{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LFP Analysis\n",
    "\n",
    "## Tutorial overview\n",
    "\n",
    "This Jupyter notebook will demonstrate how to access and analyze LFP data from the Neuropixels Visual Coding dataset. LFP, which stands for \"local field potential,\" contains information about low-frequency (0.1-500 Hz) voltage fluctations around each recording site. It's complementary to the spiking activity, and can be analyzed on its own or in conjunction with spikes.\n",
    "\n",
    "This tutorial will cover the following topics:\n",
    "\n",
    "* <a href='#Learning-about-the-available-probes'>Selecting probes to analyze</a>\n",
    "* <a href='#Loading-LFP-data'>Loading LFP data</a>\n",
    "* <a href='#Aligning-LFP-data-to-a-stimulus'>Aligning data in time</a>\n",
    "* <a href='#Aligning-LFP-data-to-units'>Aligning data in space</a>\n",
    "* <a href='#Current-Source-Density'>Exploring pre-computed CSD plots</a>\n",
    "\n",
    "This tutorial assumes you've already created a data cache, or are working with the files on AWS. If you haven't reached that step yet, we recommend going through the [data access tutorial](./ecephys_data_access.ipynb) first.\n",
    "\n",
    "Functions related to analyzing spike data will be covered in other tutorials. For a full list of available tutorials, see the [SDK documentation](https://allensdk.readthedocs.io/en/latest/visual_coding_neuropixels.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start by creating an `EcephysProjectCache` object, and pointing it to a new or existing manifest file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from allensdk.brain_observatory.ecephys.ecephys_project_cache import EcephysProjectCache"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you're not sure what a manifest file is or where to put it, please check out [this tutorial](./ecephys_data_access.ipynb) before going further."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example cache directory path, it determines where downloaded data will be stored\n",
    "data_directory = '/local1/ecephys_cache_dir/'\n",
    "\n",
    "manifest_path = os.path.join(data_directory, \"manifest.json\")\n",
    "\n",
    "cache = EcephysProjectCache.from_warehouse(manifest=manifest_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load the `sessions` table and grab the data for the first experiment in the list:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:downloading a 2.72e+03mb file from http://api.brain-map.org//api/v2/well_known_file_download/1026124469\n"
     ]
    }
   ],
   "source": [
    "sessions = cache.get_session_table()\n",
    "\n",
    "session = cache.get_session_data(sessions.index.values[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learning about the available probes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `session` object contains all of the spike data for one recording session, as well as information about the stimulus, mouse behavior, and probes. To prevent the underlying NWB file from becoming too large, the LFP data is stored  separately, on a probe-by-probe basis. Before loading the LFP, let's take a look at the probes that are available for this session."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>location</th>\n",
       "      <th>sampling_rate</th>\n",
       "      <th>lfp_sampling_rate</th>\n",
       "      <th>has_lfp_data</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>810755797</th>\n",
       "      <td>probeA</td>\n",
       "      <td>See electrode locations</td>\n",
       "      <td>29999.954846</td>\n",
       "      <td>1249.998119</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810755799</th>\n",
       "      <td>probeB</td>\n",
       "      <td>See electrode locations</td>\n",
       "      <td>29999.906318</td>\n",
       "      <td>1249.996097</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810755801</th>\n",
       "      <td>probeC</td>\n",
       "      <td>See electrode locations</td>\n",
       "      <td>29999.985470</td>\n",
       "      <td>1249.999395</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810755803</th>\n",
       "      <td>probeD</td>\n",
       "      <td>See electrode locations</td>\n",
       "      <td>29999.908100</td>\n",
       "      <td>1249.996171</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810755805</th>\n",
       "      <td>probeE</td>\n",
       "      <td>See electrode locations</td>\n",
       "      <td>29999.985679</td>\n",
       "      <td>1249.999403</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810755807</th>\n",
       "      <td>probeF</td>\n",
       "      <td>See electrode locations</td>\n",
       "      <td>30000.028033</td>\n",
       "      <td>1250.001168</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          description                 location  sampling_rate  \\\n",
       "id                                                              \n",
       "810755797      probeA  See electrode locations   29999.954846   \n",
       "810755799      probeB  See electrode locations   29999.906318   \n",
       "810755801      probeC  See electrode locations   29999.985470   \n",
       "810755803      probeD  See electrode locations   29999.908100   \n",
       "810755805      probeE  See electrode locations   29999.985679   \n",
       "810755807      probeF  See electrode locations   30000.028033   \n",
       "\n",
       "           lfp_sampling_rate  has_lfp_data  \n",
       "id                                          \n",
       "810755797        1249.998119          True  \n",
       "810755799        1249.996097          True  \n",
       "810755801        1249.999395          True  \n",
       "810755803        1249.996171          True  \n",
       "810755805        1249.999403          True  \n",
       "810755807        1250.001168          True  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session.probes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are six probes available, and all of them have LFP data. Note that there is a small subset of probes across the entire dataset that only have spike data, due to high levels of electrical noise contamining the LFP band. To see which sessions are missing LFP data, you can check the `probes` table from the `EcephysProjectCache`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fraction of probes with LFP: 0.979\n",
      " \n",
      "Sessions with missing LFP files: [763673393, 831882777, 839557629]\n"
     ]
    }
   ],
   "source": [
    "probes = cache.get_probes()\n",
    "\n",
    "print('Fraction of probes with LFP: ' + str(np.around( np.sum(probes.has_lfp_data) / len(probes), 3) ) )\n",
    "print(' ')\n",
    "print('Sessions with missing LFP files: ' + str(list(probes[probes.has_lfp_data == False].ecephys_session_id.unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Returning to the current session, let's get some information about which brain regions each probe is recording from before we select LFP data to look at in more detail.\n",
    "\n",
    "Each probe has a unique ID, but the \"description\" of each probe is assigned based on its location on the recording rig. The Allen Institute Neuropixels rigs have six slot for probes, which are named A, B, C, D, E, and F. The probes are arranged in a ring centered on visual cortex. Probe A is in the anterior/medial position, and the letters go clockwise around the ring.\n",
    "\n",
    "To visualize what this looks like, we can access the spatial information in this session's `channels` table:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['probe_vertical_position', 'probe_horizontal_position', 'probe_id',\n",
       "       'local_index', 'ecephys_structure_id', 'ecephys_structure_acronym',\n",
       "       'anterior_posterior_ccf_coordinate', 'dorsal_ventral_ccf_coordinate',\n",
       "       'left_right_ccf_coordinate'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session.channels.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the `channels` table mainly contains columns related to the physical locations, either relative to the probe shank (`probe_vertical_position` and `probe_horizontal_position`), or relative to the Allen Common Coordinate Framework (`anterior_posterior_ccf_coordinate`, `dorsal_ventral_ccf_coordinate`, and `left_right_ccf_coordinate`). Let's use a combination of these to visualize the locations of the probes in this recording."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams.update({'font.size': 14})\n",
    "\n",
    "x_coords = session.channels.left_right_ccf_coordinate\n",
    "y_coords = session.channels.anterior_posterior_ccf_coordinate\n",
    "color = session.channels.probe_vertical_position\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "_ = plt.scatter(-x_coords[x_coords > 0], -y_coords[x_coords > 0], c=color[x_coords > 0], cmap='inferno')\n",
    "_ = plt.xlabel('<<  lateral    ---    medial  >>')\n",
    "_ = plt.ylabel('<<  posterior    ---    anterior  >>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a top-down view of the locations of each channel, with the color corresponding to distance along the probe axis (darker = deeper in the brain). A few things to note about this plot:\n",
    "\n",
    "* There are only 5 probes visible, even though there were 6 probes in the recording. This is because one of the probes was not visible in the optical projection tomography volume we use to identify the recording location. If this occurs, the probe will be assigned a 3D CCF coordinate of [-1, -1, -1], and only cortical units will be given an `ecephys_structure_acronym`.\n",
    "* The probe trajectories are curved, as a result of warping to the CCF template brain. The trajectories are straight in the original brain volume. \n",
    "* Some of the probes appear longer than others. This may be due to the viewing angle (in this plot, the more lateral probes are viewed more perpendicular to the insertion axis), or the fact that probes may be inserted to different depths.\n",
    "\n",
    "To figure out which probe is missing, we can check the `probes` table for this session:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['probeA', 'probeC', 'probeD', 'probeE', 'probeF'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session.probes.loc[np.unique(session.channels.probe_id.values[x_coords > 0])].description.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like `probeB` was not registered to the CCF. That means that `probeA` is in the upper right, `probeC` is in the lower right, and `D`, `E`, and `F` go clockwise from there. It's helpful to keep these descriptions in mind, because probes with the same descriptions enter the brain at roughly the same angle across experiments. Although the precise target point for each probe depends on the retinotopic map for each mouse, the overall rig geometry remains the same across sessions.\n",
    "\n",
    "Let's look at the structures each of these probes passes through:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'probeA': ['VISam', nan, 'APN', 'MB', 'DG', 'CA1'],\n",
       " 'probeB': ['grey', nan, 'VISpm'],\n",
       " 'probeC': ['PO', 'PoT', 'LP', 'DG', 'CA1', 'VISp', nan],\n",
       " 'probeD': ['LGd', 'CA3', 'DG', 'CA1', 'VISl', nan],\n",
       " 'probeE': ['PO', 'LP', 'LGd', 'CA3', 'DG', 'CA1', 'VISrl', nan],\n",
       " 'probeF': ['CA1', 'VISrl', nan]}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{session.probes.loc[probe_id].description : \n",
    "     list(session.channels[session.channels.probe_id == probe_id].ecephys_structure_acronym.unique())\n",
    "     for probe_id in session.probes.index.values}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In general, probes tend to be inserted through cortex (`VIS` structures), into to hippocampus (`CA1`, `CA3`, `DG`), and down into the thalamus or midbrain. If there's no CCF registration available (e.g., for `probeB` in this example), subcortical structures are marked as `grey`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading LFP data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we've seen a general overview of how the probes are oriented and what structures they pass through, let's choose one and load its associated LFP data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:downloading a 2.35e+03mb file from http://api.brain-map.org//api/v2/well_known_file_download/1026124475\n"
     ]
    }
   ],
   "source": [
    "probe_id = session.probes[session.probes.description == 'probeE'].index.values[0]\n",
    "\n",
    "lfp = session.get_lfp(probe_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you haven't tried to access this data previously, you'll have to wait while the LFP NWB file downloads. Even if you already have the data stored locally, it may still take a minute to load, since the LFP data is quite large.\n",
    "\n",
    "Once the data is loaded, we can take a closer look at the `lfp` object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12028993</li><li><span class='xr-has-index'>channel</span>: 95</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-2b8b1d65-22c4-45e9-bb99-fd0042c58e12' class='xr-array-in' type='checkbox' ><label for='section-2b8b1d65-22c4-45e9-bb99-fd0042c58e12' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-2.4375e-05 -3.081e-05 -3.198e-05 ... 3.042e-05 -1.95e-06 -1.95e-07</span></div><pre class='xr-array-data'>array([[-2.43750e-05, -3.08100e-05, -3.19800e-05, ..., -1.95000e-07,\n",
       "        -1.34550e-05, -1.15050e-05],\n",
       "       [-4.44600e-05, -3.31500e-05, -1.42350e-05, ...,  1.95000e-06,\n",
       "        -2.49600e-05, -1.34550e-05],\n",
       "       [-4.58250e-05,  1.17000e-06, -1.42350e-05, ...,  1.36500e-06,\n",
       "        -1.03350e-05, -1.71600e-05],\n",
       "       ...,\n",
       "       [-9.59400e-05, -1.54245e-04, -1.06275e-04, ...,  4.89450e-05,\n",
       "         0.00000e+00,  4.09500e-06],\n",
       "       [-1.93050e-05, -7.17600e-05, -4.25100e-05, ...,  6.10350e-05,\n",
       "        -9.75000e-07,  1.15050e-05],\n",
       "       [-2.73000e-05, -7.21500e-05, -6.24000e-05, ...,  3.04200e-05,\n",
       "        -1.95000e-06, -1.95000e-07]], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-2641075b-11b8-46e4-ade8-5bdd161b296d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2641075b-11b8-46e4-ade8-5bdd161b296d' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>13.58 13.58 ... 9.637e+03 9.637e+03</div><input id='attrs-6d6e8bd4-f166-4894-9ced-d60b85029578' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6d6e8bd4-f166-4894-9ced-d60b85029578' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a98094a-aaa2-4756-a894-6ca363e888b0' class='xr-var-data-in' type='checkbox'><label for='data-5a98094a-aaa2-4756-a894-6ca363e888b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([  13.581063,   13.581863,   13.582663, ..., 9636.777657, 9636.778457,\n",
       "       9636.779257])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>850258492 850258500 ... 850259244</div><input id='attrs-fa0c1607-b3a8-4024-9f0c-306712c30389' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa0c1607-b3a8-4024-9f0c-306712c30389' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14acf7c3-1cc4-47d6-9dff-932a03884dad' class='xr-var-data-in' type='checkbox'><label for='data-14acf7c3-1cc4-47d6-9dff-932a03884dad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
       "       850258540, 850258548, 850258556, 850258564, 850258572, 850258580,\n",
       "       850258588, 850258596, 850258604, 850258612, 850258620, 850258628,\n",
       "       850258636, 850258644, 850258652, 850258660, 850258668, 850258676,\n",
       "       850258684, 850258692, 850258700, 850258708, 850258716, 850258724,\n",
       "       850258732, 850258740, 850258748, 850258756, 850258764, 850258772,\n",
       "       850258780, 850258788, 850258796, 850258804, 850258812, 850258820,\n",
       "       850258828, 850258836, 850258844, 850258852, 850258860, 850258868,\n",
       "       850258876, 850258884, 850258892, 850258900, 850258908, 850258916,\n",
       "       850258924, 850258932, 850258940, 850258948, 850258956, 850258964,\n",
       "       850258972, 850258980, 850258988, 850258996, 850259004, 850259012,\n",
       "       850259020, 850259028, 850259036, 850259044, 850259052, 850259060,\n",
       "       850259068, 850259076, 850259084, 850259092, 850259100, 850259108,\n",
       "       850259116, 850259124, 850259132, 850259140, 850259148, 850259156,\n",
       "       850259164, 850259172, 850259180, 850259188, 850259196, 850259204,\n",
       "       850259212, 850259220, 850259228, 850259236, 850259244])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-6d762259-f2e5-40bc-81c8-0ccfc68fb89e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6d762259-f2e5-40bc-81c8-0ccfc68fb89e' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'LFP' (time: 12028993, channel: 95)>\n",
       "array([[-2.43750e-05, -3.08100e-05, -3.19800e-05, ..., -1.95000e-07,\n",
       "        -1.34550e-05, -1.15050e-05],\n",
       "       [-4.44600e-05, -3.31500e-05, -1.42350e-05, ...,  1.95000e-06,\n",
       "        -2.49600e-05, -1.34550e-05],\n",
       "       [-4.58250e-05,  1.17000e-06, -1.42350e-05, ...,  1.36500e-06,\n",
       "        -1.03350e-05, -1.71600e-05],\n",
       "       ...,\n",
       "       [-9.59400e-05, -1.54245e-04, -1.06275e-04, ...,  4.89450e-05,\n",
       "         0.00000e+00,  4.09500e-06],\n",
       "       [-1.93050e-05, -7.17600e-05, -4.25100e-05, ...,  6.10350e-05,\n",
       "        -9.75000e-07,  1.15050e-05],\n",
       "       [-2.73000e-05, -7.21500e-05, -6.24000e-05, ...,  3.04200e-05,\n",
       "        -1.95000e-06, -1.95000e-07]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) float64 13.58 13.58 13.58 ... 9.637e+03 9.637e+03 9.637e+03\n",
       "  * channel  (channel) int64 850258492 850258500 ... 850259236 850259244"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lfp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The LFP data is stored as an [xarray.DataArray](http://xarray.pydata.org/en/stable/) object, with coordinates of `time` and `channel`. The xarray library simplifies the process of working with N-dimensional data arrays, by keeping track of the meaning of each axis. If this is your first time encountering xarrays, we strongly recommend reading through the [documentation](http://xarray.pydata.org/en/stable/quick-overview.html) before going further. Getting used to xarrays can be frustrating, especially when they don't behave like numpy arrays. But they are designed to prevent common mistakes when analyzing multidimensional arrays, so they are well worth learning more about. Plus, the syntax is modeled on that of the [pandas](https://pandas.pydata.org/) library, so if you're familiar with that you already have a head start.\n",
    "\n",
    "The print-out above already tells us a lot about what the `lfp` object contains. It stores an array with around 12 million points along the `time` axis and 95 points along the `channel` axis. The `time` axis ranges from 13.5 to around 9600 seconds, while the `channel` axis ranges from 850258492 to 850259244 (these are the unique IDs for each channel).\n",
    "\n",
    "Let's use the `DataArray.sel()` method to select a slice through this array between 100 and 101 seconds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'LFP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1250</li><li><span class='xr-has-index'>channel</span>: 95</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-7b668181-f6f4-4647-9201-9bbc86f10fc8' class='xr-array-in' type='checkbox' ><label for='section-7b668181-f6f4-4647-9201-9bbc86f10fc8' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.00015015 0.000149955 0.00016575 ... 2.145e-06 -1.677e-05 -2.73e-06</span></div><pre class='xr-array-data'>array([[ 1.50149994e-04,  1.49954998e-04,  1.65749996e-04, ...,\n",
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       "         4.48499986e-06,  1.96950004e-05,  8.18999979e-06],\n",
       "       ...,\n",
       "       [-2.35949992e-05, -1.63799996e-05, -3.45150002e-05, ...,\n",
       "         1.55999999e-06, -1.48199997e-05, -1.11150002e-05],\n",
       "       [-1.87200003e-05, -5.75249978e-05, -4.93349980e-05, ...,\n",
       "         8.38500000e-06, -2.00849991e-05, -5.26499980e-06],\n",
       "       [-3.17849990e-05, -5.53799982e-05, -4.17299998e-05, ...,\n",
       "         2.14500005e-06, -1.67700000e-05, -2.73000001e-06]], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-37c4533f-86b6-49c7-a149-6e26b91c6738' class='xr-section-summary-in' type='checkbox'  checked><label for='section-37c4533f-86b6-49c7-a149-6e26b91c6738' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>100.0 100.0 100.0 ... 101.0 101.0</div><input id='attrs-b88e55ae-5879-44dc-928b-5fe2b124ba75' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b88e55ae-5879-44dc-928b-5fe2b124ba75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dcfa8f48-4052-4e62-b845-7516b7491092' class='xr-var-data-in' type='checkbox'><label for='data-dcfa8f48-4052-4e62-b845-7516b7491092' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([100.000304, 100.001104, 100.001904, ..., 100.997905, 100.998705,\n",
       "       100.999505])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>850258492 850258500 ... 850259244</div><input id='attrs-5a774fde-9d65-43cd-aabb-fe302b167d35' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5a774fde-9d65-43cd-aabb-fe302b167d35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83bee9b6-c5ac-48bd-bafe-f47c7fc605be' class='xr-var-data-in' type='checkbox'><label for='data-83bee9b6-c5ac-48bd-bafe-f47c7fc605be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([850258492, 850258500, 850258508, 850258516, 850258524, 850258532,\n",
       "       850258540, 850258548, 850258556, 850258564, 850258572, 850258580,\n",
       "       850258588, 850258596, 850258604, 850258612, 850258620, 850258628,\n",
       "       850258636, 850258644, 850258652, 850258660, 850258668, 850258676,\n",
       "       850258684, 850258692, 850258700, 850258708, 850258716, 850258724,\n",
       "       850258732, 850258740, 850258748, 850258756, 850258764, 850258772,\n",
       "       850258780, 850258788, 850258796, 850258804, 850258812, 850258820,\n",
       "       850258828, 850258836, 850258844, 850258852, 850258860, 850258868,\n",
       "       850258876, 850258884, 850258892, 850258900, 850258908, 850258916,\n",
       "       850258924, 850258932, 850258940, 850258948, 850258956, 850258964,\n",
       "       850258972, 850258980, 850258988, 850258996, 850259004, 850259012,\n",
       "       850259020, 850259028, 850259036, 850259044, 850259052, 850259060,\n",
       "       850259068, 850259076, 850259084, 850259092, 850259100, 850259108,\n",
       "       850259116, 850259124, 850259132, 850259140, 850259148, 850259156,\n",
       "       850259164, 850259172, 850259180, 850259188, 850259196, 850259204,\n",
       "       850259212, 850259220, 850259228, 850259236, 850259244])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-4025bd47-ee1f-4ab3-bce2-42a29d750673' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4025bd47-ee1f-4ab3-bce2-42a29d750673' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'LFP' (time: 1250, channel: 95)>\n",
       "array([[ 1.50149994e-04,  1.49954998e-04,  1.65749996e-04, ...,\n",
       "         4.68000007e-06,  2.30099995e-05, -1.13099995e-05],\n",
       "       [ 1.64190002e-04,  1.41569995e-04,  1.50734995e-04, ...,\n",
       "         6.62999992e-06,  1.18950002e-05, -1.30649996e-05],\n",
       "       [ 1.43519996e-04,  1.47030005e-04,  1.80959993e-04, ...,\n",
       "         4.48499986e-06,  1.96950004e-05,  8.18999979e-06],\n",
       "       ...,\n",
       "       [-2.35949992e-05, -1.63799996e-05, -3.45150002e-05, ...,\n",
       "         1.55999999e-06, -1.48199997e-05, -1.11150002e-05],\n",
       "       [-1.87200003e-05, -5.75249978e-05, -4.93349980e-05, ...,\n",
