxEhoGTYsvm5CMQYY6bSPhM4EbkC2IVTy/U6sFZVT1TVX6nq4Dhfoxb4pYhUuvNnA5txuiM5X0R8IlIGnAXcoaqN7mud6cbwbpze05+f2K4ZYwzXAH8QkYtE5AwR+TxOE+r/y3FcxhgzKWM1oa4GLsa563S8CdteVPVhEbkMeEhEUjgJ4ek4178tx7kbNQBcrap/cp92FvBjEfkaEAc+OOyaOGOMGY+v4tT2fwin5m0Xzvin1+Y0KmOMmSTZV88cInKKexfo2BsS2aiq905ZZJOwYcMGffLJJ3MdhjFmZhVER1N2/jJmTprw+WusGrj3iMgXcJoh7lbV+F6vJhLGGSf1M8AWYFYkcMaYuU1Efo3TcfioVPVDMxSOMcZMubE68r1IRI4Bvg78XES2AE2AF+fatlU4t+j/q6o+Nt3BGmPMOG3OdQDGGDOdxjOY/aPAKW4Hu2/H6Y8tg3MN20Oqap2uGWNmFVX9Zva8iARx7mZvU9Xe3ERljDFTZ9z9wKnqTtzREYwxJh+ISDFwNc5NDAJkRORu4GOq2pPT4IwxZhLGPRKDMcbkoe/jjLW8GojgjM7gw+nL0hhj8taERmIwxpg88x5gVdZIDC+KyLnAa8AncheWMcZMjtXAGWMKmeDcdJXNAyRyEIsxxkyZcSVwIjLiHaYi8uLUhmOMMVPqNuBXIrJOROaJyGE41/LenuO4jDFmUkZtQhWRJcB3cX7BHiYitwxbpYS3jjFojDGzyb8APwYeB/w4NW83Al/KZVDGGDNZoyZwqrpNRP4MVALvw+moN1sCuGQaYzPGmElR1X7gIyISAsqAFt3X8DPGGJMnxurI90oAEXleVW+bmZCMMWZqiEgpzkgxS3HPdyLOiDWqen7uIjPGmMnZZwLn3q31lsfZVPX6qQ7KGGOmyI3AMuCPQDLHsRhjzJQZqxuRi92/QWANzq3323B6NF8FPAxYAmeMma3eCSxS1a5cB2KMMVNprCbUIwBE5FrgKlX9n6EyEflHnD6WjDFmtnoD6y7JGFOAxtuR7weATw5bdh3Wm7kxZhYSkY3uwz8Cd4vIlUBn9jqqeu+MB2aMMVNkvAlcA/B+ILsrkfNxmlSNMWa2uXLY/LeGzSvOtXHGGJOXxpvAfR64TUT+BdgJ1AOLgFOnKzBjjNlfqro01zEYY8x0Gte1Iar6R+AAnF+1j+E0na5U1b9OY2zGGDMpIhIQkY+7j5eLyL0icr2IVOU6NmOMmYyxuhF5APgRcLuqtuJc92aMMfniSuAwnHPXT4EWIIMzOsPpOYzLGGMmZawm1IeB/wSuEJHrcO5EbZj+sIwxZkqcCKwTkWrg74CFQAf/f3t3Hi5HVeZx/PuDEEQgrIFA4BqEoAiEgAFRHMTHUSCgwgwIDOugRrbMiAIKI6AoTlAWBxQBFyLbgAhjZBNHQAYmChOZBCOIiEAIi4SdhC3L6x/nXCyae2/3Xbq6q+/v8zz15NbS1e+t2/3mrapT58CTLY3KzGyQ+ryFGhEnk3owP5jU4PfefAviY+ruztzMrH2NAhYCuwC/j4gnSP1aLhnsjiWdIWmepNl5uiIvHynpfEn35OkMScsP9v3MzIrqtoGL5BcRsS/pwYUbgJOBhyWd2OwAzcwG4X+Ay4EvA5dL2jDP//cQ7Pt9wL4RMTFP++TlRwGjSZ2fT8jbfWII3s/M7HX96uAyIp6JiHOAA4DbSUnRzKxdHQLcC3wfOA1Yg9S575TB7FTSisDWwDGS5ki6SlIXQEScCewTEcuAtYDVSbdtzcyGTMMFnKQ1JR0p6U5S27gngS2bFpmZ2SBFxPMRcRJwOqkZyO+Af42IFxt5vaTJkpbUTsAXgZuB44GJpKfzZ3Q3LYmIxZKmAQ+QHpy4rYd9T5E0q3ZasGDBEPzmZtbpFBG9r5RGkIbLOhiYDNxJenrryoh4pZQIB2DSpEkxa9asVodhZuV6U7tcSasCZwMHAq+SrppdD+wWEfcN2Runwu15YKuIeLCwfAVSzlREHNzIvpy/zIalfj9XUO8K3OOkR+/nAdtExI4RcXE7F29mZgVnkR5a2Bh4jXRF7Crg3L5eVI+kCZIOrF0MLJa0g6RNIV2JA6aTujIxMxsy9boROZp0te3VMoIxMxtiuwMbR8QiSRERSyV9icF3I7KM1L3S7fmK2+HA3RExP3ccvL2kj+ft9ifdbjUzGzL1CrjlgH366jEkIi6q9yaSDgCOJY0/+BLwLxExS9IJwEE5jkuAr0RE5F7SLyIN2bUMmBIRMxv4fczMil4GVgMWFZatRbrdOWARMVfSVOCa3EXIfGC/vPo04FvAHFL+up3UVs7MbMjUK+Cm5n9XJD0S/yfgIWAssBmpYW6fBZykd5A6A94mIh6XNJk0ruphwN7Au4GlwI3APcCPSb2n3xYRu0qaCFwnaXxEvNT/X9HMhrELgWslfQVYXtJOpKfn65541hMRl5BOPGuXvwYcMdj9m5n1pV5HvttGxLbALOCoiNg0Ij4SEZuTHsNv5NH4V4FPRcTjeX4WMIZUvF0WEYtym7oLgQPygxO7kxr+EhGzgftJHXGamfXH14D/BKaRTli/B9wEnNLKoMzMBqveFbhuewGfrll2IamBcJ8i4iHSVbvuJ7XOBH4GrEe66tZtPmmYm7WB5SJiQQ/r3kDSFHroz6mrq6teWGY2PBwLfDsivtnqQMzMhlKj/cDNA/6xZtmhpFuqDZG0Mun26CbAp3p576V9xLS0dkFEXBARk2qn0aNHNxqWmXW2LwB+at7MOk6jV+A+S2q3dhzwKOnhgg1Jtzrryj2UX0PqEf2DEfGypHmkq3DdxpKutD2ZX7NGRDxbs87MrD8uA86TdDnwBOlBKgAi4p6WRWVmNkgNFXAR8UtJm5A69R0DXA1cGxFP13utpDWBW4HpEfGVwqoZwMmSLiANLH1I3maJpOuAzwDTJE0A3gX8quHfysws6X6Y4JM1ywPwAPNmVlmNXoEjIp4ktXvrr8OBLmBPSXsWln+IVAjeCYwkFXTdT4YdAXxf0lxSoj0wIgb12L+ZDT8R0a/xns3MqqLhAm6gIuJU4NReVn89T7Wv+Qvw0WbGZWbDg6T1gXG8Md9FRLxpfFIzs6poegFnZtYqkj5P6ofyRdJQWt0CWKclQZmZDQEXcGbWyY4DJkfEz1sdiJnZUHL7EDPrZIt5Y3+TZmYdwQWcmXWyi4DjJDnXmVlH8S1UM+s4khbwt65C1gC+LOnF4jYR4TZwZlZZLuDMrBPt1eoAzMyayQWcmXWifSLiiPqbmZlVk9uFmFknOqDVAZiZNZMLODPrRGp1AGZmzeRbqGbWiUZKOqmvDSLilLKCMTMbai7gzKwTLQds2cf6KCsQM7NmcAFnZp3o5YjYu9VBmJk1i9vAmVknchs4M+toLuDMrBPd1uoAzMyayQWcmXWciJjc6hjMzJrJBZyZmZlZxbiAMzMzM6sYF3BmZmZmFeMCzszMzKxiXMCZmZmZVYwLODMzM7OKcQFnZmZmVjEu4MzMzMwqxgWcmdkASDpD0jxJs/N0RQ/bnCXp2lbEZ2adzYPZm5kNzPuAfSNiZk8rJX0COAC4o9SozGxY8BU4M7N+krQisDVwjKQ5kq6S1FVYvxlwHHBKq2I0s87mAs7MrBeSJktaUjsBXwRuBo4HJgK/AWYoWQW4GDgEeLFVsZtZZyvtFqokARcCcyPidEnLA2cCO+c4To+I8/K244EfAmsBC4GDIuIPZcVqZgYQEdfTQJ6UdDpwIjAOmAacExFzJU3q4zVTgCm1y7u6unrY2szsjUop4PLthO8A2wNz8+LPAOOBLYBVgV9Luisi7gQuBb4VEZdJ2hW4StIWERFlxGtm1hdJE4CtIuLi4mJgMfB3wDskHQ2sCawm6fqImFzcR0RcAFxQu+9JkyY5z5lZXWXdQj2SdPXtx4VlewIXRsSSiHgWuBw4QNJY4J15noi4AViZ1N7EzKwdLAPOlrRRnj8cuDsi5kfE+hExMSImAicBt9UWb2Zmg1XKFbiIOApA0ocKizcEHinMzwcm5OWPRcSymnUbAHcV9+tbEGbWCvn26FTgmtwcZD6wX4vDMrNhpJXdiPR09W9pL8u7172Bb0GYWatExCXAJXW2mQ5MLyMeMxteWvkU6jxgvcL8WNJZ7DxgTH7ooXadmZmZ2bDXygJuBnCopBGSVgf2BX4aEfOBB4B9ACTtTGpv8ruWRWpmZmbWRlp5C/W7wMbAHGAkcH5E3JrX7Qt8T9KXgFeAvWvaxJmZmZkNW6UWcBFxSOHnJcBne9nufmCncqIyMzMzqxaPxGBmZmZWMS7gzMzMzCrGBZyZmZlZxbiAMzMzM6sYF3BmZmZmFeMCzszMzKxiXMCZmZmZVYwLODMzM7OKcQFnZmZmVjEu4MzMzMwqxgWcmZmZWcW4gDMzMzOrGBdwZmZmZhXjAs7MzMysYlzAmZmZmVWMCzgzMzOzinEBZ2ZmZlYxLuDMzMzMKsYFnJmZmVnFuIAzMzMzqxgXcGZmZmYV4wLOzMzMrGJcwJmZmZlVjAs4MzMzs4pxAWdmZmZWMS7gzMzMzCrGBZyZmZlZxbRtASdpN0l3S7pP0pWSRrU6JjOzbpLOkDRP0uw8XVFY91tJ9xTWHdvKWM2s84xodQA9kTQauBDYISLul3QaMA04orWRmZm97n3AvhExs7hQ0srAxsDoiFjcksjMrOO16xW4jwD/FxH35/nvAvtLUgtjMjMDQNKKwNbAMZLmSLpKUldevR2wELhO0u8knSVppZYFa2YdqS2vwAEbAo8U5ucDo4BVgRe6F0qaAkzp4fULJd3Xj/dbG3hqAHG2muMul+MuV3/j/nlE7DKUAUiaDPysh1VfBW4Gjgf+CBwDzJC0DSlP3QIcCbwGXAr8O/DZmn07fznuMjnu8vUn9n7nL0VE/0NqMkknAF0RcVieHwEsBlaJiEVNeL9ZETFpqPfbbI67XI67XFWKO98deB7YKiIerFn3buDqiHhbk967MsepyHGXy3GXr9mxt+st1HnAeoX5scCzzSjezMz6S9IESQfWLgYWS/qopB1rl5cXnZkNB+1awP0C2F7S+Dx/GDCjhfGYmRUtA86WtFGePxy4OyLmAxsAp0taSdLywOeAK3rZj5nZgLRlG7iIeFLSPwM/kTQSeAA4qMVhmZkBEBFzJU0FrslF2nxgv7z6fODtwF2kHHsLcEpLAjWzjtWWBRxARFwPXN/qOMzMehIRlwCX9LB8GXBsnszMmqJdb6GW7YJWBzBAjrtcjrtcVY27bFU9To67XI67fE2NvS2fQjUzMzOz3vkKnJmZmVnFuIAzMzMzq5hhU8BJ2k3S3ZLuk3SlpFED2aZsDcZ9QB7OZ7akmZJa3ulhf46lpD0kvdDb+jI1eLy3lPQrSf8vaVbuqLWlGox7z7zNbEm3SNq4FbHWUjJd0jG9rG+772XZnL/K5fxVPuewAYiIjp+A0cCTwPg8fxpwbn+3adO43wE8DqyX5ycD89o97sK244E/AQsr8jl5az7ek/P8x4E/VCDulYBFwCZ5/mjgujY45puRhqR6CThmMJ+lTp2cv9ov7sK2zl/lxe4cVrvvVv/yJR3g/Yt/aGAcadgb9WebNo17HLBbYX4d0viLI9s57rz8rcAdwMfaJAE2crz3AG4vzAuYUIG4V8kJ5t15/kTgqjY45t8GDgSm95L82u572aZ/37Y7Ts5f7Rd3O+avfsTuHFYztW0/cENsQ+CRwvx8YBRp0OkX+rFN2erGFBEPAQ/B6+Mxngn8LCJeKzPQGo0ey/PzdHd5ofWpkbg3BZ6Q9ANgK+A54Lgyg+xBI5+ThZIOA2ZKehpYHtih7EBrRcRRAJI+1Msm7fi9LJvzV7mcv8rnHDYAw6UNXG+/59J+blO2hmOStDLwY2AT4FPNDKoBdeOWdASwJCJ+WE5IDWnkeK9Aus1zQaRBis8Brpe0YrOD60Mjx3tL4CTgXRGxPnAqcFX+T7OdteP3smzOX+Vy/iqfc9gQ7rjTzAPWK8yPBZ6NiEX93KZsDcUkqQuYSfpAfDAinisvxB41EvchwLaSZpNG3FgpN0xdv7ww36SRuB8jtRm5AyAiZpDOBN9eWpRv1kjcOwP/GxEP5PnvAFsAa5UT4oC14/eybM5f5XL+Kp9z2AAMlwLuF8D2ksbn+cOAGQPYpmx1Y5K0JnArcHVE7BsRL5ccY0/qxh0R20XEFhExkXRG+HJETIyIx0qOtaiRz8ANwLjuJ7ck7QgE8GBpUb5ZI3HfBXxA0rp5fg/gwYh4qqQYB6odv5dlc/4ql/NX+ZzDBqLVDQDLmkhfsjnAvcC1wJrAJGB2X9u0e9zAv5HOXGfXTGu1c9w1246jDRoB9+NzsiOp8fJc4LfA+ysS95F5/RzSAOubtzruQmzTyQ2Aq/C9bNO/b9sdJ+ev9ou7HfNXP2J3DitMHkrLzMzMrGKGyy1UMzMzs47hAs7MzMysYlw2UtYtAAAGCklEQVTAmZmZmVWMCzgzMzOzinEBZ21F0prtMAh3M+WBj8e1Og4zG3rOYVYWF3AdTtIukm6S9LSkZyTdKGlSE95nFUkxBF/qPwJdg49o8CR1Sbpb0kJJQznczDeB7uFXuvL+Vx7C/Zt1DOewgXMO62wu4DqYpE+T+qY5CxgDrE/qVPBmSZu3MLS+tFOv2h8gjVe3WkR8Ywj3u3b3DxExLyJWieE1soBZQ5zDBs05rJO1uvM7T82ZgLeSBsrdvYd104C98s/rApcBT5EG3P0GsGJeNx04G7gNWAjMArYp7Odo0tAsTwMnknr0HpfXBbBFYdufAF/OP68OXEwaSPnJ/J4idSoZwEukXrZXAs4F/gQsAu4H9sj72Ik0iPSZwDOkAYKPK7zfFqQe3l8E/gzsX1h3eN7X08B/AWN6OEYHA6+QOhldSPqPI0jDtzwLHE9K1JeSBuN+KcezQ837/Dn/HW4iDVfzOWAx8BpwJakT0ABWya/ZD7gHeJ40vNB78vJx+Xh9AXgiH7ezWv058+SpWZNzmHOYpzrfkVYH4KlJf1j4cP5Cjqiz3cz8BV6VNEbbncC0vG56/qJvlRPR5cCNed1uwAJgAinRXtKP5Hc5cA2wBrAO8HtgSu3rSAn1FmA10nh9JwCP5HU75W2/BIwA9syJagNgJPAwaeDjkcC2OYG9E9ibNDbd5sBbgDOAW3s5NocAswrzAfwg73PV/POl+diMJCXq2/K2u5CS8nY59tOAmYXjenr++fXkRxrr7wVST+kjgENzwhtT2O48YEVge+BV4L2t/qx58tSMyTnMOcxTne9IqwPw1KQ/bDoLerTONhvnL9TahWU7A0/kn6cDPyqs2xP4c/75IuDMwrqxjSS//MV9FdiqJo4Nal9HGkplrZw8xgFTgWV53U7AEmCFwn6ez4njg6Sz8eUK6yYCo4CfA0cXlo8knaVu2sPx6Sn5fbgwPybvcwVgPPD1wvH5EYWzS2BlYFLhuPaU/C4GzqmJ4deksfO6t9uosG4OcFCrP2uePDVjcg5zDvPU9+Q2cJ3rCWBNSSvUrpC0hqQRpDPHRfHGwYAfBtYtvG5BYd1i/tZucgzwaPeKiHiUlIzqWYOUcOYXXvtARMzvYdvVSGfFC0iX6t9Puk3R7bmIWNxDfOsCj0fEssJ7zI6IF0iNi78m6TlJ3bc/AnhbA7FDOq7d1geuy8umA1vyt+Ozbs3vuCgiZtXZ9zqk41/0MOmMvFtvfw+zTuMc5hxmffCB61y/JrVR2LWHdT/I0zxgZUlrF9ZtBDxTk1R68hiFhCFpHdIl827LSEmuW3fD3gU5rrGF1+4s6Z96eI/zgfuAdSJiW1LbjUY8Cqwn6fXPt6QjJL0HeByYGhGrd0/ANqS2Jo2Iws+XAz8lnf3vQErQxRiKv+MoSWdIKh6TWvNIZ6lFGwF/aTA2s07iHOYcZn1wAdehIuIVUiPVCyTtJmmEpFUlnQT8PfDNfMZ5E/Af+RH6scAppDYR9VwMHCzpPZLeQmpUXPRH4OO5v6APA+/NcS0FrgBOyQlhDHA6qQ0KpMTY3YfSKOBlYKmkDYGvAvR0Rl7jDlK7ly/k33s74FRS24wfAZ+XtImk5SRNBX5Duj3QX6NIZ/8haTPgONKtCEjH8CBJW+crBSeQGvO+Rrr90lM/URfl1+yY4z6U1M7lpwOIzazSnMOcw6xvLuA6WEScS3pi6GTSWeNDpIajO0XE3LzZ/qT2GQ8Cs4HbSV/ievu+CTiG1C7kCdLZ7KuFTaYC/0Bq03EU6Smx4rpnSU9RzQaujojv53UXAr+UdDDpCbHdSUnrVtKl/kXAZnView34KCnJP0W6hfHJiLiXlLS/B9xAalx7ILBbRDxb73fuwRTgWEkvAFeTEutoSWtFxM2k43gF6UmxCaQ2PZDOcveSdGNN3LeR2oqcl2M7DNg1Ih4ZQGxmlecc5hxmvVNE1N/KzMzMzNqGr8CZmZmZVYwLODMzM7OKcQFnZmZmVjEu4MzMzMwqxgWcmZmZWcW4gDMzMzOrGBdwZmZmZhXjAs7MzMysYlzAmZmZmVXMXwFatB88EQnKhAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'k'),\n",
    "                                          (0.5, 'skyblue'),\n",
    "                                          (1,    'red')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane()\n",
    "percents = np.arange(1,-0.1,-.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('Reducing NaV12 – AIS')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(ais_nav12 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "ax3.plot(percents, dvdt, color = 'k')\n",
    "ax4.plot(percents, thresh, color = 'k')\n",
    "plt.savefig('Phase-plane - Reducing NaV12 – AIS.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reducing NaV12 – Soma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-27T01:36:25.210621Z",
     "start_time": "2020-12-27T01:36:10.707590Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'k'),\n",
    "                                          (0.5, 'skyblue'),\n",
    "                                          (1,    'red')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane()\n",
    "percents = np.arange(1,-0.1,-.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('Reducing NaV12 – Soma')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(soma_nav12 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "ax3.plot(percents, dvdt, color = 'k')\n",
    "ax4.plot(percents, thresh, color = 'k')\n",
    "plt.savefig('Phase-plane - Reducing NaV12 – Soma.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-04T02:20:43.579706Z",
     "start_time": "2020-12-04T02:20:30.388Z"
    }
   },
   "source": [
    "### Reducing NaV12 – Dendrites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-27T01:36:39.472719Z",
     "start_time": "2020-12-27T01:36:25.213260Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'k'),\n",
    "                                          (0.5, 'skyblue'),\n",
    "                                          (1,    'red')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane()\n",
