{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e59a7bc5-2ede-4083-839f-e99613a6cd53",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# copy paste from simulate_pixels.py\n",
    "from math import ceil\n",
    "from time import time\n",
    "import warnings\n",
    "\n",
    "import numpy as np\n",
    "import numpy.lib.recfunctions as rfn\n",
    "\n",
    "import cupy as cp\n",
    "from cupy.cuda.nvtx import RangePush, RangePop\n",
    "\n",
    "import fire\n",
    "import h5py\n",
    "\n",
    "from numba.cuda import device_array, to_device\n",
    "from numba.cuda.random import create_xoroshiro128p_states\n",
    "\n",
    "from tqdm import tqdm\n",
    "\n",
    "from larndsim import consts\n",
    "from larndsim.cuda_dict import CudaDict\n",
    "\n",
    "SEED = int(time())\n",
    "\n",
    "def swap_coordinates(tracks):\n",
    "    \"\"\"\n",
    "    Swap x and z coordinates in tracks.\n",
    "    This is because the convention in larnd-sim is different\n",
    "    from the convention in edep-sim. FIXME.\n",
    "\n",
    "    Args:\n",
    "        tracks (:obj:`numpy.ndarray`): tracks array.\n",
    "\n",
    "    Returns:\n",
    "        :obj:`numpy.ndarray`: tracks with swapped axes.\n",
    "    \"\"\"\n",
    "    x_start = tracks['x_start'].copy()\n",
    "    x_end = tracks['x_end'].copy()\n",
    "    x = tracks['x'].copy()\n",
    "\n",
    "    tracks['x_start'] = tracks['z_start'].copy()\n",
    "    tracks['x_end'] = tracks['z_end'].copy()\n",
    "    tracks['x'] = tracks['z'].copy()\n",
    "\n",
    "    tracks['z_start'] = x_start\n",
    "    tracks['z_end'] = x_end\n",
    "    tracks['z'] = x\n",
    "\n",
    "    return tracks\n",
    "\n",
    "def maybe_create_rng_states(n, seed=0, rng_states=None):\n",
    "    \"\"\"Create or extend random states for CUDA kernel\"\"\"\n",
    "    if rng_states is None:\n",
    "        return create_xoroshiro128p_states(n, seed=seed)\n",
    "    elif n > len(rng_states):\n",
    "        new_states = device_array(n, dtype=rng_states.dtype)\n",
    "        new_states[:len(rng_states)] = rng_states\n",
    "        new_states[len(rng_states):] = create_xoroshiro128p_states(n - len(rng_states), seed=seed)\n",
    "        return new_states\n",
    "    return rng_states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "69c9aa2f-5551-4f07-bac7-e5b3281d750c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "import cupy as cp\n",
    "from larndsim.consts.light import LIGHT_TRIG_WINDOW, LIGHT_DIGIT_SAMPLE_SPACING, LIGHT_TICK_SIZE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1f941239-6a12-458f-ab7e-717b3ed2f86b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "pixel_layout = '../larndsim/pixel_layouts/multi_tile_layout-2.3.16.yaml'\n",
    "detector_properties = '../larndsim/detector_properties/module0.yaml'\n",
    "response_file = '../larndsim/bin/response_44.npy'\n",
    "bad_channels = '../larndsim/detector_properties/module0_bad_channels.json'\n",
    "pixel_thresholds_file = None\n",
    "light_lut_filename = '../larndsim/bin/lightLUT.npz'\n",
    "light_det_noise_filename = '../larndsim/bin/light_noise.npy'\n",
    "\n",
    "input_filename = '../edep.9951.h5'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0e46bb68-9d3e-4837-9c76-85f223df362b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "**************************\n",
      "LOADING SETTINGS AND INPUT\n",
      "**************************\n",
      "Random seed: 1651429682\n",
      "Batch size: 4000\n",
      "Pixel layout file: ../larndsim/pixel_layouts/multi_tile_layout-2.3.16.yaml\n",
      "Detector properties file: ../larndsim/detector_properties/module0.yaml\n",
      "edep-sim input file: ../edep.9951.h5\n",
      "Response file: ../larndsim/bin/response_44.npy\n",
      "Disabled channel list:  ../larndsim/detector_properties/module0_bad_channels.json\n",
      "Light impulse model: larndsim/bin/sipm_impulse.npy\n",
      "******************\n",
      "RUNNING SIMULATION\n",
      "******************\n",
      "Quenching electrons..."
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/cudadrv/devicearray.py:885: NumbaPerformanceWarning: Host array used in CUDA kernel will incur copy overhead to/from device.\n",
      "  warn(NumbaPerformanceWarning(msg))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 0.34 s\n",
      "Drifting electrons... 0.24 s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/cudadrv/devicearray.py:885: NumbaPerformanceWarning: Host array used in CUDA kernel will incur copy overhead to/from device.\n",
      "  warn(NumbaPerformanceWarning(msg))\n"
     ]
    }
   ],
   "source": [
    "# copy paste from simulate_pixels.py\n",
    "BATCH_SIZE = 4000\n",
    "\n",
    "start_simulation = time()\n",
    "\n",
    "RangePush(\"run_simulation\")\n",
    "\n",
    "print(\"**************************\\nLOADING SETTINGS AND INPUT\\n**************************\")\n",
    "print(\"Random seed:\", SEED)\n",
    "print(\"Batch size:\", BATCH_SIZE)\n",
    "print(\"Pixel layout file:\", pixel_layout)\n",
    "print(\"Detector properties file:\", detector_properties)\n",
    "print(\"edep-sim input file:\", input_filename)\n",
    "print(\"Response file:\", response_file)\n",
    "if bad_channels:\n",
    "    print(\"Disabled channel list: \", bad_channels)\n",
    "RangePush(\"load_detector_properties\")\n",
    "consts.load_properties(detector_properties, pixel_layout)\n",
    "from larndsim.consts import light, detector, physics\n",
    "RangePop()\n",
    "\n",
    "RangePush(\"load_larndsim_modules\")\n",
    "# Here we load the modules after loading the detector properties\n",
    "# maybe can be implemented in a better way?\n",
    "from larndsim import (quenching, drifting, detsim, pixels_from_track, fee,\n",
    "    lightLUT, light_sim)\n",
    "RangePop()\n",
    "\n",
    "RangePush(\"load_pixel_thresholds\")\n",
    "if pixel_thresholds_file is not None:\n",
    "    print(\"Pixel thresholds file:\", pixel_thresholds_file)\n",
    "    pixel_thresholds_lut = CudaDict.load(pixel_thresholds_file, 256)\n",
    "else:\n",
    "    pixel_thresholds_lut = CudaDict(cp.array([fee.DISCRIMINATION_THRESHOLD]), 1, 1)\n",
    "RangePop()\n",
    "\n",
    "RangePush(\"load_hd5_file\")\n",
    "# First of all we load the edep-sim output\n",
    "with h5py.File(input_filename, 'r') as f:\n",
    "    tracks = np.array(f['segments'])\n",
    "    try:\n",
    "        trajectories = np.array(f['trajectories'])\n",
    "        input_has_trajectories = True\n",
    "    except KeyError:\n",
    "        input_has_trajectories = False\n",
    "\n",
    "    try:\n",
    "        vertices = np.array(f['vertices'])\n",
    "        input_has_vertices = True\n",
    "    except KeyError:\n",
    "        print(\"Input file does not have true vertices info\")\n",
    "        input_has_vertices = False\n",
    "\n",
    "RangePop()\n",
    "\n",
    "# Makes an empty array to store data from lightlut\n",
    "if light.LIGHT_SIMULATED:\n",
    "    light_sim_dat = np.zeros([len(tracks), light.N_OP_CHANNEL],\n",
    "                             dtype=[('n_photons_det','f4'),('t0_det','f4')])\n",
    "    track_light_voxel = np.zeros([len(tracks), 3], dtype='i4')\n",
    "\n",
    "if tracks.size == 0:\n",
    "    print(\"Empty input dataset, exiting\")\n",
    "    \n",
    "else:\n",
    "\n",
    "    n_tracks = len(tracks)\n",
    "    if n_tracks:\n",
    "        tracks = tracks[:n_tracks]\n",
    "        if light.LIGHT_SIMULATED:\n",
    "            light_sim_dat = light_sim_dat[:n_tracks]\n",
    "\n",
    "    if 'n_photons' not in tracks.dtype.names:\n",
    "        n_photons = np.zeros(tracks.shape[0], dtype=[('n_photons', 'f4')])\n",
    "        tracks = rfn.merge_arrays((tracks, n_photons), flatten=True)\n",
    "\n",
    "    # Here we swap the x and z coordinates of the tracks\n",
    "    # because of the different convention in larnd-sim wrt edep-sim\n",
    "    tracks = swap_coordinates(tracks)\n",
    "\n",
    "    response = cp.load(response_file)\n",
    "\n",
    "    TPB = 256\n",
    "    BPG = ceil(tracks.shape[0] / TPB)\n",
    "\n",
    "    print(\"******************\\nRUNNING SIMULATION\\n******************\")\n",
    "    \n",
    "    # We calculate the number of electrons after recombination (quenching module)\n",
    "    # and the position and number of electrons after drifting (drifting module)\n",
    "    print(\"Quenching electrons...\" , end=\"\")\n",
    "    start_quenching = time()\n",
    "    quenching.quench[BPG,TPB](tracks, physics.BIRKS)\n",
    "    end_quenching = time()\n",
    "    print(f\" {end_quenching-start_quenching:.2f} s\")\n",
    "\n",
    "    print(\"Drifting electrons...\", end=\"\")\n",
    "    start_drifting = time()\n",
    "    drifting.drift[BPG,TPB](tracks)\n",
    "    end_drifting = time()\n",
    "    print(f\" {end_drifting-start_drifting:.2f} s\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e9b10123-c1e0-4452-b462-f14508f4e574",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating optical responses..."
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/cudadrv/devicearray.py:885: NumbaPerformanceWarning: Host array used in CUDA kernel will incur copy overhead to/from device.\n",
      "  warn(NumbaPerformanceWarning(msg))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 1.60 s\n"
     ]
    }
   ],
   "source": [
    "print(\"Calculating optical responses...\", end=\"\")\n",
    "start_light_time = time()\n",
    "lut = np.load(light_lut_filename)['arr']\n",
    "light_noise = cp.load(light_det_noise_filename)\n",
    "TPB = 256\n",
    "BPG = ceil(tracks.shape[0] / TPB)\n",
    "lightLUT.calculate_light_incidence[BPG,TPB](tracks, lut, light_sim_dat, track_light_voxel)\n",
    "print(f\" {time()-start_light_time:.2f} s\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5f43044d-4f98-456e-b802-a931f312cc9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1554901159a0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "bins = (np.linspace(0,5,100),np.linspace(0,1.5e5,100))\n",
    "plt.figure(dpi=100)\n",
    "plt.hist2d(tracks['dE'],\n",
    "           tracks['n_photons'],# + tracks['n_electrons'],\n",
    "           bins=bins, cmap='Reds', norm=colors.LogNorm())\n",
    "plt.xlabel('deposited energy [MeV]')\n",
    "plt.ylabel(r'emitted photons')\n",
    "plt.colorbar()\n",
    "\n",
    "bins = (np.linspace(0,5,100),np.linspace(0,1.5e5*1e-3,100))\n",
    "plt.figure(dpi=100)\n",
    "plt.hist2d(tracks['dE'],\n",
    "           light_sim_dat['n_photons_det'].sum(axis=-1),# + tracks['n_electrons'],\n",
    "           bins=bins, cmap='Reds', norm=colors.LogNorm())\n",
    "plt.xlabel('deposited energy [MeV]')\n",
    "plt.ylabel(r'detected photons')\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9b3c051b-0984-466c-8568-a94c6543aec0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x15545c33e1f0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = (tracks['dE'] > 0)\n",
    "plt.figure(dpi=100)\n",
    "for id_ in np.unique(np.abs(tracks['pdgId'][mask])):\n",
    "    submask = mask & (np.abs(tracks['pdgId']) == id_)\n",
    "    plt.hist(1e-6 * (light_sim_dat['n_photons_det'].sum(axis=-1) \n",
    "                     + tracks['n_electrons'])[submask] / tracks['dE'][submask],\n",
    "            bins=np.linspace(0,0.05,25), label=f'PDG={id_}', histtype='step', density=True)\n",
    "plt.xlabel(r'detection efficiency [1/eV]')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c220c0b0-4fdd-469f-8125-b2f7d480cc9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([    8,    64,   118, ..., 74697, 74755, 74787], dtype=uint32)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evs = np.unique(trajectories['eventID'][ np.where(\n",
    "        (trajectories['t_start'] > 0.56)\n",
    "        & (np.linalg.norm(trajectories['pxyz_start'], axis=-1) > 10) \n",
    "        & (trajectories['xyz_start'][:,1] > -30)\n",
    "    ) ])\n",
    "evs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "110102ec-04df-4a21-9625-4bb117a2307a",
   "metadata": {},
   "outputs": [],
   "source": [
    "if False:\n",
    "    for i,ev in enumerate(evs):\n",
    "        idx = np.where(np.unique(tracks['eventID']) == ev)[0]\n",
    "        if len(idx) > 0:\n",
    "            print(ev, idx[0], end=', ')\n",
    "        if i > 1000:\n",
    "            break\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "95646a2d-862f-4f8d-8778-709583740d76",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ievd = 2598\n",
    "# ievd = 1641\n",
    "# ievd = 1840\n",
    "# ievd = 2153\n",
    "ievd = 11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b100855a-b547-40c8-9f1b-d4d4eccfb7ed",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "event_id_map\n",
      "pixels_from_track\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/compiler.py:726: NumbaPerformanceWarning: Grid size (2) < 2 * SM count (160) will likely result in GPU under utilization due to low occupancy.\n",
      "  warn(NumbaPerformanceWarning(msg))\n",
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/cudadrv/devicearray.py:885: NumbaPerformanceWarning: Host array used in CUDA kernel will incur copy overhead to/from device.\n",
      "  warn(NumbaPerformanceWarning(msg))\n",
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/compiler.py:726: NumbaPerformanceWarning: Grid size (2) < 2 * SM count (160) will likely result in GPU under utilization due to low occupancy.\n",
      "  warn(NumbaPerformanceWarning(msg))\n",
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/cudadrv/devicearray.py:885: NumbaPerformanceWarning: Host array used in CUDA kernel will incur copy overhead to/from device.\n",
      "  warn(NumbaPerformanceWarning(msg))\n",
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/compiler.py:726: NumbaPerformanceWarning: Grid size (2) < 2 * SM count (160) will likely result in GPU under utilization due to low occupancy.\n",
      "  warn(NumbaPerformanceWarning(msg))\n",
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/cudadrv/devicearray.py:885: NumbaPerformanceWarning: Host array used in CUDA kernel will incur copy overhead to/from device.\n",
      "  warn(NumbaPerformanceWarning(msg))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "unique_pix\n",
      "time_intervals\n",
      "tracks_current\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/cudadrv/devicearray.py:885: NumbaPerformanceWarning: Host array used in CUDA kernel will incur copy overhead to/from device.\n",
      "  warn(NumbaPerformanceWarning(msg))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pixel_index_map\n",
      "track_pixel_map\n",
      "sum_pixels_signals\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/compiler.py:726: NumbaPerformanceWarning: Grid size (32) < 2 * SM count (160) will likely result in GPU under utilization due to low occupancy.\n",
      "  warn(NumbaPerformanceWarning(msg))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "get_adc_values\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/compiler.py:726: NumbaPerformanceWarning: Grid size (128) < 2 * SM count (160) will likely result in GPU under utilization due to low occupancy.\n",
      "  warn(NumbaPerformanceWarning(msg))\n",
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/compiler.py:726: NumbaPerformanceWarning: Grid size (8) < 2 * SM count (160) will likely result in GPU under utilization due to low occupancy.\n",
      "  warn(NumbaPerformanceWarning(msg))\n"
     ]
    }
   ],
   "source": [
    "# copy paste from simulate_pixels.py\n",
    "\n",
    "# create a lookup table that maps between unique event ids and the segments in the file\n",
    "tot_evids = np.unique(tracks['eventID'])\n",
    "_, _, start_idx = np.intersect1d(tot_evids, tracks['eventID'], return_indices=True)\n",
    "_, _, rev_idx = np.intersect1d(tot_evids, tracks['eventID'][::-1], return_indices=True)\n",
    "end_idx = len(tracks['eventID']) - 1 - rev_idx\n",
    "\n",
    "# We divide the sample in portions that can be processed by the GPU\n",
    "step = 1\n",
    "\n",
    "# pre-allocate some random number states\n",
    "rng_states = maybe_create_rng_states(1024*256, seed=0)\n",
    "t0 = 0\n",
    "\n",
    "event_id_list = []\n",
    "adc_tot_list = []\n",
    "adc_tot_ticks_list = []\n",
    "track_pixel_map_tot = []\n",
    "unique_pix_tot = []\n",
    "current_fractions_tot = []\n",
    "\n",
    "first_event = tot_evids[ievd]\n",
    "last_event = tot_evids[min(ievd+step, tot_evids.shape[0]-1)]\n",
    "\n",
    "if first_event == last_event:\n",
    "    last_event += 1\n",
    "\n",
    "# load a subset of segments from the file and process those that are from the current event\n",
    "track_slice = slice(min(start_idx[ievd:ievd + step]),max(end_idx[ievd:ievd + step])+1)\n",
    "track_subset = tracks[track_slice]\n",
    "event_mask = (track_subset['eventID'] >= first_event) & (track_subset['eventID'] < last_event)\n",
    "evt_tracks = track_subset[event_mask]\n",
    "first_trk_id = np.where(track_subset['eventID'] == evt_tracks['eventID'][0])[0][0] + min(start_idx[ievd:ievd + step])\n",
    "\n",
    "itrk = 0\n",
    "# for itrk in tqdm(range(0, evt_tracks.shape[0], BATCH_SIZE), desc='  Simulating event %i batches...' % ievd, leave=False, ncols=80):\n",
    "selected_tracks = evt_tracks[itrk:itrk+BATCH_SIZE]\n",
    "print(\"event_id_map\")\n",
    "event_ids = selected_tracks['eventID']\n",
    "unique_eventIDs = np.unique(event_ids)\n",
    "RangePop()\n",
    "\n",
    "# We find the pixels intersected by the projection of the tracks on\n",
    "# the anode plane using the Bresenham's algorithm. We also take into\n",
    "# account the neighboring pixels, due to the transverse diffusion of the charges.\n",
    "print(\"pixels_from_track\")\n",
    "max_radius = ceil(max(selected_tracks[\"tran_diff\"])*5/detector.PIXEL_PITCH)\n",
    "\n",
    "TPB = 128\n",
    "BPG = ceil(selected_tracks.shape[0] / TPB)\n",
    "max_pixels = np.array([0])\n",
    "pixels_from_track.max_pixels[BPG,TPB](selected_tracks, max_pixels)\n",
    "\n",
    "# This formula tries to estimate the maximum number of pixels which can have\n",
    "# a current induced on them.\n",
    "max_neighboring_pixels = (2*max_radius+1)*max_pixels[0]+(1+2*max_radius)*max_radius*2\n",
    "\n",
    "active_pixels = cp.full((selected_tracks.shape[0], max_pixels[0]), -1, dtype=np.int32)\n",
    "neighboring_pixels = cp.full((selected_tracks.shape[0], max_neighboring_pixels), -1, dtype=np.int32)\n",
    "n_pixels_list = cp.zeros(shape=(selected_tracks.shape[0]))\n",
    "\n",
    "# if not active_pixels.shape[1] or not neighboring_pixels.shape[1]:\n",
    "#     continue\n",
    "\n",
    "pixels_from_track.get_pixels[BPG,TPB](selected_tracks,\n",
    "                                      active_pixels,\n",
    "                                      neighboring_pixels,\n",
    "                                      n_pixels_list,\n",
    "                                      max_radius)\n",
    "RangePop()\n",
    "\n",
    "print(\"unique_pix\")\n",
    "shapes = neighboring_pixels.shape\n",
    "joined = neighboring_pixels.reshape(shapes[0] * shapes[1])\n",
    "unique_pix = cp.unique(joined)\n",
    "unique_pix = unique_pix[(unique_pix != -1)]\n",
    "RangePop()\n",
    "\n",
    "# if not unique_pix.shape[0]:\n",
    "#     continue\n",
    "\n",
    "print(\"time_intervals\")\n",
    "# Here we find the longest signal in time and we store an array with the start in time of each track\n",
    "max_length = cp.array([0])\n",
    "track_starts = cp.empty(selected_tracks.shape[0])\n",
    "detsim.time_intervals[BPG,TPB](track_starts, max_length, selected_tracks)\n",
    "RangePop()\n",
    "\n",
    "print(\"tracks_current\")\n",
    "# Here we calculate the induced current on each pixel\n",
    "signals = cp.zeros((selected_tracks.shape[0],\n",
    "                    neighboring_pixels.shape[1],\n",
    "                    cp.asnumpy(max_length)[0]), dtype=np.float32)\n",
    "TPB = (1,1,64)\n",
    "BPG_X = ceil(signals.shape[0] / TPB[0])\n",
    "BPG_Y = ceil(signals.shape[1] / TPB[1])\n",
    "BPG_Z = ceil(signals.shape[2] / TPB[2])\n",
    "BPG = (BPG_X, BPG_Y, BPG_Z)\n",
    "rng_states = maybe_create_rng_states(int(np.prod(TPB[:2]) * np.prod(BPG[:2])), seed=SEED+ievd+itrk, rng_states=rng_states)\n",
    "detsim.tracks_current_mc[BPG,TPB](signals, neighboring_pixels, selected_tracks, response, rng_states)\n",
    "RangePop()\n",
    "\n",
    "print(\"pixel_index_map\")\n",
    "# Here we create a map between tracks and index in the unique pixel array\n",
    "pixel_index_map = cp.full((selected_tracks.shape[0], neighboring_pixels.shape[1]), -1)\n",
    "for i_ in range(selected_tracks.shape[0]):\n",
    "    compare = neighboring_pixels[i_, ..., cp.newaxis] == unique_pix\n",
    "    indices = cp.where(compare)\n",
    "    pixel_index_map[i_, indices[0]] = indices[1]\n",
    "RangePop()\n",
    "\n",
    "print(\"track_pixel_map\")\n",
    "# Mapping between unique pixel array and track array index\n",
    "track_pixel_map = cp.full((unique_pix.shape[0], detsim.MAX_TRACKS_PER_PIXEL), -1)\n",
    "TPB = 32\n",
    "BPG = ceil(unique_pix.shape[0] / TPB)\n",
    "detsim.get_track_pixel_map[BPG, TPB](track_pixel_map, unique_pix, neighboring_pixels)\n",
    "RangePop()\n",
    "\n",
    "print(\"sum_pixels_signals\")\n",
    "# Here we combine the induced current on the same pixels by different tracks\n",
    "TPB = (8,8,8)\n",
    "BPG_X = ceil(signals.shape[0] / TPB[0])\n",
    "BPG_Y = ceil(signals.shape[1] / TPB[1])\n",
    "BPG_Z = ceil(signals.shape[2] / TPB[2])\n",
    "BPG = (BPG_X, BPG_Y, BPG_Z)\n",
    "pixels_signals = cp.zeros((len(unique_pix), len(detector.TIME_TICKS)))\n",
    "pixels_tracks_signals = cp.zeros((len(unique_pix),\n",
    "                                  len(detector.TIME_TICKS),\n",
    "                                  track_pixel_map.shape[1]))\n",
    "detsim.sum_pixel_signals[BPG,TPB](pixels_signals,\n",
    "                                  signals,\n",
    "                                  track_starts,\n",
    "                                  pixel_index_map,\n",
    "                                  track_pixel_map,\n",
    "                                  pixels_tracks_signals)\n",
    "RangePop()\n",
    "\n",
    "print(\"get_adc_values\")\n",
    "# Here we simulate the electronics response (the self-triggering cycle) and the signal digitization\n",