       "         8.38500000e-06, -2.00849991e-05, -5.26499980e-06],\n",
       "       [-3.17849990e-05, -5.53799982e-05, -4.17299998e-05, ...,\n",
       "         2.14500005e-06, -1.67700000e-05, -2.73000001e-06]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) float64 100.0 100.0 100.0 100.0 ... 101.0 101.0 101.0 101.0\n",
       "  * channel  (channel) int64 850258492 850258500 ... 850259236 850259244"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lfp_slice = lfp.sel(time=slice(100,101))\n",
    "\n",
    "lfp_slice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that this new DataArray is smaller than before; it contains the same number of channels, but only 1250 samples, due to the LFP sample rate of ~1250 Hz.\n",
    "\n",
    "Let's plot the data for one of the channels:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'LFP (V)')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,2))\n",
    "_ = plt.plot(lfp_slice.time, lfp_slice.sel(channel=lfp_slice.channel[10]))\n",
    "plt.xlabel('Time (s)')\n",
    "plt.ylabel('LFP (V)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, we can visualize this slice  of data using matplotlib's `imshow` method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Aott3++zLFZduJNfhDdJHHGbQ93CCTW1x9cbdbOabycaf2bMzNCozLnvMIlKXOjLuO0fT89e9SFocr5fQGaA1y3tp+hmPM/3lyP0zbTGi2XJZFtXRZNzs1fkS4mjNJZOLSyNQO/qv+91M9w9QdHd0X2Co0OaMic4CiD3jMFqWiEZqZrRmYeyZ49vjNwq9ZzIb+JmE6Dv7pwBWQGJM0ZZ1EjGmdMRRHOWzQ6kxj3ob9YPZ8zOh/ay+3K7SbqVy2PdM9qN0QF5hmWK/2wFHDDxHeVyaWM7e8lFW91nbHqVMnr0lxkud4pm8M8AbdRGByzVAM/bLaENmOh71kZks2XgzPkdA0EwWpmyCyI/lgXU+inR3y2SjVy5MV3A0v1c/w5+Ez3i/+7uCus2lRxwgldvJFOu0JveZz4q8/sn9IZ9MvtGMd5ZnRtEpRmcrIU12fYDnyPmeehXHkYhXli6TlQFE7CexTeKzWEYi994ZNrx8YLNnvj/iG8tWqsPhnzOTbHEzrI50EulaIB71H2UfteVRurVXLjKlZzUBY5ASAfiEZj+cOHJMwTACZbZnNl6PgqIMTB/U9WOp7D7prsCQW+5JBsTpQ7TIYAyNRyx7kuYlae+9W9nBcempwJkOExCVgaxuufBt6+GI4zkCfEZgYZDvovY+CoheknbkHv10fXf/xEQhzRlq/c4b8jnd6fN9Dsowz3fyfqHZsQC7zvMIcDzaH29FQY7pDyVmzwbPXRkEYKwvnNqjczZN1HFS1qlfOT7oLuiuwBCA3tnvzQZ3AANTB7YiuAq84isEul80hXyz8kfg7hY043OT03czULWXJns2ut77PFLO3v0DfNL+tpd/RGfzZYA05tnpszHPaH/8Oz2V91bO6agjv4R1NsmAvzf9PqN3qfsRJX1u+GqUUf5b0muYaDzovaP72jO0br28huvtIgMSq7rwq8X5U0Of7r61Qkoe2zy8qksvxr98dtEalgGTcUri1qK5ruE6q8ItaC8Cxvc0u29qXAdOWcI1QpoYuaFnVe01nfh2jjzCTDDKo5ynfPJGyu45fHPWLoOQPuTp6qgtvaxI9eDafC3Xa8vb6TH0tXo5W1awdIPnse/Ve5B8HLGOT4dPJnTE+emBdKN8o+9GUU9hTO+C873IiR5IGymTNYleDffRhftnJmNurEeQhHAv6Zfcf3Z/gBIjutmzkF/Ks7Mnmb/TScCDXpzuCgwJ7X/ZOvysZ7dnKuZ0RkiiPHPORdp9SwNOJ3VgRYfhWFORHYjjTMFrVaPSAQCq0wQcxbJjfZlnP8sLlocNaAQGLi+BRAKQ7TuqkcpknxkjFUBEIQUQN2Ak+YZeBN1TGS29B7aWSbgOAGQVv2EVqGlqutLH7ODBLuIW22It5QQwX+WjfsFZU/CUUO1eS6aYoPuJkznkJAe45wj+STdal+tsXA37fDYWB87SlZs4X/dsBHCArt1m6Ry4xeBakPJOeSKRPVLQp+uLOxOF9DqRo5tgZPYuAibT7QioxWt+zp9B9roEh9BxKFH6K1irz8SOP+j9p/sBQ5oPWLZZbvywobIH5Py7/q6D/DFhIkPFWJnjiA4ffmbE1sMP1GBJRh7/DFkdo6GJgIY/TVmWKXrRAHi6qEHUozadpA5nYAwFABbZNnbD63W0XDrCvnUJlDxore4K6CItnckcmajwB0wXso7QagBcptOkAwszZn2sPav6LDjJWuqoy2TjYAQAWD5Oy893KILvW0Qy9yYCHvj26RMcPGEYPgtNl5mN4RLA9QDcRTlTO1UzDsocAMUaMaF2PGtSGNyMwJPZlzbGKFnST7t+NbiO7ch666NJpmjjr/46TtK4Hjfolw96nXSfe4YSJ8Wf/Idw30WWBulimpium9SEgZ+VzzQzQBINzVHaK3RU/l5ZwdJE2aKBH4XQU9EiiAnX3UQwpqW/rB+4PJlcdJ3qPct7hmZLRSPAGP+inOj74hSwH6DdPndJf3xXlFTmSPT0EnCWgvBsZ+6Oft9lJOIQADzFcFwfa5rd+h6wY1XuiCxj/ge4eVCh+4kMGfFEO0ysZ+mVvtfZ8uQaKN8tIDLIz6QkUzpzDrPAzBC5e9lAz+p30mgNlybizCmWL70RGjmTWLVUZ2a0BjOyqk+ltKM6hbTKPHdmnsOllSHC8vk6YoTCynb6pNm6JZ8ZcO6TzGOkuwmPQ2ljvhdw2KNllJjGUR2T/b4ltbDEHo/k/iXRKtd+QI9Ma8c6H4XJCxxcj9LQvbQ7nJkU4TLAeCj6dgGYr1GiUjOLSvu1R+L1PgH6B70I3Q8YCpMtdhzpUkAcdAccYhamjmnsfjczmVmKbO36qANi8JewrDRwilP+nJ0NuxmUkQUdATYGjw5kST3EMQ1pk9OYOqUDHouXRnTZs8K+DtWZLurrkG6EACK4cV6HUU5SZ+uzypUefrZyM8fSqYXaaLhMFMfTWZqAmNFyRpZm6JCDE+UozCiC14FZzncAjOyCg+Qedd0eHKGfMMSlu4zXYYozwYGtOAwKSI+jpbuUuFwGfsFujso7suSatmMG8uIyfiJA2gYP4HT3dD9gCHADzYGR0WiLniM6r2BMdKF7gI9m8H1iSQUM/WQzDjp1DP0Dyp88PmI8Zw6gc44gdQ4BSXLNekycpKimkSHWS70XDWpSodgHIh6zT49hDlo4ayNXvnmJliaStVEP9oDOSQm2vUlCctW+oV4n1GecHkmeGB2K7TeNEk0A9y6N2j0DJDMee8+MNzdu4vMOy3qUBvXJ+r1tnNcsHbMMAGEEVK1/cBrHIzhuFxAJenJdRgcqGJQ1ojg/MB5dpDjqnNuyXA9NeNY3J4DV5iPNTouX7wg9gNDd0l2BIS0zZGVPVUcAJXLP6oNupsKzuepAAl4CPwOliYAhDOjKRpLviTGfzaJTSmbBZyh12iZnJuOIz4L2C6dB+sozkiS2h/TcychGN8rMcts1GVInw57BC3yti42Abnc901uRy/pU5jxHOuE6iDng0q0rkKcymmC5TCnIPgsYMhqBiChLVs6Zfk1AIBZdy4+A6oh8R4nbOwODg8lUKtOoiMHzUcTGAaFiVCKPEbjaSzeSdwTaah6TJ/KhMt2S6ZH23wPREuQZtcWDPjJ0Xxuoj0D8FAhdRiPAcIhO5L1queI10CzycCt+L5HnIM/YPqN9Unt8hveu7Gfp8vGRrJeAnlcwc+YlM0fRoU+iCN39d1Sv1zz2X7NsQzrTnq+gLz/o7dFdRYYAtGl6NhMrj/YcQhaBqdtkkghA26wXaDbDvIBmG3JNNr6XM5kUMJMzczBZeUG/vJZ/1ZLLNXRE/0maaSQumRVfssnW8boENJ4tj9sikyHyTqKUafrkfrrkQnV1oGXUP0bRofgsiQKN8nBEt9vSFnhyVMR19yTa5KIXNWFSh5mMia5d5DlEfNLlqHCfedQ6mp3MxIhRk6O0k+fQ5ugDfFJ9jsbQkejirB+N8j+A0t3RfYEhCaH9xCBI/D4IXdcINzlzB34SgzcaXynNQsacZgnfM2NrjydgaTSA02WcmC/KGx1elOmMgRsB1cxJzvieUv6+jB3QlUFdT5JzqntAa6+sEXjaA2WZMzgCeOh5CiIoX7c0EmW60NnM+ttw46widPSSnqPEoU5bunLwJT9P+qesLYtgUM8of5RvRLOoYNDDoUi1hO4V2mm0Z8mJe8TmXEoDXQy3CWTA6MgEZqbzEc8HALpruh8wJPlA3vvVw3DQ8wDIPKD7GQ59D8DJHp9ei96bXUr4DHmuNlIHomej+6nBOlL/aOjj9Yk6VdCxB/D2QEPJE3+5NJqRjwXCOWMqvosd4jvSO+DKHkZsElAwBX88cag63YSWkGYoXgQ3BGxG9Y8ANcqTCR03DW+XTTl2ini0GVqU0k4Zj+gYiJ0hyh73umTyK7fTaMKT3cvG/8xexOQ7/XJoPzOZLqHJGJy1vWNxBlwisVEzvSWg/aKo2YNePd3XniFg69CXAgFnTM/ksxODLyjzrKyz+l1ab4Hje9QIAajO88jyRFrue0ovZhCP6uQGfeDMFruOGATYtYoHHXTfpQ28L9Xl/FdoyeyIx6iGtEEeH+nyz9My6r2YZvxsKv8gqjMltg1H+sFeH7rV+DzJJ93AfSL94eeTCV3spw8AdP90f2Ao6cgzukknl/Zz63m6wfUsXaQZ6Lq0LieB3KG9SUef34pe0lhNjOYMOA43674EHVkaiI8OtM106ZWXmYoyXOSA7mc/XEg3mp/oL1P5Yygv8pc+bfqz7/K8wz2xXvVe4DOpWyp/TH9m/IzA3iz9rSmT92Q5R+eiuz9UOPg86tm1W8DyD7pfup9lMrJLMQSa2D2XrtvkO6MY/4/h4mzgZEZtEh6ueXSSbjAD7UL0aPeBSdg78kzKHQHHLtw/C+vbdcaLy4yhawn3KE22NDcEp0rpk7r7yMYkVMYyErnucVB/PmOf7xTtlTGL0PXBmznIImcj9V4DBBJ0kI2L0T4XtefIxyzCcyfDiEr9G9hpY9gO4LSlM11oIBlj8V2iXWvVR+1XVlas1wgQZe0/jXxN0o3GVriuq/pZ/qzrF1XcBBgcmESl1ZB8vB+KpEUbldmamD/YnkeE6H7pfsAQAKzbSHEOifYPOGMpF3TsxGBVgxhnxTzAEkNYx6FzJCQ3wrU24wWQQUgGKYO7Lh16Q5IaFyoz3rtoaW90b4//jmEftuER8MVJMmBTdVcYcJ9hsBSZUL/jdu7I6po8O+RwqL/F/TOjPXLdvaz8A8AsAyWuvy2AriHThG83NhhERR6st67/7ChO4ECQq4OgvUi3DEpdQplcjI3rFa4tKq9YbiTmmYHGDJDE/GhphlVnhx76cGYTp3twNFe7IxsuM5myPCxr8ryKzbq3vMHmVrs84enSIGkzflgzTWvxoPeY7gsMATR12EuHuVNPHIyxH6Wvnwec26GZTVZMMDDuexY5sTqklWnGYuq0RxR1OAKDo5nXhGbOfFeOQwXs8FLxeonoeSRYBEnRAY2KDW3Kn07eC+o6dErsVIJjYLmyPjeaRZujUgEkgojM4YPqactVlNA5a3ezXVeHONFxF+STRCdBH8L3ZuAtHGhZo0wCyCouz259JrI7+RPiqLBGfWjyaYnYZk6B0B46m1MakY1yRhuyY6PTTypQIe121x9DfyvpM7lZzseS2X3SXe0ZkjjgXwOx0R3tM7g1vZb6nzDy70qGq1gTaInNmDbrNe3yWtr0StI4HmAO8mQFj7braPPzu6SR88b762gP9X+ja9viiI5eZFf+g+6Z7ioy1K2/ZzOO0feYnpOqnxRlGz6VrlMG3fNWWLfa0uUPWaRd1plWFhXKZAhks1UXzEiu4y8scmYkwyg6ZGVeGTlKaRAdOLSfhJ9rUt/A2577eoh71ofs0M92Q91j8Gmq98HMOS6T2j0l/hr0PppIDJskkYlXCVk/aYArdjok36mcuAeOn9cylNOJu3ZtWkJW3Z4mYFtqB9oZRCObgLx5az3YUIzafEajKOROBKwTksvP2rhrA0orPs0owuj6WLRlCUhK9ymOxloYc8qyUT/vaBAJT+lIuO1g8ge9v3RXYIg7blv/9aDDjcNkvHR0ZqqWgaRFt/jbyHDaTTbK5kijDTSQkQA7ewdYBBoOzEjj0dm6aGSiwWL0FZR2dN8ORwRs2cmFsTM+Z41/tH/SPjtAlPEmB2bpFUW3S/Cc1GyqxccKgLXct70k1CcBwF6+OlzujNViAMN1GAH6CsRCO9nz4KvT5ZTAUziGvE5AmgpkUei66QzaDi40wIJlXt8qbwScdk2TgVpG2fBcD0AM3TTuk1GRXn8CyLNdU4fJJgrW3lYnUneBWu2Z08+4vj6CTGmlyaCr+GUbSscYLF2ScnqQ0AeE0mjXfRy4Jb6V32qF7tdXFPXFtSZ/tize2RUebz1bZ7c2UQYdjO3bCDBS4dty56jQB90L3Q8YigbLHD6DAEzSzGgwoAF0b7Jn/rXspR/FEveVcB3WXijVkkc8TrIlhnYoXMBREdwkegKnlSQfA6EdMns4jKRxwoo2xMt8odGJYBdFNy5BJwdc/VyERH0S4Y2yZsAtzYL6xngHukiHshBGYYelnm9j0vMAyVGLWAJwGDm6WUdXn8RtI9FWt2QGgp4AACAASURBVJpG4fbDOFZFDnteIzMGiiZgLnOKXf9TFPBDZawbEJLnIvuCbRyh4JrVZAbWN6j7fFgjIq1uqPuApP2yDHCnVrPfVPp0QCGxDVNyCI7yx3EaHP+IujFh4DG0t8vD91nnCdbxz6QHUgNDUCcEriw/HJ1A4ZrrZDjMpY260fAsXjv7qOjG34Punu5qz1A208tASuqcr12sH/EFWmQokcfnV6iBhPiXUA4ydp6PiICUl+kEjzNlUb12yzgiww14OHBjN83x8/eMHWG7LM+w2SPIGD08apBjugi6s2WRxDF2UZmQdhtIocxad2nPXX7p5aMCMsecLbN0/EL5LHttU45UrXBtVP8KWGrLnK0+wroo5Y6WFs9Eg9Jn2ZgffZ/16yPjZti+xCZrxyx/JgLprANgGnWdCMz398pNQNMhegkb98pIRL5QRL5HRD4mIt8pIp+1k/4XlHQfE5G/KiJfcJaniHy+iPxpEfl7IqIi8tMSHp8kIl8vIn+//H29iPxjIc0/LyJ/RkR+WET+bxH5UhG5eavdFxiKNDCuWfh1+5Q2aKMx5fX/QVmH15IJ+Bj4qSCoPOe0/GmRIF+hg+W+BEVDafQ2F9YzJztINvveZ9ipRuwjRLUP7fBz9v2MEwzfrwKt1/AYAYK0nEGiOgZoslLSHpWpiwAwKGWHvIZ0I5o9I3nz53tCUro4ruPY5z4Rx76JSrJ0MrEez0Q70gkj3T4Cxg6Qn3wlM40LJnR8PZz8crps0jmr31s0bbcgEflcAH8AwO8C8GkA/jyAPyUinzpI/9MB/MmS7tMA/G4AXyEiv+wkzx8D4FsAfNlEvP8WwKcD+MXl79MBfD2V8+MAfCuA7wfwcwD8+wB+M4AvOVT5E3Q/y2SAm2nUZao4vui7wtKIe9nilq6koJmi2uZKO2SN+NVQa/nsHGQ1YmF0CaCrNlhavttOGhXaVROcBEeeeU+MKIC17N2wcL+LJee6i9WPwLEuYTB4pAfZEkcH3kgFupS6rS1jsiXJZ1Wcc9oZeKhNkexZsmcWSbAsUSbrF5amnKsjZe+Wi7hwmUBVbtsjUuq06NbHyrUtKdU50BLSU76t34mvX6vm3HEnTrJbigWlizNwSa5jugD2lepYadGWbwEUWpeGp5MQklesn3MeBZZnqW0qTyTHYFg6kvCTa9J/zWt4nMDc1sw2juF0XYcOWnreW6h1TJX8T1rGtkC5kYD0CANdUfcrWnqF+L6YfdL0mPvApttSJOsPZOsW9fUM7W+b2jXojfuPGxPGmxUWqOoatJeK7rfy7YEv2yah3ZKva99tEHY+4v2hLwHwdar6teX7F4nILwbwawH8R0n6LwDwvar6ReX7d4vIzwXwmwD8saM8VfXLAUBEPiMTSkR+BjYA9C+q6reVe/8egD8rIv+Mqv4VAP8WNlD1K1X1hwH8JRH5ZwF8iYj8PtXOMl9M9xUZ4rB5/aNOvgqk/LlwenFs8dNAkjyjOj/eLyFrC7kzL8RrM3RP2v6qIdDm/OrfNkiVrp0BXuAHOm9GtMsATKw+ncMCekcTDbblXVGdv1s62Iuaif/TRf3G8lDe0OmO2K/UZpwllNvtxzC9Uxlin9r4YqVn9HxzrqU/1WWYcv9ZWn71vDsZgNrueNIGhJbSV6g+KqgHAerC+bbvbhJAyHJvX0nlKdScS9Ah6JO/Wv2sXCuTkxPvCoSWzcnropuzX1D/trq3fCNnyOVjBZYPAflQ3BhdngXyvI3j5cPWNgxYq3oMwNKzNk616Z37c+xnC9UF/l7r+xs/5TH/pPWP9aAlLXjcPKHZCwYQ1masx/pdG0ggABQnbl00xXTyjAoI3AZoTss64WYLzaektxQcxWe1UVBRmtd70wP3r8iHAZPTy+K3KJjeTX9VDraj7wGJyCcA+NnYIjRM3wLg5w2yfWaS/psBfIaIfHAhz1E5P4QtqmT05wD8A+LzmQD+bAFCLMtPAfDTTpS1S/cDhnhQ0whiEMCOzfLUZbHg+JxDfJZmdNfGz0US4nfQtQ3W6rzI4tqAZTBEg7KF5MN9EO9a0bksnUNMDJ5TXMhQi6alxP1wuzfWcTZoM+DpzJwpKy/cc2JPHHlnKAsvASrQ2QCxxCwdYDKAbeWn+tEgQmf4m+NSBkRAc2KDvuH6x4gG9Te+/RILiU66ctE7br5J2/hICtXNHFJ0QDYhiDKVajLo4wlJddjcNjaZWQH5sG+vUR+WTHbSW7c8lQEjB1S0fybxmYY/kNP2usISygSqDdGYz66jLumz6zrBPtTJnyknyxQBjGW3uiU6zHTJdZoB+VRWoN+nGcZG008ETUkbxaLeEyBU6Cdhg87fH+5/P4BPGeT5lEH6N4XfJTxH5fw/HN0p13+b+IxkAc6VtUv3tUxWqE58ZuspYT0mLgd1/T3e4BnGjGr83hjTCK8GIhtx4XoyAN1SWpR3xP+G1OkrsxZHRRis6ewuj2lQUubYMzA4M2ylidJysyoqaAkx8DEdjepgxtiWhjj7EYBziya2vhL1MuJ9EsfWxIf7As713wlAZ3wR77tZ/0AORd6tXfHO2YZ25HbScC+UVW2LFepslbQJxKR8k6GTZ9aW1/ahtD4m/yiPAiLzcQiMx7/1p1n+vXqN+n2kFwBB//ov+kT9Oz/4vJ9wQN/5F3/kLwP4GN36GlX9mqsF+wjS/YAhaWOuhV3beTZ9+j3Lhjo40qRs55zjE/S/Q07yxVkLz9oUwDPdf4afFYpCRLpZqJ01xLNtLpdnYfVMnChb1VmrDgTbu9cGoG1opEZ6o/bBIm3pjVUQmm0Ubm98tdZL6V5afvY9AS/s7B3Q6YTK73cGnHBwCrb3wBp97/asHKGzM2wGdiT7EYqRMVfnwxMJOAVK4Mfgp2vWRJ9u83SQqebP6pfZAK4D9VVuF5ukpH135ngjcIoRWk0AkQ76VVKX6XdQvw1jwn+XYTt29rDmHzd6LTPY7jo8u4u87D3qlgA7ASYCitRDOW9FP/CDz/j2b/6pF+f/4Cf/Xx9T1XRPjhWBzYN8crj/yQC+b5Dn+wbpPyz85AKeo3L+cRERiw6VX4n9E8RnJAtwrqxdup9lMoDW6oMXK9da19FLelvuiWTG9Yjhr0tmA15EUpbApC4P6Pb3tN2Tp3V79qTAm7XtH6H9BbafQMveo25PQKnflhb1ma2jq+03kmYYah7iU0GL7V+oz1CBhzNcBLRqXuLj1+CpfQCqQ5OLnwNAtiRAk+XW1ixHbaKDHtwca90LBLcPKC7J1DzUz/wSmTQnNbKhidN28kZgy05KSHdoaaaRJH7O+guH4EXKgEg3RqwdAoCp6aPeZuBPN6fv9oMpqdr2/ZVl7HrN3euZyrLv1IbcPgjLnXzInmvPsj9sF1S48aB9m2Y0W6KJeRgIuj43Yk2zBI7UaP6XRdAY0KTldTqxTc3q84T69MuzpHjSIYDkhy7J9wwVxn0+wQY5+8Fp3rM1sUiq+g8BfCeAzw6PPht+rw7Ttw3Sf4eqfvxCnqNyfiy2fUFGnwngE4nPtwH4LBH5UaGc7wXw106UtUv3ExkCOodsfqoSR4pmMzO0ZzzofdQhFuzTt02fCjZyYoOugBx52n7rIU/l2OLy8yGNxyjYHgcbnEv5VYmBIMU2j6IIDm/+q78ss3sc9ogODaZHK6vUxQ5KW7C93Vt9dErRrr2x03aInTneVenXQ1td3NERxk9R99CYo6oRsKJn/rWVmj0Lho1n6eyv4xKjOUb+NRm3awMBbQP5yuCLnElVa+yIRW6LfsmKeqhmBtxqlMwBIe30bHobEvXTdH8Qq1/JrwTZuZ5TYmCzSgNuMewQ9WOP2QETaAFQD0jkzdB+H9B2X5+I7TParyutbqVsB3LtlGf7lR5QleAcOuuG6uDa0Pp4+JFDuoxGTt89SNq05uX2QHLd5fM4QEIzNMAT4sDWT5+a3lKQzzhmDyyZEKa8rA8k8sOaRVrWDqB2xp/4VpAVCrC+MdCfiv+9xW1I8awv/jO13wfg60XkL2DboPwF2DYgfxUAiMgfBQBV/byS/qsA/HoR+XIAXw3g5wP4VQB++VGehe+nYNvX80+XWz+znCH0N1T1B1X1u0XkmwB8tYh8fknz1QD+RPklGbD99P63Afg6EfmdhddvAfCf3vKXZMCdgaEO3Qf8cAgAJcbtMB1pmgCMxMKvBljKT+Id2+o1g3yL56f1VF5UnqYTdd/hdOTKqqDB6zGbqbZZL3LdsrHqdFBuLtpCzxKeB5DmgE8g5bruNFy+B6iV1xlychAdSJ7QoWWLNGPgbUgoYohbzVodaEy6/cShMaDge52TZh3WdIJqz4pndYBQvfPmiIUqfQ/Ph6vUyXVtI+JV/TO1ucT6OCUk96Njr8JkyCa5HjpzRl1w/bZ+j1GPSFFWYlmrEtepufiMx4xyVofyuWsGuyMRLy2nIkPpn0VZbkgKYL3MShwvQ/UbROQnAvitAH4ygL8E4HNU9a+XJJ8a0n+PiHwOgN+P7afy3wvgN6jqHzvBE9gA0m+j7/99+fx3AXxduf4VAL4C2y/EAOAbAfx6Kufvi8hnA/iDAL4DwN8F8HuxgbGb0lsDQyLyhO3wpX8bm/L+FoD/BsCXqeqHJY1gU97nA/gkAN8O4Nep6l++qNBbDJS9NYdCdZZ0Zb8WQb83xSWYlxE33+7SDcbhxU7/HdHblHe6RAbkgnT9NiLWEwLs9IdRhGyPXsg3nCK38tSBkc2xmcM8Oyx26YoO5CYar4h2x0VmTy8CH3uziAt4zogB3CvU+5ptmrwxqepXAvjKwbNfmNz7M9gOQLyIZ3n+ZZgfuAhV/bvYMMEszXcB+JdmaW5BbzMy9B8C+HUAfiWA7wLwswD8EQA/AuB3lDT/AYDfiC0k91cAfCmAby0HMP1/uyWEWYvEQVCWNrQgiuw0Wt7fED/rAXicnsum0LULQWcoiWc4ZBtVLRIUssSw+LT+PHOk7zEtz0IL2d4CQVmGi1lp5lx1yVY0Gkj7znzi/oVM/oNANrZPbWNqJ7EQIc3wa3uiLXfVZRiVdFN3LSdEUtyyK/9N8gFIX/0gui0n1ajJGUA/ck7UV7MN3T5iuHVyxyZG/rI6cjr7OpDH+o3KSnrbMrpo18XOdlBPoO0XtHeTsQ5KWW1Z0vd/FzXrop2hLxjVc8IUdWmm6MmWfrufczPF8MfeJmSuS+b8WaeDsUqBOfesjrHkTC9rQ1nz4xAOURoJQ19YrZsZ5IRCH3WrA7G/j8ZMsPX87FaYSqF4vu1qz4MupLcJhn4egD+uqn+8fP9rIvKNAH4uUKNCXwzgP7dwnIj8SmxnDvwKbGuJU2JH1wMJbfsCls0Yc4jcAwLUMHxnLJB8j+XWTdXhOmavz3vnX3+9tQZe2axqJKMKsGp19N64BetvZKdBS3HMNY3PVw8alKJLtAJ0lba4vkp5iWk0aJLLPXHmRulehLTNS31KVYU3v9qZUgtdx0M3mb8p0PZOsbFEu47LOhWcLV6Pvu9ZG2t5VnRbTK47INDtTyuASTwfB+QDOYdpYsbzb6g+vGHd6Tbwd36X2oOdUAXPqr6szGkD9ZynrG8IfyeZVVB/KAHZPtXa2X5A8dSASAMxaE7OAGFW90h8arioPzdM0Q5otCXtpTCk5XG/PJyMyUDdfqP6AGP7wH21fI1vYpcVDSyWfN2k0PBrchq/WzINY8AVHGVDM4O7y2n8nHlZPxH+rsj6Tgo8Fe7nRPzi6x6Q7sj4oPeS3uavyf5nAL+oHKUNEfmZAP5lbO9AAYCfjm2zVT3Vspw6+T/h6KmW1PHrycCwgZw4ijWfeIycSjeLR/t0+w04LXweJyfJrYlxk6MDMDhu78h7MOZn3/EllPSXREecLrm8ej+8CDPobCS3kJypQdTxL/96+XpZfZtKe2YACNRnMlkRgE69SbZeqLyYJ+Ep1k+VHJMDv30dZzpg+SpYGJTrI0G+PlmEwoBBOhaimMxy4LSnTk9CukF7uPTB2dmvI03u+p1/lcj5A6Dqrslpd1WjyI8Dk/UwPw0nRas7JoPbQcqfi8ZN6p/qMTp5JvWvn4m2otN3HeclF/+q0vjTM+vPUxrhvARd5/v7Spl7QJVskrHnZeFpvvjjCRZzp9iztEIv/nvQ7ehtRob+CwD/KID/XUSeS9n/WVl3BNppktlpk/9kxrDsQP98AHj6pE9qD1KLRQ6ifHIEiEPDZhA0GovyrOuCI5DzjmnXKCXpT+9vqc8ypzcGFqf4JHKkABZZ42wksY2mwGxfhKtJk+u4FGqgBYN+F9KkvCdpPSDIGOXkHKYDgjtyaJ7MRSCvJQmf4ZoB0s3KU7runkewqYN0N5LnKHGfKx1+2MdGeU88O9G9TtERc9FFkm/Z/leSAnh+bY7jI0pvMzL0uQA+D9uS16eX6y8UkV99KUNV/RpV/QxV/YynH/uJ7UG66L3Di2eRI4fxtmjPqbhnBPayvTYJjTZZD+uaOZh3RXVmdyLPXuJrbFHsM+zsJDjf7A/8qeG75wPEqMVJx7qjO39icZ6+y5vWg5+pT3uE9HhfTrMHObq9PO6+l6vTMyhPqctbswkp4B+Q9GmO24PTko35Znrby8NJJkDl5pOULCrKn136G5df6BEZeh30NiND/yWA/0pV/7vy/btE5J/C9obbP4R2muQnA/gblO/cqZbZ1BPJ7OBAHiMXKmdn1E1xG58axY3h87D+LEIbDmfGa2YIB/kO7b3cCQdV4OScumJ4hP5gz0J9+3a2KTjmP3rKq5vtEV+KHA33zQx0EX9TVQ/qtJuLb08HTmxTbv3UyqMuz9j3FDig7y9dGt32nfCLQFneSd4O1AyWyPZ0kz9vfAWoPzYYA6/8fkswcH5lDNpQ9EuU5XvRSz1gFK0N+A+q/QtHs0iOq+MghGjlL7HjSeOdjpfwybxjg8Vo4oFhUgFRBCUj0BIjfrUapUHjyfb8LERdj6xk5UJTGcY7PFZXjpalRUpX27H022iusnFSlzt9eX6Ma/+G+ytIgccG6ldCbzMy9GOwHeHNZC+aAIDvwQZ66qmW5dTJz8LRUy2jYYkGNfnuQtxsEO35yEG4AYve0PEsvxpD8WegJGOK9w7V62unotEQhjprJj98Og+Eemd+aNam8OUfkbvIZr7hcFg8lsn8snThJjtJjiDYvpMW8dEuDYpD5n0qLkLkXg65VU5dvh5waf1VkvHaUWLon1VWrmfSp9svn0iGsK+FiX20leFfLuvT+syJ2MnS6rTJTX+xvQAHirRsnK76rRupqThq3zh+uz1G9CwFB7cmRXfOjnvM45BBidt8PxAtNMxI31U3kTIdFGHcifNcnPobftKW9M1MuD1wuWcrXJtq3avF51zZMwNC1l8edH/0NiNDfxzAbxGR7wHwlwF8GoAvAWCnX2o58fI/FpH/A8D/ie1Apx/CdgrlKVJpB4r2D5HPjPTkbIZAF/Po0vDOVrMEEp5H4SOjTOY6Paa/Wfo9GkR1Wh2kOgY5swmA6iMBEI5lwTGrk+5VSj4PiBojaVWO1BFunaXbg1KMZguRwL9BGw0YifFzoLOBkPZyTe3LNodNkbsmb6twv3x3QKnZ2Jg9y8BC0Emlo55kApr9UmF4Zq+ioXQc3eOlcOEoB49hhDYFKmB1/ePs+BrlIfuQRpuZ9vQ3mgjsZYt6oOKVv5zpGx2Dy6jTu8L3/ZEcJi/byRFFOzyqyxGQdZJe/pShBx2htwmGvgjbeUJfie1FbH8LwNcC+O2U5vcA+NHYTpu0Qxf/tUNnDBFdFJ6NAyX1jIM8t5wq3IrXUQXceGDfhC4BchndwBC/CK+M9yXpbyHTa2z/10JvIwSQ6N8ixq8lAvFqukiIJo3RMnqQW+jwJvER3VgZCn1soH4l9NbAUAE0X1z+RmkU24mVX3ZRGfz+q7LHoZs8TAZKDSNb2La8rBOw++gHA4Wf69lE3XNpicJsE4BfLjMhBRDY8om2RDzTR6jctQNVxb+PKU1jIsr24sunMHOMRooB41mQw6yU2LO8nNY+z+qh8KnYN7yXLJentUftG/QC0NofiuxuhjqjGOmQ/p1trn1ohjzC7zUJ98VZ3cq1i15dQrPInNusPZBncK86tHSsgWbwWtpC6y9DuwjDGoqydKt4z1n4dPXi+rm+MRlE2aMic313IdDGfI0C0j2KYEng4XjGMoLIwEAvtR50TX3czJTr41UPoSOqbPnIDGqUj0N5TEo/94+CV/nFR8FM/6bGaKPt3ClXTqwvKLP4Nr7x5Pf5gYVeBd3Vu8n0SdthWYrNUT8VwMGGhEhokNlgETKS9c3X5QyNbemiGePNcMI5xWyDbrVhbLCK8dtEoxFhae0N8SaDpVnKyHyGH6xWFbJydrikyVeN0CzqpQIXr9fwDFreFl7uFUBUVwK5KjvYyoTrnP40Dzo9u+WPSbUQn3frLPS2ekFvtDvZ0QDx2v44SQXJGR9Fe5koGWCNSzjOexXG7M3MeXNYgQCBOSjroxrTgHhH9YzwE9ct5KlseHwhpI0TA+1PY+6W30adyapv7Vb2CS0fljHNe2dItgiElmfBKrr1bSmA31TKBw1SXepLaKMSRpSBJWuHwkeKcvVJgScur+jJ3kO4AHiWtmk/AqJwiGLFKTSGXBsZ5qLiIHBjgnXM9lYUUDuIdWmAyO0S4HLKC6ANfIraUmSrgE1KmY9GnmvjU9t4KX2pALFqm9etHbeXIxsDcQJm+9Z2Ae6FVFzNg14B3Q8YEmz7AjiEoNo2UdKAr1nIUdeI0Kp10ABl8EgZrPYWbOU8aCe3ruQgkDiE4g2206UJAJFjs3vtJa5oA5WdYEU4VkABFDx9tmfh1w99tGHLn4E4lr8FjooBe27OS5beMUr4PnZk5MSdnDlmU1/t8Le9lNblnc2WWU6LEJHhH8nidKUMhAiYcp8y/URnlcnnAHNxELVdOZ02ZRQdjsCgiw5xpfaiREDrVzFpEi3h/Txd2w2BEJV5EA+nVMZs3QAdfuGUOX4nd/FMDGidjbCslUfJZC9G5kqGstx1zUskClm0jnkRQFcFlu3+NrFZSNDWH2r02AAItUEFl4ptzJPd6ManyVVOCJcgv5B+uOtUc2TDWANbK6f0TdWBrlYAT/DEY9HKQLA1Zq9tvJVG0wUNINdZE7ZXhmjjV8XM2ovMqb0AugP1D7oLuh8wFKZ5HCkAgmHOfICKdxg80BAMQ1e04NiuYOw6ZpfUwvxm1OoDsyya1+UA710aVYcdFjmUi2xDBAYzmdk4ifaJd+qrMd8gvVCdDhH3F1pu60BlInIHXEbtmIAT/3yCIibgdpoGxpfK7/33uXY3dlk+BncsE4GaKsKRQmnsc6gjAiIuq0YeLDIQ0wzKdaAqPjyy9xCEpWK9K9Cle1ynKkDIz98nsqeALamIq4KW1+9kack0ucmCok4GIsgayrQnI8nTfbLAZNtH0cy6DOh4vQ3EI3i+2lg/6BZ0R2Boh+KMOyGe1R6dqQ7t3ChMTjOMCCw6Z6mbyanvMKuhXBqwIxA284828PfGYDAIHMjaLnbyH6FoSI/YH5Velh2qM7sIeJM6HN0rM7KXsxWSLUGTaZomAnNYvvjOuARlhbL6+yGNTNJz9Ef7x0P5Z9+z9NwvqwOUNO9UxRFg07julpFYhPrcvPZcZI4WDBleSmfzXlrUwcnIWXGuqfrGYPtIx8jEZsb83HfYZmgVctwxRyej3xIiKdrrIB/0bun+wNBkcCvg1tBpK0UdKdERuskGMRKgvfjVZq1hACql15UP89syqIEZLT83X5XOFiqFVAsNchia3AO6k6UriKK6KN0/OqwTwwJgcy58gKDL05xYm40NwNvI4XH+I8ZV0d6NxH9h5p+V0ReO/EwVEnnqgEK/6sqs73badOJaw4EOae3K9+3loAE0xGBOV25XkZZ3W+aVtkmWecc9N5O6M2YfJmNeinqGjnC9QntJdxGuF/iuxGc2AVjLOUMxrwYe7rnCrba5DKXduJ/Vl+fy0rSra5iIlGs7pHLo4OuYDfcm1J3XE3i0H5xQOu5A4bMeVpmIciwyG2+itDmxUWx7gDhNEC2SLYXx0raa7YzlUbk1oW2oZv5WGLWjmwReC/aIHpGh10H3C4Z4KUnpDdTFYGZ7QgDUw/IM8LTZpNZZYJtZAJ1RZx8lxHzVNkAF2yBbS+RnTU72NYdib1SvDIuhXX0h3amos/B8BXCUhjCXm/Gqz8ef61NibNF4VDmic4hyBtncdQA0lXfQeZc+8hGUN9MnTopAV9U7n0uDBsgqoDIHwi+srAKGOgr9JQ6gl0Xojepaf4kj8dC9uhdC6wb/ulm08pX6wW8pr4CFgFnlb4DSxgjvx1hJF8Knp6NvB9IFP6qgZ93AigEIu1fHRwKSO2DMzWlAhkCRHawIRTt4kUBa5MUboW3PiXsTu5AMtc1KH+e6m96qEWEFZJ9bmm0OpM2+MMV+7RSD0BZJwtp3W/3qpAvtvnW5yqrqBm0/1ujwRR2IGDBgvW19S0jXHPk120j9tnYtDXUO/V7KafdukuoaXn37xTaha2dOb4hdFA8w9FrobZ5A/fbJGTp1wKY+r/fgDQrPgGI+u1QEx+OLc2SetQ4+uLVrXblwlKiR1E/3NnXi0QOyfGB1QEvhQUVC3T6BaCwkKS4zTkogwoEGciCp0ANZQhplA2e6oXI7GfZ4MngZFZvVPfJAnobb0kexCIAWEOzeLxXbm+prPB2gk0EbB5Ahlj9EhKJswjIO6mYPzIF6FISuf7hf7hi4S/qLZDxsSFl1BNAnAmj0vE6Elvac03V12ml/k8/AoQR9urpV5vTH9YnX2ffRvSB/KmjNH5Bp1ckgLw1PLWCo69fUZWtJmTzZPdNTmCgJTwBnOuKCrc9x3x3lyyKtWdo4Lr3YD7ozur/I0C1ob12GZxhnKB3MYcoUIzo7gCXj32auAyG7aAx7A5yv31ldXKo/zj8SJXM0HVogMQAAIABJREFUExoGz47I97YndC9lgUdOwdqJncdLlA3UpcDDS6IZKwaoM6DzNojqpcNwSciib7lLsY6O6v0Su1D423LglM7YBko7XAIO4rzG14Ctb7VjPmhE9wWG3KxL4MCBC1XT/h1NHOgA+h/tszaZqLPjjOJ9Be0b2KxHOnDDDNRtpBV+5vNIWRevP4u34wC07bGpxiJELOrMjdKlMzZBkG9Q91gfFyFolXBLbRNmbiljryxQf9iJTKX7HI5Q5pQj35ek0A6n6jCb9kq4zjC1OVYgffdex6s64viKXP/clZE9F/R9RODllKRNSWaOcviKJd9HdXMTm15+oI3b9vJi+4eiu0GnySJNmTwWKbFxUcaXi/Qlco1IuovjVO3ghHm67DmZx2XjJ5ajo3ZNI1ScKYhHIP0lSPFYJnstdEdgSNpAL3sbqiMPgMc5erT7wCS8mhh+t+GxM7CaO1Mz2tF4deCoTKNoGaEecAbQkkaxAqtsZ5IoaK8C11eAlczsWn4eywBBAClgSeveEwKVtgmcDzGzGaUBOeOFdm1Az+k0AhHix0Y85Vf1k9t0Tu90HHVtfSWk6/aRZLYqOtpScDvksrU/L+PEPuX6yHCHaH7b7Yvj98ZZNTN20VEznUFpCdDICkzBC9V7BIKU6hLldctcDHTcy289IHVnPGUOV4JKLH8EDh3wCAAlTdPfc5vimY/STeJd93ZZvmwJlT7dGKp5E5kQ8s9oNBZCmsz+KT1r7eKNTzqBsLaz+9HecnlnQYXZxSpg8pzEHKa7ghSC5zvfrfK+0P2AIYU/qbQMfhW0zarmPJMZktsUCfTGIhKNOzfoyeBu6+z9iBIyCP6grxbpEcH203obsGFAxsP9/CzQO0N5Jm9cbsq6DUQ++bqCxFXaGUfxJGpt6brNjCyPpY/ESi4eL4sKpU4iOqYTFPe78IbozqHURNae6u6xiJn55dmrhn4iVngw+J2zzUDE6KjaDFSMABx3jNinRuCJ167ougIavhaUgwOlRTqDLCOn15dN4DJLZwCmjjVfhiy6/UjBNmmHt467I3v4Gr7duGjulqYOV6ekU7SXE+d659dD6CrbqdLg8STdhvJ0PxJX3vac2U/h1jZBROh+sd93dd8bb9FEdEAF1RZXKoprgLcxmQaCB/2pi0KK5we0vlgnXDt16e7t9dcHvdd0P2AI1P9jh06+Z2l39ytERyz5wK3OMM6A4jVnCPdVwy0GApkDZysUwYgDMZRGkcymtN7fltKSwyjrX5m2RUdg9cmATEYTo96pa2SsRs58mm/HohEQ6kBNNJAMrioKDbzCdQUO8fkZSpaGdlYVazbnwI+UQ0pgADGSI+PbRwWA7CyXGY+hfMmp6uyQD0U1rMjAyolxABw4sOJ4zUCMTzuMOtknj8MOlVl+pbHvWc3sXab6bmKwRyOAUtFJ+yr2XXySjtdLgJCR34jPXggAPfYMvQ66KzA0pATE3Iz1CdvgM75w+hvTbj1f0Fi8GjrqnFOEHK6F0nKkbFRAnPlfsxM0Ok+W9Qq2AF6+D7yjPsa+uFPRtTq7luJkK4atdvP3t3ZzTieNB5D4BXQE5J+h0aGKb5MUjz1Dr4XuCgxtLy9sZ/Z04XXzIRJmI9kMyUV2RgWGr7M+zQJJghxmjjAjS57JmNVl4Pt2yzibZ0aRB8/e34UTjlPjoFNe7krLY7kP1CFG+oSujYeovWCSeHbgCbT0wgwScnlDUosO1ihfyBOjFBlvmJwDUBX0MlyecHwPNiaPaRPhLA9XLvJITMIq3deWGh7mlTFKklXdlWgXR70iKnP51eej9HUpKYuU2ff4slnuN0mE1PHl9ibeNoZkJLel69UwJOuuHU3G4DDCXD93jNyL4RXB8+x01we9NbofMFSNN735OA76Be3Fq2jPSjbiY0Zou7UHcqphrAPcjFJLsyEulvek94+gJxv4ZASzes2XAE/E0M9QCoAQdCVN78HqpDYqA3uAd4adHD3fmicac6DtPwkOo14nzef2gyb3/Qs+AdQlScrHDjlGk7T9IsgFhkLdsuVVFzygMaCBbyf/pAt0W4nGSVPSQaa6wiqo+49c8Iyq5pyrtPpYhsonK38m3CjDAM8casMsA5c14N+NFWy6EwY8DJ7tnqDtJQvLhgpse5O06TH9QUgGnJCkiXYm2htOb9VNAFK/r4jqKNTmca8jyxava4Hhuvy14w/otPcI2phuGJ5SAOtjA/WroPtqBfF/bu9OGUD1BFXOw5+F2FkOHcLI0O2lNcNzhJ96Y9CVlQC2PdCTGivmGdKbbDeARvOybp1nkLYz7OG+7zMt3XBGOhOhm4GibuB0e6pcHmocTsd8wsnX3atY+CuXXe81/qLwcmGAhRNAcnFEL3NcDApCGh2U5cYnAbPmIPtMwyYc1SW0UZo/tuOeXgaAepxew2fjs20M1872VVFEnT3UkL+7DvZTs2ck1zSqTmnSSCvXowNCV1IcV5eyvx32edArpvuJDAHOmKazwZMGKA0Jz2Z8N6S4ObVGu1600Bfimy0BDgBJKstErr1muFZlI+A0vHdLGoXuL+l7maOO0YRrKPKY8XwhvU0jgwfpVgHRjkZRhgMkUn42fklbZXkIZwt/H3S3Id8JHdLhXrkZcDqpRweMj9A7AD6PPUOvg+4LDJ2lnT7YbSk5OVC6MHHkL/DLHaOI0bAA5BGjRI5Mdqtf+1XZaOrt83AUQcO9xm+irw5kWig/FDn9ucsV3qXmH/Nx0aHEmewae5pdp3hmBvBE6fDN8zR1arZaElUbwVIMNN3CCWMSGaDnQwcWnaEUwUTckhpHhA/LPUjn9BT1whE75sMNkD4/JhIfwdG9LBYo/auF+8pBBPPBd3bcxKUqowEbH6kj5XFE66jdpSzT5eMj1Yl5q82KyDC57gQ8UN5BUn3sGXotdEdgSDE8xRZojgmYONjCSYDFXl5pjr2e2NzuO6NNYICX5epn4S/FaLfVL0H3dukrpqcXzY7V/Awbcal1qk7IDIidSL02vdheiaonO/MJwZ6woSRdVUPu0hThRktAZ2bKFam1suu+GWLplmZCGtAei+qoeHYbyjm0DLl333iO6lrL34BA9NXSJ23OhcRtmXyxa+a8Rht6uaC9tuFxMqiTA5RdQ9HzskRUx+eiVUY7iHG618h0sTa2Vs3t5HpNnWkVvwAgUa04RG2MmAGJf5EMRJWH4uwHXdfEpH/aD6QrTSyCHt3fbKJiz7hMa4eZaSqyqGBrA1OGO/Kg1KDrU4E3z6pC+ygxEA0n9Sf2qtqxFXWf1HZuEwFWl69c1DKoz7wArS/F+EGn6I7AEGAzpe4N7i6N1jeCZzOMIZhQGjx8z32n24K2I6saLP6kTLZZuyIsYpbKMn8c5Ulng3H2o5uhcBM58sHC6Qgobt5SnX4sb3SsvQE0Y8+GPcgWqyShOuzoRKESGjAz/ARkhkVZeyyArj6P5evSk4xq7a99WjXevB8Mnr/rA7Uflb4ydGQFUia8W+FRkMzRl/vcbxOKe017eQYPRkAo6gUGhAqwUZ9FQ5sAABbt72UNHP0z91cGSGg+3coEKG3pG3UyAISjt5pD3dIHYVi/NA6tcCl/tc/UzoI2ibK3z5dMutLm6oSyyOEI5FQgysoAfc9InALC/qWQLxuAFZhIszc0Ea3gBvAH6AYRpYLUlkdtr119KbDCIkSq2tpH/flq1q61DjciBR4nUL8Suq9WSDqpHBm8O8/TsH1iTCqPoZHwz/n0Zy5ABg5IZzF/x2tQdpY2LYiyhNmVAzp1E294o/2M/chBJc6rM5yg+xmPvTKRONAdHmlZNW9fUU7vnmb1zfKN0kcapS8ydfwC8D9lz2dtNaDDDmOiw86JjmRjcJu0qw7aaihOAIcy6tNsF2L/p7ySjaGO1wAklQwSojRd2jh+Bm02mL8dowggs+cjGQ70mUyYaIO6CeyRCiXt4bpE0ma1/Ni+7ymJyBeKyPeIyMdE5DtF5LN20v+Cku5jIvJXReQLzvIUkX9ERL5CRH5ARP6BiHyjiPxUev6rREQHfz+H0mXPO3mupfsCQ2foROc+YthPLYns8eoG+PaTz24D9R7wOEHV6JzOdEc0ApSSPC90epZ4FvTcirL63Jimupjo8GIKy8sRuB5qmwsctHt8oS5vqYaUDvJ/zUP45joaAaWXLHOXtj1Dl/4dKkHkcwH8AQC/C8CnAfjzAP6UiHzqIP1PB/AnS7pPA/C7AXyFiPyykzy/HMAvA/DLAXwWgB8H4E+IyFN5/g0AfnL4+68B/FUA3xHE+jUh3R85VPkTdF9giGdg9DJRP2uT8L1cD6xCOuOkyECNNAQeGp1PDA2nBZF8Ktu+gzgziS9o5Hqh1VlqXcN0kL+rZ+HlCHUyVgu2XuP0QksTi4++KMLzSEeBZhKNUb7n9H0y9NFFEaiutr+ovmOuj1h1kYy4WdTeh0XPu/5R70frjHldZjPX2RIXPR9FK9I2S/q1m6BTn2jtH4ahoCzxhHYKM/NB4LQnSdKM8o5A4SCSYvKeIbfydSnacPYgjMmqn8A8vJza/dm7yqita+5E34cnRiUq3E2matk7CtCknZP+eAikxDSJDTucN6MjfE7S1jTLxX8H6UsAfJ2qfq2qfreqfhGAvwXg1w7SfwGA71XVLyrpvxYb+PhNR3mKyI8H8KsB/GZV/VZV/V8B/DsAfhaAfxUAVPWHVfX77A/A/wvglwL4Q6rdEft/j9Oq6g8frfxRuiMwJLC1X9ALCRswaIZACljKBh1T3ffBDjdxlnUDJxn/6thiAWwo2cgZAGIgVP+4Lvy9FFhfwihpfauGuP5BdSbHrtMpwEAXrj/dC0ARNR38W8UdXy36noEEOKEdCAvyTY0VtaMDsbVNfX1aWfzXn+sS+wY70qqHCKQYTE9A0HR5lEnFyTjWAcuQPdNcj7FO1t8XbBtmF68rXRT6hERXA/4jWUeysyzw91I+M2vHwCf2jaz8A47RyVHGpO1B8QnD1wB6VIOt6MCO1E9he7FSRNlsRAaU+I/licvfrINyT4Kt7QAbT0rRAy4xoJblP9DtOxNbZcsbZobNpkeXDMbCLehZ5eK/PRKRTwDwswF8S3j0LQB+3iDbZybpvxnAZ4jIBwd5/mwAH3AaVf2bAL57Uu6/CeATAfzh5NkfKMtt/4uIfIGI3By73NUGan77eds8p8OBb5sehx2bjGJ1/po8j3+I1xF9JFT5StsUWAybGCiy6MQqgNALVQPo8wYSmHWb4V4oNt6Ctjm0OBVZFbpIcO6ooEctDbyDZsfufpG1tjT9/gkEkFEaza6DQ+wcWZ0har3f2RGuB0W+GvhpxVp+se9KPCJPk2cIdtTJ1VG8t+NIu3zRIdvHoCyr1zDa6cCWOJDXIkKtX0jx7Eqnv3eycYHWbyNoyOrJeu0QUZ8vghP7FWQtz/HODUN3N8rJDw3kg+o04Nvq0T+q92lMpwBktT86qdx+7FAmSwYelPjKoA4uHcsWxxXx0Zg28lXf3FgFsrQ3hLlfjMX8XHa8ztLS7aH5Nb2GzNytGF/dEAOV4uXaDdQ/SUR4SelrVPVr+DmAJwDfH/J9P0qEJqFPAfA/JOnfFH5ygOenAHgG8ANJmk8ZlPv5AP5EiRIxfSmAPw3ghwD8KwB+b5Hjdw74XET3A4a6WU343CMbD9lgyxwZJ88cz0zUDNFXL0Sy1Gf+2kBQ+pxFDo6g2zAYZO5NQmSa33PAIBPEAZmDFJ3YRGWHZd0jB14SHvycPlPZXD4COyOnHvPL/BdBF1MAI6kOT/bnw2kzIHSGJvozJ7p9TwB15HO0vB3qbMAtaVIHi2Lwy0bTPYUuD8Z25YXomj04zl7dWL9voepvi35AVT/jXQtxLYnIP4ctIvVL4jNV/R309X8re47+E9wYDN3PMpkA7ryeOkul7/yJQXSg8topT8NgPSOqaP3rokeZs+AZMM/Ao9w1rXfo0yjIEZrVU8nIdsbWQgaJIQb2X7xuVR6kmxraS41+BIwJEOW/YdTR8SL0PJLP8lV9SZJm7uyG9RnVadR2sb24q8Uyz4yBAc+b02zwJv3wTNpkqLW0nMfaKy41JbIJjZPwIBSmNKa3ZxxprfZPwvECwSYo8zTR4wQg2o1gMw6r8FYgJus3o7ap/bcfLy4IG9MMJ5V7s53raNXl4r8D9APYIjSfHO5/MoAYgTH6vkH6Dwu/Izy/D1v06CcdLPfzAfxNAN80kInp2wH8OBGJ5V9F9wOGoG15g/a0bPtAtvsa922Iv5+S2w3ZO4ku2nLE2FLZIk1uWbT+WT1Q9q9gAfSpGTsGRXVPyuLvdwbsAMAbGRjh58VASF3Cg9+H9Yy6VyAu3bn3bhlPV74QMEh0OjNys3xHiMFXrY/UfRYj8CMr1Z10AkU9mFJWqX+8f0NWgTzzswCEGCBRGU0m+uzaiP5YviqXVBmq46a9Z5yPy3dtQDxr3TW0PdE0OtH1hVDWwfZzZYX7cf7BeX1/HfRDJPeqfoT+Yr8gYBT5BuIDF+Vp3WyCCW5L5Qv/aWcr8KTQJ9rPWNLok9kSso28r89sidkWtqOklk1Q+rOqRABF1xWMZZMxejZq7the9TP0x5inzh25T1v71HagPj+wH9dEuUak2M4ZuvRvl7/qPwTwnQA+Ozz6bGy/AMvo2wbpv0NVP36Q53cC+DinKT+r/xmxXBH5Udg2V/9hVeUY74j+BQAfA/D3DqQ9TPezTGYgSIHuBFZsxmA7ql7Lnht4UIRzfrM5/8JTCgMrM2NmBm5pD7Xs/9keNEstQIucLCUUvqAdqMaAB/Ty1UU3x8hGhRbA47JI/G7VGNW5VoMdJOyAMm1LBgYIBO2U6hXbHoanpBDtyzAnokUZPEvzoFTgwkzUHA7N1fyag1j6Luum87r8svhnVXf0wlRZk/1b5RkbeDElCTaj/Iy6Wbu+o4UbwvZ70Mb5bS+c6aIBECvH9FZBrHUvk/dpawvbL9IO1itOoTzQ6GRUIKs2J2+3Ex269ojgxp3+G8vAnFw5oQMj6CHyjA6Vx6tSPzZdWV+2fS0RzBAfNuPtTfElyVKKWr18XjZqdMEWPbZ8BnpU6unO+lTuPWnTw0LLZiLll4ybTag/YLAyihAbUGoCqdlSs432PNhLp7sM3JTPOg7FnTM/Bk5RL3Zd6li1ZMOEQSaa7ZTAS1Yp9hFuslLrZDyCEax7p5Sub0SKYxuhr6TfB+DrReQvAPhz2H4t9lMAfBUAiMgfBQBV/byS/qsA/HoR+XIAXw3g5wP4Vdh+In+Ip6r+fRH5QwB+j4j8bQB/p+T5i+j3I/0bAH48ko3TIvJLse0x+jYAPwzgFwH47dj2Rv3IZerI6X7AEECzCy3OiywigR+3cZdtP5APbDQ2brDQIFR7bjz4MxETlGTzP+pBkmwGtUZ5zFhlxij51GJM3X2ygcL37TKruznKBLwI13stxlcU4Fd0oIAH0V4dYWmgj25Ic7iKttldAw8gtId5+KS8ST2ZsmgAVBxINbmEy6bIi/lDFdIhYx0TcSV5V0CX8l1bw3HEQrQ43pFVjoAxggfVdqqvPYqOB1aWVj9rPEksV6a9joJlaIK0pjvjUFy05qjPiP0kjNUeBA14dG1fJlvZ+LZxYl9XbDfqRKTVp5MB/fcaCRKFLCt0XbaNxtZu9quwRWskSRcB1mYr+NfJDvBYu6+otrGetA44WzlaWgPQ+kW4Vx+If9YGjPjOwPyiXkM3Gvab2H+79ocbQ9sYKHbJxuloVpzxviGd+In8RaSq3yAiPxHAb8V2Rs9fAvA5qvrXS5JPDem/R0Q+B8Dvx/ZT+e8F8BtU9Y+d4AkAX4xtae0bAPxoAP8jgM9T1ecg4q8B8M2q+jcS8T8O4AuxAakF2xlEXwrgD57Twj7dGRhKeqoLe5zoyd307bYkovlG6gx4HJVpljejM2lHRRpIuZhB+D5yTOn1i8+obkJOR8Fp3pzSPSk3VtV7ovd3Rtc6TLJZQzbi053j7blWEFL4vljznrVPnPVsvhcALe8zqepXAvjKwbNfmNz7MwA+/VKe5fmPAPii8jfj8wsmz74Jx/YRXU33BYb2RvHgeXe3RheSbO56C/vyLEotTfen9SWtFrHZrgXTF8yaAJVxkDPOLvfABBJ8OOOZ8Rnphu/RrLAt17EQ8F6aIiduFl2eOR43AHFTmsk9zNPq4rZEJTyqiiUBkkcN+JkoSXZ7lD/07y59bMNM/hr+aRECzt+PpzlaU0F9waaCwOQoSpGxku29dR0QtfTDCYj9tTOt3Moc99skj68nxt/jffGgud42U3DpGIhLkrcCDLHfRFOVtkl7VvcomSUc2bKMDUeAuP332vUo76xtb0SqeLy1/pXQfYEhoIRDE28kfp9IF3KNoAI0SImVjIyIDZIFfjCWP/8Waiqg5tearr1zMXESLnzPyCHqIOEfeeyCHly2xT4Bjw4gcV2dfiegMN5OjJwDdqybhJKtJrWcznBnDrN1qxZmt3ZOAMI08i6DctF3gW6Z6kpQlPKRRKb6SQPA9fNygGTZG9aWREwvuu1nsfa3070z5bBoJS87Sdf9eUwV9FDvZ7y5H3b3tS2VkB6U9OH6gdXNriO/7DrU7UjaCoDmXTrJSJduoO1kIx2n9q6oths/bAMtqeln0W4/Ywo0UNo6jjWlNgii2IUbG1yGyyDHwBqPMbqXyXAdyeOt9a+E7hIMZZGQus9jZAj2nrNTR7sW+IGl2YCxjQ/mLLv7E4eg9BcNEhfqEFzGpx9wgiQyAYxt7sgIJgw01hPwDqXel5rHDF7NmmDGvDxNjVcEvIeXi+JeK3c/ZzAEypnzZTaZUT67rkUNtonY8ts+iZRbclOpbVJZrCxBt887gpLaDyyq07U/inDSdKJ9ORWorCWyY/nD4Zi6kKxZhQ3YUF3dHMHGs6uP1SnIzYAolGG8umsex7PmNTtBUeT27AwCTljv2blI3B6T3/lUsMZ14/HL7WTtaQCXdWz5pLuc0iGNMN+TKjS7Lgt6+34FKR6RoddC9weGZpSBJDa6O0BoypoNZyzELgv4MV/hgEgGEIaFkfxJ2uoAQ9Qi5ndlnzWOo8cdgKBPoROo3afPNIrY3Gx57CifkeHMvhsIgXTPh7N6l6/n2zvqG1HCqIoXly7tHkVdphOGga5qdGg0Tk7ScAmzdvqD+Sf3XXQsKc9FIZwM7fmRaroxcRqt3JhOYq2sjtuv8WJnPsCXx0MXER9kTuxaA+eTyiT9Rlbx7Tzs57dtmytPoH7QjejRCtf065t5J6LRvqYjxkEPjtNr5JZWdL/3o4pxfTmDsvt7t3caWb3OziQ57/B7LHBSlbfiGx0gvzDvUbpEocnyxjDdKb7nRYnFOBZ7eKabL1Ens9CV7T87MO4P/YAhpgkRVMDXYabCvXTDd3ztydnJSHxGAlm0Lb2fALLk9oMeBNxzZEglnWCcIhqA0UF2E5gwbtVl3BLaz3L9z5i9gPWljCniKIaG7tXtRxxXTgxdtwgfZ7MZUZq6PGERnkXq3pC2/h9n/geVH3Q4m1G7Sf/UYvuXuE5D21Q3FdR3aHXRvsCv26MAtOkF12kIgsK1pZvt78jUqvR3tL/PdHFmbWLgZNNxl8m9x/dWIDCL7mRRsCBDNwx3QIId/+CW5oHtTCd20Grn5UgZ9K1MqEDXEo0rZ6dpKdte5Az3We7zgZlUB5ObI8bVPlqdWNage7fUynKOdBLLDDwtop0OX65Xp2BNi+vK5OyJfe6+z8YCXhY8KQTrA529CrpfMAS0AQzsz77JiC/Fsfd7f8KnXe/15Yl3rwYzbHCpxmPwVmgJ6/fVUJkxGQEFwXb42jNnTPxfBCgK7+jdfh8N4KGVcxgT8ZpekiFdqmLDPORrDFo5pmoPrFD3txiuQ6gTq7cSvdle7NwW+Dz1eXQ4oU7x7B9X+Vgwg17m4xyuZyGl/nvGn6N/I/1OmuocgJkBv0HyiOvde9xMphmoY4CbPYt6ndUxsKk/gBC4dpDSv9tBjqUuNk7W7VelsENGZXuBaYsW0d/qede9PASOWE7h+4r2Ilfrb0rfhfOhb/8ItDKAO8pHf9Vexc9LgAGVE/cJumTW7gOstTE4ef8G9Fgmex10P2AoOpbRrCPLqoMxOJg9VBsQDGfHPoAbB8wGhWp0fGz0eGbH/MU/m0XEmlOc1LUX34O++qlORHOidbPhDv8mUJnOjQBP/U6I9SxNsrBOFPC/3mFQrO2eZXSgQXyzxdnpCKPWvV+zSNfA+dZ7BwHInuqcjCfUHAKWXrbQlXMG/mvsw7WN9uo56ffddcBPMX2NdlraWPYMTxWmHLkVbicllilokBIF2s4j2yLG7VlMy99tmcpOnuZoS92WROV3cgna8pw1BNmXOkayunB9QoTHvYNtAjC7YTABKJ0tNDmz9somuJkYVPWXJgWOvmPsQS9M9wOGPmq0N1BfKvQ6mi2nYHKCyjjNnnV6F5tJr1Vfp58DutDMgu/QAfW9FR57/C+gi5t9BIjGj16EOvl3xyxd6qD+txoKDFgKpV30pYbeZGJ6FY9R/ls0/NX7LlKmeH6rvfJBI/roQdIQlo8/3ji66bF7lj2norqf1MfCbDaSCDDckBjKl0yOYPTcTCrMSCV+53Qa8mTlJDqIe63cZ7zfZU6YjPYTHKFUt+Oyu0ezWeWtwOkgcmSfp8wmz9xjH9lrz5NlSOw/wFxfNU0/BvaSHRIrZNjV3bAftKhLHDuiod4jvSZja48k0V1279YkmbxG6tOktFe3Ew1Z20wBcFRpVN4MHBUeM9k5IpTX/wFa7pnuMzK041BSJyDJIKdn9fsSnh+ZbpbRtb2Nvp1ErWr7AtBv+kv20EgIV1cxuHwLh7N8sDD2xq8OdkF9H1E1guW9Yhb35ne29borcrkpbQulp8bDDE55m7Ys5bUkk7A5160Li3NaGZSZpHc+mOo1elWGiRiXWNxkUen7qF/YLDfVAAAgAElEQVTEPrVHhY+TsXwqr2lN6l1fOmvXtG+q1gGed13qOdC/a1r7MkgvinSvVJeP+9hAl5XXSCD75H0wO8mtbHaGbi8Ng6DVQJLWfPzplpGSstQ6iXUqKS9TtXui5YR6uJPqW2co3DiayPqzx0h+5s7yZLZw1u51nLU6sq1J9+wcnfzEciz52qpciw/2iNtMYz2cbJvQ0/6TyFBv3RiQKh7LZK+F7hMMEXX7NJT6Mg/4ziBIdfIKPxijYUydXzTe5YWK1U4XI7c+2wCj05fLHppuUCN8p+S1biEPOyp2cEIbOCHF4BgQMlAQdeKAE/2ajCubWBi3ubrWD/Vk4XSpTCXdpjEEQdmzGcV8Ub+RGJzG+oANs+9w1XBjjFcc/8wJBRA0nR0zMAPlW9usuAIi+LSa8c7KCHJt1837Oww/BCza19Pu8yajUSThCBA6k4/BT9yIbHWruuwdbxRz6GhtDC2tespy2URI2vU2YTIghF6vDI4EXVSspduvv9mGelAmKZKBUzV5mV3idjsChGKbdWBGXPso2adavm0qj0CfZbT01lVjG3PZlwC4C+mxTPY66O7AkNDAmRpEHnCjmbybeU/4JdmG8kl/qmx9ibMEwTOQ4AoKj8OArs7QBn90/vE7OTSe5XW2NSw1Gp5Jt7wMDLMdwCdFwDrrDcqbAqKBs6wzwBk60vBp+SZO1gWwWHcvYcs6JyP5syM8CBjVdo38h2NlAkiIuojAKKrQZaS0WV/OZEjajvPr7ppYIsakilFfDhRo6LKsc8K2KXt23gys+doJYoXLhOkJ6gBBUp+Q3o3zWR9KeGSv2zmy8pQubWnfZjzua5tpwkMFojpW36h/vQCpyiMy9Ero7sCQ/cyWfw0yPNOCifHHS5CbosC9rFVV2idQI0XV+4YoBPP0v/6hPEA1UF2VIr/seuCLDuknMVTXkEQjbEJReZl+qoOO/rwDkSPDOkmjQSfa5IRSEexE471Qn5o3Ot5QBoB2ZlWpSHTQXTTJZF5be7puswLytBnnqmtJnEqZgctKXVpRI4pZmU2mFmGJwLt+lvK7ehoGSJywcCcXbMtNXA6oHKc3dWULlc+TAW4Hd86PtRs0PZvH/YI08lmxRYdqWzXd8NJT7IOvYt/KYLwNk4/sF1MFsi9og6fla9OtyfuW5Hi8juN10H2BoUWBRcr5GdqiIaLFqAZwoRh3/M47DsokY9uxqYAHNfoji2JZ2n6A5WmLm8uiWNRe1bFstnFVrGoHsAFYNsPvojxml82oigJ1PwOc4dJFq9PSws+S+RfJFp42RtVjrFq16Ki5/uQsMqtiADAjBhWV11p0GEFBBQPbTE9oKU8h7RUQirrPQwWQolPhM1dMVbSUgbUoYykymG7Fvrd62lIjrG7G9wlVefJc6vNEdWAnrwI8qeOJUq/l402ftojo9nSVM2pk3cqRZ0A+lC0fNYM8A/okYBu8VUe3M7Ys+SrQp21MLR9vfUqUy7D7W0dry7C+D1bnvgrWsidNqQPKKsCzVJ5Vr3V5j0BfebZ8KHh+2m5y2+JJNx7Gp4Ro5MNS3FL6O1qb1bRWN7uGAT2pfcJ0a8BFRba+wt1ZgPWp3bB2Wj5sDbYdlFhkEy36lu2FtirA04Y4VQS6SnPWDMjq7ImKVtMFNeYZSm2hoAvc8tDOAI/QMjjb3ZCu7lEUAFoOdFXUc8rSLYWSAKcMpB0AYQ2sae0rrn6nZoIPel/pfsCQKORJoR9qGURbp65vSq6Gq/R7AhONx7wInhCWIt1SkloihHdwlaWx5WnFU/kTKXPTpy3Z01M7RfG55F2fl/LZQFwty2TlGflaTrkuUlaQVMFQMTxQ6LO3MBUkZS8iZOCo3ja4kHl06qQnB5LcmgAr2F+bQwJAh9UF8FLKN+AjJAueSwICDGbvgAIGiuNbilNX1ergV15usb1UBJoqGAgOFAuwFP7yDOhq/XADJwDqicStP5Y2K9GZSuSslw9RAQXebI6G7bYBxuXjxbkXp21gqMonpRzat7LpWLCSXPpUHLSgli0GXAwMrS0voMVpt3av+2tKxGV9szXAitI+BDINvFW+pa1kLfJKqc/zJtMqiuXDAkZsz8hTe/P88oy6+VlWAiKLtnqXspcPG8CpeUm5a6nndkBi04fZFNfHLNtTA86Wr5ahUsajbj9iEIEaSJWlTOY25ayybO1Q9N7vaYL/zhQASwcsjvp3y8v8hmkJ/BREaUuXumg96LHKR8/E7KdFzp4pHctCt7hOztaQrHUeXPTkqkDj3NLVNtXwPcpyJW1d8IYMH3Qx3Q8YAkpkCMVIaXVMdu02/HKnRw/6R/e3m8k9NkbJjEyWDQAti2KR7W/bQFxEX/xeIhHgQ2yOcX1SH6VZUE/cNdBlvxgaC1gAz6K1/p2BiW8B52pElgyI7NOcXrE2DvMouqUEq2enYvV/UhyWLtqcJIGzqhezkg70oIJCAXxh5tyL09xU6aMxWgCGruU+bZ51gICAEoDN0evmNFUBXaR+B1BfnyD1BGtp9aHXwYsDCk3uBYJVKDLE4KoAimUAhjZQ0gBRPM28OoA3W1RSF2D5h1LbsQHIojsAq2510DfN+1TdUhstukWb5MOtDyuBTIvObEDDn9ZcWnfTxYdoJzc/iasbBA1gBTBk+pMSqXPA7kP7XuR5bu2sQsOv8HVgyMYN6a+2ccmPpemsAtJl6xdaEq5vtrbDE6lsKZHhBPzYi0W1nlRNz+N4lfaWeAce2uMm7CgCEngq4CKTw6hMBBJxIBZQWOsCQGwyURFMY67EO92vdYS4bZx8/KMOKujoSsFpkscy2Suh+wJDQBs4YUY0HCjxWTAGt1yijz/btuhQ/fkspVuWFcsiJTpBxsCACrQt+9H91CjVAhmFtKp2s0V7ZgZH6flRhczkSOXyidOZXjT4ltAchQEI9UmGcpGDEe3v8UZLFym3LkZ5eJ+LOckWJSO5GEgRQGT/oAR8txAI2pKc1ZeiZk2utt+mLidSvjTSZtdo6WvZFrHgiBvzpPT1589xiTbwVAJ4asdKWD1rHn8ezAZCpdu4G1cvBCgnuKvXNYhn0FcEx05m47ugHUGxeN3aazUcj8K/vo7GwJnpNOq6Lm+GPVomI1g/2ezhlVMGknTwbJbvDJEN6NjMfAHbUP5keW7oExR4vJvsldD9gSGjaOSOpAOqZa0gQRP/f9QY7aRTlRoIiMm3I/ilLZkEZy3xfkyTFkgenABONe4GPOxZ4qh3abZPIRiT7kwfmwWK1FmnCum/PLO0ynws7yLVcdl7xuosUotjK495T0JVZ5nBa5ml2qzfZt91o3CVF9tSJ0VXLBKwReK2T31CAxhoeSrwESrH/ey6mXOrlzJvp0Mt6RqwqGWDml+3e+uT5+HkhKUp8tj94F3Wp/apS9snU8EGOxhrkyfSbdlEvEUTSz2fdAMPaK87aftvZNuDhcZnix5toFGftOpUn1pb2l4Uq2dBTgUkim8HBiSgNi55F1O19Dq0uqvp0/Lb+wCfGlCyvmF1q0uXVqen7Wf1W/Rw3ZbNVmz7IlH6Ro1qqL9vdQHQ3t1Wxg+NozqsbfJjS1YIxGN3YAs4ylJ/OZalvRLMOXwS7TO3W7RxSdldxNpd8+RLKOH1dWB6vJvsddB9gSHbZGi2wF5+aODBedZAbkDxtH9ABpZC/mE2beFwmw0sgAM97VdlG8P2tmo/KMWiBYB/QSXNqLNlP1kBRdsomkZJVrT9MUmd+XOkJrMjXLayMS1LhA04iTO2Km02LgZGnrRFBkC8sNkoNYdSgIhYuWVp0PYa2ebzuidGy+bXpd2zNfzmnAB9sxWk3BaCtseGoiX6BOibsrwk2zKnOea6vLloi45wXZ6as67RpefioLTJtb7RzRGb81mbClcoZJH6W4LKX1s0Yn3DoKDc+wBtmctkMXloqi3Pm86El/neAOsHuunJUqv6pUUVrB/oJvsH8MvahZc8byBoW7LS1m+frJ5a+8T6ZpMZonVJUz/QAqYE64e01LYAqy1HfUD62AYjFml70eQZDiibLkyPzwuw8B47XiZjf0l5tiU9tI3XH6ACQn1TxswToJ+gwBvdgNCTYvlgxdOb5w3gCra9QzbADJi/KYbCXr5swhRQicUO3ZQambP9cjzIGRjVycbSxpVNTmTp8whA47np9xARCBG1Yzbovo25CHqs7GjvSlphHiYe/fHSPv/KkaOG7deTZn8O+IYHvZd0V2CoOztF4X7VElec5szaoYvlax1gboKwxysAsO2FixvosfCoqmBd23V7MWOyaRIoyybSpqCFHBBaxT1wK21rMxQGMOp+CTNi0ZjNxj+lbbND9copM07+q/hHtBneRTpAVEENKT++2JSfb/un4KIPbboOAkOA6rbpdy2/LtM3qHwrqHnanCzWbW9MLfZ5c+5V789tk7CV+xwjIATapEQmlHSoT5se6l4aAx4ESCyqox/4l8g2XyTthG8hfXL0ikCXteH61MCMOXAtQE6FgPaT1r1SdbN5ATgGpsxnyLPQPquN1/oBoB+s1C5FiGdAPxQsosCzOFCoT6U+dH/9BIV+wtpA0rNs7fSk2y8xnxsYkuetzwi2fA4cKtwGedvIXfs24MC2rFI29LEeQ3+nPBUMPW+AqOr/yfqh1qicfrACH6wbEHpSPL15xgcfPG9958MnrM8LnouztgigPG2DpBZvoOip1RPYJmNS9ikVeESdWThp219oarA9R2zOou2zZwftK4/fevr2NE/7FJ+9gRhQUzjwI22MEBCSlYAOPGAS8x+KumTcFHSgjgdIIY9lsldCdwSGaJQq4A5fnOXqbdjtiEIZbsmLk2g7abrO/Osn3EDuZjXR6oTn9Z6YodSOTx8WVn8PgNnM3QkRg51UHc05AKAN46WABS2kT8bXzVQrkFJvT+25gQZb0irLDnYkgXvdyLItnRQVtV/S1aUx+9O6dCHPBJF1i8Bo1ZWWpRqWxRxfiZJY1ImW25TAo9qylG2KrW0m2wZbc8A1akNMtMmFD6UubdVfPFmZ0mTkyJTxrOwKEELZ22P6q5G8563OWkBkA04mR2lPA+8ovyazHwQsWnlbNTc8S+OmtHEDbtra50mbw7f2f7PW53ijbckUGyhTwEe/SsRwNTU8b9VbqHxrQ2ODlaKHFt2yCtuHAQrTrfXdZ9M7ypKhtuhSqY88KZY3KxbR7deny1qatehwLeO0IBNZbCAvtfkBbK+6qWiytIGVrWjHTlA93ZKz1ZdU2BRH94JduOTQS4BsdpLX2WkHgkLCYLvcvrIOPKm3sZbP+jkBqHhy/y1pfSyTvQq6IzA0oejcdygLanDW3bHQreew438ZcoP95Gi92dg+oefRO8BemlLVRABXZ75k1A2XRACGsf5saaEry3jzdNQcvZt5m8M7ULEXRfVcTrt0UYBOhwHMZjwyXRDfbKmXI4pDxfPeslE5cYhyo3b8dspD6BcT+eLycU33/7P3rkG3dVl50DPmWu/5Gq0iajDdICLESjAX5KoWRAJqGiliSqrQICZAQspUh9AkcjMXgigRIxpoiqTlUhBILLRLsUoqhADBhHArQrfEhAKJFToEbLqhIaGg+c5591pz+GNc5jPnWmvv/Z7znq8Pp86s2rX3XmuuueZ1jGdc5pgEPqTj4FRcmJe5fOXvHcLVqWD3+0Vlv2lnp9O7af0epXPk9RLpHen7K5lUgfWFZuiZSM8RGNLuC8CGkeX9czPfJ2ZTtcZ/UuI64eu1L3019hIfvFj84ZrX7GGRFtMkCVkQtb2yBwK4sZ1zNpg01KmMKW+qjok45G+Xnhh0pcqZfJDab7nMnzsGsG1e4IMs+0xRm7ajb0fHrPYQjJefkmKM/XA+x+YdQx3zGUHXV1mJvTE854cw9nfUdSTgnWQrDVtx3+3M/V2TwtCuzpmYx4PCDOydayZDmV2bMhO68dg7smEvdfOKmfw57QGZUg7r85jpXLlsyry6PMB3lbYwHGs1DYIUpfg7PGBofZFm6bgvSE2d8P/huZhXo3BwBb/eNZEJek1R5OF6e73sr9E8LeH0TVkV7vunRJO4AlSRnJhUlYP5qFyfnYY+baD0wkz2bKTnCAwhQUM44cmB+iHn/ghidLhOzJ9Cv1B+6cHC2Xq1WEJGi3zxi6J4DCJAXCVeUgsuAjdvaCfCdQvYOVojFvRuWuNRVwnQArQ4LMnghkM8w7H1YDs1FGkOCHOIqPbOmRvGFW33S2XHWyAAWzh0e1tGoNZJxvRsqra7MgcayQw+7tP/cxJjDgXNm+jXcc5s5ha177xaSfu8VNY5UC9DHlbt83y1bnP/kZgf49yheZ51QStXcsu7z0/N06FaXaKso8SaDdrtdJEJjQyWr3EbGDfcBQypnJ0EPM5H79x95uiV2QdILVDQhqkoplJRC8cKIj8eWgfmL+ZapGKZVbRF5xf08aWOgM9F6WOo+/C8hWSgTIG8R9BE7+MdcrpXfjjkc/3j/rhux7VGeaUO48ZtzvFT7ElplzRNL9KvzfRcgaGctzGZhRbkGQbSMyn0CzsYsnaXOubW0cvxP70kCNyU4AcpAfI9BVBrac8Vzd0kfZn0e2S4G4BA+SlPO6leWt3pufzP4ITBg/blpV/OEUEd/peiqKu/KKnoUO4QU6dv81YK3BCrRCTDy0eJzN91UaM1Fp+gowVmzP7fAS9nlQQ772WH980YjVolAkAJepWKDRDU1cUBEe/eyzHvo3rznM85Qf3QHRWT7W4MpVsboTHogBDa5xCk0DuYsUY5R8/szgtqy/DsOTAsXdu0q8OGGUvDAIcp6hICkGtwJqcL87RirYJFitMK8lWTGMEoR/t+TM0Z93EMKL2fgMDGnLczzbo/SnmHtm+XHQmqu4BWh3r7ZRLcNHx6qA6spexAP62/BLBjHfn7XNohI0+SzIH6hc/Qs5CeKzB0p7RD5Q4lR/QM8r4kgyJAETVTmb96c6L9poIXVuK5ujFDDoLgxCU+W80AMUS/ttE8jf9xhpexoEjasaPE2iwlYr3bts016Ro0vmZXg3auPL4+Ev1L+fmxa+fPnmR8puyLY39UJzWizKAyj12IObGjJeH10o0T7rhGzo3rpee6ytiFs25WV/QjKzCuTtQP1+Y9/C0tsriZ1Ifn6SUy/Fav+Ob6OXB5QUa4Ju22e3znWSngTJ2YxhyMVZf3UjoCxmeFzS1Yvq+03ie6epEeOz1HYCi2oYeGI6RW6aSCDeC5RIRdSgrpiHddBMHs7tE3Sry0SXzJQ1VQ4QexuhrbttgX/+xsr49tyt7GDQOjc6FYYk88MDLw67u2MQcnaNtdPt7u0vortxz79dhK3TRhZ4DQCLquqOOWwOnZsT1L346euxaIjfmjj4DtEQNRiUEiv/jeLAdNir4EzoY69ebWvp487xEM1beIw++Hg7QOH24WS/h3ZbRXzwE2IUflh0jXLe+Z91167xEw4fFV6re4J+04jI0GZK/cqKoKqse3yk8tFnJiMLXyYa4qMHOZ05AMx6FoNKQ2E2nT4iFN06OFK//u0Mzdcb0E1ke6tHePQWZe68OedIlpEc1NGfNQ0MsM4eDzNJZRguJhjdyni4/ihc/Qs5KeHzCkAE6Sp1V3B2EGAfAzmwCkvTkIgYwLkxiAQBpxKLSm3ZEvAsLFVlnbOty+y6Sbs8eCsFUVBz4OgopgXYvFE1kL6qkAt6WBnUUgfoK4FEXEf8mDOQc7ejuh21ONgHZGIZS2Nrd2o4GeiIZLZowEfRGYjqLz1ojLE7F2xH/HlupJIVPNQ2vtnSTFkrnO2jOgnHN0g4Ba/N+jM7u0h16TbjHcF3vvJnAtuvOME9WMiux+Dhp1i9g1HPzwHPeXy79HphF16ywKEdOGAz76eLaxbbFvIArkKfcUvM/nRADf3IrvnDM9z7iPYo34lnQpLcgoM+RkyoRYZeda9wxgAoMgmb8FOZSMAaVA83OSMAHygMe7qe+SWbb+7gShwcqh2ObnPgbQwgPEGvRvKXwsT5sLay1YasGyFNRVUJeSgA+xRTycqv2lGb5BASxOQ07idFBQVgNQaUFj+rEO6y7OcItLE/qjZHx8ePamcMZriPr2UChNk7wQHfBbMSZoGzQigGk+SkFULVq5NnoHdEFLdVYLwRAxoTK4q9cBfiByhLtIAQb3lF6YyZ6V9PyMggKyFF/sfnK3n0QtJ0GJ07DX+C1tsQVBJI7B2o1KsUAaI/HvOUBABJ7TXGAZL2Ra0xGyhAbIP6uDnmWZsC4Fp9OUv+vtBNxam8qjAnkkmB7ZCdvl5O0K4ubXCl1rbUbzZXFH6Ayax0AQBH4iSd8XfJirERX+aEYirg/UggLeNCAkN9X7QzHPK26yX6jTgebn4pqw3eEmCswAhLURqfVw4rb1gzgjXQoy+m4GB5TNNOmiK8OZfdd3HMU5AYZ2cwnD74yTw+3NOu8w2SG/jA8OKWMnTTSHc05rjqNOcADLTIOYdx6r0cqy6MnRDgp6WdTBko+HHzWx5++Ufal0Gn3XCWODqJ2hHc6T6KUJQe57lXN/YPAdkBzmne70M4/HuDZ67YNu7jHTTqGkGACKQ505MOvtYnShrpMBoRCSlgI9+f+4Hr9v2285CeS2oNyKfU5AuYX3EfLwWRaqZA1Q0j7dAbig4dsRFBoIJrAZ16tsQRHPVXoX07BR+IBoByxBc5s1Pxv6PUfQTp+TczUgNDV6pbxeJ9g6iJhjv8aSiHymiLxVRB6KyFtE5KMv5P8Yz/dQRH5SRF531zJF5CUR+SoReaeIvEtEvlVE3nfIozuf1w15PkhEvkdEXhaR/09EvkiOdkc9QXquwBAcFNjJ1k1L1BY3LeSO8O70azBRJoK54LQRuiR6fs0lY3ENiLhWqJR+F5kCTSvkn1oL6jpBQ/JbBFhNE9QBuoWIQ0cwpCMebFIDAx9uP9ATKQzd0TFeHfoBROy1RUb2IIMaEhdphCyacvU+qZhGQEJMkLdu5+0zS4AB0qbu3dgel7FXnnIlGD1qC92/qxnK/OjAGZ8tlozQyx0J7W77pf99LsjdxiwMDIx6B+yGFBzjGuelRZDEhlX6+R8MRNozrYxxrWj2TRf6RncOmyVmOYL3DiAJmgYjQRG2oN8Z/MYU2zHwbV/q3nyS/pNjEv3DQIirS+A6nw+gOL43BSdBXcWATpUEelidTqxE9/wbtQHCssCuVzQhqgMb0kAQhcjIfk96soPUBdt5xoAnuovKQzeu23ycJ4U5GqMYEybhCYi479lcT9eDTgUQirnd5jq65zWA1z1zzQp57M81SUQ+GcBXAvhSAB8K4AcAfLuIvN9B/g8A8Nc834cC+G8BfJWIfNIdy3wDgE8C8CkAPhrAewL4qyIRhz3TfwbgvenzTfSe9wTwXQDeAeDfAPDHAHw+gM+5qvF3SM8PGOJ0BXDvpMFzRW0Y6faBcUEmcIi/Ahw5RreT4duLxkjVTMR3GQLoPrZ5xrwjkzlUkBz1zTWCUccwlIgRx1ry21c7htwh3bvccOZV56p/gLXPF/gktXnytAF0IMA1tufdWFe9Yt4I0AN/e/DuLzsC1kf5gM3EOOw3BoMDODxMF9Z/q4Js8l69rhO0bCuUQOVxlu4lTd/wnhHQy247z7zuiipd7POnNM8j6OLjfq5MnwPgG1X161T1x1X19QB+FsAfOcj/OgBvU9XXe/6vgwGUz7u2TBH5dQD+EIDPV9XvUtX/C8CnAvjXAfyu4X3/VFXfTp+X6d7vA/DPAPh0Vf1RVf3fAPx3AD7nvrVDzxcYKiR1J0Fvkuy51C06logGaSQlzvgP9GpkRTswNqogphWaSsU8xWfFXMxvZprtMMb2MXNSHNhY46iDmSQaluxHzRWDM6FjK0biEe1Rrn/bHi61V5mzJGlSpn3KKvZZgEJaqjQ18AG6Q78U1xIJaSJGyrYhdAOjRit2Z2CDkYcoeZBvR0OQ8ZQOCu+I8mBKYLNN16+k+dhtU9Z3e3usa2dhCs0T5RFqB2+1T+0omR0YQOfxGSSxc3gKwrX9nB9DIAxriesejcoDe1lqH4UL7h8MQgdL/Wi/AyhthluHjjuXuO4jfdi0ER29kKioV3Ycm9156H0RmuQp6MRUMZeKOekCmXTS/yq0szufWZuph/3FyEesMwGSZvWsOXnTBw3kHK2ZswB2AN88B3LuRj+TqbPRqza3Rds9YVoW584xvdZ2JNLYrn59yPHYPUGqWh77cymJyAMAHw7gO4db3wngow4e+8id/N8B4CNE5ObKMj8cwA3nUdWfBvDjO+/9Sjel/bCIvE6EjwLGRwL43gEgfQeA9wHw/gf1f6z0/DhQC8zWq+2/EVcAaA50ueAU3eIDLbI8w4kX+cCgJPIKzDQWu1Z8gXHokYgTcuNELV5XVVCWiqVM3foKH6JFAC3FdokstmALTK0qQDoAygpzyHYCkWURONozi8VJ32lqizbBGfYCoJiDpVQHP2q+SWyuiYjZKrYrrhRBDXXy5K/1HTGCFk/pZlpRpOB2Mj+idDSOeh8RnT0pPZifUPzikcifSaP2zYLS2eGWnRmA60XMkpmgAWYHoTZg9o5xF+AOqMt6j+/hOgL7AePorLVCDsCxaSCJuwA6225GAO5kGu9xUDO3c62kSL9eAvwF6IV2PjgmfGgPfqNfqd5xNpawH0YVY+703YA9Nk7fzeTGfafg4I1784iFhj0tTSdAePFj/C2rb7SX+jjWldMfGcgSgHb+WppfbHHHeWSlGK141c2CSVoUagB4FH2yeAPm2qMtQW9yU0BRgNUPGl7EuhYNINmcV6RvXbCjHcGErZJ8rQmU0j/Ka2egoZuhiTGF9GuX/b24DLGHZDVBrAIoi6DmfOr9omItlAXQyTfbxHyjMe3A/2ovynzep89Iei8ReTP9/1pV/Vq+D1vh7xieewe2GppIrwHwN3byz15ecL1zZb4GdnrhO3fyvIb+fxGAvwngV7WapHkAACAASURBVAD8ewD+vL/jz1I5P7NTRtx760Eb7pyeKzCESfMk4qDr7UDMIJDDc8TgQvpIOuVERypsWAut6bCtk0SeEnVFZ+oSQQIhAwC2kqraCd3rVLHWkg7Wt8uEaTInyqVMWBeBir28qqCoM4nZHJQhBoRit0MXGDH6Bo34BNFSICWsskabW964FyduB1EpJ++6sqGVQLHDRmWCE1btwGVE1p6KWkA575PbqaJO1s5L2l/WDGwI7pCPzTvtYd1WPAvVxtCIGY59yQCl05AE/528ShWAWFTu3Kmj+ZptGhizOk8YM8t4bQB+myNSvK5wJo0KFM+coMjfJ1wPaaeJNwYRGkNJRiFVU9uEAgQk7UGmgavoI9MM+TyMKORFbQ6V1pddQbxFX8w3D0LHM8jwoTRqmrKtWf74wFBvWkdxP7buZzVT+6ebo234HRsgEO3xSNNTqXgwr3gQGmQHR6q+6UKAWsQ0j3M1v8PQFBT3WXRAoBGmQwSoRke0Sjq6qwN2EwA0m77Xf7JXed35+PU7bZQKIBshAUqbAKkVWvp6hfAUAl0BoAuc/sDBjCTdKot30cnoZ10FmKUhXR3mudP52HUbgR/vK93DqfXvVNWPuK/6vNJJVb+E/v5d9yf602hg6BVLzxEY0kZIpRHblA49pcS3lzrC7cXmf1swuRiS0DkjKA6AdCAUQAutL2qETYyoVRHXlliekAABAAuwThW1CtZJTaRzaVmLVSC3exY0oMdEnaTfbrkFkdhpc9e+JJCN4acqGo3hCs2itnPNY5gwQxnSVCpQS/bPLhMbxyrbiCHjQTqXZe8eM7CjecJ122EAnUbB+1JD4yKUnwHaMCk3Rxno8H1lO2RnTOPDJogoOjVHMZejfkD+Tw1AlKPtfanxGPokzIN7KWN2+Xd3ftbQzq3pTBuo2gFAeyB5m2enYrJzuxuzIX/maUfBCFoXto7deSbGQZBa0zh+40FZ27EaAGYPSZHgxwGUCLCu0W8WziM3awiMhgAmqKzSNFbR96yR3ZlPO1Cx3RhB31G+g7J307hD0udbt94kaE0/p9sxMdrMaDH3aeNJRpsf6ZPSO+n/Zt3eU7rWEfox0zthovyrh+uvBvD2g2fefpB/8fLkijLfDoPb7wXg54c833umvj8E4D1F5NWq+o4zdYl33Ft6vnyGWIrkhU2gINLGJ+FceZeuXZnKQHSLr7JCICi+W1DCEdiBPtq3LduPTXs3bTi4d2ch5QwjvlaVXLid95SuageDwp0knO9SOdjnqUd5L+Xvdt1cW4+7pmGMNsT/DuWkL8c47hvQYL26e57XK5Xu8q5rAfHFcs5MyAvPF9GkFX1kaRgg4P9A0oYmZCjRkKAV2rQ/0vvnbGjKOTp4idaM+dHeF783+ajsxOH3jRdGgHMh39NahwpkmJXH+VwsX/UWwFsAvHa49VrYDrC99IMH+d+sqqcry3wLgBPn8W31v+XMewHgQwA8BPBPqS4fLSKvGt7zNgD/6Ew5d07Pj2YIaAChuGp/XNShSVGYGl9cy5LPuMTA2+aBlLYibTQte9Jo/NwBQEU0fYtF1F43aI+qijsXF9N4zdVMY2GOEDHc7aZBc5AksVWlxX8RtMCIAndStUaE5odNXqmouIQSXOoeCUXTjDSpTOMgT6ckNbUIO2WPwO6axFL2HrEaiRlrY6gNISWK11nC5DnS7ABR/my2Ofok/I3GPP6fNSgpnQqVkfXEto/53qU+OcoT7xVqrwASvk6hTRoEiPQLCk2PkpQd89P9dThwIUvnGpxX0TRw6pHWlV5Gfc1z52rNHZXHczv7ZkxCefdAHc+t6L9C9+nZ1Jh1z2y1D3vOccptdXoAADPMrB4bDsRfIK5hjbhYFuTVNiZYncRpQzH6N2vr64jJUxUaQRsFGQ8qD2F2mljRrivQgyzezIH4HZsi0CZcALAi9GxMFGQ79ug3j9FmCGOdXBAEu3mr3j+0VvMTjtcgunDPZjIAr0TQxS8H8FdE5O8A+H7YbrH3AfDVACAifxkAVPXTPP9XA/gsEXkDgK8B8DsA/AHYFvmrylTVXxKRrwfwZSLycwB+wZ/5e3B/JBH5PTC/nx8E8DKAfwfAfw3ze3rk7/lmAP8lgG8UkT8L4DcD+BMA/ivVjUj1ROm5AkMSDqSTB74XuKoUiEi57noDIKJLxzEDfthh7tDi3TlEJM5JS5yGYVKVVIGzFmjViqUWzKWiwE+mVgNmy1pQJ9tBouLxiFZJZ22NHWeKjPETNCP09BogMOoxtU8SLbKvN8fJ4RvozY/cNdTWtsPDe5l2V6UPhYMBlmzariLdEjIGOndN50AdMfQEHQQKuS0dIOL87JvTEdEeZCrQdtd5P2px35IAt/ECL6MT1/nd/L3T3hy6ur0XSWg8wqdLgHT8NU99yTViD8kmXlUenun9FA7VcKdr3kGXdfKPVvEI1NLMqWN9O5BxhwlA9eyKPWKm0vj0UeKp3plCR9DE4C2Y6HC+X3xHu3RofNXmU/igLJhFsNaShzxncEYVTJOiint+uRA1TZoBTVWBuhZUVOiNQNNBCM3M7k7fEcE76EM6VU/aDosOkORlJ0iJXW2p3UajlWHqUwNf4mWa0KktTlvsLJVGgzMgKQ6mwLUskZ4NgJ6g1R2jUyPLhy7HHK4O5vbm6jOcVPVNIvLrAXwhLI7PjwL4BFX9Kc/yfkP+t4rIJwD4CthW+bcB+GxV/ZY7lAkAfxxmWnsTgPcA8N0APk1VY0vHCcBnwkBSAfCTMIfqv0jv+SURea1fezOAfwJzsv7yJ+qUnfTcgCGhxZie/8zQWXIhpq9+P745EF0uZGW17qWKDL9FO+1QmMSqCmapOKH5ERnhW7GW4oRPc/t5RYEUYF3UpG8gAxmqFt9q60QGaP4pBUZ0ogEJGP1+MDPi9UH1mRenQB1MY49xoWeSka87YR3Y1QhF+IEknHdAPuLg6tDulAyJ8g/Pp6Sf+UGgBNglfgSIRlDFjDL8R3rNUH/P+Ka0zlICHQMTvWiC1KE+R3kqrYexb7j+MRRDO4XbENohkuZzhxnVvUnilqnzKav9mI/atm0bjufIJr5O97vNlUumzeiPbCfXZZjXrX1ofSR9f3ZzItZGttMKrCqd/8KDsmJRB0JAaodizpdi6mytBqkkAprGcTcAylShKJBa/Wwza1gAElS4ZiiACHoAU3phMu53x1yMguLmtw9mAbTayfVJpyMYZz7D10d6PAwSj0e3sLfjyZrBFgGbHoqG+H2S0ZrwoLtFP1660tz1xK9RfSOANx7c+9ida98D4MMet0y//wjA6/2zd/+vA/jr597h+f4+gN95Kd+TpucGDG3SsBA7qe9oUe2VgR2aew9zl32D4BIg+xR197m6G7C1ravQvYsgbrh+1bq8pu+ywCvz3SXd5f2X0oawypl71xe7y2TPAbajNDLep50G86H1NXEQHZrQgZyDanaAzgHfFSDksVKH3tDa8BQSt/dcfQ/75YoUdIH9C7Nc8XAVguYb5Nfz1HvKy3RhV7vd0Rbi+OeWxBHwOer3AER77+d2jTePaPFOuhdscbTu7nkdKp66A/WLdGV6bsDQuA06dhMA6ELybyS3gaDFvZTmQLyBeALomV3L5biWB7BTHbXwOWUAUMXCrC+1mKq8FpPkVDqTk60iod/og46FJlyA3MkE9DGUgG67d6iOc1sz9xOZHTZb96MfmWiORFeQ6m/eXRd9s5uSGfd13uvfp57OMNU9LYzuEXtu5wDUNSTnkQGNjGvo596Mmeei794fr++WE3XoPtry0HNdG2U75vw/m56aAGfezPiIUXagPr7HaSJtPm2Y57k1Kdq1Ieu2o5FM96ZoE9CixlP/xPtDE8T5N/1y0F/xfBHFVHSz4aKrl8Yp9kizc2gZJK+3xtUINxJ0IzV55i8jKs3vS9B2G4b/zqgRUaMrMV06MyfRJJ63ncl3Lz+1bXOPaY/XL9RnSbeH35dSrjlOuQ7brmSu+tOgOy9OrX820nMDhgBA12I27wpghQWLA1okUgq6lYsn7OBAW8ARcG9ShLpUmSjEN9NOAlZsM48d73uEbdGCCvMFsANcLc9SC1YVLOtkJ9e7r5BWyTOIwuyvi7W5O5h1cYfYoohD38vqC5qisgJ9f2RAsx3AmEH2ckuqO2Gj5c0lHUQ/bP2hAnd/gGmyrcM3k728LHO/kyzU1N6fktRon8pdpCXj/UvEMpnjDu2jCx3hHYE0142ZJ9D8LboDPHWIAox0dOfgfVluboVWYljSBa3s+5SZfjA6pE9GAn4yE+fhslxvIE3JUrgt8WnnkKXpWpFzhcNBSFFzzFVrg4F2RThgZ9sZHAUYJCB0OL4NW/W3OpAnOTYBvkKIGLUXDGKyz7JuQVAI2HkfI31f2unqDBgjQrqQWZxNYpHCvK7eZepl1VrML0jdr1AsFpGqphO11mI0ZG30QlYDTTIBeYZZtarVqLsGDW1gJE3nbl4L82gEm0QBRCWBVXqSh3nfaWrS1iSc/JH83R3UGkFxvT5lNV/J6PKNYBrzKMZYWv0h/UHC1k8GEBPkRhBXX5/pQ4X7SYoXYOhZSc8PGHLJBtpOpE+nxFjoK1DWYeKFnwPQxZ8wrU1btKHeZwmkf//wPwica0CCsIVTJNC2VC4UcLFWA0drLXk4o65ioMelOlm8TitsR0YcTHuy9sni9ZklY5BEtGydGtGLNmfbVyKMDIKc6ET/lNWJVxAQtfLCyTGGozvo04PAhb/DzbRi8peHU2j0I2ufxAsTMq10uIgB6dD9yfjOpcG3ZE+qtL4gQNw93+rMICq/ZXt51Ap0B6F6BdQZSmgdMhZP7cseAVRnhthJqcELIOMXrWzpgA0YrGVHSIIRnQS6EDgpw7OJAlvfZJC8CAyY/RHggdEmA5/WDwC1Oxhc18HAZj3SPEmgJ/0nqtltEiDglUCpgvrJ2x0PB7NMQKnUl5Lls1aJ62Brww4wjl1kRSrKwDB5A0JR0/zAwVAEYzTNkdGgOBCaD26VVczXEH54qx8CDTggUCQN7Y69iL5w4NS0ydLWAudNYVKyrJ6mSgZ+tHKlE8qS/qya9crxrLBdtQOY6jTVe2shxiDXnY+FO/4nqKO5lQB/D4C/SL/m0/MDhgBS/0rbfg5i6gF0gJzMHdOMRUTEm01rinYd/Hv8ZnouSKATdn+WBJqkJ+0oL1eBGwHz4zi607jRpDA/GdqIWRA7L8jBDTO63NUS7WMzWfQRmdIE9JvMdDL20dj+geGLM0AQOIwQAmfpiu6UfykdAKS7iHOHlrs9U9Q4R4C+/XQtqyEU22X8cP7xWleXsbKSTL27vwHqfd1S0gc6Jp2mHmfw/NyeSSyYS2PwilSNBpgNwOdRm2NHVE1Qo+05UFnZTl5cLchg3zE7bcZY5yGDr/9sW1zD8JtNKGjt5q6WWDgHH1OUaF8fNFrB2+kLNYS1RBwoUPM72u7ACB70FMHgiY6EQBTvZxoZ3TOaucKMVnyHLkd5pk8XhDOeHb+PaGeAZgUy6CiDnDD/0zs4HZrIhrke1zagFL7GBTR3I59riu5AR65JLzRDz0Z6vsBQR+jaBOtMBvx9z5O6q4oAe1Ocd5NdVQavvF1GqR2DkrjHXUCEnGhouzeAOHI12K/X3r0RJD6tvr2GblzKs2NyuzOBe5w27hDuDcAeq3af/TiWdQQaN8+1TJfmRds56M8dMb37TrzmD9rUgdVr0jgOiX52Xs2CwRmT7l3Sni9d87NDDkY4UvcVQubLM+A2zF96MCTD2ud7oOfQuiHpzZ0aNpQ53kPUdaB9spP/2nRuOK4WsoS/7iXdw3EcL9I9pecLDBVa4AV2WCHQSbUb58dY0QQoAPTAIC5pux/bLl3IM+nhgEGOztNjmsicNkvFWirWacVUJkxzxTpX0xpVgWoFXFukk1qcIaCdSg13tAbydPv05cgYQwqdpdUZrf5hOuE4YD2x18yfSf06nVwucCmumijcSbL0aO6WEQpBMICDjaS+J7EPKc0rnATN50E0x/CQGO7cC2n1UCKl7wAH7LsTAmgE1rM5JNg6O8T7fe7qYVO3z4x12mkTA4P0Y2HNoDubKdC2k6vQcQZ0zIGbn2uN89eaRN3MsN5v1dseDr2VY1xEhejT1Z05sP0f+3csI7o1s6SWQVonKDrTcDcnKkwTGGeqRf9R/t552OkCb3TgD9r4S66LqDOZ1YMelBU3YnGDbuuUZ5QttG3eDna1hVKL+H8/EDnOOJwL8rzeVVBvBLI6zZjVfBBPktoe9ZAcjQ60OENpXnKTejRK87DlFrMtNYs0RlrC3GX5rRGa9Frimr+jzsD6ACiLNP819PQ4zbNtGOhPNzP6MaxotCnXhuT/oP8bOnGPoP7FbrJnIz0/YMhV73k+GdROsQdsUk+w6wEUIjprlc4xlOhsk1IYNHh5zFTCJi50HQDtmuLfmlGoAQMD6mrxAvOlqS4tPJhXKIB18QBp1Q8yNW9J4KZCbipUCuoDhZzEHbGt4tUBkhbHKAXQGzuckAOIdURF0AIFxm6NRne3AIH7oqr5LIXDowhkakDoKF5ohhVgkwjQCG9ov6J+YaoKIZ1BktJvZqijiWVMwQBG8Ovj28cikX6cd/pkY2YAgQ4lEFS1SewTP9/GxjrJGGwHumSnTjvtSlA2MvlxZ2GcQu8aRHOCRTOTeVBFOTVGEo756Vy/SBNCos3DOyLgosbJ9GljozQyMwcZ6Z+S1wHmkDLGpBn7AgMQzLIJGBGzzK7u/AjRgKCDxtyFFcBKAux40E6Ot6RUh0GLFNUOwWguFS9NC1YVPCgzHpQVD+bVNl04DbuZVqxkMotT7wXAg3l1n6GCpfjBzwFEFzusFJMCq6DeKApsndZZmz+N10xr61stsGd9zGOzRBdIcZUumGIbD/Ln9E0qmC1mGgBMswWQXOeK+qCgPhCsNO457ddWFwAtYOxOSpAbY4CYmz52tfGDzmfSxyPn6n0nfWEme1bS8wOGYBKFrk0ySQffCS1oWMzwdB4FzfqBE0bKRURMcWAsLC3y8+M2cgNCFcUBTxEFPOgiAMxSUcuKOglWFVQFTrPdq8V2XlSF7QiZ1TRHAHQudoo9BNXr2LRCTnxn9ZPuzeFS1EPwx860IDgsgGvXnMZQO20HAcHoA9p9Elt9O8ZFaSo1o+V2/e3jMwIiq9+O7w76584KXF39h3dGHZhR6ZhfNsS1+03go2e87SNAcxotgm0lkCANwL4GBOj7dPDBGsdN3GE1tRdCedzfLHaK9f0AAM03jaPzhoN+OOlz5459pO7jxvMhtodzW9TNOF2TxzE5Sg6qE9hyHTZgxH+T5qrrr7rz7EbrIx24HA/GDZC0qz0EOpzNmtKpVANEsmIW4OWy4mayk+zXuWCtduDzzbyixLERMF+8EMJemhfMpWKtAhHbtamroFZAUYDZBapTgc6S4F9n7QQKhdGdBMupORIU1Q4ImUe3NzqBCoGh6LcCO2ZIBTJX8ymEBYgEDJDpjaLetF14okgQlHTI+z0DiHZAesfHJ8Zi1AwBvc/puJZry/YCvjx/6bkCQwBylubulLhGmoX4Do3IrsNkljeuLrqMXso8ynTORMaJtUVtBxpQSsUqFpW2FumIjYXlp7D1IKaZxMx39gRhcwISzHD3A2wJC6cLACCvM6YcHD7HtBtv6Oj911CjgzxXDkfm3a3WBhwdvO/aPty9f08kd+89US/6ZjNRO20d27Gmcd2AihFYDgCAAaGycPGY7VIVnNvofMn/Les2aqL2fkc21qiOIGec/+feeZA2Bzr7/0l6k3Ks88kjUFfXbkTk+nh21E7HOWOhtRHaNZgCIwMh0bbdnM8NK6BQCNgKmOwEn53H35pO89keieja9lsdUHVCGgHdpN8MfvmdR/29B04PHn2aSfFCM/SspDOKxftPIvLeIvJNIvLzIvJQRH5MRD6G7ouIfLGIvE1EXhaRvyUiv+3qF4zEiLYqMzHuVKDD71aW9FLxyPzG/F1D7dNOnVeS+GqXdVwI2/vBNMR3mVHdEPeQUmhqGzqJtknYelTpkRkcMcADcHCYiABmNG0qoN8hQ9LfBQByEUhcSntM+tpn7lKnIyZL99K/ib+58DxmZijvELxfkTaAuTGWjZlpT1hgYI3h99H7hjzBADuNV8eId9q8k8Y1sfv6C92yp7VpLzhTxiU+dgSMdp4TNMASx/MUqZhgH96NqvSxUBx8mjmwVslrlkc8HhFp5dyEqa7ZSkBMu87A/+mZQxqRvzkfDXxHS1onKNE2DiI59l07FHj