    "percents = np.arange(1,-0.1,-.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('Reducing NaV12 – Dendrites')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(dend_nav12 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "ax3.plot(percents, dvdt, color = 'k')\n",
    "ax4.plot(percents, thresh, color = 'k')\n",
    "plt.savefig('Phase-plane - Reducing NaV12 – Dendrites.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NaV16 compensation in Nav12 hom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-31T01:01:19.583660Z",
     "start_time": "2020-12-31T01:01:10.069540Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'k'),\n",
    "                                          (0.5, 'skyblue'),\n",
    "                                          (1,    'red')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane()\n",
    "percents = np.arange(1,1.6,0.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('NaV16 compensation in Nav12 hom')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(nav12 = 0, nav16 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "ax3.plot(percents, dvdt, color = 'k')\n",
    "ax4.plot(percents, thresh, color = 'k')\n",
    "plt.show('Phase-plane - NaV16 compensation in Nav12 hom')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-27T01:30:45.173129Z",
     "start_time": "2020-12-27T01:30:45.170480Z"
    }
   },
   "source": [
    "## NaV16 AIS compensation in Nav12 hom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-01-03T01:21:52.081545Z",
     "start_time": "2021-01-03T01:21:42.148454Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'red'),\n",
    "                                          (1,    'grey')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane()\n",
    "percents = np.arange(1,1.6,0.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('NaV16 AIS compensation in Nav12 hom')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(nav12 = 0, ais_nav16 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "\n",
    "ax3.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "for i in range(len(percents)-1):\n",
    "    ax3.scatter(percents[i:i+2],dvdt[i:i+2])\n",
    "\n",
    "ax4.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "for i in range(len(percents)-1):\n",
    "    ax4.scatter(percents[i:i+2],thresh[i:i+2])\n",
    "    \n",
    "plt.savefig('Phase-plane - NaV16 AIS compensation in Nav12 hom.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-01-03T01:22:01.963641Z",
     "start_time": "2021-01-03T01:21:52.084347Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'red'),\n",