    "time_ticks = cp.linspace(0, len(unique_eventIDs) * detector.TIME_INTERVAL[1], pixels_signals.shape[1]+1)\n",
    "integral_list = cp.zeros((pixels_signals.shape[0], fee.MAX_ADC_VALUES))\n",
    "adc_ticks_list = cp.zeros((pixels_signals.shape[0], fee.MAX_ADC_VALUES))\n",
    "current_fractions = cp.zeros((pixels_signals.shape[0], fee.MAX_ADC_VALUES, track_pixel_map.shape[1]))\n",
    "\n",
    "TPB = 128\n",
    "BPG = ceil(pixels_signals.shape[0] / TPB)\n",
    "rng_states = maybe_create_rng_states(int(TPB * BPG), seed=SEED+ievd+itrk, rng_states=rng_states)\n",
    "pixel_thresholds_lut.tpb = TPB\n",
    "pixel_thresholds_lut.bpg = BPG\n",
    "pixel_thresholds = pixel_thresholds_lut[unique_pix.ravel()].reshape(unique_pix.shape)\n",
    "\n",
    "fee.get_adc_values[BPG, TPB](pixels_signals,\n",
    "                             pixels_tracks_signals,\n",
    "                             time_ticks,\n",
    "                             integral_list,\n",
    "                             adc_ticks_list,\n",
    "                             0,\n",
    "                             rng_states,\n",
    "                             current_fractions,\n",
    "                             pixel_thresholds)\n",
    "\n",
    "adc_list = fee.digitize(integral_list)\n",
    "adc_event_ids = np.full(adc_list.shape, unique_eventIDs[0]) # FIXME: only works if looping on a single event\n",
    "RangePop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cfd41079-b97a-4fbb-806e-d4fb1d539f8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'energy [MeV]')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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//63zM4EiDaX1ZhfGerNrg+oymHMIlG+Aw34Px90Uk8Vuf3Em2/9+D0VLMgDofsH59PjDH5CMjJgsP1Fi2pudiHwEHKMRHpuJyLvAOFVNjtNdJjayc2HEH+HDR+CICW1eXMV7i6i491J67baCnEFQV9GdTn+YS6cRI2JQrHdFtKUUkQDOfaeRvoZgEbCfqrb2bKzrbEsZA3U1kB79uzW0ro6awg1UXTucvL4ViECgTvD//Ck6DD8xhoUmVjz6fX0dp3eBSNg+carY8p1zVrPH4B8uMbQhkAArRv+CHvmLyetbgwjU1wh66Yd0KIhND+ReF2koB0WxbLszJhW8dwd8PB9GTIaj/9ymRWmwm8cOgY/p3McJZAAh7bevQooEEiIMpaqujnchJkkF6iEtEwYcFt38b9wMX71E3cCT2Ph6OTXvvsSAY8sRcXa3fJctg12S83a5aCXFUyLGw0bfCydOh4yc6OYv+ga2fEvpO+up+qYTe5y6BfGBZnZGzns55QIJFkoTC9nRnRBTVUqrDqb0zfeo8wsDjnYCCSCnzYnbLXpeZ6E0sOETeOtWOG025MS/V3ANBCh95RVKnn2Oqg8+ANIYfHoRvnQFfHDstbDPaXGvw6sslKkuEIC/XwxFX8N/u/5wg3kcrTrnXKqXLgVAMnzsMbYSXyB4wv6g82NyjTOZtfrRLRF5TETa99XbVOLzwZiHYdejYGRs7sBpSk1REd+fcuqOQAIMPH8gaYFK50OXgfDz25tfiCrU18WvSA+I5nnKPOA1EVkuIlcHn94wySx/KJzzUlx3Xeu2bWP16WOpWb7cGZGTQ+fD9ia74qNgCx/8/uPmF/LWbXD7HrDk3rjV6QWtDqWqjsJ5UuNenCcxVonIv0XkdBFJrpsRTUJsX7qUlaNG73j2MaNvXwb/4wH67rcc6rbDLnvCZR86W+3mCE6XIwl4eNpNbb4hXUQOAM7DefFPBU7Xj/eo6vK2l5d4dptd7Gh9PVsfeICiu2dDIEDmoEH0ue02siveQf5zldMoIwcuW+o8k9mS4pVQuhby94MOXeJaezwk6vXqvXEeJB4J1AOv4HTt+JWITFbVWW1ZvkledUVFrJ88me2L3weg+6jD6DF4M/LOxVD4+Q8Nd/0Z5PaJbKHdBjlDOxdNb3YZwKk4W8fjgM+AO4AnG9IvIqNxXgRkoUxBod08SocOFFwxhs4rb4fVYZ1FHD4BjvmLZ7vlcEs0W8qNOMeiTwEHq+onjbR5EyiJvizjVQEN4JPGj/20ro6i2bPZev8DP+7m8c3f4nRQEeLQy2Dk9XGvNxlFc/Z1AtBHVS9tIpCoaomqtv/9jBTz5dYvGfvPsXxWtPN7gWs3bmT1ub9h633379zN409+Cb6Q3/+7j4Tjbkxg5cklmrOv81W1Oh7FGG978n9P8u22b5mxdMaPxpe99horR42matkyfB07UjBzxo+7edxjpHPjOjidbY15CHz2buGm2B09JmKTD5pMhi+Dy/e/HIC68nK+G/FTtKoKgOx99qFg1kwy+/f/Yaaib2H+KHa87PvndyTlmdNEsj56wtglkcj4165lxSmnQrWz05Rz5BH0mzPnx908rl8GT4yF7Vuh+x5w9gvQdYBLFbsvIZdETGpafd54tn/yyY5AdjjkEAY8GNZZ/Tsz4Y2bQAPQZ38463no2KoO9FOWhdJELOD3s+r00/Ev/w6ArH32offNN9Fhr71+3LB0Hbw51Qlkbl8495+QZe9NipSF0kTEv3Il6ydM3BHItB49GDh/Hr6csIeb/eVw9wFOvz1pWXDRQgtkK1koTYsKZ82ieN58qKoirVs3ek6eRO7xx+Pr0Mgr72qrnMfBAA67DDr1iGgd/no/1XXVpC39gppVq8g7+WTSnOOvlGOhNE2qr6xk+ZEj0O3bAcg55BD63HorGb16Nj5DdRn8/RII1EL+T+Bn10S0nn+t+Bezls5iRL8RnHXdu9SuW0f2kCHkDBsWq6+SVLz98nfjmupvv2XVGeN2BDK9oID+jzzcdCABXr8Rvn/d+fNJt7X81EdQQANsrtrM+xvex7fXHmQNGYLW1rY8YztlW0rzI6pKyfPPU3jzVNTvJ61bN7qceSY9Lv0d0lzI6mvho8dCl7RTk5r6GtIkjbSwGwdOGnQSgnDCwBPIGGNP/9mW0uxQX1HBhisnsekv16J+Px2POIJd//kPel5+WfOBBOcET6eG14EKdN99pybzvprHgY8fyOS3J/9ofLovnVN2O4WMNAsk2JbSBFV9+SXrJ06kdvUaSEuj54Qr6DZ+fMthbJDTDcYvgAVXO++nbOSa5MsrXqZO63hr7VtU11WTnZ6983KM3dETLtXu6PGvX8/GKVdTtWwZ1NeT3qc3BbfPIOeA/WO+ru2125n09iTOGnIWhxVE2XlzEov0jh4LZZhUCmV9aSnfnXAigW3Oy9Q6Hn00BX+dSlqXLu4W1k5FGko7pkxRVZ98wsrRv9gRyIz+/ek7+24LpAdYKFOMBgJsffhhVp39a2o3bCCjXz/6z53L7q8uwBfp8WNz/OUA1AfqWbJhCRsqNrR9mSnGTvSkkLriYjb86U9Uvv0OAJ1PPIHeN95IWucY3Qa3eA4snA7j5vO32s3c+P6N+MTHR2d/tNNlENM0C2WKqPzgAzZcOYm6zZuRrCx6XX01Xc4Yi8Syf5xtq8BfCp88yeKuHXeM9tf7yfFF+QKgFGShbOe0vp4t993Hljn3ON087rorBbNmkj14cOxXNmIy9DkA9juDSds30zmzM0f1O4qcaN/IlaLs7GuY9nT2tXbzZjZMmsz2JUsAyBs1ivy/XIOvY8cW5jTxYA85p7iKd95lw1VXUV9cjOTkkH/tX+gyalTkC5jaG+r8cPCFzvsn6/ywZbnzigMTV3b2tZ3R2lo2z5jJ2gsvpL64mKzBgxn0/HOtC6S/Emq3g9bDkgegZJ3zDo/7R8Dmr+NWu3EkXShFJEtEPhERFZH/C5u2n4i8IyLVIrJWRCY3sZh2qXbDBlafcy5bg11zdPnlOAY+8zRZu+7augWlZUKn/OCHANyxD1SXOiH9+uXYFm12knShBG4Fdrr4FTwWfBVYDQwDJgHXi8hFiS3PHeVvvMGK0b+g6uOP8XXqRMEds+h9fUg3j62RnuG8JzLc0DEw4o9tL9Y0K6mOKUXkRJxXJYwBTgybfBaQCYxX1Rrgy+CWdCLwQCLrTKRATQ2bb7+dbfPmA5A9dKjTzWO/ftEvtHgVLL4H5zVXwROBwy6AU2Y0M5OJlaQJpYj0Ah4ERgHbG2kyHHg7GMgGC4CrRKSrqm5rYrlZQFbIqKTpUKZmzRrWT5hI9ZdfAtDt3HPp+ceJSGg3j9Eo+gaqw/66Trq1bcs0EUuK3VdxrnDPBe5T1aVNNMsHCsPGFYZMa8oUoDRkWBd9pYlT9u9/s3L0L6j+8kvS8vLoe8899Jryp7YHEmDg4dAxpIeB7G7O8aRJCFe3lCIyDbiqhWZ74eyydgZuiUMZtwAzQz53xsPBDFRXU3jLNEqeeQaADgccQMGM28no3Tt2K8nqBJOWQ+H/YO0S2P1oSI9B2E1E3N59nYGzBWzOCuBonN1Tf9htYUtF5AlVPRfYBPQKm7fh86amFq6qfsDf8Dmmt53FWOGsOyh+7DGnE2QRul90ET0uvwxJj9M/Y6+9nMEklKuhVNUioKildiLyeyC0a7Q+OMeL44AlwXGLgakikqGqDb0ujQS+aep4MpkU3Xsfxfff73zIzqbf7Nl0OuJwd4syceH2ljIiqrom9LOIVAT/+L2qNuxqPglcBzwsItOBocAfcF7dl7QClZVsuulmSl98cce4rmefZYFsx5IilJFQ1VIROQ6YAywDtgA3qmrSXg4pnDGT4kcegfp68PnoOn48PX9/+Y9fomPanaQMpaquwrmIFj7+M+DIhBcUY6pKybPPUtzw0py0NAbMfZScgw5ytzCTEEkZyvasvqKCTddeS9kr/3ZGpKfT9545sQ1kzXbItMepvCoprlOmis2z5/DtwYc4gUxPp+fkyQz57FM6jxgRu5UUr3BewPPJk7FbpokpC6UHqCpbHniArbNnOy/HSU9n4BOP0338eZH3uxqpd2ZA+Ub44AGor4vtsqO1Zgl88Te3q/AM2311WX1JCRuu/jMVb7wBgGRlMeCpJ+mw997xWeHPZ0J2FzjsckjzwD//1u/h8TFQWwm+dNj7VLcrcp0H/lVS1/aPPmL9H6+kbuNGJCODnlddRZdfnRmbXuWakp4Fx09tevpXL0GHblAwLDHHnV0HwdDRsOo96Hdw/NeXBCyULtBAgK0PPkTRXXdBfT0ZA/rTd9YssuO1dYy4MIWXr4TKzTD+Veh/SPzX6fPByXdCdYnz6gNjoUwkDQSofOlByp+6h5LP/ICQe/LJ5F9/PWmdPNBvjr8ccvs4P3vvl7j1+nwWyBDWcVaYeHacVXT/3XT+6lqyuwaorfJRedCD5I0Z4737betq7Ab0OLDXFniI1tWx+c476fjp9WR3dV49ntEhQJfav3svkGCBdJntvsZZ7aZNrL/ySqqWLWWXMWGXIE69y52ijKfZljKOyhcuZOWo0VQtXYavQ0fKD3wIBv0UdtkTzpgPHbu7XaLxINtSxoHW1LB55iyK584FIHvvvZ1+cwYMAMa6WpvxPgtlDKkq255+mqI77yJQUgJA11//mp6TrrQnO0zELJQxVPL88xTecKPzISuLvjNup/Oxx7pblEk6FsoYCPj9FE6bRslTTzsjRMifMsUCaaJioWwj/4qVrJ84Ef/XTnf+3c4fT49LL8WXY49GmehYKKOkqmy59162PvQwun07ad260Wf6dDodeYTbpZkkZ6GMQsWHS1l7zjnOvaJAziGH0OfWW8no1bOFOZOYKnjxRod2yK5TtlL1N9+y/pJLdgQyc/Bg+j/ycPsOZNlGeOQEWPO+25WkBAtlhFSVbc8+y6ozziBQWQlpaeSMGMFuL72IpKW5XV58vTUN1r4P//wDBKyn9Hiz3dcIhPeb0/HII+kzfRrp3VLkyYbj/wr+Cjj6GvC1819AHmChbEHVF1+yfuJEatescfrNmXAF3c6LQzcdXpbZEU5/2O0qUoaFsgmqSvG8+RTedhvU1pLepzcFM2aQs//+bpdm2jkLZRPWXzkJeecdADqPPJbeN99MmvMsnDFxZaFsQuXChXTOzqbnVVfR9axfefO5R9MuWSibkN6/HwPuuosO++zjdikmxVgomzBw/nw69OnjdhkmBaXQKcTWSevUye0STIqyUBrjMRZKYzzGQuklhV/BazfA6kVuV2JcZCd6vGTR3fDpk1BRCAMOc7sa4xILpZfsNxb8ZTDkZLcrMS6yUHrJbkc7g0lpdkxpjMdYKI3xGAulm7Z+D7VVbldhPMZC6ZaKzfDYKfDoSVC2we1qjIdYKN1SsgZqt8O2lVDnd7sa4yF29tUtfQ+EC990rkl2G+R2NcZDkmpLKSI/F5ElIlIlIttE5MWw6f1F5GUR2S4im0XkNhHx7i+eboOg/6FuV2E8xrv/YcOIyBjgQeBq4A2c2oeGTE8DXgY2AYcBvYF5QG1wnuRWuh6+egkGjYD8oS23N0krKV6vHtzarQKuU9VGe3ASkROBfwF9VLUwOO4SYDrQQ1VrmpgvC8gKGdUZWBeP16u3ybxRsOJNGH4ZHD/V7WpMFNrb69UPAAqAgIh8LCIbReTfIhK6yRgOfN4QyKAFQC7QXPcBU4DSkGFdbEuPkaFjoP9wyN/X7UpMnCVLKHcN/rweuBk4GdgGLBSRhs5X84HCsPkKQ6Y15RYgL2ToG4N6Y2//s2H8f+Anv3S7EhNnroZSRKaJiLYwDAmpc6qqvqCqy4DzAKWNr0ZWVb+qljUMQHnbvlWcWMddKcPtEz0zgLkttFmBc9IG4KuGkarqF5EVQP/gqE3AwWHz9gqZZkxScDWUqloEFLXUTkSWAX5gMPBucFwGMBBYHWy2GPiziPRU1c3BcSOBMkLCnPTWLYUNH8PBF7pdiYkTt7eUEVHVMhG5D7hBRNbiBHFScPJzwZ+v4oRvvohMxjmOvBmYo6rt45aZom/goWPAl+48c5nbu+V5TNJJilAGTQLqgPlAB2AJcLSqbgNQ1XoRORm4F2erWQk8BlzrTrlx0GMwDDgcMnLAX84Pe/WmPUmK65SJJCK5QKnnrlM2qPNDelbL7YzntLfrlKaBBbLds1Aa4zEWSmM8xkJpjMdYKI3xGAulMR5joTTGYyyUxniMhdIYj7FQGuMxFkpjPMZCaYzHWChN6qiphCX3w5bvYO7JUOrN7piS6dEtY6IXCMATZ8DqdyGvH5SuhVcmwZlPuV3ZTmxLaVKDzwf/dyZkd4Gug0DSoM8wt6tqlIXSpI79z4bffwwd8kDrnZ8eZA85h/H8Q86m7bZ+77zprNuukFeQsNVG+pCzHVOa1NN9N2fwKNt9NcZjLJTGeIyF0iu+fgUqt/zwORCAukbfSWTaOQulF7wxFZ4+E1650vn82XMwexh8+JC7dXnZ9mKo3Op2FXFhofSCISdBWhZ0GQCBeqgph+IV8PlzLc+bihb8GW4dBIvucruSuLCzr17QZ3+44jPoHHw52L5ngPhg3za9u6j9ygu+GK1ic/PtkpRdpwxj1ymTQHUZoJAd4cX/lW/DwukwdDQcdEFcS2uOdcYcD6rw+OmwbK7blaS27NzIAwmw/FXnntd1S+NXUwzZ7mtrPDkOvvuvMww4AnbZ3e2KTCQOuhC6DoQeQ9yuJCK2pWyN/sOdnwOPhG6D3K3FRK7rAGe3deARblcSEdtStsaRE2DQkVAwzN6sbOLGtpSt1ffAxAZy6/dQW5249RnXWSi9rK4GZh8IU3tBRYsvvDbthO2+uq22GtIynYdww1UUQmYn54aCjrskvjbjCttSuu3Dh2D6QHjzlp2ndekHf1oDE7+yY9gUYqF024aPwF8K6ZmNTxeBDl0SWpJxl+2+um30A3D4HyDHdk+Nw0LptrR06P0Tt6swHmK7r8Z4jIXSGI+xUBrjMUkTShHZU0ReEpEtIlImIu+KyM/C2vQXkZdFZLuIbBaR20TEjptNUkmaUAL/wjkxdTQwDPgU+JeI5AOISBrwMpAJHAacC/wGuNGNYo2JVlKEUkR2AfYApqnqZ6q6HPgTkAMMDTY7DtgbOFtVP1HVfwN/AS4VkSYuAhrjPcmya7cV+AY4R0Q+AvzAxcBmYFmwzXDgc1UtDJlvAXAvsA/wcWMLFpEsICtkVGdwnhI3JpYi/T+VFKFUVRWRY4EXgXIggBPIE1R1W7BZPlAYNmthyLSmTAGuCx/Zr1+/tpRsTHM6A958bYGITAOuaqHZXjhbyTk4QTwSqAIuAP4pIgep6sY2lHELMDNsXDeguA3LbElnYB3QF+eXTLKy7xHdujY018DtLeUMYG4LbVbgnNw5Gega0uHQ70RkJM4JnWnAJuDgsHl7BX9uamrhqurH2R0OFdd9V/nh5vLy5jpQ8jr7HlFpcfmuhlJVi4AWHxQUkZzgHwNhkwL8cLJqMfBnEempqg19D47E+Uv4KgblGpMQSXH2FSdw24DHROQnwWuWtwGDcC6DALyKE775wTbHAzcDc4JbQ2OSQlKEUlW3ACcAnYA3gKXAEcBpqvppsE09zi5uPU6IHwfmAde6UXML/MAN7LzbnGzse8SBdcZsjMckxZbSmFRioTTGYyyUxniMhdIYj7FQJpCIDBSRh0VkpYhUicj3InJD+A3zIrKfiLwjItUislZEJrtVc3NE5FIRWRWsc4mIhN+84SkiMkVEPhSR8uCjfS+KyOCwNtkiMkdEtopIhYi8ICK9mlpmPFgoE2sIzt/5xTg3yU8ALgH+2tAg+Cq+V4HVOI+oTQKuF5GLEl5tM0RkHM7tiTcAB+A8SrdARHq6Wljzfopzu+ahODeWZACvikjHkDazgFOAscH2fYC/JbRKVbXBxQEndCtCPv8W577bzJBx04Cv3a41rO4lwOyQzz5gPfAnt2trxXfoASgwIvg5D6gBTg9pMyTY5tBE1WVbSvfl8eOb34cDb6tqTci4BcBgEema0MqaENzdHga81jBOVQPBz8PdqisKDS+5bPj7H4az9Qz9Xl8Da0jg97JQukhEdgcuB+4PGR3tI2iJtAuQRuN1eqXGZomID7gDeE9VvwiOzgdqVLUkrHlCv5eFMgZEZJqIaAvDkLB5CoD/AM+p6oPuVJ7S5uD0WvFLtwsJ5/ajW+1FpI+gASAifYA3gUVA+AmcTfzwyFmDFh9BS7AtOPcYN1anV2pskojMxrlPeoSqrguZtAnIFJEuYVvLhH4vC2UMaISPoMGOLeSbON2YnBc8Fgu1GJgqIhmqWhscNxL4Rn/oZcFVqlojIsuAY3B6g2jYHTwGmO1iac0S58HJu4HRwFGqujKsyTKgFud7vBCcZzDQH+ffJTHcPgOWSgNQACzHOZFQgHOckg/kh7TJw/mtPA/nssk4oBK4yO36w77LOKAa5yHzvXCOi7cBvdyurZma7wFKcC515IcMHULa3ItzOepnOCd+FgGLElqn239RqTTgdHmpjQ1h7fYD3gn+p18HXOV27U18n8uC/4H9OJdIDnG7phbqbfTvHvhNSJtsnOPN4uAvw7+F/tJMxGCPbhnjMXb21RiPsVAa4zEWSmM8xkJpjMdYKI3xGAulMR5joTTGYyyUxniMhdI0KeQJl5I4r+eokHW9GM91JQMLpWnJecCecV7HIqA38Gyc15MULJSmJSX6wwuT4kJVa1R1E84rDlOehTJFBHvSa+zh64VRLOuUYK9w1SKyRUT+HjJtlYhcIyLzgr3BrRaRU0Wkh4i8FBz3mYgcGNMv2I5YKFPHWpxdxIZhf5zX1r/dmoWIyM+BvwOvBJdxDPBBWLMJwHvB6S8D83EeRXscp+e774F5EvJiSPMDe0okBYlINrAQ58Hs03TnB60b2ikwWlVfDBm3CKf3vbObmGcV8I6q/jr4OR/YCNykqtcGxx2K89Bw7+Bua8O8c4Euqjqqbd8wudmWMjU9gvOa7181Fchm/B/wegttPgv5c0PnWp83Ms7LfcS6xroDSTEicg1wPHCwqpZHsYhITsY0dGOCqmpwL7U2ZHrD7pltFBphfykpRETG4LxE9wxV/T7KxXyGcxxp4sS2lClCRIbinGyZDnwZPNYDp5/T4qbn3MkNwOsi8j3wNM7/oZNUdXpMC05htqVMHQcCOcA1OCdeGoZWvSdDVRfivGfjVOATnNfde/rFPsnGzr6aJjV29jXO65uLnX21LaVp0VMisq7lZtETkSNFpAI4K57rSRZ2TGmas0fwZ32c17MU51ILQEWc1+V5tvtqjMfY7qsxHmOhNMZjLJTGeIyF0hiPsVAa4zEWSmM8xkJpjMdYKI3xmP8HSQBpCnbuAg4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "for t in selected_tracks:\n",
    "    plt.plot([t['x_start'], t['x_end']],\n",
    "             [t['y_start'], t['y_end']],\n",
    "             color=f'C{int(abs(t[\"pdgId\"]))}')\n",
    "plt.xlabel('x [cm]')\n",
    "plt.ylabel('y [cm]')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.xlim(-30,30)\n",
    "plt.ylim(-80,40)\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "for t in selected_tracks:\n",
    "    plt.plot([t['z_start'], t['z_end']],\n",
    "             [t['y_start'], t['y_end']],\n",
    "             color=f'C{int(abs(t[\"pdgId\"]))}')\n",
    "plt.xlabel('z [cm]')\n",
    "plt.ylabel('y [cm]')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.xlim(-30,30)\n",
    "plt.ylim(-80,40)\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "plt.hist(selected_tracks['t0'], weights=selected_tracks['dE'], \n",
    "         histtype='step',\n",
    "         bins=np.linspace(selected_tracks['t0'].min(), selected_tracks['t0'].max(), 100))\n",
    "plt.xlabel(r't [$\\mu$s]')\n",
    "plt.ylabel('energy [MeV]')\n",
    "# plt.xlim(0,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1e49d183-d920-4570-ab83-8c15612304cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/numba/cuda/cudadrv/devicearray.py:885: NumbaPerformanceWarning: Host array used in CUDA kernel will incur copy overhead to/from device.\n",
      "  warn(NumbaPerformanceWarning(msg))\n"
     ]
    }
   ],
   "source": [
    "RangePush(\"sum_light_signals\")\n",
    "light_inc = light_sim_dat[track_slice][event_mask][itrk:itrk+BATCH_SIZE]\n",
    "selected_track_id = cp.arange(track_slice.start, track_slice.stop)[event_mask][itrk:itrk+BATCH_SIZE]\n",
    "n_light_ticks, light_t_start = light_sim.get_nticks(light_inc)\n",
    "n_light_det = light_inc.shape[-1]\n",
    "light_sample_inc = cp.zeros((n_light_det,n_light_ticks), dtype='f4')\n",
    "light_sample_inc_true_track_id = cp.full((n_light_det, n_light_ticks, light.MAX_MC_TRUTH_IDS), -1, dtype='i8')\n",
    "light_sample_inc_true_photons = cp.zeros((n_light_det, n_light_ticks, light.MAX_MC_TRUTH_IDS), dtype='f8')\n",
    "TPB = (1,64)\n",
    "BPG = (ceil(light_sample_inc.shape[0] / TPB[0]),\n",
    "       ceil(light_sample_inc.shape[1] / TPB[1]))\n",
    "light_sim.sum_light_signals[BPG, TPB](\n",
    "                    selected_tracks, track_light_voxel[track_slice][event_mask][itrk:itrk+BATCH_SIZE], selected_track_id,\n",
    "                    light_inc, lut, light_t_start, light_sample_inc, light_sample_inc_true_track_id,\n",
    "                    light_sample_inc_true_photons)\n",
    "RangePop()\n",
    "if light_sample_inc_true_track_id.shape[-1] > 0 and cp.any(light_sample_inc_true_track_id[...,-1] != -1):\n",
    "                    warnings.warn(f\"Maximum number of true segments ({light.MAX_MC_TRUTH_IDS}) reached in backtracking info, consider increasing MAX_MC_TRUTH_IDS (larndsim/consts/light.py)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c16ce94f-ed40-4f0f-b4b6-a47df2bd0de4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_13721/400889209.py:1: MatplotlibDeprecationWarning: \n",
      "The mpl_toolkits.axes_grid module was deprecated in Matplotlib 2.1 and will be removed two minor releases later. Use mpl_toolkits.axes_grid1 and mpl_toolkits.axisartist, which provide the same functionality instead.\n",
      "  from mpl_toolkits.axes_grid.inset_locator import inset_axes, mark_inset\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x15545c2ffa30>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.axes_grid.inset_locator import inset_axes, mark_inset\n",
    "\n",
    "extent = (light_t_start,light_t_start+LIGHT_TICK_SIZE*light_sample_inc.shape[1],light_sample_inc.shape[0],0)\n",
    "plt.figure(dpi=100)\n",
    "plt.imshow(light_sample_inc.get(), cmap='Reds', \n",
    "           norm=colors.LogNorm(1),\n",
    "           extent=extent,\n",
    "           aspect='auto')\n",
    "plt.ylabel('channel number')\n",
    "plt.xlabel(r'time [$\\mu$s]')\n",
    "plt.colorbar(label='PE/us')\n",
    "plt.title('propogation delay')\n",
    "# plt.xlim(0,1)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax_zoom = inset_axes(ax, width='50%', height=1.5, loc=1)\n",
    "ax_zoom.imshow(light_sample_inc.get(), cmap='Reds', \n",
    "           norm=colors.LogNorm(1),\n",
    "           extent=extent, origin='lower',\n",
    "           aspect='auto')\n",
    "ax_zoom.set_xlim(0, 0.5)\n",
    "ax_zoom.set_ylim(0, light_sample_inc.shape[0])\n",
    "ax_zoom.set_xticks([0,0.5])\n",
    "ax_zoom.set_yticks([])\n",
    "ax_zoom.set_aspect(0.5/light_sample_inc.shape[0])\n",
    "\n",
    "mark_inset(ax, ax_zoom, loc1=2, loc2=4, ec='0.5')\n",
    "\n",
    "plt.axhline(23.5, color='k', lw=1)\n",
    "plt.axhline(47.5, color='k', lw=1)\n",
    "plt.axhline(71.5, color='k', lw=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2403bf7a-c239-4005-b2ac-689252acbe7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "RangePush(\"sim_scintillation\")\n",
    "light_sample_inc_scint = cp.zeros_like(light_sample_inc)\n",
    "light_sample_inc_scint_true_track_id = cp.full_like(light_sample_inc_true_track_id, -1)\n",
    "light_sample_inc_scint_true_photons = cp.zeros_like(light_sample_inc_true_photons)\n",
    "light_sim.calc_scintillation_effect[BPG, TPB](\n",
    "    light_sample_inc, light_sample_inc_true_track_id, light_sample_inc_true_photons, light_sample_inc_scint,\n",
    "    light_sample_inc_scint_true_track_id, light_sample_inc_scint_true_photons)\n",
    "\n",
    "light_sample_inc_disc = cp.zeros_like(light_sample_inc)\n",
    "rng_states = maybe_create_rng_states(int(np.prod(TPB) * np.prod(BPG)), seed=SEED+ievd+itrk, rng_states=rng_states)\n",
    "light_sim.calc_stat_fluctuations[BPG, TPB](light_sample_inc_scint, light_sample_inc_disc, rng_states)\n",
    "RangePop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ad153776-f24c-4b87-a500-7906cc937f04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1554213b2dc0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "extent=(light_t_start,light_t_start+LIGHT_TICK_SIZE*light_sample_inc_scint.shape[1],light_sample_inc_scint.shape[0],0)\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "plt.imshow(light_sample_inc_scint.get(), cmap='Reds', \n",
    "           norm=colors.LogNorm(1),\n",
    "           extent=extent,\n",
    "           aspect='auto')\n",
    "plt.ylabel('channel number')\n",
    "plt.xlabel(r'time [$\\mu$s]')\n",
    "plt.colorbar(label='PE/us')\n",
    "plt.title('scintillation')\n",
    "# plt.xlim(0,2.5)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax_zoom = inset_axes(ax, width='50%', height=1.5, loc=1)\n",
    "ax_zoom.imshow(light_sample_inc_scint.get(), cmap='Reds', \n",
    "           norm=colors.LogNorm(1),\n",
    "           extent=extent, origin='lower',\n",
    "           aspect='auto')\n",
    "ax_zoom.set_xlim(0, 0.5)\n",
    "ax_zoom.set_ylim(0, light_sample_inc_scint.shape[0])\n",
    "ax_zoom.set_xticks([0,0.5])\n",
    "ax_zoom.set_yticks([])\n",
    "ax_zoom.set_aspect(0.5/light_sample_inc_scint.shape[0])\n",
    "\n",
    "mark_inset(ax, ax_zoom, loc1=2, loc2=4, ec='0.5')\n",
    "\n",
    "plt.axhline(23.5, color='k', lw=1)\n",
    "plt.axhline(47.5, color='k', lw=1)\n",
    "plt.axhline(71.5, color='k', lw=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "47997a6f-3a35-4098-abe9-33e483dc705e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAMj0lEQVR4nO3dQYikd17G8e+zE2aFVaNsoodJxknoEHbQw0qTHBZlDooTk95IkCWjF2HYIQvx7CwKexIjeHExEIbNGA+aEMKyTMws8RSyYA6ZCEKyITIOWTJBmMlGBgUhBn8epgfL3q5OdXVVv/X++vuBPtTbXW8/6e565s2v/vWvVBWSpF4+N3QASdLiWe6S1JDlLkkNWe6S1JDlLkkNWe6S1NBtQwcAuOOOO+rYsWNDx5CkUXnrrbc+qqo7t/vcSpT7sWPHuHTp0tAxJGlUkvxo2uccy0hSQ5a7JDVkuUtSQ0sp9yRfSHIpySPLOL8kaWczlXuS80muJXl7y/GTSd5LcjnJ2YlP/RHw4iKDSpJmN+uV+3PAyckDSQ4BTwMPAceBU0mOJ/lN4IfAtQXmlCTtwkxLIavq9STHthx+ALhcVVcAkrwAPAr8NPAFbhb+fyW5WFX/s/WcSc4AZwCOHj0693+AJOkn7WWd+xHgg4nbV4EHq+pJgCR/AHy0XbEDVNU54BzA+vq6m8prJsfOvjJ0hNF4/6mHh46gAS3tRUxV9dyyzi1J2tleyv1D4O6J23dtHptZkg1gY21tbQ8x1JFX6Hs37WfoFf3BsJelkG8C9yW5J8lh4HHgwm5OUFUvV9WZ22+/fQ8xJElbzXTlnuR54ARwR5KrwLeq6tkkTwKvAoeA81X1ztKSqiWv0KXlmHW1zKkpxy8CF+f95o5lpP3nuOZgGHT7AccykrQc7i0jSQ0Nup+7Y5mDw9m6tL8cy0hSQ45lJKkhy12SGnLmLgnY+XkRl0mOjzN3SWrIsYwkNWS5S1JDlrskNTRouSfZSHLuxo0bQ8aQpHZ8QlWSGnIsI0kNWe6S1JDlLkkN+QpVLZS7P0qrwSdUJakhxzKS1JDlLkkNWe6S1JDlLkkNWe6S1JDlLkkNuXGYJDU06IuYqupl4OX19fWvD5lD0s6mvTjNt99bXY5lJKkhy12SGrLcJakhy12SGrLcJakhy12SGrLcJakhy12SGvIVqpLUkO/EJEkNOZaRpIYG3VtG4+SbYEurzyt3SWrIcpekhix3SWrIcpekhix3SWrIcpekhlwKKWluvv3e6vLKXZIastwlqSHLXZIaWni5J/lSkmeSvJTkG4s+vyTps81U7knOJ7mW5O0tx08meS/J5SRnAarq3ap6Avga8JXFR5YkfZZZr9yfA05OHkhyCHgaeAg4DpxKcnzzc18FXgEuLiypJGlmM5V7Vb0OfLzl8APA5aq6UlWfAC8Aj25+/YWqegj4/UWGlSTNZi/r3I8AH0zcvgo8mOQE8BjweXa4ck9yBjgDcPTo0T3EkCRttfAXMVXVa8BrM3zdOeAcwPr6ei06hyQdZHtZLfMhcPfE7bs2j83M91CVpOXYS7m/CdyX5J4kh4HHgQu7OYHvoSpJyzHrUsjngTeA+5NcTXK6qj4FngReBd4FXqyqd5YXVZI0q5lm7lV1asrxi+xhuWOSDWBjbW1t3lNIkrYx6PYDjmUkaTnc8lfSwrkV8PDcOEySGhr0yt2Z+2qbdvUlafU5c5ekhhzLSFJDlrskNTRoubv9gCQthzN3SWrIsYwkNWS5S1JDztwlqSFn7pLUkGMZSWrIcpekhix3SWrIcpekhlwtI0kNuVpGkhpyLCNJDVnuktSQ5S5JDVnuktSQ5S5JDbkUUpIacimkJDXkWEaSGrLcJakhy12SGrLcJakhy12SGrLcJakhy12SGrLcJamh24YOIOngOHb2lamfe/+ph/cxSX9uPyBJDbn9gCQ15FhGO/6vsqRx8glVSWrIcpekhix3SWrIcpekhix3SWrIcpekhix3SWrIcpekhix3SWrIcpekhix3SWpoKXvLJPkd4GHgZ4Fnq+oflvF9tL1pe8W4pap0cMxc7knOA48A16rqlyeOnwT+EjgEfKeqnqqq7wHfS/LzwF8AlvuCudmXpJ3sZizzHHBy8kCSQ8DTwEPAceBUkuMTX/Inm5+XJO2jmcu9ql4HPt5y+AHgclVdqapPgBeAR3PTnwPfr6p/2u58Sc4kuZTk0vXr1+fNL0naxl6fUD0CfDBx++rmsT8EfgP43SRPbHfHqjpXVetVtX7nnXfuMYYkadJSnlCtqm8D317GuTU/5/RaZS4EWKy9Xrl/CNw9cfuuzWMz8T1UJWk59lrubwL3JbknyWHgceDCrHf2PVQlaTlmLvckzwNvAPcnuZrkdFV9CjwJvAq8C7xYVe8sJ6okaVYzz9yr6tSU4xeBi/N88yQbwMba2to8d5ckTTHo9gOOZSRpOdxbRpIaGrTcXS0jScuxlHXus6qql4GX19fXvz5kjlXm2nRJ83AsI0kNWe6S1JAzd0lqyKWQktSQYxlJashyl6SGBl0Kqf/jkkdJizRoubu3jKTP4j7v8/EJVUlqyLHMPnP8Imk/+ISqJDVkuUtSQ5a7JDXk9gOS1JCrZSSpIVfLLImrYiQNyZm7JDVkuUtSQ5a7JDVkuUtSQy6FlKSGXAopSQ05lpGkhix3SWrIcpekhix3SWrIcpekhix3SWrIcpekhix3SWpo0C1/k2wAG2tra0PGmJvb+kpaVb5CVZIaciwjSQ1Z7pLUkOUuSQ1Z7pLUkG+QLWmUpq1We/+ph/c5yWryyl2SGjqQV+7+iy+pu9GXu0UtST/JsYwkNWS5S1JDlrskNWS5S1JDCy/3JPcmeTbJS4s+tyRpNjOVe5LzSa4leXvL8ZNJ3ktyOclZgKq6UlWnlxFWkjSbWa/cnwNOTh5Icgh4GngIOA6cSnJ8oekkSXOZqdyr6nXg4y2HHwAub16pfwK8ADy64HySpDnsZeZ+BPhg4vZV4EiSLyZ5Bvhykm9Ou3OSM0kuJbl0/fr1PcSQJG218FeoVtWPgSdm+LpzwDmA9fX1WnQOSTrI9nLl/iFw98TtuzaPzSzJRpJzN27c2EMMSdJWeyn3N4H7ktyT5DDwOHBhNyfwPVQlaTlmXQr5PPAGcH+Sq0lOV9WnwJPAq8C7wItV9c7yokqSZjXTzL2qTk05fhG4OO83T7IBbKytrc17CknSNgbdfsCxjCQth3vLSFJDlrskNTToOzGNZeY+7d2eJGlVOXOXpIYcy0hSQ5a7JDXkzH2Cs3Vp/KY9jt9/6uF9TjIsZ+6S1JBjGUlqyHKXpIYGLXe3/JWk5XDmLkkNOZaRpIYsd0lqyHKXpIYsd0lqqO0rVH21qaRJO3VCx1evulpGkhpyLCNJDVnuktSQ5S5JDVnuktSQ5S5JDblxmCQ15FJISWrIsYwkNZSqGjoDSa4DPxo6xxZ3AB8NHWJGY8oK48o7pqwwrrxjygqrmfeXqurO7T6xEuW+ipJcqqr1oXPMYkxZYVx5x5QVxpV3TFlhfHkdy0hSQ5a7JDVkuU93bugAuzCmrDCuvGPKCuPKO6asMLK8ztwlqSGv3CWpIctdkhqy3CWpIct9Dkl+LckzSb6T5B+HzrOTJCeS/GAz74mh83yWJF/azPpSkm8MnWcnSe5N8mySl4bOMs0YMt4ypt89rP5j68CVe5LzSa4leXvL8ZNJ3ktyOcnZnc5RVT+oqieAvwf+ZpWzAgX8J/BTwNVlZd3MtYif7bubP9uvAV9Z8axXqur0sjJOs5vsQ2WcyLSbrPvyu19UXvbxsTWXqjpQH8CvA78KvD1x7BDwr8C9wGHgn4HjwK9ws8AnP35h4n4vAj+zylmBz23e7xeBvx3Dzxb4KvB94PdWPevm/V5a1b/hoTLOm3U/fvcL/LvYt8fWPB+3ccBU1etJjm05/ABwuaquACR5AXi0qv4MeGS78yQ5Ctyoqv9Y9ayb/h34/FKCblpU3qq6AFxI8grwd6ucdQi7yQ78cJ/j/T+7zbofv/ud7PLv4tbPdumPrXkcuHKf4gjwwcTtq8CDn3Gf08BfLy3RdLvKmuQx4LeAnwP+aqnJtrfbvCeAx7j5YLm4zGDb2G3WLwJ/Cnw5yTc3/xEYyrbZVyzjLdOynmC43/1OpuUd+rG1I8t9TlX1raEzzKKqvgt8d+gcs6qq14DXBo4xk6r6MfDE0Dl2MoaMt4zpdw+r/9g6cE+oTvEhcPfE7bs2j62iMWWFceUdU9atxpR9TFlhfHkBy/2WN4H7ktyT5DDwOHBh4EzTjCkrjCvvmLJuNabsY8oK48t709DP6O73B/A88G/Af3NzdnZ68/hvA//CzWfF/3jonGPLOra8Y8o65uxjyjrGvDt9uHGYJDXkWEaSGrLcJakhy12SGrLcJakhy12SGrLcJakhy12SGrLcJakhy12SGvpfEUFA/W0aE8YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(light_sample_inc_scint.get().ravel(), bins=np.geomspace(1e-8,1e6))\n",