4BF3aKXsjpHXj0+frQbs0tM/P3jN2eZqn1r9I16dXTDMkIv8c7HTb7wPwuwH8PIDfCODnKNsXAPhc2Am5PwE7tO27ROQDVfWXL7zBVN1LaUESU4OCBhbiIMIxiGIkZvjDItosKEW3MEI7g6IoszkxTqXixs1gszs/ViLcQaxuigcgJIrLgRfX1XBrmLXgPhcWmTq21/exlGowUCYSDH8FaQaoU4vhERqzDkBWWJwPN4fo3GjFRhtE5Vu/WCaJbdeewn+qqmTgOFSLf1JW6YmQV6jhhH3mt0v0grDVsUy6p1SA7JRdqUO4TP99FiBHP8d8YWAQH/ar8PkZ/mxm5lWzBiwRBC4+PGBjm/faugU8GTsHyPg9aXKIdw3f3Rl/SuVxXKK9xKCOAXJu349TzgWY0ByRvY0xvgrkmCp8Xehw+ngOSAPZm+GJsZd+DIPBbjRL4zhL+599QEmAdJbPCzLkjb4oFow06MSDsuBG2sHOc1lzvSxrST8hWUuCIqAPzngzmf/N7TJjWTyA61LMt6vC/Homp5sZfwiQ2SsWfnS8Hd+Jyuh43GKDSG7fR/iccXvJd66NQThoax9ShIdR4fTNHikeE6neIOl7A3Q2d9i/63Cd+vuDhnYmshjbGHvSUN1HerGb7NlJr6SZ7AsA/Kyqfhpde2v8EBGBnXL75+J0XBH5dBhY+k8BfM3Z0p2RxgIXgQUUo4mWuweYr7EEgLboMuBiRU+AgS3jARrjLwDmdlDiVCpemhc8mIyQzVKxOCKpRMA4JTHz+3UtfogifHdWk9LUnVFzl88iGTgNM5JAxenh0UYFPCAa2s6QYsRm1P5YvynKSsEXmbEP+eMd+UpBqsA5IvcsaxeAUmsh0Lrt2xw4ImhK7z/azZdlcj2pL9jXi1Xt50xAW0m0vStfS8Jt1CEPyPVC0rwZu2kKDY73md5oOzW8wIJtRr/QGOylHszzoFIdw9cFaBGkJ22Cg1dFYxyBPPw3gRSZWToBgesV7xJYnCEHAHaPKuFBOhXW1t7+MdQ/16nQhNtJcX0HrebYxlzK6MjWLuU8WR6awz2PPY+JX0vlQq4DbJxx7XBVE54mMSD0YFrx0rTgxheDASN3LlZJAQkAajWgAwBriQjUgtO0oqrgdDKhCirQRTKSvRYDkkY3XJhaYHkA3/kFZOT68NchwSmcyG23q9NR30gBADJRUMXok9obNyPQogqg0RbWbvsYlMXrVwBZzOE7gTzRaj5+Kf+TL9cG1CosLlvQP+9LHfLrllw/cTpyG3iRXtn0SprJPhHAD4nIm0Tk50Tk74rIZzkIAoAPAPAaAN8ZD6jqywD+NoCPuuoNFIAQQAb5g4SDr3SBxYBRQkDPVJjh5bVBWsk/aETOCVtxSW8SU3HPZd3EGWKpYDys1TQmrv1Z++CLCYbYthGSUOzsac1vbWCzFOgeOcxupKdgDKk2Hwj5DhDKPsm+aYdIju1Vl2IDeHRmvqP3HAIfwcgQd4O37YAYBniX5sVZ8NFdGJ6Lx4e+YYAwPq8OkrRQnChB84uTPn+XeCx5XOjDkruO9wKQRT3RuljDV40+G3MZ1U9HrZGD49gGHpoiCa0u0II47iXvDGUgxHgvxpP/d88ezN29+XGULtnf6F2byzwHgDSpz6XmbrLYeRomsxQeahk+Qh+7tq7FNMtVUqCqqySdPDrbMI/lSO2ONGFi1LLkZwAvDijieaZZnRYJ6MdR6Qw1tXPWOlBDZy9mVOpBA9RolXT0b3dNJ42MSQz6PhjvWHcv0nOVXkkw9BsBfCaAnwTw7wP4SgB/DsAf9fuv8e93DM+9g+51SUT+sIi8WUTevP7yuy4wyH4xsJZAxoWCg3I25R7f2tv5MwKgUGVnxOnhw4cxdosUWwa/14Y99f4us4yihnv8f2RwRjuku8ffG5PBQX9sVMRB/O47XcOzjgjcHQjfbhly8D1m2wNCHWi6vh7juzuQc8UzG0CzV+6lPEd5nyQ9jblxzWuvrf+FfONaac9dbljVQrQBzcqU3+PhreP1Lc3IyjCQHL7vuh5lKO/O65nrist9v5F/DvJv1tLRvLxU4XsGQhXy2J8X6f7SK2kmKwDerKp/0v//iIj8JhgY+guPU6Cqfi2ArwWAl97/fTUPIHR7sak+pbNfN1WpSw1xgKk0aYjPH+oIQwgEo2RD91vdXHrTFac6tdg/WnBbJ/zq6QGWWvCrjx6ktiT8iR4uN3i4zHh4mnG6nVEfTcCJcGuFmQ/44EWSmDb1AnoNhP9P05DHIkp/jwE46QTbdlv94FcRrC8J6gOYip38YeoNWnDHiDEisVtEs0qrChadAAUerROWZXK/j6Fvj5gu15GJOpCajHQWP5D0GUDyWVVpuiq6T0A5CdphtArzpXJ/qtwFo+13BrIT7d556PuTu34037cLaEdGFm0pXp/JmaJYELs6++siGKe6aXaiuou9W11j0de19VNor8JsBKFT3GNYqKw87sDbmoxaYc+NjNltFTnPLiXvj1H7lsXSWI4WuDBl5Xfp87f2SzMvQ9M3sT2n2MyZrIc0jRdrmn0yLrVgkQlLqRlzbEXBy+sN3nV6CY9OM06nCbUW69bJAZCfcbiuBctiA3laKtZSsN6W1q8bbQ2aSYsCcGZfRl95s0ctYvhJtustDhh2pnRr/9KrYgAAIABJREFUMBNM/4pLoUHyfott/LneBKgT7Hw8J42x7ioHl1ULIyAzMtaaqM3/oFG2ztsRHBo0RbSjjVrQYoHdU4oDdl+kd396JcHQzwL4seHajwP4Y/777f79agD/mPK8mu4dJxXIbUF55ItwRjpUl9uStuY45biphEkiJ9MSPN4K0AASALIpI/0IRtW6iMXxWdeCpUx4uFg3r7Xg0Trj4TLj5dsbVBU8engDKYrTOmEuFQ9vZjw62ef2dsb6qzPkYUlVtU6ajtK1ACoCWYoFXPRDWpuvi1MwJ2jBhK0hSGJTPZZHnQE5SSNqca5ZtHkF6myRr5d/1ghKWdCByPUBsL6kqDfu2BiHtHogPt4B82iZsWjBw9sbLKcJ9TRBTtIIctQhiB0zp/CdIttTkpRgWH491PMd3mBwlO3VBgCCyAaIYaYW/emf+qDNifXG+hMBLGZNh1Gd1Ymw9uPh75Gi6Rtm7VUjvjceg0WmnrF28z/q4O9K8GW8j0+ory9ZHQ0MIYNyShB/j0clazD7BiKUxiSdu8VB8I3mOIV/Ekc1z3EhXJ9OuLV1bvrFxbh6Hllb1PdubHNyxLWYP3RUTbRjwpY589hSyIk6CAmdFaU4qJyQge8hwVylmzMMyqwvNOfAeFZimI0frjOKVJzqhJPa55dOr8IvPXoVfvXhAyyPZuhaIEVRpwYqpViAxfWRNfgk7nv1cMo1X25LmsPMBA+UpQW1BNCAZ2lDE+BQfa2wKZN9wWKtbZJNDOQGhaRHAcDE1l5F+iwBNM+iT30s642k8AUx2gMxUBT0DDC/ohUGiEI40RtgfaDQuY1vCg+dsOK0YPIYbR4X6T6VMi98hp6N9EqCoe8H8IHDtd8M4Kf891thoOe1AH4YAETkVQA+GsDnXyxdgXKyj87OnDVOcxeUU4uMXGAEL8EQgZ60NxMBSyYKpJPeJirzpj6C1cHD7TJjrYLTOuG0Fjw63eD20WwS38MZMlXUtaBM1fKcJgMHjybIw4LpZaugrLFzwrVYEwBxILTAgFCAtKmBs+QPRNR5+dU5GCABoYGBVAB668RnESzvgSSCvPOm3hg40BsF5hYnJCNMA2kSfLTOONWCR6fZomz7SdohpXbaGX/BJgqtoHeKDwbIBuAq3di28TainFp9Joqh6YiX7VF3J+zVn5PViGy9gR114ERcwODIAZJKStOx81EKoGtfNgpQbmpMqU5zMc63boedE/E6wZhHPDc1JhBOw3miuGuucj7cxmnjQARnSBAUfRSMwo9NyEjNrFkljdEGCAFp9oFKHxU7kYf9DgbdsM5OhCGVpvEIkOMABUDG1tl7LL4FbV5vwLDQtdnBY7Q5x7OfS6xJk5hTpX8vgKYZ8ol3W01YqCpY6oRfvn0V3vXoAU63M/TRhIh8r5O0vp4tECNu7QXrZL6G5eVia7IaPWT/nxCuOpO7+9zk7jyfj53GM9rAADORYcM+bayG0RqO6YjxVhVH8H45wJBrYHP3mKDXxPqY1xuf3zcehFZ8pyyQx390RxOR1tW0P9qBrjzqKI4ueZLYWJv0YjfZs5JeSTD0FQB+QET+NIA3AfhQAJ8N4E8BgKqqiLwBwJ8Skf8HwD8A8IUAfgXAN18sXeGOfwILzoM+dP6wxRLoQU36xTl4SG2Q9p/OEXVcEySVWjA4ZIyPpZrqWkSxLObcaJorgaKgFjUZxtXcsf01dngEsxUn6qJojsY7W0f36sfajQ4QBYFjCTkYrjgjCdDgqmKdjWCUCF2wEoFJEKPEDPrKBCBa3flTaQdPpz3nOmXDd/r+6BqGMTtK0n90+N8Kkm39vO/i6Ao2lWiEdwiNQZanm3fuAS4tFjAPACqZGXfbPX7HWJP5k8cnQ1BEmyMvx+ei+ZJ/hzpHeXm0Bj2Xz3YmWhrDRKKxbjZd0LVz17dvh6Fyncf6nE1ZV2nVGtZFfIcWMUHC+J4d0NrAbA8yeWNBMMel2vb5FQUVgkWdboRT80pg0Ps+tWpO13Q1tV9ZHLSzKT3WBW86of4d+zqBYq6RmCOOepioXIMXjsaExjAqEkFjUyAAemAegFf4WlufKXjMVn7O2b01Hu2LEwxKzAXdzoMX6blJrxgYUtUfFpFPBPClAP4MzBT2ZwC8kbJ9GYD3APAXAfzzAH4IwMddjjE0vGskgjufjtCBF3hPAHNRBaMnU1on/cW7nJGkf8wF4h42+8NIuiOh92vqEvcuE488G4DTM7jMt/eOvXofEQJ6JnGPUkwYlfRnMF8qA4jrBgxJlpW09QyQaebA9u7OdMb0lOoXILmvL3IsOB+bnzjAJdeBwqEMfSl9vbhvNQaxvUNr05CMzCA1P11bdqRtz7ABczvEm7UhCD42zmfqzv7hC9cIpNg4UUHBtIs7A3e+QNLtcmITdNMynOG1F5jUnYTwvbwjWKD6xYG7KVQF72QVCZBjF+BfEWPfNk4A8P+mGTrV6ViDkGPm0ehHf0cQiAitTtQ/zHbhA8Uaq9DKBsDXtii3QsrYOUO37SGrsV8HEN/e00DOOCc7oH0wz/s+GvLo+PHCB5q2mW/XgL0r0wsz2bORXtHjOFT12wB825n7CuCL/fMYL0ASnVx7oaUoZjIoMDt/FxcFaODBHesA94Nw4rC+St305FKgH1aZknZ+K8rkRMmBwEqRX82hT9pBlRmADEBHCP0y1VGyngpIs2NDAZ3NhJVBFG+Q6t1oDyZApmomAJe2QhPAzsahtACQ0lecWRVSFRy8sUbNQB3SITP7Nrb00napW5e6LI7S1AV947Pe4j3Kgxr3aCswgyiMxEvbMxlDZu2fFYVrFrXlifetRiBbLJYwK/DAtHkkQG9O5ThQtOU3z8MCoIuYmZLjqzihL6LtEjm7wp3m06kzADGc6SHMWH57bfl0Qk6ydALWWAM0AZL5KKEnBpUyTJh2P0FeYIEY/+LtDSCsaO0u3t8xHivaGon7inY+FaeROQ916v4Pzwb4ZiEiaQgzap/f8Z0mphpFSprehetQJQ+RFQVWN5XKCshiGyGWxbbCT/7iqRQ8XGe8vD7AI9qEkRo5boOHZSizovLa4+SHJufBu7diPjARb2hWyANvppvz6kvNv8liAamNwURjzuau6ENBF0izadxan4iHVFCACJ22MgE3i6kpvmbYfA7wTm1kXx9gGN6Y7wGoUjMmuU6BWP8+3VQ6DVqsY40QDveUFC8cqJ+V9NydTdYJ1NKAkC1oSafIOilkkuY/4AulVvN9iEWYznmvsoXcnKml+UeI5ddZPeBiO18nt8yH5BfRVVnVrbA4QtMaVWkNIRt8XDZVrwXjw02Fotgp07FrDuRAWMKhtwG1jPArRETC72WUiEjiyp0YU0hL0gENuJ9FWQEs0mjOIqinqRV4A9xizh13662bBE+SQR3T0X1kZGKANJ00nWF20tvoE5J1lGRaEVwuAYJ6MDdpGq0CQSURVE4Mogh4FcJpnT+SdnGfMlZL7NyhQdXikYE9knK2uRjTKNWsv93za4BnTeYYu3i02OPh/2O+UtIx/BzfMLEAxuTo1Pk054TTa2ipAgx2qJPmQmix4hkwwLCGaVHo0srMcVokv2MXqK09sXXrAESpnr0qUQjEDfXbuxZzpLiGhANjUvHZvvhU8WCkNAcV5rsnggLNKiWNiPkRDsseJFUXQV0nLGvB7A7Rp3XCw/UG71pW3I6aIS8vKicugE2zIbGVD0v1hR2CU2hxVAvwoAKPJvP5eokAr5dbXxULRv0Uep9fnQN1D9Lio3zQbtTXVanWJzQQBDhFyI9HAb0xIFYXcmqPx4h+pVP6QDN4zkPaAc9tLcXOYp93ISjnmNs4qwOi+9QKQek9L9K7NT1XYEg2P5CLMDUcIV2yY2Sk0PDM6oApGIk4oQDkZJK2VDU/GVpw5mSnED81GmjaINYMpSSUzJliCXFSaU7K2hhLEopiRFBXdxiM3T+ibTv1pBkt2Jx0tSMmSSTyndsqdFIfOZezCSMJEPlnpRakiu+SMkJSYTtbZJms3UtpxwAEyAhHZx3qgv7dnS9YqPh57JNxgRi1M6zQPATP4N/BQ5yhiBrDyjp2W3+1AUMZ68fOqg6QeKzj2ioJkDvNkAPrlTSIUgUq2pxeeSyFvsMZNDahMXPIwzAtXzjKqu/+G3c5bcBBFTeb0EVaDJ1WhfowNX3FmQ8DhPQ/a32WTtPRp9EHK5pTdNZPu//NzNpXnoFzV88ohz+g+zGfOEI1g91g5qG9c9NT7FgN59yWx8C/uvarrs10DNimg9M64XaacFvnNKGlNoXaGhGs53mFKhoY4hTXHlTT4s6CMlfUpRiduFHoQkC4wByGQ6MT3RQAOnxqRhMY9+PY8TxkQxTubpB53rkAF5qhjg51c9r74mhdhNmPaFYIjxyxuvMX9Xv2XAD2sWFPll7EC3o20ihDPz9pRNzjwrmURqJIiy2k8K4cKj8iyR7XLRZVq+udpY0kFtoWe/yP4piwDIRoUw5f2iMk2H6ffZ6Jhg4fv9b5CTE44LTXL9GsaNKm7IMyxn7egM+h7QPQE3rvbhqZJ9ADn7138vW9e2P/XqoDeC5Q0RvGRPdHn4txrlyxXu7MH2IBVWATIXz8fVCF831w1wVF1epeci7z8f/NXNFhLnCHDYCsxSRr3xGg9Vw9+CT7w5Sam6P7GObBODfQA5UB9Mhw7ep5cUCr9965S3fHZzbt6v2cdut1ZjxfpOc/PT+aoYGQSpX0PeB73SIggpXAKfiz0O/YeQD0TnydulbbFukAJIqMNxRB0dYV5j9DZjIAUA+gWFc7qLCre7YvKPUgPXkjIr4JgAbcwgRGUpeG6jweraADMYe+kmibdBo2DWIZphffXtvFAyk79QRMKl1LBkXLmEEUn6QbE6rLRuJ0vw1lKZOJ/R7B9vmx0QqMvyl/dPsuDRW4tkMQCqIwU2VxBDIs/84LR06c6kCk8zYz1E47xWMssHFR2LjEFuGcE6EtbM+mriH93aSZHWBzQBTZxuwUMrGm5qFoO2STwdUuMHAtV5jhFE3TMoRZyLHItaAIjefu3KBubH94PND8Z6iuCjPHFbRdYhwryc7rsn7oAM64dob3R0yyHKZor2sD1WnFWkztoWrhJ26m1cNyTFhXQV1Kr0F0rWL1M8lqpftLyTXSfK9aX+tatmCMx8zHNTVbYXqLMR/7tOtbNKGQy8PQ7/zsuAZKdBjSNxOK5r9IW+RzYUXzwmcynmN6pGh+ZwrEjkCJKkzaNM0kBN93UjTw+yK9e9NVYEhEvgrA56nqo+H6bwDwl1T1dz+Nyt0lCdAHDKsAbkv6Fwir/X0B5DoNNfZEEz8AUPjcxMJI/xvQQkKa18pc22GWaucEGaULv6EpfUOkUsTsB8VNczW33IfvRLSpc55lwuP1jLgvAFA9BkqcaZV5Y+FxxFxyJGa3CwNYsACWK1BXp01knw9gFf5TGeOjY8JOCMNU5ObFurZzpcL8xCdGExZo45FE08cwTCk+Fr3UGOBvuKTtXRxQswTjDYKaQDrMNgQgvD/VV1ASZa4rqfLzesytqIe/T6pF+LY6SmprwpSQoDHNfVbBdOhPn45oT3SioD5QlJP7wgGduQbw32EueFAtQKa6j0kCS3djr9KYC8z3jpmH+fFI9r0E45Lob38v+bdFncJEmv40MSe8jzoTB4eUAJLRhdk4QRIBxsBQDIRsvUSYAeR60htBJYDdgaHYVXopxfqiNRy+elK1mXgr3IlaPPyGzY84uFXcXPbwNGNdLBp922hgmXWx6PCrqIGlRSCnAkVFnNcoJ2lBQMP8eCrNlHuS7Ev2xxI3rwNWnuVBbhJhvyQDSgpNACVJT8UduOEmr40wEgCHiFAEIjXzrViwUDdTV7GYWRY3SyEukJnvn9HqWsXMbLMmsNIapnuQQGG+RAai4Pl9joVrwVPBLC/iDD0r6VrN0McD+FgR+RRV/VEAEJH/AMDXYxtV+t2TnHgmwVyBcluc2ZO0QWAoCKussACGwBC7wom7+wKZL46YJBZE332Q4tRxmeyAVgDuGC2ozjl0KVaNkzkLQ91h+ATUk1iQPJf65ORgKP0pkMy/tcN3YzhhRxeaXgnQERiKx4NBFPVdXD1NU1D7VVBn202lagAgna7d3yQIWNzLYGbS6trt210AnUo7MZt3X9GYguoZ7ckI1Q4Kwj+jC542qPdHetP5ecTcCOY0OGkyaM76xxftUmmRpRUo0pcdAnhq1dBrvxTpQ9Ne3BiOph+W5HOdoFo0ibZIY+w6KfRBRUVBufVXTdp8QeBMqghEgOmBNbJOFTqV5vQaFQppOwJWRl/50Qa5949MXxm4MUVvNEd7dZ+JSXM3T1liLMinK2If0bptuzFjrHWrJRrAq02yIXigV5RBYl2BdLRFA38Q15qtNA/30jjfKo17AsMYT/cZWwrqWrCIMXER5MGsp7Xg9nZGPRXIqXikdq+52k5E2zFrMcrkVCwArW8Li11rKDAfJV87GhHn4fe9X0CalnDObtv5oh99HKKfWUMY5bBWJWJbxT2lUBJtGKx4ARRqu1+1ZJ3qjRim8flWbwB94D5FPg9q+JL53MekkJcaqtYQwlYBTmgoOeZ5bCIIIWBCB6JTg35P6YUD9bORrgVDHwLgqwD8sAdN/E0APgO2Bf7PPZ2qPUbSFqsnIkxjagJLqlczv311TLjzs6FPmsnUCZtJnqKSjDoiLXdbPlVsGxBAW4gjOCSACt+NQk60KskYkk5UasdecoLTIu3utAH7C4/9YkYGwkyDQWICDJeUUZXyETFE67vsc4WZcagvQnrtTCgMJoZ2RL3zKBDOO/RJR7ii/BEIoYEjDrqroDwjEXSTSryLTaim7embnZGjQ2MFaVq4vfpHG2DziOdx15dd2fQMaTPgAC3+y1QbE3SJWYqiTNXnqcehSG2ctjKlMdDUpERQO18TtvXNAUvUqRLPCX+hcJQXmt8EhMYzAnMdj2vB150JB8NAbQAR/S82hga6mhZViyTtSO2H9zGb0TfDtTeGXHfXRCbNoTkMmFldquS5Y2stOPnp89XPIUT0C+/Kcs2hdhsYBFgJQK60TvKapBZIVvFgqk7PfPtigLJaKCI1kOE52jrzciJUR4DOBIHa5n/MzTCLDWs03zEIBxlWpETYkLb1P8czng+N56Qoc/AFfz7Mg0WaQNttXKDq7NGRe0wvzGTPRroKDKnquwB8hoj8DID/AcAC4LWq+j1Ps3JPkjqG+hipd7ajhTACjIE5bgtCY5ix8IMQ7TF+ZxJNpz8AiWtSmod0W0cuSzaPDOXERwcGuFPuNb/36nBNm+6JVlxl8r+yj3XoCwY7G0YpB98jE+jqehBQket5l/kg0l4XIMi1HAyk4lo+tymrTeOuLTv5rqlWN+8ZCDFYHcu61O495nIXOtCt/Z2mHK2pK6oBULswfOdv62SVITwHIzGiHdyPSvc3fdvVQfrfI2A8qLiZ8OTyBpErUgfMzjyb7mQEsDLXJfqbtIqkhvy/h2bH8mR7/UV6LtPVu8lE5HNhZ4R9I4CfAPC1IvIRT6lej5WEiInUpl1J23q7vQ9EIptLxM0p2qSdlKZZU1L4OAKgTDUjLUM9uOLicYUWadvII3ifxxmRRVzqs09ZmmTMwQJbPQdJherdJCjqmLSLGfFLvwu/1h2uyNjN/UPS9DWNbe+dFLfao4FAKXJs0ol8QY5TFxmatiunyY/KsXGOMgcmczQ3QHk2DKK9e5N0yCja2hxzIpw02cwaVaU+ZJCZ4AnDGHNTXern42Q2WqKsG4GxMBuRti5Bz2RnoUXguzLZ1uxpqpjCLBIam9R8Ks0zJAhkX5tu7jET6vq4hSgovkbzvx+oLB4Dqs2LHgjs9VP21Tiuw48m6Ucbtc8cHzfN5VgOGtHNvBjTqMod603rMLSjWltU7roUnE4Tbhc/pf5kvkDF6UXShozHJHmMT4n7i5niTfs8CGPht1VbdbMPgu45QIZoAmlh2sOAi/uDAVv4J/Fkjzy0eSLAcEZi3/RlPwZJZ8IVIMx7OT8b7S6lmtbe/Z/E4yQFHd0Kv1u6tfv9hKkPvXL3z7VJRD5TRN4qIg9F5C0i8tEX8n+M53soIj8pIq+7a5ki8pKIfJWIvFNE3iUi3yoi70v3P1hE/mcR+WkReVlEfkJEvkCk6QNF5P1FRHc+H391469M1zpQfxeADwbwn6jq/yEiL8E0RN8nIl+iqv/NfVfszikWXWkLMHxJRikz/U6IKIAIQTCvXFQEhHS2IIdpK0dEcQZkrpimFmOoamP4EPstix0aW072unJyBrACusBOoCYfnnWSRrj2NEZMW2LXVzAsIIlI5mEJnK6Ph2Bm2QH2qqnwoXAHaW0O0gGqgtk7IeoAWxDHsNWLml/N0gBhofgyLPGqt43Pvkp+5gyzi4bczYt9gMFAazRFdiVwV2sDe0mYC9UPkr4MOknTwoj3F5D3zbogaU7CAHatYjFmSKfPNAt6ffO5JODS2sRMPQKPulm3OIPQagcEazVn1QfzitMKrEtBndyuVeIwDXGfIfevcWaevjbReXmWnZvMBpqd/mHOsIuYeUac0ZdTP/5xAGwGt4x5sceQ9oASj2tOnBhDbfGN6H7udlJAlBgx4LG6KKDgzpht1hK13eKdNUGtrO48v8L8WaT5Dq5lwq36jtRHE+S22KHTC71vsr6MzRPih1KXE3LXVQJLhZsxHQjlab0NFAEg4OtguSgqKkSnpgUd+z80WtTvLWq4z0t+piJpYgdUV2nzFmgLlcBQ0rgEP76mpuquBsiguzJXzHP1Xbol1/DauRL4mDIgRHt9juXYT/eQnrYDtYh8MoCvBPCZAL7Pv79dRH6rqv7jnfwfAOCvAfgGAL8fwL8N4I0i8vOq+i13KPMNAP5DAJ8C4BcAfDmAvyoiH66qK4APB/DzAD4VdjzXvwng62C45EuHan08gP+b/v/i4/fIfrrWZ0gBfLCq/iwA+K6y14tIdNi7HwzBJ20yXQMZtfTMNQkiJxYEiEgmA3bHaAH8hHJ3VIU0fwKXpgvv/unAEBrj91PmAbRIyKEJWto1qEBml8iU+B3Vs++AIBZERMqQLwAgM/2BCfeM1JiaTrGLiDQi0dYJyMMay/D8Xl9Xr2xBau+aBo/qstteokwEZhMQ7TFIfjfnGfKOQCxvjxir6xsvqliB5sgO5PZyCSDneUOC5XK4/F0G3wAsAzMZ68kN6eqpzbnawVcpNRncNFVUEQvaN1VUlZSgVUG7htA7xUKpTQHqkEDo0hxIzWdooHz+h6AQeYugnbcV/VFt91DOlw50txduNGhjnQ7WUez4E6V3h/l5DC8Qz4xMcgSBPnVT61mpfAcntnPKacYiqMUmS2qFTkEjJMus0NwRqkDTNndHzYCihmsy9fB5TLnF6Rn7kYV5TLzNFuWcQNRAP9rYheaLgsry+ITf5CoNzKwB6qhAXvvh4xWvdfocdZbiPkQUAkBc4yni2hRVoBb3bfJ3hI8Ug/dx3ec43i94eQUcqD8HwDeq6tf5/9e7ZuWPAPiTO/lfB+Btqvp6///jIvJvAfg8AN9yTZki8usA/CEAf1BVvwsARORTAfwUgN8F4DtU9RuG9/6kiHwYgE/CFgz9gqq+/c4tv0O6ykymqh8XQGi4/u0APujea3UfaSO17GfbZZ4joQzalxyI8lD+0LRslor2H1vX0ogFE2wnHhkHh+/Hc0eJCPaoEdqkATgkIRyzjWpkIXpG/3cbvgPCNlJ0tr2PMbQ7XkftOQckLqUnIEQKbBlr3Bv6RnlsOF1LV3msNv14UIjY+Mk4V70eweAkmZ1rAfy7m9fBDOHgeGf+XzX3BqArPP6kwWWwMD53VXqccT0CSLLt4vvmXzKOJwGHCE4aprSeHgy0o+tTdKbV3fcNdKBlaJl4blxKh4z90qNcx3N598DreH/vkW6O47Ath7RsrOs9pqdpJhORBzANzHcOt74TwEcdPPaRO/m/A8BHiMjNlWV+OIAbzqOqPw3gx8+8FwDeE8A/2bn+v4vIz4nI94vIf3Tm+cdOd/EZ+iAR+Qsi8u0i8t5+7RMB/MtPo2KPlUZCGzFsGFh4Yg1BZ0IbCWLYmEttElMwutju6/kwEIzwG2q7pSQDyY0fPtgz4wlVWpMjQQspbcOI0O8ki3qVgeoxoBkTCXxZToTEH230ZEpMkMT+SlxfRH9E+/h4C3Q+Q9ykJMyd2Q25PXuzC20v8X3WSgzMo6vDhuG0RjHYUe/zNJt1AFKbto59GYTMiAE2+B07hG4DWMc82U9RN23XBp+hMJOV4ruF/PdUKkqpDSjxvGYNkKDzHYvAfNj5aLSVq0m+Xt148JlxMQ51aONux+wnXs8afbIxj2wJg3p7m/9TG7/Od2ioxyXt7QhcNmAkzEysDQzTMvtPsen/gCkmSWDfQOqX3ad8LgcYTp+ymCc+FyTy8nPAcQRs6u+cowqk/+JO/tREJY0FRt+39OekT8zTdq1iEp7vlE9ojHNtgmgmre/UDN43FH6i9F4i8mb6/OHxPkxX/Y7h+jsAvOagzNcc5J+9vGvKfA0srOU7r32va4X+AID/kS7/Ckwj9XsBfAKA7wbwJhH5/Qd1f+x0rc/QxwH4VgDfDuDfBfAefutfhVX+E++7YndNrGHZMLYgIqP0Ec9wzJAAOW6Plsn8haaIPzIr1hqGcCE/GVtsE61sDfCzWNlhHiu3gunWFlm5BaZbRVnEYpuINAdSWLyTqG+3/Z8BjijCTJXBIH0rqSSj0jTXcdIRDhOh6RyCAdQbAy95+GeUFWYvIONzdE6I0bXh8+KEvcDaLYOz+AbYBKEq6BljRZoNdHYfgD1AROVlfJvsS1iwtuKMeLUgbxF3alejFf0UwFBBJkNt99hZmnyFMlp0AbQq+DgKUaQpJafqYPbZzHONPop54JmduMd5dOqHnKIo5rliKhW1KOZiprEiiptSUW4Uj06zdkDkAAAgAElEQVQ3WEu1nUPF4hSJuiWBz7sT9a3L1qERRDOFCx4GMeZna84de92vRdX9526B6VEEcpTsv1p7vi/Vt3knw4zOie8tV87AkFGrGA9tfn8ZY4bzLTR+XnKayjZgpm9ve4Dyuu8THxLcfTIQqUDFAx2u7muYJnTvYvbJ8SCcNs+lCVPdRgRatz5duuoXAHO1A51hWsJpqhn8sTn8AqJTA9yKRpewc3SIOMAqMJ+eop3TtCB82qIsK6/43GMzrHpMqlh/MlXbDCAeGmK2rfPi83+eK166WfLMt1rtRIB1LVingvCjA4z+Jt0XhZaSgmD6JuEISd49Ke7mCL2T3qmqz9RGpsdJIvKBAL4NwBvCLwkAVPWdAP48ZX2ziLwXgC8A8D/dZx2u9Rn6EgCfo6pvFJFfput/C8Dn3meFniRxvJmyBoOTTurs1MOsjYmAjSHxZhDFiskdowFgnVbUyQmxghakptSRKkyFxQQ5GdMI59Byax+dHAjdou0KEUU5CaZHxuAl2kH17SSiaHwSC3uXeH0lYoiwL1N2GBoh42sgRp8ByEw61RkGtChon2YwxQYGrE5Rpqaky5ovhUBOTRPAfiTxGBCSmTN1PrYhwZAFY5MJWyfqHG/pxjojG5PfiVRt9xjLESNL3xmvk8VYQpNaYxymiMHi4CgcjAO0ZBXNeVYShba+2k1RpwD5PHSl7YCUACoFxiimCkzOvCbFzbTiZl6xrAVTMgLFS/OCqoJfLtVjDvk2aneg0cmPUZn9eA6xuVDcQVyqbTAwsKf77XAgEP5BdbI6hmAwPbL5F1HUJR2y21zaaBOYKXfXc/iJmYHqR2PkDE+C+cX4VelOaW/azxb4sBsfBkH8DaIzMb+ChhBdilhkWMM3pmQQ1vAHagJGDk0CouxjRQbrzPe5oJLu37TGBNauMldM85pjP00VD3yuGO3zT6XGsuATbRFfrzQ+6adT2rNdPDW0Z5sPZkWNoLdacgdn0Ogyae7inabqxx/5BgEVzPOKB9OKWiqqAlUUVQXLVG2OVU26qQIDgw7uN0Co8EDdT7q/knbTO2EamlcP118N4MgH5+0H+RcvT64o8+0w7dF7wZykOc/38kMi8q8B+JsA/hdV/RPnmwMA+CEAf/CKfHdK15rJfjvMu3xMvwjgX7i/6txTImaZihNt1wH6DwYZ2kxDcLDhoKO4+aCE6nWqnckgFm5niw6/oJVAGUnEhZylu230bD4jxtgRXtFNQLJktDuq4zLkV6aFG0JEebys0IDlOUAkQW+i/nKnd/2BJgmOW6vDdDaOVwwWS/5xuQKyajOVjY0bE8+LVQ38kG9KC2OgQ3mbV1tRnQO1NvMLm1aiT4Cd+31/d20+qv+YL9ok/RikOSjmZDB7QZrFplIxTxXztGLy/5NU3JTVzQrtszFDDOChTP3W5c6UGkAkuoT72scPlddDA6XdTs+dsQRAPk3EkCPR72TC1A+dKUSwW/80i7BpRWiaUf0YOPMYc17WUh6Oc+RLzbZ0c3WjTeJnhzK6ZchrdG++xXjy2AOd+TRNTdzf3XzeGbDsb//LfbcD/mNMwzyXmvDOdOnlhol3MqG1lLoxkd1Mq39qzv3C48zrJehltC3N3NrW730lxVP1GVLVWwBvAfDa4dZrAfzAwWM/eJD/zap6urLMt8Die2ce31b/W/i9IvJbYUqV/1VV//OLDbL0IQA2PsxPmq7VDP0igH8JwD8arn8YgJ+5zwo9djoC7OOCPyCUh8kXdgg84UvRvYbKiYCmgAlpqYlnAjgQzz3iRsK4ZX+c9XdV+/qyk8iP/RRaICJ4ETIfoTa+so4pxYaunxnbCDquacPIjPbed+G5q+7v5Rclyg5ifoo4zLMDiEO+69+9feCwXXvVZKDvDxZpvjzhOF1cah4dTDkYYwZpfNJ0BCLGrrrr3N8dp53/obE8aku3BkZufaEKV/bPpm2+LjIQogKifYypXHK8ZjpaMbz8yv4bswnNE6F58sQRk4fHs95RiaPypV9q+bDXq1uG0r5jbkc+o9EN0CmXxSbpcc0+rfT0X/HlAP6KiPwdAN8P2y32PgC+GgBE5C8DgKp+muf/agCfJSJvAPA1AH4HzB3mU64tU1V/SUS+HsCXicjPoW2t/3sA/oa/97cB+D9hWqEvFZH0JYqdYyLy6TBQ9SMw1vp7APxRAP/F/XRNS9eCoW8G8N+LyO+FDd0sIh8DizX0l+67Uo+bdufuHhAaiHkGVIs8QSgLLyD7vaSo1TO6cYdCO3oDJuECGR/EAsupncnkmoiy+nZ7oS32Ys+WA8qrAx9u9dKOcIjf2xxZEVoEjTzo2xY+Jy415TZWt6nHK8OJ9uyW03Bkdw1ZWYCKIbDkhhrvNRpNu3OGiIi6KXPcfeNj3x2Z4tc4hlBnQtwDaPFxf5deI4b0C1L+79cSROY7iCFz2yKuE7eb65Lggcyym44Iom7viBhDU1FMoqhi3wpgkuY/NHk+VQe9zqTtWIa2NiCATLFNn/shIltH5+yMYbTVNYJl1RY3yk3DfDRKYpcBOKXQoLTzivqDAXyrygUOJJSn0PjEmmEn6p1vSGKWi4m1ZYlYV6MXWmGmrojBFAFK4X0U9xXpe9Nt26fm9kE9z9eMaVnQv8k1JhVoPlo0b8+mGIvhm4UgpQ5TKjocnsMMjDiGoyA1VbEhYBLFNJnpK8Kc2FyvKBDz6ZxWrLX02tQ9ra7SHOb7586kewaTqr5JRH49gC8E8N4AfhTAJ6jqT3mW9xvyv1VEPgHAV8C2yr8NwGcPvjyXygSAPw4zrb0J5mf83QA+zWMMAcB/DOA3APhk/3DiTv5CAP8KzDT3DwB8hqreq78QcD0Y+kJY5OmfglXyx/z7m/GMxBgCGjFJiam2TxCwMWgeM8F2XTufHDZ/xU6KXJiRlwBRVTuhHuRALRWY3FeoPHInSGgzkS3NMXK6NbAEtOBqYVfvaFgySvG6oZlCyJ8oCZvCnLrjcc8vMKIr1EfVbeUiMOAjToBuKuTG/KgUVp76GUDd7jrQS+LbxyJBofYmwqhjcJGxrQBa2IEdE8MIFFogw4YKR61X5+Qa4KZIe0Sxb87wvosYLR3gcSCtWQAyDlXEpRJI/26vc+sHAjcqLUI4gbN0Rs9+a8wujvNIc4E6kK2AFKRZrKpg9oOFp1LxqumE23Xu7gNI/4tavR1z42JlMhOFamla0+DwxdE2MxAGQmwyPflnRfrsJPAJc5Gj2GT+HrU5hz6iLNeDcec5FYCH1gfiFcH0mOnzZzJ/mI2WbADUe1vNGdDxe6G0dd5jCqk7CsfGixAkzKcKbUflAhQPrDluROjmjfshRR/yPOfUa1mcDortNtRaUEqfJx24hc7ri3f4/f0gmQNAU++QpGlq75pcIJ0U62Rxz8K8Fbsgw+y7uIN0+HnOk/kMLbXgZloxq2ARxcuD2VeKZvDRUhS1egPILxT3oRkbu+Cey9t/h74RwBsP7n3szrXvgVl+HqtMv/8IwOv9s3f/i2Hnm557xzcB+KZzee4rXXs22QnA7xORLwLwobDp8SOq+v8+zcrdKTHR9MRgiMPptwxwpia995QTQI6vEerV4nZo0ak5A1KerEotqRVKX4hbAzrTrbrGpxGzsqidIF0dMAVYWsVoch3qB1tEHRGTAGbehFi4Ua9Ugfjz0SeKRtSZqTtjL9J2IymAcmMOlrUKFKUFqIyKjWubxoaPXVBFO3aBCPM4Pq0c/xOM7kAaDUYZ0jBH127nh20JkIpgc8zJ7gsaYM6dYU6o01E9d5I5ofUI5i3asfeXoGOKfBK67Zgijrphnvy7MRthDhdzEyBfGU0tUDjJ2k6yFbNU1LJiduaifmCoMX7XFhWFzm1Clin86dr4txAUNC94fGKMwn9Lm8ZUhh12kbftnELDMGk+EvKtkQRfG8CZ6iU0xs04jQBR8xVqayjGM8d/SLmXIGgNzbuzSQXiUaihdpxGOUk6CheKzp2+dUEXBCiLRfEOH8WkhdL6KrVFhP/a++GgUb39bTNIaIQMcJhz8up52oAODQxtZIwBz9l8joGaZUoNEdUvY18VRUHFWiLEh7fdwdDsu97mUlEnMd8huMZTVpSiWEsxjTyQfkERYDIc/iX8lLq22LcBpgPC85jpxan1z0a6VjMEAFDVfwjgHz6lutxf0oPfkYjJdpqCUYKURjXKSMyCAEi/cMKcFtKQAMSYkURdFK7ettWfEiEBuFET0LfR8ncLiYgunyfUhc4fy9phWJ0GissLouFtLkVRg7JeJPb0TYSaunj/sT1ghfPPbN7Jaa+e47jfMW3OXwtGMGgU8tTuo3qMdT4aszH/FX3RB1EcfShijivmsuK2TnlP6Pk41HV0nuV8PJfCPLd7bANlb9ofPZzzu8y7s3Vv+2MDsHcA0UVakZUcr9H3UM7Vgv4OhkAIOEEronzWejMYBAgQ7rRj7MsrGe9RUMJdX7I7lNvqse0k2as/3Wyn3rfMMszjjIPkw1vouh1Yr74RsH8+3QGImPdxs66gcY+RFHhFNEMv0uV0CIZE5BuuLURVP+N+qvP4SYDtzpNrmElk2SGajRHEd7/QRtCUmiHWwDioKbl7qvlFhE9QZ84D2m4mupZt6KSxg/YdIYVOCsP+Ah+IPDsRhu9QEY//UUsrY5QOh/qJcvBJpNmvM5GV4bE9gBJAikEVt+2wzUMzNUCrbKrb9YMeMNXQDiQoRlO5R4F0Qjb7JzSN3U59ud7xHcw2cOfRfOZ5R+O4F4F6KtXiPA1gKL4LvWTjVO1tiXJLaUzoYoo2uK/cRkhYdTvnuU/2gFWoHqj9m2WSaxhpqrT/msoKRTBAzbzxCi7jrkl2691/C40vB2CNinTBWcPsr+i1PxV2ThmDJprHm8+Y7ghoWgiR1lHpu9aZbJHano42cpsjD4xWMIBukdJpLjOpEdPah8aTwTqDpCK24xGiKFq6Oc5J/LlxwLsDau8rMT1+kd6t6Zxm6F8c/v9OmAzy9/3/b4cpKv/2U6jX3ZP2jJW/O58hFiZDOIx7bhtuEXWbY544AzEHPT/YUtxnZDKnvQi4qCqocShrOEyfLJjc9AiYH2kSAQu4qB5zxfwQpkfttwGo1p6M+Bv0Jw/qdMIe/kthrkFTd6fvSWidgqEXaUTVmUH4E5WCFnByNYY/36x4MK9YtQKYsUozF3ZSFIMvD6xoQfXsW6YYM6WB8MFJwIFmemBQRf2y60yt3iY6/LVpIHBI+AfanvnjUFpEk/ggX0Vu0S3eVyrtbDIAebZdzj+NCNQDIWR6q5GVjmeJ6/8/e28aa9uynQd9Y1TNudbep7nvPT/FDjKhE0gEKT8wEq0JknEUQhskhBAQiGiUWHGCQmIpSn7QiB+YKIQgrEAIhCAQIXGQaOU0QghIImT/CRBLSMEiBstOnt97955z9l5rzqox+DHGqKo519rn7HPvvvb1yylpaXVzzVV9jeYb39j/bH/QDQK8vVCERS9nwcwWaoxqWCEAmLlgIsESwhL179iFBsMOMZBkuF9tWI0Ht3Udxqqir4viNE3V1kcLq59pcOloG889oJoUTuKHDVlh4/MZxrULpn4P1pbU86KME2oE2SDus+3va8K0UvekUexP420fEoSq4YWCmFV9rqcFntDYgi/CzS5x73CPlb7GQ9BrGKJYE7EGooJX+iAsFnvBuH+PzocUJJja9yRqGel1KyiFmzvwlD5WbY/z78d0MclB+k1jIltj7XsWTCyYUkXiPLj1LKw+kwAMzI7dbQDqYbxiMGj3aG7OQaD+PKxEH8rPb3lQGFLVfzBeE9FvA3APS7r2xj97BuD3owtHP79l3BB8YcUCG6NTHiwRHTJwTQSQLg2CUE6CtWrDRMQ1OVewHxwilnAx/P5UDDSdT7bh57OYoKOEdFZQVaQ1Ms6rCU2LOnCSetTIiHsKC0RsOE1b10ahH1pw03B982qEg4PffehGOzj8c6IQBoHqKUkOU8FxXrGUBBFnemX/o/jt5oaDQOhCIS9+3WAVkgDlKgy/w+iM2iFJjEzVAwbpmlslNOcNX00cotdA0SFEDALRRnCifs2Ga8kPYyN/s51diBoDLoA2NygOBZBjznT7fzr8n4ODiXCJkxrrNNY/8DJtfoZA5IdLEuRsgtAxWUbUOOAyCzJXZJGGGRKXRJv7l+00ayHLrDjkijkXLCVdP2C8LU0gcoZ149qyuqVFke8FVF2jb1FhXZBt4xbjEKDq1u4uCFGwHA8TIiLpAifVhNONEL6tfyOcjC6+Ioi+tYwCU9QXu3k1fE8eVcpnAp/hc837a9EhmsysdVxN0OAKaCEgbXFFF1ZFoU4yONSxvaNt88bxDDC99YmNjw5pQmK+RuDIBc4rErZWH1vnXKNKRnQZAv/YT2GldB6rDemp77+xPx9yQSLnEPK92oSkiszV7pksImWR1K3eMc4bgcgsnlvLfx+upywfMENfjPJYzNBvBPA9IQgBgKq+IaJ/HRYu94WIKGuHXmj0GA7EcU8bJ99ogRgWWRcEnHCRuivAhAOPnCEY6ZebagHXqMa8Ww6Q5tWEHD6rH1YMXqVpjZHJPq2m/XElcxu4dWMUXsg38RFsOIbS91D/YBD2BkocNNFu48PZgDz9czhYvEXTkVnAchIckjHUrrVbCHTYOPZ4DjukqB2CydMwRD0EXUDRXT0akDUktUHLHQ/K9nfjAbAXgobXjy0XglMIfBEhFqZ37yvjl9IupCq1MF8bLwVkRLoP975SN9VtG/fdu204mkUg3jQOFlIQm9AzczHhRwTsDcwkmMjes9+hzWn/c7sXeRZwWxNzLkbSeK1TwwQZL0frkLvEuJpFiBexdCi8tWxcuHdoe3sSA7434PQ+inB/gKIfgDSccBtqiPGAfEc49UaA3X8xjMkmuGNYJpt52frG1gkIHlrvQk70XwIYbkXztoeSs/mvmDNNaOz32NT5ipDXhMYHFktYejpgPYQk9BQgIajG/hvKm7++ChNQbAI/Yl4lFkupQcN8BJpgOwXwn/qenUjNCuqWoRCyHnKRxd46KhD9j4YF+JTlgzD0hShX4iGulucwQqV9+cUAbp+uOp9PufD575/3176P5odBCNmcyGiLnjaPLUj06vpSfXCBbD5+4PB52wZ29Z4bVfDKLUk3AtYF+PAdN9/k3ho34r1w8j4CylNuIKPc5oLhKKTsBQ+NzbgN3jgHsBE+orK02WQfUVqfbIXKVuUnan/DUXyKMoKvL8roa4xLdutgP/4PCxVvqcTuetLt51erNwr+V+7x6PLYOfs+12z6Sod1opt95GIu7AWbePmuvewRe+Lm8gtJ/aFNFE0hffBe1/rvLX36tn3tfebwp53vn0/59OzTH4DXT1seaxn6YQD/MRH9VgB/xj/72wD8mwD+6OdRsU9VgkcoDZudW1PUk3Gq5zuS3LUYEvTko1lbbpqcPWTYFfjmhx417fGsUjILbzMVo2MFHBPEi4KKQCcG7eyjmzXarFVkLiQCtNVRQFnapqFOgsjJVMOgpjdemOGeg/bbs40DkWNLhYZM5PZ5uAnDShZJGxMLeMCIqGuDYOobWmjorv1t8FOLthxDSM4T4222NvVH4+4Jt0lXuO1awlBvddwXLjXdIEJky4fV+8Hv4atBc58vYeZv3EtDOhLOYnWutMlhp2rJIDdT08PYdS/c7ISBUVDuB8Ng8tuXdnjSld9d+UmM5TDZRAmijKKMVRlFEooyqjBKtXZUr3ckuQSG+e7fFWHLC1XY/p/cjRJWwcCI+DxIq60JqLuAFgGJQii0f1y12G4wHNE1DxwMZrn1saeOpYu+2JoUd315YSkZvrsyBpfWyeuC7Oaa8bKYA4P1rLmf978f+uGif8b57W5mDYt5w+ApNBMk+XxvYG2nDkFXgqLsgfQXTdrMv23nNfdw9NWGALI/aLzx4JYzV1i3UL+lW+1WShC1fSXmtaiF1YsSijBKTZCabI5G9KcSpPo8VuNfg/NYaeTIq/ygwPapyhdJNvvLuDxWGPr1sMyxfwDA5J8VGGbotzx9tT5FIbSFLRmWdXzQsiQDMsez7XQaCUgJqEeFHBQ6C9IsmOeCORcQKXLqvCuTEpbIU0YM4b45VLHdqFYGCnUyNHeP5ZMgnQRcBWA7KKg6gVg0wzkslKkd6OJCgUxWdz5UpOzYFGEIBDwJ5jmEIcN8WJZmNgyTu+7CTGxZ1WHkcb4RqQsKWsk2USfTy05elpIBFA8OSAzXiDbXBDma0xvTDj9PyLoC6aSY7gRpseSqkgnVTdJ2+Nl4aOrjqVn7ebAXGOMAiD5yQQZJt9eFIEQAZzShRDOaAC2TN2Hy+2UA1fGfkz8I0ElBx4rpEPgDAifFNJm7SJQgPADXYRu6CRJXzUwdX9EiiWxuoNK2LZfT/uqhsrEchEXK/5qpa8eiDCZBUQaLCUKLJKw1YSkJ1YWfEO62UT4CJUWpdvKua4IsCViGa4vzbS3USBWDfDSdxZSDmZBOFel+9bk5tTlqY0MbgtR2oO/ln93c2HRxMkWHWYZDtv+OtAs7uldSyPmImouW2sG9AbZf+e+9vNXxb7trfczhbvFQHJRhqSMGpSamTHs97BVtLse1gTf2IAB1xQd+X5mdQFNNAEX2YJAgV7xi/TMeTWr9sOm/DUXIThiMvhvxfsMeTUB3rwGOd3S2dN/TSuWtAOjjM6aSsd8SqhCYGOeasYgddeJC0irJEs+uDKzcAkkggCRCKT6HhYBCtl8TOubpQ/mWK48lXbwH8H1uGfrr/OM/P2KIvggltHmZAz/gVh+4IDH54p+cUn4AEsvsh9xckaeCKVccJjvsmmWEeoRCp6MfgHVKqOpCTtlGkxlWSJDu7Z6UGDRp2xRjcxujxiQOgdSFOJ0tmmuaqh1QBUBmzyzt9ybFlARL8T1IUhckYvNxEkUkbYKQKJlVpVBLucFswiAATImRXSCaUu0gxGETtB0ZbfMjB5FzIfAC5JMBZdNZUGcGjgzJg+Vj0Gw125i1ZIqVNm0YN8QmODWq/t1pExuoC8ZxD2m/6cJQCNSaFKxkB8ekLpTa/Jnminm2/q4lIU8Vh2wJT1fXKkMYitcFZjUkGhiTh8OkpSwZXjcWZGybg+H3LRTZXZLtYLqyZ4fGv7UMMYowmFKzDC3VBKFSXJh2YWiMTjOKLDt0VAmlJMCzq0MBBRuQ1lNL2MOsQGlRUwxWBcBIpwq+Xy2wYE7dKhQW3RY4gHZwjULB2Je9sVFXG8OYz8AWRD0e6psM8OhBCA2bFwe8Dn8xTLXukh8qMgpEYdGJr3aC0yaJcbF5TWGhvDKYTTgM2YTN4jN+r7D7tYAEJ09VIuhsa0tdiSFXgLprfOCawpVoslGYUQdn76yU0a7oO3LFrFFtbO6BYS+xklgwt2TC+YoJbpiX6AIPheBTbT63lEou7JeSoCs3YSd41GRNLd2QVm77TliGAgD+JMXX0Ify81/el3TxDSzR2hevDAepuV8UbFDJHokVG6unJYjQdZUuGFCzhtQWKt94KnCd2AvwfXL05eo2lQDXAIqKgyYVgQVo2821gz4esZGxbtxg4fYw91UX2kKjqjs3WWxUo9vAXpMLd/a58sjPYZWKENY9P82m7pvNvQNht2HV3g/J0jvExhJ4HW2HHrYWgL2WDQyHjx8Ew6GJse1xCI1RecPnykZl0Nxzfq/IfxRuw+gfdqFQlRoDc2oUDNbvycHUogaur/sD7cqhQcPrFin1QLkKfdgLBHHtXouGNiZeAM2tEO6ySCkTglCzpKFPyf1vm4UwNGfRQajr66ABhIuCqzQLKUoFxYHTxob62o5lEuvuMfgV9PHdMgvvWIbbhW/BYuz7dhyr+Gqo5zuhKRcdCWzJVw3gPWLsxt9aRKpe3C/Wz+h2bq/bNdr7MKntf0CLRL0gmR3/erB4PnjNQ3Mz2rlrT+hUV7/zOZt9fV0T8vfWKwXaXixKKJqQYUpduMq0zUtnnm/7o/YoTt19vxPUnqQ89f0+lE9VHiUMEdERwG8C8D2wxGobQISq/rKnr9p7luHAHRfUxfvQ8t5SiPDgZvA2oq59XcbIDRIFFQWKgJJR7xvBnD1zhR2yflAAXUNsIbmj7DGcDO3sGASh8TmuA0YNtR/sphJi+/BGRUQGEAkPjbdj5oIzZSS+vjltyqDxmuvQ+oJZwBMNY6Sb9jx4Xx2aoNvPLn43bsC721x1b9DjrmlzZBSMo6/YgEbJcUIY8EPb0PNdpfbC0a4NYdnat+tqGTTm8QEKl4MfDIk8MWtC9kiy7KBqHiygTQgKBcF5X7KnQahxeLQ5hYu5tOnTAAcb6AhUBQZw4x5k8IgyHqLvvJZ0g93aBjyMnbv7gzEH2XjZlfm5P8g346TbazqpYl/jIbCTk7MynHIDw16iCqlkEX9qytx+72v9sv+/uOadi3ZbYh+pw7x6sFxp89VrNg/qc2I3t9n3nAibb2mQvHGJFZksQlKUDV80zHkmS8eRPcIM1SIqL+bpMLbNtdwUIH9EZOH7dd87ypPe7EP5lOWxlqEfAvCrAfxhAH8KX0RZVg2HwFNsCj2pIRXT9jvJH21+NxbyUPrgqogSLjJSat9tDpm4nWscERobeKF0L0h3C/juDOQEzYwMgM8VtAqmNwyZCLyaoKBMyAmos7mRlIG6q2t1oF+Uya1ZIxtwjRxNrtVs+EfcEma8I9rBlu5WSElwmApusmE5RAnP5zO+NN/jWT4DAN6ss6XlGA9CNzdHxvKwCKSzucjy6wV8LqBDhhIhHRi1EMTJ1xhmVLCOHySeAKYLNQtDCycOPAILWthtWOjCvXZxIPfxb24ZHr6Pw2P83rEn01RwM1m/3OepYakiuWkctlUY1T+rQqjCHn4vMCIitD8IC9oGP1Spae12Xf++YS52h6+5Hizkn5P0HGRODnrMBV+Z72z8yqEla80keOnj+vFyxFJSwwuR9NxkhqMT3AwV0PkAACAASURBVMyrcxMJVmG8ThUVU7NKwC1jCMsjsBWKxZQBI1oUUKlutdWNEqHueo0DvuWbEz9Ah5DsqzsTKYIHKvBvgT0hvvQ/Ebvwxw58B6PuD8F4jnkCGAZvPNxdWGnkoINQEvsSwgXmQg1gpKT5DphfCyQT+DCOrbbXmqxfZDL8XbcWoSuAsPunxeYvrwSJeTy2Y5g/4foUJbBShwcAQE2O8RvaeSHU4FKYb+ay3gcbi3GzGpPBFXzfSmTz9cV0wjEVrJIsL+KUALU96nZa8dHhHi/yGQLCqWYUV0AyCw6p4JgKbtJq6WZSxl2ZkZJiZd+nBsEnglFSUrOODl4DANCrLK8fyi/08lhh6B8B8I+p6p/4PCvzWQoJkO9tU4hM3mMmbAPKEqTApIpr1gM3HccGH5q9qGlhLbt3EzjQSBcDvBcAu0ismM5APgmm1wX8yT3o7gRMGZwIVCfQ/QokwpQYMjnvUBUHEk8GHk2AZtoIcaoG1JaVm2l78oUPoJmyaxLcA2b2jYgeNWNFuARVCFq1m8PcJZSnimMueDad2/9+5XCHbz98gpf5hESKV8sRnGJno7aZbNiXnXl6uldMrwvSqxPo7gQ6HgAm1CMjTYQ6UyNWI6Ee7RbNHlJ5dHebCz5jYs7Q4JxpN6xrF6DbQYsGujA0Wpuai6LdF6AsOE4Fz2frl1enA6ZcccxrmyOACdDnkrGI429c0LbxMwZc83TSIPz0/+SCbhEMK5SGIGjWgQvCSe2/CbbpKZvEuKaElATPpgW/aHqFRIJX6YhVEw7lCAD40nSHzBXfnG9xKtkA1MlSr/BAPDrngo8OJ8xuYbovE76RBWsA8gkWmemDYodvCMbqQr8AojbnzxVYC0hTt5ruALajW8qYlH3cg9MpSlg73Y1swQI2n2/m1aOMMhIpCrP3qwtbsa6TK0VJISTmLmyWPBc8MNQl1o12gTqqMnLpxHogT0oLmFDTWJjVggzm14L5kxWSGOU2dSHCrSdcuGWor7MHPDiOaizxv7wAiXwvTKHw7Cwjo8ztblIwGnFhlDpa1UZBJ9o3cAltLPKbOUqb9CJmBaOWuLlZhVjwYjrj2w53eJbPONWMv3h4jromqBCmqeL5fMZXD2/wIp9sLtYJq6+5QzJl7lle8DLf48AFqya8KTNyro5HJBN2spqVLclm3ZwWy3FCWVpm+yc15nyQq74Q5bHC0B2An/w8K/JZC2kXfGgwN4d1hgqBOTaHiCTbbaIwTZFIm0lVgHaNYWU6NmR0j0RphIstfNhIFvm0gu5O0DdvgMMBNFvEDJ0XgBlpSuCVQWv10PsEnRj1wEgLoQTzbOxBagIOal+Yyenou0mbsYaLZsBtxOFKScBJQJXbgYHoEmfVPuYVt80yxHgxnfBt0xt8lO9wloybvCJ5RnZrEJplqGuB1NKR8KmCXt9D7+5AVcDHCbxM4MoNWzKWiyzysbkO2BMAzUJ0YfKOaxVbUPGwUfd6wwSwBvTscynC9nWwrtzmpTHdzqliTtWyY9MOa1UVZ+QNKJVH9+JgMWiHZoCppbsNmydnOEAuTr8BqxYuscA2BS3CbV7wUb7DRBUTVayea0SU8CKdkMiuOeYDSk0GkHYX0+SWpptpxcv5hJu0oiqZey0HlwQNVkdy/BUNLiAMLmLrYKoVKM46OghCe9fP2F9d8Lu0hmyKW0FztjGqSm4ZGsZh/F0zqZiyAHDDG11400ZhehTWhkHbuLmHORkkq6J2ILOacJNPQL4TpDcrmAmg2axAQyLbiA6LeVKnhDoD3DBvgyASqX7YQOwywQ7+Bw7hCKZoiiB1RVCV+vK6MvfQsJC7cdLtdRuLUMxl2HqWCsBB+UzAMa/40nSH5+mMr0+3mHPBOU8Q4Tafv5Tv8FG+BwB8PT/D63zAWpMxrecVBy54ns94nk5YJePr+ZmlowmBMCkiBROxpZg5TAUK4JwmgGBKb5KGt3yy8kEY+kIUfvclAIAfBPCbiS4gh1+cokAkfoyyd4XEdZviLRrX9R4v1BNYdtfZ3md+SUaGrqHH61qhVTxW27Rf90P4AeCf+SPcCBurLGETEoywRu3rCm0swr1O/ZDv9UaPjIv+cAGEEOBxaQ/zxwsSpH13rexnShxsXBwbUqs/dCuUjNpp7LrYfkePGM/PtVAHdI7YrBFYnkk2Y7AXkN5aLg6TK4261hcX9bz8KOo5UfUx9HEdxnOs9+gKjmSY7HMg2rhhn97/51BBGuu8X5eiFtL+eeUmGMYpqniBCxyXAC7n8FvL2+YktoK3CUu6tXTp1jVoGEPpr32dkKhfqz0MfbjftflA2h8Xwsl7tPHq3H3XcO2EoNYXw/uL63efx3ydKGAA/SbjuoprYp/erkufq7C5e60ttJmg6HOF+veNUPWpSrT30z4+lCcrj7UMfS+A7wbwK4nozwFYxy9V9R966oq9dyE0l5JkAKSQRMYp4+beFlGW1U3MZiFSCTMzGsfGlCoYigJuZuFrC2jDCIrBMiQdK0NFQGuFrit0WUA5myvMNzXT4vphYBFmaJE0PbxeG/dPaDDwxcmsRkdP3Zw9hsVaighsMDCdf2bYBCJUh/pGk0gbcBJAE4AiSkOCi0PQtOwxUoMcNJ0WAZ1X6N095P4EJgaJbPA6Yyh1hAGTtzeiZDb5ymJfcBzEmDOsJbQdrkHrS9PMGzdRNt4VTdiAs4IYUrOF1CPcJ0NU3eRYodiEG4cPCAJyDAZjrRbC3qO03LIXXsYBMH8RQbQ7SDfWB5//vdJobonY0EdhvaU3aOPIqGDnX8lYNbV6F6cJsPG3NDSJtEefwb4rYnnqoj0gtOiyjvFBE/gjshLi/ktVE46Ze79zH5txXozA40YaCmzD3tU/93Efc1jF2hifx9K6XIfnUDrCeulTqyk9Q79vLECD67MLQLQZ22b9CpdWQVsrkARaM5Cd2iAwUqkfypv0OjHPaWjH/tyMtTNGlJLfYOxC39MiVB02A1Dj/TC2FGu/pUTpAtg+BL8JgCHMCYDU329+ByBzxcS1zdfWKK9blAqLhhSPhlQ1csVFEs6ScZaMiSasmnCWZLgi58FCJShxs2SKGOmoqBOHApA0+tCfrnzITfbFKI8Vhr4G4L/6PCvyWYsSUCcYseLBBYwwucI21SAt1FnssBSCFAPi6STgqTZT+iEVOzRKhhB1t5mbjQE4maHv42oEiNUPAy4d05JWAZ0X6Js76PkMTQm0FmDKgFj+aRXxBJbikku0i9qhIBPAh4rDtEKVcE4VlZO5tFhwdKBghEwvMmhAezcZ0PBOALoLIHZ5MvdPaP+xSYZ2VWEHaBFGKQlUGLQS5CBXBKEAhVbwJ3co3/wmoAqpFfzVL1s7EznZoW3IcQjSLEiTH9ruppKEzsFEIeD6b2YBzRXECinkgq9nPHf28XZS+P/IrKizgsmE4zCAEgBxYVUOAhwrOAumqeImr7hJKwSEYy7IJG2OjBY5ExjNXdm4TRSQyh5SPrAyh+tkcB008PfoChrGsFU0DsZRtr2SVw+wHE5p8EdW5xlaNeFOZpwl41SmVucg7QxyUCZF8RB8drbqRZIR1RUCrRa4D4IJRxXmpnYMX1oV6VztsAegEww8vazQlDbzQSZ/3nBIwYHl/t6xSSTwjOeIydpwZ5wtwfAhFZwRBHyX/dckB1KoMEQi+iw2GRuPlhB2xAL52Chhyz4fbsEYv6AWCJ6zWHKOg0tnRXqzgl7dAccZ6TBF4vdm/eZMDSrVQNWtzdZXIWg05WFoa8v5xwAlaWDsYOgOzFAIBVUYaIEAtua1EDaJcaHQwX0dbtzWdsR7tGS90YdcYazZ0h/qwu1EggMVs/oMEz/ceaLkAs5kc9nn8yIJGYS7MmPmioP7JSsYd2XGsmRgJfDCBip3YVU0YZ3NxVZKMoFJbf8Bddb9D+VbqzyWdPHXft4V+cyFXNiZgOqsqlQYvLpU76SLOivoUA3PUAlaCKps7LTJtPxDLi2jd2EGK9thR4LiUkqzBglDtW+YItwTkrpARIuATgvqyQB+cn8PXleT3koFJmeiFteUd6WRLh4U01xwMxVUJdynGatrdgHgvUlro56PEGki7eDjSu3EJBhAsS3uYcMk7iHYI7MrsLUMVWFIYdDih3qKTNbkDNR2AGbf4PWbHzdVSEsxoZAtLYBMbqGLNs+KNFfkqZr1KalZdAZLgW3s1JnFZ0F2Jm5x4We0NIlzCIUVYZwX4hagILlTwCwCDLvvoYI9wu6YVhySjcNNXsFkCSEtMqs27TRI30IQqoU7ONUFSHLAfTsgdpaCbnHoFoWNQOTCawev+DWExt6bwkXhLrxEAnaBaNVkgq0m3NcJZ5kaC3UpqQn9NvaKtVqUXHGG4iJsgNWSwAuDCiBgKEkX9hpoGJZ641xBZxt7MAMiNh9qBRjGTD4R6mzLZGQKh8b423wIoLZWn7tKUBfgDRsIJFdyjml1hcaEoUYd0IShEE4MJxUWPB0tQmWblZ3if8P6RVuLEBfdKiHNSuZj50PHqytPZ0F6s0A/eQWqt6DjwbDZyfmYxIWXKUiwsMGMm2KgTRnRcUsJpcetpJTEoqSce20UhtQtmGEBDBLDKmRKnzNlUwnixABAh6AY5inCJupvCDBpwQ3eby1KVNDW6CEVHHl1F1ivHxStfkUYKyesknCuGVW7EFeYW1SZ7VuMU51Q1gw+2xmhkRLI/7e6FbdWMgE/vAisb2WE/1Tlg2XoC1Hei3Txi14abf+kQw4y+OapzZXC7mqq4AaKRTJwXAp3k5vT9+H1UAwL0v93dJWFa8C1MjsApIND/YdaxbW8/iDAmPk26edH64e2lBioyQQZvzR5aPQhFaBmrDChZR/1YU3oB+PGheI7aouoaf54d2UMpR328PaGJjhGkrh1KCwevFTI/Wk7aM5EqExdwAHaWKVcnWCSEeDssJYZSaNuhB3OBgoH0PhI1PM7tcPUteUg22w533yetBBq7fWgbNFI7Lw6M9fmJssUc0UgIc21fuoHSGzcTahpQOn9Q73/LlM97L2aABqVwDW8TsO4DR+zC0JpuHmkKMjOQm0HSXfnmQDnqUYkBD2GqLTDSKRbCShpdwEODw5sXHHcWLjIVKG1IkgE25xvzOLaLIFBgtmIMDcgaHL3M7UDH3A3chq4Zjb9NHamjztcIAopqQkyLugP49OIU5vQun00AHWUWBvhNnPyxLAWcVFgLZDzGTxlUK1QSSCY0NgsLaItgi36LNzqYEDRQ9S3bjLtbfapTr5Oxr1tdP+LEiJrkAgbI3m4yqKNoWfJIAiNgjxMUI2539xisu23jeCPHrgSj9aN2kHeFWwBI+7ilebaBSCMpZqQNHOGqFs8K3Xag+rzRazftHbCUUuTAnOlCW0YMZ6kfMD+fCHKg8IQEf1ZAL9cVb9BRP873iK/fiFIF4Few3dI2teSrPbv+gEXLjEDywYwj8HoQDodfhdg5Iu/fxcw9Nr3D2FG6BLIGO3gdiibK6sDfHF5UAKbw3ITWdfu1zFDHRwsSG1zugLS3tx/3OS8jbK73j8LwsWoysV5NR5Yrfo78PWuP/qNdo1vBwF1Tbl9jv4b2l4fY9xBm9bfQWBohIvBXC5gpU2ovbXXDycXiq4dnv2wjGZcHrQjpoj8wNreozfsbaBtT9QyAOU7Yd27yhhQcJWNfFeam6gJFtoFOee6wgAMprHN2N5zxJRc/hGuzvcRbEs+3x9q58XesH9/IaT6nNnVd9/muHZsF7n0FWDpCLDY9wnIn9taos0au7YW+n8+vC0GbjCIGEe28lCYxr5jlq0C9RZE8f5/dd/f+0pdaQOTNMD/SKY4kiqG23cMZKDdrTqBbI8GflvZBKp8juURS+1D+Tkob7MM/TCAIJj5Iz8HdflsRT2MPUyaQ3SFaR/UNp0mCJH2eDrq2uPz6YyX09aCcZsXvMxnrLriVCZMDcQszVpTibEMJ3lojfZmt2GIR1OJmAZdql3jbjKqFbyKm86Hww9okUzjLScW3KQVMxeLvvCN7S7PBhr1eulgdSICcjLujHgf7gVOijlVvMhnPEtnZKpYlfE8nXHLZ0xUcJsWs1LFwRKV8Q1ydD0EkFzKBnsP1OrWArumddcQXruJ4hi5gkJoCMGBzMUVmeN7qpGuNQcRoI65rdz0bQSBCiRzC5F2C0S4IiNP0k1aGwbhNi8AgGdpweoMuACwetLTKc04l9z7xtsUAkxox2EVaG0KYr6mvToObe3P4a4Ji5zdx3ij9uk/AsidSHHkFQmKA684srUlQdqz5YK63KWDxTnmYCYBEpp1DEJNnjT8zgCybSSowTHkLlp/rWVtrjJ2lvJwsSHyi3l4OVUYtmsAD+8FlvHgNR6uimdpQfGQbMDcJ82ydNFY7VxQ/qyD0NDm4EDvEFghW7PUANGBJQJGPOHmr+yzxUkoS7X+WBZQraC1uutZQSJmZZ3g7hsCF7b+EmoCyEbgCuuUDn1DNq85CSiZhS5l28tEyVzlyWgUXkwnzKniVCacSsabxi2G7glr6+lKXwIbK1bM+Y0Av1EA7Dn7WnvGZzAEz9IZx1zAjftKcUwFBy4ebSZ4lhd8kgqK9ByBx1TwzPcyUcJtXjwAJfrDLGM0KIRXuZTGz5+ivEWA/VB+bsuDwpCq/qvXXn9RCyk6z1DdfbfbCJg62WANALGDTedU8dF0j69MbzbRC1+ZjcfCDriMb55vGgdJYsORqBLOS0ZlbASBqypsrUAVA06rgtbk0ohrfWsGnwvSksFrapurEd8JCvFGO5tSxct8Mt4YsqSEN7zgXLMlnG1Cn5vOfVHPuSAlQQnWXbVNgdnI+b403eHL+Q5ntanyUb7Hi3SPmSo+Svd4Pp0bzqCbyeJhHxhwVk3g2/WFritoFSRn3ga7y6BQB6aGFhdRL3GoNPCln4YE58LxzTypgx7RlfbAnITLjGEusuyuwKxQCEjZDnN33aWkuD0sSKS4nYzA7TYtbW6IEp6nM1ZNTVNd1cDFr5bj5WQNt0pEWqkJCbw6sLbN5wBYUyMRTYsirUYwyo7R0BHYG6zrlTfWTQkGbCiOtGJ2jqE7nvEinYBkLomJDVszpYrI2K5AGNJaiP0xrThwRVHGJxGlFUR6lUDByBxg+uDdWvxwL9XwF2txl5lCT2eb9ydBWtiCBiY3gvgQdWEIHdv1kAVwKMdkfDUCwiFVrNTX/taN1A+8Tj3R7zfoO00YIoW5Ux0HxNOIk9KNMAQQ0uJrok0JRTopeBGwE1BCFXo+g8+r4aoSmxV1LSBmm/eJoEyWCHrFRsBqlkfEGOjGYhgKYEoC8VyHkyepBoC1JGQWvJhO+PJ8j5u04j5NeFNmfDJVnAPMPiiUnT5+KzBurLRhshmV1Xg/CESAWVtfpBO+lIwx/cv5DrfTYjCHYgL5y+lkiplv/F+Z3+CVM6tXsX3yNi/40nRv8xzAz+SX4FRb7udN2g0f925B7POMyIXHh41hH8ov0PKtgxlSY7XlldyP7frbsOiaFB6Whk3eGbM8zGxCRZDSnWTCuWZ8lO/x5fwGZ5nwuh4s9J4tHD57KgbANhcdhQM/DC6qWwVUCoxfpZowxNyFhWIHBoegEIcdumUoCsEihJ4nM+SxGucGGPgk32BOtQMjqW82RGZRajmogl3VtcVjWvFRvsdH+Q53MmOVhOfphGd8xpFW3PIZN2k1wPGo4YQgNFpwqtqBty9VGtswV0CDVylAlHG70M53gqa5FvrORGxRcKLWT00wDQ2Q/UDwsOKwDHEWF6DEQPHiFgDHpbDT/rNrmTdpbdEtH+V7VGXc8tIIDIPM8D7NTagYoWBhFQohveNFHFcjLthHxE5gbsKqsDqLc7BQe5hzS3dRekhwm3MO3M5cmzAUwNRbXhzzxJhQMHPFFNbHwZo18rdMZJYkVm5M1KHx67DeYm4E87Rh6GoTgChVqGPqtKxmLVykByBUw2kom9ULwI5+gIY/eviUmlPF83zGWaaWNgXD2rAKhKuof8Yce8WlBSna2x5hJQpwcFjDNsKQA6UXx8uRAaN5EaRzBa+dgFJLAdYVlJPjVxRYVtCUDauUCDQl69cWwXVZR67ADs5me56v/5SNZXty8lAAnrBa8Hw6G+lhPuOuzvjZcxAWhuVUzYobQuVoGRrrwuj727gn7y1Ew14ypYrn6YRbOiOR4EWytBzJCWNzMmvRwecxALxIJzxLC5aUsJAdcTdpxYt0wvN0QoLiWT4jJbWcwqPV2LFPwOD6HfBLIUA+XSFsJfEP5eerfOsIQxi0i2tzdb9BxPzbmdKJOnlXPLKDZUPAGEM8Y9OMzfXRJtSIGlM/OWQATqs2HiJcadM1DEgQ4QGAgDxayLT8t2FGrvrOqWtGzVfv97L32iI73ooZitK0vivXqlvGwq05XO9dcaXS3bKyeTStTsENTNE/75qfWzv2n8dhN7riht83skHvByMcFLAqmOpF/wNo0Xjv7B9/DvK9a1pz78dujaCdoE3jPa91tzc6BSAV0sgXJ6oQKKAJD5FpjqXzFe3+aHegXXw2Bg6IbAfZubco5stg3SAdLn3bWn+ovm3ePgCi/pRlY9nQ7Wd97AZMzgCSh/oa9LF3ng5b+9FUHYgWN/3GLnBJmxf7ej24PAcLyOiGZtruL+RCb2bZkBrugy62f/ruznxr3XYlQTG7oDNRQebalzQFZkjbtW3Ppo6J7HuZ+lyXd+7V4/dP6Rm7KJ/nvT+UR5dvIWGIOveMW2fMD4yek8ofLVKqZeXe3skI6BgCNVeHRISCRStExALQD5cx9LxbIbCJaLlebQ9hANDcZIDnJqNW59G6MZKghbxUxaIpQjuqyqgw3EpVuhQq2r4akXC4WJTB37GqEfGdZMKdzKig1g9nyZus2e3AGqJwGmD0Cm1AtNUevRta9/jmLCGo+HOLmNk8bEwTi5vHgUa8txduqP8e3MHvnNS4hbDtdxoEv+iX6GsjomMkNddYXLequVQDu9CIFsn6nQZ8zSgQjWN09dAfLV3vOHcaOaJ2TqwiZiIwQKoLcMpY41nTQFznf6I9siruWdRoJ2ytDMLpWM9r9R6pn9nDw4cQHaNK8PXsa7phUsIKOa4Lt9yomlXT7oE+XwYlpXp9AXTKiHEP2J16keMvrJNhhGrC+m5tvnUs3nVNG2vdWlFHJWIUIFXRJJjY64Z+Ue6cWds9cNdGxMHfKzjuZ2vwUHFqc6NH2dmfEdDC3d+7PLL/RkoPtDrDQuCjA0j6nq3UErYWZdzJbAEgqrZv7ffsXT3ie7q2Np+yfBCGvhDlW0cYIuOMCbZaOBmbZhiX0MBanJK0qIjAoYw5xoKADkBjLr2rM04pY/X3I5MwYMLImJKgs0YTND0gDaXkkoO7yJg8aoQAZmhmSDIOnsaEDBNw1ppaRJIKNZbVyU3cZ2cSPvu1DcjatHOrux3UaJQAANriFCXc1RkTVbyqR3x9eYZbXvBmOiCx4nU94vV6gKwJucC5chQXTMCh5ZcrbjJRy8E2cAw1w89Ga3VXhXMNNe6lTMZPlAGw5RSaHOCbkhgGKCu0DMIpYKHa6hmyJwGnClXjo1EFNBv/FDmxX8vW7u7Js2TcsmGGVu9724QNlJsguJMZn6xH3JcJpXIjWlRCJ1yMUPTBGnSxOY4C0SDYjQcfRhdiPIQ8GGnIb6aEsxgPi5EvanPpnaphm0yICyG6C8siFq5MYtxJkRBTlLD4fGwWkbH+UU+OedyFfhBBp2wA3mFd1COjHtAIF41VHjaWCjB3qgTKAp7EeIdCqBqoGIL7R1yID0WmUUewomZFMGePrsHWBNImaPUPFRiE+AuG7GuHHA3f7W83snIvQ6CBDOtGFVqqAayJgAynmrB9AgxIcn4tBbSi0xRcUw4R2Jju/gmG6Rj7U51wLzO4Ku7rjBLCkHYlqPErvUVwb306tt3rJunK79AFkolKI3sV5VZnVcK9zFidUn6VCR+XG9zXCYtknKsdca/WAz6ebnCSCRNV3NfJ9m7d1c+F+pHQcQxQALYWoycpH4ShL0T5lhGGlIA6w5mLFcjaWJupYPBnd+uBwiwBlbcT/CxG2V6VfVEl3NcZd/UAAeG+TpbNO7R9pU26iohS2whDe9OMa8S0N4PANljkBPVM9k075kFYc2EsmFrXagfy83RGVcZZMu5lNnKxyo3TJtwOJM4XAttQGlHiUJ2iCa/rAUyKT8oRH69H3KRnOB0mzC4gvSmzsbgWAjnGBUHsiL45UlXouosk8yKZ/dDzSJiq7VC3sbLIKCZtKUnUSRrbYTkpMEkjzVxrMgEmSyPsM4yQj002QUGzgifLUg21LNgmDLELUNrmTGcht/4VECaS1tcspnHeOLD6VTnik/WIpZqQJJWghZvFZEy/ERtiw0kN70c3mbqJYkw1cvFoiwKbtAJwoebslqEZYoeMa9Ov6wEAXDDyOe7zGy4wizAK7MC8KzOMa9o4igL/YRiurhi06rBZe8IypOqWi5xMMYiSE+qBUQ9kjPIzbNzRD80QiA3vZUlYhfv8DSUl1kys71WNmA8AMhtomJOgZMflOTYo5LXRHTRGAFp7uoCt0dad5Wjsgx1VVxvjZl1yqw8VgS5Lv3C0ElUxPJGDqFvKnjFlSaQcUmp1lCY0xbzpEmtECKoa2DiAxxHdf6oTXpcZAHCurggOQk3sJ5v2DW3bF9pf48pew1YOvwkrULi3AGyEWQB4XWascwLEvvukHHGq2fZEj+J8zQd8fbnFwZmo78oEqTyMwTBffa4r7JkqbZSUx4Tlfyi/8MrbeIb+0cfeRFX/6NNU5zMUcm3etSPyQ0yZujvENysiO2A14qfj4PZbhdsDJCiew2Zt7gNqJlhtu5gtWhrrQuiun4uMkHEdXT4395i/5q7RhXslBDEATdNS2EYfbo+zA7+Xmo1Kf3TJAL6RdXfbhcbmbQrL2Fky7sqM+zrjpDOOutrnJaORLu4iQfr/NPZLwAAAIABJREFUhGWoYF9UdXCJwMjNhoN95BIBxZiq5yEbrGZ+MCY2HI+wRd5RkGrGQdmsKBaGr55rLDJSJxakxCgBmPXftbQW3kFlQKNWcLOQrMqY2Kwq93XCueSe0qJyt5ohtGra8Opcw51s3GSDZSiGbdOf4/cbF1l3c4WbLLAWDGkCNJM2117Ms707NQSspabmaqpBwhdj7nWNubmxDrWD3y0rmTdKgRI11mmJnHxx0DIM5MrRQb6ek+VNU7H5Ip7jjDwoYLT6xpzf4P4oQujR3EY6nMo7T95mLMJ1FySgD6z27U9Hj3EIx640oEoDlAOwYIv2RnuSY/FwR+pu5s7KHoKz93EwJu4tNd5Wl7H9L/bzhd3KIs29ZELhNkUMAZeC4NjGBzpmb6nyW29K8JsBWzeZKLC4YhKWv0Vy+yysm+eaTTGUhJKsPaNg2+oIoBFDorcNCCH/iYteaeyH8vNS3oZm+SOPfPzhz7mOjy5xEOjOVq+7DeCxUn11LEQk/wMcTwQKTKTd3yfz++gKNAo+KXUByB9h+g7Nz36E99JIYoNoZVzgw22ar3/jf+mbTmcbpuHR3282wM1remenUArMSG/jvox5tejCB9PHnd6zf66VR2WV9xL4k9YnPlda4lLtiVovcFnR3+P79yy6sSo+8jfomrUx9xIE4zwfEnGOP9rPde3svzpcT9fmAXDZvnH+x/sonp9udPnp8OjtxyAwx2304nb7vpGHOov6mr5WmmdvP3bvUwahELgmzNKF8hRrRCN1CW/3DL3SV5vX+zY+IJiMa+darEP7rm2suP6MB94Pn49WsfF5X1egY4WsXrydm/B5rIaZBLqbT67M0U2i2f2E2ldzvwbe1qbPUNpx9Skej/4Pou8jop8gohMR/RgRffc7rv/lft2JiP5vIvp173tPIjoQ0b9LRF8jojdE9F8T0XfurvklRPTf+PdfI6LfQ0Tz+9blKcrbeIaemnT8cy3KHTOEbKbzOuKG3AqA1LNXV9lac8boAwDN/B/07gEYXmrCUjJqSc1FVoVhuYy4WUq2Gv1u0d0coYcZlFIHS8+TaXvM0JsJ9ZhRD5afyZKYmqsmsYCcP6Npx37boKQ/S8bqVq3iFokW+tsONsM6Nd95qPAairsd6meazMpR3UIk5k55XQ+4X7Plo4rkjEO4M8lu0V4h56Dnz1GP3d1lCRupJeFMbq0hMoK1MVo8NvUxNcN+DO3C4RE/jI3Ouz6sH91SFtf12wTYVlzTvJMZqya8KQfDIIA8X5dZFO/KjPt1wrkklNUTPg54qqtZ6sdqN011VxfCxhJwsVLbgdf7olkyAXdtMRYwTjrhjRxwV2fc1wlMirPnd1qKpSyQYmYGSdpwcjUbTs3mkWOGVjYqgAFQH/XfYKJ8LhAzdMrQOVvSYk7geYIcMuouQevGmsHUkoyqg6fNzQPUawQw2sdvtOLFum4WXu2Xt5xcganbCbIbi50O9fP+3whxbB82C4j6+CVPLZNtHsjs/iwAdHMDffXKXj9/Dnl2Y0JiSiAR6LMbYMrQKaEeE8qRbK+YYOmIJkuaqr6WOp4Ixu2UFJQivY+5CzHgHkMeG+UyAbUkqLHPtdRDupMkr81lb/tD8zz6SgmINCvJ8XcG0gdOmpurrpQEyRVFDM5wpmw4x2I0IOdicxgA1mTJWSM33blmSCGk6kOl1FxizWouNvdTWKsdkiCjZf4pyucgYI2FiP5xAP8OgO8D8L/48/9ARL9UVf/Clev/GgD/PYD/CMA/BeDvAvBDRPSXVPWH3+OevxvAPwzgnwDwswB+F4D/loi+S1UrESUA/51/990Avg3AfwLr7e9/bF2eqnxrYYYOQD0q6FiRckXNGZIBCvBlAigZk3BmQeUIX3JFlT3zOMzVcq4zFklYqglEZ8m4rxPuyoyzJ92EwpL6sQknNZJvBhlgmJC4n1g0zaDbG9RnR8s7lJJtVHO2kPrMqMeM8ixhvWUTFmYFDhWHyThgVkoIRmZOusm5ZG4tA8Gea8a6JqtTsPkCCObe6kkJjX2MECBHVWrAYAB4vR5wt064KxO+Xp7hjmd8vN7g/jyDT9TIAsmBwZYXaXfIj7iQqMZXXmB5xiguEIH8YEi2qR8cEF2TNHLILQ4F5h7NAs5yPffUXsMjbN0UQLPcbCOo0B5xhwAK39cJr4oBjj9ejxvXUkQfvl4OuFsmnE4TypKAlTY5m4IgdExYSTFfIgrID5Doy3Zuj67f1IXiPsm0g8Vh4zxyqCyacNIJr+oNvlGe4ZNyxKtyQCYxjNw6YVkz5JzaXFFmVLYxXIopBeEiO60ZtDDYYWEx19T72trn6yFwQvMEPcyohwQ+TODjAXR7g/J8Rj2iJdGVYZe6JM00vFDD/7A2vJBB8Px1jJ/kloSWSc1K4Ji6OBC1mrVMK6EytfXQ8COhWESOsiuH2Qhml+SM4wOmSZORZipZkmFKAN0kJHcbzs+fQV69Ah0OkK+8QHl5BIjAh4yUE+qz2XBtE2N9kbE+I5QboN4q6o0Ak0JKsqS52V3KEyAHT2KdxfYNT2AbtCCNfwnYYGMid13M8Rp9tqOBiElLw1wT7weL+OPtnkDDs+/RgX+iYV+rIJx0wut6xKlkS3pcubnwAu9WJLW96rRmLCVbO1bFxDOqMKZUcbdO0MXIbEFoucdQrf4a++LqiVzZMGUSSWp/YZXfDOAPqOrv8/ffT0S/EsCvB/Dbrlz/6wD8lKp+v7//cSL6WwH8Flhminfek4g+AvDPAfi1qvrHAYCI/mkA/w+AvxfAjwD4FQD+JgB/lar+pF/zAwD+QyL67ar6ySPr8iTl0cIQEf19AH4DgL8WwK9Q1Z8kon8ewE+o6p98ykp9qsKAHAxEnaeKaapYsgCZ4eTJhg9xuvnMgmV0mTmOqCUFhEUuFA9Zt43A/NGnMqEU04RBhqEowqY8iGnHvMfQDBor3xyht0fIram+mkwak9lI1WRi1JldEIIdDDOQZsExF6t/FYuGo12uINiGb/7xSEiYeuZw6TJPS7rpmj9V6oeNW42KMqROONWM82q++E/KEfc04ZPliGXJyIsf7GF5EjILfu3/CQDEexMGUD66QbmlFjkE2D00A0hGaDmlilW4RQHWEexIAZo3rqcp7Xh9Ru1djYyz8TcNxQ67rvGp9sMuOF/CHG8bcMLrMrfNNz6vYyjvOuG8ZtQ1Qc8JtPIGY8HrkLnbiRY3JabMaIUYBKGWyDQNghCZIBWWoU37KoNSgFAZd3LAGzng43KDV+sRd2XGzAWnavXu1iy/R7GQ91AAlpJhQYIJy5JBCzUGZBnHPaykw3pQZrOKHjPkkKBTAt0cQTc3qDcBnlaoWzoCV6WOB2x4PLdu5GR0Chwh9pvBxTB+5GuamiAXNAdxraodiuqJOhVoB2SLnBotetha8S7cVgltTAJfJCkEzB44UIWhTOCJMT27AQDwy5dYXx6xvpgABtK9ucnKs8kEnExYb8nW0I2iHhQ4eCZ63/tU3To0ATorMNn37GtrStUDQBKSY8AAVxAHYSgsxatncw9g8T6tRltv4xAMASB7DFzrPxrntSfUJsFMBdWtmK/LAac1oxbbt0IgerWaYlKULWXImnFeJ6xralFyJ5/7RRnnNbfAD2UjblWx9C/weBdxJZGLWdgg6sla+a3u1C9ScZfTdwH4nbuv/hiAv+OBn/3t/v1YfgTAP0NErrK+857fBWAa7+Myw4/7NT/i//PjIQgN/3Pw3/+P76qLql6PyvkU5VGuMCL6JwH8lwD+LwB/NayRAJAA/MBTVeazFklmWuWWN8zBtoMW3faoK+6U/fvAxrT34TZzE2rTmH0DDaX+wi2zLymZVpedRyVb1Fh7ZGrakfgjUmRsEk0CLQw4UkCMPvHGFTNwAF3FcezrOxwewSdTNawe7JanHm00MiRfYEbetmlw8vaGlu+fh2uBepLYGLfNAT8cOkrbzfut5TEb2e5A3bubShOO01ZjVnMfVXdPivcRxoPUQ3XjIOnuxIcr9lCzxkP3mqsm5skIhAaCh6rzRYX7o2hq7TDXCZySgZpAoOEqkyGDvfQ50ECnIaMpbedFvEzs7iJyLEwCcvIIzG5diQioHhG4bTvhkeOOwJxwoxvolsChQ6OftAOFR7JHinZcadO+/9stBwvIdsxoI9xKUEykBMoZdJghc7Lox8kUJpkS6syNVkIyNfqBsKhQkr73jQL0kIcw4EmZZNOHe9LF1nfoGLhrARetPGAta/fcfzfO3U3/jG7eISt9gOCl4/GKcpvDq7vxZJirkYqmrdPIRi9obaGYp/5oQvKG9oIetX28T/mMmKGvEtGPDo9/cXf7r8LO6Z/Zff4zAL7jgSp9xwPXZ7/fY+75HTA729fecc3+Hl/z373tmrEuT1Yeaxn6AQD/gqr+F24NivJnAPxrT1mhT13UNG0pQCnmQtLCPV0BYKG9zpXCm5BjYBNZ5WXMTM4kyGRhmcmjj8KvzQNWhQbhq8lRexxDrZZwsagjFQWUCOq0/ex1DRxOuJ8iiidI/MaIssBDAMYInN3cbXXaaavYvr56kGK7OSYy7E5maUkRW0qS5C6Adl8dCA3jv2njKgQASDW24cDODKzK5GbrsMI07pOIWhoEiRAw1De8fQTVtY15FAwDE9KE2ZhS5KzBQ38EAWTm2rLVZxJIjLFYagoBIbtrj1JEv2mrO0gbngOI+ULtPx8FSbiile9/OFpJRoB5IsGEzrI+s7lLZi6QRJ4I2McxOjDSUigcy9U7sSRFjag+7YIMXJjRZq0axqCKjX9Rw8qtC7DOnoIDXWsfeJiAHSZJ0S08GIU+NCzYtRJZzRtfTdQthAVP6MvUCTjDLa3+3JjKRysQbZp4dczas084GgXjmIgi0GppOXgVkOeV4dVC79npJxiw9CxuwZAKSLEKjpbZvsaokd5r8FChC4YP9RWTIvse2BI/D/vKmL9tw3cFtJM7qAlGwXDTJ28pTOKs6dqi3+KeRGprzjvEUgzZ2hOhln8trMxMZnHW4GOKPTsNFkcGiF2gDMF8wCU+aXnUYn+wfE1V/5anqspfzuWxwtBfD+BPX/n8NYCXT1edT19IgOm1Sff3ryfIgUH3CXwipLNNNqpAOSW8Oc845IpzSeYiqgSphFLdLaSMRIIjrwZYJssI/zydwaR4Ni04TAXL0Snis2F5mBSnqeI0CyRzIzrbFzmfwaczeHIwJDOQGTSntotTSQABdU5IJyCdgfMp4eQ+8HOEa0s394sSGIqZix1qSi64CYqDUEet67IT4/NeaSa73zEVzNkSeL7MJ9zygq8c3uB4s+A030Bm61+ZDJMQCVAbGDpfEYYApFNBOh+QFjtI0wKkkyLNBDoz7hYzQi4lYV0N0EuV2uYfyXl5JZTV+mdKtYWzh/VutEwQqAM/BVBhCASBDbG+cGvEABjKJCgurd7mBS/z2QDleW5g3CLcsthHqZWxKCCaXZs1a0s99qzsVAjp7JnMr7jLRutCHJyRi4oKWf/uNNsQFFqaGOptOZJlAj+yzeuXkyWwPLBh0r453+B8yCiH1EDfPBsWDwAOU8HNZBbq1QkTT0dBnQwTEvPA3EJh6XGBSC3zOmoFLQXpnEF3Z8jrN2BR5DcV+S6jHn38uPdJuJl4JWtgYXOFkKJWc9+I2JpuykiAoZUwuRCb/IBXmIAYrkZy90xkqWd3ragSMBHqJJYglwgiNr8bpmkUjGK6jcKfzzfQIPQHtkbVSRd71nqoQt7cId0trlwQ+FSR3pw7V1Mm1ANjvVOUo/WvHBM0K9KZwAuBV0sMCwL4TKiJIQxgQuPiMWvJEBVIndIik7SkvKKEOVXkLFiD0BQEQRcooL7efYg2ofMN+N7ndazL1k8DJ1q4phMER1px4ILseclC0JlTxcvpBIZiVTYiWCVEQuFEisNU8HxecJNXMNQoQWYxDBUAnQXIAjl4P03exlkMr0kYsFZPmKj1Ieva05WwtHz77vNvB/DTD/zmpx+4vvj96BH3/GmY9eirAP7S7pr/ebjm79zdI6xO433eVpcnK48Vhn4KwN8AAz+N5e8G8OefskKftlAF5o9Nyzq/NjxPemOAznTyBT4r6n3C6TRBD9RwP1SMDK+41SVCR0eN+caTlh6k4OV0wjcON+Z3BnAzr5iTaUz302TC0IxGlhgHQBQ9n0H3Z3BKoLUYKWNOwHG2Q0IVvEwgnVBnQrlhpHsCnRLulsmEoTUbwK9peN2ld+CC534gz1yRsqB4hukGUuRuJSDPWG9v0BZnpKC4SStKTriZVtzmBV/Jb/BRusM3Drd4eXPCm5uXkMmTaU4AghixmLsveIRwhYmb7xbk0y3q0axHNl5Angwfcbq3KEuJ6JE1eSZ3tCzosgC8AGVh3C8T5lSxVANYaqUGVWgC0eiachM6wUkRB7zExloAyzOWlcGqeJnPeJnvPZqsR4IWZTzLi2nRDsavznNzdmtlaOXFiSq5mEVTJtPqqWrDnrQxocHSCBeGiiUmppWgE2021tGkry4MUaSfgTH6vuAFz/iMj/IdVk2Y3eJ3loxvLjdYasK6ZBMuYOzc82ygoNvDguezKQdrNazJx8eKekxm0ZkcA8Zq2SMG1xcpjI38vIBOsykFb+6hpaB+8gnyqzOmuxn1YOM8ShfqpIu8WPtotXWcktj8qCYwI4gfCc2dIsquLNhabZbPJAZCd5LOxk+lcBLO7iaTA0MLGz+p+Poe8D9OT+aV3U12l0ftGhN6+nh54l0BeJHG1i6vXiF9cm+kpVMC3y2gN/fDAmLMmbHeTihHmyjmSlOkE4HPsaZsQvGZTFFjhWjCumasB8YyRMa2OUZ93ocyKEo4pIKcKzAJZGIACtZw75klUbILl0HGyGFZ0w0b9kXxORwYLtVt6ptbXjClalafykgstidNb4w8VBJezYYfSixIbEl5b6cVXz7c4ZhWJFKcakY6VtRjtv+cBTxXk7kJSJMpuOdDhcymkOmkSFkxTfUzU3hctPlzKqq6ENGPAfhebGlwvhcPA5D/NIBfvfvsewH8aGB0HnHPHwOw+mf/uf/mOwH8jQD+1PA/v4OIvlNV/9/hHmf//aPq8lTlscLQfwDg9wwusr/SOQV+EMC/8pQV+rSFq2J+Ywst3xOqmDWFV2oRLoBpSnVNWFkbQI480iZCJquSJfODZYMP91hk9n6WF8zJFktoSodcbKPNFeQakzgw+poaoeczaMp2IKQETBlMZAyzIoAAnBnpnL0dAC2Edc1YUm3pQEIYqto5hY684swZE2UnERTXfK+7K6xr3CK0+7xlJ0/FHmxZpL+U7vDV6TWeTwvULWGMHrrbXUMufAUuZP+354K02KHOyYSbtCiqCzjrmrDmbIDGwsAABOfIdu+pQFDMjbg2vM5WQOidf/nQAf/V+mNwD0VfhEvs4BaVVRNu0trIB1dlPEsLDj7pRAn3ZUKwlRdOCAyKLIb/AHXiSUl2sFwQvYxjpnaYklBzoW7aBWBPC9DvYR9OVPGMCo604gWfsObUPj9wwfPpjNf5gDxV1Oq/mczNQGTa+G1ejKSRjOCO52qAZ9U2DzSpRWeFK7XzGBiZ4FpA57phXOb7FfmkyCebkwGsB2ARcWpWMcCsYlIYJSXHM6GFfHdwTx/XSNI6jmVzeUfaFXerqFJLvxIWk5KTYRMzoGsPW+dIe+HEi/sSH5kbjNoYQtzIozAhuCqoyIaglO5OZi2eMujuBL0/2d6hCqSEdDchnzLSWQ1c7YKiWYW69VTZ19mqqJP1T62EUlMD/ofgPE6ZcI0f2PaA2QNQKIuluxGyMH7HaDbQ+HCTkfutuU9pu8yin8L9qe7Cq2AjXIzk2TuS1EyWzX6iipUTnuWl0T7YmCue5QXP8oKbtCJTxcf5iDwVnOfJ3JSTIGVpuQNzFkzZo5InD25wgtaYE7+Ayu8C8J8S0f8G4H+FRWj9FQB+LwAQ0R8EAFX9NX797wXwG4jodwP492HWm38WFiL/qHuq6sdE9PsB/CAR/UX00Po/C+BP+D3+GID/E8AfJKJ/GRZa/28B+H0eSfbYujxJeZQwpKo/6KFyfxzAEYbyPgP4nar67z11pT51iYUVjum9jyoOPu1aR/scffFFuZa5O1hQG4h5p0mNbLb9fx8Q/XX4492DhsdnLQ1E+xlMu2N2+jHBZyNBHO89HLqP+c+WsX6I8qJxLPdlt3mOQsAIEm4VeKgSw3wYD4DuKnvg/3EdsDtmzx4/aziH8ByMWKSx7x56vS/XPlcYyHn/8XsMenJchoB29b7e1v5aGsg9lt4762zmsTbXL1JOhIVgOCz12ngM78dIwH15Wz/s2/c2rb/lLQul4upFw/Pu4H90GRWHSMx6rfjnYz8N3tDLqrVrqEVJXvw1aSOC338O2F6wIT+l3UOH54sKPFCxaM5TuZ9wCQhn6GYfG3FOGwFwP1Bv2UKeojw1BGlfVPUPEdG3AfgdAH4xgP8DwK9S1fD0/JLd9T9BRL8KwL8NC5X/KQC/ceT1ecQ9AeBfgrmz/hCAGwB/EsCvUdXq96hE9PcD+CGYQHUP4D8D8Fvfpy5PVR4dWq+qv52I/g0AvxTmxf9zqvr6qSv0aYsyoc7kCT/VeTwAoPOdRIQWuwYoLK7FaAvRZeiGcRqwSAYjG5wthDqiUdwNEeG6QoY7ihBcO6g9Y/u42QMWUTZl0w4TQw8zxN1kVARyzMY1FAkrZ0Bn5wXJZrpPSVGy0QVE1FUiAWu3Uoykim3RhQwYZvEmPKILFR6WX5RbOo6I2vi43mKiYqSDkZMqbq0wHA4NiWFdU1S+3FF0MoI9zRZJAyhkJY8ocsAuBuPaePi5qX1DZjeAp3uUyOV82dTEcTwa1qR283i2ey41N43z3hPYBvdUgO0XyQ27cJaEJXI5RXSL3zssHA8dGIpgIe/y3AjMb6SLw4GkoXlH1JD33R4Yaxm8D3hFZ3wiR3y9PsPH5Rb3dUJmS7lwKpOHUFuCWcBoWAobhcRaU2trUTYSu0pGeSTUrB5EYQUZ1oMYJkZLccFn1wk5bcgCR0tCWBxE0KyOxKPQNgrC/S2RNq6wiPYDY+DMMeFU1XmHIBu3kUhEBvqc2EVPdizeMEbDuEVdepg7Of7N570CAIM8B5veHns7bo7Qmxk6Z7Ca0CnPjoCqcT/dZKw3hHIklKPRixi+xcZC4GH1mYxzKPc9LxIQh8DQAPaDG9EiSo1z7FxzT9QarqyN4tfn4/hMw3oc+2szf8fAE//cUgJNOGnGqsYnZDxDNm5rTTjVjI/LDSauWMUSCJ/qhLUan1QVS0ocxKgMNeqR1ShH4OSKxHALsVtxK0OFO1Gt49HWesmX9pnK5ywMAYCq/hBM6Lj23d9z5bP/CcDf/Gnv6d+fYeSJ3/+Wa/4CgH/gHf/zzro8RXkv0kVVvQPwo59TXT5TUYaRjt3A+EkOhlXAuLCcsyS5zxkA1izQTGBP8gmgsU0DaO6nN+WAj/kGFYw3ZW7hx7EgQxFaSgZW3oab73INAQDlDJ0nWwcpQZ4fUJ/PFmVWFToz1ucZywvG+oJQnin0tuDoQEDAcgaVOSFPZrbOXFvURfFkm0VtE7cDandQOLFYuIhaCKkDypdqLMqAkQ0WNabXn1lfooLwjfXW2r6/b3GijpHtOo07Zi9yOznLtnENWRSdNvZhYji78CCkIA5G6hm6RwFPqOegkt0GPLwI4jypvjNXgtRgVY4/gX3u7q5zNdfjJ+WA1fvjm8sNZu/7IF9kUiw141TzkKi197WO4zEcICOWojEvR0g5exi15+tq+dzGbOoheGZcEmf4ZUvN+Nn6HADwU+uX8f+dv4xX69HyqpFgVZvj98uEsmbvHzTsDBFwmjLuy9SEobt1giwJuZjbUgQ78s0umNJqeCFdVtC6IlxmrZqZnXXdiQIn9Mgl7p0VCZkbFiqsFcOYj7JREcabcjDS1JowKTVsWVCbW1u7y6g4g3GEZ6vj9EbyzFbv4MjhTo1hyZrNFaY+BpLj98YrFmvDlAGAZ8b05WfgFy9AOUNe3qI+M3LKNCfw7Yz1o4P9lgnnL2UsLwnrCyOdrbdiEFQ1hYILUG49/H4G5CDGNTRJY3gvxA1sHJF22Xm9LFw94Q0OeFUOTcCI1I6boAvtT63rm6IyzMVhnkffgQAtPtZJwWR78Z3M+Kbc4iQzfnZ9hrtlMizbylhSxqvliJ85v0TmiiIJ31xu8GadsdZkDPmEFgl78iz2r5cD6pLAZ1uH5WwRqyhm8aslsgwwUqG+L66MhfN7WVzfWX4OhKEP5d3lUcIQER0B/CYA3wPgF2G3zarqL3v6qr1fUQLKjZP3zQrNAjlw07IjGkA9Q3n4fSORZ9DSE5lWv81LRnhTZhzYiNBOder5bhyfwqSGV1mT45DQtccdBgCAab9ztn1iSqg3E9ZnBubj1YCJ63M2Ztn/n713j7W16+6CfmM+z1pr73Pe9+vXi7ZixWIwpNHUkGqkaGuNfBWpIaQgxSugkRSx5aaYWggUBKUoVq1VS1ECYkKsVoWibREUA+UiQbFAbY3YFrGXj9LvvZy991rPM4d/jMsccz7zWZd91nnf853umay91n4u8z7H+M0xxhzjGTA9Z2xuD3i+Fd33lMXocd4d5Ai3uq3f0IwDJBTHfh7DqSo4M3LgkNWI3Biz7d6y2Oc8HEaP+rxXAng/bfDxB2GkP34QI1vLG1B+NIsExF3bw4hdTUBot8P0bONAKG/kOZpJJGGjOZSE7/ydbrhvFiqSECW40cdITzJUqdYUFPrplYkqhkpZ1AmsYGg/D9gOM9477HCv3shfHLY4DLN6LR9955hBIl2bTcKidQLEAWJTL98tG+O3I70oIMmYK3vIknZ3XVw7UDwJFdL9POLH52eYmfDxw9v4ofuPOOgdaRaPvvutOFU8JLD2iTlUJwCHSbxUmxfn+4NsApLZdOkHIO9fCuuB93uQp8akAAAgAElEQVTk+wfQs1uxj8oBDG2GEo5jo+vW2qmUJ0MlHGbwTAwP9hrH1gdcGeu0wd20wTSbJ205UUqzOkWcSQ+uSUHTpMDIju7PxfdMpcYNYweC+wYzP0pZ7fVIAxPPdqQ+o5KYchIwefjoDref9lGACIe3tpje2qgn+gSaMvYfHd2B6v7tJGDoLUa+YfBtFsP1GZBAuOKdmhPEKeNGjIXTwA54LHi1qUcTMSalkXv1aD9xUiA5rm80EPoj0Jpol+e4KYXhIYSj7ewbgDknvJi3eHe+xTv5Fn9j/wwPDwK8sU+YNhnvHbb46w/PHQy9txfp0UEdgxIxxmFUmi+0+/39Bvwg3qXBAO0JjOT1m/WUIh9S8do/EfiQMNHg6/hlU2sz9ZQ+vHSuZOgbIRbd/yXEEvz1Gz6CnlyCi4B5FONN2cLAHfsldWBITO4XyIzxYpq5+KwxdZHEnWp9mpA72TNgYT5DKBiL1vUVZ4vISZwubgfkrRGLhLwRlV/eAvNWYg2ZAet2mPRETIndtYirpnVehJeIyXZrQZ3EDg5Ku2ke3NmkSYfu5o1Ehm7zjQwiEEo3no1dsN2qF92yiwZQYsmlogLp7cQW/kx0TIqarK5Dl+q4RKwAIumYuj3M8Bh0c1IJELNKiwZRw5CAn1hXc/KWc1DdrfSTdEpoU2xbZLYuJVm2H0Dt/6aTWHfbAzLem3d477DDw6wqr6Te1sNpPFchaagKJu0LLlHB2/AMhuAoc23/xRBUNc/iFMfUZPG0ZRN3zUCgjyMgp5biKSUUFY+4GBCplPedtnufyzFyIvUYHqSi3lYF10hFHc5BGkTxG16s2Idb/0e1D/Sov6nJVKpJqgr1cU8AE2HeiuocAPJ2UOlpAjiDxgHTjvzUmm0k8o6RtyLxAbHQFaNxJkUMccnI4hzatAl2YrE/iwNXUY9W6yv0LyDqMFPXHk1xzdrcjhuB0LEHHrDnQdRl88YPviALOD3MA+6mDYYkG7aHecBBHZ7Os0i8JlWZASpRn3XTat7RZ/VAbYb32cK0lH4WX2YQ6eBTeuPSuWDo5wH4J5j5j5x88kNMHudpkt0Y6YIh8zlCDMykscSG4h2Y4YEZ7QjugYejTsgI0B2pLIzaeJqXO6U2zWIbRFMGiJDmDJoGOWI7CSGQ01JlJ2phP9bqZcmckxXihopq1zp+4ySxIwMYQCGSEXTZaZwhiUie1UVSxZwDQ2dC92i925NEJhp+mwdZQJlRVLn48Xi4GtDdDOhvClIJobJcGFqmcrpH87DTJJUNlc8LWhzyiiC0ZSb2exxmTEMS+ye9x5xUHaAENjBO3yn3gBFhCYB6GC8yKBMHatMoGHoP0DGF1lWddY6mSk5lLhABpOtoCCqVme1ElrSHZqg3QHXnwHqSLICEurIsDgatvnMuPpR8/SqDNmmCqcCzzhEqY47gp8bGe02twdZZ9mxMAWSJkf1yDPw79PvJtd8DquzClPCc1MloQtZTTcSMaK8UnVDGORydOdp6gZ62k2eo9jbepKWH/rDxShnueBLwsXa7NW3jok2hj3p2gBWw0u9I79x4u+1SnbsAdF5KXcwmalDgl5k82LWBVff1ZCCYdBOmziWL89xFsddJ11S5PaVHp3PB0AsAP3jyqQ8x0Qxs3hWiP76XME9UxX4yo1OkhIe7DWaLMaMxo+ZpwP1+g90w434WQz1nFM7cMjYkfi0eNqJCYiZXUwHAMDAOtnsP4m9qpCJ8dwd6fwu6kyP2Q0rYJNlJp7sJvBmQN4TDc3J/IYe92J+YLRBQiLwY7Q7iS4WyOs+b3CfHIew+bcHH94WIUaBA5AAxEWM3TBgo4WY44Pn4gE8ZxdfJj27fwg89mzDfJvGVs1UHdmMGbyS+lNt+3GyRbm6Q7++1jIx0yBgexA1C3iigPUj/DXvC9DD6aS/eD0j7BDJni5P4ZmEiDPdAuks43I9+jJ33A4YHwrCXRuVRnRxOco3UWWPel5Ai85gEAGS9NondxTzLbtL6S/wIzdjT4B6/B8rYjRM2SbzcWoRsmTvwekldEg4KrnjUwL6TSDRIg0cWFZEYxCdTkTXAqexcbSwB8xbt8zeJ12hKFvxSlUFaTwDuXHMak0s79zdiNwHAo5ynxLjZHvCR3b0YXE+iGnxf/QyZOibvpO40EfIDe+gI1lATwuzleH11tP69B2xeMOYtnGPSTIhAJB10vjwkTPsBNIiEh/cJdEhIe+1b9cQ8TeLJ3Bii2ZaZdDdgvrBm7QfDbaDNk/gIYE8OAEWKBLODXhgGO8C19a/rMaraGOW3gEYCPUziaDGJQX06KJ05lFh24x3EwaI6l51HHa+9xN5C1qP/GeJaZCt+kngk7EexgZtywpALiC9VsDmUsUvid20ehK6k7Yx8kHHxAyfqvJI37BIWy8ycW/IYDrcw/IBLdMYY04yEjIQNTdgOkx+qMNAypIybYcLNeHD7JutKUmB0M054vim2loec8OM3szjnnUjquynS+2EUc4ppm2WeZVmLCIc6rpaunN1Telw6Fwx9HYBfQ0RfwWvnMT/klGbGzScyKCfknQQuFO+8+kDYsR12Iw4HNYS8T0qsBzzcjLjfjHgxSUT226H4dEq6E96lg/ixmEcctgMyQ9y8JznRNY6zeDIdBFzwiqvS/O57SJSQ338ftN3AzidQzkjv3oE3I3bj2zg8U7uhO8L+fsD9YcTduKn8ghiDnrLEmdqlA26HPW6GCbfjAZtxxp15Aya4LQoQ1mG7W89UMf7tID6Vno97fGS8x2eM7+Gt4R4/cvM2bt7a4/5OgApvGNhmiY00K+HdANOOML+1xeat54CBIWakhwnjfca8E9UgMsRfCgjDHeFwP2Bi3ak9JPcoPqgfovGB1fs4Ie8I+XbENMtg00MSp3MP0t60AXhSz9X6Pm8IeUji+ZkBTqkEBlUwRKOIzKcgHh9Tcch5yGIvtB1mAOKle5tm9+osYS5mkRDNA+YsQAPEONAGvJeYYAKG4H6x8miASEZKbGjEBiSbcTUXSZl7rjagRMVwlCEEfhjEm7CF4dilCTfDAaN6WX8+PmgWMjMOuknImTCOAqzHlPGR7QM+8/ZdjJTd6eS7z2/w8EyAfb5l8G4WdfVBAg/PWznphDEpGEria+j+oZLK0DvvYfuJjyIPozDLiTDflDXMSfqIZnHMOW3HIjk6JKS7pPfVNofVIHYesNN5PDOJijrYvpCqw6DSVJP0JnXASFCj9Y1upKIKj7XPAR8bq2sr5TP1nqx3RUmAgz1izTMl4DBheLFXaZB8mNTjOGzME8b3GeMtiV0XSUUM8ANlTg33BB5E5cUz4aC+c5jJg7RuGsmm+xpLE56Ne2QQbjcT3t9O2CtIZdK6bFS1thWpudRZNmAEII0ZrBskQH1lGRhspIZW9pQHzJwcuI/jjL1u3ihJ+I1n4x5vb+7dxtNcf2z1UMzzzR6fvnu/xJZkwsdvD9g/G5AeEnjMoG12oLPZTtiMM6bthOlmI9JJA0NDEMtdIT3ZDL0e6Vww9DEAXwjgZxPRX4J4lvTEzD/32hW7NNHM2Lw7qyH14CoOc87mPrgSIe/KEer0oOEDDkkkL9sBD7MelwYXJ23KHMYkTONuPOBmHvGg3nc3w+wiWPFm29/lWOKHB+R33gE/PAB3hGEckcZBjhy/8y4wjhie7TB+2hbDg7jWxz65+3zbvTEXMbIZfhuTM+nQOFjQL5X+mMoQQOUAxb/hqgVmcUApUo7knmg/ZXgfbyPh07Yv8NbtA+5vduLiX734UlKbrY06FNwA8+2A7c1N1Q90yBj2jGEvNuY0A8NB8kl7EsNGEsaT9nUIjuEApL0wiPGecHggpLvkXmRpLxIgiTotJioGkNMkoT/mEM7DmFAGXK1g8ZyynlCLKrFRHXKaJGibJifYt8PBveICZYwmljF0T79MmAbxmjzv1Zu0McQNSlR6EHgqQLZSqUV7F/3JKajpbOevEsxtmjHAVAoynyfKeD4+4FM3L7S+4kLibtqUUBbDjHGQU5fPNw/4lM2deAROz7DPA253e9zvbkTtss1IuxmUgJzEe7I5luSBJBBpIiBn8KF2JMvvv8DmPZU2jiZ2KeE1eFAwlPX7IblEQsZcJX5cVBx5LhHqZd3okfOgcl1KhgwUodjRDDK/+ZCKgbTVy5h5XPMUPipeYoKr+4oNEqt9kuUlGymaJtD9AYnZN1aUVAqkJy8BYLxPGtKGMCitS9oPTDLniXUNbRT0cxa6N0gsxzyWigvtY6d9STeCt8MBEyfcbg7YbGZM0yDhfgCJBTmou5KRIOpPBJojm5ps9pxMYjw/6YQ3qXWTzKppgEinBi1DOkNo726Y8NbwgBli0wjYGpV5/tbmAW+P9xKImAn384ib3QH77VZU3yNj0FAbANyFybRJOJiUS+kaJVw3PYGh1yKdC4Y+DuBbX2VFrpHSxMEzcYk9BQSRt+rMzfgjGnYy4LYhU05wcY3lb4CI5ppYBGhvBPQsNbDZSTCLDZF5nz6IOIvm2XdWxZCXVtdO5hJKpLYbQkWgj649k+ej2qxj0M40X0YDMQZonCcLX0Cib7A+qGwqLC5VYzdErIFaswWs5MAgoKe5hLBG+4dyOs6IKortkdoARFsJP7ninVXu+Xso80G+SZ4Pfd9u4xaO3VSCuCE52TdQ1lhxYvyOGchJpBJDEuKbcsJsqpVGkhDtgxh1n56TTFMbd/lVfSH1zS4BmDFzUqCX3dYCOfn7BNkUbBQIjjSrTRm7rRCUaRCZhBQOCrj1yt4YYvE8SxDXSSUnOaxllUBQ8zFfPtX8cIN4+TZAaqUt1sHKwig2Q1y6PcyDOC26dl4r6SSNsKWSs4ZoKRsgYoBFDyh9pG2O898PRqCd12V+2wEKLubmlWPCqjq0BEgEBYu2/hU4Sj+EE37WbdZ3kT6Em70+sY2D0LS8fAAFvIFz5WXc6wr2kB7AEOyGSl1IpYBWT6djict8PXPdPaVPvnSuB+pf+qor8rKJiZA3KRy11v2k0cLosyXazNhEp+PzPEOcGMYYYEDZ8Sc1bJ7UKDvaAoAI2Cy7mrZb8DSBNlvQbgvebcRHz24H2m6Qdxu1txG/JRhkp7PRhXwIu/0hZWySqD4GBS2xfl2DXEY5TabPlA6FS0Om4Ftf+mHAfd641EPeZSfABl78+LGVn0Qi4K/sdu4rxwO6JnOauSSMlXEqyRjnkfSkWql3xZ2AWlVhzWyZVeCQpc76NMMNuUmNTr0/tL1TTshJvuckc8V8VU1BNJ9RjFb9lFk0Hg+JQp3AzfCEehPgJxjLWApzywwv2+orJyM3SJTdkd6BE3ZZxjUz6Wk5dbypp3J8szCIA0o5XcniyHAeRY1omw2Nji7OYmpDXqmfzAUaBmCs1wbd7MBDKo46bT07sEZxKxAlMQ1jLShAu0r73wzsU0J9wq+TzDjbDKg9t+YdX1dlL+HX2Qy9zfAouXbL6RWyqD7tIELekNCD3RbYjCpZE90nD3qyjCA+yTwYsqhWDUSxniIz+zOznTQJjJ3YYgP9K8n6zA6VVCdVYTTEGmx92nak9CUbSLNh8vcI8SUK62rKA17knfvxskC8ludhHny92dx1h6C6Vscsp9EOLPndzxu5p4GfedITkVqheUjuEsNdb+hpyj4ce2RitPurp/QhpYucLr7WKQHTbcK0C+ABulCNgJIeUzdgBCEgYBYRKC1PKpge3RblgYcqZMecEyYm5GEuTtrsFJvtFhOBNpsq3/T226CbGxEEPLsFv/0c+a0bYMoY5gzejDi8vcXhNokzyRsG7TJ2mwnPNns/9TPNA0azSbHYPfpJlAtwI9u1o9gsMOnR6aYvtXk5J+xnsbWw3dkhD3hv2uETwzPs0qECW96n5l8o5k1K+G93GD7yETAz6Pkz5O0o6hMj5AR3uOeY0xiM1TswRHmOfEwFGNSgr7LtSM01q34jTTL7D7uXp+Q+Z2Y91TfRgEnnQ85JCDAxtllsGh7yKKecUJiHGW9aPKick/gcagG0tpuUCPuOn1H1NViYnPm2qjbOLPUypmVduZ9HfGK+RQLjnekW7047tbNg33m/N23Fp8w04nAYxVtvyhgGsYu7mzZ4d7rBxAPePdzg3cMOD4cRNIn91TwT8mEQicGkMdRi/Qa1G9puQNt6bdCzZxJsNMyLvKnBkDF4VyOSN7majxEsZY6uDgShRB9cpQL2vP0QGyFKuRTQ2UR4/caSn6nSoMbvcg2gBMxb3TTYxsRAHhEOE3B4ewu6ewbeDODdIMbpqmacblV1PBtdk/7IW4kLRwxgA/FvlIC0M2/XagCua8k3iw24MwBEAcQL/Uu1uwg9lWa2Vxz6jAwUMQRwzFQAWLPxipsmoR2yGdvPA96ft/jEfIsNzXh/2so6tMMNU8L9JHaeuySmCvfqS8ocgtrm5W4WMHQ/b8Qp42EEpgTaC3HJGp+PCNjvZWgO+9HtB3mSCWXg9WrpCQy9Fulcp4ufBuC3Yt3p4keuX7XLEidxRz9vlXgGA1MkY7QsdhgjF9209UBzSsAlPjpTpyzu6Hd5rJ6Z5uR+SwBgcqeLZXfEQ5IdXkjp+TPgZid6/2e3mN+6xfTWBnTIIBYCOD0fMD0TPyLzDSNtZ9xuDnhr86AejgccRhH53owHtRM6YEMTNqlx8ugAQE90GFGynY8+U4w4hXg9HEYcdoODqocM3GUhTm9BpGQVgFQQxLlIBGR8BLjkmxHDR94W9dbzW7AyPTaGp4TbPPhGiYnsZotfljwKQ2FSyRJBCReKXxp3fBfaH/zYePcYn3PpChfpYiZgIsyT2FZMc3KV5JQLczC10sQJUMlJJhK/PWqvwgpgp1nAVZ6SOvILQMwEW8okKkAUxrOAJQVE2t9s482ofAEBAnAtfEEixjuT+BkCRPWVIGErXkxb8aE0DTgcBnFyRwnzwJhnwvuHLd497Bwcv7/f4rAfQQfyj4PUSQ4pmDpUFkCSwKObjQCizRZ8kNM+/OwG824o80JBUVQRzgYcDOATC/N1EMQNeGI/IeenDTm5L5nYr9FfEWdVDmcCIRXVsfU9Sp3s/Twwkp1+S2EuWiiRUQG2nVJSZ4ziUV3emTJweHvAcLeTPLcChvJG+nTaycm8NIn6OG8I85b1NCeAWfO1/rqRU33FM3ZBIJEX92Lu2QmtBxoxZdkAuLQwk6h9WeZf15OoqvAwExYhebh8HOcH8HSYBtxPGwm3QTNeTFtZhwehsXkSGnU/b3A3T27n9uKwqTayRIz35y2mLGDoxUHDcRwkoC2znMLLZuagYHfe69ydIDZurIDumgDmCQy9FulcydDvBvDTIdHr/xpew+FjghNPkwCYWNoWvzPAQLgqvxJH5JW2U/JYRW5XoyoIdcSY1YlbrRKAqASM4KcB2GwkNtm8Bd9sJRbZbkBKhDyNyGPCrFIu8agt3mJ36nBxk2a8GLZyxJXE548ECjV7HrUFscYaYwiAJxKiNbF25lYtJITxPm+wo8nzFzsB5eSZxGZEAZGNDyfILvdmK6didiOyqkOyqTcthIFJcSyZZKvZhechtA8GIqhqj4/7mnGrttcJMS93riYi56HslE1lYDGsJhb9x5QT0sCuXjQ3COUdaLwy7R/7HFGTUTNOsX5WZ4qSIxtDLj6SLM0sDkQB8aZuR5H384CRRlc1HILjRZ6kszgLs5iCJOxhGsWTszqxc2bmDuxqcFepTIcBPCTQdgM+7JFubsC70YFODgbjPn+D2skAbpci2fg2m5zZJBoKdouUh8t7EIZY/E7Vnb4IittKh8L/VmcH3yqRlLleVEeuJhsA2hLmXQJvZU7xQK4yzxrHTwCierEeUdRkNoHdKBmgUWJyVTTQJvyRFOdPnPcOsH29Ud1H7VzWPufOPF/0Iysa0XL2ecDdvEVOB/eob64wMMuG1OIo7ucB+ywOFrOekttPgx8i2KtaeD81+RxU0jTqZmsS9wOYSigjmqVaIk27nmToSU32eqRzwdA/AuBjzPynX2VlXjoR0NKoeO/U/LWFb44XjdGbrx1RdaTqeX9Pd56V/jzmnahYswLym6h8Y1l37rTHypwDI4bugADxyTEzYUYBbkf7oVdX22VrMkIYAzcaYVxN3Cd6ZjwrBHnl/ZbPBDVPbEO7Iy/Pr1errWLMc3XuABWhZyztcPxD5drMBD8BbYAoSGlO1Y07bcNKm6v7nXvtjt/8UVmd7FpkeKt1Y/h7pxyA+jv27fWj+mNR2lPQ3ZzK+sT0q8qzte1toNKQU/lxeD6C7UuZ2BnrOz4n99WDdNOeCnT18mjrVs2nuFMoNyJoXqx51BsAef5Ug4+kY2NLKu2K8wyEWXdHdkCl7bsc2nFWFU7gstfTicxTelXpXDD0IwBemwj13URBNQbUu2j3jlo2gJSptjXQ6Nz7acD9NOJu2GA7bDFSlphjunt2Z3u6E3Fxse3Czeux1kmkHUnUAtsteL9H2m6gTmBkZ5ySAyWRoBSA5JIOdQ//oME/E7EYvqqaZp8HvD/t8N54gwEZD1nCZexn8YVkYUdgO+nAJBZUJQEMOSnip+s4iQpF/7+bt9ilSbwPh9Mh3vfxO/QFEgGqm+eUlgwiFamQb9bjjtPGS3fV2aJ8Wz6mNgoqpxb8VfYJLZNJ9TukeYp9ghjpW3DeROx+S+IOetLz+XfzxiVpxkjY+jQ3/U6+5awkIJHpVdISMzYP0jMeWFURMsaCK2qP2KzA+cAJQyPdMobnqr/Qrmh9zrmWFrbj5/1nzbN5Z3XeJMBUZOMgv29ukOYZdHuDPKZy+lD7wedPVRjc67L972rG+JzW+TBL8E2XLvAAzh0pD8OlQjwnObUFuBqIrdzwzXFO6XD6PAQW+IPsWSp1jpXm0F80s26abPzJpacprrWAOF2lqouIEzSESayItNEC8eZcJDFm5C+nCMVu0AySo4sCoAENVTvtVCktNh6VlC+MMzNKLDDA598hD8X7NKkzT2ifcLHJs01H9L8WU3VSjrgcoLG6d3CU8Y8iOl4+85Q++dO5YOhrAPxmIvrFzPxagiImqIqsTGxiFABgp5NM38uQo/MEYaAHwjwmHGjEC3UsR8S4GSY8zKMziMyEm+Eg6gVVI0yHAWkQqRBPqVKRsQZKxGYE7bZIhx1ouwVSAg+DOClT4g8DC3pixJL5u8kzubFgIsbdYeOBCF9MW7wz7fBj03MAwCemWzEYNAdLaiuETLXLgHaHy1AKK9TK7E728+gG2XuI00ExoE5CIxYAq4xBAYV64m87CtUbU1ETWEpQ77QyVhYPaKH2GsxmqFwDILYaifUdKvccWBHs6HENJKSfLQq8CtykDZP4a5mnhDxlTJPEQsogPEyjzws7ubKfB0wkPonyMGGvNkN+EkcNeEvcOBTmYLgjofhjGVhDXJD+Tx7h3OZ1YSxc/baQGYA4B81axykPyAqM7NTOfh6wTUWVUAEeRlF5JlE1LaRChMDE2eedqKrZ49DNm4RxO4Jub+TU2GZAeuuZ2M9tt8jbsT7kEACwMUo326hAQAAdlYoVwEQ4HMQnzuEwgKck0txgixXjYXEW41zxgWPtVlCi4HgRRoZC+RkVU++pNw04Urjv9wZgtkMEMxwc8hA/hAz2plrZFsKkkjCNUsHKTIAJyOIUEwQH+QQLzEzYjjN4HrAPatVolBzb5msMoQwFOBUaNLvFRE6jZc4LfXIDZZubnPCQh3JkPmXMI1flzLlINWWtCci1yAA9WyhZn/WYWEdymO+Ic9qbfUWx0ZME6rVI54KhXw/gcwD8CBF9P5ZOFz/0qPUgYY7VxA5MRhzXhetcVi6xGErylDATY78fcTfM7rDrkCX6cXS6d8gDDioVEgeOultS42kKZYvX2gFpswG2W2C7EWnRQGCMAnwSII7WOnHNdAdqkquHWYbNbDVMSvRi2uLd6QY36YC7eYv7aePBCSVYI9S4OHCNQMh9UTaOz2aVPCUqDH2ctngYNy5Kl51u2GUh7Nh1fAwQ8UbOD+cxdXbEwjSrEBMtYIPsimmE7vAhJ2N0V0lKTG0MYngEik0P16NDPDO4tZuUxZMvHUgMvmcBDuIdV0/WsBBMkagkzCyMAxDgMefkn6JOpXrCRjBkkdpdmheBBoKBeOk/B3ckYyib8uIbZzNkHIAgGWJXjZkUaFLgFuta9b/aNxnz8aqb4Wk4tVjqEuo+AHkjgYlpJxJS3gzg251Mwc2ox80J5ngwAsSeN4fiVwdlzYe5wiRMdp4TpmnAPA1iA0VN2yraQXoaksq9TOLckeFxD93MiOsyRWpE/ruV/pR5Vuoc8+Gk9j/WD/psViNrkw4B5P6GDAwupFWQvBJzkMRohUL7chaQOycxXAaAOTNmwCPVG0iOrqEqCYzvInQcEldj5n2ZoJsW8vrYKTsHldqGWW19Ng6GWDybK8gqNk3NyclQrx4YItsgNnPHDagtHwPBcbyulSKAf0ofajoXDH3LK63FNRLBCactJl8Lgee42ql9Xf29mD8Z2y3HAJ3EhQkU1QhQDFWxZNwEJ2hIohYr0SbJHXp52A63o2gqaFIalyhY7CUEicOgIE2OwLa2Hy3vtYseaTrWOdI3rm0JvE/0oQWhWVncXn60CenZDVGnri1osPwCiPGymdxBXfuq3Y80259pP/q8Aygba+2HXtBcuwfAfQ+1tlUc54u91NS1nruiEij9V/OcUmebS1CiXjLu2Qwh+FSIarJiA4U6BaYdb1XtC3WsEjV9rHEC5R6BxyQqsyGhVav0NgeL37z2cHw22A0ZyGuT9tNiLSvgrkBHB6R3sjqZfCxj1cM4x+fi/GQlFV21DRes55XprTWjh4lL/4T17qcQmarPyQbFtJgLFsx66d/oWNblsAYWNCrSJ693MwDtGqAA2rrjWK2vhj5eMz2Bodcinet08WtfdUVeNjHKzjPuupyARKZZTexI4QsXnvV0mImEJUhnxmEQG692pk8AACAASURBVBDfOauTRYD9OHm0XTAdP0axk8B2AxpH8HajEhLZJUvICmHieZMk/tRYdoQL53EsPmRs0Yu/IxEnP+Sx7PD1uccuOANdMycws4uhN6pKechit+QMJqq0WoZCAI8JeSP14XCSrJJ+mClRB7wZ7fbTYSqGr21VWmDXNN4YgzGVBDny3QOhVeHkFbAddAn2KXOGdCws7fPoNl0zy8mXbHOGUY7yByYbJTw95hBBYFtfn99xvgA1KGa1AWPyernvJLWPc1WenwAKnDXbCbrk80zaFNpwDBAPhDwmpI1IH/ImIfEoDgQ3Q+VjyH1DqR0Up3p9LVJje1WvG4T2lD52NNLhzO4rhyASGHu+C6T648FxWlV1ImfEEfz7d4LahVGRloU1Eud+dVKyrVsAT75GFoXB5/Ccw4GMXOa2/F9oitG+chS90yWxr3zxUrHTiqCvA3pjRIADmYsKywuwTWKk1Qf14QVIfDSb2/s5OBJVuzFfdz5Y1hYCmnKeLKrf7PTmOF0kIG/htiRmc8CD6oVVvA2g7PDUzoXtGDhDgovOCYdJjC0BCVZ5mAbMKbnaYcoJD9OAeUpif2CRzic5rmkENI+EvCPMNyPS7Q6UEngzYn6+xfxsAxAkiOWNHKXnIYlYfASmG1LHcqri0mwPuSzweZY63U8jNsMGL4Yt3kniSO/FYYv9JMdM2fXf2gm8th0qiRkerf1B+yLaxrw77rCfR+ynEXlKztitL01cb8Q+q63LfDN630w3Esh13kJ9QAGZZTx41Pom24qTjxcPhOxGoijqo0j0EUCDzhFrelE7saskPKp2tH/S/D3sg0oQJ1U/mhqSmZDmYryZWewVIsjY65w6HAbxZHsIDjpnqtUJEdjF3+aR2cLvtTYPZtcQrkVGltXp4/0kKry7aYO7vXjjHdIGzISHecDDQVSw8zQAB/G14rZWBBwOGiMPMvf20+DOI63PFh+S+s5bwnwzABCDr/lmAN2MSDcjeEw4vD1guiXMO7EfM8eLPALMBQW5XVGYyg4UONwLICHPsl6LeihIB+wxn0QAzO6HADJ1ldsJBYAZgHVXsmngpZmbPTWnfRvtAIQ2zFvxo8YjOa0TITMVFwQGvKxsK89Uq40BNUjbk0jVZAkPEzBNg0tOcibx25OyBxo2VwqYqZASPapup1HdH08EXiHcTpVa9Z2+Z44XX0xbV9PlWTZT4qWa1XxAN2fTKL7RpkFUiboB2c9i5zexOGmc5oQ8D277JapPFIexLOvcnEc6wH8VeOgJY70W6Vyni1uIEfU/CeAnA6hcxjKHeA0fUuKkDDUJU82qCxajaq5thghCtO2a7STNQHQSo+i9nnraT4M4lFMbItsp7fejGB8ekhCZLM7m0lzW9LwRsDM9GzA834G2I3g7Ynp7i+l2cC/K80acRqZJTkhxAuYbuBNJs/PxsqdB7B9m2ZkdpgH3w4h3SQKhvnfY4YUaWE+TejlGIbTSkGaHS8237qKnWQgIIDtFAwDvDDfijG0S5m6u7WEnfAwUaRl5BOadckQFQ0bkJSI7I4+MBLGDsFNTHl6Awom4UX0oRUaiRD8SVSa4wXiljjDGZGUYMwteqmMi9aAMPWEkjhfVhb+mAw1KfEucp2mcPUr9NCd3YMjqyNH6zPMPTLy3W2bUTLQCBNB2DQVA2nzJYZd9mIsBuBnhz3PCg0q1xNHiiHlKmPdiRExTmCupRIEHgPv9RgDeIRweUMNkB+FW/0GZ+u0AVpuxvBM1cTqIU8HDcxKv6zsFRFuo52Q5bm2R3nngmo/4GHJ3XnMmwTEB2AFUVOp2+kkldqTM3fIQUMEl9EnI2wFQasbNVJeplFFUhQ1YD+9yEto1bwV9Td4X5JsHEFzjzmNY2wYWvU8E4JMDstA/5l0ZDJ4J05RAlNzjeFazgbu0QdL5kbM8lw+DhA9S2ucnOV2dpbTANkQ6L6JPrbh5YULpf61bzoTDLI4U5yx0KEdEqYb8D9OAu8NGPKZPA6aDrMWcxHD+YRhxN24wM+Fuv8FhPyIfUtmEmNG5S4tkIKJtWGUDeSVdmU2Jp/Thp3MlQ78FwJcD+DcB/LsA/lUAnwPgFwH4Da+kZpcmKgQhW9T4sCuqfWaj7P4rwxH5iN2QMLv9JCfG8iweaKeJkZIaTs/CKCxMOqmL+Bg2wSRVbjQ6JuTNECRB5jVbd3sJAMlOb95SpQ6y9efGuDOBcwLUkHc/jXhIGZt5I8fuve6pmIfE3dcZydRx01zsp6ZpwD5lKWMeSggSDkCICxF0Bp+kndhp3yQBgcUrbrNbTiXgYxnnoCoZgtVL2HxWjEhP/7ik3sFTcECXzJGAXWfNMvRR2NWKukXUhiaZA+BqpawgxPtQRfvTNCDPBTjaTprcY3mLwFDT3Mgog4ftmFhVZG0c1BiWY86iHjOHdNOUlOkMPr7zlDwGlIE1Z2BzYVKkcy/nFBifcrS4k7b1oHWfd6byIZ/nSR0JCuM3qSh8c+CGrIAMgvVPZKBaRhWSJYwhq6M+ylT6LkqRqs6Ez2Nn1Lkw+AUTi2CnFFm+7XBEYP4VmErx2UI7wFSHJrH1kgpIr06J1U2u+okbemdqLDlEIu47ADi9A7Os/0lPcemBEY8Plq3ymld1aKJI3A1McFQ1teBQ7YhK30snTbNKt/U3hzwBodfzrBJY8+yeEzAzch6QlV7ubX6bqnqWjauPp4W8SVQIS6Rhryo9gaHXIqXTjwAAfiGAr2Dm/wQiOP5vmfmrAPxGAB97TMFE9NVExET0DeEaEdFvIqK/RkR3RPQ/EdHfdW6ekbhwJDJrfL9hGv6iMrzoVNHucfMp78EJZxfpE+CFJaA6JRMNRtv6Un+tcPsdmW+o27kOyM5NsbzoxG7tQWorav+ujUu4frLqHRXHopBl0Yvyqt/ndFdTsTIfeteomUtYDp4Vv0Z0z+irS1PrlTr2VV3XmvG0NibVOgj5HdvtcmXTUz6t2mgxFu1YeYa9MlYL95uVPctKoiPj9aGk2GePebf3/5FJFOfC2liXhx9Rp7W6NeWf8/zCIWTn3d5aXa3SsflxrbkQeMZjPk/peulcMPSZAP6S/n4PwEf19/8A4EsuLZSIfgaAXwbgLzS3fh2AXwvgKwH8fRBnj99JRG+flbHvHq0g++7MHtvp2THNzswy9bb81tNmkQlUD4fPsZRZdyInGHnIl8JvUXsUohRftwjlANzZHnnbpa2s7S22OAhSMvscX2nRPb+nhjmdw0TaU1pH+69H2BY7//qm5e2PHKMeQSIkz6L67RIPzTNnWiXUPQZSnx6jum/OmTdRqmDj1mt7GMMI9IkYQ5JQLYusbcw7bej36fLU0aWorN0EFHsvCkwaR8Y3fLeMrwFZF6XeHLF2e3nNJqiXVhiW4/e1HU67dnBqgxWqc4JJciWFsXfDC2ED5XZTaOcx+mOt+RXb8M4ctTYu6tVpb3jcPpnJXTh4mfqQzde0tsGt3l8f4yLVbjYBWk4VZukpvVHpXDD0AwB+kv7+vwD8o/r7CwDcXVIgEX0KgN8P4J8H8DfCdQLwqwD8W8z8XzHzdwP4xQDeBvBPnc5YxenBN4svRkJQNYXFnxhpMHCAMsl1QWQ7JcNwWxHW/3MQB4uBHRV9cxCxdolha0QYV377bExcjBxbRmwEKweiAMCJB5nd1ADQyMAmF1CkzJAVILXHdSPxMIJovmmMwFh/usrC/Py0KoWKuDBo5srQuhQa+4Gqb7/fYXgVs1nLs8NgW9uhbj2CXUFxwYBu8pNLjJqJRObdAUQLEOngFA6EfI63HMNS4kWsPQFDoupI1APNWLSFg/2E28lYHTMFD9VWyBEuQQZ2Sr1rY+PmpNTy9eYHgnqjAF+2Pgp2ZlYvGYvQZz3v07GMOCbWfrMrpONNtrlfpFDhpcW6LuUs5m1gwHFucDuXOZZZnqvASVA/txtDr4oBIWun/ikn8RLWJCsL9xxWbtWfVM3nvnpSAclMbrJQOXkkVhW6jWugxaR+iJrr3XVKzTjG/jOVmU7aokZrDjpcI/FLfJ7S1dK5YOhbIfHJAODfA/C1RPRXAPweAN98YZnfBOBbmPmPNdd/CoDPAvAddoGZ7wD8cQA/85yM3bFbBPW+8LhemMowUsqgIcxuI6ocmJ2pOjK5GqHaIRkxC4y/x/xlB8R9ooaakbtUI76vBCmH8lugMncIQzIpkBrX0piRxgyKEiI3PEYBNSvJpCJVnK1A1KL+fSH5CcmeI3WY5KAoMvHeu07gA4Nt7xsDsf+pYbItmByiy/26npa/MUVkVGPQpqhKMDBdqZQqZtcW1pbNDua5+VT9HfrEPkkBETMhEUQyFEDS0fhj9idK2OK8dSZVpAfWnKoua6lxY1COkdddEqUe1etcz7NKYhPnsH+439fnMBX3NE3VerQ86jlO9XWrb67/j+9VtCKvPGtOxawIA8dxvvY2FWj+t37xjaHlI/kLfUMxfA9zmc2NhDdK3+fw2+81dUTnXpsi7dJx5Vz7V0ukHtUrj/dlffUkPxEIVb6GKuIK3+wUqRA1tLxIRq+aWhp5yecpXS2d62foq8PvbyGivwoBKN/LzH/o3MKI6F8E8FMB/DOd25+l3z/cXP9hAH/rSn6/DKJuw/jRT4VHofYHmo9diw8RayBERrVCGcvdhC6EKELuynOPJc20I52u8zuaxVJFc8o2KEaVN8kPR986cbd2Rop2MHVB8D5Yozslkz7oA16C3sQyTz0bx077oArJ0GuetftEBbtjtJKx85FziFuPuXfeW4uB2/XE2zCQVXsKnS7OlP27U1ibx0p9KgnHBfOvqhNjue7b/89lHNR8N+CGGzJh91aza0CNf/fyoLIeKjtjLbS7hlpAHOfSoh86gKWX2rUY5jI3c6BXl16ipk3mSPSceqzSmU6SaEYXoISYTwNqHViGPu7260umS6r7lF5depSfIWb+UwD+1CXvENFPA/DbAPyDzHw49fyZ9fgmiKQJu8/+22StGUE9tlj1GXP2XCZ74xvDd/bK/FztYQQCfRBkYt64+PWUGFJSUT6qHX7cEcfjua04vAeC4k6/9R67ICRGNR+JNqwvel5q5Z/Sfu+LXiJS8FE/xlQT8+7rIfviRZYuI1Q9kX5PTmrAIxYKBIkhAWxqplptxEAlXYz9UoVqaFM7n3pY4xhwONEH7kHd29I5GBABX3eOo3key8HqAYGYtQUntvludkMhKGkX2Oj7lUTl3HFfiJ1azo9CP2ys7NalTGsNEPYASbMO/DcBZnDebppsrfS6feGZOja1uwuDj6GNZ1QpcveZZs29LFiIG9I4tgAyL7uz1NtU953mOLhUmoVAryKdXluHa9V8Sm9cOhsMEdFnA/giAH8zGrbBzL/zjCy+AMBnAPiLVLatA4AvIqKvAGCnxj4TYqOE8P8Pna4gJBhhtTBJCS/X0g+jpKpGIrsWdgU8UzieSXKMdCaJX5bEeyn7cXIqItZWzO3Ah8RZmh6xzxtyr9N5A/dUTcxynJbgPm/MOSCpLjy7vUpR25n67DDXHrLjs6GrtP09Ltv85uKBlgE9Wpswz4yDOmab7ei+++OAB5dtRf4WnywPcCd2LfNjHSuOovxYearzA9A3bOTyvHu2Ni/G4eg1E4ofqhXg4QDNiGsWHyYy/uLeIJOOiY3NTJiVwzMDrPPH3S9A+kiO2Id+a+w+pA5lJ+2+liK3djBi12ppz5wJQyq/J40zZ554c3QYOSfkSeoffSD5EW6WOs9zwjQEL9UI0okMrKkRfTysbYOsAWJzQ4FwjJyL6nuAA3lKkGPyi7wZrvaJqjjrGkKZpwyNWl/mUdWHXOzeAID0yH5sp+dt3818XeDKzj2f+0DtEsDejSpEi++m85UBkMby8/cSXIIV84r905dOaQR79QVkY8pK62xOk4buMBcFXk4ce+/P0FeZYPaS0VarqqOSZt9sKP2a5gHzkOt4eZq/PWNBiG0NCohL5ej9nJDUdxKbPzQtJ649jmvQxrUBZ1dNT+DqtUjnOl38pwH8pwAmAD+KJcs8Bwz9NwD+1+bafwbg+yASo++FgJ6PAfizWu4NgC+E+DU6UUmIvxolSAJMuCwwM6qLiw4Qg9KUxdEsQ3xhgIGZkCcCSD3WKmPgQ0IeshKIVDOLuQCimpGReMLWMBR5m9zRonjZJSd6pFSFiYI/EXYbp2KYq0BICVbWBX+gwf3FGBiqIjATnElSUna6ttUxJs5B6pSVYJJGuCbxAIsFMKzBYQQmORgrs3lUNiKuAIgydW2XnA7a9UHyZgrYLvBAMBxMiiSKKsLLgAeN9JeCcTxDmGAEeTBg464SVMpiBqaAzw/OXOwv1NFi9ObsTt28zwAaoJKjAmyqjqAS8Tt2DHEZz9htBoQ9flNOOOj1OYsfqpwJjIQ8Q7yqmw+tybyqa53M5i2jBD6d9fnWN4sxP73mAgmXikqd542sAbACIXU0mrdw32GVnRRrtHlnUBqLzsbaTgWm0H+tVM6kAsY0bT4wBHRycMYXQDAGAoGLnVKTqvlZ+fYKQCgOTgN8qo0DQcNwsG8ieID75bL3eYZQZiujdyrS5lBlNxceY5K5aut4VsAAAFOIwTdLfWAgMcMPn7inZkDGnsrYS3+yrBF7P9TR+8zIlINVAecSZiPVNkuWd5Y5PTPp9NAxNUmQ5jFlCUGT51RCJ0V6lWtQ5NJpA/WGI5uNykula+b1lF4qnWtA/ZsB/DsAPsLMn8PMPyV8/o5zMmDmH2fm744fAO8D+DH9nwF8PYB/jYi+jIj+boiB9nsA/ouTBZAyPD0xVceqQlldsN8oJw+qRauAxJiZnmigmcTD0mzXizSklQpVEoRA6PJgztM07tiAEoMpOh4cKDABlZBYdGW0qhctJxdnaDPrSS+TCtlJDC6UhtLKCmwvK1Fxfzm2a9SwJfMc1Yil/fH0UQ0MCyPMQ32CyAm5MTQKjI2A3tHganzX2tI8y801d8cQ+jjOE2diNj+UmXK2D/T/VCRDtptWIA37zgSaUBwZNieiog2VVyUwidIXqJz0VVo/qr+B2ljaHGnOGs4lc6mv75qtrs4cqD71x+F5d0RYGIa3J1M57VXVnTwuXYlmL+vANwHubNHmBbuhO7d9ElMc73gtjqEDtjDW2plRPURAmde5Hp/VcjspAqHF73CNO+OMeNKO4E5lbfOQW+N/X2MNDbR2ttLWWEkdSwez9r86q0Q1N2LoHar61g2NtUEVoGylQmsdZrSNi+Sn9XPktDoXR7l+2MXnpkq35xJkO3rH99NhcU4EwNymtSo/NhE//nPtREQ7IvoPiOjjRPQ+Ef13qhU69d6/RER/hYjuiejPEdEXXpovEf1kIvqDev/jRPTva/QLu/9lRPQdRPSjRPQuEf1pIvq5TR6/RP0Xtp+bU224xM/QNzPzfPLJl0tfB/Fw/R9CpEh/C4AvYeZ3z3q7XfQ4sth0NlV+K9qHGY1IVu4vDaubRdMllCR1MzuJQAgrcXasRnO9uhkJiteLKilOVcUIDEKVLkkLmxhG9b/nGxdq2xcN8e8mar5791tgE+t5ql1Hy16nME7ggSVRD32ymAvVOyeKPYPAnWxf753m/2gzVOtuwnfL3OzZZr49ame7Mv+7c78dk3PmzrVSZ3NwcgAMjF6DWa2BKzSgPt57mT6Im6yYYUUHUc/lS9p5DEQea6uBmCP59ekyKR23Z0JbQn7UtglXGr9zEr/E5/rp6wH8fEjorS8E8BEAf4iIVkNuEdGXQ06Z/zYAPx3AnwTw3xPRTz43X/3+NogrnS/U534BRAhj6R8C8EcBfKmW84cBfGsLvAC8gGAH/zDz/amGn2sz9IcB/P0A/u8znz8rMfMXN/8zgN+kn0tzq5wHElM5Pgq9Fgx2oxPccvTcVkz/Y/pkV6PYTtiKDfZCC3F3BdTK98JYmqRuQYhTER03YIbUJarJiMqOPxrCelUcAEqb5xV7HKIQ88ma2iy8YpzNpX5rBC12VzCate9agqfvJLgkqIpAFfm29RXrb9SMoLITX2MYETxbjKVYZ7MTacdDCSyB9ISN1jICaCO4vvOsd9MgtQI6RtyqvuEyca3/Oq8UkF/uCg5fPt16zaagUqp88HRBnrSpPV25hhf8MTeUljyySkIBdEKzsK+Typmq2gy5OqXHmKsxtrVdgGkF8GweG8II+ZmES+gKewO7u/MjTMrqSU3ea8/F9lCvXWj62SRY4Xqxv+nUM/62fMLYV9Jn87mTUUKi5DjYXOfXSa5CC0U1b/ocqe2MyEyNCiCKquNzgIGty+ZBx0YN3fjAgNBrlNQH4L8A4Jcy83fqtX8WwPcD+FkAvn3l1V8D4Pcw8+/S/7+SiH42gF8O4KvPzPdLIHbDfzsz/6A+8+sAfDMRfQ0zv8PMv7Ip92uJ6EsB/DwA/0u4zsx82s64SatgiIi+LPz7nQB+u4bG+D8AVKfBmPm/vrTgqyclkAZoeITbZRhzAEHsZNQehQgYh1kcekXHi2Ehum7Z1WAUbEBQGFsQpRtwiqoBKBBg4mAvgyrOlDOSHgbXxZxz+R2NHMGMGXLd4ojNM5WghoFZJXO+l6gGREZfnPEWsBGq4USRMy2FaT0wZG1LYi8E0jbOqMT7zqfMpmAFXPlzptZicpuJqqIGWgLQXFWhJCCNGXlKzXUFINTkGwxHyai8AwPrIwoMQ983dYvl1aheFoTY5iyx2Cax1CkzQDMJPmiBgL5jgKh1SufN6Eg6TeUVgX7cDBggIVUjZ841HyQESSt8HFnnlBkClyj08p03WuQA5C0XNdlQ3neVqcXl8gDLWE7UxMXAuq1P+zumwGMrdU+WqcCjPuIAoTxrQCcC3KiZbwHIqjQiSxuL+oYbbh3aFACyqevZ5wwqQCF5BQDRAxRz6NOgAmOrs0V1t/KUxpaTtYUeLTZ/PUAXQa53QMkfDORZD5/kEgewlZYXP0MBDToQDGr+cK3tP8u2K92NfXXl9BoBr8+HBGGPvv5+kIj+MsSVzgIMqRrr8wH8282t70DxD3hOvl8A4C8bENL07ZBIlp8P4I+t1PltBOfNmm6J6PshFqX/G4DfwMx/fuV9T8ckQ9/Sufavd64xPC74h5wSA6POrAnAQBVTdaYSmMVmyMh5Fg/NqQQWFINCOFNz77NqNxSNMonRNxiOtEYJvQAiKtIgA0O2xtUUyaUarMahmsyGyRfzHBmaGHdbVHnOepIpGnsqEBqGLAEYXRpGxXjZQFBY+62u3tRx5BIi6+eGwJZX9EQde1/48d/ALE+KzA18SHO1j5TJevml/3uEZrEj1ffSwGJEGkRKlRNApsKYFAwhghRmlyy50brZ0vjpMaoYIwXw3IKaUj+uvQfbSTKScaFGee1AKFxLCozMaV10zlkVZm2LjJoL46uAgAFiN0LmAlB6UigFnXkgJGYJ2svw02MSqZ3FcJoUeFgEep8X7OvIQYvWv/KE3QIGhDbZIwrmKxWlj/Gy7W5om1BsvRqcIv3HS6AV5uPaEf3oaZoaoLVwxOhrpn4GWern/pCYQLMCw8p4mrAYI5+T5N6fAQBmPA8FW+YrbQ75RNAH1HO3s0NipTMMcpDrJyaJg80O+aav+E5BLcXXb6NDNRg3cFcAUwVAe3QmAkZDlK8GB5VyXo/0WRAO9/Hm+g+j+AFs02dA+H/PP+DPuiDfz+rk8XF9r1s2Ef0KAJ8N4PeFy/8nJLrF/w4BSr8SwJ8gor+Hmb9vpQ0AjoAh5p5T/Nc4KaPwU2MpLi6Uzb399o+Ag8qoMC6W8G0ExxdlJJjhu93xOfChemGZqsCYsxVnLnOq1EocYj21PvJFHirE+HPVR5r/QIypUpMJ9fQ4VcZAGoJZxPdCqDgQwvrBZfXLDl+YGWV2elf6JLxohNSZWviOtzqEqmJwLnIJNxvfLTYXFhKjCNbsX2uy9XvrVbxqApVdtkuQ6jlSM+NlWxwE6HxmYlBwD9Cz/SKCAp+ipYtd1fVB5aqR+AnPtPWr1CS9QpbtaCV0UTpafauxdBUmx8YnoR6nHtCwMXamy/VLDfO29svEWuYd+4PMoY1d67S3ogO91KEb8d4xVc2q9FU3TtzUo2LqTTd4XUjmKtsz1ZwMCy5D52ABSGfz8lZNZSg2ErxQN6t79OAOcG+5l7nblmenDEM+i0pH4Hxq3K6dXr6szyCieEr7m9T/nici+jcAfM2JfP7hl6rFB5yI6OcD+B0AvpyZv9+uM/N3Afiu8NyfhEiHvhLAVx3L81FOF9/YtCAC5f/uArlgEkcmsFDZ2H37t2LINdVe2EYsviPBJ/iO6ZJF5wil/F44VlQ6Q33StJ4CoIkgqLq3Wq/Liro4XSKvbhmhXW7HocmS2vG6NDVzxml4ZCLhd+uITq6VB6oDAn6RsIjZdWruM5bvrCWqp1gl9SH0mX0HEPf4+slULbQrpJX5ewyo+7NUwGwcS3t/odlq8o/9VUlWm/pUEtNzUgeYrUAQKabBj+fTmTOfYbWRZKrtGR+R96rn/A8ptSTwEenjzPz3nnjm6wH85yee+QEAPwMi5fkMiAsdS5+J2ianKh8ivfnM5nr0D/hDZ+T7QwD+gSYPkzpV9j9E9AsA/F4A/xwz/8FjjWLmWcHi33nsOeDEaTIi+seI6P8hoo907n2K3vvYqUI+sOQEgcvR0xUQUXuSNooi9ynaeoSjpi6uNodd1fHxc46Siz8VtiP24Vhx2RHD/fCsBq603Vr1ge+A/Mh7hroAqJ+tTlZYOzVfE0ebmoezHcUWG6RoQyUqOzRuBqxvwsd2W1YF7QvxoVIfG67GsMsUaypXM1ReXm/67aXoYJDslDFA6Vfr52BHZlIhszfrSoU6gGQVEBgTNZcQ1Bi7ax+4bRCTu1qw3wy4X6p4BLkcqZd6m0qvOhrfrJEYzHUhQWk2FFZHmwOiFpP5ngcOa4GLw1ES9TXH+UD1YYnjY4bFnDma4tqKAHMF1EaJJuJ/SAAAIABJREFUZ5m7oZ0+XvU3eveMVoSAwe5qo6UH5nIjfNyRZQOY/f8YSNnaCfT70OdnmbPRtUI1tr1x7nR5dxg6dVjMfQNEDHGsWCFFON2y4/c5qnmDPyG/F4/NhzrFOX5sar3qPdm1EzN/nJm/58TnBYA/B7EHdp6ux98/F3JCrJf3Xt9rccDHwjvn5PtdAD63OW7/MQAP+r699wsharFfwsw9U54qaQD4zwPw/5169pRk6F8G8DuY+Z32BjN/goh+OyTS/HeeKugDSTqDicT2o03VWs0lArxFRPbI82bgqnYoZJ5WDQjNunB0UUU7oSrCtNVJCVwe5Vnzsus+VcZYL7i4PxLAWpRLte7DKKAu7mwnMOYEnpSoB6DmTviCvyIyo2UlLMYUeZbjVLPhZrsHgKckTEkdUgIozvl6NjAkfWr9YeY3xbEkjlMhhHvtM4E+np0i87JLxIudY9yFA8YUSOcYAZll5+z9rH2hthe+u05wInwsHMeC8QbAUxwKovRVrJ/+jmDI2jOrAWrxIq6+W3y8tW5zcbRY+Y4KH7cZMrCN8kzpOMi9ylcU1Lko6o2AfUYWT/LW1jgU3nYqzH9tvtjYmrPSxm+MvRdPCnqdEZ7pjEdbTgREEfSQGv9xEvVzG2DXnYyy0AFiFOeJQX04b4IvshFuWO4n7YgqX0MRhJ1jh1fAmXWOgR+q6AYAAfYIxtnWURw6KoClLrABFlLEtc2LnWozZ7NEqG0gLc8M9bWWxQmsgR5i35DkKQEjyiGBWPcG7LtTVA5FEYot1jXTa4KulKf/bgBfR0Q/AuCvQxwq/wUAf8SeI6LvAfANzPwNeul3Avh9RPRnAPwJAF8B4CcB+I8vyPc7APxFAL+XiH4tgE+HqMF+l+EPIvpFECD0rwD440RktkR7Zv4xfeY3QkKFfR/k+P5XQcDQLz/V/lNg6PMgx+bW0h/FaV3kB58Iy+Cr7YRTEGC2jmw7n3g8NUp+zIDUmYMxNfgCqoAQQ/T3pCfIAiASqRDcuVw2o2+GhKgAikt7OyEXgVDc1cUTM1rP7IbTyuQovGdH8bkAIS/c8ywU1SVB2pUVIbGTJdHdQKZKIrTo+4bQA6iIuLfFn+9R1HArNfcj0Y8Eu61HL78Vgrz438fXbKYClYzEtTKmF8pKca502nO0js5EuTrNVoCRzBMKbTHnm4CozBLKDpmzSA8dCEUwZJJPRiURcGbmJytLW6v7DAGI4GWbqIx/JRUdNBSNHSiwNi2kByYZ4uWgUfO7Z19k95Q+sK0PR0p1O6p3mlRJXmydG7gwe0AHSQGYACrxUkWzGj2b+UyRKAfj8ko6xN42X0vNPIgquAoUWhvXmHqkLY1U0MJ+tK/6ePNy2S36PoKoUNzClYOlIH10x68hD9JrDNvgUQDoagw+yJopYTjI691L0S7wVdsQXSK4/ADSr4JA8j8A4BbA/whRR8VjGj8NosICADDzHyCiTwfw6yF+fb4bwM+Jtjyn8lV11pcC+EYIoLoD8PtRR5/4Cghm+Xr9WPqfAXyx/v4oJF7pZwH4BIA/D+CLmPnPnGr4KTD0N6GWQbSJIQju9UhXnlVukBkWKQGLhXGyWMcWwhBrAhozDpnZs5dUeAXw2Q03kPT7VL/T/o4fKr+NkLDr245slTj0T9Pe6rULd1ttka9iw3asvOUDp3835l8vl+jyFkt4glJ4VY010Ne733t2JXWxbOR57VrwTupkFN+nzjPXSApaXzo187ytKsfnuDzjzxZe7m01CeWSdgiKuhb1O5f5G0lY2Ay9glSOzh8pqUcUqjyMflOfYLRz/FUSlLVyP+TEzA8QY+OvPPLMomeY+RshQOZl8v0BAP/4kftfvHYvPPOrAfzqU8/10qkTY38VIh1aS58H4P99TMFXT7a7IK43iy3YaNIxY7qjDLAl6OF6EZtT9X91T1VwvgMM9+NnwSTOSWfoi1JkOrGP2t+drLity7G6ddpU2U1EqVBEC0fydHOBI0x2rS5uiH7i0ZdO1S6XLh++Uy/0xrgBt2Yo3Z4cc5swdOa/A2Aq/2vqMskTc+3cNRTB8WJ+LTINHzTfx141IB/b2JtqrdRgrby2607Mv2P3F7Y4K++2asFKtbVW/1hndK75smsM52N9qrzKPFtt0stKUyzjBaCJE6V+Zs0jfpzPi4MgbbHctOmDACrtxvOSz1O6WjoFhr4NwG8hotv2BhE9g8Qs+7ZXUbHLEwe/NceZ9Zqfj4WIvf02GrBGAVrQ4yJti8OE6tuMRVEBgtCGABqIIHY97WolJfCuuqOK2VXtVpBBa6Bj9fdKe6u2L7kKN/1Q+qPtAxRD0LjzbW1GeuCsURksnqHO9XZMQ78swMExYHIJGOsx1F539+q5lkd8N6gzGCiuctYAkdkKOShQYNAY1B/FJT2CXPV9/+UW7HNqpKXoAKIFuCx19rpUmZf6VX65tL2uClypqhmIV8bj8blwLfLnRXU7/cPoTJWoUj2WwtyIfbQALQsQW8dca/sIUd0ZaElsYB0/r3mf+31TPRdTIEG969X/No7208awBTY61pUqsMqLlu1dq1s79yl8PYGQNzKdUpP9Vkh8kO8lom8A8D16/XMhxtUEiUfyeiSVCsmEDQtFwUSbXPQKVA4Ae/kiOEq07AnhnUDg7bqfAlN7AFaHcx5yIJ4OyXB7ATdD8Q+rI73yzLKKQQXWUtumLwDU4uYoJbIKqJqub+ELLBR49m7sE6sOwZ1JJpS2uw2jHRCJoCbmSyGjRT1R+j41zWdUIRxqp4B9JnYsraoDFpwUboDptysG0hDx3tyM7VkQ/UiZQ92CfRIvPqicZHLMqwFoFD5d4NWrbNv+zv+VVMOBkF6Pp8PiXOolZWZmzyTeqKWfiC0sig0wL9sXbdp6AILKc/Ek6cXp1Duh38gYtP5eGOpWIAjdOVMxccujAjyEli6Qghw3zA+Ah0J9qj5Sx4416EE9btb3R1IPCNnBguVGoAVnpa3Ry3RupKM+x904lJrvZR0837ZtVm903ntseuzcekpXT0fBEDP/CBH9TAD/EQT0xP3OtwP4Fczceo18vZO3YElN3Elj/3aTD/eZgK3FyGgJegKGCwMwpq+SDTs14YDIGQPX29ce4/UG4PgidSAULq3RrM6zp/ItwGXZL9amWvql1e6dIqtEJc19B0MB4MRyTzHTqq7HUwV6r0C0fEg70yeW2b8RQO9aXVwy2IYgKJm2IQq8bj0GcQqUnJpvK2Baq1rPg3OB6alyEe63TFTvLYBeZPZUnllIO46slbMkqGt1PQJApeqBLrV2VVbf+GqvfXFpRvBi4AC8dA/Cy3cJhWYsQAPK9YvGadHeWL62nQM9Whu7KOVkdVDaLhfNrw/sre5CGBfLvun6q6QnMPRapJNOF9Ui/OcQ0acC+KmQefB9zNzGA3k90jGwcOy5V1SVLoG/dtEd/HG1rPnCrC8RtVz++KPSB1HGU7ogdZn9B1+NR6djwOixeV1679hza+99wH3skvInZn80PfXP65HO9kCt4OfPvsK6vHxyaUYjQdHdVEsL2kCWUQctQObILG3FsUC1w/Pfll/mWuS+2M0U8euqHr21k4j3YlvX7un9NqJ5fZ/X8213ekckGO3/0UC0yuJcKcSx/Hv3j/VLez1KnVYlLudVrSq/M7bxY8IsxvL6mobynETVGGuIFbAbzVO1TigITopkdNGeU2VWEhiE+VK4YZwDlYqjyqj5PvfeesVKR/eklo/Ne00yEYpdfW9tg9R5x9RV9LIObk7N//Z3+96ZRfsyap8/t/pB4rTIu5IctzeXL7rD3ZU2dAG4P9tD7M33tdITGHot0ikD6k+qVAWnbBb2Yt43IvxeDK8qRRDTY5xUCBcsoGP0W6T30syLYK6uCWvtGIyZ9OrY7YC6vt3VfgwIxTzW3rd7/juAM2rqj9AnoW/QeaZfTii/90wLKJsmtJI56gFYu3dEnbNqE8PN/QUIDNcZlWfu2B+Ul3NlCXqDwWhs9xpvJ64+izZG9etaCu3sAvhe21cYRvv+wjj1WF2OqYevLe2o5v+yGr3fa+9X/Dn+H/JY8PB4rZ0X4bl4iszVSF26RQ3YaSoBqK1eAA5t3zbj0y7/1fFr18mpcbbHVvt2eSPW1+JS9t9t8vAdx/LRD0Sa/5Reu/RGgSGTesT/W0Iaj97bDvr48XpeEnzLq7ebs51chkiDOoStCu8RgEH7u6zbFWlQr3xd4IuAhJZXoI3LIzDdDvD37Fjr0RhULcOw9uSmvZ3UzXf12XPKpjMYbee+7yi5vXRRquht+I6gl0L/+Ljnpp/Wfh8rNDTL5nwFkICy0z63caugNbQlPse0GO8Iji9mMGvisrV2WOevST7OlFT0sl0rzt6pgH5v7a783wIoNHRE3jEC