    "                                          (1,    'grey')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane()\n",
    "percents = np.arange(1,1.6,0.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('NaV16 total compensation in Nav12 hom')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(nav12 = 0, nav16 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "\n",
    "ax3.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "for i in range(len(percents)-1):\n",
    "    ax3.scatter(percents[i:i+2],dvdt[i:i+2])\n",
    "\n",
    "ax4.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "for i in range(len(percents)-1):\n",
    "    ax4.scatter(percents[i:i+2],thresh[i:i+2])\n",
    "    \n",
    "plt.savefig('Phase-plane - NaV16 total compensation in Nav12 hom.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Restoring Somatic NaV1.2 in NaV1.2 KO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-27T01:37:21.414317Z",
     "start_time": "2020-12-27T01:37:07.444033Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'k'),\n",
    "                                          (0.5, 'skyblue'),\n",
    "                                          (1,    'red')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane()\n",
    "percents = np.arange(1,-0.1,-.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('Restoring NaV12 in the soma')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(ais_nav12 = 0, soma_nav12 = p,dend_nav12 = 0) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "ax3.plot(percents, dvdt, color = 'k')\n",
    "ax4.plot(percents, thresh, color = 'k')\n",
    "plt.show('Phase-plane - Restoring NaV12 in the soma')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reducing NaV16"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reducing NaV16 – All Compartments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-01-03T01:17:54.286628Z",
     "start_time": "2021-01-03T01:17:39.363594Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'k'),\n",
    "                                          (0.5, 'skyblue'),\n",
    "                                          (1,    'blue')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane(amp=0.8)\n",
    "percents = np.arange(1,-0.1,-.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('Reducing NaV16 – All Compartments')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(nav16 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "ax3.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "for i in range(len(percents)-1):\n",
    "    ax3.scatter(percents[i:i+2],dvdt[i:i+2])\n",
    "ax3.set_xlim(1.1,-0.1)    \n",
    "\n",