    "plt.yscale('log')\n",
    "plt.xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e8c1460b-7f47-480f-a636-d4ff9702acb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x155420fe2d60>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "plt.imshow(light_sample_inc_disc.get(), cmap='Reds', \n",
    "           norm=colors.LogNorm(1),\n",
    "           extent=(light_t_start,light_t_start+LIGHT_TICK_SIZE*light_sample_inc_disc.shape[1],light_sample_inc_disc.shape[0],0),\n",
    "           aspect='auto')\n",
    "plt.ylabel('channel number')\n",
    "plt.xlabel(r'time [$\\mu$s]')\n",
    "plt.colorbar(label='PE/us')\n",
    "plt.title('poisson statistics')\n",
    "# plt.xlim(0,2.5)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax_zoom = inset_axes(ax, width='50%', height=1.5, loc=1)\n",
    "ax_zoom.imshow(light_sample_inc_disc.get(), cmap='Reds', \n",
    "           norm=colors.LogNorm(1),\n",
    "           extent=extent, origin='lower',\n",
    "           aspect='auto')\n",
    "ax_zoom.set_xlim(0, 0.5)\n",
    "ax_zoom.set_ylim(0, light_sample_inc_disc.shape[0])\n",
    "ax_zoom.set_xticks([0,0.5])\n",
    "ax_zoom.set_yticks([])\n",
    "ax_zoom.set_aspect(0.5/light_sample_inc_disc.shape[0])\n",
    "\n",
    "mark_inset(ax, ax_zoom, loc1=2, loc2=4, ec='0.5')\n",
    "\n",
    "plt.axhline(23.5, color='k', lw=1)\n",
    "plt.axhline(47.5, color='k', lw=1)\n",
    "plt.axhline(71.5, color='k', lw=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c599b61d-9ff1-4f2f-901e-e37311eeb8ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/homes/p/pmadigan/.conda/envs/larnd-sim-cori/lib/python3.9/site-packages/cupy/fft/_fft.py:152: UserWarning: cuFFT plan cache is disabled on CUDA 11.1 due to a known bug, so performance may be degraded. The bug is fixed on CUDA 11.2+.\n",
      "  cache = get_plan_cache()\n"
     ]
    }
   ],
   "source": [
    "RangePush(\"sim_light_det_response\")\n",
    "light_response = cp.zeros_like(light_sample_inc)\n",
    "light_response_true_track_id = cp.full_like(light_sample_inc_true_track_id, -1)\n",
    "light_response_true_photons = cp.zeros_like(light_sample_inc_true_photons)\n",
    "light_sim.calc_light_detector_response[BPG, TPB](\n",
    "    light_sample_inc_disc, light_sample_inc_scint_true_track_id, light_sample_inc_scint_true_photons,\n",
    "    light_response, light_response_true_track_id, light_response_true_photons)\n",
    "light_response += light_sim.gen_light_detector_noise(light_response.shape, light_noise)\n",
    "RangePop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8949dac5-d829-4302-b1be-3926e445a844",
   "metadata": {},
   "outputs": [],
   "source": [
    "trigger_idx = light_sim.get_triggers(light_response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f95152b4-3977-42be-8bf1-aaa9e92bed2e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "digit_samples = ceil((LIGHT_TRIG_WINDOW[1]+LIGHT_TRIG_WINDOW[0])/LIGHT_DIGIT_SAMPLE_SPACING)\n",
    "TPB = (1,1,64)\n",
    "BPG = (ceil(trigger_idx.shape[0] / TPB[0]),\n",
    "       ceil(light_response.shape[0] / TPB[1]),\n",
    "       ceil(digit_samples / TPB[2]))\n",
    "light_digit_signal, light_digit_signal_true_track_id, light_digit_signal_true_photons = light_sim.sim_triggers(\n",
    "                    BPG, TPB, light_response, light_response_true_track_id, light_response_true_photons, trigger_idx,\n",
    "                    digit_samples, light_noise)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "57ca8bf2-d3e8-4d36-986d-0a478909c942",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x155420419d90>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "extent = (light_t_start,light_t_start+LIGHT_TICK_SIZE*light_response.shape[1],light_response.shape[0],0)\n",
    "plt.figure(dpi=100)\n",
    "plt.imshow(light_response.get(), cmap='RdBu_r', \n",
    "           norm=colors.CenteredNorm(),\n",
    "           extent=extent,\n",
    "           aspect='auto')\n",
    "for itrig in trigger_idx.get():\n",
    "    plt.axvline(itrig * LIGHT_TICK_SIZE + light_t_start, color='k', ls='--', lw=0.5)\n",
    "plt.ylabel('channel number')\n",
    "plt.xlabel(r'time [$\\mu$s]')\n",
    "plt.colorbar(label='ADC')\n",
    "plt.title('detector response')\n",
    "plt.legend(['trigger'], loc='lower right')\n",
    "# plt.xlim(0,3)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax_zoom = inset_axes(ax, width='50%', height=1.5, loc=1)\n",
    "ax_zoom.imshow(light_response.get(), cmap='RdBu_r', \n",
    "           norm=colors.CenteredNorm(),\n",
    "           extent=extent, origin='lower',\n",
    "           aspect='auto')\n",
    "for itrig in trigger_idx.get():\n",
    "    ax_zoom.axvline(itrig * LIGHT_TICK_SIZE + light_t_start, color='k', ls='--', lw=0.5)\n",
    "ax_zoom.set_xlim(0, 0.5)\n",
    "ax_zoom.set_ylim(0, light_response.shape[0])\n",
    "ax_zoom.set_xticks([0,0.5])\n",
    "ax_zoom.set_yticks([])\n",
    "ax_zoom.set_aspect(0.5/light_response.shape[0])\n",
    "\n",
    "mark_inset(ax, ax_zoom, loc1=2, loc2=4, ec='0.5')\n",
    "\n",
    "plt.axhline(23.5, color='k', lw=1)\n",
    "plt.axhline(47.5, color='k', lw=1)\n",
    "plt.axhline(71.5, color='k', lw=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "93eedc13-92a4-428c-b4af-49e7948f10bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ab9uptGuX2locm7cdZ6W2t5KgBQsWHA4skhQFdwKbKkXRh1iVsCWpzKw8S8d8z8i7NpGPubwWVWbqAK4pqKnINCwJD3zQg9Iu2qoRBKt0PorK3mxW4xF/RXsWXUZJYrHJsyBK9iZW4jLGVK2jpikxrwJNg6dm3QT2o14qSno2IEWZnMV+dTEz0++nOJ123XyydOoHUTlP8fbbNhZ1z+HC0ZOklA5EG0tT+tTil/KYkm+pjLGyDdY6VK6Qt80m/Y70lNQJmpYSjV6YPUxsygKrGQb5qtM/8pGP7D16YvxVx1ix+nSMvRh2YhX+73WMXfVJabr+49lSMKZJAWxbEADiLnz0bxM/UxMW4E3spcO4xjC2UFjPJql3KW/vHa0Ly2zOQaY2rOks7G8n7qjmZtTV3Q/zPrOyj4medPbZOOuss2pR+vynFjhWaauiKn2Pv4VH8MbDtiGGs3M/C7aDo8ekFOCpcQ5aF7oOSuqcTYwZK7J3F0gnbKzskqrMC6+VoXfwuv7rqLe8ebhk+6DT2CnTMiR20a7ltx+czDlynfYWzJF+jLkcl1AaI2PPLguQ/soM3OEOd8SjHvWoLNzDox/9aPzvN75xe8QcdNoNIzAdc0+cPdlUX36xqHtGwOhVEaOoHYomz5Tfvz4DIOvjBY+jyXSoPPWuVxgNLXLXtOjyJ08ZhXtapBxv120ZnjHX2NKBXJaRHFv8GwrqHhvWgdCCE8PREgUDPnAitDEi6ZS+Up7UX8iqnSMDE0f3mfTYnK+T1CeV9zV2mJ4O2+/hYutKZ2yZc1VUQN+fxmivbT4YCG08VdQ/wzV5ToS5KpTJgh8Aq9UKVzr9dFxJ3QhfL3sCMVMIdnREq9UKRBTGltWnwpHaUbMddbnB4oJ8uHB0JClaRWK/6zgGHff3pujPWnw/NVgpsfaK8/xlENqyOhPPlu1O4k5dSrr3bqROKf+p6i5VXlFFEfPLxez9J4l2lcrDy0P+j6mMBF/+0pddY0oiQoMwIFoi7DSEY+rTxnl0p8l3UKQ+pTbwvmv1ht3J2/dt+4tVI+nwkspEwmuSrik6/5Iaboon0hwJkmVS7cfSO0cN5dFunxc1HCXVxtSwwrMxRmOMD3jgAx+Av/mbv8azn/1s7Oy02Nlp8ZKXvBg7Oy3e8IY34Na3/hacdtppePOb/xZnn/0knHXWWakqu7t7+Nmf/Vlc9apXxdWudjU87nGPw/3vf3/c/e53T/lfdNEXcd/73henn346rnnNa+JZz3wm7njHILmRfC699FL8wi/8Aq597Wvj9NNPx21uc1v8n//zV+n5i1/8Ylz1qlfFn/7pn+JmN7sZTjvtNHz84x/vKyGVPMlSleXunsOFo8Ok1LCGncpckb1diHR4Kc6cIgiYzDgw6vToBXAbsNmuK8L38pL8PNoJwKte+Qo33AMZJmTOYJnadnPaumToO5uWQh8ptkPl2eyyK/nX1H9Typ8Sv0ZOYhhP0hq5n3Kf+cxn4Ta3uS1+4id+Ap/4xCfxiU98Ete61rUBAE984hPwtKf9Kt73vn/GLW5xi0Hac845B694xSvwghe8AG9+85tx0UUX4U/+5E+yOD//84/G3//93+N1r3sdzj//fLz5b/8W73znO7M4j3jEI/DWt74Vr3jFK/Dud78bP/zDP4y73vX78KEPfSjF+dKXvoRzznkGfvd3fw/vec97cbWrffWkxqjNWZtGQ/PtUQ6rZ+PlAUdb3TPibWPVJfbZ2sWq71q07blQWnh6+X15JRlaqqoX6xk05bK2giqCMaK+Mue3DB4XkumdNVBWYRSlRgAaNUGKhISZ3WfecfqSpuTNY2ma69FEyCdG7UkkRdp3qZm6uWrDqdD0sQmbitqYs2XVGBFS30t0SJgYW6duTkPJxStf+Uq86lWvAgC87GUvwxOf+ER87GMfw81udjM87GEPw0Mf+lAAwIMe9BPY29vFS17yEgDAC17wApxzzjn44Ac/iOtf//p44hOfiAc84AEAgPve9764whWugN/7vd8DADz3uefh+c//PfzTP/0T7nnPe+Je97pXqMOElfnKV74yjh8/jitc4Qo488wzAQAf+MAHAABnn3027nznOxfTnnfec/HYxz4OP/RDdwcR8OxnPwdveMMb0vOLLvoiXvrSl+JlL3sZ7njHO4EIeOELX4hrXetaKc7HP/5xvPjFL8ZHPvJRfM3XfA2AYPty/vnn48UvfjGe9rSnAQhXDjz3uc/FN37jN/rESOMTZcz7wgQcXRwdJkWkDLVDzhwV0GBsNDvjEgtlfyJ5yO7XMihyaR2Q21oA/USsF54kMdHlGJrBHTgejCYTdkPI6q8XMb3A2Qlbx9O0WzuIjqMeV9FmF8zSoW6DNnbsdjy7DS8vqT/FfDLmr9vD83/3ecltWE+AwoSsOgarFUpsVZiBjvtnRIFhkWd9u/ThiM+0FNvc8DRYbD3Jg3dIGZnn8o7l/cm71P3H5qE9obQOvhau+6bNU0vzqNlxbUqy/qtRYkpVf8rKUXE9l2L93WPc7NgC8v4P9GYSzMA973mvxDQAwLOf/eyQJsb/kz/5k96IFYy73/0e6b2fc845WR953etyKcX3fd9d0/cnPenJPYPERdY/r++AAWeQSvfN3/zNnskHAODCCy/EBRdcgG/5lm9JRbZti7POOgtd14EZ+PCHP4zd3V18y7fcOsU544wr40Y3ulHK573vfQ9WqxVufONvyPK/9NJL8ZVfeVUwGAzg+PHjA2mO5+rP3KsyQ532tzGcg8UF+XDh6DApHjymZYz5GLPHGNml6glbduFhgQydfLBj4C5nCAq2Jh5kcZ9jBCb0eWmyRR3+glpKo+ks7fZLZU01yBxkFdtO//71p5+Dp59zTsYgJjUKS9l97naykmcNwionzEugNY8rzxqQf7HcmvOaZVTTb3Nir2eM2lLe7iUmNHs3Ku/JfUmNrdI7LMEyDyk/OMyLfcc6SSV/nXaoDvNTeqem2u8cS2UwwDRgILaJUllXvOIVZ+XDxZYr478uvhht2+Jt//APaNtgRiqM0pWudKUU77TTTqv2+7xNOc2RHQ7Og2YxnD1cODo2KR4zMsdrR+/0vGcVy3MtctY6TLF1aKNhpnd78ZT7cdjEAwqLwoT6lgwQS261czGqBlALW8lA0mKya2qzgw9/+MPpZweo81GipAS57juTosAs5KZeHXOSlnjrnA1nZtcwW8qR79ZYNb1v531a41IdntHC/nf9OzFviknWfcC1pXHGQjVO/LB6ZsuS8E2K/KUNGfm47BmYULpW/VgmQIen7zEHMoypx0AozUb28c4LmYJjx45htVpNT4CgJrr61a+Od7zjHSmsW3V417velX5//dd/HY4dO4Z3vOPtKezCCy/Ev/7rv6bft/ymW2K1WuFzn/0sbnD9G+AG178Brn/96+MGN7g+zjzzzEyyQxO5c88ofVt2chrLOSmHC0dHkkLNUFVTs0eJKpMsfUmCUmJg5LH6nonPYcTk1uVUfU/JCsxIYHr0ThODeCW3XsmDkO+wJZuVWrSEfi36z/Iz9Hl2EeQ8K70LW4aWxgx2+3C+A2jSbrnBDW54w0xyIsyHJ9VhAHvOrCgMSQPKpC5wwkW6IrvwPH4Qxei4Iu7O1UW5lE3aPlP9xPYTSYmGlUx4UjD9vjktkJSpjETiZyUj8jv1HTQAO30Xg27pSn4yO4TSZZv6hOduD2h2kkqAVdzSoqbbRDMnpcWmxCx4jEi2CFv7poxL9XLkwU/Pc8xjgq973evibW/7B3zsox/Dla50JXRdl+J68SXbhz3s4Xj6038d17/+1+NGN/oGnHfec/GFL3whMgjA6aefjvvd73547GMfi6te9ar46q/+apx99tlomibFueENb4h73/veeMADHoBnPOMZuOUtb4nPfe5z+Mu//Evc/OY3x13vetehYXSlTckw2wfBnAgWdc/hwtGRpOwHysZkXyceGjfblpDcbNHtuUxQNjidsmXXbe1dPIwNdG+R1jvmpJ4aKacEghG1T03Icgg93DYY5OO0ozBbj3zUzylpAMcTZ4VhmfaBSt9/R5avW40BY9BLccJHTrJFf5JtDBepi3xWPG/itm3kGfxa5kVLeqzkRUTxEkfCtW2T/q3TdjyMq59l5WQEOmNPvevEJ5cawUDKS/3KPeGZ/e82TukTIpj0XPnkXwO3N+1FP/rRj0bbtrj5zW+GM8+8Ov793z8+ngjAYx/7GNzznvfE/e9/f3z7t98OV7rSlXCXu9wFp556aqrHb/7Gb+A2t7kNfuAHfgB3uctdcLvb3Q43vvGNceoppwDMyZj2vvf9cfzCL/wCbnzjG+Me97gH3v72t+M617725DpoTJaQbhgt1pCknAQ6jwrIm6wuTyCiMwBceMFnPoMzzjijLknRBrPdXpCkWLF6t5en9TxeZJdXOqxNouvwbm8o+oYxSrRp0KsEZGctO0S9M9aSi8Fi5ZShwy0tLfk75KIRrMovPTftP9YDvbrrOg7qpReaeO6MxL/nj/4wXv2aP0LHwIlVF55xlIAoo9iUFQ93fKV21LSGeHmsJCVx3CslrZamSJoGiIdeDY1nS6o5Dyv1/mwc/V41Q6p38ZmRt/ru9Z1U5/jfs0vRBtulfqPrZyVCmuEteZF5Zeo+ZPO69NJL8clPfhLXve51ceppp+UdwOsMEj4FJevVPDObqE9bKHKd40UGxrYZL9bhpje9KX74h38ET3nKk/POGHHxxRfj2te+Np7xjGfgQQ98YHqWNZFJZ+krCSsuueQSfPSjwUvo2PFTsvFx0UUX4WuucSYAXJmZL5pe43HIWvH8q94QV2jmsR1f6lZ48Of/dSt0HXUcHXWPQDMR3rMYnhgUJUbO7Fg8JkUtutYrxVtMMi+Kpn8VOo01akwql0hnU1CTVD1CjD2O9cwIVdnJRN96IfEWHlkAJ8PQUJMKeHWxi1vOmDVVV9YkCdDkoL9YkDgPp/Q+QoYdxI6hL2DFnDEZKb2Z3wPTMWSGgJ4ZCeX2TEKr+oCnsrMqE/1eSq7tllnRURoCrJwrqF40x0BuG2sDXTtmPC+clvz7luT5buer+XR+FNVLHmoMkKY5G2d21ZeVt8YN1F66F0+t5jnDUec4vOCigAe5l08JH/3ox/C///cbcfvbfwdOnLgU5513Hj7ykY/03kxEeNc734kPfPCDuPWtb40LL7wQT3nKUwAAP/iDP5jVc1DlCQyKx/sxA3vdcIG6fG+pF3g4ekyKoMaoqO8yKaYF2GFKNLRkQsNbhLWHyZT13cvD7i7ZhGUMirXbUC7SA3G3aRuy7rwqfxGby8Jnd6ryu2OgxfiBcxY1I0+70Oo29Raoe9/nvnn6KNnwbCOkvIGkgAOjopkyzaDoXqHNGCW8ixtqzZRIuantRKqDIWMm4bYdNL1jHjXaXdmrZ4m5sXloRkTTNuhTnqGvciGWulkGRHu+yW+B0N82+fixbWT7gdcvrLGwu2rOsVMoLM79YzLmKYGh6PmbOjOzX+jqNE2Dl7zkpXjMYx4DZsZNb3oznH/+G3HjG984S3Puuefigx/8II4fP46zzjoLf/3Xf42v+qqvGi1nHdrCf3bH37axlnfPQRJ4xHBkmBRGQVQ8FyXmRuWr1S41jwQGkiFiKZ5d8GtxqmFTTxmdedCX3bGLe3KJLm1kfJC7Inkvx48fy8OjZGNlZlPL/A3STOhAY6yYHA6XqVTkmSMJ8RjgKbZIAs9Dqtbv1vGmcZmjyKBMyW5MbSgH6On/6yxks/teybVnDWipWmJKDPVzeaL94NrXvjbe/OY3D2jSuOVZZ+Htb3/78EENRGs0tE4+bICDaJK1DGcP0tf8iOHIMCkWQayrJk7jXUPxOZB7rqw4qFgyyYSxgaCYF5l8bbwdahQXovKyaqV4nkPrMRAljyMJEzXSBKlR8ZnOVn2fs0Bm6eOilRlpmnw1vF1KjRGSnbW3cL3kRS/CXb/vrmAiUMdRtTGUAvX2JEM1jpevfq5djcXWhTlIULI6cJC0EBgNotcO0UBaoO1AQv6UtYFepMcYi5qNh6hoisyZpt17HvtYK1IVamAP/cvIM31MS3GAaNTqTP7yfpmo2Ieo8N1TvxaZtor7yah9ReQyimuXel6VNhhViqvuKah1SvJZj9/Smi1L5n6RVJeZRMwvh8y7sP16k27oJSySlMOFI8OkiErCc3O0k2+nGRHzTJ5np6ty17ss6+/A4HuWX5M3P4lRbtcBTTPMr3Fel5zwaZkQyaOgvhlIhEbUWFnWjvSEnGeltN68Z71KNJjq4nwNPalljGT8Ls86DovdKjIqbGZu+WldC/v8/QoKs+F5+HjePVIhFlURO6fYxhpz7HcDZiVKFMaMaKdK3MhjqgcJHdWN6U+eatDG8VQ8A/d/KYI5Y0Cl7626/DDEEoMCDBk7D8xA1/F6C/QUbyCDIvOhpCnaLGY/jENNi2WZHf17zgFvY2lsvpZ5kf590rx7FknKocKRYVI0PLsG77p7LnyfBM0EOCoidxL2XJyVp9BUMDUgq2yYkn6CKguYpi4A6jty+2zr5yHERVSOM+/LHZ514iGJ6LdBm0FtN2vOXe3jwGfCZyOOAy1JdBnc0u/9uOhj2L66f60UMyOMirar2cQue2dnBwDjy1/+Ujgd9XKMgTToJLAEXplf/vKXADCO7YTl6SCkJxoNUXETUkuzYDs4ckyKNT70vBtsHBtfJsdWDoejKLHQLrVxwU/hnouksxsN8R2JCzWR+YC7aCRvJPktUhe90JQWkDEpikrXOjtkYOhR4qE22Ug7E4CVM3FJkW2lnLHyAeB3nvc8nP2kJw8dPU0aWQjlwL38mSNaF+bAKVO7N3vQB75ZlZAHzajInUNSeU89UjK81VIFYMg49kzphNOMQ0w0TZPFGdioOCqegR2KUrPqQwN3GsokmITQH6EMZ+3GomQQXULbtjj99NPxuc99DgBw2mlXcNvUw6x1yhidlA1s/aRjNIzx3dbN3VO3bPN0Cq985sAcfu5zn8MZp5+OtiHwsvYfeRwZJsW68gpkIlsx514ZUR8u4mQrTucYJ6mFFIPSRb1QE3XyWbgtPKcynOJoz3KxXkZWShP/S5ww+EXFFB679iw6vUXhBFdZGMbmr9LiUDwMj/NL6XR7WdH8OkyQ4P3vf7+zeA1lO9omJbkec/5dx2uA4nH4Nq1Ob59756hkdIHUQtSrhnZTmqAS6ePnaiHdr4HeGwoAdrlPo5FsQNx6DdVzUv7o69AeZgVpoTAxiTnvusFz3bc9T6/0DPmFjq46CkgeK5/97GertbAMwRyGYg4zMSXPvrv2zM9a56YUjG2sIe9cBsa12fEiMOP006+Er/rKqybVo5USbhvUEmhmYVMZ2QXzcWSYlHVRmshOFpIo/oDS9RnkTJGXl+yavWfrlu21t10wJ+Ud6b7Oda6TgnIX0ByJaVC/PYxJSU4GxjxDrFvvplG191DfyfyHebbFjbyLZF9FhKtd7Wq4yldcFau9vcQI6jbVEqCatKYkdRpzEV8nv8TI0fDmcKA+ZlwbLiDLS3stWtsynZ8Nt3UolQMAO22TLijcqiingqYlNDMn+v3OAUT0OAC/BuC3mPmRMexUAL8J4J4ATgFwPoCfZuYLVLrrAPgdAHcA8F8AXgLg8cy8p+J8J4BzAdwUwL8DeCozv3hfBB8gjgyTIgPWm/wakkmo33HqZ3oHxiadh6nh+kCy3KvAV78U40gQ8snPenIM0qmJIjExnqGt/V44sTd4IIXv7sm0tTMzaHixnDu5TYU1Co6/f+XsJ4XHHO7M8U6c7b8HSjp9uhuGd/0E9+Vg21JWmZSlKFl8ArTJtj0Jt2RZpPPPzm9R3kLSIlpVVIPdHer+39crjA99Qm1NWqEXt1Ybp5v+4FLmSf2i+nHIZPp1KOaNIc1N26Jp20lqRJ2+VBapMFFbTlmGdTpNn6apVLZ+T9p+x2NSvLJ0eXYOLJ3b49XZzksDwQryIwzIhFtatoq2ATXzjmLIToCcCSL6FgA/BeA95tEzAdwVwI8AuBDAcwH8MYDbxXQtgNcD+AyAbwNwDQAvBbAL4AkxzvVinOcBuA+AOwH4fSL6NDOfvzbRB4gjw6QI7A5GBoMWaWuROKGf9Ku7H+t2DGQqIBueL3sOZp5XkvT08XAsd7dSQYpvPJYAZEa+yQMJGHgnuXk6NGZB8NvUO/vCY/JS2ODOlaE6DAAe9MAH4JWv/qN0X85ex1hJ1DjRhPVWFt2+bFJEyIFuKX7DStWGlDbceN0zPx50eAOkSgfbk/6AOHtEvYZmYKw6J6MTwe5FvIhSmcgZoJJtS4kB3issgHaxC0xhbNuGigtWUZKi+qLe0XtqJ6nHVGNiKyHQBwOWvACBsiq5VEbKe0J8rWpeqQqIXZIwHvZQQI0aI5Pyc4jRzEIJ3nMvzLarVxag6oOh/duBMCgI/ZJm+hSva3RMRFcC8HIADwbwiyr8ygAeBODezPyXMewBAP6FiG7DzG8FcBcANwHwXVG68m4i+iUATyeis5n5BICHAPgIMz86Zv0vRPTtAB6FIJk59Ji5El4+UFIhzE0zFXOTsvMh9aknLrgcm/zd39r2ZAqDM8eTw55oOxPbcEcMEhSgA6MDR+O9/rcOW3XxXSjJS59Hz6B0UULTcUy7YZpL8AZytqgeFCEG4vrvQTMF+gP4fdR+xhgUDS0lKX0s3WP10hcsjn1q+UxJN1DdKOYzD+dJ5Y6htHnQQZtWfWu6dV84aDQtrfWJOJ2IzlCfU0aKOw/A65n5TSb8VgCOAUjhzPwBAB8HcNsYdFsA79XqHwTG4wwE1Y7EsXmfr/I49DgykpSGpg0qQm74V9qV6PiTMVc6oqB3l26ZMw9jYyAZ9ab8xFsJjpREpEKls1XMbyknE+cXGBTdpmLToqVXWRHqf8a4lA7NM/T+8I/8qFL1xE/X3zQMALtmdu53ooS28SUWpNL0d/PEW4QJyYMhk5oYaUXb8HAxQpAke15GQJ9fkCpJv+3P+PCMecWLSMJXGEKfzWKlNECuOpBygCChEe8s71C65I0UiR4zOGTkHj72WaLXHIKX0cZ+22kJi5WGpGeqZJv7HGNJKWOK6igbD7F8UasBoV1b6su39bYG/iXvrSnQaayaSaurJa6VgOlnY/DU01NtdzYJauare6h/B58wj54E4Gw3DdE9AZwF4Fucx2cCOMHM/2nCL4jPJM4FznNMiHMGEZ3GzF/2aDtMODJMikAmC6/zT90ZTIqmF0y1eK/YH4x6ovS+k4lfOjuFnTQaXp2ziUQYlxKTUwiXyUlPiFZVU8rT0jMJ7Jh+ls6TUeFXvepV0SG8h1UXPnsd48SKsdcxdrsOX9rt0MWKrJjRUjCkE9VNS4RjbThLoW36aw0o2i61Sj/dNpTZiOjLAIIKR71rj1tI7UJJHTV8JqqUcDCdXRHcJuXh12wB5T5M90VdN8/OhgunjREBHAuQZIH5KLLdIT9l6+IhG0tEg/jyW5/cOwY9frwxuQ7Es0oR248Vzpk1W8yAFuSehnokUGJUY97Iz5exqKnJbBx967VVV9X4iMGGxYGdK6RcO1efbMeFCbgWgC+q35d6kYjo2gB+C8CdmfmSgyDssoojx6SMoTQGBoNw5gFrbh5rpl13nI6Vb3dKuhy7kFl4TF9p+anVZe16WkmKSIK0DQ01+N3ffR5uf8c79WFRmiIMyqV7HS7dW4VTYzt2mZRjbYMV58zKThOYCFaUEyHOtP3CrNeDjhgN58fulSbhjhml22+094n3fmqqMivWt2oEa3vDagHxepRnd6Ndq+W7rtOU00xLC+l+dtlkvtu20OFwnu0HU/OyGxrGuOrTHXMzPbr0vUg2bAokXav6y2Xl6HijvpmWpm/bLzLzRROS3ArAVwN4p2rTFsDtiejhAL4bwHEiuoqRplwdwVAW8f+tTb5XV8/k/9WdOBddFqQowMKkDKC5fk98mWCNYkswjExJfTR7AjTle3TYML0b88q0tFTrb9JJ3pJWi2s1PRaj7Tc1rngMmUPtrOEsoOxK0KseOuZ0BEfy7Aky9sSIAMCxtol3exCaBkma0koxytAVCAup9tjp1vACqC5IlMiMtPvp5WRda8RrpQVasgNEA00lxpOvvTpu2tuzXksanhJwU8Zy1jhYw0oCtFRBSysOWt0wpzhhWqbkU5KkjEmpanFKsMxVicbafOThIN4FtQdiOPsXAG5uwl4E4AMAno7gKryL4I3zWgAgohsBuA6At8T4bwHwRCL6amb+bAy7M4CLALxfxfk+U86dVR6HHkeOSdGDojRwyPmv1SheXM9t2EoFrGRC74gsXVbUaSfMKRb7fWHKINa4NJM8V+6gNu/SLjOjOx68NGazo3elJZuSkmg9Y8YqLszU7GTfNZ7+jN9M31cdklFssk9J7RsXqSZIToCwMB9rGoi6+tSdcLMPRaYleQIBmb2KXpyn3QVchl0rUhnqnemj/rOLEZF/1+iinYOkSeUhd4HWsPYqgM9wWNpZtXEJ3vH/1u6ktLP3bDU6BHsZDa1+ke/atkbbgIyVIfRaD6zS4q7zrDEANTXTFDVK2jTQcBmtMTg6X29M12xFvCxra36pHFsGY3/S6KkITMpMm5TRO89zMPMXAbwvy4PoYgD/wczvi79fAOBcIvo8AuPxHABviZ49APBGBGbkD4joMQj2J08FcB4zi5rpeQAeTkTnAHghgDsC+FEE1+bLBI6Udw9N/OwXejANjNY8V9loXzGnfE8sbeHmpbxsBs8NLVNRipsYoBmeRn6kPA9G3sY6D+3xodte4rzqFS9P3jdZ/K6XLsgFY/0HONYEaUrT9M+FQQl2KGEwJXdeCs9k/SEqf6agtqBP6Tuem7FXhi3HntGiP33dKH1sHPvxIJIt/ZmKMa+eOfmJ2kxUXOK9M7Xs9fzWHDp48945Y8xIbR4shU+1DxllhPZ539OmsU/vnk3iUQD+DEGS8jcIqpt7yENmXgG4G4Lt+1sAvAzhnJRfVnE+gsCQ3BnAPwF4NICfuKyckQIcIUnK3C7kqRa0B0AtvyRc8PKc4BGjyyLzXT8vMSaj7rpWVeWoROZA6rXunOq2SyGeBjlh1sjQPn/nO9/Z58ec7CFEitJF2xSTK7Sxv9yv01A4gp45ePAkuggg7hdlsT2xKElF1umrGvZQOfHmAXxvH52uxAzpPIp0aM+dDSCz1SmEA7mEpENQ7PcGtNPLazBeRw/eibRW4mPj6zJH83ekKZoJKalxvDxs1P0YBFvvnnUwdexLeQcBojWOxV+n4xgw83ea35cAeFj8lNJ8DEN1jo3zVwBuuW8CTxKODJOSndNR8LwBkH6TSesOJG8H4Nig1HY0ViWkw2SXQYre7LI3fSaKPnDNuvsWTvO0E1cqt3BktSfitRPlwPjWuVBuuKhW1HCFXRaZ/9l3deeHpfPMM88ETPjuqsNux9hddeiYsWv8a1fcJT/dYw0lQ1oASbIiZq2i+kHTuwG3DWGlqBH7DL2w1eZEzThYBkPbjPiTeFysHbGTF31VkRy0qrXFiSf8z9Pon56KKNA6LGdM/QPmYf2Zo3t2n3YFHiz+1oVaq2L095zByempMR5SN122p2KyvVnqVVqmRY3kGb32TOGQTtcWh2gwJvZzRUKJSSobf/vhNbuUnNnm7EC7BUcDR4tJ0f9lIXduIq7eBDzG9Y94/XhnDch3wWAhNxf8ZbsXbxGfID71xvp+d1Ve2FQp6FTR9CiNTt113s/4zXP78Ph/xYyu48Sg2IV6pZiWrgsePcfQYJe64J1DITcxogWC2EGEJ2RoDlKJsrfOnHtArPeNhTao1f2KMG9nGvpqn8CjXSQKY/FK0JKcmrRHo5co5GV2Sj21DiZ7sSCvcxOti5PEysnGrVuhOJFgNYZx0oyIJ6lh/aIl3DIA4jY+R7+WytDXLUSGfR9zx9iYP0g0bYNmpk1Kw0fKcuJAcXRadsTjYxBvH+Uwxm0ttMGjJ4YtjdlsQzxWl02gcKFgbfckdapLB/o8dXwJHyR1pEFj7azzF9zvvvdOtheSYy4Z6SMPbVPyi8eaFDasm7VJyeii3IjVo3kqiPLySs882HavffJ0VK3bGL0l6Hyn2usQ1l8ch+WvkQbSzmSMlMv0r2uXJHYyUzAn33UhdkhTwZVPjRHp+/eWKxQh3j1zPwu2g6MjSSkt6FMW91KcihoFyBmRLJmXlzrPY3ABnylHdh5JnxsZo6m6XY8mTXtbOTnWs5Wxv7OsHQmUfu62hU4zsU5p01qI73oLkTr7pCF0TYPVqhswIwJ7mBvQq3uOtb26J5Wpys7DKTEQXv2nG9M6vyt9Tbshi7rGQ+mOIb0IpzDzvUMvCSqVISqxmlqoRJfnaWTLECNfzwOnHdRpWHhpMSypfxoga+h06Nk+DGs9tVCyC6owKkSUlVu778mzjamd3Gvz9NSMDOc04gl8VUP5vT0SZiWs7aY40grWckF2bM4WbAZHh0kRzGVQZmCWWFLUQuZCP64szHrH4dmCjBrMlkiBn07Kc5ksZfehf6e6FQubed/PiOqsaGyqLlzUr+X7v/8H0i5TdmhttDMB4u208NVUwf04P3m2lR00gLYBxNEz93zp87AMyhTVTsnmZMq79rx1ZBEvZ1DPueohhGC+I2V4h+j2BsX9elvK0z2yn0x8ylUc1hVYFl5mgDF0C5Zf62oVakxNbsfi0F6BJNV2PFp9VsprlnRD8p5IV6ntAn1e/tNaVdvF2LGn+/9BsAKLuudw4egxKVtCaSiOToDKNuagVK+lga53LlPV5pMnjTVO6LXxi9KasWzQ1+d6X/d1o/GbhrAy9jQ1ZqK2uzuAjZ+LEuMJqB35mpjKZtp4tbWzNxDNF8uaxKcGaxi7H68jz7CzoXxhrRsvB2xKWzEnH027lXBobybN2I1JU+a4Htsy18F+rySYjXXUN4skZWs40kxKbSJfJ55Vf1ThSXRmqKPsYr0pKYrOlyvxBih5FJUkJ57BcumZTmZonVPnjoFn/9az8LLb3m6w8ImxrLghC6MCBI8egZaiyImzAKA3XgNVmipLH4Wv58F1VTypDMkHucSteOS8Ea2X8hvESYt0mWDZ8RMN3ZprbGqm0tDlR0ZFG9XaOFkbx3K0mkfoIsX1tDBMx0S1hP1eZ0xUAs49f+bCqtvmqGiAnJmWfmKNuhNDQHlcwN+4lEpN84hSDZU8Aae040EazzYFde9YmgXbwdFjUtSO3nYrxyDe/e3BLureolvdEezDnmSgOrL5FVyKgemLvBvPljfmATXVQ6pWjqap5kqu06pzYaz3iUbV/daZuERFROjVPNvAFDWPPZU4ifFRl0TU5lZ79ofAevrU0utyam/dU2lIGu/t14pPHjEY1j9LRxKWny7rnmIr6Su/x1pE138d6ZCXzxjGpKaB6e7DrUplzD24yqCp9N5mqrQhsuXNaeMFlz8cPSYlQiQDUzv9nMExd7maKqkh77vYXswsU5ft5X8YJoOp7TIFcoLnk5/y1PibU7gbf6pPtIM5dgebgJV47RclqcJ+RO5j0o9SmgMxQpiJqa71tQV+HeYQGPYruX5Bbnner1pkbvo58cfinizVqAW1zfxj8bvFJmVbOHpMipGirMud1yZxVuWUnrsMRw2RGWlFYqFv+h3DPgyE3YmjpsIZOQY/Sz9CVyp6jP4RV/IV9+/49a//MzzskT8XvBC6cCaKHOJWQnYGRoS4HbdNbwgL5ItLbryJQR6S99C41ZYf/uszUSyYff1/ybumVBagdsBW7ZLRWFf36PaUOq5zEJdXJ1u0XtSt2kfHt23vHc5WuuPHegqtbF6GRs/zKjMOLdAB5HYiAs+jRpdRsovSOZckuWOvZeyOHj2fWZW3fn82TknV5kl2GOurtOdirVuQN3Di7AIfR49JibCSFKsf9TZxMsjlOGgL7yJAnadAyvUGeQioHNCmmQAdz7sTKBVYX+QT3Yp5cJm3KV47llEZO6m39Fx7Dk1BJY2ux9ve+lY8pAt1XkXpSjjALTxv4wrdFWbmVWwr7dWTqqIkKLKrtZ49Ek/o8upnwzKD5pLkh3kgFfMYCcugeOXrdNnBbPvQuwt9oopqm+Hi59Fjb26W79a2w6qFXE8aKqu/9IF47npjEnluvmNqOW/dY+TMi85bMyaeimSKLYee30StZZmCkjQ1pSs8cz0LzRzRxjHpMUiefU8JHhO0LazlgrwwKVvDkWJS7FgeYzRqG4zSkdCl3YplTOzvyRD1DnezJECluNkE59zevBamSEomePusO+wtAwj09bzyVa4SwkcqWTonxY07gdDS4W3r5DWGqVmcjGl1P7YYJeTSq3nx5zzz46vbrtdo0FKSTR1cNuUk6NodQKU062JKFidby7eoew4XjgyTorl5159ffffccGu7W4/L9zx9rOTEhmcYWcDd81QUc6B3P17drLtxTRTcUK7CStGmXCswJhWqxbPGwIoGL25p/dO7zt/+3edjt2N4c1BrROqCY22DloBTdpoUTw5va+Nhbp4URSASFGnzfDdcP9gt5aE7DIbvSx8mVbOFsGWHOGXOQUtPrGeJfWO6/jYMMb7cHhOkUMNyS+e6hLyGLZS1ualHkmalvHwJpx4jVsJQksqNvqsJKKo4VH/RZTFy9cnYoWkN5aokrcpamTIE9o1Q4RlhOH+E/HKjfEkzWW1sxrcwRlvgbYtoWqyh7tkSMQuODpMidgmeqkZEoUA/sekwINoeYMiYyAIYLuXLDzdLC6e9ANCUn6Ux4WkHUzngzcvTnt5o49t24EIaPQHpsvTkoRmfzOPGYWJInazLignJwsXWpmTf4rg3r9RymCZEx5Prx+/1Y3jxK15VXGTEi0fPUceaJtzX0/Z5CWNhGZSMTLPD18xSYHD6CK1ajK0HUr/I9kyFlN2nz8vqk5uFW+WlF/9kd0P9qbQ237xuFabALL56kc3dZqd5H6W2pSFjpMertcvIxiZ3QNcNTpwFwvM0nu0xALb/NTvhWbeHdCKyjdNNOxOooSZjLCh75ozprj5HAUOVl3dyrTxskNvb1LwPmXlgnCslrzrODHhtfYoMirdJaY8P48R2Pug7fBYcDhwZJsV28DGf/KknJXqTSUlcWcuRESdIZ1GuSXSAzYlia+VqZmRyWbWzULzfOry0SOzzlOCu88u0tijZ2R6N7PwjCUny4TMo1halDyesmIv2IlMhjEQNmlHZQtcol4tcYqQZs46FOZk2tqZ6SVnmzz4DADnReYAut59K3U7S243DOn14AiyDUoPYlpRuYgby/le0Y3La186LY2N9KuNQzEarr7d1/9hMUEOguR59h8U16XKII8OkWNgdnhaxEgAmGtXVavGx7Ip6aUMDsDAszai8smds+lky7VRU2paGQm+PvpbynZG3YysNK6mXfq6lJ4neSIvbPgWPm2ySN9cCpElKey0VmJXE1OkA+KJnvYDd5bu/Gy0RVhTqs9MENY4W14pRbNsEj5RjLQ0kF4jt4bl91jx5ehpzUZbnoaKlG0ThHBctZRnaQ+XSkNROQBYe8mNX9Snmt5Le2kaUTibV7aD7ilW36N14B0ILYCUqoJwUyN1KPW29V4zOk+BIFKW/rPZ85iRVqIl6kKZXoSppCnd7ed/TzwqLqvRLb8h7Q0XUqbVlLvR3ys5xse0PADuEFCdJtVK/iu9Wyi2U5Rn6i5RKHrWKZlYMfMYsprGNwfgdjOcZ93RtG02zxrH4q8NB++URJ5VJIaLHA7gHgG8A8GUAfw/gscz8QRXnVAC/CeCeAE4BcD6An2bmC9YuN/73BqNnS1KyY9GT424nO5yYBvlkoEW0uuze6t6fpG2eiKqIjNFwJgCiJk0kug6lOgL+pFpi0LT0RrdDn3Fhoi6ovbIFYuQ0Ws2IZNFMuBxt3xKS6PibvukbQRRsSXbacPIr7RCOcc5siPqFObS3uBoD+W5VDGKnHJimmc38/QNdfMsNCNYkWi/Uwqj0Ne4hfclKK6TvhXuJ2L2ht2Qns1KSJaIh02I9UIobyihZsIwMp18eHUaSoZlafSEnFMOqdubouj4eNUDbT3cZg9HmfS+9JwbaZidXTah+Ld5h3vxQageXn4/5yaJv42SS1JH2D3Wj1H6tok02Xi1ySbF3gJ1lAgfo9uIcY+zPlGQqvTstrUoFNBA//gFzaOPpYg9A5bOWd89yC/LWcLLZv+8AcB6A2wC4M4BjAN5IRFdUcZ4J4PsB/EiM/zUA/njThHgT7FQXOc1ocFx0Vmy/c6ZGksPF5LfEk08I0xNJYHok3SjixOpNelJfKsSlUjzzvV8r/XKEaSh9GMh2pjqdW8WJO61wmZwVEYRJ8hnnnJOCGsgFgUiXBcpnp5Hv/QWE+qMZFFHvlD4l9AwKq77Sf7efFTNWXTzfxfswY7cD9rpgP7Dbic1H6HtSzop5+OmGdkq6n3UZc+S8Gkw3GC1BFkRS38PCt9czCvE3RfWNfFIflt9xYaRuBWIuq2WAjEGRvic2bGyeA3m/1uNaf6p9fg2MjXkt4dDtJ8zgKBPp5JVBt3/pE+MRd6DVHiCfUvyC6nVQvpkbtg3x7pn7WbAdnFRJCjN/j/5NRPcH8FkAtwLwN0R0ZQAPAnBvZv7LGOcBAP6FiG7DzG+dWlY7Y5AK8kla0V2I0wBphHlSFELYzaho/e/CTqzjaJFPfT6TLeUVwmTlDCSzIxW4cQ19JSmOp4/3Jpe+7Ro0cVfVGQ6loSZT66wqE311Ii/Y+wAiEfEZCnuLcU9x7pUjd/oEOhRz6ZUHsXEJ75VBVdp7I2WCmO56DujM/YKUGzP39PaqlT4P6x6d2TMomoHy1QFBXdXv6of1bdT3PpyRqyYlLMvCqvziu8ykIVpyRw1AKq6ocjw1oqqjMBEiPVpxIFbTrxmNJAE1UquazY07dJGrZq2kU9qoBr3hGBu7FrYO2vMnvRcZP3pT0exkbdcQQO3xoNJteqYxRLAGyEqiWjpOQY1XkQzvHIDAgpoG1Mxrw7nxF0zHYbNJuXL8//n4/1YI0pU3SQRm/gARfRzAbQEMmBQiOgVBLSQ4HQBadAP99hRjWhvPMiieTh7omQ4RuaYFveSl40zsabK2edu84gRC3V51Mgjl5GLVLE2j9OxGNy/1bSmKce2iX2B2AL+tgX6St5gy3EU9plVi2nME6Cd7WbiIGvziL/5SqktWXrZI5+mtbYlmTkQNIpcQiopIDi8LEoq+MIkfmAlpV+7pzElJaSQet9Lvci+crG3swWPaCFhL4nhYN11v2+/FjsZ7nyENu/Qfayh5x2nVm0jgIGoDkX44fc8yv579iKZV6Oja4+g4MhyKEVgp3Zv0HZGEZlAV1QyIjttR7r6uD2ezare+rfz5J40vLZmQ9DEs1d0xBmbbHkYCVELmzswcbaDCu9OMSmrbZidJfa1Kum2aON7CvBseOCNdSb0IhTlIv3fugNWJSi02g6ZdwyZlkaRsDYeGSaGwXX4WgL9j5vfF4DMBnGDm/zTRL4jPPDwewK8MQh298hhkMvYOPgIw2DHpyVnvFrNJpwBvg6DtSkpMTvbM0/2u8t/U7uSTlU6jsk9xSvYhU70cdBTTXkGn70gEpnq+UJ8nM1xvBSCXKrz5zW/GjW9+i/RMG3MKjRlDSPl/jUYtOmJECwAMsQtBuPVYvV1hcBplFCoLnCx8pV1zS9TfFMyMFefngAhWhuPNvGvUQs3cM1YawiBLGp2HjAn72jLXU5NfExPtNISkvkG/6GqpSLarNn0veYCYXb01YLV2SeI+K7Q1ht6OOfW5YX/s26hRKl0dt0F4CVqlMsd2QtsSSXsM7DqAoDpBlGo0zXC8K+8k6LYyZVmwNw4Z0dA6l6hIHmLsK22bGG3qK09EaBqPDe5pzP4DwKpL9WNVf/lOq1UptwWXUxwaJgXBNuVmAL59n/n8GoBz1e/TAXyitqMo7WDtc4ua0aAWX6cdop2MnV1gn7mZiGNYmiwoPzegbY9n545IGcBwEs/KE++G+L1Kk6bLC1f/9W478yxSKxiB0cbFvH9elqSUDEKBfvHV7yExb4Kuw9/89V/hYQ9/eLDNaBjEvX1JV/Cx6LSrFSRuqGV4v4RdsJrE+yPgRXUgOUtaMmVZZsg7cbSX2okEZCgx6QyTJe2Q1EsNKQlAXGQpj6cZEVl8Vgi2OXqBLrlRl1SqjNAXKZ6FkTy9tBSkKm1U0hNR3UxQSwYvIs76i3gJST2154ztjxYSppdfe5OyQJgaYXK01+BgHhJmSYx1odrI1jWqtKqSFC0xVe0R6OppbzGst4Y1DrbRNIMu0k1dFgO5J56qAyNsnAZ1sHO1SHH2a/g0BevYmCySlK3hUDApRPRcAHcDcHtm/oR69BkAx4noKkaacvX4bABmvhTApSpvAOGwL3tCo/6pdwpAP6jzXZgSm6sFsV8M+wW85Q7iekfKeCzpfrkDmjZNJtxWXgX17s2lS9r2EDwR0gSqJDBCv7frDsxPQcKkRO1EvWdGFk8mybholHbaQM5UBHrihJ2FDSVSmuGzUoKW0KuaOkcHbqRYVzjlGHZ4D+3OThBfc7CzEBUK0DMZqy4wKKvOiu3Vwh6Zqt0OaOKinyZzWdDRS1PaJrzIFfL+JifXarfmgYQElDwzRMWgPY1CewwncXlbLVFU9/Q7Xd3OwqSI8W4yqI0jpeWcodHIbFri/2x8xYbpVERmkQxxtvBrdVqijRqgPa7UNn0frB0VkFStIrmyLsWAYnwa7HE+xiyzqA+DE/seMWqXl6H7vvStvv/2fUZL7xJFqY2atBmROlqzh7aBYXVz2GeteUd9e1HyVNI2R8x9v88lZYrBaYbuxyVbvsH7aXYCq11hTAeuylMvVd0HqFnjWPzFJmVrONkuyATgOQDuDuA7mfkjJso/AtgFcCcAr41pbgTgOgDeMqcsxnCxtqqbbHehBlSaWJiHE3taFPf6HZDVFXd7vYeBFuUCADGYukEnF8kJkBv0ebfChjhDuwyp514Xd0owjBXQ06xdNedASVaEtgEzqBZFO095qg0rCdE3P7eNVVftBbuaVb74ZB4dKvzlv/888N4JYAc4HvXqLeeqpxVTPEUTAOeMaqCLFXNAYOolLcEmZVinFWJ+nXJlVjUhpsoiEvNQZQqz28Xyam8tW1SyXXNffnI7RvQKEk+iuMiGSAzm3KMJGNZXJDqafI6MmY7cM4fIGBOrPgN6ZlVSz1GnpP6+OpFtGPoGaoB2B9zsBJfjpm7InPJFL4S0KqBUx07qGvsGGMSIbsKcvTfdRrofWVsZeU9dgZl16x43GuyEA72hvC5ToMvv1V6UvS+STRnySwWBXKrqoaXhBjKEI9soFd2UN4zFcPZw4WRLUs4DcG8APwjgi0QkdiYXMvOXmflCInoBgHOJ6PMALkJgat4yx7MHUOdlYDj5M5AGnQYhTJRWVCzPwpcmH0DxtxbTUhP3oomBiTsukaQ0zXCHoMS2zP0g1xs7PSzCwVfezni4G8wrr6QolUkgSUhMeCijl/QM9OtOPjqthHmxGUZMLO1XUo9labvkC6MZqfv8xEPwspe8KImPhQHRC2YXw1h+I293D1Zn78EyZFZiBISyvKPbdZwQL0pmgGQD48Ub0InA4AT7nfzk2rRIIn9P2oDYtoO0l1Z9yG68X6Qik6rToTcqZqBfuEmehnEHIKlIPJo0MqY2FTRUf7roOoB6V/oa8yx1YwqSrV5yNlSbtE0uSdHMYPbOmAeDIKlN4vtKcVEf0+54ovLdVilKpcxe0lWQ9DlqYD0exOusBO9ZNlccAHOSymobUFsahaU0i63MtnCymZSHxv9/ZcIfAODF8fujEObu10Id5ja3oGbvErR8hfBDOH55KIZo/aM0AMNkRflijnwAyeIu7rGEXKdKx/pmtoO7tDNk9UWLn1vKT/Z0GaeUNuxujml3P/1M/6f8BM3csLAXSa86HjAa3jHtWloqX8Pi1duVtE1+qq+n827tZOhIfDgZDKpCO2WAqer/5UsuBbfHsUKDE6t4tsiKcaJjtRvupT92WfMWCG17Y6dSrSZadRSP2Fd3/mipEYRRCO0k7+BY07dFiqtIYBgJlX63itmVw+3EuFEYFSAX89v+plWIAsJQrSFtcGLlM3WDRZ57VRIgbdsvaG0TJZ7o1VjpzA+9IGpPGMuIaONSK2lL6VfgBqDVHhjK/V7+d8NTa7NFU75Hr5Y9talotfRLbRwGTG1hExQY/+FVjPq5fabH1GrI+yQkNRp6xixJrIh6D0UlpfUYFG0nJ+G6vVppI6vWcTyYQoFhvtTHDUi7HcTR+WvdgrzYpGwNJ/uclJH9KcDMlwB4WPysDdo9Adq9JP6ITEnX9cxJvDhsMNmbiU+MurSbpEgQxJNAoKc12XHqS9Bq3bpTcfR3fTBT7UCkrO5SZ0lj6idMltUlW3fLjhknVh6TYsojBI8OFUnyYPT6d5kE7V0k8l3UQ8ltFXA9QgBn8mrNIhKff8d33gFMTVJl7K4Yex1CvdTioiGqDc8oULcVyY5fSZL022m43+PKYhzyIpVXkEqslCqgE1WQtzADgz5Lul+o494bJa3rqJeo5MxZ3597O5eeRn30vvxmlbYDY281lDxKnROZhvmW503sUAxGt4rHsUfur4mRCIB2eR+cbKrbpjM7XGoCkzbwTqM+r+hFk5jbqCJKKkRqhlyYsmvZ2TkVLEy33lQkdW9khBIz0fTqEocZEvWJRRcZkJJ6VS/9Y2ohrYKW8ghKysw8YLSEBv0/66d6Q+ExzgUvJgZ6RqXry52j4ltw+cHJlqQcGJgo2/HI7rt6HLukrWbcG5UykCavjvPjp2XXalU0JWj7F7E/8CZ+ocHdoRToLaWzE0HvEmkWE01noQ7a+8OjRtbr2sFXzGqlFANja0tgmS+vHVTY7W9/+2J5GtYNOdtFmiq3hN5WAxR3nTKL9/kR5QayWvQvUVuioSpAJv4CkzKo9wjGJnu927fQQaVLDkvtpLcAHXEmSQMUM0h5GIDkYi6SA1I3Zacs2iZn0LgD22aRjYUXTo2SyvWMb3/k/qpnckpG5gXUGIT0TG8aVL6111V65kn7PBVWklQU1DXJs8faoBTKZp1XTS07UM86cZx6HASapj9cck6aBdvB0WFSjp8GPnZqNuhlB5i+6wUlfAOoCZtybfTK8eA09ImoyU9G1TsrXU42UeiFx04STYN+qzW0y0jfJa2DtDtZmYPWCq7GSWqBfKckXjgrDifr6fiJLORHsjDQ3/irFyf0PI++h6ZVEhYtXu5Fvk1M3yTVU6hez8BZY1Cgt3FoEHblT3rKU/CqV/9Rb4MSY7YUdu+Z8apabMUeo80W0F4q4tkcALlBrsTvj9pXErFUaOwHvOp/O5fkjYq97b0ozU5mN5SiISz+LSie/MpgEFYdoJUMliERCQoG+QWVlmU2gL6/hHagLA95Hi52zOOnOkfpSzAY7RmIpslVHLbMnLEyUgVHjavbqCEA7XGg2yu7Aw+kMvndWeSlsensXBDVc3AktBoyToB+QS8t7J53ozAdHMuV/ij/k+qr0dIQpy4m3yRttpIT6udDOU1aq3RS+vhf3pVIaKp2RRvCou45XDgyTMqKdrBCb4TqnXa66hj9iaBhyDCHWS0dz268SZJue2UWbaIgsmzCApFub9090TMdncOkeJKCCpfunmuiRf7WWJcIwE4vRdJlK8hk0MruMoRmJ+MmLwMgecOk5uj6OInNoPycDbN9St9EQN9RYFh2Vby9jtP5I/nt0M4CrBiHtgGOA8m1NhnFRhVF2wRpiF6ciMKJmxnzQbrMniFJTAd3mSpC3r8gLVrxpN/sIjx531pMrvuFysfu9u07tEfGy+LrubA3qvkTsxfPkAFyOyTPhigVoxhcbcuSlaXeiTWGtUyeVjP2TFLwiskua4QvrUttoeL2t0DL4m6XRqOiQ3y30V1WMHDr15sY+Q0thenVqvp5ihffuTCVKw59XegpHT0Q0lCU5g0N1nWYZXREOtKZceR6KKayVB0cRsWSqa8T0F4/doOoITXoONhjpfECDBnCLWBhUg4XjgyT8t73vAdXvOIVo441DFg7ODI3OzXY2xgWJqNV0HN3q5xJsXkRAdQGqUXTW4rT3m7OpGT7CBm1endHI0yKiJ51HMWYSBnxd0YXEUA78P1mlSWMSFKQ76j1dNgxsKckUXZnq88V0TYQgtIYt0a5chGetwv33gQB0fMJ2GmAH/zBH8J73v0uMIDdVchH6M5cgpXkRGxj7C5dGBkCsCOqOGZQtxvyc95NutZe+hEw7Aes7CiozZ9JPm2r3qcuI1yql6kkqE2LgvT9GqxUTO/knd46gDAbJW8OaTdtA6T7h5XQ2XiSNmkCK7QAw/6m35sb39SlNe9faNL16QO0bAM9kZHgxKSyzERwNiZtGE+qzT17KdtmFFWFauQGaWYM18bR2eFrNk9mgPfcuU33N6byAXCF6qfvWsJUYlK0JAUc5tuLv/TleoEbANEaLsgz1K0L5uHIMCnf/d13OdkkLFiwYMGCQ45FknK4cGSYlP/9xjfiile8IsD90dQdeikJkHPwwvkTeje+fsckko42E7+IRwR1u+joWPqO5lgScbac/5ZyG94FN8cQtUuRkLDbPtEcRwugAaudeCws7rpXaNWuQ8XrdrGiYxn91O0CXQfeOQXgIEZN9EreGTqAWqw41+dn+/tYTgfgGKk2wwocd4Yr5uRCLbtfeQ87hLhz69JOkgggXqGLyjKKcToQ9phxrKF0tscx9DvVPY75xTL2REDFjCc+7rE455xzQn5daPPdqM7YIfGiyfM6Rn2b7rG2N+nr4+0opT13Y5qWgBNxOyySF51M2iKUJzYp7UCOIu2mf7cI7bTLjGNK1SJ1bwG03QlwvHBvjxk7Kp7uUye60LbEnG7EBeK75xVALS7tGKeQqKGODcaMSN52VH8Bh75gd9VA6NtAlDTxCrJTlzjSBqLW2+0M/THTXQ59QcZ4y7tJOqElIForIvR0DFy6YlyhRXrXLXr147Ekh22wUoakWYXibylfG/7qOmfSRjX2NYj6eso40jRH5Ql20aKR99PtYpeOpd/pnUSa+vZeRSld/16kHVegbE5K/QO9qsYedtmin4f0Ozoe44VTi0Lee8w4BXvgOA+2yGkj066r2F9PoQ4Xf+kS3Pku291wLkzK4cKRYVJucYtb4IwzzoC4rurB1k+i1rALIO6wF00/sxtcAWR3bEQ9MgFoeQ97tBPyjifRigHoDue/xeq+5T2saCeniTvQ6gQubU4NcdBhhaanQ9kh7MVwSZfsSLo9nMAOGorXnEebCVrtBUPiqOtdNcdz/bpGtIfY45y2zOh27xLstadixcBxCnQitoXUd68Ll8ylcy6oP1smu/2VesNe6vbSQXdSH252cGLFOKXh1O473Nt0CJMi7SBHfjMzvuIrvgJn3fKWiWbeORUnuvDseEsZDSmvqD7jWA+hZa/jZItSMhloKJzgCgT9+omYgbQD0KcVtYqmg6PBq+Ql8UVcLsXuxP5zomMcV3mfiO7ALQE7q0vSGTF7XSxHv+OISzsKz7qQp64LrU4AzQ4u7Qincrh9gtvjWV/Q7Z71F1Uf68LdsrHJUbYPMk6AfnG8dKX6UuwX0kdljO0xcGx1STpeQI9tyUeP9RUDl+x1uNIO0ruXTQoQ+rX0DTveavWHKgOmPJkv9HvW7/rEitO7sFdPtHGDsUc7aX6ivUuw256a2krPY1n9uc8PeoxxhxMcvBV32Iw9IB+vMSy1eaRlJzIpMkaBcC1JizCX7naM07ALtMfT+JI5OfUz1a57HBie02iFi/7rS1hwtHBkmJQE481SepYmUWqym2NrLq+9tELlbXWV5lh3ne/AGJHCSbRZHJtvokdNSMZoMtM7y2Tdxok7MlqZ/YA1pBWGARiECSydSG3WpHrqM2K0l1XtPchzNs9a5eNKul62rujfSwfCq1/96n6BjxNwOH6bsjRZXiXvKbV7LtlfpPzle4zoudkC6G+A1gaKXtlSJ5EyxP6jJVW2PFmsxRi09D7TptArP+YRDI3rl/zV+kuWJQFQzJBlUFIchbbJ65n1UfVdMyhZebb8GP9Y7Fe6Hw3Gvq2bA1Ifhv++vTnCq6eN08dzTH/b40MbEyd9Nv5K8wU1A4bS6+epzbk/mYUS7azmrTCXBqeE4fvKxoGiqyWE+4wOyO6jaRs0MyUjc+MvmI4j07IcP9oqv7awaLjxnIU0TZo0vIxPnsmuXtLYiWpQVrOTDnDz7reQOkkycRXWdLpMgL5F1nifrNjUr0SboVPH8SZHezS2TIADBkm+ym81+UFNXKloQiYxKU2kLQEPfvCD+7wUzXpn6OUlOz39ziTN2Lkj+koG/T2jLzKKesHRfQUQg+G+zvJfT/THGqhDw7q8PPWeB4fDGXqh8tTlc1zcWor52escxFsFw0VH75Y7UzcZn165VRpNmsDwqO/CpOioik4NYaRXpo2zNowMz6CPOd49rRiwj9RFt4vQp/tYKtdxQ+dIi+6nxblNpV+h6d+B1z4xjoVmvgR2oyXlZHfvqLip78CnU+jSUstjB7hSUUOQ+3umfyYuJgtm4+hJUiJkh6P/62de/P5HPmFIepvHyNpVL8PkPTcvnR5wGAGH/rEyasPQa0M2z/R/tyxFV60sj9axg8cEX/jCFwaeBWnRovxMm1o+U5DqUJC6ZeWvmbdtYy/eVPptPC+dZZIyfngkX+8dpcPC4n8vP52vN9Z0uC7P/vbg5V3Cuv3AlmfLsQyKVh957y8xEeZdSF6ZhGkCdHuV6pi1qRor3ryHGIec/q7z897jgO5Y1kGyAItNyuHCkWNSMo0Dpi0S7vMJaqNavlMZb2/HYmkey2tMEmQfF0XEFdjJXod5i80UurzfdnKTdzi1PW9729sO6BTR8rqL0GjZhXb0VFNevqWDykqqkMnvbUI8S0NKuo88SyhJwaaUO8YgDRP4dJZUQXWi6nVm8300y9L84ap8MBpm03vvtJZs8F72qXbxmCjNUOZ16NV+B+XmuzAphwtHjkkRuJx86URJFb943DP8Ccjqtr2JOOVrUdH1r7sDnwKq1NHCk5KMSQlKkhA7eWmpxtzdoc5X4/vuercBHTV1zdjCWVrEPYaixGysiznZ2PYdnE9SCBcM7KWcvDVK7eq1l/ddpCrrvnNLT7XtJ/b3sXfsYb/vvdQGm5DqzEF1HNhDKO0zZceXNgNOmw/mEGvse0DilOWclMOFI9eypD5jYPWZmncprLRzWGfcsfkv+di6sRNWw5hthQfNcHhi6dozj66xNi+1sVd/D7/0i0/MytkmSnXR7udz6lusX2GBkHy1DdRYGVPh0byN9iz1n6moLfCboNd7j/pTUkPW1Cq2T3j5CqQ/iB2H/C7RozGwGarWdEjLuvCkrja8VPZBgNoWzcwPte14xgvWwpGTpNidycneqaTyrdeQfT4hH8CXUkzFujt8W+aUiUfvmraFqYxZjQZr3Ok935RkpLSgWfuPuZP5GH1T+thUBnZd6cdUeP3GljdVwqFVbfthgg5aqqEhZW/SbrMmNZsMsVlxDPAH3yMGRS7SiQU4YkxKTfWQPYuDwzu3IBs49vIsJw8r1rQ2MYBZfAqW9pYeDS2yd6N4aqyKamtQx9qzCfY3HmOYskO+EAP5wp+pIybQYsvSE25DwCMf+chUhux0vXucUrYMMMG9tE1UEtqbakyFJMHaI8uipB7Ifjpnc1Tduk2a0qJm34Omu9YXPXVdSeUyVpb+bdVR7ngFMGZgWaqvFDs2trSBbyk/b74oqbdK9ExVkUm4nUNsXlPUkd6zEn26f7tzonIdL6lodJsnbyDz7uYy2pvEYpNyuHBkWnawgKsFz1M5TPUWmUuDLU8P2HXzF1r15G1dPKvwLhKbUb4nRdEi4ZKqy/7exDyU8ijoyT/84Q+76eTCQfvp5MZl5sFH2ti29RTpzJR3s46XUVEdVOnvY+1/MiUFYxhlyg28tp8jNfAM70t5HOC6eiBYVy2o/wu0K3oJVk15UO0pTMrcz4Lt4Mi1bBoTiuPPwrYsYrT6Yo9Bsr/H5lDZUdld7OTdxwRpyBim0Fmrt56IdH3cRXcK1LvUbfGnf/qna4myO+ejGRaBZdi8dpn6bjxJiscQ2sPP7Cc9p8alp0SnLncqtsHQDOrjfC/t5mv0TKW1ZOQ7lWncJmwd5XeJZo2546DUnrqPzW0Tzy7G659wwreF+WekzDe0XTAdR1LdM6Wzlw4EyxbYEkMzonv16LBi7RJNVoSb6HTO4qjRkM4kKaiXyMbz8jFnOcyekAs73ux6e11uQY9dEv0Xi43//XM7OMuzqdz0qu4qRgtOap/AwAQVEcsttM47K0maagyM7XtjEpu13gtmMrkKJZWQzU+3h9DotYdVpVkaJY/WtKkt36KmbtP51xZ7V/VRyUvDVSU7ZZRcoseYEAmy9SypfyxtJQZZ/ntqa/u9dGSCfhYS5cyNlVBZRmbbWNQ9hwtHhknxxI16Eprq3rbugqzTyPepeYxNgtkj7ea3SYxImCx5pXadZGhaEdfPhZU+vOwVr6zsLDn+t+66463ZEiXmBAA6AhoOjMsOlRe4KfSvnLa0u2WN2qJ3UG6cFiW3YKmHvuOmdeifY/w7VZVWa4uDtIHYBDSDZ/vGOu77en6csoGqwdtE2DlqynvetzHvRFBD85mUy1qHuQzhyLB/JSmK5vb1QLeqhtJuYW759rvdQczJb4xx2e+wGROX17DuTnwOxphFj/5H/9yjXNqIgtQE6Cf1Jt6y2xCNfoAwmIhiXipfyXOdNvFE+VPeSc0Acy7Gkum+NrfP6H7s9ek5bXZQ6oApEGbhIGmyUoz9jEEvnZ0fJcyro50/PejnU2i9PPEBRPR4Ino7EX2RiD5LRK8johuZOKcS0XlE9B9E9F9E9FoiurqJcx0iej0RfSnm8wwi2jFxvpOI3klElxLRvxHR/Q+gihvDkZGkCDxxZa3zrysu3w+s+FtD74oGdM21p1Hxq/Xch52OrYsV8wL55DdKi06u446o2AQXfOYzg7YlIoA53tESJCKSQ4dx6YP2/JHTElI9O6566cjC7Kue6mElBnc/DIrQMte1utRXx8oC6l4opc2FTleSHI154NTg5V1CbUGvxS8Z8OrxYCW+U8r38rHxSuoajZJaZ8r4nDuf2LiEMO5sHQ5iLl7HxmQNm5TvAHAegLcjrMO/CuCNRHQTZr44xnkmgLsC+BEAFwJ4LoA/BnA7ACCiFsDrAXwGwLcBuAaAlwLYBfCEGOd6Mc7zANwHwJ0A/D4RfZqZz59L9MnAkWFSxuYmb1J2B1rNDXYsjmPb4Yk59YAs0l2zQbHPSi7I9mh8J97AtbTkulywAxmrixZN20VrKqNSg120zjrrrEyMncpGz2zoY5maaFNSgtC5KtBMREUaPcmBpXllVCGemmcqMzEWzVvsagyAVQV479Lm55VnF0+P0agZf3qL+CZ23XMYNU+94qldpqSf80xAcVzKBYO1dAMVzozTru2cWGojd94c2+w4bvWZWqh2su0GQU0LauYdzjY3PjN/T5Y+SDc+C+BWAP6GiK4M4EEA7s3MfxnjPADAvxDRbZj5rQDuAuAmAL6LmS8A8G4i+iUATyeis5n5BICHAPgIMz86FvUvRPTtAB4F4DLBpBwZdQ9QFkvaOJZ730a5pXj2o1GlZyKzVFIfcCmPEVg6PZGwFz5lp1kqi53fpTbTYm8CcJ/73KdcF8f2pDYlrrvLzvIf6Rxeel2nMSngJlDLRxin/ZRFGPYX/WwKJi2U8BmjKflY+uzOXr8L/az2fvarEs36jvFMnMK0jRWt6+yNO8m3NIeW+kXxmfU+U/NVmp8O4oC3pl3vE3A6EZ2hPqdMLPXK8f/n4/9bATgG4E0SgZk/AODjAOQCstsCeG9kUATnAzgDwE1VnDchx/kqj0OPI8WkeJCdQevt3LkDur202DPCTkW7dKao2s3TfNK5GRKmyp6L3S4fxJLPyk5YDoOy4hBPaHHP61A02nMKdJkaVrxcwsqJIG2vJ3iqXG+f6K3tqNRNysRd+gDAox/96OH5I9HAdcXAXsfY6xgrDp9wXsrQ1ThLb35rOyddNz05Z+8CQ6ZD4pHJL9XLfKwHhCdxsTRLmuSVFPuD0CV0lsJt9hJHvpfKlbRTDH/1e7btI5A20G1t6dJ9Oaj1hm3eUC+RGNAxqEiXPrqfNYRsziDuUnkDKRuGTI4s+sLIe+osmU9Wqr31O9/t+jZupOzKmIKZ05iGhvelc2CoIN0YzC3UhHbxwJ3b11aqLh0De/GzdTTNep+ATyCoZuTz+LHiKLgzPgvA3zHz+2LwmQBOMPN/mugXxGcS5wLnOSbEOYOIThuj7TBglronGuTcG8D5hnu7TKBjoEWXFuiBGkOpOFrECajbCwxIs1NNV9Ory+Thicg1bVOwYkbLBCtcTMkLp+DKAgwAaCjT91q32AEtVsUjTBB36OB4ElkaYvusOsZO1F2kNtb5mvSySOs8dD07DEXbDZXbwCJvf87q0YJSOBGhAZKnjk5fWmwTQxFpaShMuOm5eBKBqjtuvYDudr3qpyRhEVo67suoqasSLUSpLuEEXkrP2qb/rsPFtVr6D6u8hAZLq84/s/Ux4yjVJYr8bT11W4SM94Y77Ur/JGAgWdR9bdC+YypUXb4s3M1O/13RlsZbTKP7sdRPM1WlqUGYa+1ZwgjjXAy+SdpG0w7l3eSoYTIVjrnkT6PlvTA/xrlRxxdaNGQu7WBOPTanJWvIRoGIwsbhAFx8aI27eFT8awH4onp06YTk5wG4GYBvn1XoEcEsSQoz7yEY4Jy6HXK2i1kGbhMNMefAWyr2I+6V3ROgJpCZ7sdk/vuRTo7AbaxpJrWd2ek95CEPGUTRbIzs5Kzb8X414VNdaTeBsXl8TMqyLtapWiZlnJmWzf/9YrCoYlqdBozOBOy3GyRmdEKcsfHL5iNpN9mujChtLkD3x34MboiAudifuueLzHyR+lSZFCJ6LoC7AbgDM39CPfoMgONEdBWT5OrxmcS5uvMcE+JcxMxfrtF2WLDO6vMPAL5pw3RsHWnCmXIAG+IAbXbA7fH0LFML6cUvinm16N2Kb2WHL6JXT4xd+wjauEtlsysCjAi+2UnSn0Q/EdomN+QUcbBuJwtZRAaMW9xxDtrVaeOGkHbkiO3oqs2EdgdJdK1olc9A1O+JobnD5z//+f4nRJWTL9xN3IWG75SOyEeKH36snIlU8kli+ahmS00Tad1pwrvwVBSeqN3zBLGTuY1DREmKokXombQFQ0mLSEga6p8Rwvuz4bpe8o41Gbo9WOUvz5L0BsOFsSEAzc5A9O+pDaF381K2GreaHlHNenSW+l7IaNj/U3xdvpK8enYU6X2TkShE2PbQ6h3NSABhApffMhZb6if2VeyDul7yDqUtvL6U2kW1oZ6P0uF5lfaSaqV82+NJlZQVY/LIpEqmrmNSwcsKKOC5AO4O4I7M/BET5R8RvHTupNLcCMB1ALwlBr0FwM2J6KtVujsDuAjA+1WcOyHHnVUehx7rePf8NoBziejaCA15sX7IzO/ZBGEbhxa7RtSs9/sFS118pZiSBBnEFW+bpOt2Fs7B6arZw+FEqj09LGQiKw1jvSB2rBi32mWD6NvJ5iseLVOlA554X+j2DP2ybK1OXeu4ExPWZL8zxPJe8+pX40d/9EeT+qlDkJp0ihGx82AuVYlnp7hGtpQmf0DE8XlmqV7cuTtLzUCI2N9bkz1GZgxW/SNJSi7WNrit0CNqmZb6xTRJ8wu06PbSjIcel8l2J92hpOKhVzdZDBg2GEbJowkFBsjDQAWiGHa96Drj2445in3Bs+3SNj66zYB8wdZqwZ3IKK46xh4jbUxK9jq2ypq5kDx1WgJcFZJ+btWwjKE9ie7jutxstKk66pObt4qm0ZKR6Wnm4TwE04kfBPBFIhIbkguZ+cvMfCERvQBhrf08AuPxHABviZ49APBGBGbkD4joMQj2J08FcJ6S4DwPwMOJ6BwALwRwRwA/iuDafJnAOkzKq+L/Z6swmZMYGJhLXKZRWqCLLsCODn1SugqkYWs4kMGrkC/b89JNjT8nbhFjou6pi9JEpElZnV5bwpT3qvO1dkM1O5aq0eyIW/VUTOlzHvNZok3CT9apuBaWoXElLwp6riiNjzlVq7WvtfNxDf8Lz8cY3E23f2kTUoOt30HigM5JeWj8/1cm/AEAXhy/PwpBo/daAKcgeOX8tERk5hUR3Q3A7yBIRi4G8BIAv6zifISI7opw5srPIhj2/sRl5YwUYD0m5Xobp+IgUBO7AmmnLeLSwbgYYy48jxqTd9r9a4mMY3AG7pIY1U542uhWwkUqop/rXZDEtbtECWuoSQaeIq1ZqfQly/7SRJMxF0rdkRkOKzGybnMrSWDkcbNylJQrlWneU4oTw1/4oheF3XnHUfXRG8zGM936M08ImaGehDMDu8qgFOjF0lLHJK0w8XS71BYLzZDIb1t/XXehTcLdXbOSPIiBq/QNQt6HZKEakyxIemnnbEiZumjahBYdX0sDdB4S/5hZaL3vtcWPkPdrgTd+JFyrZjzGsMZIZ2PQGobHPPVvLT2yebYEsDpzR49zLZ1DlGaxipT6g2dcbPJbhc6b1c3rl5lqS8OMdw/6ves2tRIVHf9AGRXKbEymp5kBZq701BTnEgAPi59SnI8B+L6RfP4KwC1nEXiIMJv9Y+aP1T7bIHITSJNtjZEQdHv+xMPd0NU3/l8x8klH5xe/Z2krdFC35+re0yCOrtHiVqj1xNrdNqmZVH2sAacuJ9krdHu97YFj15FcL7UKJsbTk4ksntpWRofllcvdEzXDIrYIEi6f3S6IkLP8lLu4tmMQO4Rf/pVfwapj7HbRxdjQLIyJqHjCIhlqKeFd9KoQWxVhZBJjwZzaT1ovLeCx7aw9S0aDCfMkDBxPyJUJX3s+6EWA1Ee73nZAkUFIacSlVtEj7cXMWfqkNlD9YNX19juSp/RTzw1Y02zbpKXgWdWiCx8a2iHp/ir0Sx8lAOj2+jYz/VerNEj1odTe5ndJ7WX7v7TXSrePyj8xyJpm1U66fXZUGMXxP7CRU3NDq9IQd6C9E4NxGphuTuXr0S79SY+5zBg3Mtp6LHvjPbWH6gvehZC6D3r94sCwP8PZBRvGWm4bRPTjRPR3RPQpIvraGPZIIvrBzZK3XaTJC8ilG1uAneTGyvL00+OFTDzjoVCWl8+68CanYnmxTEvygCyTtnRuiY7PihFhAB//+MczOkq2PZZW+/6mqokG8Wa2bUafYRqA9SZwMnS5zFLh/AsNuwPeGFS5tv76bBL579mf1PKuPR9rz0l1VYxA0YZnChStiRHB9HeeMS9TiywQq8eKZlpKKDHgfUHrzTEHIVERdc/cz4LtYHbLEtFDAZwL4H8BuAp6G5T/BPDIDdG1FTCQpB0NIWdMtPiyYseQVBXqMxg3Kg8GhoZ04nkTw1mniR5FnsW/zX9w6FLBm6BUHy2FyeIYeqsMj+OpZNGaQDc/x9NBvspukexzbVRn8pEwazR405vcJHk56Z1qRgqQDA+B3nA25EOxTkkqjibe9xMkLci+E/ULFQPgZifzcNALmZ34B6qFKLHzFgvt+SA7d1FpeR+dHnB2v7EfaUZedrUN9e/Utp82Bva8yaZAH4Coyxz1lol0p3qpMZKNMfPd64/ZBsaBleBYGnS47bfV8Rm/d4yBZ5idU+R5qpvxKGIgP1hy5/ig7Ew1CWRG49qzy9pDuSogA2t4qw1fS0bjJR5ES1YWHC2sY5PyCAAPZubXEdHjVPg7APzGZsjaPLQ9hLvDcCYKYGhDAeTMjsTxYHf+BGR2FDpOoyYn4R29XaIuX+uuk/2GhZrY7GRpdf82zSDcg9Kvy+Iu/20ZWvc/yCPa9IjuXu8gk5qD80O4Wq8uinZtjyN4yEMeEpmT4FpsD3EDwgLcG8ACKxWu/zcAOkXDKohuAlMTjVcaIB26BQCdumkZijarhrN0rzpOaQHEw61ymiWd9oaxW+NMNK861y6rHUs82I2oCXV0FqT0StR3rQ7yFme7uNm+bceLlKPbyvOG0+VbaPoa07c0BvYm3KHVTIEpx1NDyBwjbez2dUW/fcdSf804SnlaPSL1TMxm7G8ZM2fyCnns9Jkg73MSrzUeQ9b2RbeH7bN6zNf6AiPvh5Y5KdnA6f9bxTrqm0XdszWsI6O6HoB3OeGXArji/sjZPgbiY4OxRVlPVDV1gZ189MD2BqTOq+ZGrNN5eVmaLC21/HQaL3wKbPuM7UgnYabIWugQZlRPcD/7Mz/T211EZsWjT5+N4qFR/5sYX+xVJL1blXjOin5XYuPh1UHS6LTac8hrZ+2uW/p49ZUWHlNTJCbf5oHNiONL42od1YldqIFcAlXNb2KfG+vfxc0AyuF2LFtahRHVfYGddOmZ2FFV6J+iNsv6bKEuOm6pHO8dl977gUNckGd9FnXPtrCOJOUjCIe5fcyEfw+Af9kvQQcKY6HujY+SmLZocV5RrQzyK+QzJtJ0ReE1mjB/8Bd3paUzSAw8FcqolX4y+C3veD2MGdd5CwAjGnYCWDlrkTAbjdlZdsxoQJkEpcbM2KznTmWNcFOK9rH+QUThHBcK5UuZtSXXeiTrXbCF9APNlOxnbSmllfItHbofsgrTECnFVPXAOvFKkgWLEv1T2qxEVzB+pmI8+Z28vpTqZm5ZgkyqOYE+nU5/L6nXDosqZ5/H4i/YMNZhUs4FcB4RnYrQt25NRPdCuEjpJzZJ3KYxGATK9mIwKSvVgjwHEKzkK7psPXGX7B2sC6JdvD0xuTy2p5eWJieb1u6WUn2Q/5YydB1q+mfybGD0WTFaLF+ybxH3bTGKlPfi7WTNyZm6zEEaSxt3eMADHhDqKPYaHWdtaifX3u4kZoHgSeOtMOF9UCZNKR1HsmLOROulc0tkUUjvyfQLS3NnFyUVR757UhvLPHnMh1ZjNDQU2XsYkwpmjI49bE4dXib52H7pMQhafWHLnrsh0OksM8zmeYlRAobebHrTouug28OjW+YUy/jYTZD81v3H0qtVOd4myrapbaoSk2XzsvWpncNS28QcmE1KfmHg9DQLtoLZTAoz/z4RfRnhZLsrAHgFgE8B+FlmflU18SGFnhi0/jc87I1qO45WwmJlP3E3JCiJyaeiyiwgnzTsb82oWEZKT/4pvroAry1MXDr9AF49I/NSWkCAwARy6bZUHQ/OQuSohcQIU9prd3e3f8ZiSBqlJqAkbSjt9mrnhniT74AfiNIN1i9kBGQYPZ1liU6YONlulmjUMwromQQLzbhqBsNjtEr2G7acMRpKzLdlcIBewjBlQZPxPksSpA3tJQjl8VlaeDWzUWJQalUYrZ7ZLMydrwZlmbEl+Y3RofvLYZGWVLHYpBwqrCNJATO/HMDLiegKAK7EzJ/dLFnbQ5o0KwNWi5PlNxAHmDOJlETO+vmcgezlXROHkvlfeq7LsTuuwSLgTPSlndFcFNtC3omVwjjvgkr5FAyg5fcfvOxluNsP/lD4GXdm3rlK0kYiDRlTs7jMQiV+6ZktJyyiZUPmGl02brZzrhAnfWTsGHLdJ0uMwRiDAgxp0eVb1Bhcm8cU2HFQi2cXas302/Epv1eV91Mb0yXU3ndRNQf0Y6uCGmNl50QJ0/+3jYPib6hpQTOZjrnxF0zHWkwKAMRLjW4UvzMzf25jVG0BHfdqDBm4nngWwMBrZjAxFNznJH7RUM5ZdC0D4cFjDrLJtSCdEfWKZXZq4lbLFHkSC73zLJY/crCdG18+pfwqruEpjm5jarIdv7eAtuEinoqIndGCXKbCU+ckd+UaQwORpvjTu5Ve6P7qifm9BaUGb2G2UjjpI/ouHnnmpRcPKNtXSkywwKuP7Xc63tiO3HNLLzE2WrVbZG61NEKfFm3coUsSrdq9SFMZLvs+rQqtZjek03uGqjYPq+az6uUp0Gnlfcq7K5Up3y8TkpYFB4rZTAoRnY5wyeC90KuyV0T0hwAexswXbpC+jUEm+JIIGxgeze7ZioyhpCuu0SUL/Zg41mWYRqDzRvw+Fp8Vc+OmHWMWPNTKNQbMg/hqsh2tv8rLkzr89u88r4+KwEy0cckoMSoEzlRBGsKoeCTVWqn2bHD4Xcxd374si7EnqShJuoqLNOoMcKOYPdcOCEHa46krBmmcZ17eOlwvsloNuQlMykXZO2Wn0Sq3eXfDs8azEmqqXi+u2LqsI/Wcmq4mJZP0m7oHqLYZ2zhoDZuUdebEBZOwTsv+PoBvRbhF8SrxczcA3wzgdzdF2DYQ1Dz9dfP2A+Sc/zrjS9LJh1Hf2doydFqY7wcCGt7B4kabEMfmW/yMpZHv2P9O65nnnht2dIjvhoP0IyyAYqfC5tMfOx+Oetfp4m+YTyxj3c8c2LKnptELkZdeFuJO1S9bvMzBYZ3XDjZNBTrenMU1jV01tufCo3sAdTBajRnO4hfK8n7rucfWwwvbJkpz5FSJxyZpTdkcECMg6p65nwXbwTrqnrsB+G5m/lsVdj4RPRjAn2+GrM1DTi3V932UpB56x27FziWMDUiZ8L1oaVfm0KHjF1UXU9QgpbhKOuKKn+dMDJW8B3HsrmjElmRA11jZEVZa8K8f+tf0e9UJ8wHsqlUxHYQGkZSEQ9nSgWnRTaaJaqAVs5IGhDgdsWvs6dFl69ZQ7+Ish8FZ1CQKJUmMJzkRm4lVhbgxdVLJO8emyevoe8SsrboyZeoxJPl676MhjDPK3u9KmimecXLiaslQlk3YHIHIOszBmMRYl++ps7PpSIV7Nm0Wk+bOg4SckzI3zYKtYB0m5T8AXOiEXwjgC/sjZ7vwxNiDC/QgzMxmrOKBcVc+iWOf1cau9c4pQuvbHa8EbcexURFt4TTf/obhgmrHwmN8jCHpHHK/7uu+Ph6CFSQhwqCIh08IBxi9dEUMbKkT2hGZlkBAWB/FVTYu1Axwdr4JZxM620VV7VDlLJaaXUuqf9GuJeYHn6GxjJh4HBFhVIyRuR6rPKQejUOTVVHV3G0ljlA7JlURCYR8t7CeSIKW6uUPC/LVjiXGStfRMiwaK+7HXDIatkX7Sd3yS3TVYKU5pTKyPozynLHuFFLyHpwjkds3FhfkQ4V1WvapAM4lojMlIH5/BoCnbIqwTcNTT0wdSGz+22dkPjZdKU9PrFwKm0LfGK1jkMlpiui7KBKfgSmicEuPDafKc++dPOaxjwUR9afNihhb0ghDEpkO97cug4JEZQxysm0p5kGK8kuYwhTV0kr6TVoOrKMqmpq+lnVJdTWFnBLTMJeGkwky/0s4iH570G0kh7nN/SzYDiZJUojoXcj7yg0AfJyIPh5/XwfhWPyr4ZDbpaTxNEHEy14887s2PmUBnTKIa8a2Y/l40pdBPb3LFG2cShmMXvoxmDRmiMtbr56et5MJ47HwEVAs+6E/9ZP4w9f8EQDCTsPJjmFFhA5BwrLqOElHBD0T00sDQvhQ4hF2o8Pw1qS1z+wpt8zITrYVryCNJtKUnxNSh8SVtA0hHfTm0WfVF7osjyZ935Fl6nR+Y/CiSVmyJJTsWKYunHqHXlQHmTCg93iSx2yea+lJbUyN0VZjaj269Heb3mPi7Xe9UXGFSSofW/dNoSQJOtlM/IKTg6nqntdtk4jDDE9EXEJtUhnLuyau3jc8F+CJOnX5PWUCH7W+r5XtMU8OXWPqsjE6hFkhAMcaQhPT7YKx4nixXpurL8Zg28EyKJrmppBhS8Js5OEeHVkcJ7ukohqE55knBgX1fm2NyjvQgFHR2M2eBfuakm2NpkVjoEIxaccOo7MeUbYc7eXnqcNK3jESpg+Zk1SagSOiLG2peUtuwftZ+MckRIK8X+bxxjZfOk2N6ay5Odfml1r6rWM5zO1QYRKTwsxP2jYhBwFvLM3t91rFAPPdK8fuZKYM/rnPPIyVNWU3NNXdOeVlzzgZOV22lNfYDm0/E/i97n3vyXE7Hi7AU5gWz6Zk7H2MSz9CBnZt7tBLFQ4j9qNCEkw5HXcTkFNzN7UYTs3nICUEU+1VDqsa6kCwMCmHCmsf5gYARHQlmHmcmS/aF0VbQpFBGTHg9CaQ2kJaG9w2zZzJaa6URpinQZqC269mtmpGflBxhK6MxjmeEs6zGoNSa69Rb6f4bk877TR0LMfh9949+nu/s/aPwdeqHyZG1w2vuO+iX3JDFI1Gw7OVWXCbQoX9qvYqoZ4WwiqqqSz05YJCbwklVUBJHeJ68HiXMjpl1eiYitLFiRLmHdOvGRB91H7tzBVvDIk0aShB8z2pJB8PXjzCcPMzl9n38vf6spTnSXC8DZguv5TGy9/S1PHQ+HjMvuWgDGepaUAzDWHnxl8wHbNbloiuR0SvJ6KL0Xv0fAHAf+KQe/fIwBiF3M0DFL1/vLz1s1o5MgkRF6ZHc0prNtDVRXyl+FVUDt2q1auYnYpnXUpL5YSH0+itGUTqzyB7mAk2Mi4veMELwrN4BsruirHbMfY6xt4qhnXAbhdclE+sOPvsdeH5Kor2w9kp/dkq4h2kmaCO+/NV5KwV+eyuoodR/J8+PDTYXEUPIRu26jid2aIvNyyhodwV38OA+RbGrdavI1PQUv/xGAW3vALBvvt1X7/O/J6Sp6i3StUn9QGGi7BOT064flaVnpk5w6PDli/fa/2/VHaNptCX+v4pY1m+2/Ll+6TptPKsZFNUyudAGBVqe2nK1A8tkpRtYR1JyssQ+vkDAVyAy6hkcB2pxJRnxTW5Uv6YWmYOrTr+OvvVKSqiWlhJRVTabZV2iLZdvTQ2vqUDmO9OzdmEPJRQdAAaYnTcX7zI6rbADhxPsM3pLUmIcokFZ1KIKRPyJlUFnsRE21lswtV1kzig80c3gjleSl6fLRn3TkEpyZg6N0lKlP1OyTZtqmr4MgGiutS3lGbBVrAOk/KNAG7FzB/cNDEHBRLJQ7ODgTEnmZs9S51VGXqWFkgbz56X0Oj0jmRBdjc7SrXiqlOoAbq9oeqK+gv7bBmuFb9zzDmhv/NIp7N1LTEbNm5Kr+xVShOzV56cWxPOJCmXVzrn4pnPepZiYCgYdKwYewi7/Bb9gkwgtE2QcADxXBRIePwuHjuWMVEN0haMQo8pIgm9wa02aNQieq9OhHDI3GrCKjjmNaENZEu7ZG0YqhlJHd5Q3IED6cyUdG6LsvvIDEuNh1KKo9rVqsq8u5N0WRay15VcdJtpg1o5w8ZKRRNTastTY6PGXJeg0+l7kiQ9IX/3dqx5jK9IHbQxeaPmIQuRArFhkq3K0NIgtOv3WWonnW8+D05j4mw7bA1T7gnz0izYCtZp2bcDuPamCSGixxERE9GzVNipRHQeEf0HEf0XEb2WiK6+Vv76B3egbi991xeHMYKoX7BipGdJtKrTqIXdqjw0YyDh8l8mJE1Tll88jny34ywPUSNwTKMXEy7klU18RsWUMSjdHmh1ArQ6gXRPSbeXqResmDnVRYmIvQlHt4vUvTN1ydoCjkrMUXW5dY60k4kLBHWPYKch7DSE421gDtomLPhaFbLTUDoDpCWCnJfSEg3ckQEkJkND8pb5X9QT+myRtgmMT0uhzLYhNMrbRxYD+2mIBkxQCTpWUE1xUlnlecY4HTun1/ZMgKg1OF4dkIXLybsqfokWm7+o0iSOtlVIah51JYH8BoTZweAKA4556r65iuOri3WQA+6simPFQc0H+AxKuj5hTZGSjDNpSxlbq45T3eXdpDI7How9HS50BaLVmIC/0Iuaaid+hJZR2pGrzkQlqZ9ruvU8YBkvO79IHM1EL/KKo4d1JCk/AeB5RHRNAO8DsKsfMvN75mZIRN8C4KcA2LTPRLgj6EcQ7F+eC+CPAdxuPtmaSMclVz9W4vtSeooMgoeaZEDHySYLxz03W4ANp96x8eoYsfGw8UcHu8mvJs49WeL+ORAS3/ve92bhDfozPYDhztw3/PTLKIV77dYhqHa8tksGoRNm5KlSZm0LIifubmLG76UzjNZ4xrjGvJT3Q2vgKicBe4yXm59RkUmYF0/ylDaXU4ClLTr1vQb7zrTUzMbZ1AV7m4YrvcgkrdOOA+jTxTOUhC+CPw9eBqaK/n6mmWkWbAfrMClXA/D1AF6kwmRoM2Z6REYPoZcDeDCAX1ThVwbwIAD3Zua/jGEPAPAvRHQbZn7rGrTHzNUx907natVM28Ra5TuQBtyopjOiVOtpYucw2X0UPVLiZNFSg66gHw1px++7kfIG8aUoRVepXfROyVP3tASsQNWdjp0UB6qHqYNcqcgymkZmP4lyrWtdK+2YuZMdMJJXT9hJq11o10szJGzVEdCw8i6hcL8P99IDjVXXMxOEKFXhIYMifUckbHqx9ZjEsNsFuFB5OQxOzihhwxRpUb4E9wt4WdSf6pXtinsGIPVzpzNoWkKcPJI+wdfSlJ09A8rCWqJEa9v070w/H9BCeR4NesawycoK4aUuJmfS6Lpk0jX44yapeaI61koYRIYo0gfd37U81HotSXlixJ2u+DDXewxUSGoMdhzzTR5bw/GbzSsFpsxrM91H5LduExtX8tFSmK1iUfccKqzDpLwQwLsA3AubMZw9D8DrmflNRPSLKvxWAI4BeJMEMPMH4im3twXgMilEdAqAU1TQ6YhEaiYjdapm2ATu7kff4aM7sVJN5GUIQc1g8KWvWkIi9jH6WngAx5sGslSU3BoplpMmOjNgivYn+sLDysAUpooRRdPKXkXfOeIhm+zVQi30WFdmqUtfeIH54i5NvjWG00qEnvq0XwUQxOJ7kRnZ7YLnjtzXI2JzIBzylrKKCwBRWP051ScwKKsYt0U4vbZJi0yYXRuitDC2lEsGekYI6NTxr3ptFWYnN2zNt/7eYXHCbHjqCPtMerN3gm3DnLn4rrKFUujnlL7K4HS9BEWX1VLfjpZenZ8wX1blFhZlCu8SPnPSlyW093HsDiswlZSdyDvMhwbjWzMcdlG2WQXbqrDQCy2k0ur43mZBbw48N3GZE7QNl20V19U+MkM5Q9Knt2PX2rR4EENsG0/ChQ5hvFg9I6JMFb81aD3snDQLtoJ1mJSvBfADzPxv+y2ciO4J4CwA3+I8PhPACWb+TxN+QXxWwuMB/IpbHtQiXlCPDHgM/cNcNug9syjObWLX0uxki34ygs2I8Kf7uRb1evc2C5qhEabMtGH1fJRCnrotS+ovEaO6NFtGawLu/9/vh1f+4WtimUqKgnhGCoDdVWEm7IK9CDPiQkrZ4tjvZvO3rtmI4smx8MNdw1Cza7XH6du8bHBXeJbcecFF49M8755QOR6/JtkZQ2+EPCGOURNpxkDieRcd7gc1tWatDw6MhJ18ZROgn9fy1PUlE25hJRWlfMuSkjps3Rh5mWNpgKH9i/YoKsXZGpYLBg8V1mFS/hLBw2dfTAoRXRvAbwG4MzNfsp+8DH4NwLnq9+kAPjEkYGKncm7d1d/JSFRK8NRAxRuJtXRnAp2e9MSWqycFoTvfg5fzns2A7BeVtkwTs2KSBvWYcMS+BUWVDfNwsRe7B1EDijQjSF6imkG1cW9TwiDud4Qrzt2Ta8yFLifFx1BN1qtZhtIXYUKsKqIFkrRCniXJB+VMzBS7GEAxBZSXFfLhFEeHeXYRWpXhGe2WdMl6Yax5i2TH1kuZUc2n28mOG+9wOI29KBnSzIbkI/QB5fGmJS9euEXJO0ZLbrRE2MtH06QlNxpaQrNSdSHkdbP1qjI3xnuKgQFDMkxycJKKxSblcGEdJuV/AngmEd0cwHsxNJz904n53ArAVwN4p+qALYDbE9HDAXw3gONEdBUjTbk6gM+UMmXmSxEuOwRgJkY4i5njgpw94w6r5rhbVkNm8iksjhJHrmRPaZQLdGJivNNgxb04imw1ZKJYqV1SSz0t9iI0EfnKhDRQbZmLCDs0eRyhWUt7rGRKt4NmuiRc2tbY8aQ2lPo2Ozlzp0TWDQVGReq3o8tTEiqrZ7/HPf5bqAaFPV+4VJDRNsAqWtDuNHmfQYfobWNVLYCcmZK7xyo5eMNgDh5CYdHn6m422UeYCPJeg7Ftb/gqTIiXo3gkuarGTEXULxINAV0nh9L1x/s3KU+fgQh916+V5K1dU7PylHpJ9zV7R5BF6WRgzfStjNpJpD2E3huHKbw/AnCs0XEpefUAIU1rGC3p9ckTp+3dwT1Xa/vuOeWTt1GiwUg/kspUqTs1dDziDiv00kpWojPN1EmdNUPWgZLHj85bPK/ahpIapkNwp9dSFFvPEtMieWpVsLSZMH7yzNKzNSw2KYcK6zApz4v/f9l5xphuOPsXAG5uwl4E4AMAng7g3xEYoDsBeC0AENGNEG5cfss8kgMm9W/DaIgXT2bopqK7agpZiM0COVzgcppKuz/boJ4Bqr7wTNPhXYTGJo+MZgeuxMXxRhrkp+NNgXKV9HYmrP7b9kw0SnpNn6LnzDN9TaEuLVtrOTekJtUSMkFr+5LAjLCKExqeOaiBGqZMIqKLsmv8cHcqB8iFXthEY9FwZknvjiuqFy8vKVcWdSvWl3gimSl52ljUYkje1j7DjiVNg7vz5yC90huP5JFToEUbD6ffkfmSZKL2a02XY+5P8AUQ0/Tl67JX3EvWtMGxXvgDcX5LlSQ1mmHI6qc2LkJdSNBFSjHYCGhoO49UP3JsU7Lx26R6U0xf2jRpDJjkwfzQZP2TlCOCThfCh/kvuHxjNpPCzBthGZn5iwguzAnxqP3/YOb3xd8vAHAuEX0ewEUAngPgLet69tjxM7gQz4J6L54phqGSJvuP4SLAXnyTpxbfWsI9WkTUPNiB09DrRtMzBtfoVujWbad/1wxfaxBD2Dj5ZnyUE9219hdRbWE39Nu/fR5u9x3fGRYmFuahx6pjkNM4us3Szq4JTEvbWCanZxZJ/W+YYhrJRzE/NGQUvDjyX753COqK5IwUFx5tb2JVfUC+QHntLBIbgefp43kHCf2j6o2C8aRmYOyiGeqdp2mQq6QaDNN4IEIyhg2qPHZp9drf5oNIq0it5MyYdHicUXf1zNEwP9uO1oBUyiLTv1M6aiIzN2zLpEZLtGvmG8mQ3buXKIzvIb1TJBt6Q8FAkoCmegwm5r5e2dx1UNKKRZJyqLCvCwYPAI9CGO+vRfDYOR/AT6+TkQzw3S7fPZJxJU7/4yLZmalZT74DNUXMy0perJ5aT8D5gtQ/l9/27qCW/MX5WBPjJgID03DMGHQlWrsO2Ym71lg3xtMTSjrAToxZlcRDJh8AmRQkMzTWDJyZiPoEDdAeTwwEwT9Z1k7aEgZqQM0OOHpVeXp5ZmCvQ7yHh5PhbBd32V/e6+KCEw5702oevdveIUoLkxjU9vUe1q0DUn5AWNTkrI7QJ4Jq5VhD2I0ql5Bvn7F4mhxX4rVVpFvahDuO/Y56d2sOB5cda0IZq45xvO1F9jtNkCysOs7OjsnceSMtROEgO+44nHui7DhCvfqduqgF5Lm8j5V6gcLsMDNOMHBq2+enF9JjKt/QxpTCxVuooXgAotCv2qCNEifZt7eNkkRl764vc4d6iZldhrTE6nhDSKfwinQFuarJLvxy15M+/M6qimTuEPUHkxz8t5OdnN1FQvZiHh0RjjU7qdOLqkQOUZR3I+NLDnCTuBkcNbO0n47KGDK/8lzKlTbY7YKEzs6NohKXV6g3Bx4NW8HCpBwqzGZSiMhT8yQw85PXJYaZv9P8vgTAw+JnX9A7SNkpTLF213pRGdCuFMIwEzKxiH1IZmBrRLCahsREyFQqzINZ1AcGedpORDFe1mU4nSxrVSqeRCkyOqxEyekQO+O6nXm3qMmkpfzZGKTdVmpylXDJombMGNrcn1Q7Bn71154epSjxhFzuF4tV11862BHQNIydpo3vpy9H22eEU2KjOF5NuMJ0hHI57VLFrgQIDIhc6paOxJc2o+CKK26dw0m7X3x71YzUJ2empI570W4CnC/2on5KEoC4mIMxOOzOtrvYxmRqDcUYkConNlpqk0EeiIt0fOlaglAap9ZeoyXghLRV/L1n+oI2Ju43LJS1iSCdAZQkVJzVX5pZFux+DERmSBEdm763I+tCv2hTO/TqkxahHeW9yIWY0tjU0EANrE/+bTionrI24g6Epmfy4rPdDonOvA4xXziS1EJcgWZYE/Os6rfqGE2DzI3dtpPQnuo3iLkdMNEahrMTJ7gFs7GOJOXu5vcxANdDYOL/L4C1mZRtIjEBShQ/mPiMx4jAToRud7RndkRkEgbkaT3x/iCtlnZMhbEHGQxubadRsy2R6IngHbC6IyhTqxRmEAm2jAqZ/14alwaoidGk1hOlPNHt3xDwR3/0Gjzy5x/jE4uwYOwiTKBTj5tnRjozJaeHEw1zoBdLvaiN5ZWkc7GPsulwus2zyT8yLUNPGxratpg20RIjyzjrNHaHXVKjCLMg+XlSGI3EwBhpTqqb0By9iax6z+brHcgm7apVJvq7pUfqQSZfO6f0h8n19xSJbZEweOlG5cg4Zs2v5hXXnqSAgcqs1s0Lno1u1EJ+0t+011YTpXE2rkiJu9gGui8cGBZJyqHCOjYpt7RhRHQGgBcD+B8boGkr6EXsRkUj0of2eL+gKaZA75AIuSRF7tEhlHfvQHlw65Ncszhx0ZdDntqmGeShaegYCL79waNlTyZe7wwRkY4kNU6Moxk0apKaialBG+lboUGrDp3jtvd60hO9njC1NMrSHgromSTN0Eg8y9hoLybZ4dvJXw56s222Q8A/vuMdKS9LbxtmUpy600BcjoXs/uyP3HV11RGYOGjPIItOzoDq+oiBJSBSBqlz2Hl3FNpLVDgaQb0QMhZvIubefoQA7DS5PUkX6WlBQCt3DqlyY96yW09tGI1EdZ9eKSNaZs5vgZYFJzIZ4pKs1UO6j7SUMwsSX052FQmTdg1m9AeG7UaxkdigaLWS9s7qPVhC+RTVWpnURKQiwtyZd9ZJ30DeH3V9rB1Mg54mPXfoPET1J9JGMYpeqZ4r6o+QJmcYQn5NaB9VXmvo7AkLce2ib9+L5G8ZH6mLMJIy/+mNm1YBSR5aqiINtINhuzByaRCbuWOqNHbf0EZfc9Is2Ao2ZQR7EcIBak/ZRH7bgObyE4PCHWi1l11EZxdKMmkyGwNW9iFxUbQuvxJH7wplEkwqGsceROL0C9aE3URkPFYdDyYXSJ1jvGRzw2rC027O8XvHSPQFnXi/yzix6mnzLv+TiSxMOJwmtYwW+x1Dkbu9LJAQaNIMZ9Y28m5V/RDTXO1qVxvu9A0rp21RpB7pXSvGQmhddYy9VVQhxdx139Bpglqpz8tCbEfkoja5KE+/U7l7x6aXE20HrsoQ1UeuUkrNwv3letK+Lcmi1xfCaZGSPPtLFkl9vHNRJF3q+/oZ+vya+FzqK4yKvhyQVJtmfQrR5Zh6Gww5j4WA6LarDsEbNr+7EKb05iN16jcMnFye9UWVEje75RnBjmyHeroayt9LVuduD8cafYBfX3dhHuSZ3vxYSDtkzH9tLKKfz7SbuNRHX6yo6+pJn3V7tYiXvHZ7Q2kKRLoX+sBeJ6quBUcRmzScvXL8HFq4A3fmSYF2l2Dzncrti22AxSgfUggfLrx+uGagEh37hK2LnsSBfjG1ZVlavCax5O2X3mc9+zlmB58Xag9s81DbNJXOvxUVzFje+4EcOldSDgqD4qYthNv7bUpIC9k4mZkUcF1M2bjWshfVT5aneS6YqmrwXL+z/B2i7RgYQ8aLG0lQKU+taiUgU02I5GVA6wya1j5obcy7EsP3fCBqn0Xdc6iwjuHsz9ggANcA8OMA3rAJorYNkXwQqZMFKb/HRnZ0Ng3QL8I7pCaNqGLozII8ZBbq9+XIRJ8WeRq6ENv4rSqrof7gsWHk3D06LZrIJ2V9GFygIXSTdF5ITN8S5XVRSFG5AzW9TUhqU8dVO5UvjIJDPwHZxKbrn4Q0yqg3k5xRg/vc60fxB696dSwH4FVQG2lmJVfXFNpSk5U8MXIX41A+gRrO6mXfp7XPqN0AbHeU1u4lGWyafIEyg2LjSf+Tth3Yoai6AEEFVVo8ssvvTBypZ9a+2kg4toWoe4Q2SWtVgZrxsBIbBgbGkKXFVbpCxz7jpSWiacxRUEOhGx7Xr21bBEl6CaRD2dLcYegLdkY7yXZocIQ88rbV321fs3FDQcOLRfXcIPloVU5LQNv270pLcYDh98EGRY1/Le3Uar9gkB7fnxi6Y/tYTpydByJqAdwUwIeY+cvm2RUAXB/A+5hHONIC1pGkPMr87gB8DsBLEI6kv0ygH6jNYCFLT2g4+NNgE5WCMlIlWdQj9IKqXXFTeqVykfI0ZIKzbsh9hMZdQGtnF/SGhr0u2zvATtOYLv0yZRMPada0o9sDdXtoxXaFgw1M/JrRYukv7pjsIW26TKVy03l5xsGiFlkR0BAng9OQhlS8XAKR7FFSmTmDIiqVvD7U06LKD+mR7Cq010lWZbHVMCoee0uy0CsSlT59lORQ+QRXVuVrO4qdwgu2zPfYvSqa+RaU+mkwDaLB/Twa9kygnrHpF06xh9HGl3rzMDggzYHHoPReUbmXoFVjWWNx3a9Z59XkCkdtXzMsM4e3NOaXQ+an3pYklZaxCZFz2640H8Vn4C5IYSqG85DnCiVaMhpgGFxQpv7aKqiZLWE/4pKUHwfwcADf6jw7gXAp8bMAvGydzNcxnL3eOgUdJtiOnln4x4XZ20HtFyMb8lC8+l6ToEhc+3wsfimum84zvC3kpX9r5myQpRN/kBYO80PT7hoSZAuEmkDuere7ufFr0pIp08+YxHtcGuOn0bvrlYo3tEfx8zwsqvyMKR2JW1uI7MJvUZLaTMEYbVPydN+DeT4nn1pc2y+1NGKMadTtOEbO1DE3hrlzqrVrWc5JObR4EIDfYGZ7WgGYeY+IzkFgYg6GSbm8QC94mXQESLt02eHb3U9MhbbppQz6u95dDS4gdNQcdkJy76iIEo2ilMSc/qrrNxDBqkOgLC06D8m3NRIfoN+JFucNkZi0x2cNYMuIsEdfIT9PKpUtjNzhBje4YVDBUG5USupMCQkDhou8L2WhwYRaWlxKjJaVoGQSuWSc2h8O1hFwLNqfaA8hhlIroWdsJN1K1Vmfz5J5+0Tf5SbG0Yd+5W0R66SMbsVoNNCD7L98F/WIt6Mm9JIA69UhEgXrzVNicrW7MBAMMLXKwvYRC49paaJESnu1lBiTGjOlPV1s/rad9WF0jWkbyct66zBRuk9I05KpVlR4pp6ecCwBR3X5lMs8ZVy2yKXNVn1jpVG2DamhqpR4Y1iYlLm4EYDaKfBvB3DjdTOf3bJEdEUiegoR/T0R/RsRfVh/1iVk27A7d1fFoj1U1KLPKr2oE+Sz14VDsva4j6c9ZrIJR3kQrcxkMVDpiNdPDJe8NB2Z146hO1VLPIjUybK0OgHaO+HSMjhbRQ5/g4EKt95L2pWZPTWXA+25kdokftdeDDBh9qOZAP0eOJb9W886N9mciCeOuGW2Tc8gan24RorX9HHEDqVRkytQlmJIcO5907ujCvRi2lDPAMhJqcGDJEzcOzE8MI8U1U49syK76y5+es+YnvFJHjMdJ9H6bseqHTl9xGsGQMYoAca1PsbVn4GtF6IXD/fv1usl6fA605aSVha1kkRkN3pJZeNOPZcF2s4P8pG66Y/dYEieoqbN6NC2VNGjR9Og0+h8NMSj6lij6mpPpUZXtAepSYsIyOeKAu3grh9T5hyVbC6J6NT4S/NT9DDSddV06fco3n3etR9bgT7/ac7n6OKKAM6oPD8dwBXWzXwdScrvA/gOAH8A4NPYvFZkaygRWuz3LKc0OI9EiQ9Ur5CXcqsTwwQaU5mgcpwJu5oqHPfDjNlZw2Nddql6YaiSIPFKdZlRP72AEIA21k8vyilb8mtn+RT9m7LJf/Oz55SBNVcMXhwDlLdHqU+rbj9Ivw4IQ/r1pYYHsig52GS5tfFfKtuTxA3s3Qpp9fOxeDV4Y5YAgBp0XV1atJ9FwZXqxO8nqTssqONDAL4NwHsKz789xlkL6zAp3wvgrsz8d+sWerJQ4tTT4q4OKtPxNJKRXBSHt004nlp7+hDqg9Qd3NH4zB2E8kyYIi9zo0ZiFU7maH2mKArQHjxeWpNvWsSljZSUxE6sAxE+xPYnTwPne6IRPYMhEDG7NZq0TeK9awB48pOfkp4nQ1EQjqkE+twHZqRD3VaxW1jPEovUD5ydX05XbmSrDT7zsz/icyDdMaO/SxpWEo/esFercIwRb6yXeFQgxe3zPdaoo+NVBbS6xarA9H99pL9Wgw5+K0+xY6KuonwsJTqRh9s7ZKQ/2D4pUqgk6VGMsFbPUkEakNoavjRWj/+QX5OlE6PxwFj2B6tJmvClyVSpHffGy8W+xF068NHW146T9MwJz9TTCgwkQ/skLOX+gkirLrPzk0i7dtodpfrpn2loSY9IanS1D2JHvByLPxuvAPBUIvp7Zs4YFSL6RoRT6M9ZN/N1mJQvAPj8ugWeTMiOJq3JVq0jelZ19HsWhzu08fI7Lf4lAFidGHj6wHNlU94+WdiI3YXV44qxr0wgFjKJrzi+ZF0PsUWJdEp+UkZm++JY5rcxLTc7vY0DD69Xt5OV3TF7C732lJDoO4qu/m6T/u4hkSZ05r0AGEzcbzz/z/ENN75xrGN/P86xRk7R7BkUikyoXMSHhpP9yfGW4qFsPJg4Vx3S3Tm2ivo+H1HbAID23hBbEYmnPYFE5bHqOIl+mphOvH1WXVhAtOeQPAsXDIb8jisaEzNhdFTZhYhN7ymzQ8CJLnw/ZrqftjvRUgS9AMl/ufRO9wXt3mz7gqjFtATJLrjaXkQkngR16qxisgUyVkiVqfNk9V2nsc81bH+XcUUATnSMU1vqmS1tBxLnn8CshN/U7QXXelEt6PHGSPNPay4VpG4PiOM02zjE/GzdxB3ajhsgn4OESSYnrj1ZV+LvcW53JypibYNkVTr9id5OA28Li03KXDwTQXjxj0T0JgAfiOHfAOC7APxdjLMW1mnZXwLw5Oj/fJmCniyr4s6CTtYyNYnh0c+c01HdoqLue/a9PMgHNtDv7Lx4RViD3qnpJDl30z0oxEbFMdIg+G0kE99gV2ZO7ZxSrsbf/10uAGxAaNDfZmz9mYj6hcvSPIaxOHbwWSPY/uLA3o5Ew7N5mePVkjHsDk3a7kTiZNLHkbwljjfWan3fa7c59Sq5qmbvbYR+T4IK5Au6LUOH6f47sNmCenfa3d87+VXCO99eTuKQ82ysHUmFaWZlrrTCa2t5B3qu0pLCuSjNcVsB0XqfIwpm3gVwFwBPRDgz7ScB/FT8/kQAd4lx1sI6kpRHA/h6ABcQ0UcBZIUz81nrErNNTFrQHM+b7G4ZtXPPBiY12QFiDEDu0Uk7yRJ37nj52HA7OEXdVMsLUN43OtzSob57XhhSvkzwTdw6sbkF2atbaieRSjlqAb3TzrJD3h56Jy3lee2i4w8kTNTg9DPOiPnEXbwtl4CdNjAumf0JejWPlmyUbCcC/cOaSZDn3N0A4fZlh1Gy8bSkRMLQEBrWZfTp+3uFhqoqeQcindAX3wnsIsbqbAzdV7Txq1V3DPtXeddu05SYBjJhbOo4OHMGsV+o8TkFVi1jd/YeI+vR3KuVeslFxwgSEJh+q/5zuwN783hP3E6m3s0JK+xDVRpdNysdsr00vQ+Vzqptw5yj+g6Cmi71EcQG4MpcVsAcZnVtHKAkhYgeBuAXAJwJ4J8APIKZ/2GtzE4iIhNyDvah1ilhHSbldZsm4kAgXi7UDJkGZXEOeabCi27D2i6j2anqTmUi9nS3rqEY5RfuaemPqHrswpDtcrVaqTTozKTnjf8sTKmxrA1NYiLkv7V3wYgEy7EPsDSUFipg6IapRfc9ATt40QtfiD0ROcdFvVN2DsKEZMmEIYgMgJ6chRnRF+ZJS3u/k/0GGamQ2IoA2QVzmgnS9dsxbdGQb+jaMZK9iSzetX4qt+02Kr3EWXWc8tAXSGradJ+1l8/ZsiQPcXN2aTfMgaabVDydty7zWFNgvlVf8/LX8PqsXtA9ukt5MpBUjUDvDbNS7WjVpnITumySBm2hmEFWZcslox6dgwMPC8+8egG5GlCeSbtL38zmPBkjrBgZ+MychNt3fFA4qBNniejHAJwL4CEA3gbgkQDOJ6IbMfNnZ2d4kkFhErsVgOsivL4PA3g3ryM6U1jnMLcn7afAkwZHRJoxH8oOxY2nnnmTj8eANGawlnaMwnSMqV4ke70oVAevMCvxhmeN0qRckqZkeToTXykuOe02fd+U06SZA6/adiHXcaSNf+ye98QrXvmqtBPUkgOBdT1OfAUNXYSFQSEKBtRyyilnxquR0Zg4Vm0vnKKPn9qmpb6buaxiKHEpSUR0etu/g/1MzxjV+mpNklKyXbLtou0dNDwbk/1ANgK6b0/N0vZPaRfNZLu2IJER8fq+N7fUzjAabGoqcWqnAguyKHoOc5gqeRfevDYFB8irHAR+DsDzmflFAEBEDwFwVwAPBPDrJ5OwuSCiOwB4AYCvRb4v+QgRPZCZ/2bdvI/MYW7vee97ccUrXhFpCdALETOQLoW3iOFEQ/FnNMrj/qt9lP0epFdkUKKjf2Dz1W/eyz9NHKk+8SeVHaRlxyL06XCr7tCnnzEwsIkQ+42Bb6+h2e6ShGYmyg5Y03WTMF1v2zaaHC8fAPiP//gPvPtd78IK+dkcQFm1oDFQ65C0VaynYlL6OPmznsY+jmaMOvVMmB+Y+lmUdu2a7W0q8XTf6kx8KXflHFOfGDFDn82jRv+Yc3uJZv3M9t30XfWVGnR+2h3bfvfKsFmPnY9j87BjwdLs9Xdbnpe3Tmf7AtC/G5vnFAbCpklj28wRpXrYPOyUofuTfnbxxRcXKNog9qfuOd2MkUuZ+dJBdKLjCFKHdJUMM3fR8PS2Myk+qSCi6wP4MwRp0KMQDGcJwE0A/AyA/0VEt2DmD6+V/z4lMYceRHQGgAtPNh0LFixYsGBjuDIzX7TJDGWt+MwFF+CMM2pnkw1x0UUX4cyrX9179CRmPtsp62sAfBLAtzHzW1T4OQC+g5m9e3AOJYjouQBuzMx3cp4RgDcBeD8zP2Kd/I+MJOV/n39+kKRMtcIubVsMOmfHJb8lG/3bgmpMorcNVDsUK93wCqtKPEyc0i6tlMYl2SYs0e2g1JaW9kF5XmQl+dJP3//+9+PGN76Jm7e32/SgJQyl+PZo9yn5lWhpTTic+BqDCzQw3DV7fcILn5rvflBqIk9qpukrtUWtyb3hssL4+2Jm7DhqQC2JrJU/Ng+ktBKZaCAZHJPUWtokvNRP13l3VnJp34tnlF3MSwiMGXvSIBt28cUX4y53uctMqueBeVzy5qWJuBaAL6pHAynK5RDfCeDx3gNmZiJ6FvZx+fCRYVJucYubB+7Y6JHtwtsvsr7tBeAPHoFVGdT0v6k8sXuxNik08VI9m97UUdNQ0/GXjCq9ZwMSPDod/XS1GhLV0C3w6Mvel0ahvKc97Wm4173vMyhTMNVeYeDhZTCFSSnq9Q1d3jsZexceCMN+aWmp1qmS7xjGyrWwfdZ+1/TYLGrqOi8vO0ZKaTxbFxtHwu07s/OAx0B7ddHpdb76bBlC+Qwia9A8VlYtD02/pUu30dQ6pbkPKM61kl6eXXTRRoUnLrT7/5w0EV+cKOH5fwj8sRW/XB3AZ2YVfvJxHQDvrTx/H4Ktylo4MkyKh8EOLPsxPJjM8y6xYd7iVZo0U7AwI6ZMPQnU6B4wOOagKj2ZlYx7PZdgMulrcBdZKt+inEc2B9w5nkFZGap+aaFy3MYHjJM6t6NkyFxSf1rbjg6UDn6TMLdq3tkwE6Qr3gI25T0A02xrSs9rjGytnFqZOmiMgbCMh3hp6fJsvjXGolaWRo1h9Bbeqe+iFF//1G1XYk69ecbGqcWrofS+JahmhFuSnJT6g4xJPfdZWmr5H4SXD6MuASqlmRWf+QQR/SOAOyF6zFKYxO4E4LkzszvZuBKAL1WefwnbvruHiM6dmiEz/9y6xGwVDgOgdwRZVPNbW93XGI51x4+3U/LKB3xmopavpk+fMDuduEKawt06QteYd8CY5MW2J5nn4A4dckZsyrrxi0984pCWkV2TPmQNQDjLJAak8BmLlhjQjvWZmetghrmL6CZQLVMxol6dLdNod+xzqjN3ISst9Hq8l7zydHyLEt2lcC2VEIbFzXqdcTwTVsoxB15bDZiTNXBQbsjW+2hqmjVwLoCXENE7APwDggvyFQG8aK3cTi5uQkRnFp591X4ynipJueXEeAfUjfaHqQzKpivj7ZLWKWPOpD0lnl0svXW3lI+lxe5uS7ROpWsOLN1e+re89a34pluWu7Onu3dPdjXhnufEGPSu80CP/Z6AqdKUTWNMEnOYUJJmAONj1Bv3npTTVQspBkWHT31fpTmuNifpZ978UFN/2uBtSykuK2DmPySiqyHcbXMmgHcD+B5mvuCkErYe/gLraaFHMYlJYeY7rFvAocI+71eoiVJLk8XUiaM0OU9eKBxJ0VgcK+KeksaGj5FXm8DTRG5VNyPxsoy8/Eu0UYO//Iu/wEMf+tA+brwLJ3zvo9Z00qLE6jJ1T15aV2gYqYGcIZLoKJbWI92TpPMzO/05tiVji0rNnsE+F+mZXrizhXTC2NNpPEazdg4OKvFKYaVnXry543gOYzWWt7eBmJvHnPLTezBnHI31UZF+rctoDlSvODnMcrisc96auq6XLDM/F5c99Y7F9SbEOX3dzNe2SYm+0V8P4G+Y+ctERPs9We6goPu8p0qB83yugd9Y3Gr+FTFr7YC10Xgjz8faoqTiGdCNoVhf7yxrkg4tVajFsx3NW5RSmao9j59yyjAvljz6TLTqQfITOjwGxoYVrXE0Y6vSTDkaXNREeiG0jIQ30Q9pjTRO7KcdY2AIrGlfcX9Tr+1Xm1S9lODVZ8p4nIKxcST9y14BUMunZndhmSVtaFvLv2RrViyrMpZtX7KM56BNRtRPpXE+BpkLDkrNo8s9IHXP5QLM/DEvnIhOB3AvAA8C8M3wD8UexWzRAhF9JRH9BYB/BfC/EC4RAoAXENFvrkPEYUKtrxHynb3sGvQCJt/JpClhbAIl+Hl4IlT9seFeGsm/hKnjLsWzx3mb71PyE+bC1mMuTbZ8oe0VL3/5MB4hHneft4a823UXOclXf2rQ5dmPxX4mRS9PmZjtIrluOduas0+GCmodlPrwOu15UOuflWJNjT8lrDamSziZ79rSPPZZ0IOIbk9ELwHwaQA/D+D/ALjNuvmto/94JsKlgtdBbtH7hwC+Z11CDhrSsexC4I2LsZ0UFeJNHWOD/CeceOgtwDp8P14WxbYo0DSgxahv5PtYe5DzsfnYOtgF1zKNlu7/fv/752UShSPy0TMq4aj78CEgfW/Mp238jxyV38a8W51fIZ3Xd2xdvXi6fbz22hQ0nUKL/mg6N4WS2lT3T71RKKVfl9GawqCKWqRUxn4YvZp6ucbE1toCiAvriOFtqdrS3rW8ptTZ0j7GlB8kNMM+53OUQURnEtHjiOhDAF4D4CIApwD4IWZ+HDO/fd2811H33AXAdzPzJ4wr5YewD1/orUPusdmnXQqgBrA5m2OOxb1dtIti5QkW9loE6+3cpky0btES7rWbOd/AS68XTZcE564iyVPTMEanwFWZqfwYwH/9139l9DXUq1rkIj5BOK49v214xUi/iwd/ob8wT99dMwe1Bda2idTFxvEkcLXyajYbNh9PElNTH87FlIWqJGHahORpTl200bNVtej3U2NkSoyGfVZ6TzXV1lg7DTwLS/NkQa1sxyWrZ7W61FDrj9vGQdqkXB5ARP8TwO0BvB7BQ+nPmXkV7yLaN9ZhUq4I3yf6qrgMnK5nu9LUSXzTzD0hNwwVTJE4jOWr85oTRyaGUvk1cbBH9yaGrbSP5GUX3+L79A7HA/D//X//X5W+0gmyU06iPUhsY7d5snewFnZsHFZcFmicgrnjez9MxDalfgsOHN8L4NkAfoeZP7TpzNcRK7wZwP3Ub46H0DwGQfd0ODHhJmMP1Ylb8oyfsQFnRZmk/hfLMXSX1Djebrear1cUZrjCmrYcS+a2jWm/kpprCkluPZ387nDHO2HFwF7H2I2fvY5xYtXhRPyuP7vm94oZKxO+4v4TfgO7XYgn8SXc+3g67pUSIVu9N5nv+re2iaqJzkuqlJpETGjxINI8gbezn7IgjW0i5LfOV8rS/6cYEHtly2fMSLWmrtC06HdRy0v/1untdx1nKnQ/kj7nlZF+xzEzoEWNpakMSklNNxUng3Hu1vwcYXw7gvfOPxLR24jo4US0r7NRNNZhUh4D4CeJ6A0AjgM4B+HY29sDeOymCNsGxiaf9KikhiiFR2R5j8T18p2zM8micgcSdZaUG78Td/mO1Mbzwu3ptQpahD1KF/LJehYcGkvtW1KJeHQ+6UlnZ0zGiVX5s7sKDEb+G9iLnxOrAhOjGJn0n5ExM9mn47RIrLr+d62dLWNi/8+d3PViSsg/Xtt6+ngdvg5qyUoqDmkn/dwyGmPkeG1dmiumtKtON5VR9NqtxqiU7CFq33XfsnF0m7kSRvOO9fjyGMm5m5aajUeJod4W5O6euZ+jCmZ+KzM/GMGJ5ncB3BPApxD4iztHL5+1MZtJYeb3AbghgL8F8CcI6p8/BnBLZv6/+yHmIGF3rpvID1hjgpaTOFX6KVnUxqqXvhZ/k7rfkhjXtrf32VTZQL6AlfK2C5u36OrwWj72M5yEeSsT234n7YNYAOYYsHrMhsZhWAumLMJz8wOmtf8myp1iP+HF0GFz5wyP6T0M79KDN56nfI46mPliZn4hM387gJsD+E0AjwPwWSL603XzXeucFGa+EMDT1i30ZED6UG0i0PYMbp8bMbrN8i4Yf9byrNE2eQxIfqVrAEYOZ6tmjXIdvbhs48+B035TdqS1MAD4uUf/fPSwAdBxYEIAtCDoe1i1O7KEizHsmHpkSIvKK36V22PFAHeKoaB9TBjucKektczcOoaNtXJKtgti2G2fl9JMZW6sVMletjcFXrVrXjO1Iub0U49BWddoeAxlQ+/pKEktN8E82fd90BIUwWI4u38w8wcBPIaIHg/g+wE8cN281mJSiOgqAG4N4KthpDHM/NJ1idkmapOghjfZ23jeoMxUKgV4g68UryXA8+xx6RYj0chcSZyNjWtz8d8AE72mSgviJhbHKWUCwL+8/59xm9vcBgCBKUg4mrjFIx4yIUBgYABh0uL3EXr1nKUZkyzfjBHS8fPMx/oWm/9jkD7iSf/mMAQ23Euq85M4Uxc1q64pMS6WwfPG5hjWUY+VGEOrxpkjIdnmUlezN5vCFK4jLdD5pvce791ahwk5CF5lHRuTI26TUgQzrxAuUHzdunnMZlKI6PsBvBzh5sOLkI8rBnAomZSSqHIq46DzqIksp4ozRyfqEZuWubuXqQudTVMKK+2I1yl7CqZM4kKT/m9p+/M3vAEPeOCDQp4UXIzltNgx7ybNoIyxZB356pxwg/J8EIYSArmddu7icZi8eIT+TdxddFD18pi7MZTmhTSnTLzMbxtMzH5VFVPe3zrSFttmB9VtGfNVsYscZXtYR5LymwBeCOAJzFy7nvkyB7tzO6lzuXKh1QNgHQt5C8uYjXowecEmzlQmRyCSnikqIffxBG+qsTZijrYi8benOsl3xYyGKKQrMCEaifmJlHTxWPu+/D4DrojiPZWA0Eeot19poh87B2SqqsWjaU4cob9UjH0X3hgVqdDKYTDHxvKUxUXKLBlzTs3Hi5ey2ef5TSU1jI0zRxVln9n6l/peSa2V+h81VSa/phZbcPSwDpNyTQDPviwyKHYg652pdvkciCdNHkkVEyeWwYJWeCaTbJosCuqcBJXHqPrGsW3R4lV5ruup43qLVEaKKcPCU99YicZg8omeR1m+ziFxpYWmtLCmOgNoTNu++jV/FHdKnBiUlRFtrLhnMFhLT6gPB/uLgKWl4+DV4xOdr94UT6TVUXWbtYV3VQq3fSbrD51S0TkXT3p9zVNj6Hit6ncaOo7X31qq25HIJZAN0SBvT6rh7eqnSv7GFnvNJOl295naYV7Sn+0YgQqfginprJ2EHETYkn9ycemde+GtCtcSPa/P1fIXjL0/L79toYtzw9w0C7aDddj38xEuC7rMY+CREQ2mPGvtUhdcV1SapXNckNn8t3FZfcZo9DDV0GtK/UpRSP0n5JNUNg9pt2knb51WT8x1orrEBOmyHvJTP5lFm2psyk6fGPaf/uOFsWFsZDKsTXBzJBn2e2JIrGu6/O/24Ll695WeqJgy7uvuGlN7FuHV1apmSx8Zu7Zfj3leTPXM8OaIrHqF8PRcfUrP58DaFOn6lww/ew8zztoOmCCpqPWRynEGdvwJSuG2vFqbbQu85mfBdrCOJOX1AJ5BRDcB8F6Ee3wSmHltV6ODxkDkHYfNJN32xEPHSl4bjRYRmLh2NzLHXsYLJ4/WMctPHXfCc03zFKNdb2c7ByVR81j8z3/+8wCCXQhDGIph6/ULQP+sica2Xvkd+8a0M5o53XJsw1bIvX+EIjkIzpMQ9Dt7a3QdlU+NGvrUDDpQ6jeGSXDheJINfhvJosQZ6+firdOMxCuxP2N9xEp2pD2nLDpa0iWeX3P79LpjQI+xlnqJX43hahtUr3MowesLWbjFBq4emaLO3RamMq42zYLtYB0m5fnx/y87zxhrXsd8EJhq+6AXBJkk9bNq3mpnIQN4jhV7tgOWBSUjsjGLUE+7DtcQcazUY0yPrFVSmVoqlp+gwknZ0LhSEqVaEBpbfXS9KUPXJanXTF5ZOdoDSX6LtEDiU4Nv/dZvzeoZDlOTOthW6ZFUPR1FkbkfZwpkIbS3LgO5hKtDYKLAPDDWldaSBVwWHssUWzVKX3aZsZA0drHWfY5QtnGwjIiEebt7MiocO8467hkAXS9vPJbUEh5tGQ2KVqlTJtWMdFt7IibK2sCqOTy7H2sHppk1S1qtbfUjXUcubIpCvL6tVyrSgDFW372+QCbc0mfp1tJP7/t+NmFbAWP+GUYLk7I1zGZSmHkDbPLhhB0s+veknb8We+tF29kVlPJKDIrNd+SCQVk0Ss+F8dC65DFk9jdAfYekae72+p26YT6sSkszN7bsQf6WWRq7NJKajEkBd7jH3e8evjJ6tUx8Ow1TkVHpFy9OrsNe1CkSpCkQBiWzgTHEabuZFkEK4zED0mrBs6h8JsvYblDy7UBFO5gUVz2TdK53EvOoBLPUppZBmWrsW4K0ndAzphLNGJQSIz+CKXWz4QPbJ7MxakekEFPVWzW6SnZR9lmJiZwzB02RzG4SHTjNCXPSLNgOLrcMhwXBt5EoffTuSIfZwSLShhTu3BczyqB4koERJCmHKkPv0vRHaG9p2q5Fl5FE9XNEuDquc/fQoM2ctAM6S/f7jNFlnj/2cY8bJd+eCGvXKrEt0Z8p7doQFXXxpTtAmiQhiYwR9Z+GKOS55gwutA/pzD+DdNHguPaxDIpn0eCF2fQ6fAxTFt85/V+gDZrluxzAl95n5Q6v6obE/LaLuv4Avl3U3DvEbN20kbz8t33A9gUvvNRfLHQ/yWhBYWxwua9uA8ux+IcL6x7mdicAd4J/mNvaJ8sdBNIgKEkHxOBL6ewzkXEtXVZQ/nwgBp14LkIWR2grMA2MoedRyoK7qIfrD1GyRokauaeOUTtJ/jXpjlLvaOnQQFKk8qmKu6lJeWYMYcnwc8QTqUh3fCY7IznIjbn3jmBwUvtoWsMiQ7EMVs9CWEtWZYAUV7dwJwwy5aociZ9qphe0CqfSmDhWpVGSrGgMmI2OXSbDqqRWHWdtYlVcHYBGSWhSPtSrJ0ukeYbm1g1Zj7tMhQm/zlptBiMxW2nJCXLVLFfGOxfCEdPm5Te5yjc9yE9g1lmseGh7NAZhTjQ0c+ipsLL0MBsN7lJFmygxdRlcJy8vro3Xcf5/wdHBOoe5/QqCPco7AHwalwNtXBr0pUv23EQ9I1CSjEjeeoCts5Nzy1Zl2UkrU7c4aTz1Uw2ZyFXbkFTULFbkS5qhqDBotcnNTqBBHTVBkqLq/vBH/Ew9PgKDkngMykW5DRPE76BVrS6SjSIZkUERgy1mzs5asQa6Ok3DnKlswrP1OpJW2XCBORjLmRlYGZpDWsLKxA3GvezmKVcDWNqEJmsnNYaNja8IyUry1HYYDSFX8cCXckh7uoxK4SJP1xg1ntLqNYNndyR06u8eJFzGlzbetpKdwZjWdOtx3R4vlNbTVGJMyMSzOIjFZjGcPVxYR5LyEAD3Z+Y/2DQxBwa7e8l+zNOAjc2JMtD3o1sdMCFWSqL/T3Ub3TL07nx00XPCaOS5flbKP03Q6tqAT/z7v49Qo2gQMfaAGRmWGSbeoaRgU2igJSzbKQPwF9Z0TomliWjAqFjSvLZah3w9hmpIdlSV51PtPUahGOCqdG4svVFfpj49kNYilaXbdZOM2b5g1LouYzqSxWFY69dR3yzqnu1hHZuU4wD+ftOEHDgqZ3MA6PW7omaYsmP3bCYQBmtmsFrYQQ3yglmEqQkSEl2Glk7IuRcl+vR/5CLdlvqPp3segx2jOs8iDY5Ep1aWFdMncbpte8cmiKnBioH/8br/kQ5yk0PWGsRTZKPBnOzwc4lGzqDMYUb0+RQWRMF7RexLWtMAk26sdc7H0PYt+rs9MM6mD/T2h/6tolontE8+GRMBxxpKn0z9FT/H47M2fsaaTdOnzwLJ4iDvlzYOq4/kI3VihP/ynZ30Ft7OOtlJyByh8pL8pQ1LO3PdLyUfkYroPDS9Wirr0c7O91KTd4ZOwKgjUac/JFBjOn6oUqYtf6oap2rHtmHIPDD3s2A7WEeS8vsA7g3gKRumZbvwDrTSzzQUg5C5wXrZojBw5kg04m7Ky8tKFIoSGe5A3V74WvN2qdEwJZ5N46m8ptiIGB16jTnxRL/W1qD0fqzdgiy29plFg35BHXqRhGf2IFnx/pnKwOgWWUEYIySViahVJFzbp2wKmvEg6u1D9HNxV83vOaLsgkQgnD1g3XXF/Z0KTJqGV7cxCWRDwK7pbpaJFTBzphrR5QmdU6HnBluurqeccQPkdbD9cmX6kkfL0BiZBm3jqmRKdVB02rb32nBSzyt466VnKI+7MY8i+31bWCQphwvrMCmnAvhJIvouAO/B8DC3n9sEYVtFbSAVUGJGNjlmpqiOamBHWrJOXiUxbakN9Pgs5jviRj217laNxJg3cb34pUFLKTQnCQr3TEPHABGjiSe3JXsQVY52D96EikdnYRkgi7m2GvuFp9aZilkLv3OY3Vg++62/13dq6iB5NEd9u66tjE03po6a2xRElDEqc2kcSGpko1WYX/fzqsj83yaWY/EPF9ZhUm4B4N3x+83Ms8P7ppR3iPweRFHfvZ3S4MCwfdLj5jXiJZTdj2LqQ5K+4C2Totbo8WjRhsAjDJDQ5UpWzOFqAOK5DtUsszyy+PqYdc+jiZrBgv7Exz8Wz3jmb0UjQWC348EOu2Og6SKjAnWaaFIBcf+bwoFwxAAnd2A98fdptSdLCOsXicwgNh7elvJQz+yu3DttVPKMZ89leVhoWxdNV3oeDXzbJBlR6gDnkDNvR+7Fs8guWzTxrReaXqxLfVyrglJbNTSQNKQyTXpLaYlBkCD9rFpPlf9sGxj0Xke2BJvNmLeMQEu8PBpL0NKe1pGQ2MMCLW06rh3/uk0Pjb3NgpOGdQ5zu8M2CNk2NNMhC9JQjJ/vlIqoub5OQWkAj9nJmPTWqj/Q3gxmJDsxjsLazIyIaQXW1dNjVIi7nsGyh7Fpxs1j4qxnkLhkyz0f2h7FMUpsCPj0pz4V4nI8bZYZex0PLhkEeiak5V7lAvS7/bYBWB0AxwjMCppcDJ+eO6IoYVQyxmBISh9f1UXDLt4C60HjoVpe9C7ykCRMBSZEDG4F9ihqzxVYp2lUu0gbCUOpT6EtSWCEnZRm1/3fW+RLht76HBCPYRL6UrkzJGtjjEoppxa9irhk15F4+ZHy7bxQUpdZFVViQJ1JxbqCyztw5x/HDbtE80Hsglfd8NLRKWkWbAdrnZNyeQBPmb2LibfYI6e4+O4DtRqX1DnrIstvDRXbJmDrc4tv/EY/3sSK79cmxPOSmYM576j3Tor/t6wmYsNUhP85Levma7EN+je5a99EXpukxzIeXt69jHC4yTjZIvKDLH9R9xwurHuY2zcD+FEA10Hw9klg5ntsgK6tIBuY+tAmYOC+2wL5bt7rg54UwMPYMfeF+2uyMBPfU5PUJpVMLVKgN2MoFJ2u6gt13X2esVIXWe8kDyW1nGZ0rAqqdsCcSvPf//v9owoHON7S4E6cASlysijlxrTAUEw9xTZFjGEBoI1vKT/QLJd+NFlazo61t+2cdqpEQaKDoZRBS2L0+SjaK6gkGbHQaqieKck7ij0HRecpO/ES49aFRH15BSmLVoN5/bRUC29Ie3FLaofMO64wGHSovDerIrKMp42nw/qM+3FZGp81FZAnkWMnzIPQ0sa+ZsucIrHNnw+98QQl9dw2oT3/5qRZsB3M3tQR0T0RXJBvDODuAI4BuCmAOwK4cI38rklELyOi/yCiLxPReyMTJM+JiJ5MRJ+Oz99ERDeYXQ6Q1ALa1ZbEK0ZfWy+2E6sT4b/33IGIlifB5lVjUOz3+Ju6vf4jNMcPRTVIVj9bh7GD6+Kiv+IZ9YrQE3BKH12oxdXSc7HU8b3vGSMiLtn6YxkVU89H/9yjQETYacLneEM4ZafBacf8z6k7hFPaEG8nMjan7oTP8TZ8jsVP2wTmJ28HcT/ud2jyWbHyNIr1W3Wc0gzaFHIhIhfdQwmhbx9rwqdtKPV3WTxKBp/WZVm7JXuw7syd+QD9BNO7MPfuzqvYBiuzwuo0q65vC91LbY8trV8DfrkQ16qDLEpuuJJGu/BLXrq9PQahNl/od+TRlI2dznFBNxk3Dl32Hq/Bd2du0JIYPY/qftXKvGo+ghJDZd22dRvp/r5tdM5YHf9sn66jinUkz08A8Chm/n4AJwD8LIBvAPBqAB+fkxERfQWAv0PwEPpeADcB8GgAX1DRHgPgZxAOkftWABcDOJ+ITl2D9kyikA1E80mDygywEvQgmsWsWBoyYkdej5emROsYQyLRRn5b1DY3A/uICfmNYSyPKfk3UXoSJlaKEy4VP0320RN93Mmbz6z6cP+ZGrfD9Mm6Ro+3+K3jfjk1/SbyndNeU7CfhW/Ouy4xQdtceEfPOAHSPEhYc2zOUOF6DCNQlgQJDoo5EYhNytzPgu1gHXXP1wN4ffx+AsAVmZmJ6JkA/hLAr8zI67EA/p2ZH6DCPiJfKGzTHgngqcz8JzHsfgAuAPBDAF41i3JPjeAZbQKZOy9bFUPhzI9Z4siap1HtnBNP4mKlC3PKmDDJ6B2dGMTNEedaY0UupPd2jt6O0i3antfitSE1ePCDfzIPIiTVyBSRLUW3ZGagberxRfRdytdqU4INIrmqHh0/SRoK5VoDRx1eEqWXysjyLYTLM52HPtOlYU4vRtusNABAZbUSUe5NJJC8S+ou3V/GjFLnjFl5n1MxJe9anJoKK1P5GS+oqWMrPPA9ARlwj+fPjIWdOCn/Ee8er0wP9h0dhMpnsUk5XFiHSfkCgNPj908iuCG/F8BVAFxhZl4/gCAVeQ2A74j5/TYzPz8+vx6AMwG8SRIw84VE9DYAt4XDpBDRKQBOUUGn2zgDjHiFZPYP8X8YrP3CSINnI+V53xW0q28xK6vaWOcQt1RgqDOZ38C0icEerlZKMzqU7QFxiokiAPbQO2/hsGH6YsILL7ooy6+Jf5jHd3QNIalaAKBb+XYoROU2sPGzN2MW8kHaggEpMyf3Wmv3kd+Hg2jvkp+PYWkp2qIUvGiskaxmLOwimvoIeiajhRLvey7ZqhxhTtoCAzKH8fCYgLEdu9ffPIkhqWdj9Ewht8Qg6fpSJV7JGyzxFPD7vxxyN9ZGnsuzp3LyUIo3dU5ZcPnGOuqevwFw5/j9NQB+i4ieD+CVAP5iZl5fB+ChAD4E4LsB/A6AZxPRf4/Pz4z/LzDpLlDPLB6PYBsjn0/YCKV5aGwB1SodoOzytwloUe06PPqYSiSpTUYMfoUB80S1Y/Ul8/HCvPzH8rZxa8/1O2MAr/7DecI3C82IhrzX30Ht13ertHBY+4Q+vH++DqYky853ofL719/nSjROFvajckjjbYso2RrV2jabCwrP5+KyLlOQownmfhZsB+tIUh6OcOosADwNwZ7k2wC8FsBTZ+bVAHgHMz8h/n4XEd0Mwf7kJWvQBgC/BuBc9ft0OIwKkIsrvS4muxL9zBMx67g6TgobOYGxNLFYsX1tHrfShSlpEhR9iSZHeuTROsYM1XZ3bpwJUh+bxqu7Lq923kMfxlESgcE9HCJf0m+QY6Eeo9I6kgNdjsCTSjQoMxHdhDg17PdgXPFmcs/UAFKju7Yu5r/9XmIAdF72XCCbj5VejB34Nva8RMt+liNv02F/b1pqcLKlEDI+/fFQnwdPhkHqHJsvnWbBdrDOYW6fV987AL++j/I/DeD9JuxfAPy3+P0z8f/VY1yo3+8u0HcpgEvld1oI1MFheic3SI9+gS7GsweKUeMuxlk/tzYvNm97gJk5LTV9nbCI2wXby1smDMuUSD00fZpR85g0NuHWrTFLYlRpY0zM2MnA3rPaovR7v/+CQRizeBZw9MLJ03E0WiFohoVBTFkbpvJVwIqRDoWDoW3g1UKUTn+tnS9iJ0RhWkqXB2rbEHuOSQ1ZWsqJ0e1s7UOsKsZbhMWd2sLSn20ClOFyyUNE6CoxNDa+pQsoL+ilvlVigu1/L623cIv0z5btlWG/l1A6J2UsbckF2KYr5WOZU081pr/bd2sZ2YNgWlYdD8bmlDQLtoO1JM5E1BDRDYno24no9vozM6u/A3AjE3ZDAB+L3z+CwKjcSZV9BoKXz1vWoR3IRZx6QfYGwaDrea67bPbecrpqhYYBI1F4PhWkaZuZh93dyURhdzmeasZ7VourUdtB1aDfmReu28LS8KtPHQr7tHRDFlD96e0lkN146jI0BZq1+q422Vp3Zc+rZdMeLlMx1p91W48t3Bolhsll0m1a+O3ptffYR2gZe1ceAzGlD5fy9cK3/WrXFaysk65UL0a5jb30BwW5JX3OZ10V6oJxzJakENFtALwCwNfCl/7b069reCaAvyeiJyC4MN8awE/GD6LX0LMA/CIRfQiBaXkKgE8BeN08woOR6VhXKkkKsuCSl80MVBfoCXROLWOKCsXTZXueNJrmuQyGbcNBm07M07ZLiVnxPBMA4CMf/Ugl996DyYal74o6kZB49GZH4aO8O7eGtL13DWW/PWxzXpw76dr3uZ9FpdxWPoPs9dV11RvaoHcKfXNUQDVJxEGqY2rSxm1gigfTuum3ATmvZW6aBdvBOjYpzwPwDgB3RVDBrP16mPntRHR3BDuSX0ZgQh7JzC9X0c4BcEUAv4fgQfS3AL6HmS+ZVRZ8Maq1Hk+78JJ3TcENuar3dRiaQVRjG1MSs1bvtTEqHTsZaYZlMLGb9N4iL/l5DEbVlVl7DZXqb8MKZ8YIDdY7YQyymH3Djb6hLwJIXj1Z3ILHjv4P5CfOiuvwwN1a/S6dSpryiP87VU4bPXFqOu8OvR2MfzQ9D+o19bK/FTNaokH/9sYSpzQVYkcg11WM9g8n3KowvOYeY56qbu4m3JP0sEOHF2csb4Yzdgt5e/HGIOOo1mZzGM0x9ZGuO6PsneXlORa24PKNdZiUGwD4YWb+t00QwMx/BuDPKs8ZgYH55f2Us02R4aazXYvOyl0/o4ZzHoNROD5/K3OER7stf+JdRm5dVV4Pf8QjXGkJEKQXXbz5WMN6rPTfy1IVeSaqpIZoVLeanSsyoG2IjpQ0xdR5U+LnwMQFxmdMJL8prNPH7Dufu5hNtdEoxXMZ9wKmMmBjNjJz4x02jJ1jc7KwnJNyuLCOTcrbAFx/04QcVjCGuxoPm5ggvDL0wlelwVnAPdWIXtNGSS6onRjT28WLP2k4Tz3gzuQ59h4e8fCHjRY9sA/gnhnIbQm0TrrXubN6lv0GsiPj9XegZyxs+Bh61RKrML8hGpreVw+Dx0Ktr9T60oHaMJj/UyDvofQ+SMWxUpRSXnPpJfNfvm+T17ks8FFiODv3s2A7mCRJIaJbqJ/PAfCbRHQmwiFuuzouM79nc+RtDmMDOXMbnmhjIrunmupGq1hK6fVO3+6KSnnL92zCKbgN1w5Wc+mbcpBcja65KJwOW8pTJnDAUdXMKRbIT5xF4c4cvQo1jAaUvHaQHjGIASYa2JGIB9Cq417CoqQgnY7PnIeXjEqlDoZB6dAbhZFRFTVsiI7ptLpIp7PxxjD1hmjrKQQlpUmqqvhIS8asOkSPFW+NmLNuSDlW3WHz9r4XhFmz+uaUQ8s8lRLQSwUJ05gVy5SUmknX3Y63mipN18VTjwmjr9t76vs7CF5gkaQcLkxV97wbQ4nmC9V3ecaYZzh7qJBNEEq9UArPGAxgtmpkkL72XLkNp3BFXzvRRqY06c+BvOhRNZJTZvpeUt+MqXUKLsyhDfrnJfH7j9/vfqO01hbkVUdg4rDGZtEoqpEYrSk5f8MhUQNCx4FpscWVwlNJlglyyxmHMChcaKzELKkyMjpN+XOgm08WV8+LRt/87D0LdNDgRuoS47AOxtQSenHWjETRrmwCXXbsQ37PdMmfgrH01vbGa4q59iuHWfCwGM4eLkxlUq63VSoOAFriwSbchpUWOD9j/6C26YStmd5MVprmsfp5v7OsMbMNHNTSb1Lk69VDCz5qkiwPnr2KlhA01DMJjVOTUt2sLYtmcjKJjCp77uFrDdZT0aT6mF1t7R4fXaZtn3VhF6+S7VCKG1u7pC45qHWjpobZF4xkdFPjZkyFtk7aqYyHfS9Sp8PEuCySlMOFSUwKM39s24QcBmSTipogSuHVsDkolVV4ZofDHCv4qRNnLVpN5Oul91w2ywlH2rJgJ5PydaQsGn/w0pfibt//A27WYjgr9+BIvpnhLGiwqEtZosppS1coqTghXlxk0TMXRMCxAneiJRdElAxs5ZCzjodGt0SUiTY7zp81Bc8hSafvy7Ht2aY6+QuMXVi996bTD5hL1D2itETQ2+2LdM2qhgQlNYlXl1q/9eKX6m3L4cJ3SZePo2ZQlqhMPClUDTZNjfmYCo/JXEfCUnoXB2UY3HWMbibHNDf+gulY55yUxwO4gJlfaMIfCOBqzPz0TRG3TdRUFXPdWxM81U/BlXaqt4pHm2DuoPUmAE8nbEXnJRXLIE6K0GThVDr3xXGbduPYPOEvOoCvhqrNH9oFmQhoOPfwCTf6asaiT6uZjszEolCWjqtroxkO+e2mdxiQnBZkp7hqBgPIVSSUaDFlJ1rD9xV6BsVbhAgAuEPjvLux91BqJ2EuaotciQlGpIfkxOaZ40wzC1OHl0dniRnJyIRvx5GYNu/9qfSEchvrOkyRnHj2N5auEg6KeTjoshYcDqwjAvgpAB9wwv8Z4c6dQwlWHy+8BEKuMrHxS/muAzKfqWk0LTYfj7Z1x7nOax0658QvTeql3fjUfJ/z3PPytCahdx4KUf/R8G5APmyTqDASmixZ+NaRttWMOg9Z1beCTdfRtmfNINVibN7aDx37RSm7ufPvyUDHvV3K1M8iSNke1mFSzkR+j47gcwCusT9yDg41KYoVs5Yw6JfikTLFfVZLEGbYpMjiss6k4k2IenEp5uvYvwy+y4m+hbqzFx8o1j0jw0hivDMqSiJ1+S1hz33Oc0KWRGibsFi3FAwvZfcefhN2mvBft7k8a5VUxFP/aNoGYTy0HbHuyXl8zu7m0Ye1iWTEmyj9Q+lyI9SgzvI70xQVAANu/+7dtIdqBY706u+WfpEy6E2At8C5dKv+ovuj5FlaUDJVWCFvG9/rizavEmplyHuxYzJjNgvpPCNdcr6XpMWbmGNs9acwY6V469KyLuYeib+ODctUENF1iegFRPQRIvoyEf1fInoSER038W5BRG8mokuI6N+J6DFOXj9CRB+Icd5LRN9nnhMRPZmIPh3LehMR3WArFZuBdZiUfwdwOyf8dgjH1R9aeHpb+xlLb/XFOm01eUmVUWBS2MYpwE6K3oS+FpdvytSi6douqdQOItVx06qyShIUQUn/X6LJhn/wgx8AITIkiExHg8iwUHqmP5mEi1CUrHjl5bYG+bkqqX7pZNj+d3Z3EIbMiz2F1vNI8hahxtTHQylcXEpJ/S7FS3Q5YclrJ46bVefffTKl2+p+KXlrpqfEJNVsOMiEe3ODZqCsisWmtXnq8izzMJB6YQgbp2RDYzcfhOGCP6U/jGFs/tQqIxvP+15r84PAinmtz5bwDQhT1U8BuCmARyFoLH5VIsT77N6IcOfdrQD8AoCziegnVZxvA/BKAC8AcEuEa2VeR0Q3U2U9BsDPxPy/FcDFAM4nolO3VLdJWOfE2ecDeBYRHQPwlzHsTgjH1//mpgi7rMDT48rP/TD/pcnJy98Oj7HwUv6l8NoOlpznNUxpGy9OzYZoLG9N43Wve71BOh3fU+EcBHoGBVvTm6xlZzWCqe9larkynmoL3sl5Q+OYOxYE+zVy3xZK88hYmnXa4DCpSw6T4Swz/zmAP1dBHyaiGwF4KICfj2H3AXAcwAOZ+QSAfyaibwLwcwjXyQDAzwL4c2Z+Rvz9S0R0ZwAPB/AQCuLURwJ4KjP/CQAQ0f0AXADghwC8aisVnIB1mJRnAPhKAL+N0DAAcAmApzPzr22KsG2gJI6nwrMp6WvhDOQHw3mqkAneLG6wKqNGw9gzHSeL5hjK1toPlThFGAPbUpzSTnGdeeEJv/iLvdgfQbqh3VzljJKMBLPzBPLFuVblgRGyg5qyzxq22vDk2aOosOoYvVsvQYvp9a7ahmtKtDTRK1uXqd9XIyKpvjKZsXpNFVvDmHFnzfNkrN96BqWe0WuJfsvM2TQato3nolYvj6n06uJJ4MbK8+J4dfaej8Ubo2GTWGGNc1L6r6cb9emlzHzpBsjSuDKAz6vftwXwN5FBEZwP4LFE9BXM/IUY51yTz/kIDAgQjhk5E8Cb5CEzX0hEb4tpTxqTMlvdwwGPBXA1ALcB8I0ArsrMT940cdtASQQsIABUO2CNu6KO15bjwlGj6I8XpwZPNC35zqFjNNygpvohm4/6PoWxGIsz0NFblZj9zv0S/uCfeFA4xprDUdYMpGPvtV5Zq3S0XtyT0jRE1U+1rgDGJMVih6JVQBJuaSqJ78f0+t6i5NXXHnRl+6+3mNv3RcjVaFqtZun36uJhiveJtW+YYutg5wJdjKc6GTBpI+OpRgMVvteg1VC1OJve+Gtmdor6vKTymRL/kOMTAC5Un8dvMnMiuj6ARwD4XRV8JoLEQ+MC9awW50wTrxbnpGAdSQoAgJn/C8DbN0jLoUNNXdJHyl1k544lGXzejtsrv6Z6mRp3EmOh0tid+OQyK+6fljEcizN1F9XxtCOP9V08pTI1im22YWxa29TxNGnOfvIXrGtoaaU2NRzQZnojZZX6zGVhvZ2qQp4K3Rb7qf9BvP99HuZ2LQBfVI9cKQoR/TqAx45ke2NmTp60RHRNBNXPa5j5+bMIvAxjbSblsgpP/AmYyaOmghnx3ClNQmmxN/GneNPY/EsYE7dOLcMrz9tpVxfugpprjB4tLpe2rImCrUotPC+X/WM/ds8srUhQ9Dvr1OEpDVFSx+irb5iDiDeIyvM3bqUnVfURkN/dswamMK5azF/qnzqe/K9N1fpdTdnp1lQs+1G3enRplNQRYzTz/9/em0dbs1R1gr+dee79vu9NIIgPERAa1LLEAaUELGcaxGUNWO1UojjQballOS8oS9EnJQ6AiCgi0MKjukFLbBeuUhTEUrsUFqvFARygKEAowPeE9+SN3/fdezKj/4jYkTt27ojMPPeee+/7TvzWOuuckxnDzsgYduwpgKy6UZeTVYXOHGcy/xKpgc53VFURYwkzpcerRdtRUeq7x41NDGFF+jucc7fPyPLTAG6cSPNu/kFEDwDw+wDeCOBbVLqbAFyvrl0v7pXS3KTSXY/Ue/d6+GNxTg07w6SYC6oKQsWDTE46coKT96LkIbg7liZ1KY1Ib/TDJJaROugJ1iprynhRP4/JYFjqEiUd4meOwdlmSkqm6OL2O8qOv5toA8Z1112X1M8MSsePLJgQ/99FuhwQDyPkC3ygYLpYpHYtmikZrnsVztQyZnq+BHsU/V+/a+dcDMg26YGmYHm8yCa27HNKZVhpYp8CIF3NLeZHM0W5162ZIcmASch+nWMMcgyfTrNUHWGNSYb83bnhuUt5OB+nzz2zzG/RrOcxzdzKOVKXOcUc6/mipPLJPeeJSFL65acaLzWcdc59CD5sxySCBOX3AbwFwDc5NxJ5vwnAs4hozznHB/4+HsA7gj0Kp3kcgOeLfI8P1wHgPfCMyuMQmJLgNfRoAC+a/WBbwBHjud+zQOojr22TQ18qKp3avS6tN1fHJD1hLMj2mkuHnASltMoqS9dpvR/r3cUsC+h66UtfEn/Ltb83WoOvcVtJff9wzQVpzIRXSvjIOCcI/4+CnKvmlD2Aplf/zi1yx4ltLjjHuYs/isGuxrYlAUttPebCqe9t4zRtULrApCz9bAOBQfkDAO+D9+a5HxHdn4ikncirABwA+CUi+hQi+mp4bx5pKPuzAJ5IRN9HRP+IiG4A8CgAPw94W1N4BuaHiOhfENGnAvhP8GFFXrOVh5uJnZGklLDJAJS7Cgt6dyGZoan5c+n8aqlAcvdzotkcRgzAhPha74Qt+riskuomkd7oNEb+nPrJAhGB4GLI+965GJwt7uAAtEgNUwfvk1RKktvpEU0bxZZOXLY8dyQS6Q3GJwXL65LpW6JaWNKuc3Ccap25mOrrU2Nyip5tep2UitZSBm00fxx0bWpnlM0vjyzAfKPZE1X3bMB0bItJgZd2PDx83q/ueUGk98J5AoAXwktbPgzgmc65uCNzzr2RiL4WwI/Bx1h5J4AnOef+UpT3bABXw7st3xvAHwF4onPu0haeazZ2h0lhD5BMpFMp7ZCiVXPi50ETyrJ2spPMgFaViMXZEqkn+STdxrk4MktOypDUY6ltRD3ZeUq3JTVJO5rInfGD6XbL0ZxcM8qV5T/veT8T/7cEOALIERo32JY0IQItkDIhmj5OK8GMiRaQ9PCSFMmUaAbFjBCLae8Py8NnTv45bpa5/FrcL6VMuf5itZ//k39fJWzCPMy1neG0Ldl5pEqJVB4rjb6nVSb6Hpepy9WMiDwkUWNTHsVS5cxlJmSeLISau2QnpH9vkxmU6PrlTEdXduLaGM65GzFtuwLn3FsBfN5EmlcDeHXhvgPww+FzZrBT6p4cSn0/p2LgSXluXy5JBkr354xLpk+L+aXUQS/kS8Y7Lz5LIHfuubqs63oS9n8GN+Ic0zXyTJJuyeLeK15xo5/84RmMSCf5/02wMSHyhwlqV1n+LdMmDI0ggX9vGoxSLujWh9MwbXMMp09onp+EVpvJPraUxlwfmzOWplRjwNGlCRbm2AdNSVFyKsbTUJVYdZbG/ibzUMVuYnckKTORlXwcZ1lKSpGrb5KWCU8hKdVYPBnMPTm2FFNG1W3RoZ+xNLlbkpWhoILXlfj91r/4i3wFCrnd24hhLZSxicnJNneMWk05x/j1OOvmekr1Hdf4s/pLzsNI983SQn9capRJgcNE/iXXN0VufOaMfaV0SZaRwynwU5M4Y+qencfOMCkuF90146GSDHaRRk5yOc8FS4SZWLgbYNFyQpqVUB2YBkxPdokUxfImomZ0zylV1pTaaXRPq2LAz5hnfswJNhe7JbiG5jyqJGMk8bEPeMCoLEs9I2nWNPrFNqiGQJOMCBvMjp5DBGVzUdU00K89cnQJsr0kmZsssKYaBra0kBd0fZ0XNE0v/+f3xefq5KRicxdai9HhcmX76TItFYZUVbGHjKyjxFiV6LU8dYCyJ9sc41cpScvl1fe11KWoylZ1jdWc9rxTfHcFtV6uXXVbnAQvUJmUs4WdYVKKKLjSWtCDZ1u08KRvDeLc9ePENp5R71hzDEbOpTjHmJQmX3nvp37q2cvo1aJ0o/ySOifHoDCW2qFky8Hmu9JSXm7vHNM3t6zeIRyK6EuSv4HN3c8t5j6XbkmbTkkfNx12c6Wap2FgrEFA1l5tFDphwh7snoSTcEGumI97fo86DijjU6lLdeF+Cdp7QuZfvOAYtDDkLhWZ6zSR9ijYpMwpVQ63lZYKjNJOSbuMei1an/L1XzemgYbvURh89clB2qNo2xSmtSTFOKor8pL3siTtJt49S+brknH6XCztlzkpxHHmn5KATOEk1zw5X41vGnNf4RqX5TB+L9a1HE7KSNYCH5mx6LO9U5B3HrsrSTEixeYgxdVAOrHKfLkykusFhmeOWF9DSxB4p2buaKcOO1S/cxKJuHPNPYsKkCe/c5DM1Wh3bESs1cybFmvz4qrvafVFG9yR9Q6XvXZIteKgSkifSEpMZFh+59xI1RD19jS4DZekP3MWRfmsOakBi8tL3kJT+XMklKboWC6Em7RqP9n3pfG0ZGBz4n49LnMeNpZ3UUu2Sotgl6Wh2yunDtZ5NO05zJHa5tRxJc8c2Q6y71sSW1mGvE9AqirWauMMSnVqqZ2m5ySYl6ruOVvYPUlKwZYiJ6Yu6kKFF4mT1/R9fQheoS5dFon7U5ADPI7nIx4muCmc+p46BHBcwAR9E/ct0fqTnvTlo3Ts5SMPBRykKoS28R/pDSRBQhLSkO1pU9qtkvrMxabz4tx8BMQDNeeWO0eCoJ/XKn/Jo2lXas2s5BbeXL+TC7yFo6jVljAoWXuwBZg7Z8hkMY/rR+90iV1Iki6UJevMYsZcWbE72BlJypSkZOkCMRS82cGCuTw5Q9CpfNa9nGRm07KXYq4UZWl5peuWqkxOwg960IOG+2Tbk0wawtK0sWw5v/8+js2Xlg6UVIVLbaksJq+EqcV0E9XR0nolk55DQsMGNhRWv7L+3xNwFHqX9o/ZdZ6yXUuVpJwt7J4kBRhx6aVFTosirV2ZxRgMhTSDZ9GEZ4u54ysczidtJzaxqrc8hUrgeiRdixiqTPA6F9qIJ71EnaRot8rT76DUFj/3cy9IbECY2dDqG0bp8MBGfIb0Ay3a1kQv0lN9idPI92vtZLX0LWv74/qRqlInZfpjmdREbxwNTZslHSkxTbIMzsP/W9VW3C+sT07yMTV29djKjaXS+qPrZjp1efxMXN4SD6yRdFVct7x5dDtbfaqEQSXXmG2i1adsR1ecr0SU2SlYNJ8k1r3b6FOxHeyMJAWArW4Qi+Mo7cTpvSVdr0432kW6Hj3yA7dkF1CqS+dN6i7oi+Uu0Mqv045+G5Fk5w7bkVg7Q2du55ab+zi9fK6ESQBGMU7Y6LXHIGXR0hZOkzN21e9bt+Gc3X6uXN0GpZ18TCuC2nGEYv2O9ZMkjIqi24LFKFi2JdJeY0+84pK9x0CUEbCPGvAhoVN9/Cgw+yhDR4uWh3ByEkXblBSCnz1nb1LCHFsUxtw5rFS2jMq71NNK/9Z1zZnvjhtVknK2sDNMylvf+lZcfdVV4xs5ub0IntE7O1lOVUAhrxPpZH4KF3sE2wddrsgz2hWJOvm+nLhkXuhyxI3SkMrmF3WMmToXicrtns260qxFOvWzTkE/o3PA1z/lKfjzP/uzwIS4UZsCg7SIDw4cMWmBzpJHDi+TvfjfUFqXXvwtZkBW4ZSURv/PIbYpeoBas49IzKHLok32E65D5pXqNYdp9c9oHIwGnD9swEUjZ/VgE5izrFgMqqbFqfpyTCg5B0cU2yVH5dz3UsrL+XWe6MmG8XwiyyjNSZo2PVfI+qw2tuYXXSaXq+u56667jBKPF9UF+WxhZ5iUxz/hCadNQkVFRUXFGUfnlrsUVxfk7WFnmJTfff3rvSRF77Is9t26HyQEczZqUsyvd0xS+mFJKQBDjx8SWhKdUt5cOkvCM/Vcc/amplQEKG67RrvNTJmjdpIVjQhxyfuSeNrTn4afCAHd5AF/JTsB7ZERbTC0dMxAYpOi7kkpC/cJXdYcyZHePc+BZTQ8JTEplW3toPm9Wa8//i/QOEciVxpHkehCx56SKmmUpAyabpYecbnW9UQqY4yHpB5Vh5ZOQfy3HpnUDVmXHk4lSUgJJQmwlpRa85CmRb+Pu+66C1/yJdvdcFZ1z9nCzjApn/Zpn4brrr0Glv44Qe40YKXLL02aDItJ4bxzykpoCAaMVvo5C5lFZ9Z2xXgWCxYdUnc/MCnGyceG7YC1KOky4z31XpJ8oWyZl/HQhz4Un/nIR8YIqAx2Y9WGsr7e4Ul750ZGtlbwtuHe9JuRfSI+g6CrpOdfYuSp81n2Drp+WccSY09Or/NuYleQY8StcVTqC1Z51jgoITf+ZD5JnyzXuj6agzK2WJo2h9QQV9KXnVcKY07alGwyn3BZum5ZvmUbp9tf0mL10dtvv30DyiruydgZJgVAMkDJuDYnzxRTYU2UuTgN2Ql7znlCqg4ud+7kop9l6eKRWzjsxDOjVi4iwDbOdaps/VwvfvFLoj2EDNHOuzbLyyd6APl/8Zp+AmZI5Jk8ix7JuDb1XuYwAkviopSSLu0jOY+QoyLHRJm0z+hnS+jM3c4tslb+kpfRHFgGpbMMTNWY0ZsnGNctlOaZXN3a00fSsaSMkzCerZKUs4XddEEWcBDqD/V/nNgOQGal58UjN1GZZZcCv7l+MrBWttwlv/lS+NaBnLgep9JazI5O07nptpWBpCy65I6UXWP1R17X+Kqv/IrotsquokSEBsqtNTxHG5gR9ubh+/xffhJ3XMWwzIHVX6wF2WJCls6RufRWH1pSfs492irLenf6swRMu/Qqkn1OeyuViicAVAqCWAjQaL0j3hBMSmzEnCKTaMZnFjOVGeOE9D1rCc3UGCXj2igppjdNmoazss4vDom/AVNTMR87I0nJdSEtWpxSp2SFHwvpKc4xR3CjXCpNkb+1BGhqEtdprTKAcTmb0qjLyKF3gyhc5l/8jjbYtW2y0ZP0Vowx970teb9z08q+vSQ9/15an8Y2lj5rrM5JL/8D4zaxxrsp6czk12VZ9J3EMOlcj65fFvG2qxFyt4adYVIYesDNEfXGy5lgZBYWiyWlrUazsu8FlCbN0fXceT3Gb2vSmSsK121qMTFz2kQGkirdN8XmSBd86/6XfumXxt/63clphgUgvXx+55I0jXMjlc5RFqPO5Rm9qbJzC0cOlnpiCpY7tr6/ST368pxnsGJqyOtMq8v8tsrSUkAd62QgcPpsmqQcRaP+rcse9UshAdK0ltpU0k9ivtKbitkqLqs9jiEmjWV7Iu+dNKoL8tnCzjAp5o7ICLq0CayJoxSgSNZfPOgP9oKln8VkWlTZ5sJXkthMSXOEQeKc3aZ5T9Vh7p6cj4UB5I3vJMxJTaT95H/8KSMVFqtkfFwURUF8t4SekHge9CETq364LMm45OxStBqoc0PapYyAJnfpfCmliFyH1X/1Ip9LZ9lHSDXdnOeYSldayLXap/RblsVMokbufei2ZkZIYskaO+fd8W3dntYzS0ypERnynVoSFznX5aSmcwyRc206xQifBLreoak2KWcGO2OTMiV9oMx9N/HZpG8uzZLTGcvfpbrkxGbVny3HOD4g10byOzIRrk/LnSES5TpkvpKEK/fRtHHdz/vp507SYKF3LjIx/Pu4QyM45+Ccy+rnp/ratudJKaXYNL/FIGxih2LlscajXMz1wl6iS8Mad1P2Nzpfqdw5j23RObfNOI0lLc2N61wZU9dK1zVKc0pxPG8R636T0PgnQNiOYmckKVOQTEyy2E5AW8U747feVSzdKMzZWYxoniOGVVKkpIwjiHEdBvHy7Gc11GeynJhsE4Iybp0s+eD5pQ8RaHP1We7JsbwFHMvctJatSonZPsoOtJRXe89YxpuWyN4yHtXIqe2mMLesuSrG0qKqpQunBetZti11mHpeq11yaq1SG0+9g4rdxe4xKVpNEP5LVYpGTnwt/7P0gMRBWjxpWjppky4gWaxlci5fnvdj0WAtYjzJSrG+U/dg5NP5k7YTbSjpsBi9SJN+NoMxyYmNY9sxDfodxgIG5ojLkAv9D//IDUK87xIVzxyplKQRCCoiplGUOwXJNmlPoCkXZusd6/+TXiSYJ1qX73TKuFerjTRIpZV0WGWVwPXovK26NmcN18yNxahKVaMlRdF0QaWx3tmSzZBM19AQ1yf33mX9o7bMqEpzfUqPRevZS9KO4vwnaJnDLJ4EI1PVPWcLO6PuKU4EWi2xSdnyEDfxP7k3RYfONyc9bH38HFji+6MONcn8lETMuh6tirJom/VsBXdqAPivv/d7o3I1HVNqCZ2VVT+9+p/7SJTsVyyJyzbmwly7xutBdTdimifyT907Dsw17F4K2Q+Oa0wcB+YwnzmYzSPmreQy5tMtmZlsnkL/KZV5GqguyGcLO8OkFFEKDLZhWeatOeXO2OFMlc91HGXYTOXP3WMGZCrw0tTCyPl592rtQiMNUrIy8S7/6I/+23DNDSqezgFdnzITXR+u82IlmAy2TZEf54YdbgnM0MRDDoUERbNYDuN3wQtn6SMX2Nz9+NxuvCgnz00NXIh4zGnkcw7ResdSBvnf6lNLmMWpdWDqvhVeoJTW6sNzx9S216wlz8KQ4yUZO/I7l8eAHpfFjVVGtWx6DIn7p7H0VyblbGH31D0ZN9xETK3EoVqEml2Ap9x9lWopm75Au04ld1YsjndIxdKWN0a2CvXNDEcpm1YXzanHF56KeuV1yqlzBHQ9Mo9klmT6q6++Jiyy/hCx3vlJabS4it9SwNESgJ7MGCqdc6O2kFNXou4I/7p4z5luz5Io7SI9J6KtKY2JNNjQ96U6StbJJUtpg5aIJeW61BU4l06mz9VDSL1xdP0W5kp8tMooR4+Vnxk8eb2kCpkLyztnyrNK57Pmgpy6SKu4sxIrpaa2um5J/SVVPLKeJZLk40Z1QT5b2BkmpdSFTrp78QDdTuH9yNh0G8iKjmfUPev5ZwZH0pPpVLkvu/FGz5TwgiN2/17C4eJ1RsJcEKF3Dk2mJu9KPNCSswvQRrhcni67g40OQDuj5+YkO71zcBkmh88nkgxUE8qSdcpjBeRveU+C00ljy9LcrsvS+bmMbYylnH1EjmY+88aykdHQfXYOLceFOWvpca+3OYZPt/Gczc1JuCd3vQNVm5Qzg51R9+gdlxOfceJhV5Dj6AnjXZKFXB36epGeDepl5Lwg5qJU12iBmOmJY7XlUrrmwGqrr/+6J5tpLVvXqP5QE6lfjMbqHs14OIzzWZ8R3TTvMwe5fA3RZLn8vxH/lyCnMtk2rLY9ziVEPpfe/VvXS/lPG3PmHGDeGJ07hwHTzz41Rip2BzsjSWHMYSpkWr0QZ3dxExIEBxQlHFyXLFeKti2YnkPWIYrIT9iLJkrlnTO3LbPPkqE1p6eWjGZpN5rbXTcEHFy+7M/ageca+qDyAVIpymiHB8RDCHtVZyri9uWylEKempyTDaWidLtVS72Lzw2yNnONxX3xopo7X6gh0/tIRthlWxo+tyg+R45+cW9ul9PB7ViKIhdMixnRfcOSZumxketbfI3z5PpyzqB1LEEbzzGlMVhSO+XUT2SkzZW9xK1ZX3ZAcd7TfVKWmwucdxbgnINbKBlZEoKgYhl2jkkBUv21NSCl7rw0kOYOMsvexaqDx4V17swIUrViuVUnhI4lHEcZUhZdVltS5jcAUzVktQWjtCudQx/ji774cb7dVfmWf5eceHr4wwV7ODSO0vD4RoXSDZkZldw81iNVC+Sm/ZL3Dy92ut1KditRRaFazAr3nytrFGE3W9vRUCp3xFSo98bX+LfFOEh1zZSr9WhjIDBHXbGpZqBkZCxhxdYB5o3bqblBzp1T2MRwPmdDd5LalL53i21Mqk3K9rCTTMqSRVrvepZct8rSg9OiJVe2BgHQLsu5ekv/c9ePY8EpSUTmpp9CrjwtkQKAxzzmMeh6h8Pe4aDz3+vOJbYbww41ZQL2wl+2OeHfzlkL+vDbL0z2kzVC4sL/sxIXVcZwYIC0qxnXUzJ8tRb4HnlGRaYBbIZq7jtcMq/P7cNmXt1uLjUy1+XpsvN2RctVNixJWZJNbmjmYEoCW8qz6f2TwknwAtLjbkmeiu1gZ5gUazKSMFUnx4g40Shvlo26duF4dABIPIhE/U58A4iGnbnnlYv8nCbJTeZmuTONe3OqHGu3q5kSqw2e9axn4Zde+Z9xce1w12GP2y4d4u7DDoeCS2lCpbKOvabBXkvYaxo0jf+/arxdR2ss5m0j8wpJAw1GskSDR1AHZljcSGPCfVMb0Q7vxUWDXgvDbtQV343M34lyS+gJaGP+QFeGDt1rpfdQaZKPgcvC+UhcRyLNQirpiUyUZKiS5xvSek8vLjdve6ONkE2VmMhrSQOZkZS0ynLlPU7fELvIl9t1CCZo06OlIDkpRe5NaIY/CoeNMuR1y6C9NO/pDYMs/yRYAddvoO6pkpStYWeYFIYcWCMIFURW3aDS5K5bKC3iOs+o7By9mXrkxCAHupwoVw3F+xqm/n7Ceyc3TOe0ZS6tRkJLcqMcNRgY4n4wg/K+j1zEP1w6xG2X1jjofHlt4xmRtvFMQysm+6v2Wuy1DfYawrlVg/OrBg0R9lpmaoaa99qBHtcOCx/btsj3w5OydQ9A1gsnRb7hiPw9vwAPjErXp1IhNhLm6pwD2sYuNzL0IOjDBHqwXY9D27AUZyxNcsF4lxmJHJ8S2y5R4/jzVSItDUVmKZbvUsYueivRUFaPdPF3AGjmeiPLbmiwWeJyNWTAP/0s8X5gJGVZ3VSZ2huL/I0GqR2Plrbl1F85ZkhL5KQHm8VkDnST6dadG+sy4rKcr0q0HSequudsYaeYlLPUjZJFSPye40ZbKlM/o5QqJIzHjIXvKAIlixZNlyXpOA5YxXDZ3/X9T4NzDoddj8Pe4dK6x8XDDgfihLAL+y3axjMoLEloG8/A9A7AqvFhs9c99oTIpCegCX+bfligO+fQhqft46JMRdsH+QylM4PmQLs363grcpGE+j3FwEroxVaXacE5JKdL59IASOLHWOm1hKJYXkYSd5wY0SiYP/5dYs4my1uIuTYtS7Bp1rl1nsbaHwIsL85TsR3sDJNicfFaTNlkDqLj9N5DwU6j1ReW/tq6DtjqiynjvZxEQzMjVp2UuS7bwqx+gSV/DlKikyuvc/nnj/P7hLooxyT92Z++BQ97xCNx2DncebDGHZfX+Mjdh7jz0mHcpe2vGs+kNPztP1ftt7iw10Ypyrm2wV7rz1Jqg0SFpS97bY+9wLGcW3nJDAHhm7yEok9jfnRwrAganlf3W3hGw1qLOa2+1wmGoW2cycm2Ql0kJUJWmbIv92LFlXY1odjkeueU1IZTuHLfifY/E4xMHyQIcxZzK37MMC4okSbNhZbclOrMxa+R6rW56x7nkdI6/9+WlE4xcqX70mbJeoacCq4TfYbLmUsPp6l2H7uJU2VSiKgFcAOArwNwfwAfBHAjgB9zoUeS78E/CuD/AHBvAH8M4Nucc+9cWl9Ob5q779TvkjsgULbFMBdxyX7PDIQGIJ9OGtFaMUvC/Tbcd+K6s8pUB/fxIiPLimoW16OVZQaUdNWRERHP7uAnMEcURcmAWKhEOZ1qe0vdo+v/g//6Bnz51z8Vl7oedx92uOPSGrfeeRm33HkQw1sPTMrwWTWEC/stLuyvcGG/xbXnV7h6vxVMiVcTrVrC+bbBXk9oqEdL5CUpRMKWxVPZNOlET+RdfzvR87Q7dOccGgxSGokpm6DesbFtWLwgAsdl1DqSDqmC8PkHRmVQJQCrxiUMirwnpS1DOP2Juk1PI63SNJgvqEW/UI9Mx7FhiPKqLAv8rJpabRzNkFJOndaqY8r4Ghjb5sxhBpYyDFL6JVV6jaBbF6NVTAkzk6nfkozNoe+oqIazZwunLUl5OoBvA/ANAP4KwKMAvBzAbQBeENI8DcB3hjTvAfAfAbyOiP6xc+7SiVN8RmANCaImYSyKw2YJU7QQc4drRupuYo4nRalevte2K/QOXt3TOVw86HB53ePiQRclKV1Q1cjPvucs4v+DdY/9IEXpGwegQUMOTQ90jXdT5lrj4tITenJwwY6jB428YxLPE2fr+3vkpQrS1da655ynYSgrSE+MPHJRtBZ7lrhIJoT/62fhfK2xYE/1l1F0XuWhBBxNNalxlFExx4X5SoBW6RHNk/ww45G80gXtdRLMQLVJOVs4bSblcwD8hnPut8L/vyWifw3gs4EoRflueMnKb4RrTwFwM4AnAfiVuRU1aucF2NIRKY62xo41tkrqlcRYVZVDOs6JkESYTIiiwaTdMN5l98VeT78xTQO4dMKX9PH15Dk1g5MJwMb5tZQjVxZB7aaASckMX7c8K2Rbdc7hhS9/JW65eIhb7j7Ee2+5C+/98N340G2XcPniYbTQb1cNqPFBytpVg3bVYL9tcGG/xbp3OFj3I9VQFx6hbwcR+15D2GuBS+s+SFIInfOSlb2mQddIiQChCcyDFqPL3enACIwbIu7yjYmc24OZEr3j5pYaGCNdwtjryPUuqBdTBoaES3bnhgWtc4ht3KkVrYetprE8p5gWHs9aCsLwXjGCIRN9pLQusmu3JWFonMva0DSG5MXXW/aSSsZHpmwun9OMyuB2DiovHlHSTT1NP9d+Z0zMoFYilTb9zbTE/9wOzp+bxe+uNwqJfR7ps5wEqnfP2cJpMylvBPAtRPSJzrn/TkSfDuBzAXxvuP9QeDXQGziDc+42InozgMfCYFKI6ByAc+LStUBY/JRFFAFom1VxJycZGwfDDbEgWuc8kkGRfTnuuMIi3TlkmRSrms4Nkw27KeZosRgyOVHJcjSdTFPJVXlqjE6VIZHbiWpGr8RwDrv7IM2Al5B897f+7/iOH38BPnjHJbz9g3fgllvvxp0fuYTDy+uh/lWDpvXMSds2WO03WO21uHhuhYN1j2vOr6Kh7f6qwblVg2vOr4A1PBPSO5x3QNcSAO+yfAgHdJ5xadeEpulxvm0SFZC2g0jisRgeEnKNicwFXGQyrFcibQNWYvXquqEc6UEhbQHkosZ2OP566trM+dktmt/FWpRr9UX2vpJlSRr1gtkGF/DEK8oNi3nqyurigmh71w2JG1A00h0zc5k83BbivnQL1/Y6fVikuW24PRukqpScGkrCCcaJ2549p4AxoyLtSkqwTuWGLIsGxlhKVoYC0p+8UUDI0zZ5NR3nITd+lq1jAyblVCx8dwSnzaT8JIDrALydiPyZacAPOudeGe7fP3zfrPLdLO5p/ACAHynWWjDFlgxCYn+ROzG5VM3C+/q/rEdLFIBh0i6J+AGpPhhTtIn4dFvDca7xba79rTbSuPOO26Oa5+Jhh8PLHQ4vr3F4eTB5dD3QrLxe2vUuSFV6NG2Pg7X/XF73OFgPeS70Di05HHaIdiis+pEza09h8XGe6dhDE1VA3LBr9gwSWRvyqpqkDVSbaAbFdNdsgq0P7B27ZoJycUZ6UHRtblwqouT3MLJHSXbaaeU95CJGZrohXkr4Dm3Q0xAFmG1ktHRH1jZHJROrnTHOjxtZSQrm22TIgypzkpee5qm2nOoTmqYOZXsf2QfmgvO0lD7LSZh+eGngsoqO6oFXkcdpMylfBeDJAL4W3iblMwA8n4g+6Jx7xYZl/gSA54n/1wJ4f/wX1CqMXNdKmIOgypgyTNT5tbfMVDeWqhA5kWoRNdMiJ6w5obzbsEAxcvTMGW6WkbGmX9c/t93kc+o6CeN2sVRzsT7e4TpvkPrIR38ODnuHuw86XLrrABfvvIy7b7sTB3ffBmpaUNNitX8BzWof7apFs2qwf9hhtdei6/rovsw2LFftt9hfNdHg9qr9Fr1rg0qHIkPFAeI6R9GItu0cOtfjsAf2Ohfdl/0zBfVCdIEO9iwFSQrf6vrhsEOtZugEA9RpRsGpdnfs9RPyinckvWjYHsEyyJXnIaXh6hFtGfh+LFvUI7cT2nuFabYYFX42Oe54194QYa37p+hTcsEZqxGHeynjY4+acR925nVgYND0kQqCSpCR05Ri6HqRMpy88HdQjIcbq1f0O9JbPC/hyQcT5LGYP7sq7aMsZWop9bQCdsPepyLFaTMpzwHwk845Vtu8jYg+Hl4a8goAN4Xr1wP4O5HvegB/bhXonLsM4DL/T3YexlkxcXeGnBg4TZ+Kc8dp5D1tIxEHq7PzSWYkGYxaTdWsop1JiXaJeFsa1hqB1KxphsT9mLdcnV23qgsIz6lD+1teStQscqVOYsJgiOj6eY97Ai6ve9x56RB3fuQS7rjldtx589/i8h23gpoWzd4+9s5fg3b/Apq9PTSrfRxedS+s9lc4uLzG+rDHau8QB+dWuHh5jf29FtecX+Hug867KO+3uOb8XmReLnfeFbkhz2isw++mIfS9i8zLXjPYrQxMWPpge6JT9H36/1AwOX14xY2xTe6c80xR04AdnksBsvZChDRr/ZF2If7IABfVQ9ZZSLIclvyQOlKA2WirP+c8V/oghergEjUU06jRubH9C6uV2JMotQ0ZPwvf5zawBC/Wos02OrosttHpyXuYyfg8ku6pgafr5zOjiDiY4cAkRUbOmOMkcxAj2WJgiKR3GauoLEaFVV7WHMX1rBruM4II+PGi3/mJefcstUmpkpSt4bSZlKswZrA7DOPiPfCMyuMQmBIiug7AowG8aNNKh52Vfd/ayee64Ny+LJmTklqDgLE6SkcXCuqn3HDNSSJiOZxfGLuS+Na2LdaBZTnGjACTrpKEZAT9rM0KcP0oFs2Uh5JkejgGzvOfdQO+5dkvxcG6x/qww+GlO3F48U4c3n0bmtU+mvV+yNKhWe+jWR2iaVq4/gKoOY/1AcsTBhuWO+FtU1bC84ej+foFsw+TNYJxrO8AXePQhcbu++DGjCbO5lrSMZQX7omgHJ1z6ISqqSVC3wOtDsMa0DsXR15RVC+YiLV66auGQgh2L8WQ6iGp3rEMmmP5cKBsT0YirWFweUMo+7DYsr2H6GGW15J/9JQQTQXXa70DWa5oxslNjiw3B+ZDog3NgrWvtFHR0hbr3fC4jioz5AMOWu8lT9fAqOjryXvlstlIGWOmZI409qiohrNnC6fNpPwXAD9IRO+DV/c8Et5o9mUA4JxzRPR8AD9ERO/E4IL8QQCv2bRSKQKe6vNaWqJ36HMmpjnlm8idcgxbojN7/DYraG8c+XuOVMbeFY3LsOxHOG1kyEqnNgum6jjcpknstKkhtKt9NHv7aFb7MU1/eICuaUOaFt36AM1q309eYZfleqDvHbp1j27VRDuVtiFcPPAMzLpP466cXzXA2j/7XtsA6z5KUtAE246+94yKgcOQroTODaoe2zNmSDd1ryUaMSYSvOt2zuchR3A0SEmG8lhR4UxGvTH8qXuXBrqLNhRuiC0zUh8ECUmysGXiv0jvooaGIwKkYWcOxIs4jztmlsgOspeDtJ1JBL6ZDcDUvGKNtSlX75J9nQzUJ8ty4rc0Ms6XkavbJccqTBnFOucWza2bou8BWlhRP0V8xcY4bSbl38EzHb8A4GPgmY8XA3imSPNsAFcDeAl8MLc/AvDEjWKkqEUuuxgb6gZzRxF293Eoh3wNNYl+nxflkb7dZRgL5fpLjXhNYkEv7pzCdzIJBXscKXLOMRxT0J4mUm0DIEo9csyIKTESNELf74PkIjBYMa14TkbJ2Pgbv/27PL0NoW0btPsXsNq/gMPVPlzfwfUd+vWBL/PwIFTjbVWa1T7We0Od7YrQN4T1QYeLbTOEwe+9YS7HV9lfedXPtedXuLDnA8Dt9d5mpW1C6P2VP2mlD5IX/xyD+LwhQtc59L1XCe01ZNiU+P9+Efe/9zCE9o+eJr1XBcUgc+o+o3MuHrzYNCnTw3kGJsaz/lJNktoyuMSYV6oLbKnc2Jm3BeHQkMQwCJ5JYgJ8U9reSfHcHxoYoFimkAbpnb70gEvvCUNiITWcil7LsWPY/oLTpZ5D4/zaHokxkoI2wtZoQvoRDZzFtc6gAxjml845rIiyTJ08uLE1GOzeWQHbxlIUVtGVmOvjQg3mdrZwqkyKc+4O+Dgo311I4wD8cPgcG6Q0RV4bEzDNIo8WYcFkaE8Cq16dT4KZjBFtgkGyaDfr4azwi4U8wGuJGNVMq5+fGT3+bUhMSP0fRb2VeUP6JVOBReZ73/VOfPJDP9UbETcUGRAKkhPJqDSrfXTrA7Thmus7dJ0DrXsQUZSkUOPdjg+CJAVAwrD4TxPC41O4N8Sz2Wu9VMYzKA7o2NDWMwl7barrzyv68m7oGnHn1wy7eWaK5K6QF4Wu80xZUldY/XrnsO4RDXKldxIw9LeECZoYVtSk8TO4n0ppjEZDLhocc8VNM/ZOYk8iTuMIaJGqqbie5IgAgt/3x8VeuOyTG56XVV+LxpRyp1bveEFRCTSDwr8lX5BrT73umu7INE6XK8OywSOM82smygUGpTdsibaBenbP2cJpS1JODhORWDedBMYFpYHJtHqIv526VwqGVqxu4r41URIGTx+pKirZDkwTolRTWjVTOBcpSWMxKqE8ycQsIk9Itn7/da/FJz3uX6ELeud+fYB+fRCZEJ/cS02oaaM6yF/bQ8PGrasmfvOOT4fRl9Fq91ftwMAQxV1lE3bQTUPR6JONZ/0Jy5xuyJtDw0xO+M1Skii16AMjQiJNM9hiuJBmT9ixsLYkPWxxnIdtcLxQKFVhyIXFKsOCXuR9sDtWA+XtWBpSqhOiyJzE9xQezJKUDG65NB6/8V7KoAz5h+fmBZhVGvq1aamV9LbRsDYROfWPridKbCllTo6qprYgXb3jXCf6wBKJrYzjItf/k4o4u1zdUyUp28LuMCkKWXdiZmbUuTUJLLsItcCaA1KfdyOusdSliJzExZDiAIPKRedvJUMhRcjiWfJ66gxpXB+rvywGpWRPEpiaqKLhdml8GHuLJq3i0S7fGjxRd85Fw9n1wUWsDy6iO7gYSPQMSnvuAtrVPvauvhf2zl8d1EJtDOzWtv6bg77J837Oif+s6uFrPpS+X/DPr/zvvaC+2WsbHztFuOXstU2cAFPmhUwvnj7oLVg9s2qGXf0qNmBYTMPCL9vFe4NQfA+WRGBgGLzEYdXQyCtnUHe6IOontIK1YCZN5jPtvlTdXipJCbMg4YLniZRGmBIAR0l90dtsaJ7Rgpi4/Is21/FItGpYMirWGss20J20c1EMXo9xW0gGJNJFAyPIdcc4SWJDYg3jhpAOHPUuJb2U3BuXxv2npXCXhqL5nqVmdEC0yelUGof5ksIrESFQ6ZsBfDqARzrn/lzc+zQALwTwTwB8CMDPOeeerfJ/Jbx5xUMAvBPA051zrxX3CcCP4hjOyTtO7CyTIqEZBsj/WzrfJqkv7PRzqptFZYXydPkJ+vU4vTr3R6qS5kDu9rIqKkkutE3LEItGRuLldundcDpyjoGaMi5sADznpf8X3nHrRax7fz5Hvz5Af3iAfn3o06wCo9K03g155d2QWYpCQU3UrGiISpuocSAkKG2MndI2FBmUthkkEwNzQpFBacQD7jXeMLFzIVotUWRAeriRrUgrJC+tYFCYsZBYiQt8NB5hOI2ZJTssQZDB1FgtIb1/UkkDq06CrYbMa9DTCmapJeExk3mXJKRR8Rk8dxwlVezppN2cfQHK3iIpm20zxm020DvYBCXSmCip8D84/LuEPIhQHyjYKaZDPlsiIcKYNWCpXHpe0kCPNNRdEnxMjivbrsbOw/VyfdZvCXujNlw4KWHFGfbueTa83eany4vB4/X18JHZvxXApwJ4GRF9xDn3kpDmcwD8Mnx4j9+Ej032GiL6TOfcX4aizuQ5eVtcgc8gMgxHtnttyKCQ8dk6mNGYQ7NMO+HCe1LP4PRvRVdTYE6W4Cf/w/fiwl6L+16zj6uvO4+r73N/XHXfj8P5e1+P8/e+HvvX3Af7V98Lq/PXoD13XgR2a9Cswnk+rWckmsCwtESJFIUZlPT/wKA0NKh24vM1Qp1Cw4cRY6cIpkTHQWEJjVTxMEOwBFZb51TuRMMnKQMDQ8LSGmYcpARH5uU8c2mcQtm1upy3ZFMy0EuJ7UiqLnWzGIG56ZagB5Q9z9EHjnyP8r3mPlnaCs/KjHGunOMY/3PATMrST8C1RHSd+Jwr1TUXRPSlAJ4A4PuN208GsA/gm51zfxXijr0Aw/EyAPBdAH7HOfcc59zfOOeeAeBPAXxHKJ8gzslzzr0VwFMAPAD+nLxTw85IUpySDJgd3lJRBFsICr+PJFkpqI14t8ISCHMo5+pW6pSoMjHSJfekpGWm/Yhst5JEYw4syUdpYuoMvfbSum+75cN44LXncfmB98bFgw7vvN/VuO3jrsXttz4Uh5c7dOseTliOtqvWq3VWhNVei/1zq6jyWe23uLDHAdxWOLfyhxBe2F8lKp7zqzYyJ21gUPbaBquWonSkDUzLXksxHeADtkmX4D0hPmiEp4x8bGtNstqlc0N0UXmmD7sMA6FPhjSJtMxo25H3S+hsbZSipAu6c1yCxwAALWJJREFU9yYZ7EUsewNdj+yZ1nrHVbBLseXRUsrn6wjPzrY7onWlvYlUn5TgJQSDNIklBo3In5MuSBsSOVa01EHbwHj6UwYlx6xY162zhrSURqbLIY3NYv/WkFXkVFfbxBHD4r9f3fpRADcchR4iuh7AS+GZhbuNJI8F8P865w7EtdcBeDoRfZRz7h9CmuepfK/DwIA8FAvPyTsp7AyT0jvbAC3qotX1uCAGlcNocEwxLCWblgyiikR57sxCcC0elSVJgmCEpmhSqqIs47QBNLM4JSklI3jdptLVz3rUo/BRF1Z4iLuAyw/+KNzvuvP4wK1343/cfCcu3XWAg4trXL50GJgVF2Kp+IMGm5U/bLBp/YcZlAv7bYw2u79qY7RZHxulxV5LkQHxzyyZk4ExYWmKVOmwZES2F+AXWqmuSe0S0jdf3Nli8GgZFs30oEnLJkHWq41Jx7YZ4bmNHtknDAAl5wOZ68QcCYrkBsx6MQrmZhm3toaUxO/288xEzk3WehRpE1N6LOt+qf/LGCabQrq/8/8RgzJRxyYSolz7Mg0nEnH2aOqeBwK4Q9y6PE49H0HCcSOAX3TO/QkRPcRIdn949YzEzeLeP4Tv0hl4m5yTdyLYGSZFghdcFi9Ke5AcOL2WUmSlFjPB9ZqCnRn5SmkX06bsUqwAcrl2sGiS/5cyOVz+pm0r21XW+y//t6+Iv1Nj0pC+8RNh01BWxcGqHmmHwtB2KYP9CdfJTIi/JhkTS6Wjy490UrqIbyIK31TLsOk6ofMRUsmINwINDI1z2SBhJ7FQHQVz+rol4clJUzCjvJOAZ0rGkAzacaD0ek/i1R8xLP4dzrnbp9IT0U8CePpEsk+GV/FcC38m3U5iZ5gUreMkdc9Kr+EMlUh2zGyqFtrA4T5Hg3U92ZXlvJRy90SZOaYqN7RLQ35ygRWB4YD5UhSL1ht+8N/jBS//FRz2Dpe7HncfdLj7oMP6oEPf9cnk1CjCGqIoRWkMbx62Q2Evnr2WsNc0UVKyx8xN+H1u1USGRRrFnl8NPsCSAiIlJSE2eE3tTo6quy+p9KTkhBctK8CZ3GHnots00uUDiMHQwr/4y4qjYV1bIjmQkhNtlGohNQxXUhgaBzPjsZCoaIx6OHhaUrZLpQn69OccdCtbkgwZE8eC5Rod82JwkbayjxlnSq5rFZJlx+Sv+xuW+u8KMqL8aXgJSQnvBvDF8OqWy4o5/xMieqVz7hvgj465XuXl/zeJbyvNTSrd7HPyTgo7w6TMgRW1NHfPHOKFoGyTUg3Ls8iCirK68YK0wL5mqfQoG7QJtheQlT/3XDkGZcq2RcLBn2R82DlcPFjjYmBQehFwjBqKDAtPDhSYjKYJHjlCmqLjo0gGhQ8Y1EzJ+RUzXxRVQo1Y8MdtOKhTBm+b6Q5Q8r7I3c8hUe2IRUQyCcyURIbFUbyWPJtmgBwlEgbZT0aBxVTseO0GbNJOqctuyb4mhzkSTK0qYfTwZxzxb0m3dr/WKiPCWI0n22pJ/49lzpSADMxWyrBwGZJp1Rg89XhcU3o90pJed0CiCtTptgkXPP+W5lmU3rkPwbsKF0FE3wngh8SlB8Dbknw1vDsyALwJwLOIaM85dxiuPR7AO4I9Cqd5HIDni7IeH64DWzon7ziwM0wKYVgorYkmp/6ekgyMhoyyJZG7+aOqhnKYU+4cdRZDl2W1w1LJbim9ZoCOC1I1xfjmb/l2AIO9BzMXDXvskLdB6dY9iG1IGkKzaoJ9cfDoCRKTgUFJmRbJbLBah8tiI1m5m5X0zGU858zXuQUot0DNKTNGKmZbk0QaAvMlzpFy+DKH39b1eE2fnjyHbgyMyibgKuZm1yRJ6Y2m/7TQAGYAuVG6GeRyMLwp5N7VUSWAx4WzFBbfOfc++Z+I7gw/3+WcYyPdVwH4EQC/REQ/BeAR8N483yOy/iyAPySi7wPwWwC+BsCjAHxLqGcr5+QdB3aGScnZKEjoQeKM68UJbkIyISc5i7kZoSCZ4QlXIqfOsomx7U1i1YUySm2o6Sjds9Lxc+WKmJKw5N4h4BfXW/7+ZpxrG9zr/AoffdUe+vteHRmM2+4+xKXDDoeX18luqglMzGq/xdXnVtFY9t5X7WF/1eDC/grXnvcePSw9OR9+Sw8eLUlhQ1rNoFguw1KCklwXz8YT5WhBL7yP1PB1UN/kINU60YZGGZ3qHf8UAyFvc/AvvsZSCRmkrHdu1EFy6gtLpaPtQUrrSym/TjPQ4o1ue4fkfENtc6LVH3MgpUsymzTsHa5Zkoj0vw4SpyVS2kh6kr7MdSuujYQ/L2k+g75NnOE4KXbd3gvnCfDB3N4C4MMAnskxUkKaNxLR1wL4MQA/Dh/M7UkiRgpwnOfkHSN2hknRfT8bcVblKXW96PVjqE5KKovZOzJtyCoxx7vIoAkQTEAmjRS5krrX0EB3blyWGInJSUjStNBDymIm5c65JeA3f+PX8S+/8qtxzX6Lj7nmHBphU3LrnZdxx6U17ry0xsG6Tw7D2w/uxey5s79qcN9rzsXfV+210UD2/KpNmBNtm8K2J3vNcCghgRf+8URtMQ9OuA/zAuAcL4zDi7F2ySNmJ5GE5BeT0XkyNF4cp8bLiBaki6m2a5B2OFxXazBxshwOoMbn4YxURSKYGoBwJk9+UXeK0WAhSM4zMKfS6Fxaj2Wwv0j1pujIPQPD8s4Byn0hOcBR9b8km7iXqumGdC3ZbuZJmbJt3PjwwZNAb7m0zclzAnDO/S2MPVyIa/J5E3lfDeDVhfsOWzgn76jYGSZlCpIhIXUdmMFQYLk6h+vM1TFVlr5vpV8ydOQ4K9U9xbxZ+UvqJDNvwYC4VPYUoqQmSAI4JD3HODlY9zgItiLMpOyLgGz7yki2bQZX4oYQpSFDwLW8e/Hc9iixZ9YZMun9GY2yYVmpVMy2wzgulKRrXD8jkSbAqyC0QeecCKi5/IOUZ8kT2EyE/LeJGukMCB5GGM1LCRNaZlROUSARIc/xWpKnYjvYGSZF931LPCr/5xgOU11hePqUDTeHtKVJxgH5eCYzArdpjGgyorqWUFIvaWi6mDmYxJxzfhbSxtIUB+DFL7vRNMRku5IL++1wim9yLz2TJ4a+b1lCgsEWpRkCtrH9SbRDybgXD/Yz4zeac/0EhJgcYkctbV0m2mvsYWG/JGsNt1KWGYnx/SlVh3yPpfXLik3imaZy+dMBxo6PDWDJTvyPlLEjiLNuIk32uJFtGdVuM9Q7JVhSi5wkQ1/XUh2+Jo1fB8PlcZkW4xLd0Y2yt4nKpJwtXEEeXWVYzAipM7lNaYq4v3SQ5CQCOUkASxlH0sbCCc5TTI6mmZxhM6/aQNO8dG5Iys+de87XM/edqnf0LBlJy9Q7uuEZPxiDl3WinaWk5NyqwbXnV/FzVaLmSQO2edfiBnttsEeJKp7hsMAhWFs4m0cYzSY7aZd/Bh90zZlGfc45f6qzutcISRF/2mYIT78SUqD4CfflOsJqHf0Z6qH4LY2R9Uf3Oz5bSH5Y4h8/oo3k2Oj66c+698yLFXpeS374t1OfzrlYhs4vaZPvtM/UyWo2/vh21cH6hnI1ky+vsVRGfizI+nL3PG3zuRkvKUw/eoPGTJQ8a2vORiUnZZm9yam44rAzkhSgsNgKO4hZm/0j3tc0LUkvGSmrrlx5mzwXl7VJeZvSwMjp+0t1lRi4hoDDHvjgBz6QLWc4FNBmgEYLL/FZPGk6/s9SFf8chJFB6dRzbTgpJwbUmrZgUCHtSabqLxtCL1ncNl9lNs0pj5qYgsXUA8e3OF7pO8IrhYdwfb+BJGV5fKuKedgpJiWLkmpBna8DLGQsZnr8cPmmJGCB6kPvvkYTdCmAW6aspYxUKb15T9XvMC3izmFqQfmURzwiSgvOtw2u2W/DThm4er/HYd/j2vPpsJBRZPkcnr3GS1z4FOMhUNtwkjF78Fjuxf5ZKHnnbCujA6TFZpLSi9ASMt6Gjr1htQcHDuOdeA7SZFJKC7LpE8mKqtPZ6SSiSB/pe07rHAqa68HLzymNhXk58YacOr0yqh2VIZg80c6RoVM9tMSXSZfd5CTr8NvTNtjLcJIklowqs6Qa3BZke8n+LJu2ofF/Ca0WsurI3TtuuK6D6xYyKQvTV8zHzjEpiY5XL85BojLYBwwojg1L9bBhxNm5g3Ckq1a0M02UC3Wf8w4yVD2EDHOhnzsnjRL1kHEtV19SRK7ODHI0f8M3PRUEYL8lXL3fehVM2+B82+Cw90HeNKQ0xLsR+0VLqnR8OumJkmdKeHFhdQcwqDkARJdebTelvWB8vmEBc2Llzrm3tly/lLbAaG8VWI2fQaIU/FBisEVI041UkQCkq7Fe4FuiNIw+ly9+j+pGyvD1TtnpiDqcc2iJkgiv6XsZmAodE4RpGNv45EFEps1QXOhJMiSUXOd0ozJduY3lgY76Gv+WEV+XetdYfUlft22T0rQJzeL6CfAocG4DmxRXmZRtYWeYlJyqx7JBkcaqCTNgLewzFs0cs6Ov5wbnkbAkzH6GQQHGdC+dLEbtrK5PXfM3ys+iy7ZofNr3fQ9ufNWvBibBMxjnW6Dfa3HY9+hWzcidkOOZaDdieWAgkJ5GzAuyDlfvmYTBA4iMBtaSjtHCJyZ5R4PbOP8G0h2/hl4kLM8cb/SYzxPT8CI6riYix3Ba+eUz2+fEiPYUC26Ts2UgSmjPSitF2RQlUoMLd6O+9W/r/6bw7z41Mh36xLQXXvputSSr7F2zCSyVWo6BzRkCT80nMjTCtlENZ88WdoZJKWF238+pShYunrl7evG38k2JPePlKbpmPEuO7qn20gyJ/G89Y27KHNUzo61LiMZ8DdA6Nh4F+pbQdBTsNTKzqIEu7Lxz0BPr3E3pnAlbk6j7hRW5tdTWsowla8HYHie90MeYJXbZuaZ2zo5e2hR292bcDy4v0mPXlyvvCGY0k8hJKqY2VNnyMKhVNKPCYMYnuZaorajIyHEZpSFSynsUdc3xslaFeiqTcqawc0zKSM+fSacn/TiBW9IUS7oi0lk67pxIVNNAXJ5QpZiDtcR0GDYfuTqzaior+u2cM4qMyLYyXW7xyC3CiUu2DvxmBYET+VoCvvmpT40uwfstxXuHnY9q2jngsOuzMT86N1DTdYi6AysgmbbTkKoHSzqS/h8ulCKc6l11o6UBBl0aHNxsCaYivMZ0bDsT6kiixhqQgda0zUdkXFiVFe5Z7scM55wPoiZUGLGuSGMZU/c1o2GpVHTdsX4VlA/IeHdlGAM9jvh3boxbzKI1J3pJWpkB13llnVYbWPPbUpwEo1KZlLOFnWNS5sIa+CN99oKy9G9LyiAxR6VylE3epBorIWa+9MJ6DmuCle1Q2jlqEfJcT41xYf4ZL128GN1bPbPi0BGrdBqg79FPLKQSfQ+0mU4xI0yHiSkvGD45N6FDSW1GQcNosKOwGZXh96ZidUtFE9UlhkopVw2/Z2lXw6foJoapxK7ZmpBxmcvPYvHfm7fF8owsWckxOZp5mXMQ5+ggP4tWLJeiMa1cj6RtSVsvkmydlCil4kxhZ5kUU5KR2fWnFwfpiHlbpMnWM1WHdX2hm/QU4mKfYUCSnZhSs0zNFVP0LZlrtKRFTsxWoDtXuA4Av/zLr8I/e9KXD7SStxrZa73pY9P47z14A0q98OuAbHutXzalDQqLy9kGhetpG+Udkq63szDlFqylJdZaaUs7hkzyvJwk3QJ7kXgNLhqVpoavpScee7Rwz5f/2fBUy4FKDEISRyaX3rlYzxxmI+epUvJgAVKbGlmWlPxMMSFzaSpBF1UqelAn5umb8tSRRswn4a2zFNUF+WxhZ5iUOccx5PTmEnLRtDbKlgdEdiDmVBQ5NUa/HpcxEZE2KSeURVadXLbIl7rGDoyKlCxFkjGIibVqKGGIwrWR14Ein8850ffleSetfF/i9GmLtqQu3mU2fvHcC2WuGv/M51fD6TBjZmKYnHmxTowbKWVEZDRQud6xOsjadMqzc7QBIsXfBkOQ6WeSxhZjUbyDw6pp1PVxYZqpyhlAynfFdPJEEw1C9fuXRrBihy4ZJSmwSuunpK8yrPHuRNmcfjyGhysp+zYPuXaRz+IAgMYB7hpClORxvpxbry5f5wHS8aLr0hsAtmeJdc04n0fTkBh1G/TEbK5HO8MDkulZKuk5Cvq+AxYyKX1V92wNO8OkzMEcFYic4CyL86MYnEVw3dK2JRe5FRgzOjkbGfnfqlOXp+gukW4+25QaSeXX4Dr1xMmnpVp1yslcT7ZEhF940YvTOsLufNV4hqEV5WomJKGLhrxyEdFeO9KlNqXTZ5AeOQyrnaXHT06SweDpMkd/ZFh4UQIF7yAqelGMVHaasZVu79Qk7ygyqQ7m4uSiLc0ggfLqVSHB04yz6LOtMQassdaJth4YyDSN5ZlyHKqGOV4unI7vN5RemzN9LJFO9G6suplS10wVr9vMnBeU3V62LtGPTgrVJuVs4UoPgrg5JlQ2wPRkwJNMbgczWXeY7JPf1mcOptLJssJEz/Rbz0Dqvg6NLdPFBUpgbCg6/lj3p8Tvkt4YtrsZYpY89znPjowFMxNeDTOk1wyKpkszKCTqJkWLBcvWJffcpXJyYJubqTJy/dAZH7uiTF80mFwn0ltlaklBXJRKZzmJeueuYbLfAsM7kx/d7/W1JR9dd+lVzuk7c+9P4aTWfClBGZG8YSypbYOZlKWfiu1gZyQpuUmD4TK/eXA5jEWWlrpnBFaxYGJiERMtUYMu7ubtyXkk/pS7Eu1VNDOibizH9ckuVV43A7O5Hm0TupLDpNSG88kdtdzhlkS78h1opiDZWRt5QQ3e8+53+eiwAA7hDxLsHWHd+Fr9mT4OU3FG5LM0yqWzVU2qT9zVC8SYuRmMTLWKR9q46B2mlzKFtEjTSfBOWdoOSJp4d63RqoLYwiQGHEODpmlSmsJ3p4qTEpuYxth6R+bGgKWuGAUvVNDvzheUpk+eUqg49bU5h2E2mXslplHfkgxcjpGRzStVpSNVpyoTGBj/oV+kEji+zlJMrnuK4WoJ47ayAkCqecVqh6MyZYvQdXDNQqajRpzdGnaGSdF9nIBZKo4srIP6jDS6/DkW+YAfqDzZxAkhlNEJHW1OggFkdi4llRFPyK6H69dpmwTGJU4gXA4bjLkejne2MtZK+O0mIt3KyXxK/WGKj+W3oDf+DbR94id8AlYEkCjEG3UOKqJ1P2YaStC3rdTMqEg1FD8LMzpm2eqedum0ROGmiid86+iikT7JsARmZ2SAOyFzJ6IRg19SIbjIuKUMFno3Ga/DsoeaSpeonZJEwtbL6PNpWvE/RBp2TX4aJVJRoDP9XKo2+T+nkX1GSndy0igNzVBIFQ/Dco9mRl96HEkG12JURirz0nyTYeBynkn8LBW7hZ1hUoD5otbJ+3NdcmcGR5sjes1NSCOJwoTo29ppliQXk8/aeLddJyecnKrsGMW7m85V3/e93xPVDfLJeCFYGoxzytuGEQ1n3Xg3r41qAZjnwgxl6fz+dw9KHkBL/hryaSyGwbK92MCLdmSECUzbOEhwLJRG2B7NqTOxf1nazwrG5wnTZZ3WPaMuc4OElMEkcU9LCxOPtkI9myzgsu9oz6djs8c54rg/ab7EueWGszUs/vawO0xKv86LGhlCNHnkEMyZRTsRcRdEwbyD0jvvmFf89pNYukPTO1out1Qv05rbGcrryeSs9RuWOipm7MeTv1GXnCCtyTLZPVsqK2oGGsX3v/m2b8d/fvWvoesdun5QvXT9oIrper1Ap+oaT9+QwFLXAGkZUbphNH2DsSolF7ck6ZdKlO4IaB1l1QKxLU1XYZGWaOR9k8NUTA8tlZHJ5PEDko+RQdum+Bsum+Pe8LNbag3GSAUT/o8EdPKa6+FcP7w/2fZyvJRUncamZWTwq+jgNJa0SI6x0vPq9ABGakBmYAGMovpafSbnbSSlZ81MmznKbWpOCa7vlzMp1QV5a9gdJgWwJw157wgh17PQdYhrc3coU2JdqRqK/0UiKTrXE1uyOGmatboqYx/TxUlpoM96NJ5wO0VHSayfg8lDFux3+sDxcdt0Qa3D4JOQY/TShEkQYnGjbpaGJNcIY/dkg/JB3ZOWmYTTl31TSjr69aBiA0JU3bEkjQDA9WgotRexdt45UbvFLAOpKkBDMiiRuRPPXwyWp/UeBriPOwDkApNW2Fyweinn3g7Y18MbRNvYY1n2/6wUpxRuQEG/V/B5Ymo8amYm59EEDO+upErlcajPO8ohp7qOjP+MMe3nBJseX9h8D8HjgtvABbkazm4Pu8OkaCbkBDr+lLRgU0hm4CjukiPXYmMinMLSnc9J75T04vrkr/u6+FvGKYnM2sSb0ncT1cuMl7wJQ5bDHFVDxIzdak4Cp38Ddl+TbVF6xthOR2wHK4rtNmExqMdbwRE3STMW9GNT4WyAke2UlCobkO19kuR6Scqyd1ElKdvD7jApFrTB3Axr/REysUnMQVX0AjCS58rJQFvs6x3uoBrC6Hr81t47wlNI1lFyt5ULMU80lp5dlmlJi6QbKJBRdURihUhcPYOk7dzenlethApivBIQWpfu+hl7omJy+lTdfNyS0dktGE/U/Jy5Xaen35ZiaTG/C5XkFiB9xk2v6ZvpHWSpCaQaM7Z5UBs5cLh3JG3VKONlTwPXO9BhGXh6I93xAY+SXi2lK9ls5FQpGkkfCxsfMyiZFZtIq4Az6iCT+bQ8imZuKKZUQCWJCGV+A7adjNXeVvt3fRrvSNaRMIOGQ8O2USUpZwu7y6QIy/0oWpWqAQwLpA4AxWks0bK1EC01aEuYjZl5rOiQklGZ8lYq7aKdSsfXSrTJCSpxRQSSAE2lOSfSLL13Cq6MPMFpCRGJ9De+/OX4si/7MqAJC6hLDWgBb5Mi6VqFh3HinbMNxFwwTZZqJMughAX3cMYmrSvYb7CtjZZ6dMLWRqYDBhVWC9uAVf7l2DLAuJ8RvJpFMiuShpjOhbZJJFNjtUMScE4wJNyXmDGJ77wPTETJs00yFEJ1Fu8JxsBsYu0JF/JRv07tu2QdJUZEp5nKp8kpMLxWWulaLAO7WZIOXbTegCRMW6CbVZCyn/fwti+dQwgD4K/LOvU4npovjguVSTlb2F0mZSYmBwXvfo5azgbYVL2j8y9B7nh5YP5u1KJLY45OfKquuOAacTDiLhsUz1CJ+SbUCFMRXzU2dZt04ijluR4yFt084ZvGq9IlGSmD7s/voZBuMfmTGO3AkR6ul+sD3J76fraZj8PWjNJjFzyN5ZgsJTgr/0wJbq7+Ja9o2httQWELEZkO+HHEjJK/RqP6T4IxqTi72BkmhbTkREOE9B4frJamk2kcAAiDRCl+57y5CV7uWrXnSvY5jN+W9X2UKqhdsMyjXRslPdbk6QC0UvVRoFMiTsjiv47/oJG6lRpquIIYeCw1aOIzveAFP5vuDDPeJ9oQtkHwOIHNoExN6nx7HBBtWg3hSJaQSg0YTuQYGVaLIF0WowJxPTFiLNClX5tW38l00WgTSA7Vk89AGEtHJvuXEQI/13eL6lglhZN0R0NkN1ZbhOV0JGEhwB9UGaQoZru4Ib/JjMkyM557vu+MjfAtaceo+PDNxyHwf/lbp52lOjPoNjchnCR6wqUFSjVopC1T1nGj7ztQlaScGewMk+KtTAMjwtJIabvAolljgkuGjxIN90hVRDpqozzRFFD2Gs5B6/x5VyGvS0+dVZOWZWHEcAjIPFENo6NqMkMX2su1q/S+xeRpsbaaWDUc0ueywG2nJ3lLqqBPjdURbAk+ONUv/uKL8aPPfOZAW6AjLpguZVASGwpRTxJTYkLqU3pPcD3QGQdHchoRNJD7a8tur1ZUYGD8fghx8bAWM7/wDczDFLRbOPdXbhPNiAHpuACQxEFhRo0ArzqZa4So7aeAvMoE4z4hd/BMG9sk5cYPMNghDc+W3m8pbUf97ElZ8O01MALDwm4tytpuyHpf8plyEilr4xLzG3RyOqnudkjVMhKafk0D9xFzbgj08/uSY25JzJ1N4boeoIVMSlcNZ7eF3WFSLGidrzZum+n+pie7eB1+IrEieybXCtKEEkribSJbf24yXFodohZO6taAcL8clbvQU2rJjkjry4FUIgAERqIQQVMadv71X/+1Wc/I04nLnUfmYkQGxYpqmhAmbHm4u4q84N+cJmd4Sc3IRXlkh7TQxkai1J+HaKVcT6bQOe0hkwPj8WowalZXG2wx0r7UBzsJptcKpNeLYxM4j0SrjNZ1HQkdBJAbJFhakmNFguVLHPTuKBhJngBz7ojpFtrE5NTDvJGyGHhto6XbctuowdzOFnaGSXH7F+D2r0oGmh6IplhW3I9iXAwTvLdSN+oTE4mEeaaMgt79ODHIix4ufM31QLOK0oMEvZCcdOsRk0LOjRkXNiomiosdgIFxMRZGp7412AYhh5HEB0DvBBOi0mu1SdsOao8oMerXeNCDH5R4fbSBE2nEAiqfxDoBGRir0XKQdMpdpQPiacGjoHNJAbbNQud8X9SLTHHJUovP0AZpH2NaS/ZHgM2Ym9WySF9RN2q/ICFyU0xKrr2kjYaSHEnJncWYMHjhtFyrfb9h9YS4j1SyMuozzo3mAQnn3EjNEvuoGiNtuDn1bjTtGikjmcZXsZ7dnyWWqrVJpCHBMLOhssOgHiY9pwDm+3MAqNE9Jb8R3AZc3y2XpFR1z9awM0zKXYc9msM+iGrFpKR2d5G5yAyItqFsGikGjvdceo8nl9wEw5NCKybGBN1B7hETFU0yIchrrveMCJfFO1eVXupk3WovLiBoVgPD4pSNSGReVqENsqSmIn4Mk97IHoGfyfVYaW8sWV4/VpnEFEIa8cwf+eEoaRoMMFNvhhyt8plKKh69yGl7JXkmk2d2m8Dsjj100n4y3JQ6fdMFFuPnkTtUrj8yvYF5lwu7tCGxoN2Vx/RqOlLDWEkHICQjM9xOHfxr1WoLXki92iakDRITDuJXkuhIo1y5pBL82DddzRtKNg+yL3eeGx1F8JVSwR725oUA7DXDhkjW0bsyk2zZLSX1Y6x2zoHTyv7TkFLRGRKwWGLfg7rDPLFA3ABhtT8cVqo2k3OCwx0HKpNytrAzTMq6DwfHkRstjgDiJDKIWcN1PXZ7250zllcYSK40awiQ/LZUMTn0ktlohv9SUtJ3A7PCRwVI6YqUpAhbFde0g61LkKYkPAp7OCljuZznDperXVcT5gQA+vXAfAnjZql+AlC065C762/65qfi1179q7EcKU3IgenSUrU5kGVro0MpjetcqmqI9Wb6E0s+Wjh0BjWWwXbW6NFQk2yyay0tdNYdUt96XKFwXdotSHskaQuh1YOdQ3IUArmxgXSPwe5CI2eTxHVzH8kZpFtgu7US5LvkOSHHmFp5LMj28Uyzs1WbmeeNKlStojPGIfUdYGwi0moa/0Lc+HBToqkQixVXMnaGSbnzjjsABHG+xaSI/yUmRRqOMbi80qmifE8b1WmMDAk1k1KQpHjCQ/q2Hf4n6hyLSRnyWUwK2n24pgXa1hsXRzWF2P+t9gYJR7OKE681Acv2t5gUB8GMRSZFPBs1hpigsJMR+Q4P17j99tuHZ8C0fYxegKYgF4hOMClJ+HQmDXKHbzApmTqm+pOVV9ef9DGWpARJxDqoMUtLoZaklKSDFOqXkhRuF+kpt5RJkfXq96SZlHWfntfk2yClmWg8xrncVUMmk0JE2GtsJqVkAMvoHLDfjr1quG4uJ3lfyuZmxHcadUrId+EZPftdr4LqRRu5x2cOatSBSRmPQ78xKjMp/nkauL3LSdwqvteF93dHmMe3CXd4ablkZEJSVLE56KT0fKcFIvo4AO8/bToqKioqKo4ND3TOfeA4CySi8wDeA+D+GxZxE4CHOucuHR9VFbvApBCATwTwdgAPBLB9Vvyeh2vhGbnaPnnUNppGbaMyavtMY04bXQvgg24Li1dgVPY3zH5QGZTjxxWv7nHOOSL6u/D3Dufc7adK0BmEENPX9smgttE0ahuVUdtnGjPbaGttF5iMymicIWwrDERFRUVFRUVFxZFQmZSKioqKioqKM4ldYVIuA/jR8F0xRm2fadQ2mkZtozJq+0yjtlFFgivecLaioqKioqLinoldkaRUVFRUVFRU3MNQmZSKioqKioqKM4nKpFRUVFRUVFScSVQmpaKioqKiouJM4opnUojo3xLR3xLRJSJ6MxF99mnTdFogohuIyKnP28X980T0QiK6hYjuJKL/h4iuP02atwki+nwi+i9E9MHQFk9S94mInklEf0dEF4noDUT0CSrNfYjolUR0OxF9hIh+iYiuOdEH2SJmtNGNRp/6HZXmim0jIvoBIvr/iOgOIvp7InoNEX2SSjM5rojowUT0W0R0dyjnOUR0RQTbnNlGf2D0o19Uaa7YNqrI44pmUojoqwE8D96l7TMB/AWA1xHRx5wqYaeLvwLwseLzueLezwD45wC+EsAXAHgAgF8/aQJPEFfD94l/m7n/NADfCeBbATwawF3w/ee8SPNKAJ8C4PEA/hmAzwfwkm0RfAqYaiMA+B2kfepfq/tXcht9AYAXAngM/PPtAXg9EV0t0hTHFRG1AH4LPhz75wD4BgDfCOCZ2yf/RDCnjQDgpUj70dP4xg60UUUOzrkr9gPgzQB+XvxvAHwAwL8/bdpOqT1uAPDnmXv3AnAA4CvEtX8Ef6DqY06b9hNoGwfgSeI/Afg7AN+v2ugSgK8J/z855HuUSPNE+IN3H3Daz7TtNgrXbgTwmkKeXWuj+4Xn/XzRZ4rjCsCXAugAXC/SfCuA2wDsn/YzbbuNwrU/APD8Qp6daqP6GT5XrCSFiPYBfBaAN/A151wf/j/2tOg6A/iEILp/dxDBPzhc/yz4HY5sr7cDeB92s70eCn8aqmyP2+AZX26PxwL4iHPuT0S+N8AvwI8+ITrPAr4wiN/fQUQvIqL7inu71kb3Ct+3hu854+qxAN7mnLtZlPM6ANfBS6CuNOg2YjyZiD5MRH9JRD9BRFeJe7vWRhUBV7I+76MBtABuVtdvht/J7CLeDC8ifQe8OPVHAPw3InoE/IJ84Jz7iMpzMzY/uvyeDH5mq//cX6T5e3nTObcmoluxO232O/Cqi/cAeBiAHwfw20T0WOdchx1qIyJqADwfwB875/4yXJ4zru4Pu58Bu9FGAPAqAO8F8EEAnwbgpwB8EoB/Fe7vTBtVpLiSmZQKBefcb4u/byWiN8NPDF8F4OLpUFVxT4Zz7lfE37cR0VsBvAvAFwL4vVMh6vTwQgCPQGrnVZHCbCPnnLRRels4uf73iOhhzrl3nSSBFWcLV6y6B8CHEXSY6vr1AG46eXLOHsLu7r8DeDh8m+wT0b1Vsl1tL37mUv+5CUBihB28De6D3WwzOOfeDT/2Hh4u7UQbEdHPwxsFf5Fz7v3i1pxxdRPsfgbsRhtZeHP4lv3oim+jijGuWCbFOXcA4C0AHsfXgqjxcQDedFp0nSUEN9CHwRuIvgXAIdL2+iQAD8Zuttd74Cc/2R7XwdtRcHu8CcC9ieizRL4vhh9Xb8YOgogeCOC+8H0KuMLbKLip/zyALwfwxc6596gkc8bVmwB8qvI6fDyA2wH89bZoPynMaCMLnxG+ZT+6YtuoooDTttzd5gfAV8N7Y3wDvJfBiwH8A4SF+C59ADwX3h3wIfBufL8L4EMA7hfuvwhe/fNF8AZ/bwTwxtOme4vtcQ38ZPgZ8N4G3xN+Pzjcf3roL/8CwKcCeA2AdwM4L8r4bQB/CuCzAfxTeMnUq0772U6ijcK958C7lj4EfiF+S2iDc7vQRgB+AcBHwri6v/hcEGmK4wredu5t8Iagnw7gS+DteH78tJ/vJNoIfqP0jNA2Dwnj7V0A/nBX2qh+Cv3ntAnY+gMC3xEmiMvwO7dHnzZNp9gWvwJvmHYZwPvD/4eJ++fhdca3wscE+XUA9z9turfYHl8YFl79uTHcJ/g4DDfBM7tvAPCJqoz7wBv93QHvDvkyANec9rOdRBsBuBAWjb+Hd7P9W/j4J9erMq7YNsq0jQPwjSLN5LgC8PEAXgvgbviNw3MBrE77+U6ijQA8CMAfArgljLN3Ang2gOt2pY3qJ/+h8PIrKioqKioqKs4UrliblIqKioqKiop7NiqTUlFRUVFRUXEmUZmUioqKioqKijOJyqRUVFRUVFRUnElUJqWioqKioqLiTKIyKRUVFRUVFRVnEpVJqaioqKioqDiTqExKRUVFRUVFxZlEZVIqKnYYRHQjEb3mtOmoqKiosFCZlIqKioqKioozicqkVFRUVFRUVJxJVCalouKEQERfQURvI6KLRHQLEb2BiK4mon9CRL9LRB8motuI6A+J6DNVXkdE/4aIfpOI7iaivyGixxLRw4noD4joLiJ6IxE9TOS5gYj+POT7nyHfrxLRvQo0NkT0A0T0nkDnXxDRV2yzXSoqKipyqExKRcUJgIg+FsAvw58A/Mnwpwv/OvxJy9cCeAWAzwXwGPhTYF9LRNeqYp4B4D8B+AwAb4c/WfjFAH4CwKNCWT+v8jwcwFcB+OcAngjgkQB+oUDqDwB4CoBvBfApAH4GwP9NRF+w7IkrKioqjo56CnJFxQkgSEbeAuAhzrn3TqRtAHwEwNc6534zXHMAfsw594zw/zEA3gTgqc65l4VrXwPg5c65C+H/DQB+CMDHO+c+EK49EcBvAfg459xNRHQjgHs7555EROcA3Argf3XOvUnQ838CuMo597XH0hgVFRUVM7E6bQIqKnYEfwHg9wC8jYheB+D1AH7NOfcPRHQ9gB+Dl658DIAWwFUAHqzKeKv4fXP4fpu6dp6IrnPO3R6uvY8ZlIA3wUtQPwnATar8h4d6f5eI5PV9AH828zkrKioqjg2VSamoOAE45zoiejyAzwHwBAD/DsCziOjRAF4E4L4AvgvAewFchmcm9lUxh7LIwrVN1bjXhO8vA/ABde/yhmVWVFRUbIzKpFRUnBCc163+MYA/JqJnwjMkXw7gnwL4dufcawGAiB4E4KOPqdoHE9EDnHMfDP8fA6AH8A4j7V/DMyMPds794THVX1FRUbExKpNSUXECCBKTx8Gref4ewKMB3A/A38Abyn49Ef0JgOsAPAfAxWOq+hKAVxDR94eyXwDgV51zWtUD59wdRPRcAD8T7GL+CMC94Jmo251zrzgmmioqKipmoTIpFRUng9sBfD6A74ZnFt4L4Pucc79NRDcBeAmAPwXwPwH8BwDPPaZ6/we8F9FrAdwHwG8C+PZC+mcA+BC8l8//Am/A+6cAfvyY6KmoqKiYjerdU1FxhSJ49zzJOfcZp0xKRUVFxUaocVIqKioqKioqziQqk1JRUVFRUVFxJlHVPRUVFRUVFRVnElWSUlFRUVFRUXEmUZmUioqKioqKijOJyqRUVFRUVFRUnElUJqWioqKioqLiTKIyKRUVFRUVFRVnEpVJqaioqKioqDiTqExKRUVFRUVFxZlEZVIqKioqKioqziT+fy9zgZ3NqqrsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for itrig in range(0,light_digit_signal.shape[0]):\n",
    "    plt.figure(dpi=100)\n",
    "    plt.imshow(light_digit_signal[itrig].get(), cmap='RdBu_r', norm=colors.CenteredNorm(), aspect='auto')\n",
    "    plt.xlabel('sample')\n",
    "    plt.ylabel('channel number')\n",
    "    plt.title(f'trigger {itrig}')\n",
    "    plt.colorbar(label='ADC')\n",
    "    plt.axvline(LIGHT_TRIG_WINDOW[0] / LIGHT_DIGIT_SAMPLE_SPACING, color='k', ls='--', lw=0.5)\n",
    "    plt.legend(['trigger'], loc='upper right')\n",
    "    \n",
    "    plt.axhline(23.5, color='k', lw=1)\n",
    "    plt.axhline(47.5, color='k', lw=1)\n",
    "    plt.axhline(71.5, color='k', lw=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9274fbfe-8079-4eeb-966e-ead2fbc89818",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xyYtfU1QeYlCXbH7Ruz277pDH0cO7c/JjnzFt/jquOWwwZ+/Td7PzhSOOZ6cu4LGP5rGsoIyz9u7DFYcOZP6aYi558Wvmrt7InScM45gR1X8ZTF/gtYKFIo6VBWWkpvg5d9++pPg3b6j9cXkhE/43h7FDu3DlK99SWhnmqrGD+GrRet7+wfs3zstI4YFTRrDPAC9QHnnkkZv9lSiytcrKypg/fz59+vSJLfBWUhFq8SGnqKiITp06MWHCBM4+++zN9i9YsIA+ffrwxBNPcNZZZ3nn/uEHhgwZwo8//sigQYNqPe/hhx/OoEGDuOuuuwCvJSccDvPxxx/HyowaNYoDDzyQ227z/n42M6655hpuvPFGAIqLi8nKyuLNN99k7Nix3HTTTXz88cdMnrzpmi5ZsoSePXsye/ZsdtxxR/bff3+GDx/OfffdV2u9cnJyeOCBBzjjjDM22zd+/HgmTZpUbZD1fffdx3333ceCBQsAryXngw8+YN68ebH1bgYNGkTnzp356KOPAAiHw+Tm5vLEE09w8sknb/Y+tX2vVNGKx02rI+AHav7PvxKo/TsZbsXr3qqSDSxprArtmJ/N9GvGUFYZ5rN5a7npjR+Zs2oj97zzE/e881O1so9+OC/2/KtFG9jj1vcAyE1P4d8X7EnfTllUhiPc885P/HP6YtZsrCAY8PG3k0fQOSeVe97+iU/nruHGo4ayz4BO7DOgE845Zq0o5Ptlhdz0xo90y0tjaPdcdu/Tnrvf8WY5jdu9F385bCf+OGZHXv1yCfe+8zMbSipJDfh4+LRdmTZvHe0yg/yid3se//VuvPfjKpZtKMXnMz6du4Ypc9Zy2pPTYl1L7TODrCuu4G/RVqJ9BnTkhqOG1tpK0qNdBj3a1b26asesVC48oH+DrvnZ+/ShZ/sMHnx/Dj8sL+T6I4dy0OB8Xjh3D8546nNmrShi1ooinv1sIa99vSzW2nX/ez+TnRbg7rd/Yq/+HRl/xBByM1K4/92f+Nv/5sTO/+Qn83nyk/nV3vPyf35LekqAsUO7AF64PfHRqdQcVlNcHuJ3+/dj6ty17DewE6kBP5XhCH948St+WrmRN77z7iw+uGsO5+/XFzNj1opC/vjyN3y/zPs69U8H4fcZTz/9dIOui0hDpaf4+eGGQ5P23vXx448/Ul5ezkEHHZSw3LBhw2LPu3b1Jk+sWrWKQYMGEQ6HueWWW3j55ZdZunQpFRUVlJeXb7byc/w5qs6zatWqOstkZmaSk5MTK/PNN9/w/vvvk5WVtVn95s6dy4477rjFz3vZZZdx9tln8+yzz3LwwQdzwgkn0K9fvy0eF2/IkCHVFvTLz89n6NChsdd+v58OHTps9tkak0JOM3HOlQPlVa+b6l4taSl+9h/Ymb37d+SN75YzccoCVhSUkZbi45x9+zJ3VTFPTfH+47zi0IE88+kCVhWVE/T7KCit5LdPf8Grv9uT56Yt4uEPvDEx7TOD3HXCMA4clA/AP87enbLKcLXWEDPjwgP6c8FzX/Lql0vi6uOjrDJCRtAfa73okJXKufv24+DB+Tz+8XwOH9aVvfp3jJ0fIC8jyHEjN7VY/Hr0DrFuLfBaTV45f0+OnPAJhWUhftG7HY+ePrLW1oumYmaMHdqFQ4fkUx6KxK7H0O65vHbRXrz29TIWrCnmnzOW8MFsrzsrLcVHUVmIq179DoB/f7WUz+at5ay9+/BQ9HpfOXYgfTtmce1rM2NdbGN2yicrNcC/v1rKpS99zfCe+9MlN42nP11AxEHvDhkMyM8mLcXPf75ZxsMfzuVfXy5lRWEZp++xAzcePZRnpy7kp5UbCfiMUDQVnbNPn9j34qAuObz6uz3Z/Zb3WFVUzrT5a9mzX0duuukm7rnnHkSaipnVu8soWdLT0+tVLr5Lp+pnKxLxJiPceeed3H///dx3333svPPOZGZmcskll1BRUVHnOarOU3WO+pTZuHEjRxxxBLfffvtm9asKXlsyfvx4Tj31VN544w3efPNN/vrXv/Liiy9yzDHH4PP5NhvLVFm5+USR2upYn8/WmFr2d1XLtQYIA/k1tucDK5q/OpsL+H0cNbw7Rw3vXm17ZThCu4wU+nbK4rBhXTl1VC+WFZTSKTuVYx/6lAVrSzj6oSmxAb1/PWInTttjh83CQ23jeA4d0oVRfdoze0URe/RtzwezV1NWGaFvx0zuPWl4tXEeAH07ZXHrsTvX6/Nkp6Uw6cI9mb5gPaGIY1CXbPJz0njg1F35+KfVXHzwgKT9kjSzza5Hj3YZXHhAf5xzBAM+npu2iAGds/jrEUM47clpAPxq5y78sKyQBWtLuOkNr9tr7JAu/G6/fpgZBw/uTEFpJQG/j9z0FELhCAvXFvPlog3cOXk21x2+E//+cikAtx03jD36dgAgI8XPS9MXs6LQ+zf815dLOHffvtz7rteid8NRQ8kI+lm6oZQjd+lWrd5pKX7GDunCS9MX899vl7Nnv47MmTMHke3dgAEDSE9P57333qu1u6o+pkyZwlFHHcVpp50GeOHnp59+YqeddtrCkQ2z66678uqrr9K7d28Cga3/vbjjjjuy4447cumll3LKKacwceJEjjnmGDp16sSKFStwzsWCXEtdH0ghZys45yrMbAZwEDAJwMx80dcTkli1LUrx+/j9QQNir9tlBmNjUJ7+zSjOnPg5i9eVAnDw4HzO3LN3vVud/D7j5fNGx14vWV/C5/PXMXZol0YJIKkBP3vFDRYG2G/HTrHByC2RmXH9kUMY3a8DI3doR9fcdO4+YRfKQxFO/kVPykJhHv5gLo9+NI/c9BRuOHpI7HoH/D46xA0+Dvh9XHfEEI5+cAqvfrmEtcXllFaGGdQlm937tI+Vu+6InSitDNM+M8gHs1exYG0Jpzz+GUVlIYZ2z+GkX/TE76v73/SIXbrx0vTFvPndcq4/cggDBw5sugsk0kqkpaVx1VVXceWVVxIMBtlrr71YvXo133//fWwMzpYMGDCAV155hU8//ZR27dpxzz33sHLlykYPORdeeCGPP/44p5xySmyW1pw5c3jxxRd54okn8PsTd9GVlpZyxRVXcPzxx9OnTx+WLFnCF198wXHHHQd444ZWr17NHXfcwfHHH89bb73Fm2++2SjjSxubQs7Wuwd4xsymA58DlwCZQNPOh2tC/Ttn8fpFe3PlK9+wZH0pNx9T+/iW+trSOJjtRcDv4/Bhm1pM4rvhMoIB/njIQM7e2+vK29LsqeE98zh2RHf+9dXSWBdYzSCamRrgb6eMAODhD9K4/a1ZLFnvBdfrjxySMOAA7NG3PR0yg6wtrmDKnDVcddVVDfi0Im3XtddeSyAQ4LrrrmPZsmV07dqV888/v97HX3PNNcybN49DDz2UjIwMzj33XI4++mgKCgoatZ7dunVjypQpXHXVVRxyyCGUl5ezww47MHbs2Hrd9NLv97N27Vp+/etfs3LlSjp27Mixxx7L9ddfD8DgwYN56KGHuOWWW7jxxhs57rjjuPzyy3nsscca9XM0Bs2u2gZmdhFwBdAF+Bq42Dk3rZ7H5gAFjTW7SrYfBSWVPPLRXErKQ3TOSeO8ffsSqGMs0qqiMkbf+j/CEcexI7pzz0nD6/Uel//zG16ZsYSLDxrABw9crtlV0mgSzZgRiafZVUnmnJtAC++ekrYnNyOFq8bWNYmvus7Zafxuv35MmbuGq39Vv2MAOkS7MEu2sEK1iEhLppAj0sZdfuhALqdh42rSg16ffUllmDPPPLMJaiUi0vR0WwcR2UxmdKB4aUW4waucioi0FAo5IrKZWEtORYjHH388ybUREdk6CjkispmMWMhp+TcaFZGmF4k41mwsZ/G6EirDTbd4X2PTmBwR2Ux8yHnkkUeSXBsRaS6hcIQVhWVkpwbIzQhSWhlm3cZyCkorYyulhyOO3h0zt3CmlkEtOSKymarFG0sqwkyYoAmEItsD5xxL1peyrriCRetKWVVUxtxVG1lbXEEo4gj6fRhGYVklG8s2v41DS6SWHBHZTFVLTmlFiJkzZya5NiLSlMoqw6yPBpnCaHhxuNjtfbJSA3TKTiUrNcCygjLWbixnWUEZfVP8da7R1VIo5IjIZtLjuqt23mGHJNdGRLZVKBxh9cZy0lP85GUEY9vLKsPMW70x1hUFkJ+TRkFpJWWVYbJSA/TukIkvulJ6fnYqG0oqKKsMM3f1RtplBvGbkZ0WwO/zUR4Kkxbwx8pXhMJsKKkkLcVPTnrzz9RUyBGRzcR3V91yyy1Jro1I6zJ+/HgmTZrUYm5aWVRWyZL1pbEBwxvLQvh8RlllmNLKMOGIIz3FT3rQT4rfR+fsVDpkBtlYHiInLSUWWMC7TU3fjlksXFtMeSgSa+0BMAyHIyMYYIcOGSxZX0pRtGUoOy0lKSGnZbcziUhSZMRNIR83blySayPSMuy///5ccsklWyx3+eWX89577zV9hbYgEnEs21DK/DXFVIYjpES7ltaVVLBmYzkby0OEI460FD99OmbSo10G+TlpmBkBv4+8jGC1gFMlPeinf+csOmWn0i4jSGaq90eRw2sNKqkIMXtFUSzgZKUGyE1CwAG15IhILapCTsR5vyhFZMucc4TDYbKyssjKymry9ysuD1FWGaZ9ZnCzmykXlFSweF0xoYjD5/PRISuVrjlpbCwPsa64gmDAR3qKn5SAj4ygH18Db8Yc8Pvompsee10ZjuCc1z01f00JEecI+Hz06ZgZ6/5OBrXkiMhmqrqrAI4+7sQk1kSkZTjzzDP58MMPuf/++zEzzIynn34aM+PNN99k5MiRpKam8sknnzB+/HiGDx8eOzYUCnHxxReTl5dHhw4duOqqqzjjjDM4+uijY2WKiooYN24cmZmZdO3alXvvvXezlqPy8nIuv/xyunfvTmZmJqNH78GkN99hVVE54YjjoUefIC8vj2defIVdhw9jeO9OrF2xlN4dM+mel47PZ+Skp9C7Yybd8tJplxkkKzXQ4IBTmxS/j2DAR1ZaCjt0yCAvI0i/TskNOKCQIyK18PuMYMD79ZCek5vk2ogk3/3338/o0aM555xzWL58OcuXL6dnz54AXH311dx22238+OOPDBs2bLNjb7/9dp577jkmTpzIlClTKCwsZNKkSdXKXHbZZUyZMoXXX3+dd955h48//pgvv/yyWpmLLrqIqVOn8uKLL/LelM8Z86ujuOD04/nimx/4eWURa4srKC4p4b677+Svd9zP+5/NYPed+pKT1rxdRTnpKfRqn0FqSnIDDqi7SkTqkBH0UxGK8NRjjzDuuCOTXR3ZDrzwwgu88MILADz33HP8+c9/ZuHChQwdOpSLLrqI888/H4BzzjmHyspKnn76aQCeeuopbr/9dmbPnk3//v255pprYjeWPf3008nIyODRRx8F4KGHHuLRRx/lm2++4ZRTTuGUU06pV91yc3MJBoNkZGTQpUsXAGbNmgXADTfcwJgxY+o89oEHHuBPf/oTxxxzDAATJkzgv2/8H0VlIVYVlpFulTzzzDM8//zzHHTQQQBMnDiRbt26xc6xaNEiJk6cyPSZP9GpS1fWF1dwxvm/Z+pH/2PSS//g4quvw2cQqqzkzzffxQF7jqJjVmq9PltbppAjIrXKSPGzgUrCGpMjzaRm6HjggQeq7X/99dervT722GNjz++8886EZQ877LDY8xtvvHGb6xpvt912q3NfQUEBK1euZNSoUbFt5WHHwCHDiES81YULl8yhsrIyVqa0IkTIn8aAHXekrDLMonUlvDflC8LhMHuO3NRSZEBFRTnt27enQ2aQrrlpBINBDt9/NOlB/fcOCjkiUoeM6IyJi6/RFHLZPjjnWLq+lOKKECl+Hx2zUus17Tkzs/63OKgMR1iwpgQHscHCK4q8adjzV28kklEcW5CvPBRhY3mIDSUVrF5fgN/v519vf0RORpBIxNE+I0gwxU9WVhZd2mXg8/lIT09XwImjMTkiUquqGVavv/JCkmsi4ok4RzhS/eaQzrlaWxsrQhHmrNrI4nUlte73ZgNV376uuIJ1JRWxcLFwXQml0ZvUVoYj+PwBNhSXMXtFESUVoS3Wt7g8xJoKPx07debzzz+P3TahvLKS2TO/JSvVT1ZqgO49dyCQksKMGdNjASdSVszCeXPxm9E5O439Ro8iHA6TEd7IniOGsvfIndlp8ED69+8f6z6TzSnuiUit0qODBn/87uvkVkS2e+GIY3lBKQWlXvdpbnoKnbNTSQn4WLCmmNLKCN1y0+gQHYMSjkRYsLaYssowJRVQWhmmR7t0MoKBWNBYX1JBasBH+8xUOmYFqQhFWB5d2K5zdiqllRGKyipZuK4Yn3kL57Xv0oPpX3zBvPnz2bAuh3A4XK2eoXCEDaWVrC+uoLwywtzVGwE4+cxzuOXW2+jQrRcduvfhhYmPU1S4AV90inW3vHROO/10/nbrX9mhWz47dO/CbTffSMDvo31WKl1y0+gyYijjxo3jjDPO4O6772bEiBGsXr2a9957j2HDhlXrjpNNFHJEpFZVLTnZ7TsluSayvVtZWMa64orY64LSSgpKKwn6fVREV/FduqGUVUXlhCIu1kIT8PnAvFsXzFm1kfQUP2beSt7gdQctLyjFZ7C+pJKIc2SlBsjPSSMUcfy8MkxFaFPL0TkXXsxfLvkdxx64B2VlpdwzwRvMvHZjOWmZYeatLiYUiVARjsQWxstNT+E3F1zCmtWruPj8s/H5/Jzx27M59NBD8fv9mBlpKX7+dt99nH/++fz6pGPJycnhyiuvZPHixaSlpcXef+LEidx000388Y9/ZOnSpXTs2JE99tiDww8/vGn/AVoxq9lcJ83DzHKAgoKCAnJycpJdHZHNXPjcl7zx3XKu+eUAzt5vx2RXR9qIsrIy5s+fT58+far9B16XiHPMWl5EKBKhe57XGrO6qIwNpV63jt9ntMsIsmZjebXjAj4fvTtmkOLzsaKwjA0llbHgYWb0bJdOaWWY1UWbjvObMSA/i2AguuJ3eYg1xRVkpfrJSUuJ3YxydVFZrNWnis+MiHOkBvy0zwySEfQTDPhI8ftYVVjGisIybwG9nDRy0vzstNNOnHjiiXUOgi4uLqZ79+7cfffdnHXWWfW8um1Lou+VwsJCcnNzAXKdc4V1nUMtOSJSq6qWnL/9+XecPSX5S9TL9iUScVSEI1SEIoQiEQI+H+0yg/jM6NUhkw7lIdaXVNAhM0h6MECHzCChiCPF78PMCz9Vi9z1bJ9Bfk6EkooQobAjKy1AWoqfXOcoLg/Hxtd0zUuPBRzwBt/3St38v8kOWakUlFZSEXJkpwXYEG0FSkvx07dj5mZ35i5dv5KP/+8tDjxgf5asqWDChAnMnz+fU089NVbmq6++YtasWYwaNYqCggJuuOEGAI466qjGvrTbFYUcEalVVcjRFHJpDHNWFfHJz2sY0CGNdlv4lnLOMX9NMcUVIQLReyflZaRUW5k3MzUQu2cSQGqKn0SrwgQDPoKBYLVtZkaPdunMW1NMdmqAdhn1WzTPZ0a/Tlmx2VHtMkMUlVXSMSt1s4AD4PP5eP4ff+fPV1+Jc46hQ4fy7rvvMnjw4Grl7rrrLmbPnk0wGGTkyJF8/PHHdOzYsV51ktop5IhIraqmoe446qAk10Rak4qQNx4lNdoiMm/1Rq569Vu+WLAegO7Zfm48KJ/88so6u6s2lFRSHG1dCUVDdruMYK1lt1Vaip+dujZ8yED8vaKyUgNk1dLiU6Vnz55MmTIl4flGjBjBjBkzGlwPSUwhR0RqVdWSk9Gx2xZKingWrClm3BPTCEUi/OOs3flmSQHXTppJaWWYgM/YrXc7NhQVE444lq4vo6DCqAhFyElPITc9hWUFpeCgMrwp2JSHwqQG/Em/B5K0Tgo5IlKrqpAzddLTcO1vklsZafGWrC9h3BPTWLqhFIBjHvqUjeVea8ye/Tpw1wm70C0vnYKNxcycNQfnIrH9azaWbzZwOBjwxW4qKdunxpgYpZAjIrWquhO5xuRIXb5dsoFZK4oIhR13TJ7FhpLK6MBb46eV3hoxfzhoAH84aEAsrGSlp9E+M0h2mpGWnY7fZywvKCMUjpCbnkJWaoDi8jAds4IKONu5kpISAFJStv4Gowo5IlKrqpacnY+9IMk1kZZoyfoSTnhkKuVx68gM6ZbD47/ejYDfePB/c9h3x04cNDi/2nF+v5+8vDw2bFhLetBPWkYGvXIDVIYipKX4MHNkBnzgQpSVbXlVYWl7nHOUlJSwatUq8vLy8Pu3vqtSIUdEalU1BmL+jA+Bk5NbGWlxbntzFuWhCF1z0+iQFeTAQflcdEB/ggFvdtH1Rw2t89iq2xCsWrWqWeoqrVNeXt4237JCIUdEalXVkrN6zrdJrom0NF8sWMd/v12OGTx5xi/YqVvDZieZGV27dqVz585UVlY2US2lNUtJSdmmFpwqCjkiUquqMTmWmpXkmkiyVYYjXPrS16woKOPsffpy3WszATj5Fz0bHHDi+f3+RvmPTKQuCjkiUquqlpyex1yR5JpIst325iz+++1yAKYv9NZyGZifzVVjByWzWiJbtPnSjCIibAo5s5+9Lsk1kWSoCEW4461ZnPHU5zz5yXwAftG7HQC9O2Tw7NmjyGuiBfpEGotackSkVumx2zqEcc5VW+FV2r4Xv1jEQx/Mjb2+YP9+XHHoQL5bWkDfTlkJV/gVaSn0XSoitaoak5PedzfKKiNacXY7Eo64WOvN6XvswFHDuzFyh3aYGcN65CW3ciINoJAjIrVKT/FCTTC/HyUVIYWcNi4ScXyxYB3fLS0gFHEsXFtCbnoKf/rVoFjgFWlt9J0rIrXy+4y0FB+rpr5EScX5dEh2haTJzFm1kbOf+YIFa0uqbT9tj14KONKqaeCxiNSpqjWnrDKc5JpIU1m8roTTnpjGgrUlZKcG2GdAR9JSfLTPDHLG6N7Jrp7INlFEF5E6BQM+8vY+rdrS/ZJc4YhjXXEFnbJTt/lc64orOO3JaawoLGNA5yxeOm807TODlFaEiThHpgYXSyunlhwRqVMw4KNs0XdUhBVyWoINJRUc8cAn7HXb//hg9rbdEqGsMsy5f5/OwrUl9GiXznNn7077TG9KeHrQr4AjbYJCjojUKej3UbboGyrUkpN0G8tDnPHU5/ywvJCKcITL//ktazaW11m+Mhzh07lrGP/697z29dLN9t/7zk9MX7ie7LQAT//mF3TOSWvK6oskhaK6iNQpGPBjgVR1VyVZKBzhwue+5JslBbTLSKFdZpB5q4s5/cnPOXVUT8IRR4esVH61c1c+m7eWv/z7OxauK8E57/hnpkJqwMfYoV0BWFVUxjNTFwBw9wm70L9zdpI+mUjTUsgRkToFAz46HXWVWnKSKBJxXPf693z402rSU/w889tRBAM+jn3oU35cXsi1r30fK/v2Dyv5cPYqCstCAOSmp9CvUyZfLtrAJS99zS+mLaJzdhrloTBllRGG98xjzE75yfpoIk1OIUdE6pQa8LH6tdupOPWlZFdluxOJOFZvLGf869/z5swVmMH9Jw+PLcb37mX78e+vljJlzhrSU/y8P3sV//lmGQAjeuXx6Gkj6ZiVSsQ5zvn7dN6fvZqPf15T7T0uHbOjVrKWNk0hR0TqlBrw4ULlVIQ1hbw5TZu3lrOfmU5Rudcik+I3bj12GIcM6RIr0y0vnQsP6M+FB/QH4OXpi7nylW/pmBXkoXG7xsbY+DAe+/VuvD9rFUVlIabMWcNr3yxjnwEd2XdAx+b/cCLNSCFHROoU9PtI67WLuquaUSTiuP4/P1BUHsIM+nfK4tZjd2a33u0THnfibj0Z0TOP9plBOmRVn16e4vfFAtJxI3tw8zE7k+I3teJIm6eQIyJ1CgZ8pPXaWQOPm9F/vl3GD8sLyU4N8MEV+28WWBIZkF+/AcS6RYdsLzSFXETqFAz42PDJP9SS00zKQ2HueecnAM7dt2+DAo6IbE4hR0TqFPR7vyLUktM8Hv9oHgvXltApO5Xf7t0n2dURafUUckSkTqkpPnJHn6SWnGawaG0JD/xvDgDXHDZYKw6LNIJWEXLMrLeZPWlm882s1Mzmmtn1ZhasUW6YmX1sZmVmttjMrqzlXCeY2axome/M7Fc19puZ3WBmy6Pv9a6ZDahRpr2ZPWdmhWa2IVq3rKb59CLJE/T7qVg5V7d1aGKzVhRy9t+/oDwUYc9+HThyl27JrpJIm9AqQg4wCK+u5wFDgEuB84FbqgqYWQ7wNrAQGAlcAYw3s3PjyuwJvAA8CYwAJgGTzGxo3HtdCVwcPf/uQDEw2czi1zx/LlqPMcDhwL7AY432aUVaiGDAR+m86ZRXKuQ0lfdnr+LICVP4aeVGOmQGuenooZr1JNJIWkV7qHPuLeCtuE3zzGwg8Dvg8ui2cUAQ+K1zrgL43syGA5exKYD8AXjLOXdn9PW1ZjYGuAg437zfLJcANznnXgMws18DK4GjgRfNbDAwFviFc256tMzvgf8zs8udc8sa+/OLJEsw4APzaZ2cJvLDskIueu5LKkIR9tuxE3edsEuj3F1cRDytpSWnNrnAurjXo4GPogGnymRgoJm1iyvzbo3zTI5uB+gDdIkv45wrAKbFlRkNbKgKOFHvAhG8lp9amVmqmeVUPQDdLEZavNSAj87HXqMxOQmEI47VReUsXlfCxCnz+dO/vmXu6o1sLA/x4ueLWLi2uFr5qmu5ZmM5Zz3zBcUVYfbs14EnzthNAUekkbWKlpyazKw/8Hs2teKAF07m1yi6Mm7f+ujXlbWU6RJXjnqUWRW/0zkXMrN1cWVq8yfgrwn2i7Q4Qb+PNW/cQ8Xwu5JdlRalrDJMxDm+W1LA5a98w+J1pdX2//urpWSlprBmYzm56Sk8/ZtfMKJXO/7vu+Vc9vLX7N6nA2WVYZYXlNG3UyYPjxtJir81/80p0jIlNeSY2W3AVVsoNtg5NyvumO54XVf/dM493pT1a2S3AvfEvc4GliSpLiL1kpriI1K2cbsYeBwKR3jhi8XkZ6dy8OB8fL7ax8W8NXMFf3z5a4orqnfhmcEuPfIIBnx8Pn8dZZXlBP0+CkorGffENE7+RS/+MW0hFaEIH/60GoCMoJ/HTh9JbkZKk38+ke1Rslty7gae3kKZeVVPzKwb8D7wKXBujXIrgJq3082P25eozIoa5fKB5TXKfB1XpnP8CcwsALSPO34zzrlyoDzumLqKirQYQb+P1O47tfnuKue8Wyk8+9lCAPp3zuLxX+9Gn46Z1cp9+NNqfv/Cl1SGXWzbibv14LojhpAVnfIdiThe+XIJ5ZVhjtilGxc9/xWfzFnDU1O8huZ9BnRkQ0kls1YUcufxu9C/s3quRZpKUkOOc241sLo+ZaMtOO8DM4DfOOdq/tadCtxsZinOucrotjHAbOfc+rgyBwH3xR03JrodvO6uFdEyX0ffNwdvrM3DcefIM7ORzrkZ0W0H4o1vmlafzyLSWgQDPjIG7N7mFwN8+tMFPPvZQswgKxhgzqqN3P7mLG4/bhh/mfQdXXLS6JaXzq1v/khl2HHYzl256eihhJ2jY41ViX0+48TdesZeP/PbUbw5czlPfTKf7LQUHhq3KxlBP4VlIXLT1YIj0pSS3ZJTL9GA8wHe9PDLgU5VLSHOuarWk+fxxrw8aWa3A0PxZlNdGneq+4EPzeyPwBvAycBuRFuFnHPOzO4DrjGzn/FCz43AMrzp5jjnfjSzt4DHzex8IAWYALyomVXS1gQDPtZ/MJHy3XZJdlWazOqicm570+sRv3rsIA4Y1JlD7v2It39YgcMx+fvqQ/QOG9aVe08c7s08qwe/zzh8WDcOH1Z97RsFHJGm1ypCDl5rS//oo+Y4FgNvFpSZHQI8iNfaswa4wTkXW7/GOfepmZ0K3IS3xs7PwNHOuZlx57sDyMSbdp4HfAKMdc6VxZUZhxds3sObVfUq3to6Im1K1W0d2nJ31cQp8ykPRdilZx7n7tsXM2PPfh34dO7aWMDZpUcuPywv5PcHDuD3B/ZXd7NIK9EqQo5z7mm2PHYH59y3wD5bKPNP4J8J9jvguuijrjLrgFO3VB+R1i41xU/OqGPbZMj5YVkhG0oqeHaqNw7nwv37xcLLmXv25tO5awE4dEg+j56+G6FwhIBmQIm0Kq0i5IhIcgT9PkLrl7e52VUzFq7j+Eem4qLjhwd0zuLgwZvmJBw0OJ9BXbJZuqGUP/9qMIACjkgrpJAjInUKBnyU/DyV8v2PTHZVGtU97/yEc5CTFsDvM/582OBqU8b9PuNfF+xJeWWEdpnBBGcSkZZMIUdE6pQaaHtjcj6fv44pc9aS4jf+7w/70KNdRq3lMoIBMpRvRFo1tb+KSJ2CAR+djv5zmwk5G8tD3PzGDwCcsFvPOgOOiLQNCjkiUqeg38e6dx5pEyFnfXEFpz7+Gd8sKSA7NcCFB/RPdpVEpIkp5IhInVJTfISL17X6gcdllWHO/vt0vl1SQLuMFJ4/Zw+656Unu1oi0sQ0JkdE6hT0+wh2GUBl2BGJuDrv59SSOee48pVvmbFwPdlpAV48dzQDu+hWCiLbA7XkiEidggEfWUMPBGi1rTlvzlzB698sI+AzHj1tpAKOyHZEIUdE6hQM+Fj37qMArfL+VaFwhLsmzwbgd/v3Y8/+HZNcIxFpTgo5IlKnYNwCeK1x8PGLXyxm3ppi2mcGOXffvsmujog0M43JEZE6mRntdvMWAmxN3VVllWGu/88PvPjFIgAuPKA/2Wm6IabI9kYhR0QS8lUUAa2rJefhD+bywudewDl2RHdO32OHJNdIRJJB3VUiklDR9x8CUB4KJ7km9ffBT6sB+OsRO3HPScMJBvSrTmR7pJ98EUnIF70zd2tpySksq+S7JRsAOHRIl+RWRkSSSiFHRBIafOpfgNYTcqbNW0fEQZ+OmXTTgn8i2zWFHBFJaNHkJ4HWE3I+nbsGgNH9OiS5JiKSbAo5IpJQRcFKAMpbyeyqqXPXArBXP62JI7K9U8gRkYTyuvUDoLyy5YecVUVlzFrhzQbbo2/7JNdGRJJNIUdEEhp00PFA61gn519fLgVgl555dMhKTXJtRCTZFHJEJKEvn78LaPljciIRx/PTvLVxxo3qleTaiEhLoJAjIglV3Xi8pYecT+asYdG6ErLTAhyxS7dkV0dEWgCFHBFJaOiBxwJQ0cIXA6xqxTlu1x6kB/1Jro2ItAQKOSKSkA8v3LTkMTnloTAf/LQKgBN265Hk2ohIS6GQIyIJzfroP0DLnl315cINlFVG6JiVyk5dc5JdHRFpIRRyRCQhq7qtQwtuyZkyx1sAcO/+HWL1FRFRyBGRhI77w01Ayx54/HE05OzVXwsAisgmCjkiktCn/34KgPIWGnIKSjbdkHPvAQo5IrKJQo6IJLR26Xyg5XZXTZ23loiDfp0y6ZqrG3KKyCYKOSKSUH6P3kDLHXg86StvleP9duyc5JqISEujkCMiCR35m98DLbMlZ8n6Et7+YQUAp4zqmeTaiEhLo5AjIgk9c+uVQMtcDPAfny0i4mCv/h0YkJ+d7OqISAujkCMiCbXU2zqUVYZ58QtvleMzRvdObmVEpEVSyBGRhA44vGXehfz7ZQVsKKmkY1aQgwbnJ7s6ItICKeSISEKZmRlAyxt4/OPyIgCGdMvF79MCgCKyOYUcEUno7Vf/AbS8lpzZK7yQM6irxuKISO0UckQkodhtHVrYmJxZKwoBGNRFIUdEaqeQIyIJXXXDnUDLaslxzjGrqiWni27IKSK1U8gRkYRef+kZACpbUMhZVlBGUVmIgM/o1ykr2dURkRZKIUdEEpo763ugZXVXzVrudVX165RFMKBfYyJSO/12EJGEunXvAUBl2CW5JpvM0qBjEakHhRwRSegv198CtLCWnGjIGahBxyKSgEKOiCR0yXlnAi1r4PH3ywoAGKxBxyKSgEKOiCQUP4XcueR3Wa0rrmDe6mIAhvfMS25lRKRFU8gRkYSOO+742PNQJPkhZ8bC9QD075xFu8xgkmsjIi2ZQo6IJNS9e7fY85YwLmf6wnUA7LZDuyTXRERaOoUcEUnokQcfiD1vCWvlzFjgteSMVMgRkS1QyBGRhMyM6LCcpLfklFWG+XaJN+h4t97tk1oXEWn5FHJEJKF7772XoN/7VZHsGVYzlxZQEY7QITNI7w4ZSa2LiLR8CjkiktALL7ywKeQkuSXn07lrAa+rqmrWl4hIXRRyRCShzz//nJTorROSueqxc47Xv1kGwME75SetHiLSerS6kGNmqWb2tZk5MxteY98wM/vYzMrMbLGZXVnL8SeY2axome/M7Fc19puZ3WBmy82s1MzeNbMBNcq0N7PnzKzQzDaY2ZNmprsESpvUuXPnFtGS8/2yQuas2khqwMfYoV2SVg8RaT1aXcgB7gCW1dxoZjnA28BCYCRwBTDezM6NK7Mn8ALwJDACmARMMrOhcae6ErgYOB/YHSgGJptZWlyZ54AhwBjgcGBf4LHG+XgiLcujjz5KSiC6IGASx+S89vVSAA4enE9OWkrS6iEirUe9Q46Z+aMtJem17MuI7mvS0GRmvwQOAS6vZfc4IAj81jn3vXPuReBvwGVxZf4AvOWcu9M596Nz7lrgS+Ci6PkNuAS4yTn3mnPuW+DXQDfg6GiZwcBY4Gzn3DTn3CfA74GTzawbIm3MMccck/SWnHBkU1fVUcP1YyYi9dOQUHI68BRQUcu+iui+UxujUrUxs3zg8Wg9SmopMhr4yDkXX7/JwEAzaxdX5t0ax02ObgfoA3SJL+OcKwCmxZUZDWxwzk2PO8e7QASv5aeu+qeaWU7VA9CdBaXVSPFXjclJTsj5flkBKwvLyU4NsP/Azkmpg4i0Pg0JOWcBdznnwjV3OOdCeN1I5252VCOItrA8DTxSI1zE6wKsrLFtZdy+RGW61Ci3pTKr4ndGP/+6uDK1+RNQEPdYkqCsSItx1FFHkRpIbsj5IroA4G692xEMtMZedhFJhob8thgIfJZg/xfA4Ia8uZndFh1AnOgxCK87KBu4tSHnb2FuBXLjHj2SWx2R+hk4cGCsJSdZ3VVfzPdu5fCLPloAUETqryEhJxPISbA/G2jo6lx34wWjRI95wIF43UTlZhYC5kSPn25mz0SfrwBqzivNj9uXqMyKGuW2VKZae7mZBYD2cWU245wrd84VVj2AorrKirQkd9xxR6z1JBkDj51zfLHACzmjtMqxiDRAoAFlfwb2BL6tY//e0TL15pxbDazeUjkzuxi4Jm5TN7yxNCfhjZcBmArcbGYpzrnK6LYxwGzn3Pq4MgcB98Wda0x0O8B8vKByEPB19L1z8MbaPBx3jjwzG+mcmxHddiBeYKyqi0ibksyWnHlrillbXEEw4GPnHrnN/v4i0no1pCXneeAmMxtWc4eZ7QLcEC3T6Jxzi5xzM6sewE/RXXOdc1VjW57HGwD9pJkNMbOT8GZT3RN3qvuBsWb2RzMbZGbjgd2ACdH3cXgB6BozO9LMdgb+jjdlfVK0zI/AW8DjZjbKzPaKHv+ic26zqe0ird1tt90Wa8lJxmKA06OtOMN75JEa8Df7+4tI69WQlpx7gV8CM8zsXWBWdPsg4GBgSrRMUjjnCszsEOBBYAawBrjBOfdYXJlPzexU4CbgFryWp6OjwanKHXhdc48BecAnwFjnXFlcmXF4weY9vFlVr+KtrSPS5rzxxhsEux0EQEVos3kHTe7z+V5D7C/66K7jItIw9Q45zrnKaIi4FG+q+L6A4bWq/AW4L66bqEk55xZE37vm9m+BfbZw7D+BfybY74Droo+6yqyjCafLi7QkH3/8Mf3GjQGS05Lz7ZINgHe/KhGRhmhISw7REHNH9CEi24GcnBxS/MlZ8bgiFGH+mmIABnZJNO9BRGRzDV5wInpvp93M7HgzO87MRphuByzSZv3jH//YNLuqmQceL1hbTCjiyEoN0C03bcsHiIjEaVDIMbMDgLl4s4hexuv2mQ78bGb7Nn71RCTZjj322E2zq5q5Jeenld5KC/07Z6G/pUSkoRpy76r+wH+BBcCxeGvY7AScgLd67/+ZWd8mqKOIJFEoFNo0u6qZW3J+WrkRgB3zs5r1fUWkbWjImJxLgM+ccwfV2D7LzP6Nd/+mS/FWJxaRNuLQQw+lLEktOXNWeS05O+brVm8i0nAN6a7an+qL6MXErS9zwDbXSERalFGjRsXuQt7c966qaskZoJAjIluhISGnF/Bdgv0zgR22rToi0tLceOONpES7q8qbsbuqIhRhQXRmlbqrRGRrNCTkZAElCfaX0PB7V4lIK7CpJaf51smZv8abWZWdGqBLjmZWiUjDNWidHGAnM+tSx76O21oZEWl5xo8fz/cVVVPIm2/F46qZVQPyNbNKRLZOQ0POe9Sy0nCc5l8OVUSa1JQpU8jf42igeVty3v1xJQDDeuQ123uKSNvSkJDTpx5lNDpQpI155513+M3exwDNN/C4oKSSN2euAODYXbs3y3uKSNvTkHtXLaxtu5llA6cAZ+Hd0Vu3CRZpQ1JTUwn6vR/r5hp4POnrpVSEIgzumsPO3XOb5T1FpO1p8G0dqpjZvmb2DLAcuBx4H9ijsSomIi3DP//5z9i9q5qjJcc5xwufLwLgpN16aDyOiGy1ht7WoYuZXW1mP+Pd0qEQSAWOds5d7Zz7oikqKSLJc+qppzbrvauWrC9l1ooiUvzG0SPUVSUiW68ht3X4DzAbGIa3+nE355xWNxZp4zZu3NisiwH+sLwQgAGds8nLCDb5+4lI29WQgce/BP4GPOyc+7mJ6iMiLcx+++3XrC05PyzzQs5O3XKa/L1EpG1rSHfV3nizp2aY2TQzu8jMtDaOSBt3yCGHxO5C3hxTyH+MtuQM7qqQIyLbpt4hxzn3mXPuHKAr8ChwMrAseo4x0VlWItLG/OUvf4m15DTH7Kqq7qqdFHJEZBs1eHaVc67YOfeUc25vYGfgbuBqYJWZvd7YFRSR5EtppjE5BaWVLFlfCijkiMi22+op5ADOudnOuSuBHnhr5YhIG3P11VeT2kxjcmZFW3G656WTm5HSpO8lIm3fNoWcKs65sHNuknPuyMY4n4i0HDNnzmy2lpxN43HU+y0i265RQo6ItF3//e9/Y4sBhiKOSKTpBh9rPI6INCaFHBHZoqqBxwAVTdia872mj4tII1LIEZGEXn/99Vh3FTRdyCmrDDNrRRGgO4+LSONQyBGRhH7zm9/EVjwGqGyiwcffLyskHHF0zEqla25ak7yHiGxfFHJEJKG1a9fi8xkBX9VNOptmTM43izcAsEuPXN2UU0QahUKOiCQ0evRogCa/tcO3SzYAsEvPvCY5v4hsfxRyRCSh448/Hti0IGBTjcn5ZkkBAMN65DbJ+UVk+6OQIyIJ/fGPfwSatiWnoLSS+WuKAQ06FpHGo5AjIvUSbMIFAb+LtuL0ap9B+8xgo59fRLZPCjkiktBll10GxLXkNEHIqVrpeGh3rY8jIo1HIUdEElq0aBFAbNXjpphCPn+t11XVt2NWo59bRLZfCjkiktArr7wCbGrJKW+ClpyF0ZDTu2Nmo59bRLZfCjkiUi+xm3Q2QUvOgjUlAPTukNHo5xaR7ZdCjogk9PLLLwObBh439picssowywpKAbXkiEjjUsgRkYQuvfRSYFN3VWPPrlq8rgTnICs1QAfNrBKRRqSQIyIJLV26FIhryWnk7qoFa6NdVR0zdDsHEWlUCjkiktCIESOA+BWPG/feVQuiiwDu0EFdVSLSuBRyRCShs846C2i6FY8XRGdW9VHIEZFGppAjIglddNFFQFxLThOFnB00s0pEGplCjojUS2pK0ww8rpo+3kczq0SkkSnkiEhCF1xwAQCp0e6qsspwo527PLRp+rjG5IhIY1PIEZGECgq8m2emBvwAlDdid9XS9aU4B+kpfjpmafq4iDQuhRwRSei5554DNrXklIcaryVnyXqvFadn+3RNHxeRRqeQIyL1UjUmp7yy8VpyqkJOj3YadCwijU8hR0QSevbZZ4Gm6a5ast4bdNyjXXqjnVNEpIpCjogk9Ne//hVomu6qxbGWHIUcEWl8CjkiktC8efOA+JDT+C05PdVdJSJNQCFHRBIaPHgwAKkp0e4qjckRkVaiVYUcMzvMzKaZWamZrTezSTX29zKzN8ysxMxWmdmdZhaoUWZ/M/vSzMrNbI6ZnVnL+1xoZgvMrCz6fqNq7E8zswfNbK2ZbTSzV80svyk+s0iyXXbZZUDjd1eVVYZZXVQOqLtKRJpGqwk5ZnYc8CwwEdgF2At4Pm6/H3gDCAJ7AmcAZwI3xJXpEy3zPjAcuA94wswOjStzEnAPcD2wK/ANMNnMOsdV517gCOAEYD+gG/Cvxvu0Ii3HOeecAzR+d9XSDV4rTmbQT15GSqOcU0QkXmDLRZIv2hpzP3CFc+7JuF0/xD0/BNgJONg5txL42syuBW43s/HOuQrgfGC+c+6P0WN+NLO9gUuBydFtlwGPO+cmRt/7fOAw4LfAbWaWC5wFnOqc+1+0zG+i59rDOfdZo18AkRagsWdXLV5XNbMqQ2vkiEiTaC0tObsC3YGImX1lZsvN7E0zGxpXZjTwXTTgVJkM5ABD4sq8W+Pck6PbMbMgMDK+jHMuEn09OrppJJBSo8wsYFFcmc2YWaqZ5VQ9gOx6fXKRJPvtb38LxK2T00jdVfELAYqINIXWEnL6Rr+OB24CDgfWAx+YWfvovi7AyhrHrYzbl6hMjpmlAx0Bfx1l4s9R4ZzbkKBMbf4EFMQ9liQoK9LixLqrGmngsQYdi0hTS2rIMbPbzMxt4TEorp43O+dedc7NAH4DOLxxMa3BrUBu3KNHcqsjUj9PPfUU0PjdVVoIUESaWrLH5NwNPL2FMvOArtHnsTE4zrlyM5sH9IpuWgGMqnFsfty+qq81Z0HlA4XOuVIzCwPhOsrEnyNoZnk1WnPiy2zGOVcOlFe91hgEaW3SGrm7qmrgcfc8hRwRaRpJbclxzq12zs3awqMCmIEXEAZWHWtmKUBvYGF001Rg5xqzoMYAhWwKR1OBg2pUY0x0O3HvFStjZr7o66nRTTOAyhplBuKFraoyIm3G448/DlRvyXHObfN5l0VDTjeFHBFpIq1iTI5zrhB4BLjezA6JhoqHo7v/Gf36Nl6YedbMdolOC78JeDDaikL0HH3N7A4zG2RmFwAn4k0Jr3IPcI6ZnWFmg6Pvk4k3dR3nXAHwJHCPmR1gZiOj+6ZqZpW0Rffccw+waeCxc1AZ3raQUxmOsCq6Ro5Cjog0lWR3VzXEFUAIb62cdGAacKBzbj2Acy5sZofjhZKpQDHwDHBd1Qmcc/PN7DC8UPMHvMG/ZzvnJseVecnMOuGtr9MF+BoYW2PW1qVABHgVSMWboXVBE3xmkaT78ccfgU0Dj8HrsgoGtv5vpBUFZTgHQb+PDpnBba6jiEhtWk3Icc5VApdHH3WVWQj8agvn+QAYsYUyE4AJCfaXARdGHyJtWt++3uTGoD8+5ES2aQ2Eqq6qrnlp+HwanyYiTaNVdFeJSPJcf/31gDdYvrFWPV5eUAZA19y0bauciEgCCjkiktDpp58ee75prZxtm2G1VIOORaQZKOSISL3F7kS+zS050ZCTq5AjIk1HIUdEEho3blzseWN1Vy3b4HVXqSVHRJqSQo6IJJSbmxt7XhVyyraxu2rTGjkakyMiTUchR0QSeuihh2LPG+vWDloIUESag0KOiNRb7E7k29CSs7E8RGFZCNDsKhFpWgo5IpLQhAmbloxqjDE5y6OtONlpAbLTUratciIiCSjkiEhCTz75ZOx5Y3RX6cacItJcFHJEJKGvvvoq9nxTS87Wd1dpIUARaS4KOSKSUPfu3WPPY+vkVG59S44GHYtIc1HIEZGE7r333tjzxhiTozVyRKS5KOSISEInnnhi7HljdFdpjRwRaS4KOSJSb40x8HiZbukgIs1EIUdEEjr++ONjzzetk7N1IScScbGBx+quEpGmppAjIgn16tUr9nxbu6vWFldQEYpgBvk56q4SkaalkCMiCd1zzz2x59vaXVV19/FOWakEA/r1IyJNS79lRKTetnV2laaPi0hzUsgRkYTuvvvu2PNtvXfV0uj0ca12LCLNQSFHRBJ65ZVXYs+3ubsq2pKj1Y5FpDko5IhIQlOnTo0939aBx7Hp42rJEZFmoJAjIgl16NAh9jwtZdtacjatdqyWHBFpego5IpLQxIkTY89jLTlbuU6OBh6LSHNSyBGRhI488sjY823prqoIRVi9sRyArlrtWESagUKOiNRb6jZ0V60sLMM5CAZ8dMgMNnbVREQ2o5AjIgkdfvjhsefbsk7O0qquqtw0fD5rnMqJiCSgkCMiCQ0dOjT2fNOYnIZ3V1WtdqyuKhFpLgo5IpLQbbfdFnu+Ld1Vm2ZWKeSISPNQyBGReovvrnLONejYTTOrNH1cRJqHQo6IJHTzzTfHnqfG3VSzoa05mj4uIs1NIUdEEnr77bdjz6tu6wANDznLC7zuKt3SQUSai0KOiCT04Ycfxp6n+A2LToxq6Fo5VbOrdHNOEWkuCjkiklBWVlbsuZlt1arHRWWVFJWFAOiqkCMizUQhR0QSev7556u9zkpNAYiFlvqo6qrKSQuQlRpovMqJiCSgkCMiCZ1wwgnVXmeneSFlY3n9Q85SDToWkSRQyBGRhMrLy6u9rgo5RWWV9T7Hcq2RIyJJoJAjIgmNGTOm2utNIaf+LTlaI0dEkkEhR0QS2muvvaq9rhpTU9SA7iqtkSMiyaCQIyIJjR8/vtrr7LSqgcf1765aVlB1c06FHBFpPgo5ItIgVS05GxvUXaUxOSLS/BRyRCSha6+9ttrrnAaOyYlEHCu02rGIJIFCjogk9Pnnn1d73dDuqjXF5VSEI5hBF4UcEWlGCjkiktDkyZOrvc5q4Do5VdPHO2enkuLXrxwRaT76jSMiCQUC1VcorppCXljP7irNrBKRZFHIEZGE/vWvf1V73dCBx1rtWESSRSFHRBI67bTTqr2Ojckpr9+YnKr7VnXTeBwRaWYKOSKSUGFhYbXXDV3xWN1VIpIsCjkiktA+++xT7XXsBp1lIZxzWzx+WWz6uEKOiDQvhRwRSeiwww6r9rqquyoUcZRVRrZ4fFVLTne15IhIM1PIEZGErr766mqvM1L8mHnPtzQupzwUZnWRdxfzrro5p4g0s1YTcsxsRzN7zczWmFmhmX1iZgfUKNPLzN4wsxIzW2Vmd5pZoEaZ/c3sSzMrN7M5ZnZmLe91oZktMLMyM5tmZqNq7E8zswfNbK2ZbTSzV80sv0k+uEgL4/PZppt0bmFczsoCL+AEAz46ZAabvG4iIvFaTcgB/gsEgAOBkcA3wH/NrAuAmfmBN4AgsCdwBnAmcEPVCcysT7TM+8Bw4D7gCTM7NK7MScA9wPXArtH3mWxmnePqci9wBHACsB/QDag+z1akjbjyyis325Zdz5CzNK6ryqqaf0REmkmrCDlm1hEYANzmnPvWOfczcDWQAQyNFjsE2Ak4zTn3tXPuTeBa4EIzq/oT8nxgvnPuj865H51zE4BXgEvj3u4y4HHn3ETn3A/RY0qA30brkgucBVzmnPufc24G8BtgTzPbo8kugkiSzJ49e7NtVeNytrRWzpL1JQB0U1eViCRBqwg5wFpgNvBrM8uMdkGdB6wCZkTLjAa+c86tjDtuMpADDIkr826Nc0+ObicahkbGl3HORaKvR0c3jQRSapSZBSyKK7MZM0s1s5yqB5Bdv48uklyvvfbaZts2TSNPPCbn51UbAejfKavxKyYisgWtIuQ4b57qwcAIoAgow2txGeucWx8t1gVYWePQlXH7EpXJMbN0oCPgr6NM/DkqnHMbEpSpzZ+AgrjHkgRlRVq0qvtXFW3h/lWzVxQBsGMXZXoRaX5JDTlmdpuZuS08BpnXmf8gXsvNPsAoYBLwHzPrmsSP0BC3Arlxjx7JrY5I/fz73//ebNumO5EnDjk/rfRCzsB8hRwRaX7Jbsm5Gxi8hcc8vMHGhwMnO+emOOe+dM5dAJTiDTAGWAHUnOGUH7cvUZlC51wpsAYI11Em/hxBM8tLUGYzzrly51xh1QOvRUqkxTvvvPM227ZpdlXd3VWFZZWxWzoMUMgRkSQIbLlI03HOrQZWb6mcmWVEn9ZceSzCpqA2FfiLmXV2zq2KbhsDFAI/xJX5VY1zjIluxzlXYWYzgIPwWoowM1/09YRo+RlAZXTbq9EyA4FeVecRaUtWrVq12bactC3fpPPnaCtOl5w0ctNTmqZyIiIJJDXkNMBUYD3wjJndgNeCcw5QNSUc4G28MPOsmV2JNz7mJuBB51x5tMwjwEVmdgfwFF4L0YlA/JKu90TfZzrwOXAJkAlMBHDOFZjZk8A9ZrYOL0Q9AEx1zn3WBJ9dJKlGjRq12bb63L9q9gpv0LHG44hIsrSKkOOcW2NmY4Gbgf/hzW76HjjKOfdNtEzYzA4HHsYLRcXAM8B1ceeZb2aH4a1z8we8wb9nO+cmx5V5ycw64a2v0wX4Gm+Ac/xg5EvxWpFeBVLxZmhd0AQfXSTpTjnllM22VXVXbUww8HjTeBzNrBKR5GgVIQfAOTcdOHQLZRayeXdUzTIf4M3SSlRmApu6p2rbXwZcGH2ItGmXXnopr7/+erVtVQOPCxOMyakKOTtqPI6IJEmyBx6LSCtU1V1VWLrlkDNQ3VUikiQKOSKS0B/+8IfNtnXO8VYwXllYvtk+gILSStZsrACgnxYCFJEkUcgRkYSWL1++2bZuuV7IWVVURihcc9IjLF7n3c6hQ2aQzNRW0ysuIm2MQo6IJPTyyy9vtq1jViopfiPiYGXR5q05S9Z7N+bs0T5js30iIs1FIUdEGsznM/KjXVbLo3caj1d1Y84e7dKbtV4iIvEUckQkoRdffLHW7d1yvQBTtapxvKruqp7t1JIjIsmjkCMiCV1xxRW1bu+aF23JKaitJcfb1rO9WnJEJHkUckQkocWLF9e6vUt08PGyDbW05KxXS46IJJ9CjogktMsuu9S6fVN3VfWWHOcci9dFBx5rTI6IJJFCjogkVNtdyAG6RltyVtQYk7OuuILSyjBm0F0hR0SSSCFHRBK64ILab8vWLc8LMMtqhJzF0fE4+dlppAb8TVs5EZEEFHJEZKtUteSs2VhORWjTgoCaPi4iLYVCjogkVFd3VfvMIKkBH87BysJNrTlV43F6aiFAEUkyhRwRSaikpKTW7WYWa81ZFrcg4KJ1xQD0VEuOiCSZQo6IJPTss8/Wua9qGvmKaEvOorUlTPpqGQA7dctt+sqJiCSgkCMiW22H9pkAfLVoA845rnr1W0orw+zRtz2H7JSf5NqJyPZOIUdEEnr66afr3HfIEC/I/Pfb5fz7q6VMnbeWtBQftx83DJ/PmqmGIiK1U8gRkYRuuummOvftu2Mn2mWksGZjOddOmgnAhfv3Z4cOmc1VPRGROinkiEhCc+bMqXNfit/H4cO6AVBcESYvI4Uz9+rdTDUTEUlMIUdEEho4cGDC/UeP6BZ7fs4+fclOS2nqKomI1Esg2RUQkZbtqquuSrh/117t2Lt/R9ZsLOeMPXs3T6VEROrBnHPJrsN2ycxygIKCggJycnKSXR2ROh155JG8/vrrya6GiEhMYWEhubm5ALnOucK6yqm7SkRERNokhRwRSejMM89MdhVERLaKQo6IJJSSooHEItI6KeSISEKPP/54sqsgIrJVFHJERESkTVLIEZGEHnnkkWRXQURkqyjkiEhCEyZMSHYVRES2ikKOiCQ0c+bMZFdBRGSrKOSISEI77LBDsqsgIrJVtOJxkmjFY2ktioqKyM7OTnY1RERitOKxiDSKcePGJbsKIiJbRTfoTLLCwjoDqEiLUFlZqe9TEWlR6vs7Sd1VSWJm3YElya6HiIhIK9bDObe0rp0KOUliZgZ0A4oa8bTZeMGpRyOfd3uka9l4dC0bj65l49B1bDzJvJbZwDKXIMiouypJov8odabPreHlJgCKEg3Eki3TtWw8upaNR9eyceg6Np4kX8stvp8GHouIiEibpJAjIiIibZJCTttSDlwf/SrbRtey8ehaNh5dy8ah69h4WvS11MBjERERaZPUkiMiIiJtkkKOiIiItEkKOSIiItImKeSIiIhIm6SQ00aY2YVmtsDMysxsmpmNSnadWjozG29mrsZjVtz+NDN70MzWmtlGM3vVzPKTWeeWwsz2NbP/mNmy6HU7usZ+M7MbzGy5mZWa2btmNqBGmfZm9pyZFZrZBjN70syymvWDtAD1uJZP1/J9+laNMtv9tTSzP5nZF2ZWZGarzGySmQ2sUWaLP9Nm1svM3jCzkuh57jSz7Wrh3Hpeyw9q+b58pEaZpF9LhZw2wMxOAu7Bm8a3K/ANMNnMOie1Yq3D90DXuMfecfvuBY4ATgD2w7sNx7+au4ItVCbe99mFdey/ErgYOB/YHSjG+55MiyvzHDAEGAMcDuwLPNZUFW7BtnQtAd6i+vfpKTX261p6P6MPAnvgXYcU4G0zy4wrk/Bn2sz8wBtAENgTOAM4E7ih6avfotTnWgI8TvXvyyurdrSYa+mc06OVP4BpwIS41z68W0Zcney6teQHMB74uo59uUAFcHzctkGAA/ZIdt1b0iN6TY6Oe23AcuDyGtezDDg5+npw9Ljd4sqMBSJAt2R/ppZyLaPbngYmJThG17L269Ipel32jb7e4s808EsgDOTHlTkfKACCyf5MLeVaRrd9ANyX4JgWcS3VktPKmVkQGAm8W7XNOReJvh6drHq1IgOi3QTzos39vaLbR+L99RJ/XWcBi9B13ZI+QBeqX7sCvDBede1GAxucc9PjjnsX7z/m3Zupnq3J/tHm/tlm9rCZdYjbp2tZu9zo13XRr/X5mR4NfOecWxl3nslADl5L2faq5rWsMs7M1pjZTDO71cwy4va1iGu5XfUztlEdAT+wssb2lXh/pUjdpuE1n87Ga2r9K/CxmQ3F+0+6wjm3ocYxK6P7pG5V16e278kucWVWxe90zoXMbB26vjW9hdelMh/oB9wCvGlmo51zYXQtN2NmPuA+YIpzbmZ0c31+prtQ+/ct6FrGX0uA54GFwDJgGHA7MBA4Nrq/RVxLhRzZbjnn3ox7+a2ZTcP7oT0RKE1OrUSqc869GPfyOzP7FpgL7A+8l5RKtXwPAkOpPsZOtk6t19I5Fz/m6zszWw68Z2b9nHNzm7OCiai7qvVbQ7Tfs8b2fGBF81en9Yr+hfcT0B/v2gXNLK9GMV3XLau6Pom+J1cA1QbGR2ddtEfXNyHn3Dy8n/v+0U26lnHMbALe4OsDnHNL4nbV52d6BbV/34Ku5ZItFJ8W/Rr/fZn0a6mQ08o55yqAGcBBVduizYsHAVOTVa/WKDrlth/eoNkZQCXVr+tAoBe6rlsyH++XWPy1y8EbH1J17aYCeWY2Mu64A/F+J01D6mRmPYAOeN+noGsJxJYtmAAcAxzonJtfo0h9fqanAjvXmJk6BigEfmiqurc09biWtRke/Rr/fZn8a5nsUdt6bPsDOAlv5soZeDMtHgXWEzeqXY9ar9tdeFMle+NNcXwHWA10iu5/GK/76gC8QYufAp8mu94t4QFk4f1SG4436+LS6PNe0f1XRb8HjwR2BiYB84C0uHO8CXwJjAL2wmtFez7Zn60lXcvovjvxpvL2xvsPekb0WqXqWla7jg8BG6I/013iHulxZRL+TOONb/wOb4DsLsCheOOdbkn252tJ1xLvj8Fro9ewd/TnfC7wYUu7lkm/mHo00j8kXBT94S3H++tt92TXqaU/gBfxBs2VA0uir/vF7U/D649eh7fOy7+ALsmud0t44I0HcbU8no7uN7z1MFbgBfB3gR1rnKM93uDFIrxppU8BWcn+bC3pWgLp0f8kVuFNf16At/5Nfo1zbPfXso5r6IAz48ps8Wca2AH4P6AE74+eu4BAsj9fS7qWQE/gQ2Bt9Of7Z+AOIKelXUuLVkRERESkTdGYHBEREWmTFHJERESkTVLIERERkTZJIUdERETaJIUcERERaZMUckRERKRNUsgRERGRNkkhR0RERNokhRwRkUZkZk+b2aRk10NEFHJERESkjVLIERERkTZJIUdEWi0zO97MvjOzUjNba2bvmlmmmf3CzN4xszVmVmBmH5rZrjWOdWZ2npn918xKzOxHMxttZv3N7AMzKzazT82sX9wx483s6+hxi6PHvWxmuQnq6DOzP5nZ/Gg9vzGz45vyuoiIRyFHRFolM+sKvIB3x+3BeHfz/hfeHdCzgWeAvYE98O6S/H9mll3jNNcCfweGA7Pw7uT9KHArsFv0XBNqHNMfOBE4AhgLjAAeSlDVPwG/Bs4HhgD3Av8ws/0a9olFpKF0F3IRaZWiLTMzgN7OuYVbKOsDNgCnOuf+G93mgJucc9dGX+8BTAXOcs49Fd12MjDROZcefT0euAbYwTm3NLptLPAG0N05t8LMngbynHNHm1kqsA442Dk3Na4+TwAZzrlTG+ViiEitAsmugIjIVvoGeA/4zswmA28Drzjn1ptZPnATXutOZ8APZAC9apzj27jnK6Nfv6uxLc3McpxzhdFti6oCTtRUvFbxgcCKGufvH33fd8wsfnsQ+Kqen1NEtpJCjoi0Ss65sJmNAfYEDgF+D9xsZrsDDwMdgD8AC4FyvDASrHGayvhTJti2tV37WdGvhwFLa+wr38pzikg9KeSISKvlvP72KcAUM7sBL9AcA+wFXOCc+z8AM+sJdGykt+1lZt2cc8uir/cAIsDsWsr+gBdmejnnPmyk9xeRelLIEZFWKdpicxBeN9UqYHegE/Aj3kDj081sOpAD3AmUNtJblwHPmNnl0XP/DXjZOVezqwrnXJGZ3QXcGx0X9AmQixfCCp1zzzRSnUSkFgo5ItJaFQL7ApfghY2FwB+dc2+a2QrgMeBLYDHwZ+CuRnrfOXizuP4PaA/8F7ggQflrgdV4s6z64g2A/hK4pZHqIyJ10OwqEZF6is6uOto5NzzJVRGRetA6OSIiItImKeSIiIhIm6TuKhEREWmT1JIjIiIibZJCjoiIiLRJCjkiIiLSJinkiIiISJukkCMiIiJtkkKOiIiItEkKOSIiItImKeSIiIhIm/T/fbDXoICBavIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for itrig in range(0,light_digit_signal.shape[0]):\n",
    "    plt.figure(dpi=100)\n",
    "    plt.plot(light_digit_signal[itrig].sum(axis=0).get())\n",
    "    plt.xlabel('sample')\n",
    "    plt.ylabel('ADC')\n",
    "    plt.title(f'trigger {itrig}')\n",
    "    plt.axvline(LIGHT_TRIG_WINDOW[0] / LIGHT_DIGIT_SAMPLE_SPACING, color='k', ls='--', lw=0.5)\n",
    "    plt.legend(['channel sum','trigger'], loc='upper right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8275868d-d8e6-4324-8cf6-6bec08963afa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for itrig in range(0,light_digit_signal.shape[0]):\n",
    "    plt.figure(dpi=100)\n",
    "    plt.plot(light_digit_signal_true_photons[itrig].sum(axis=0).sum(axis=-1).get())\n",
    "    plt.xlabel('sample')\n",
    "    plt.ylabel('true photocurrent [pe/us]')\n",
    "    plt.title(f'trigger {itrig}')\n",
    "    plt.axvline(LIGHT_TRIG_WINDOW[0] / LIGHT_DIGIT_SAMPLE_SPACING, color='k', ls='--', lw=0.5)\n",
    "    # plt.ylim(-20,0)\n",
    "    # plt.yscale('symlog')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "1f88e0ab-c293-4974-a9e5-7a4544673c37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x15541bea0c70>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "for itrig in range(0,light_digit_signal.shape[0]):\n",
    "    extent = (light_t_start + trigger_idx[itrig].get() * LIGHT_TICK_SIZE - LIGHT_TRIG_WINDOW[0],\n",
    "              light_t_start + trigger_idx[itrig].get() * LIGHT_TICK_SIZE + LIGHT_TRIG_WINDOW[1],\n",
    "              light_digit_signal.shape[1], 0)\n",
    "    plt.imshow(light_digit_signal[itrig].get(), cmap='RdBu_r', norm=colors.CenteredNorm(halfrange=cp.abs(light_digit_signal).max().get()), aspect='auto', extent=extent)\n",
    "for itrig in trigger_idx.get():\n",
    "    plt.axvline(itrig * LIGHT_TICK_SIZE + light_t_start, color='k', ls='--', lw=0.5)\n",
    "plt.xlim(light_t_start, light_t_start + n_light_ticks * LIGHT_TICK_SIZE)\n",
    "plt.xlabel(r'time [$\\mu$s]')\n",
    "plt.ylabel('channel number')\n",
    "plt.legend(['trigger'], loc='lower right')\n",
    "# plt.title(f'trigger {itrig}')\n",
    "plt.colorbar(label='ADC')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cbde1f5a-5ea2-40f9-9dfb-093f235fb8ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "f = h5py.File('../larndsim.9951.h5','r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0f2f9760-a896-461a-b283-e7ad21c86c92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype([('n_photons_det', '<f4'), ('t0_det', '<f4')])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f['light_dat'].dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e6d62f19-f965-4ab2-8dd8-9254bac1a729",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x15541be2f940>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "plt.imshow(f['light_wvfm'][0], cmap='RdBu_r', norm=colors.CenteredNorm(), aspect='auto')\n",
    "plt.xlabel('sample')\n",
    "plt.ylabel('channel number')\n",
    "plt.colorbar(label='ADC')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4af279e1-05d3-49e0-8f91-b3c44daac12b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LArPix trigger packets:\t [ 1762109  1762109  7277994  7277994 34159222 34159222 35791839 35791839\n",
      " 40015367 40015367 47862761 47862761 52507856 52507856 55180828 55180828\n",
      " 63899767 63899767]\n",
      "Light triggers:\t\t [ 1762109  7277994 34159222 35791839 40015367 47862761 52507856 55180828\n",
      " 63899767]\n",
      "LArPix timestamp packets:\t [0 0 0 0 0 0 3 3 3 3 4 4 4 4 5 5 5 5 6 6]\n",
      "Light triggers:\t\t [0.17621101 0.72779953 3.41592234 3.57918404 4.00153685 4.78627627\n",
      " 5.25078576 5.51808289 6.3899768 ]\n"
     ]
    }
   ],
   "source": [
    "mask = (f['packets']['packet_type'] == 7)\n",
    "print('LArPix trigger packets:\\t', f['packets'][mask]['timestamp'][:100])\n",
    "print('Light triggers:\\t\\t', f['light_trig']['ts_sync'][:100])\n",
    "\n",
    "mask = (f['packets']['packet_type'] == 4)\n",
    "print('LArPix timestamp packets:\\t', f['packets'][mask]['timestamp'][:100])\n",
    "print('Light triggers:\\t\\t', f['light_trig']['ts_s'][:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87e16816-51d9-47c1-8aab-ef398e2af7b7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "larnd-sim-cori",
   "language": "python",
   "name": "larnd-sim-cori"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