    "ax4.set_prop_cycle('color',cmap(np.linspace(0,1,len(percents))))\n",
    "for i in range(len(percents)-1):\n",
    "    ax4.scatter(percents[i:i+2],thresh[i:i+2])\n",
    "ax4.set_xlim(1.1,-0.1)\n",
    "ax4.set_ylim(-55,-43)\n",
    "plt.savefig('Phase-plane - Reducing NaV16 – All Compartments.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reducing NaV16 – AIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-27T01:37:50.220919Z",
     "start_time": "2020-12-27T01:37:35.600785Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'k'),\n",
    "                                          (0.5, 'skyblue'),\n",
    "                                          (1,    'blue')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane(amp=0.8)\n",
    "percents = np.arange(1,-0.1,-.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('Reducing NaV16 – AIS')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(ais_nav16 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "ax3.plot(percents, dvdt, color = 'k')\n",
    "ax4.plot(percents, thresh, color = 'k')\n",
    "plt.savefig('Phase-plane - Reducing NaV16 – AIS.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reducing NaV16 – Soma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-27T01:38:04.573870Z",
     "start_time": "2020-12-27T01:37:50.222898Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = clr.LinearSegmentedColormap.from_list('scn2a', \n",
    "                                         [(0,    'k'),\n",
    "                                          (0.5, 'skyblue'),\n",
    "                                          (1,    'blue')], N=256)\n",
    "\n",
    "### PLOTS ###\n",
    "init_stim_for_phase_plane(amp=0.8)\n",
    "percents = np.arange(1,-0.1,-.1)\n",
    "fig, ax1, ax2, ax3, ax4 = AP1_phase_plane_comparison_axes(percents, cmap)\n",
    "fig.suptitle('Reducing NaV16 – Soma')\n",
    "dvdt = []\n",
    "thresh = []\n",
    "for i, p in enumerate(percents):\n",
    "    init_settings(soma_nav16 = p) ### set conductance here\n",
    "    dvdt_temp, thresh_temp = AP1_phase_plane(ax1, ax2, label = '{}%'.format(int(p*100)))\n",
    "    dvdt.append(dvdt_temp)\n",
    "    thresh.append(thresh_temp)\n",
    "ax3.plot(percents, dvdt, color = 'k')\n",
    "ax4.plot(percents, thresh, color = 'k')\n",
    "plt.savefig('Phase-plane - Reducing NaV16 – Soma.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reducing NaV16 – Dendrites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-27T01:38:18.735544Z",
     "start_time": "2020-12-27T01:38:04.576261Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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