1qlHBf7D4z0gRCHMSftMKGbtoEGVv7Vlbb32L6MS2K2Klep69QCdvd8tx9vY8oZzKhjq9IoAUZQEX/p5StdLbxYYCqnd6R+Vhjwm/xPMuPp/jTAee+cDSqtqihPpGCA62tUrjOT8DM5Ij3l9BRDV+a6Ax2PM7tS1CvSequT56SzD9yOFcoepnpXWpGTx2kp/vXbE/djaPFHvVaB0JL9z8ummbt79CXD+vLjwXg9YrOVx7ji3fXhJfY6lKBG69N1rz1F+yc9Tulp6Y8FQm14qUnFPtNzbbS4YalOHc8TEJ+4votZfO50rJDhCpY929Vm78dMPXXTyKH63vxfPXThPHjsOr0rNc6L+q+vgseO5ls8x5riyI7903qxJLI7WS/Na4JyuhFCfXal3qyk8Vddlnfr5nXzvsYk7DgmvlvfK70vzOPLu6i0+8cxiE0N9unBmujpofwJDr0U624D6ky0dVX3xOg/q6sxjaoj3QrIbvjnqpCLhbPM9MqkvXnhrht1NOReBw5NSnH5e8Vh69ZQS/oWYfbV8Wu2ISkJ1aifaI9hKVFqnhC/NhTpMdK2nbE7E+fRSSZlebO5ZktFY397jjwC5PcDQtrMLJk5VtwUS9t1pgwS6pcXGxY9qE2rxXFCvcqrncBe0tKAJcN9hTEUa4+OM9a5c9BcBnM6YGEeYOzFqEOSM9JGzrSP16oOQ0rVcldup5yrN0oFsJ1ALBsL/C3cRfp+W7xxLDjokj2vvWyzP104i+hM0vXGSoVNMPtrStP5XuikQ0FOPRmNCJ3yxh08QNjcFOLlIjxOD6lp7KRAud23f2CD0DJc5EpujdhtY9lmHWXTTuVKctfcWdeKlnVIP8DggOqOsc+uhVK4Hkqv5cQRwU+dat9hT85KXMZ0WtnVr5fTqWf0u+SykpVFK1OSzMLz165eANq6calb1aSRU5OPBdX26+fNiDXP4Rmrq37YFp/93HtvMh0VesdxYPaUB7QnY1RQZ+2OB/grQOvq7+w7V91aejVOo+MayZ6395f82VAfFZ9o1znBv6926Nn20sOV6Sm9ceuPAEIAlVdCJfVTAQUqITxHjluh2Uo/QV+v0TFp0znM94+pzpD4vpTZcVGLl/04RJyVv1cNHynhM6g1ZRVyXaoTVYT46mervPsOtwcM54OgYCH3UcEbbiZPPnnlvMRdW6tyCorVnj5XZlMttPhU44+Vz8f810LoICVPn08UWLbjp5BvTqvq8Hdtz6EGV8ennu8mEYw2uPPb8VTYwa+S3BUJH8mwDa1vdlnSyHYRldh8Y8OGX+Dylq6U3Vk32YaWeCqBadlfCIOZd9fyKXVjAtdRorzJd0pd84fNXTlUXUXvhKb1MOrsrHwv8Lpk3Fz1bT0oDRR+o2uRIfY9op9+89CHSBnplhlxP6ZL0ZkqGOumoBFl3HdRu8x6htjnrFMmJd89RlxWHYkce6i3w1jYmXL86g34Va7y3i447f3Tur713RrqmAK2b36X5d9vG6/eAq5+kvFY6u29PPHdWNufO74WU48IBurCr15ZiV32GRhLl0uxwH+X3asesqBLX3luoP73s9boe67a2zm2ey/pKXS02Y1X35jlTh9bvdtpFJThwv30xeDBfnQ54ehmp0Ou5rD9p008oydBiPq8AAwcl/qdc938bvfcpff1ZouZj98yQsKoouhIPY35tlhLXaqWIAPyWxpZULgaRMzMHXUH7zpH/uxU4cb9NzhyC1+RzJS6nCFtnTsRd8iphtOtrdTiiClmo1lreHaUIp+p/YrJVx6vt0R5TtmfPYQTOhOThheqnZTqX9FG8bQDAKngsPWIz033f6tXZ6Jyj+nbpcK8/VtZwBTQAcAwUbbZP4dkFcFIGThVTByipX7UGZBmwIi2HrIEe9y80YK0dbQp9swiE3QMhse6J1E5LyqbEpcO9Xqj6xCIPEEHsrJglCG2YM8UcQjs+5NPaZrUbKAOa18ZFr+le5SdceuMkQ6u74IXRnvyfuQ1WWb/TlRa1RZwosn320ZO/Jc5HFu7RbLRi1DKVSNlDO93QPPYhh+fW6ohmk9bWH50+autyNiOu841ZHN3VkYK7swx3m2d6r7RldfJdtQG5lMpWDKVTTg/on2rnsdtW3lGJJS6al7058VJ+YBYV0i/fUFwpXZjVWUWvAMgaFGE53yPgafMKzzmgSA0RigAzgIuFpGYt/2hH5fd58d4C/KS2zNJmnwPhtwE0ivkkrt5N0e7TgU94Br2yln1VsYu2jddGQ0/ptUhvHBi6JK0aETc7yXjaYHUd9Ij6sbQClFazP3cnfarsVdHQ9Vf4sRMl/TpcWsCFz58q/pw+uKTMJT84/coa83mZejwm9U6J9dIl8yYyoFeZmgLacV010v0gU8OAF8C9B0RaZt7mF96r8msAwuKdTh7d60dSq76L1xd5VXXg8H6njvFRqsMttaYCXYeSa3U/BjB77567Lh+T+CU+T+lq6SeUmgxAtftcD1Za/64I1Kl84yXuEANLr2oiPyZf3/lcYZU3hPDk4byX6Ydr9GEriTojVerSx5QV/2+KrSWTK++Fa69MxL7SH48q74i0sPucSRw/SXbgq/NhTSpq9wJDW5xcaiXI8b79puY+La9TJdXlRRlr9T3rekgVrTv2/BrJPWNNLUEt+TdfuiLbsemBi7W+uvKae1KTvR7pjZIMxZ2BR65vd0b2nD6bgmEeq7i5iKbNL0kQGQcwtdhJ9Xa9ZxCGV07z213l6nOBMod3qG2zf84Ak6fKPJLN0XQGIW/tRI8920vuDyWO9YKxt1v7tqylVKLH+NoPZS0yAAQ/HtyCpNZua8UWbnHtBACMw962TdoQka/VEYWR9xh4+J8W7e7sNpr7p49XRyLQNogXj1TtW80TdV+j/F/NsbZtnd8xv15ftfmRzoUFaKryqmPAVe+EPF1V2LHzo85YLgDZat8YKGm6vJnrVT9w/W5VhzgXwu9q2XTm5MJvXG+dNd/dcYvfWMnjmqmz/s/+PKWrpTdGMhQZdiUuVaBDgAepNMNCkw6llIvuOTGQyd+Nov2FESDKvep+J1VSkh6BvDQ17/V90HBVoSJO5gAW7VqhS3RMAqb5VEbLoZzKxoFRjDFR/z5r99gS/VPP2+9z0GUgeKyfbop9GHfXp8rsDUdbNoxBrTC/hhmUd3Un3DK7WLwCIjem18G1k5Nn+5laYSBs33avw1gKQ2snawMAcrwW2rYqVQ1zLxR5TLpwak6vGUOdVKm1jKk3Z0M73eu1lrkAQk3/ljkhxsAS7FnBQWZQBKAIXc0E8gMONldC31qbrXxCB2zXAHvRB1z6iNvx6vXnot+aAeyugUBIfA43eXj76uJsrfgzi3frT93fBCSWccjFqPzqUhx+BXk+pUelN0oytDCu6xHTBtCUCN5c31t82IFPlVco+yJbiLgIXnYxXFJu++pi+7/yf3Pdj8da+ZdKi2LqMZBzUkVcOwWcMyCP6fuV3XUFXkJqd8v1s8vdaAssOFy3d+tdtJYTn9fvRZiRWJWXmXdr7x6R7vSm2EJK5vcaRtzL92j9XmJRLPKK9QrXeky8efaYhGwhNWmfr8ZbAULu5Be+CXU+q9K3XjuatDY2vTnXtq2q05H13ZXamqQpvLuYq505xVyfll0Ek/b2U11Ot59Q9dWinU/pjUtvjGTorHRNCB6EBWdHgr5SmZ90KW4SP1nbcCoxrtO2D4jQXqWYHoN6mQIe8c4nFV9qpSUBLKy149iGaRHW4qw6XPDs2vtXWsNHAUanni5Ve0VA90NLr0MdntIbBoZUBWAuJOzTxrOJyD/nJD/be8DyfzSqASx3TwaOqhMK+omqNE7y8etABRqCVLhKJ8X9TX+cur8qHQi2MMzhFEc0WrSIt1WfnUmoWoD0svTN1FkU6PWrkj/bVvJYWx/D2OP8aPvkCvQ/qsrqG1jM85OpN2bUfDfXOdyvbfOOvBfttj7oFNespsW65vK7XbPcvt/Y4vl7EFpgtIXivVS+7XfpT1GTxX5jYL0/V9p4UWrGfSEpXxHQUqdOlbaz6lch4i68seeqfqSyTuzyOXNkIZ5s6G81NmW8FnW9UrJintKHn94YMOR2H6oXL0FI9ZqKUJkJrDZBmQmzAiJkEj1xDmhDdfQL8XJXdEz1z9QQJiaw6qA5ATxolkmfzfINVnG4vmvE4FLpU4/hUbAXmXOq6s2hnUyoxfGulyfPJ+Z7tgqjYfQWxJYbXyHV8/H36vZ5eYljWdWzATR1iPcq2IzEscrrSDJ7jkU+oVwrL1xvGS7FZ7h+d40RexW4zIUcbS6iqkA/xb7CXu7UGysYMDIq7V8HjboenKnbfLZ1EjYFZ3lWf0Ra9TNk1W2lM6eK74wTqjYxSIMycwIolbbbOHIS54Kka5917Rs4sk8eIE4IjW4krtaM05s4HxL36xfaHNvSts3U/hUAqZBHeS+uI4aNLReg0YKMUEYxxlFwR9LOAjJlIFY9SzcAMzZlceQ+tkV3zJzI52DVjsQBiGoZmQrNwhXTUziO1yK9MWAIgBCYCgTBGbkIMUjATlZglAUI5SwAiTKKbh6QhaAGi0vd/xEAYAQQgX4wnOAVooZCOEECQPR9/yY50VbRK2qpWSijd40CgGEgZ0JKqKVhKfRbloqb4aABoaXtCpV/WDhKFJpU/KwhnHFDy5Hg9Bht2yTqPNYORwMUYh3avC4Gm4GhLTPTR3rSl6YPKtvsABacOHtZxliK4XqUCnDLKKzICNCV2ctmIIEz3Ji6lXzG727b43fTLtJ7LSNe/B8iwXu7W7D5Mqm3aTmH57QT16QUycarnDil0O4WnFRSL2KwneIIVpoLqY/1pYEjgjJrLmDS8qgAhuYfn1kBC4t0qr+buW5zspamcLXG3Jjay6d1CVK87/1IFRgxouKv6FrgZB6mO200wMOhTKDeWFjfJYBM0mTjw8s5apvVa6cnydDrkd4oA+rKgK6V5DCC9Kjc951za5gILN4/y+A5MN8eQ5AFRuVaeKf6fYSBAx1m2/RDVc+qTSvvtUCnudeNBm35VeCorehKJVuGASylAY9ljOcS+CadoklHurxfzJnzJIKJcq0BBo5SQj+dWZ9oSL08ekzLse+Nc1u/I+2Kz8f6xvmN9tO255K+PlWvCtv023Zu6jL1OH5SyAIY9UHSOmiM0tMFU+6tmZW5cvYcWZO6xGttOjFuNR2s68k94Lugm1y195QabHVD09Yzfq/Q6sW87NTnKb1Z6Y0CQ93FcmzSUnjv3IV0KrW77BZMMUDhKCg179h7ZwGva+4orrHIe/3fBWTl8Q9iV9Q/sXKFfDy/DgeIZXXfWY5xPe6ELkDhwNBftu8uBB9XGS9erotrpQVQ6fxeMP0POF3af6snsR4j9VqrzDGAciydKPO1knhcSr97G2PgqvO1Kuexn6d0tfRmqcmg/NyodgIww5k8JZZAhZkAkmP4KTFyhouiXW8fd2u2M1sBRq1qQXyBAKRl22+agTQBSPKdR72usltX0UV1mamr9H5l70E4ThRbcNPjA60kwnX4XFQXCa6zd6lW1Xjy962PKkKYS78gAzTU7TTfKZQJnBkYOm3ppXYc7DUDmrnT/jCQxmiO+hlavMuBGFF5sfd+IKCU4aqQqIqlWa/NAE1Amhh5JPlf+4XVjo2CPVv0CUNWFyp1YZa5Lb6G5KL5lyJVIRBYfKkkKutEOyZ4kip9GfrVbcy6/QSfEhzAG8W8oko6zu0TqThHlbm4kAa4nRLDblp7K4lDmBg9iZzZ5XBP3GD5NEwpdH+3X8wuaRWcB6DoICjQDlPj9yRdVf/ZXGgZphMoW6Tt/apb1pNhph4N4k62Nj+xfNZoGUHnFEIbO+vLaftKRRcuUtA8Gu9zfdn/DWPAVTuptPuKQMTNMp7Sh5reGMmQGelRyg56PCChASHAr1MSpjCmjGHISGMGD8ocCMVuIzGg16Ug+/ByPTIqICTMDUgHRpq4/N4DaQ8MeyAdxFYp6fPIQJoJaSIngsgQO6dItQOTASJzpO5CLeJ0afeQcuWluxi0arsqkbz22ZCVeYa223fU73udSn8kA4NG2OfYV2pEOlPhTG0bVoj0Qu2RQ9UyOdiIBC4yGjeY55r5V+UylbpmeB1bxrTYVQbwUJgayW/rE/utQCgdIB+dO5i1X7K+p+/XBu7hA1TqsFZaSjowskagmwDpFPPA3u33XMasYtaBqURJ15pEg3JZF3EeLOZuj9n4XESZb36vYYLhU7cTxdgY7ftc8m3zR+edNaZI4X78HyjjhvrbgU4DeChzmRtGD2YqwLjJ4/9n7/1jrWuu8rBnnWt/hqqAGiwZKKIkagUWaWpE0sSAGxzx0QjyB8RRjdtAWlFQQLVigYygoIoiQK0jXDuARe0guRAiuXGkCEiQfyk0CFuATSsKsQlKMKYNH/ClyAQwxt89q3/sWTPPWrNm9t7nnvu+18dnSffus2fPrFnza61n1syendYf84v6q7S7yen6gKmaBPDENnZeTve7gbUeBIobi3UDf50cEb9sHXQASFyfT/uI9s9Ydl10MEJfrxPQsanNAAAgAElEQVS4Y5/0TpSN461/ZyYReY6IfJ+IPC0ifyAiPyYin74h3TeIyK+JyB+JyHtE5EV7+YrIZ4jIj5fnT4vI3xGRJ+j5F4mIJn+fHfi8RET+uYh8uFy/YkvZLwYMAaif1TjEt5PEgNCxGv7FGBxxOBxxI8UwmBI0EFT41DczCvE+lyWAZHAAQCG3TYkdnlHcfGT5OzyjEDYIt4sCODhjKYWfDAeCjMARD/gwaJZ60vq7zaRbfVUgScCRjUS3VyHOxiL4MCBhHjOqpxo+miF1wGigBUjhNgWWAKxQ1FSpKJURvg3cDJ03RoSlrYqXWaFqX2b2Gi5ASBtIvJUCErN+ED9/0fqCO+kYqKew2+dn7Ove6Uw6IX65wOSYLoOYPMFYilp5tTtpO+VnHai6HJnZ5K9OhGI5w5Ubivs+0PboVFnoKpR0q1EaGW+rB9evTAeYHkEzxNEYhn1fvi+ERnV1l4CC0e8YHPOPz5hWjLjTEawzuBxRgNEmMW7LUA5/RILyTafDKyDjMN3Z3hvJOTN3/t0DvQbASwC8DMCLAHwigJ8QkZtRAhF5KYDXAvgeAJ8L4J0AflJEPmMr33L9xwA+oTx/GYC/BuB7kyw/B8Cn0t+vkiwvBPAmAD8K4AXl+g9E5M+vFfyiwFBHbMyi8S90kD7umN/Kc+2v3Qy5U1qogz4acscLkYf0z/aSqxP0dRAUypY3rlId5RSNuoEcr52y3LtrmfNLFO8wfFKX6Qw4eTaXSbp29UCm/XYgoaR1aYLcaRce1BvPmmsMBgbuAQWFOpgNly0t5sputGUIUoJue9Ys463daI8+OIFSsJDFC/XSgYRZ/D3MM8/JGq1E47E87SejcUjLqpb+rG+fj4RP9FKVCehB4IWRiHwSgK8B8EpVfZuq/gKArwLwZwB88STpNwJ4o6q+QVXfq6ovB/CbAL5+B98vwQJyvkpVf0FV3wbgmwF8rYh8Ysjvt1X1Kfq7pWevAPBPVfW7iyzfDeCnSviULgoM2d4P98YYlqstMdWziMr9Ucv5K1uM7siA0ozR3vqo1/IaPcJ9fogaXaVdT6uLZkABgD9vUN8uOh7SN+zqlbwqevSvYY828dZJfCxDrRtxZ3q4N2y6QowKN66UbhNtjDoyvlb0lTZelVOprjNAG/pK5FnfGuK4xmMLSKR+394iQ93qdFvbnN4uK0sTHXinfLs2jXLFMRdlCvWgGa+0PFxRcEvFuwDAzIjFpVYeA0ZU/ii/+0OSJojR9cmkbh3/G+n3LTqGG8dPHGxdP12ZYK3Ut4xkyQB8XBLNxgrLDVB/JR5ovNwbr7FfgvTcMfnosc+ql/2+AJApnVP/zkufB+DZAN5axVP9DQDvBfD5WYKyjPV5nKbQWynNFr4vBPDeEm70FgDPKemZ3i0ivyki7xCRF4dnL0xkectIfqaL2UBd99kdDzjiuGw6vW0dvir/23KmkCybS5+5vcFRpW7ec8pQlnMsgHxG7hRRPR+jAIKbkudhmemLKI7PXnjdPiE4PltwfBYIKBVmR1kOaNMlU7VnNEjTM2zcvYEZNKVRXfHL2Uofub0pRwpIY2F7aKDAM4fKQ4u7WE2R2Ho6n7vBVymbcsv90TZMC4BbNIBom3bpbB1XhqSu3WwzXqW/Hm/Ua2k2+LEaK/gryRkoGF/7Y2BY+lk9+8fqiQ/wjETGTqhO9Iil7oLxrXsoSjlSIFD7+gLw+QwtAPX+eHuz6NLjMh5sr1bbz1Tqic/YsuqLAE7RDivNSEtl8X6WA6AQPyGwatHyMVErD7M1ecPmbQcShALtJ21Cd4C/5un51X5S6lupnzcgr7Wd9Abd2T/pEpv19RBW5ZeiO0Dhh+VFi6orkr1Moo1XHacSxon1jWOoP5WqT1S1P1Otjhfuf7Fsiq6fW5w4Xkkf1ZcI6Dwz6fRwuT+2fXDKh+OGsulB3HOn+27Flz/0byc7mtxmA+4LEN2TE/IU+hQsWvnpEP5b5VlGz8XyystvJWnM67OF76ckPJ4u6SyOeZt+HsATWLxL7xCRv6iqPz3hM5O/0sWAIQDLgADKoXLW6aUYdLTTp4+AitSTmI9OWS6s6viObyQR1U58WOJpeevqeIOlZqUp0hsIjs9eFOjtE8Dx2eXvRusBjUsRmmKxA/g6Bajhd1BO7Y0zMsg0oI9Hwe3tAUfbmGvEcY+kpI7L20ULukAFTfWtO663ozdycluUuIlZjIfetDTHm2L+qtVNyhquUgAuqL5cHRQQaWDT0tRlKM7GjJv1GSLesiIhj9ZHZFHkN60P8Uc14/YEAB74mVE8tLrpvADUHnLUli7QAiaWjKxfH8tp47e3B9zeCo7PkFF55lA3ZteN7J0hhDPOrTBk2GJ8V0fi6rEeSGp92+LFQ+2Yl2ABbQdvCNtEJFQEGfsKhnjfV9bHSvy2gbcHpfHww0Vu7bydnWfX2ldQK0IDTyzdqNWNAHojOD5rmUhx36h1z7piVAdULoi2FxUi6CwAgQGIPRcF5Jl+LHNewm01lUPrpGrRL1j2bBZA3oG4IlP17LiXCEql2UT3pgFmKRNi2wOkt6U9Sb9lusPlHfrzvdDd+D9XRN5N969X1ddzBBH5LgDftsLnxXeS4hGQqv4KgF+hoHeJyGcCeCWAn87S7KGLAkNaZswMBpYHaF4Q+7MxVMCBA0PRADNV1EKKCHDfHLPj9Y9A9Z4cbwC5KbfPEuizyBiQqFURKpyCjd6NvvDwAzoDD4JqHI4iVSk4T0edFfMMihWnFDcz6FXeRA4Tk14nd0CgGBNYHDYcsQyx3IPyd1VQ8tBYLxyxM75S6qvvDxkfAUodLqfmMhhKsMpCoQlbl1pO023LZEpgs7THaBsjGzSV6vlhr+fS1w/Q22LFw4ShmylvMQTWV0bxrI5iPTIAnLR79VqIuvaYHTqayeCWT+waO0utQ+nlRQO/PCatj3VLiDxmweFcIdKBJ4GvDweQ66nkobJpzPm+Ld5p0+lFP6YkdsxQX3KUtrkcCcXxCqow1kMGnLRVB4fV/OpfWx4z723a/tq2QbhN/hVQkW4DPPCb0Uzv3JFCNzmFnlbVP7sS5zUA/t5KnA8A+AtYNMxzAfwOPXsexmDDvDfPC+HPA/BU+f3UBr5PAfiCwMO8Tk9hTD8L4Cvp/qkVWYZ0UXuGADLQNaBds2fdN7w6hkGJnkKkIFOXfoyXPZvRfc9cTqWsDKSH+bqrvJO87jyRK5pp9G2saXcZ9b1N+YZrLtZ2qv2+MdTMEO4BFeeiCBy20KT87IGZftPsjuMkyqtr4zlmmQH+EYlSU+2oqMfQnKke29NhT22XLR1oCNInaR+qPj2RVPVpVX3fyt8fAngPgI8AeNLSltffn4/lDbGM9x+XdE+GR09Smi183wXg+eF1+ycBfLikH9ELsCyfGb1rRZYhXZRnyFE243dTLvSbSGN6lXwWZjSazVm4EAtZlJq94jscixTevx1kU9U2w0qVX1aWGGWk2TkN57mSRRM6v7I3oM2qZVwXPMMD4PaRVH7lu23lQD1hcWcYdiBjfF6/GWeHT25VvhyPPQL1OkI8xMOCjh7EO49cEt/QoGrxChHgr3su634vX0lcxCjh1HbEYRJAvY2RGFbjbgVGboyVtpFQOXzN5Ilhs3zrOFY3jm2/kPuGIVqfdPf23DwqWf1SH1FI1RuIf51sVgfjIlQ+sc8k+dtYGsZDrhKdTJaUZRaFram5dt7TB8yFJCFsRuzRWZklaVbHQ1k2xttC97MR+iRS1Q+KyA8BeJWI/DaAfwPg1QB+EcDbLZ6IvA/A96vq95egVwP4ERH5OQA/A+BvAvg0AD+4g+9bAfwygB8WkW8C8MkA/jaAN6jq75V8XwHg/SXeEwD+OoAvx/LKvtFrAfwzEfkWAP8IwFdgWQL8wrXyXxYYKm5UOYTOpckyWJkZH+0tKaBtmIXdj/FApvyrQbYwG+R2XzZGa/THRf6CunzVASJ2O0/squMVq0MFKB+vrQVkwxrTiBUuMTyxKBJwVT29Gm7ZqtZVVI4RhI72bMV6jhtYj+iOAmDgyidCuwjJxleT9zA6BymAEufuT2R34CC44LtqrofRBZs20qH2IeJbge2LQzlxve2lK5m48RDqgssWDaqF8+AoP1OjwgBQ4PYMdV9ft+6obdkx/W5WuFc+LLTLOykPQjsIVXAx3rW/HFp8kx8Hqo7a/9TXF/clLp8s/TNOppYl9rYxu+ZlOmNmsCU03/DVrp7cmWGuLXy7tQQJ61p3DAzpGfMs7bVMhnTpr/VcKKniN8/Ykqadgm8fr5a8TuLkwIRNBozQD7fvinWrG3gdizvTA9pADSyvoD+D5ayejwfwDgBfHV5f/ywsS1gAAFV9k4h8MoBvx3Luzy8B+FJV/fWtfFX1VkS+DMDrsACqD2E5I+iVxOMJLADp08vzXwbwZar6T0iWd4rIVwL4LgDfCeBfAnipqv7sWsEvCAzZyKE/u5cYJsum4GNbY46GYGhspgajfCIA3vCzsoOKV2xFrjr4E6UTB3fcpFof8QZkx8eP4BRDJXl1dSD0AFm4PWsWXQ/iyhVnvGbEOp09AnzR60KK1j0K+bQCtd3qesBymJ0ri1L5loh6U5T0AAsauIqeFv7pQI40mztSrlL7pebKHXlY9STdLm/WoHiHBASMjrKcql773kiIrWHatwsbzDogqJ243UZ891BifOsj0bTazBMz5llAEQGsCoiAZdMvfJni704+A0ASebZxIKAxIQYaE36cPoTV+26ilXS6LH2sz5o2yYPkEAszoGsTDNu8zXx50lrSRNG8B1HRzXBGzVcRGelL2xAfo1a5B+Ur9bgDX+6jBwSGVPXDAF5e/kZxevOh+josQOYufD8A4K9Mnr8KwKtGzynemwG8eS1epMvZM7TWoWhw+PDwJe9IpMjT/Ghtf5h1VI4nDqahN/WU0Tkr0xYaZRmBTxJX4/MZJUDV8SyzxLNOr7aCgCxaZ3wGvLI6sN8O/PQM+uVTvkfr69q8nvHavFjRmql7nrWRzz/EW2uHCFL39AXmQSKPhettp0t/Sp5k0KMnJlZlBOoNKOWoOvOq7Vq+YTkjrQ2PWZ3uyXelPSJF3bg57wHw7aLFSd5gIjlM9wiobRTf/3el89HlgKHVWQ0GyF9pH4/1sj6O4zvY97NZce0cmC7NXuJyByXcf+TyxDxOoS3lyYBFXDJZtdYJTcotob9k7n4gKG/qM3sNSQYsut8ZDbxULorO7+fCwM2G6+MBj2Z08gqoaZO/Hh+IHyNbaQrQNW2/O/GN0bI2oTrcVEdZ2Jo3cK3fnFKXIyp1WEugK3V50kStZHUXeWn83smTE2W4ApCLpQtaJmsGSQTtw4y2P4KNWlmaWb65BahpLIE7Myjeu+WeQzlgT5a86xe0N8ykO0XJr7eHItXrlpndZNDzzF2A/JtkzEeovG4vhMI+dKVxbxbQg4eRuCVr23ZiSl+0fLk+nsOzhSJQApwHr3k+pI8HLP2CHwuAm7KcSvtbsuUPB4pKv+hmu7RUNJqxprO/YPiU9vzUegPoXpazXIwy71qVRftlMu6L3FdvKb9waJ7JxqCntjHf8/en7OykshQoQN1L48CSyniiEklZeCqSa48EoYQ6Uurne/aLlGapdZYuv7v6tdffe7lZRK43Wz6texyt7krfXXSKFB1VurTSYZYuk8F9UlbXn0f6yMaPcgJmcDqaEPvHfy6CUkQfp+pzrqNkWFg/zYYE9+uzgSKFH6tXemx0QWAI9P0xhdwo9JYGR30GqEj9AOnhsGwklvIxVr3RdiAXlvv6RlEHiNAMkXjAFMep4SYpB46hiCS3ywi1w8x4VlR1RzZWMqXFvzWGN0Ajou1jtnSmjRP8ANQT4CydbXp05wOFdJmCyWSve4IEokVNFyNvxk8caqC0EZBQeGd86Acftmh7N5c20/bxWimG0Mpy0OWgP8Fy1gvQDvnjvwOlqfWVyKPoZa3AoVgu+jp2Z4iLYVxO+FbfPzgvM5Si4z4U9/mQsaiyMhBzX5j3wKdS3GRubVwPMkQto4Q/t6G9gKA2HoTahfoc1U/3Wr2Vw56J1rfobB9QZ/OtzuK4iu0wGpuhTfu6IHU0TLuAHVBde3CI+lagawOJcYuesX1kEYxkVj9QnUO4wF52Fb8FKHrEMi9Pt4wu4dmaInFjlTzdNHmzLwIsXqKiy7kcQSBRXycV3Ma6PyddsdCDoMtZJgOcsW9fWdcF+AhSb4gBA6Gv1Edjq+xuZQ9SNZ4t7zjqO/3MiiEqrdmgoGlZqr9YEbhkzUg7PWB1VIWitEVxpAWJRicDY1wnA3LGIDOuOxSEeehinkOF6mSOdRD+SjtrUaycj3ZtD3orZmBnFO5Z7AsGiqIBad6lViaZ1Vusw2xvURQtNQ5UPcOvppNMoGuUz4BPlNkZfRlce3k7mtv1vm1X4nYOtbU0Fq0b3/RQw3Ujv66Ng8GmuU7fNjvzGwuCvu6mOmsgy4h35BnBldNlUT/5MHvjzMbuUG7WidxfY7zG+OzgpZqkE/6udD66LDDElAKGfb2nn7kkA7Bc77Qu3WU8EmRAe8p1opySKJs78b/rQL5vTZCBvAGN6+L+tdXm5twhyq6+fIeOP1Pow6qLXptHQGdvxY0M79J9XBXN2uhxWNSQ5Vl155WudCJdLhiKY3yDS7jFDencdV96jTOPCaUzmI63rsvSlT3hMUs/E3BUCA7u8hvc8zWJ4z1QSuFRrAFIjb+T2SAx8XFivsxvDfxmHqbBbJa9WaknKIof+tbQc7HJS5IAC25iyTegukmCA8iJrIn3rEUgPrwWw3myjOkEJwkfeQ7Qh2/ZYOu6UJrXSsJs2ITKypbN0rzqb3Xhkf9Q1YwmiUm9dNc4RLb0sS3xmGn00G6lrMBJmzeP0Q7WQZaz48eH89X6j2m6KDBUl8K6B+GetIw7hXqkbIyHU9bxuW72ELklkszQRJAQl6VYMe0Z2GvxnOt9A9OZBpZ2PwV5onVzcmo0p/mjU4J1T6kZ4ihfWWaMS2i2yVfjd7YCwFBukwg+6M+W1TSEcX10nseA19Pl1yT/rs9E2a2sbHCYF9DVY5d/5Dc11KV85QOmOLRlxvRbZI6v+uuB+rioOz9Kkzx9AZLy8rOJXlidUHC0ABxSGUZEYyjOuzjf2f4al9fI2zbqs/WZ5RMmW9Tf2rfR0POxNJr08wPFizLZTx6L9KFnV7asWKa3WXcJ6S/u353upLKt1K+biJzZlXVdJnsYdFFgaOpzHwysKbgOSsHNIhOFMJoxDcfOQFl3A9PJhOGArWHZunZNM7B6Eu5H/KMMIwr5cd2tzq7XDDvTdEbo49t+FZc2AuNjsLKdrOF1+zQOFgCQHNZnPMzQT3lITNeKm3313vEou1nr8mYsU5XB7w9zIJH5RgMduxiHWTvzqcwB8PIeGOdwjGXJjG6cHGwlMthRbkc8fjb08xHY7/dgtaubCNW6kE62mb6p9cw8nGyhnmp7jCdXaR6xL2Z1luqiMvYZAIfyLfWgoc8tMro+Xhg4fZ2N/TUQO2onliErB4Gzs4IQvePflc5GF/U2mVE8RHHPdw6nFI3CKE4WnKTLPEOWx9oyTL6JOmRyH4NlBuzoWWfgMh4S9H9aSSfKOaNQ8fWr2FnFpx7CxNNA5L6bJYB9g83HWdILWpaGWVz8tSXAUf2wnJYng1wBXKPtnO2uRp8ZUss64yml/oTfHgPqa+GZ0QbG+7ZG4q2NsShbTbgrmyWt9M3onu3gcwp1eZse26LPYrrQ/+TYR9laV67sZfwNly2nk1bPI302kaGTZRJvVZadtAzTK6p5CHRZnqEB2RJI/uw+rC06wJKuwTtBJrwST09zqSeZPEq64zj2nppE/q38z6FPIo8TeW5ZYhw56Lq8Z7xG/XpLWifLhngjI3UqzUC1RZn1h2483KHvbCCHHzOa5DXEaffRZ5Pn96YWjLe6oJ7Szp7EmXl1ZKKr4xxwCpx2VvpjVq9XenR0UZ4hPbaZrxqAqFeLxL0bbR8aK9mRgYlx7E/Cs4yS2XFzHQv4G1TpeM34ZzJXeaTwkhB3ESRVLOwwCTxVg4fN6paVWCp3D+R8PgKBdp+J6OJ3PAQ4KuQg/XOF9/4kHqoqNi+dqPjXvBMxat5YGAgwdt3Haa5rg4m30H7Ta+x27hX3EZc89skS1s6XibLl4XG/Cu9v4oPrhMoi2RiyMVHHyBIY95MYL1XUs4aE9m0J2plT7TuC1rdDmbhslo8te47qge+5X3JdJP2H01YvU5VPfTjxiDw322al8lK55RhAmsszus8ANx5Zf8U4gecqHRsTk3NLstRrRvp0WTELB0YOdGDsH/1Y1Lx9MW4H9to2gc6MikYfgL7SI6WLAkPLgCgnQfPAt4ES4i5XGnlOedPzifKsRon3nggNcguuRkBcmBtsUfmYISzlcoPcxZdWwKw8zBMoG8Z9WJ63KfYw/XPgr1e4KgN9QWWN5ZZjOXzR6swURLJ81ZRtqeTykVThKrAy0O9qgJNiQOH3C1n5Ey0pR7hDMsXJ5sFZZ1BL+hRwRVDNBy8yTzS9Hg2hyWCnOnP/7fZDhX6cgXo96HIw6IHKXOvHl48NsytaKCcDrMgPR2kngSfp7bDBtL86XgaCQqdQCd5UHsPoAU9op7i9pcoEM9zwwP4QeMQ8guHOAB6LK6We68QvgJCh96Ib17lMq17CpM+KnRpe7nGEL7ckwtl4DWPS6UbOT9TfB5kWwNTyjCerx3ZRocmGoNZjV/xEtnN7iK7LZA+DLmqZzLxBGge83RtJi1/fJMtAj2MeFH9I42fUzVJ1M+FkIEkwWin4Gj07ip8xYhCP+Cha2VOKijnh1X0/Skbx2t8sLw/sFv5iCnPg2WjyDeqgE2YSNusvnfULMsX2iTJZ8gAchm0EqjeKLxyH5F0MpJ3uzO2SlKkDDbkc3fYzQf6GD8kw9LyA0gWDUsEwfP3E+mhCCCqgyfpp0nbO+xvaitvI9ekIQLJ2ZqKyc7txXKllCHwn1D2nviVB/mFa5/1M5J/pjVl8G/fheTfMZuCB+8OqjvBgqh93vR7XuhFvA9ALecbJ071Q13d3/l3pbHRZnqFIJ3SWtQHjZoYbjEgfAR4gnYuiR2gt+priedREBuIkEe4q9wiYnKONJkCxZpXlc1eFtzdtkHPo4TsXJV6YvRubz0qz+sr6goWNANI9kfNkzYDnuehR6oQTZN8Ech4scNCJMr7So6SL8gzlBi0uDfjZsoJnjvZMekWT8dhClv3QHWyvGyvi7HlKG/IfKomZV2OW5XB27evjpFdPV0TNHw5YjWa6Eh4OAWHwrqzRlvpL2rY2g33mw85XOaA7k6eKVPuSeu9jvSc3RNbfRkUYeG5ceu7LHHZoMjgZI7/wpwm/OwOh1FuA0KaYt1XGBxs8VyHdlj0pLUJJHtos805Ml3IGfIeUePOGHqcRL1qirryikBM5Yt+benBPpa7Oxg3Cda4hrI61K10cXZZnqA5sRbeplWdxzqUq0OPBAaD6IUybggXl4Naf4V39VYygyGp28ftW9kFUeKVQ1+Er05Y/U51Jb3WpOOAXQBEIQNG98scLj1I3uLpNvQmvdCYNXz+bdBwbeApy+rYzShy5BYnA7bNwaSeGbZVGnoMokslQ+qJ9SPL4LODwkSXweNNAEaRd9YaamUCIHNC2diVgCUD57l4mpAUVUH4Ud7ChlUuLHJZnvd4oILQkyLIciA+DOxoHthepjg372uesDynQfXSzPHP7pUpYPUhTpbW92kc522/F0qeXr70LV01oRN+wFkfdYO+reZVCm2V6pAO8UbQEPA37pXNRN11X47DuO4UCIFqykZ7hSG7MwqkvZ/KVIvGEcPhNxRgmCj1I+c4gagMrpHz0N0l7B7piq4dBFwSGlh7qDH1moKtSXACTHrF8ldy+VG97L1AAkWp7u0XtzRlSHINBZYbeGXwW62B5oJ3VwV/tzgbdaNBko4nL60CDFEBEm6jjrNniRT6KxZgcUb8wH2fBq3srmL0hGonhKEBB02WaVRCV6bxq8KW2SxbfhcUG2FnGXgg4Q+ts583yB5Hlt4EEByh0Meziw+vX3ivg0HbAnmV0IOHZsCZ92EBjfRQATDUSBtgOCr21glib2qnTLa6KlGvhPwJISf3Vt4ki2KY2aJvXTY7yyMbvkeOibUJGCwfgxnsF/ULvM2mfxiZDAtCm9yIHwu8oO4Me+DAAtc7Yk9ZhCmrTCpZJB/mZWkIqVG7UCSFPAlXg965lxOXy7Pt01sFYVYeyTYGHPbMN25zZKO7wXiuY1QMg7K0tMgrLek5AdF0mexB0QWCI+lSnrNogb+FLr9YCjKriC4Zudakp5mc0GjBR8VE8RTNCqYI805RElV5VJdDTv4YfE3JcDM9vSpUe7ncG1JYwopU4gWoDIG/bLv56now5qmFgI2BLZEqgowAgS7MoZKtMMhyZERWFHJZ+rdAF8I+oS18MAxtglpf6ptpJ13SsRUUGLE/0iBKfdq9DYzqlDJzUe1mAe0UTFC+rEgeuAp9ZG2+UebQnyumDmC2H12ubSNQ3xiUvfiZr97q6lYESzMZUV30hYFRV0ave+rt6bx/FmX570AHK8ymYCuJDfucHQugOrrzS46HLAUM8cM3lexc+Z6TOYAF3G1BDRTM5j2Mk2Kb8TrFQRDTra6/T6vZlMiC3IgwkK+8VOQdGZzONjOgWCko1FTWCgxo+yJjCgy07K/m247xZlky2AVG77RZkwOujlh63/FnXik23UwXcuR9mgLFDenfMYyXvfgzmct2Zrp6hB0GXtYG6uHmV3L3uz5Z3jEq41qUfC2+vrnL66QbKgZcknVWEWXOqOGazVphsk5EZZ8Hdkk98PmaV5b8ap3oOWna83OKWXCh+pehZ2EulsdjJ457FdnDPgTVQtXmGyLP1LE1SL+wZso/YpvURy8jelSqk/Q7Cx87a5h0AACAASURBVGezvmLlYPA5Kk+SLpL3DmlvdBKZ3PlNGs4KyojLGPv3atoQHwP53POED7fFGpW4cTmsisv9JJkTbCKVbQf8rZQ9HRkjIMwgagM47sKizjQBXP+Vcb+lKH1geF6Wl6veCvrILVOOS3Klj1K6LM/QrbQOTBt9ARoMBnxsSYIOL6sbgy3cDn8jIGR8prbSuW4p3Bk4OIVRjYv6+KYk3Ubmbq9DtX4+PDvAzmIy0HM8fHnBrMkYORktPAUzZZ8OgSK90bpx2L6E7Qxi5ON4obrSlcJhh1maHOTFqICL+Fl9R0OTg1BpaZkEy96KGg9h7wKcV7CyKfIq0OpBUPYMESiKe4YyJWzh6hV4+ko8g4Pabq3/46D9PhQDLGX/iDMI4WvkdSlPA1g0l1JnfNAOctxi0W2fGlD35XTjsOvXVEZQmjCx6F+4SASKY1/C1dg6sIeQKMRPAE/srwySIwjtltFiHh2I6w+dTC07e9hLWQ5xjNe8tJfFxnPUFVzoGXXjsuSRTer4NrZ/Vq7Y1uFR3c9G7buMYwUO0g6GPRddkdWDoMsBQwApS6leIt40aSDCAYsSh4HQEoeNnLQBxooqVcTilIPd9vsutCq3emJ2izI1ykMgFgZp29cjXgYGNazYM2AU84/gchDHQIApyAoE+PXxI5V18IbMwlKdfM0YJQaG6xkBTJCR5jemph/5TOqnAreZUs+WtTIDVvbn1HpBqx/bnFzBXuBR+5Jtwq9vv0RLH601Xcvvbg9YMNhS2ssBs+hXtjInbZF6UoyHeYdmVGWjsbgpPt1nvwfkAFP1XgHjwZcx2Rqv6YsUlJPOcG/o1bQbM8raHkUfFoW3qXjpGM3k9flN23iAcdoEAl7+DLCGqlBR2sumfhtBLKulM71UxpWTWwC9KSeyn5GuJ1A/DLosMGSUzQptl+EMSPAfDeRUQZzSf08ZQ+cdd572lCHTZFv0MAERvtYZGMcbpZ/xDiIO9+EkMq0q55X6qaDmFCJwJlYpA0NogE0szqCMmwCFXXcKHmf96dLWKXSf/RtYB04ZqN3iuQhZuD4O7C9XbPcsH+mvq9mcUL+bxtBupvATvvvIA0jbrnNQbWjfDmsVDzdwD132CoYeBF0mGGKFFD0OM6M7mZV1yYZGKe/Y0TW/mSZpOj1+igKO93tk3AtgZrzXvF1bZ/NbKALeOxDPGveBy5Isat3Mo6FAdrClgso8rD+2AjtlTPmZPMa7zbRdnK1169KdQ0DmtUMOppnXL0HcAvg3WdcmXRg8Xyl69Fqf8eWpdQp58fLv3vQS+8ogjy1ybMp61pSDNFLyqp59yP3Ut+L6odYHQpe1gbpujFX6TX/1NeUWT8rSgoW1Q+UofeUPH1a9R7ni7TZhg69r00D6afKtlT3IkGbBmzpdHamrF41ln+Y9ecZG3+5NBK4fFjjU10nfFIoyJNXXjIukz5eHaPXhwuDrcoNctexhz5fUcLraWTX01fW4oT/WLXeRbrK5Apo19ukNfbnr21GWNaBGma8ammwssuzZUiDHjWN0bZwEXqkBj3065uvaSvq2y9IkeTtBY97S2Hfk1vrjs3AN2WT5R89UKiMH0bh2/Sc8j6u6oqM+vXGwpXUxiGvgdYX16qTjSh/1dDmeIUGDdqVz64HOrXBAiRSjrcPbWzsqkIN648BpSthoSaYLHxjhbtOmYxIZ9iedNfma9Vc2zqxR4BWYRKDI5YJCaP1Ko6YqCZyeDcqzxgr14ERmhYdF0bmv1iOAlFGFjxTzoG6nBmtG1gdGgHgDZQo+Gkn7krbQb94UWmeshz6tq6uyP8KfQcSVS/F3ek+iTDVPLhO0Pc/4k3FhT8fqikEoQ8U41h+3eJf2tBm9YQpo8xJwOYTAvXXZMMZ5OLoq0cibwpk/g4mV/jqtAdONa2MpTRv0YEjLHx/mslS5JVyZRmDD6qz2fcnjWdjWcTnql1EejmttdUZAJNDrnqEHQpcDhgBvXWnQi/lDnUFrgMAddIiyNmwTcingoNB0WSo+i8YvKLSIXaYKbLXsg7DZOJuWRUNhNz5LolbaCjws7mCGupkG6fM9YJPKyoCo2fs9k1VW+Nw31F/dF+070NFk5SW2kfS9h2gEiHTYh1z/7dgROHbAJEg0MD6bAFBGs74b85RB5izEiPeIZxY2KWONB7Q2y/BIHC/8291LvdSXAfrHY9kddh00QNd38mjd2FlrD2bpQNMA6Azqb0hr7T2j2MdVWgedeR/vQlcw9CDossCQUVXsO6ftbkfvlYa0c4PpvdNWsHht24dF990e5+6m55D3cfbBhzJsH+o43FA/97Nv6KFWyMcWXSYYGtGpHpZA3avVDKRWjC6/PtutLNyR6qujiQxtts7CnJ7XbnkfpyKm2bDV/1CcbFY5csmPKHnmuI68CCOhZjPtCfGKhloXnU2asxk5h8m43dN9JtFjoKj1u7pXZvhqYEJrHtpMVokBG70js/C1Ph7yXd2EzPETz23yqdrg7RvI2bGS6h3KNhV3be50H3w7zfLMvFIzwU7VT1knHRVK2q1bxsz6kNX5HRxPvay4bqB+IHRhG6iT36Or3caB7B5qDVcypLbPiIENgLrU5vcbrYu9a8wP3OV9vD68DvbMHd0ZQnPlU9wda0LOox3rDyEsxE3d87SM0/HaKJNT3NO+Qr77Wblteeuu00Wqh97wrKUN/Tfrw2H/2Ko4cVki/oYPX93cb7JNaLRpdyvfdPnajUOqg9myUAp8Ja+TyEqou8za1Nhwf0vGQ+uzQddwX07CtfCM+mmo3yINxomTLy6rBr23qR939RTXqFaoyJgWIwNeK+OAdYob9mv1eEEkIs8Rke8TkadF5A9E5MdE5NM3pPsGEfk1EfkjEXmPiLxoL18R+QwR+fHy/GkR+Tsi8gQ9f6OIaPL3BxTniwZxPnutDJcFhoB5R11VyDpRHHQNRmfk7XHPMUgT+HdD1b1OERmv3MdnG4zb+MO0QaS9GzDDM41hk30bykp/RhxnNjvMwFkmg4b62OMhYq9h9mhkHDJKwNpmbHOq4h4B7qGMhrT3ZZg6ZRKbNQNc1VM7o9j/sn5Cv53TdwCEUvCU6QkG8SHeFMQByABSNtkyUboJ2tbmiABrVJZAGuL5SWNSjihXJl9Wp+fcr5N5OyPYGfUX2XBA6E4S1ZP/7oFeA+AlAF4G4EUAPhHAT4jIzSiBiLwUwGsBfA+AzwXwTgA/KSKfsZVvuf5jAJ9Qnr8MwF8D8L3E428B+NTw968A/O+JWJ8T4v3qWsE/tpbJzkjLxmrARs0er35HmUEYZnxiHimvM43qFZmcCzoBgc1A6HpdBCXqvnQ9o72zOqobh0erEcX++puV7S5NQXW7yUuzkVZFWokwfSngXLQKkNdBeyfniW3RAfw1ynGYDxsBoxBeT2gebZDfQd1SWcYnAQtDh1vkF9Oc0Genx21scVSuxUna5k46fkYPZM+QiHwSgK8B8N+o6ttK2FcB+HUAXwzgLYOk3wjgjar6hnL/chH5ywC+HsC3buT7JVgAzH+gqr9R4nwzgL8rIt+mqr+nqh8E8EGS9wsA/CkAX5XI9Nuq+vSe8j8yz5CIfKuI/LyI/J6I/E5xh/3pEEdE5DtE5F+LyIdE5KdE5HPumveae3Qs9AmZZQ6J0cwSfbjEeOeehrhZ/h0HoSXfIWJ9m4541OQ8daZ1tpni23UG0R6a1U31VE3c+nvrdk/0QZklerJmxEtGg1n/qlz3YhjugSdTLOcZZ/rd2LX7UNUxvC7DqR8f/OZpTa95ePqmVab2Ml2U8YtxV7zQEmTkOFO5o8yRQt4RN7i8zqkLWCffpz6GLoU69e+89HkAng3grVW6BZi8F8DnZwnKMtbncZpCb6U0W/i+EMB7DQgVeguA55T0GX0tgF9W1Xcmz94tIr8pIu8QkRcP0jt6lMtkXwTgdVgK/5cAPAPg7SLyJyjONwP4JgAvB/DnAPw2gLeJyCdsyqEo9fbdKXXhy++gIdio0Z/r81FxbKUwkKtSOLY/2BFCpCyq0jhuAFKcVzaDG+0PmhnAlfE+1AckK5fJbdWgMtY6UECO0inLuRCD34GGxmALdYYz/I4u9vBR1c4DtqXe1N+79Y+o8Pl+Vs46JqIlMbmalR7ux4ptw21Zv/mXgN3K1PqEdP3A0rZyiuOxBvCE62HkCdrrxGMDTKxrNcbxSh+OrUcjcP+ngzTt/Cj3m/UBjwseJ+5PfBtYMSu/MJ7Cn3A98/cbqZ9VPkeSw56VD16LYvlW1zHwL997lFuSl2SKdRQ/lG3ysC5UOoB0CH6iXoj6c7KX0snDbUe/T51XD0lxVzD0XBF5N/193R2k+RQAtwCiR+W3yrOMngvgpsQZpdnC91MSHk+XdF3exdv0XwB4Q3j0m1g8Ui8B8FcB/AqAd8Q9TBk9smUyVf3P+b64yT4I4AsA/Lgsh/m8AsD/pKr/sMT5G1gA0X8J4H+dZsDK3r7UbmcKWRgoTCl+NF5rinMysDiO2Icto5Isym35ErjWAwjd4XoljxT8W3yUMlQLlo/S4eDdaiAieNxCnUGEK5uV1epoOUQQqL7oGHeUx9knamb5Whmcm58AhByscdG+NG5BR0kB0SZQa1f+K4K4fkGibgaRQLPqVoEHDOuyAysko2sbBmWxP0t77oCQGXy0uN1Mv562N6FZP8jC3cQoFGiUphpfdfUgiuXDnqUOVdrvVgflBOajAMclzwoWjiUNvb60iKENHJlYBpRulzGiBwIGBdDIoaQ5LOBBtPTNWr+U5mAy2IerPUirb07dilseZoCgKPndStW7LY0uIEe0Hl5pY8l1VUX9UvzSJ5Z2t34hKtBb6qeWp+tfyR/V56Lu6UOtSfs6vYSlXV2eJd+z65y70dOq+mdnEUTkuwB82wqfF59PpEdCfx1L6/wIB6rqr2ABQEbvEpHPBPBKAD89Y/g4N1B/Qsn/d8v9n8SCANmV9iEA/wwDF10ksRlwDfDPXJhwmtbb1dzm7NOOhmaPqzQxbnUmaEosKNc8zXqe/WnRAQjx48xTUB8mPLPltdFyTcgrKqZlZgkyePB1EwzrZiM/Io11kwmtlG9zBdR0EorLHpX4R3lkm10zyjwqbSYaPmcQbHdXb6MM4mPqA1xOSLJ0lLUBt1+9z8FZ5xUctWks2yjvEWVlPCWdZT0ARuzJ6jxd3B483mky5MDg0f/Veo0eJPtTumprxtRj5QBO31YeJEmfLvFm1TYOp6XHtm/lCd4c6gNdv47tzh5RpzMkxI0DLgC/TI9of+36bpCn023noM7rt+NvG70GwPNX/n4OwFNYvDzPDemfV55lZN6b503SbOH7VMLDvE5Z3l8L4B+q6v83kIvpZwH8R2uRHicYei2A/wvAu8q9ucJm7jZHIvJ15h68/b3fp/Ckt0r4NMGjoB6bdOHds0GcB0N3qcMt5a5x9wDOxzRVIy9RvUcLm74xc1+kWKnYB0R3FHPa7DPes4nAmSkDucAgzMIZLGbAMdMlmfGe0V3fzhrlp32ZGYfHJamMRzKnm4vSAffzDLhO5nui+36bTFWfVtX3rfz9IYD3APgIgCerbMvr78/H8oZYxvuPS7onw6MnKc0Wvu8C8Pzwuv2TAD5c0oPS/qcA/hP0S2QjegGW5bMpPZa3yUTk1QC+EMAXqurtqXxU9fUAXg8Az/lT/77rGe4w6Ti6spOmRVG7/2jG76ZhIQ0oHkI6hd+HsXGsbh6E7NUAurKN3ubYxZO9QeaWjvVUwhRS327xb7p42drbJEnegK/P+szyDbKpePDBcUaeIKbJMmOfdlu0jj3QeSitftJ9OgmPWl9CTRH7Z5VTS55az5bq8rIid94tOtQv6+c1jbVVqW9BW8LjLkn3bp8VNtQ6WyXuS1wnWACoQNxzl250wrz43xr6jh7Ue2aF+jXgh15S7uxzGZkXsftteUXeWXy+7jXeA35cRsu/87wn+ad1wGWAj+uKLHDjeIprRmWt+qB8Smmkd7O6I9JMnok4J9MDeZtMVT8oIj8E4FUi8tsA/g2AVwP4RQBvt3gi8j4A36+q31+CXg3gR0Tk5wD8DIC/CeDTAPzgDr5vBfDLAH5YRL4JwCcD+NsA3qCqvxdE/ToAv6qqPxXLICKvAPD+wusJLMtpX45lD9GUHjkYEpH/BcBXAnixqv4remSusOcB+ACFz1x0KdVDBc2g36AqeLYodanIfa9M6iCvyyC0MVb53n0Ylo1HkcMZDbQ1cYrTKWKQwnFakAwBSOGwNdhcQUGLEKixMstRlr0GUfkq2jq6choqe9m3AFmunTJ0Rk3Hyi8qVjPKFnbw8apxIvlq1QQjynl0SweunkxGaR+4pXRxeaneUH9S+r3Ip8uGUpChPRS5yeDV1YBQv3WL2AGLIlVZRD+UuMSHP8orVtdSPkZsnc3GCdU35+XBT6g/2lMxAzw2PqIBjWXOaHgYn6tvaofwPAJAlWW/Td3HEj7wXMfzQZYxq4Ael7aqfGyPUBkjzMOMqJS20CPopY5xOasMVCwHeOna6qblx2nsmfPSlPFoVVPTWdqDLpuUbSzFSQfJyHqq9scwDmueLm0E7H15a9li/LQPrIQ52UwhSK2bCHSc/oXvxydNKtdIsewjezj0CiwvN70JwMcDeAeArw5Oi88CLXmp6ptE5JMBfDuWM31+CcCXquqvb+Wrqrci8mVYXrL6GQAfAvCjWPb6VCovU30lgO8cyP8EFhD16YXHLwP4MlX9J2sFf6RgSEReC+ClWIDQ+8LjX8MCep4E8PMl/sdhOYDpldhLbnaniyEoAGgZAM1SimDZ/HeQZsSD8mTAtChAMnRAM45oyrfl1SuM4SDujHH4mnVaVpQNj5ZuUBcjJhLiRQMILPVzlFJ+1A3CdeOwKVIGQgU4SfD9peAn5lmAxmhWXUECYBC0Gq5WDm+AbabYKWylv65Owt+o7vh39LaYbLz5koy3gSM9hProZCnloTpA6btSEYyVXysQEjJyDaQtabyy12UD7i3VUZCnypj1YwONQHthocojXXun4AlkdNjzyPVZQF0t88j4Wlndb66HXJb6rOgEBSC3PGFocSThZWCpgday2RlAZ1yTenDdzMZRSFfjhvyrMY/9KPZd46ltLIkBY2kTIZ5Xss4ThL5qbRLlifVucmvoR67MySSM66O0actfk4orvEHbI9xYbjOjOOa8BzaAMWuPCyVV/TCWt7lfPonTtYyqvg4LkLkL3w8A+Csr8v1bAP/u5PmrALxqxmNEjwwMicgPYDkc6csB/K6I2D6g31fV31dVFZHXAPjvixvuX2BBmr8P4O+flinaoAfczDhGcQFhkNfZc1C+1S3Pg7JmxmAs4b2HThl8IwMxi9+BqEEcU54qg3hhRhmU4VxW7Z6NPQNw7QskHolZXjUR5nXMin0kQ/zNeXXKOwE9iULueNTv35mxCCCD/mrXo77vl45LwYUz6WVIwSiR6wcmp4oD/5VnNZrSG6gZuTpOxlX8rfGZ1Zek8aM3kq/mRPUA0OuC6TLKKJ81IkbDyVOSR1fuLZnymKM+tLQ/8aDy81J4l8bJor44I0AxGreZblnrMHvqitsyG7uFTnHAbyPFQ1km+1inR+kZ+oZyfUcI/x8BfEf5/SosLrQfAPDvYdkF/iUFDe6nrI+ZX1kHUaqvlOLzdZrfKUjnbjT0GildQ4TR6/qbwmbhp/JbIdHy6m+sXg3XLbQ1rva/Vz10M9rRNfZ2o6H7/i7dcQM4HPE/aRhsTfMYxtgm2gLoCnXmfASyI3AI4Hq3DFvjJHTXas/wz73RLKOHiDuuYOhB0KM8Z2h1OKmqYgFG33FaHgB02duh9QAvWbZV2B6NuiQi9RAv7V7/LAzpnAlbbub09sqzkrF0E9RuFpLP8ireQjIT36KEFK2sbl9UkzUCB1XUfSvNZS5trxAfxHZkTV7qldPW/Ck/ymuzJrW0ZTbq9juYHC6vlg/bB99GJB8f6qY+z6Udkz6w9ToqkuR9otuYyokk/6szde5HdXaeIDWyukvZ1D9baxdp++DckoTJyLKuUdbnrbrLkprPY8vkA94zA0AjUNjQ95wDJXhk2MuReZD6pcISV+G9X5ZRaEslz54tRaksfdW8a1L2k3VL7Y43yRnKsAWorX6Dj4owrIcttLFpuV+5LwjMMprxjpObOtalb7/Z2L4PLH4FQw+CLufbZCrVWKpIPfEUFegsoAi3LR6OCxBSi0enoEKx7C9BWQZgA3ssA5QNZzSiwHjGh0SZhaK0Nfo8fYuMNrCPWDaLo4WZ4Rf18fVI9WAa4AjgFov5MyBxBPRGHXCSW6mKp54+TECj5ol2XwGIYR20++p5OaJufm7AU5YNhmW9QrhdK2CT/jA0Rdujc+RzjSgNAKh2IDcDkA5AsexbSLmQaFclXUz9goGO35dBYbT01u0RMWPsZAjyg+rXRHO/+3xN3miP6lJZfGANfejLtrZxOgMnayQqmJ4nVestMfxb10AifwNkxDVbXozt2gBRa09F28MlZSJm48H1ibpZe3mgIR8Bxee0LHOsl6R/dFWysYoczi7jj9NvAWjOIU9l4XRtvidep3ATuX7ZdPapZTs7KR7aBuqPWbqsr9ZX5U7gxQBSNf50VZQZMw0YAk/xiHnn8YhhFk7JRx6gTZPeqAwmZXYAJGrGRMnVegnH8Iv6Y/ZbHYa0DjQkf0cSmfJvgGxQIH7OSiuE1/JGAMY8KO+Rd6hLx6AAlpb6E5EkYasKdbQxVPrfzksSPAodiLDwPTo1Ay/uOXpZQ9fy90oASpP4WRh8mSzthvGx+Rtslu3KGNriPZlNbjwY1SRcfdu6v3AmlXU58php8rZh5QXPq4E+ulo5g+xuP15WD9WVqX3Yo6BOniQK6x6Ol42HbNwO8hOLvybTlS6CLsczlFHWkTU8Vww//qeUhnWLoinj3ftIdgykVOecOhCLoluW0vrw+hvJ75DevEZ31YlTHoP8I7hSkHJzM8KM5woIm1F1152RttbfLN4pDXHXsmRg7i5Vc5d+9Agm1ScPuQ1YM1VRMs6zLp1xudeWFbcU4Nz1OOtfezdBV/0k2/p78nykp+9nU/QeUiz7NK70uOlywVA6owlxsmfdGoCP3tnowbgcDjJFc3NP0g8zPefg3WJE9+Y34dlmxDqPym8M1TC6ZrPijA02ij+a9W+h6g0J9+lMVfo4AyFds88KwTPdzLAqYMueGmWKPBSeXzbjzuQxD5rxOmXJCRvsXAJ6u+cjvDvzGth97HIcb60eomx6wkTpBHJ754C+AgeevTHaGoWvtOsI1GmIE2RYA34+Lc2CYmdxcW3mhlqe4Txoln/ldc903TP0IOiywNDi1/RhfEBgfMwzjoGhkPDMDarFReRXBciLFPON+zCcMVcvvij2L2LORnVUQoPx55Zb0rraph86jCD+d33Y/RWgxGXfoMSHys7xKRuCGQNbOzh7MkInpeKoPm3PVNtDxsAC/gvlSb26/VRO8KwwZAPCcxdu8pV7F5W9oQnoafLYLJyem7ycPQMhzoNz1aWeXDmHQHhw74BHYvyrfLRvqOTnvnbOvEo5l48lC9xGqxkoAPwSs8lp9Z4CSuo7VKwRAFwO4wyBMYCWjS0v4fxYMXG5svFdy6Y+TicYygdZxSer+SjcB7I5K0Fb6ou6LU5yrAkneqCrN+rzPjxWegLUAn8N98M870qK656hB0KXtWcI8DMIoHyxWZqCqPHyDuiCq0HrR0FqMEcKO8RJbUcWNc6kGCgB6BR3Vchets2Tm71jMpF7mpdV4yEpG/MMbciWw+p9OBnuFFj46GhcAxXim8mT1Gf3nD8gWcLcXqMEUHR9JYIi5WcBrKfGLyk7UN+Q68APy1/7OEI+7QOxbr8X3fP+qo5GfXdmaCdp+TePvwreQpu2NOL2vQnpgw6oMqDkLsFg0MI16RpcX1k5A3hx5Y17jQaKwQDUZhA9o5hFrZPE8m/Qn3WiZ6CHwvWgNTyyX56FMcidr+6FGsgd01aRQ7oq40pFCVw6B1rP7S1SPf3vSmejywNDkZLB3j1jZRoNgkVNFVuYAbH9XuungwHZuZXX2GwZD9WAZOklBqRph/fAWEENnvOKioGiTvd2Ckwdj07mu87YZoAqiNABExXnQRQCDBFcu+qL/WVy7/IfyRVlsyCq8Ko/KYzBQdqHKbwHcn2esyXiO02tkyUgXjlJ88vSdvJHoz/j067OI5PlTUBrt/1MDTtyRpl85TePK/cG7ChbTa5bhB9NTmKcPWM1mdgM7xmorOmjCQ0naSMZrnQxdFnLZGt0aj9O0m1+m6XGv3ueo9n/I6ctctgMOwvn2wgQZmnXstSJIj433SWfR6BPp29PrdEjq8SY713TDzpOAK5GHYhcodpXL8AenrWJHxJA2Fqwh6BHja4engdBl+kZShfhw8wwzIKnJGM961gPZhU2m65eED5ADUka2+fkZlvtswdd8VgufjEhm4Ud0ZTX2gzYuexX4mY0mmVx+GhmH567rIP72skYPXW8OYA8eafqb8mA4IBZbN9U/8761GSVIl3GGPFmENCtT7Sfa0ucLIMesoZJmAglGonrvBDl911esFkzdJmnxnlyYmETntH7tpZlGEvpXCd4Sjsvx4rntav6o+Rtmo2tAW/l9svizep6A38Ay7llLFMsa92nteayDfnOGmVNtsxbPYt/Mimuy2QPgy4HDJEyc/fJ83p6ctgLlHp7Ms+sop3Fk4nCbIryq4q+AqIEqBhoQpuFOl78EdmBnE6xkHJtPNp3oSQol3aqNBmv8lvKR1pbHSayMGjKPEBO0VuerWzdBtsIwqJSNnkKT7n1Rl6OxD8YwPrx2Aie4u9oDBx4SIx87HeJ2OMlEP9suhcKVKepwesD0zeqFPl+KaEvtIvme0Ak8IJ/PiUap21MUd+Nhm9ghPttLROQZhOgetjowkesP7ulctYLQeZBWCpjOFNB3QAAIABJREFUbMNZm87OEcriw8eRePCo9f0MoLr02trZ5dcGjS2XpSuKI4xCgNb1UwK/omUsTsBeHdcdgE30QRVd3NWlHwDELjgdF7mMJ5MCOB5P/7vS2ehywBDgZ3LZ1X5TeGcgMn7AePaRxoVTtgCWk5wZCPDgT5SkfRXe/Q1mRs7IDxSgV5g6KINPWp0qAu9xArzhKjKPHHJdOCseU1rxuSjqQX6doSVDbYlLXO89QQVLHVB2B0nu0HDVO8eVvpImM9AMJGbPk3Z0e1D4uXqAptEQsLEfyRLDMABqhz5evdckvPIZTAJgeKUY31t6vrF5Oq9d5uHhuuOr+k+3dPINZO6Ctsg6rZ/GJ05kHCDN+kwYozx2uv4qdLK+Pd8ie/RWHVr1Rj3rJlusVCI2izo46sM6YWp926UVKl8AslPKQJE9GrT3Fofsbrp6hh4EXRYYAnpAVMMnzzjOrrzKdcPszSVbNZ6DYM6vG6xJ2dJ4k9+z8ldQMXC976EJxsziTGkwy0ufDYzQJrqLAjyD8kyN1cwrsZ2xuz3X9o+2LLSD4Qikxd/noFG5q0chAU13ocJsOIdaUU07siDmd2A2zGQQviWvzK3EE5Zhui2Cbcl/Q3AHGgfPrnRxdFlgiDVY6n2hZ+UqM4W7NvuPA4U9Qhto+ObCAKRMt0LFsgU+070D4X66Tl69Mqcphuoun+UV488oOD/cj0H50mf3QcmyQqU76NWTZ6ZZHwnjxbWtqPdS7M5v8PvU+Cvei25JKb4axXwDrwy8MVAZ7gsMYGYql5yh2+3xZqyOLU3ldx7srXRqP7d8ZpOxk4H+RhlcmqBQdPDsnHT1DD0Iupy3yTrgk9xHF+yhgCeRdmV+5WqKwX2FegJQ0hnuYYIf4gxf4ZZDGoBQP8DNgJG4epPkz3RoQi8Hu4UyS2EuLU59ZukF2w5FJDmccmWBacac7kHplga8vHqjTe4gk95QGMtcfkdgNizDYfm6uJC8S72Xb7rHfjEwkF1WXF6+JhT3sykb1gFYESmHCVL/Xc7d6mVU0dJHpS7H1L0cHeOBzEUOG04GpGqG6e5ztH7M/XEEMrr7pRXsdwVBnN5eSDAZDwocpIYJsLTx4KyaUVj06qQ6x4g3zYxsqnhcUKuuXGW2tKuofb3yoLFTD6PMZHYycFs1Zt1SGC25slrisrhN9trOrFKas8LknFGUdabfSvtv2vgcuhrz7/bjkT4+L+n10MUHQpcDhoAF3KAofd5MWJGFFCWmNb4cltGp4keG39uzpNWD36uiAggp2lTV27PsxNUYz4wJSp70oVixB9qnqdloAQcDGVhBiQGCYzOODHzinpD4zC0hkGHQg3Ybs6MR5L09Lp9E2TkDxWCDwJLKAkq47Da7rcb/AOBGqTx9XtX68L4bUchBWhkHClU746GQCK5lMQRsa0zW7uWsGQiJdnBi4MTApujS349S+q0uJzMftO3/yow5jYEGOlD3o3STUwYJA5laWZYCVU/EDZWptKXWCYulowrgMN7DdkDrZKKtrPb8BsvYOi589Sh+vHPbcF0Q9XvW/LP2Nfqk7EH2rv04mtJVsbQfKRw20BX82L2Nh1LP+cQn3Gv2zPftVtCkTAwkBMsLG6wrFK6DqLCcIZ7dmg6ISIQUSffNxRLWUR8JacUXOUWbd/QkT9MaKaDXb5M9CLooMNQteUXj6pRXAUIV7DSjusShMDtePlNqMb9oXLUZ5u514ZnBgylAY9LiO69A5EWen5GcWnBhpwjCpytcRmT0q6LfoxRGImUGRZOwATVFyQCnyO28SnvkUXiF3YBNvlSpY/5cT4P+MaLpLJTBCec3ii4LMFqMlDSAwYPmAD+JsHot11SeCk57AbIv1efClfIcvJH0z0H1qH1+sQ0YiIi6ey19Q6QAw+IVS8cw8+tk5rL6xwMTu4u6jcVRLjLOrglGEzAMhBoIqsM2916eUR92IF/bn4Q0Jqdo/6kcJ9+WCp15H1fTtouGuj1m+vtcdPUMPQi6vD1Dd0x7X8vCj4VOrY5oVEbPRtmuxdkq133qiEtp54vqsDhPm597LWMCeoDzd9MLa9E5rewDu588w/VKV8KFeYYcnaKhtg6OLbxHM8k4U9rgHXDOhOxtrtE09JTBXuXbp/XdHtUt9bOnfdhDRnnoEf5DvOyiX6sj08Elnf92l7Q47nffFjP+Tfb2rDrkZmV111KYYyxf4ooIebLnSK0O614P+h3yZseLeQDc/jXOjys7lEtUoLyOFurLez4m/S1e43NLb3mNZEryWO2rSV+Kntmsu9XnSbuAnyHxsEhIz7JSmvi8z7zvsy6OdcbOyzbxChWmCpku7+0mWTyJOjs6PZN1Dw305BYv3rS+70rXjdAPgi4YDEney2cDaqQc1kh6BRn3gdalhhohyWqk3ONzNswSAMBQgRGPoOmW9fZeaw4VKfu/NwC6WJ+ObzQOna8/8FEfdym7tjNINACOavjNisDXUwVR0usk7f8WECblkD5Km1kOM/hW3yOjGOpPFJW/HLGAPkU9e8cdrqe+rFoPD7T+TwDhiPIFdzK+ERCxWJnxFpNr2aPVlnK9PI1/Ca+HXyYALAMFsb9CW1oCqFZ/fZ5CVwm8gswsC4lZY4yMPsmZNb8cMdwc3Nps0DcyFZTphBlNxqXrr1vQgMWrvEOiVNcGPai+qGseGtZxAJbl+djfMtm6Z1QRg7ymtUpj/+ykej088YHQ5YIhI7aMtonawgfx68w79P5op9O86u9FebcN0YFHImKKwWJeZISrsrONsFs38kwVxyQ880bUZxvyZAOe8l9+mhKcboA0oFDipZ4LEL+jLBuoLQyEj46JET6W/E0RHuHlC2XuvCBR3qScGVUDQPnKUeqfmlWJ/KqR1wX0VN1fQN4RUEjpP5LLwXUb7nsgGtLHrtfJlRgT6gezvSlqu86BwWGZSjIGYIEeP/QfJx6MvaxcVdjBZKvKhlrmuL9GBF192POKXQds68MJeNF4kyK1UWLSj5qoQR5fGY9YXwzGMzLcHvZ19XIVXtmM057H8KBzOpYyrcY+//uiq2foQdDl7BnicZEqeknjdvdbAEnhlSoJjjKYStQ3QAZjoEu2ecRa5vG+Z/Aox9/IxZzVwXCT7izt6DeQtxX650NwMAEMLn3Km2QdPR/lOQiPvBzOj+U2b1fmGQkyTkEw5cVtKSxrVta1PsZpIvDKeGQ2Pcgj5hVbKctZ6VS+mZcqaWfXxnvyHFVDBR6PxwhPgeeMZs/XAO8gbHPeSR5Xuiy6SM+QZPowuoUBQErc8nvMMJ9FTNfVEx5X8qQCjLYITBXXjOLMcs/G+AwkdzNdutKse/Y5g9W8d4Pd4gGR1gd39cU7kLPbXBfsSTiF8Zqh21C3m+o5A5k7BN68iv4I2qJbogzPRiJUL+Z96KQJuDZvbAaYnWd1NFGMwH4jzeoiysF7+2oatwdNNjLcTnpdJnsQdDmeIfO58/TV7rOzbMg/LwddlpncmTbqDZzxMf6FZw+6ctF4Q2qXkGfInN+IN7caGeR2n8iQUQccfJjGZ/U355d7XmJ5hx4DdtixoTmGOEGWTjZLa7LTN5OmxmuEIMx134Whvc5/QD3nyHkmXf9L8ogggsLqssroQ8AzJRwUepdn1oaSPItpuE0GSy7dgYWjNnN71YL4o/pinqPwkq6re4wBd10OT3n2bri4Cl09Wjs8FsMw5kcZrvUF550DwjIiqodwzcM2lIFl4Q/c2rgf8eN4Zb9aXaKtsrUyuuV/KlfNM4KgI6XjD0zHeBYnhqnUj/PWrsL1WT8cXcppcScA9DRSXE+gfhh0QWAIEKGzg4B2yF631tziH0RxOLR09ZC3yhTV8C0n13J4ryyV0rn9K/w7KjEN8dSMLuXP+dDZOk5GKluXL2hwa5Iu5CEFZA03WsbfTsCEZWZEgjjuQ7Qjw94BtvJB17KpuOrDrN2Jh454j/IKda2ynFhc+4TAA+oar087BR/cPzLScK18exAAwJ+aTshUnFwss/p6RAMxmVdEFL4OuN9HucqhpRX0x6+ah30jTVwJ5Wvl8MKQUIfY4ULa+GilvjXcjwBFN+lBX2cz6sCNGeYAFipQOPbFY4CSLsnvsKGufhicMB/eF1ae1/j8R+Vo/FABjRwN/EkAQsufbf7HEcvLBI5nkMt+H4HDM9KFOzmKDEJxKv8qq7g0Z4NDiuWcoVP/rnQ2uigwBGBRonGR3f3FZwo5HHvjGYxKBCCb192LEenAWKKrwcFkWJxx4aulkdHNNhoejhfvGaCs5dNN+/fIg/DF64FMsdy1DYO2IlmGZY3yZaDF7g+T5/HEbEH1UtV9y0n7OeAcjVeQz1Vt7FddBIoa6yTrV7M+0AEw/7v1U+3rJwLDrhy+Xbr6yGSagUz7bWzjWDUZs3rO2jZkWePOaMdQ1FgvrKZo875PRHEjEJiBHwY0gV9a3/GZ+lOlO/0W8yTgw/I6wHTsw9s9dQoVCAOTFJx5WXFEHwfBFAS5hN5OBdCD0XOSHk//u9LZ6PLAkFGd/a73XInK9U75hvtHvZlzRFvzO9uUZ39+G5rq8RCD4nPXT2ZwJ/Vw9ubZMs3dkOnaadPp0QMI3fKuhTtH+hmPDDzdI7kq25jvfY6he1MNicyrHrtVnk3a+mtHfY6WCx+1erzSo6PLA0OK5eOUwPBMCj5Ir8aje+a1JKA05b6LN5nJ9/mjP9p964yDZ84BxCXbHLo8VpXLaFaIUAccV6Wv5ulbVnOVks52M/kyz0KWDyvGuH9iXZw+LycshhXPe4m2KvVpvEzOrUB+xDhd10H+GyFce2/PHpptthbmnXl8ghcqfWEiWf7LPF/dRvDo0UoFnAg+ouhFXKF+TA3uWV5FXs7KU/sP4WV9KNbp3noYkJK8Guu6ytieLb+V2lDLEnXgET6txNeuH3H+lCfLkm5FYPnPRApAj3ry37lJRJ4jIt8nIk+LyB+IyI+JyKdvSPcNIvJrIvJHIvIeEXnRXr4i8loReXfh8f5BPv+xiPwfIvIhEfl/ReR/EPG7AkXkJSLyz0Xkw+X6FVvKflFgSBnkcPWkBl6W+Lx+ET4w6oz/LT8gviWt0OZSc7OaPmZ7U13Dt6Q32T3MZICJH1CL8f4Lt6zAX5onwOJkdgVFMWxa667JTOkSr2wn8whsVFkNgbZ8nc5lt3TcDFrlpzgWzN8lszYZgFQ/42aQO1Eu3Igj4OqWYZBvdI9Kl+tmAjy4H3EZumVUQesYEaRlHbKGk9GJciTG0uxNZ8xGEwt4mZd+Oiiv+ATuQ51cplqHsZx0PfA3CCl+eW68zejaXwujMto4Cd+8q2ogAVo1zkQfSamLbEmc7zcB6gCQ3Lf7rH3dNwgxZZzMJ9q9DXVF/ZBzBMcNrJTfB7SXG6qMcHVse9AsvskozOumpDvo8qHXuHTt4lK5uU7KPtAqF5o8HozBvSCgBx0O1d2kige2TPYaAC8B8DIALwLwiQB+QkRuRglE5KUAXgvgewB8LoB3AvhJEfmMnXwPAP43AD88yOcTAbwNwG8B+HMA/haAVwL4RorzQgBvAvCjAF5Qrv9ARP78WsEvCgxVrxBPObnXDvaxHN2GDnpW/pYNus3IK82sqn7mr2IDflOfBJ4ADgyuquGOYCwpYlKGbn9FouAcyECf15S0gKJj0MhkS0fpHAgYjd1YR5ZnWLfv0pcySHAx+D0H0kCYhR1DWyfG3uXLZTQAl9VfZwy5rqTPJxiOziMWZcn6rwGGCEqAtvybAjf0b1kFjBTT8j5mrrvsrTsXhw+wZNZrXZCNmhEZRzZ40avBhlMEBRCpq3t1hljr24EOOBBPjb/dc8+/B6mBH3xdjrwkNT1aXBfMIAJtzFQjn7SxHgKToC+cV86VL7kv48EB2KQMtajcDtLyYVBqgAlcBnuT19LfLL/1AODGAA/lfSCeDIJuCOje+PaKQGnhY3n6uj4nPRTPkIh8EoCvAfBKVX2bqv4CgK8C8GcAfPEk6TcCeKOqvkFV36uqLwfwmwC+fg9fVX25qn4fgH8xyOe/AvDvAPgbqvpLqvpmAP8zgG8k79ArAPxTVf3uIst3A/ipEj6lywJDQK74h3GleZPK/ZCXA1XoFVTMN5HD2YyBYV+lqJDsSl6pOHMeydPxlIkcCg8IwjNn1CdZ1Tijuq1ak4AQGVJxv5lhwl/R4YcuHafPlPhweSkPjjy7VagBAFml0ZrSjN+a7NxPJgaXQUDkM1wmSwFdbKRBPJfEjFxEAYEyIEp/koG/GS8GCRGwdkBhwMeVg9IjKbaEaybfRh1TgRoD5cgzgpetdbPhmV9eC32MwVuRsVuOi/LR1UCu89S4PBS2lFafxTeA6dp5VakMDGjj77PSw/EMfR6AZwN4axVN9TcAvBfA52cJROSJku6t4dFbKc1uvgN6IYCfVtUPUdhbAHwagM+kOFGWt2zJ57IOXXRT1/gMY8WiyXepVvNK+AQaGsB7pNQdLzqwBDHxRt4jz8UkndlyayKn8M47wZnTzrxOPvyx5DVd/roP2jkZqGk2grvN9Aj7fEq10ylOtl5JndQlvsdBDiRgfx1vnRydmWZqeTevyGcE4nX0vcATJp3Z/Zno3+J33/J2ffNz78Di40Tk3XT/elV9/Ym8PgXLhpCnQ/hvlWcZPRfATYkT05jX5xS+I/n+n4SHPfu1cs1kWc3nosCQRpvPUN6UIg2GeuCptrjLcpgfvf7Vzmw6hn5Qrs30wrq5myEVhavmGq7FCdPKWD4AyiuwZOQ6kKRwh5HFL7DXGSbis1JPCqj55p0SCmU145HMtrmalMIdIwm/if/JNi7zEjBv7e9rFWcAt/avIBT3NeMX8wB8G8nS7rYHSrnOKG/lukWo9+BNA1CWOEkmRf1mGQ7SLx3CV7vJEmfxTq5IoT+n4bEdRsAsAjcuH1/dmF7i2QRab6X19ZlxVuSvbHOd81CMdc9UxHbdI3gY+GOucbnMlvLiPpssq+oxIWarY4S3B8S63zLp2cJ/fLuwiHiV6yfV516W9qFp6b69J0m/rg1xTI49AamrOKR5UnkmcKSqf/k8nMYkIt8F4NtWor34vuV46HQ5YKjuaYnhCEaBw6Ups3DOhYIAER225bBQNHbGC/Au14NCbr1i6jYNCtyp1ma39GABBBQIkDgBBMCzyLIqDdw4SzLQx0rQ1U2oOy08kjNPojJzusqAB5c1HiZZeOtNqwv3SRW6qmgDZwftDJvbd5Mo2IZqZAq0XGEioGT3QAVOJYzzpv4EwO2BkiM8cGXWg02mtt+rgiZB3agP3l9V2tL1STOM7uvx5a8eYCc1rnBHt59x421GDrAlFTroKy4gA05GQ+MW76XWiVrdHBvos7Zw7VDbS9xhhvWZ1XnsDzWOVAu6xxOiB/X9tY6BJVBvSlPdhDFxoHKbTNRGvMLkxCllXAAjFeYoXZnF6jLbr5boOq6U5hm3ygsyW/zaP4+QUceq8hpL8WWv+ouAkIEjlvnI4zBBQeG+020HPZuX6xHSawD8vZU4HwDwF7B4eZ4L4Hfo2fMA/PQg3dNYNMjzQvjzADxVfj91At+MnhrkY89mcZ7CCl3WniGnRLVTFMtvnnKVn9UwIDX22czTPU7Gr8smGmXLLsz+NbZG3BhKRevKZUE3bfTyVgsnBysPJcWSzb67vMXx7+SIhozLS0DIgJJS3AYAtF4rH5ch8vqakeFCMzoBbDmvGytTp9DRW3IHGIOhdgYjWKTUaFC5DvBlFJ8memWkk0MGskpnWCo4cIZi+VO0eG6fBskhKs572HWbwX0PJlhGoOtXZtwCIOo22vM4PgJ6lAUQ3VK6zKBxmwfPUBU1GvOOh8xui8CD+6gnyrV5h7QbT9HL5t50mwFG9HGikd9q9Hlu4AMHcScyeAHg+3l8+WPgLfQnV8e+UeIojZkBmMtlmcj7QElVn1bV9638/SGA9wD4CIAnLW15/f35WN4Qy3j/cUn3ZHj0JKXZzXdA7wLwIhH5uJDPvwbwfoozk2VIFwaGBh15GB/9YDmV9k4XEqMSn3WstxRvJEc0QEm0TcowDZsL1nl4tiWjeAEUPSAafh1b6dkKmI4ActWAcsNMDTN6g9E9T+LegTYNg2jET8pnQ0ICfy7MPceusb+rijK+a+llEGeQbneTjSYwsS9w1qP6eRygYC3PPYAuGw/Z/QPUO/dBqvpBAD8E4FUi8sUi8rkAfgTALwJ4u8UTkfeJyH9HSV8N4L8Wkf9WRJ4vIq/Fsqn5B3fy/Q9F5AUl7RMi8oLy90SJ8vcB/CGAN4rInxaRvwrgWwC8WutXfvFaAH9JRL5FRD5bRL4VyxLga9bKfznLZIVUsbxGu+YCjbRVAaXToC2CBWeVeSoGcd3vmWzkNdEk4iZl6YxxuznVNsYa6pYbsvAZPx1show0qqu1uLFREMJToVb4F2/T0O2f5ZEY5nRLzqwPBmAVZerujVWdgY/lHYHaSLnM4Xc0vHVATJYhNvSBun+kyz8ZcDzbX6NB36otoSviqSzKKfBxdbUVnBGP4YRlzdCzXDPBB2N3FNc5ULXvUnULAvyzuhwX81Jitoesvpmf1Zvrf5KzzuIy78ulVwB4BstZPR8P4B0AvlpV+TCYz8Ky5AUAUNU3icgnA/h2AJ8K4JcAfKmq/vpOvn8XwF+k+/+zXP8kgPer6gdF5EkAPwDg3QB+F8D3YgFjJss7ReQrAXwXgO8E8C8BvFRVf3at4JcFhrJ17RVafYtsi/dIwk/TL9p+271YnmUPiFsqY1aKum8hG4tuONp+ovBxShVAzK2fGTIe7Ox236J3qgFFNWCrOkLRvil0U4CrPTuS9nQF7Q2Ik99kYZn4WXhe6y4q6hT4Bn6Jcq/Pdm0Sgdt/5j4AGducv4mEvGmqPRsZjjUQ05VnUpY18EB1vexLyYBJKyvfQwE9kHGq7UsGm4s3MtQjAxfLgY0Aj/MscrhxKug7hY13unJV1C7D+xHB7Rh4asJXtFvOq+KqQMo5NHoEIFL6rnrQxbKPxn5JX8tNgAZHLLtBZoOf28PiFz6CogcFXV/vf1M/yOJQXrW+6XnbaM1hLU7VC+izMRnltn0X7RJJVT8M4OXlbxSna2xVfR2A192R7xdtkO//BvCfrcR5M4A3r/GKdFnLZKlSiloP3ssQlFzj1Sx19sZB56aPiiTytUF3JBDECmkw6+wUfyhOBTAC/yaJJePDzASd8u/erBmBjqxuRxQwDd8Lb0w1YwAyjAOK9V1XP1iZDeoq5Rfk7X6zko3ASrQaFdeXuj7khU3zZKMXlawBhqRrOv4ZkM6INpG17/EVg0n9fewRZV7xuRkWacav3qPWm9urUQ2QtLIi9AWup1WwHfpyBiZo3HRjYlQ2zj+OVTaenfH1Ya7saHEYMHG8OCZiPJc/ixXruH7ZPZQn6yelMiroV+nHLMuUlMPz88PCAWA7Zb7kYRu4+S/T3xnfvhy+LNwP+esA4LrhP5ZNUTfjV9kmWV/po5MuCwwBY0OwhuRnM15WbqMo09lym63UQSiBXwamWBl08oYTZgWtNbXF6ZR9Vghzl5wwymd7kFKx6S02noFxvXRLADPj7oQYxK18stl7RBKT31NZBrJtoA5PRYMe+0nMl8JcevampBmv3CfUOV26ScL2onfLp2vtbfnFsbElv1EdbuzvWVfj8JrH1mZno7vFkxXTWv7MK9ZfBabem8EvQeT827NRe/LYlFH+ibxZvg7kcXmy9DsoBWfMU6n+QrjjgYlsV7oYujwwxHTK2m5QTHc6dO8M4jxSegwCMqB7rPVzBuWb0Z7VszmjM/F5QHneS3vPwPAszpDfQx+0YxruJ7r3jHeGnxrvVLqCmSsldJlgKHPVA4lStI+1okf8MZxnCKPfgzyqxyUz+op+8Ee/92DwVld6NjOjOpBBuJeTZ3jiZ4Tqn3dKdoeSU/JAKZWVw13c+jtOh3fQ1vgRBGf1JD5OdyDlwHhuBUVu6aarE21xtjIbzGTr/pU1Xm4dBO4vk2PN6dDFT/JKj0wYleVxgpWoVuKYTZZ2Xby0jXv+9ntY1I5fHyVL6952dJ6z9c6qo34Q+moqV/BA80rYdPmS+WcU5B56xFn2JIzvq0zx+2RXuji6LDBUBnU9WZcOWVtc0tT7CUBoiWfKodvXEHRD5y3KZp5icS0R/ECb6RuK24EsdoHXcgTgR0bcztzoXdHiyxcOnUQ5d6arO663mXJmWU3covhZ4UVQ5JURKaDBmUucZ91DJIl8Su1KYfF3BTixn4S8ujh0jSeFu9toEGMZ7GA921ifHXQoOsUA6QnLjFKkbzzr0xzNGW+TT+DPvGHZsw+ATsRIjf1sqbaT2Ydn+3Zmafv9O21MdcsjjteqaD5tAA48VCOPWP9W36khDvw4Lw0vU8Qy9hOd0GeoDjoQZwxiNwtgpvUX9e1L5U3HO53AXsMUXWOk/aiTcwDW4OXM9FCVl0+EL1+s3zi3udJHEV0OGHJGnjWK/QWtkYEHDUriOAjnK4JSHRjbqtQCifa62w20kXIvz/gE4jjTyzZwVj72JXEnYCtz9Aw5L1g4nXd1cj5SQHZvxvVAQCJJm1KMHu6rbCvaKwU3W+hEzdjVWTVi9JxA4F6PSyojW2A21KM0Qd4K0qKXyJVB6/Pp+VAxPfeJmVbqAEwEuL1RH4HWjm+8JqAy7vNrBnnQCbifx7Jm3s4EcDTD7OWNxtwVZSZXpxf6cro8gHnfi5veGKzzvsUOaIT08dmo34yuVdZwaCvHG1D0RjlAV3TT1TN02XQ5YAgYAp7hwXiA+4ZRDmiSnr/TaKYDzQkzSLOXHHgR+j2IR7/TjZIMMDOa7ihPgkaztSx5Z2g3KLYZz5HC7+LB96G1uCBjMkszqw+mCBwzWkk3ym9KW+IHA+Sx9H5EuAokOM+UQRJ9TYxuMrQSfw9tBQwcdwvI7YCQ9M/t0QqrXqwAjtfkoN8aw7K4ESxvpLPX8AGyAAAgAElEQVQ1yyz/DNhkS/UZSLrSxdHlgKE6K0U3W+j2m1BY+25WmMHU+G1wdO7idLaHnA8CDxdIPHbSyKBOjVOUe412GrpNenXVU4PcWM2Mwmqma3lOgO9a+BaD1uUXWEYbt9MiuOgSAiVGOIHCJMA7BHoU15/A7QvYLdluyNMzSNmmce5a9k0eki0MEtoM4DYnyDIZsI7eu5G3akZnmDCu0in946R8/KT4bC9AXOnB0+WAIYBAjbYDCG2cZq7OA8e3MG1fDae1bvtelB7MDavL+nH5nhavlfPeh86VPZsRBpugFJ4ppvhV+0ipAnf5a32uB+9aHupulbAvIADQmFX1zvUF6/ZtjFz2fC8tbQvTGq8ti220WmF/z3QJpUuLVeDplrc2iKSxfAPvRfp8j6GeeUUGs+kGUKUtIXdntEgOZAf1Kgp3Dk79zlh97u8XOVofyfahDN8AnbUDp0k9Bp3oY17I+7u7Z/lL2DRNSNflUR5V0WdGPNRD1QP8PTzSY7E6lYF1BhhmY4/1QdZHuntp11CuDoxT/xD7zt6gHmoZojxRVruW/Qxr56Fd6aOXLgcMFSADAeSgkBsapcLP7Q/1KgctIEjbZjnazNc+mqnAjbYwBkz2xXWg7H3pQZGSokmXGrIyMXCrAK9cCxirg3XF6HpQRCAmSxs3L2eyZb8zIx3Erka0HmxG6e3cFRN4ZLQzJdzJ6IGOA60mNxkj0IFwtV4youCty0MzQJTuBzIlTScUZ3KYEq/gNNZ7RFeZBWWivpAumxJ4qW8yEpCJ+9TYK1SHXugHdc/bke4NGB193ohACPBjKd0jEyo3A+7anm3dc6IjXiPee2nr0m6Xbknb9TkGPxHEM/CJ42PNSgQZ3SSnlKEDG7EvAA7wSOQD5PXh+pog63trwFRiXDIbfV57ZhxX+miiywFDUFryQm/gzVvEzw+AVNBDCoI8RdUDZEohgoCYn43XbFZlz7PxxLxiyUbjbxDflRk+jgZZh7xmwEowlZcBhjN8MVqnDFt4vdpfBGmsJGflIH5dfWRl7JSl5OEug0n4THd2QGQQpy475XKIou9rkeJbadGwOIDXy9C1kzNAAbTGds/AnBnDCqRQAdOo36SvgvM4T8oyDBvUJWXWsxgBooySZcPKenSTgUjOJOvvad5J2GycRvBjOopB5pb8krEjEUBE5O/aF325I++wjJXxGfLKZCSeQs9Hy/TXZbPLpQsCQ4VWN6NgXZmcmRwAuQtlM99TeXbT1xP5bMkqKrxZ1g9Y2ZxFET7O8o2s2kimDMCUnxL57UIK90iPeuI+ArCPgh7iWJl5c0fxV2j3wbf3US9yBUKXTpcHhrKZA89Ogku1fnMumylrGYg2wxnm6W87nLFnEDFmyma8WxVDWpaVOPF3NjMbhKv0zrhdtMcj5iIl9zSL3FT3mTdIw30WL0s/+h0EYQ9ItxywhYazcOTtl6XtNoM02WYevUoj78kpnos9tDf92vwo1NnqRvpR+WZejiz6Wj2NPJmK0yd1o7E98bLkfKSKxB6V1XyBVq5RP9wowjSf6EWbeW+TqxOp3FxXyC6bLgoM6UzJ8zeAohKgP/52lgMR/HeMadCWbgA3kqOirWEgQ0iyDBVLBFycB28WrLw9iOuWH1z5B+WFv64ayYGM3Ubu2bIUx+tufBpx+4sozxHAYMAQ82YAdfTxpfQLuU3kh9U1aj22uhdf50EuOSb1jlj/9rVx5P0jq/OuXcWHAS5fZGnQ/073XnSeymDoti4VBjYa+kh/0Kk0/jHvLI8Q35bohst/vJTI7ZGUpfOSMS/07e8S7jTS3fMQpohl6id5sS5jP8z6rCsXgqO79mnpxxxa/Iy6pfJQnk3hvNcolJdX5fiFkc7TI+F3Vu9C/K7A6OLoosBQRfBVqQsZHTYM8be0QwtpYLtDF+1EazOM8TRrJweaMk3lnJVh5TmVs0sTDWx5Fjcztj0oSRli3cDz6kERGZnIb1aOgW0rgg32VTUNPNqQ2QGFLAz+vu0pGsjOfSAYeRnVqcJv/mVetE8m/ZxKKHKUN9tI6vfohHbjtJECUmUw1a3skjfA8RJt6U4xFCcYlr5eJkyyZ8fQv+NfEG119X2tn+0QbfhMqItyX12Ti+nYypztwXKTiEFfc2ki6NNBnWkSBtSx4Mf/6DejnIk8WOQWhd8nmpHA6Zt0whbi4rCxca/0UUUXBoZWwpLfmj3XoBSQXF0eNHI0U9R51BFFJbJ7CcWlm2nbnu9I9i3LTV19nVNnDHile5DumG/qoQG2vVY7yTv16rDH5Uz1Vdt9S/sj8bqA0j8OWhvHM9oLrLbmNRvDa6BzJPtM1hEgqGFZx/f5DfUQ9+msn7jn27JO81kL25jfVuJ+3E1wRlmPQM+VPubossDQiPYMsDMYgLOuLZ9LuT+qBW+eWW1RRFvc/7PwR0F7+sRez4hb79yRjmjz3pNh+oHFmzk2ZzNox4fz2dgNMyCQuRtMRonhJ/C/C6314bvkETwWDkuP+lr0ckQ5drZZpPX+Fu/jjCu/bu4faR6+H09BzlbEtUeeK33U08cGGJqRCn2Sg8PLQNgyQx65TfdOc7YMvIylhOc8AywyuKUtt1lpkjcZGw0Ksipi2uTplHOSriam/Gr1bp0lT+Jw/pnbXZSe2z+OGI3qQHTeH6a1jrTep1+45nIK6jlVKug+xKkhrR6ovSyv+qylsXQ1PjBeJoi8wn6KLq7VAaVluZXCXJnAz32fc3mVs71qukNLa4au1it/KNaMIJ0F1k5Vzt2e9fgM6rsnAxrubxtAQqZOXHtPwEe3hCN52HLVPC2oz47kS/quLSW5drT72ubq+nk9kgTwZ6/Bp836tZOF5HO6K5Q1hnXl4DhUlngFQhuV/JTTXeni6FmPW4CzErtGq7KTPo4k9xVADHq6cqRFoUhh1ClC6bPJ2Ll1f1MKpMdVQV9vBiJY6/LmZQ8DRYL2Bfpw4GPHd8sgT4xExTeiUJElzMpkMlgcRa/AN3yRPuatUkRfM0KsMFWgB13qh8o92q+gErpR7EqmJLnRDq2gegDE6uMQut2hVEQAFC6OyUjPFQE88de9LU0AIhWsG8Oq9KXFqdcSzu1a64aAr12tPnnjRzzPq5bZl6We6I4GoOqBpzFzNmKHMvaE2sDk4PECK08o30GW9uDxxPkcrZ76unDxrVpjeOgrU+NJhjZb2nGTDj4ZGqVPUV31Y0I9v6oXjXeZKHE/CAZfRKGlDtoYAuRIcgBLW5Y7gVBfVl9/pRyqS3tp6Z/DCQHJyfpiaXdZzpYDp9M65uo92r3FVQGk9LkGpNH6tpWL21MUauP7ShdHHxueoWSy7zcPSh+P7JvzqgDBYsENMr5qGNRBgJPkTvckRQsaPR5RhKhkLIwiyaRcLatYSaiegbWvPPOsrZuNTo1H4MGyGx8FvNJfZdXKk7WZA9kJk2hsnNdiAJaLAecrRvUQQSwbxJK+k4eMj2TeoWAYR/y7iqqyN0PC9Za2JZ3o7jxYLo56mQ7Ri2PPqG65XCbHrG2yK8ZtFHlle/c6DylHoTZwnooBjXVFG9axbV0fHy1HgZ5l7R3zSk7qr217CGOEx3xol019mj8DFMsSyyShj8QyEUX90tVL8G4ZKMvrLtGVV7o4uiwwdBf/5V3SPu7BQfnfZQPiSXnOlPsGNs1wbIh9jnq+r7bKDOnA2Ezvd+fbK+lVxT3L80x13Hn/tuSxNe+p/Fv6EXnRTpXhDHTn5ZZJPc69UeNHqzKldTYAJSSHut9j0LapTmbttiH91k/oDCc/V7pIuiAwVKZO1ee+/HVf005md9nbDHW8JM/SN8sSvm7MZaN8MIBThRC9PTKQI7kfjf1aNzyrHeXN+e1RCHvAmSJvn8HzoU6bybexbrL4U0U961ecyaR82ZJnJkf1Dq7JXnnJvnZA4R8qZ7Px1nz8bJab0glb0Q3xnZeX8+JriRMdmxa//Wbd0X7ac+e4iDLybdVFIUrMg+UOYRLqMcrkZAjxu+pzY8jXb1eeFd3SUdLefbnH7bmtPuHbJ7bzioxd/hv0hYzq40oXQ5cDhhTt7JAjoEceKOX37QKO/CFjo99BcSvcR0TbWUPtg4gSP/SJgRILLmRFH1/j4Lek0/ONiiz05e+6bBSVRKYQzAAWoVzaRBYnU8JyeebTRNsmQA8W7FmmeLhtMtpisKl9XNLakDt4M6/EEHdOGq5PmjWvlicaYOuvgr5SM8oMfJSHw5jCkQJpn7ZnRzhgkRouZkR14GUKRw7U8Sk97yONxyqzNH3g0oU2sv103QdhPaCrAKjEE2A5hJPisr7o+nmo545fpm8w6RdJm3fprbwHtPLXs9LGso/yETq4NgW7Fn9Q5vq4hKfdNvLOJrOlrd04INDi+oHx4/O8SjlU4I/LsPpBDEtkudLF0eWAIYC+hE4KrhtcQDxB2g3weqXZIymuqOidsooDySgDOuKfO8VANjn1RtXfeX7dSclRYcn/396VR1tXU/ff730iKKBYUdEqoFVRBAfEARVxwqEOrVNZVmxdHahj7VLr3JaqRW3BioK2YC0uXCqruuqAgqCIA6IVWkccWkVUZkf4EBC/L/0jyTk7OzvnnvvefdO9+7fWfe+ck2RnZyfZ2dnJOQnmoGxeZ0Ujr5EHcDXAaXaksunihDqexpB1UPjbYcYr5JtJZSVsJdH10T0LwzPszIMMLAYDKbtG3pKObAPFoBqK9pnbmd5OoXnv9umMVeRWG5O09eAOI578dQXow/VXn1viKAwROQEQCZk8vwwEhGECaYBbvIg+nvmhHPCyjC060hjL+gXiviqAYaRQpDW+Zl/ooa68pZFhe5lQyin0Xy8vvWCGPFUZKf9Lero/W3woWqUBrPik8VzrYslfbgvb2Mmb8rkwbLWBXX0sFymdatcUaTpCjb7hmB/MjzHUdXJjBiji1Mpapi2VRp1ezcSU16Ma6KxZONANvpVRlOOYz1l1xPbyl8WLHbeV3hq8Ta9VA/2gTvu5maiOYJWxOYslbNlZ+aw2BtzqVf3UdpTdlnRbTmkne5UaAjHalEkjCIbGTI6Xu8Qi6es+OumZKov1JXZNozTehAdkoKgUeemBU6YbNJwLWrocIkzzq+gM9nFpyHQdV9IUddQa9BVNarl1AQ0eWtD93NKBLWMt8dnZ+obRVF6XXiKd9yQ9WXkHHXOL+TGGJCYpbMMTMnpT3VphI7EjlwJHGlpDhtpQumE+OnZmh0k8tJT+GoJqhj5VU21akyhHc/1fY62WCKZtE007bw06kCWTkQbgtOzNrDgtOnKi1oqyTu1/NWAvwTc87RtJFztWDfNjDBHxlc7qFV3UH61L8btffhVUfDCumyhqb0Por/vw0Ht6oOMPe5OkW1gu5wyu4RtlBxreLFlkawY4hMybXlcfiF/sP9DXcs9BsTzA7tenN2apFgyviuS9mmWaM0WUeRnxJw4Eeemxa2f9dL7wAFpHeljeAP1fykTJo1qhE/9JpFfra7769q/+6zY/cuY/WUYTIun2mb1SVjuwJjFD/Mts8/eN9PeQtAfF4h9AYUQOxdfJq/0oZT8s+ydR9QHDsyGXVbtitkRcyEO1g8xAyygW+QSiWxrM/6t4qpy1N1TctHSdht4L2ULLIJU6qUXH4kXrI8dcYn6MISB2xC2ptW8J6WNeAdiCWlGK71z0YaFTlEgDSPc9lQyr40uFqqOogU4eztntoQDqQVIaIaIza89K3hNQZKjdwHqvk5aZpXAh+Nseb0IezLajYKQ6PV4ZQnGtvqfV0d3Wl7NTlnovhYbpmhL85TIVvChFJj1dsihaWeY9EpMGiMJt098H/b2hHDRyGalYBpBy0/VO42u7coCXhlBq6923h9IEImyJX24O6QN41f61Bq/mpnMdmcazkrygy5JErkMmY0KUsfvydIrf+vJ3JwMxUQpb+r7dlVV+8LGqU11Gxd8kBPR7+XI6KLEID2BXbdWeJqNv5GuxX8Zahi3iijLJui4Ma11nS6FaqjON+5xUTzxEOcGafMGurH8pa9mmLdkXXy5XVo+Kr23fajKSm/Z2Q+aOucN8GUPZM7SUlH3+KFyeGS8F8UGw/lk3c85xl9TgIhQhZeeENkSMuKrzFQaONBxkOVRYRyuHDc2KZNxk6EhDrJh9W4WQhkO3KZFFmSwPVOUREuHdc2kIboN6IwSV0VZ5xwKHy660a2GjtpY0uvoQo4DmW9JuDYrZqJSGdsFIEkprHxlQ6PmWt6qoQ8mT/J+uWRj/AfLjh4WRlD82JycIWRQDg/7E5QMVXnmwRBw9aejiZSak0Z7Lqgc8eS8bav7KsIwnJ0CWsaP4l84aSMPWYKG/iQN2Zy9ab+UZg3OXt2wLcuN5w9Bp9c26LPIjn6Gv/yQPysJJErIOWvWlkelZhsu00PuMigaaowxkYu2T6tnsyNbp0NVFU76OTY/5MYYsZabDjfiUCrGRZoz7v9kJB5TSRMyyw01Jq58B6jdKLNqlgLIhJJU91X2Tn2Dq4ZJ4yxhZLgbyWwlZK7FUqBONiQxrycQi3GKjZTDIdJY3Zwosa4+O9io12tnE9qCvWyObbitj9cWKGoHApH40KU1Cc8AeQXc51VTpxwGvzqwwRuTL4mE5G5/mabOUo4n5MYbGomW4mIP8SJoB0K+Zd84I7YBp9avCC1HyO5aHIh+NKY0Gs+iGUuye63xVfsUerEl5D8UZUSfmPoDEy0qUeDEzznSH6E2YpA7KYxrDfkLeofJGjamEEXmIeFN9yG4oL2UMW96SKq2uF4uu9dw0KkWmuX5a85xpx8hWv9Y6Qj4z8gjW85H9u8lzluNIei061TLbKKumvg5WmLqvnNsW/13fbxn9I3nUebp9NHeYH2OoUpJiJp0VWqshS1c8yjhy7bxw98q+Je8lL6LjlUqizieXQe/90NsXijTCfVuEsd4/E+Shqa2Bw8wr9AbeEtLeEvRGpSxPfg7Tg92XX/KlBxxrGUkOXnnpTstxhFHSOSJkuxgYHIIoi5Y5gOLDm9WSVv7JZThLsYtfUL8umajjaqkpy0TLYTvT94VQ81aU06ioUEcBhNw0XVkky1jR41BD7mX/EqNibufyWzI6/+JaCs/mpc9UhRPlHsEMfbBrZljrFFHGqu9abTbnl6shLdVXZ4Cl+N1lS4dIBJU+0c/lKYqyXcTRdCUfLR2al9uUcRGI/uw8Vf6Qyq55rIw9oYNr3kIZLvpSE5NkJ2Rj7iZwQ2guMT/GkERAPxBoLAVoxRWGBlKGsnPJETIP4o0ljELJCcOhOzFbKpjMllA83dq9HEQa5WWVbzAVZuXdEDQ0/Ur5L/Vlkvtigty0qMpeKVJdBnXCeiEXi0d5O8LYKi61y6GTPUW+1ghvpAf6QdncQJ6/dl7zLelmxV/J0Bo4YYQZhlLRZgrLStBq7aFS/BXXVhpj43+R1srLGqyEYU+9P0YalqE/YkceJdH3FdHQDRrdBwe1kSjLuVQmQ+j/FyyLLHpdIO6VzCrDJD8X+5c6ndEZRSJdpq36d9PDmGUieO8nMjoue4+5Mujidajbg8zbMpaEvpPGfoFs6XflDgWdQQNE6mZtwLQ2cik6Ycl4ZsWX5XFjaC4xn8YQYLdYyyU6tGTWMhD0JMWaoaqOU4xJhtSbs+aKX1U0awAzlEmnzOWA0VICWqkJRRqU8RKETEvFGGyaBe1Q2wlDss3hy9VGcoCehCwrVR/lvif2AyzEM4NXa+NlNTC1FH7O0xpMG3WZj6IIeWIwhErGI+U7QLf3JpW0ml5OTVcM5Ewy1l9rrtJYBtYQc1a+Otiqm1Zflex35S9paaNKtgFz0iD+m0u8euC3wru8hOWcryWfVnmKzda2/ViUT+sn1d9ND4/UIy3DLpeTMIzrUIarcut7zV9toDWuHXON+TWG1goDjgQTy+lc0w7+Y6OPMQo2GjYaz2s5TWwO7vp+dXha8aZZK/1yaK52Gxj7MsRySK+cxGwZsCZy64XVyN/Sz4MWnWNRMV/G0OD7kRCzh3rGX8Uz6Jiu/fxfTLhkmJ6IFcR0p7Rmva3ObDm0rAlTI24V0Zi09eEy45K3Ytkh85umxvocKplOM1zx2ZJVayYsC28udSmvYKDpYKhoWnxZdS09E9JbUyxZqf/y2pqdtmQnno8yUArZGPSa6XSbHaZNyxOm0zX6SUFL/K/i6bbWQrFuLOjLtCNlwfxHex80XxasJT8jv0I/DPWDjo59UKlMR5VndZaguq/OLNNOHEGzqTotPVLwybKvp+uON+scOmBYznLrAlD2nYDyjDlNQ+pISyG44bQwmB9jiIibHIcMHLkeLfYOFWksN7U0otIzaeQAiINrNxiqrIXCCtrdbRzUWLEuvk1U5UH1PGXVKYTWiG/tRbKMGhleFFjxIRV75lkdlBskT6jHFamU9PYee9nTYEvv8crZyTqVRbDkmZitlbpYB1Cy6r4uLBJl13+hbEVerPJUz5VMu3yGDIJqgLc7RLV0Zg2omrRsq4XsWdZbJXyVhyyXau+B6D5OaMm/27CuaJfLt7rxtAokaQu+iXgyeve8KcbS4DCyLT6wmmUkeddGb9H/2O2h6mhKPaFPvJe8dPTqSVe514q97sr1W+iO1A/EJn1z4lLotDJPql8ha9WfzINqtaz0obpaboIutxPcVlZe9UV9QYvG5vyS75ETEMemw/wYQ4A4dkBqSXQDZPUROu22UUo+hon/WYdY43JrcNIKUo6ZSqFUgyZgD1JWZ7QMljR4FoOuNXuagLAkZJNlYPGqWKgGbsleQ6EShmyK08AN3ifJQ9wXezmsGb6qn2LgyuWy6sOip2RlVVHndRDpisFPFUEOjgXfmh/rXrfd5ggfzPyx3RCrrEtZb8WA18eVhr2u51wnw97Ehvwto1YYtrVM1OBulUvnLcNlWKjl0sUbmOxUeRSen4YRLdqk6dHIKrCIo4zH/Fx7TPI+Myk3yWuQ8VAXWhsLVttQxmFlaIhJVJFvzi+w8mBVcqKgux31BFMYa4WxCvQGppRXSjPa0+7YlJgjY0iOLg0UvQ9tL1Irh0bnH2WsTGCpoKfjNNJNejh6BtP0joxI21KAY3lYgeyqdNJwtaKscEpnGnETE2kmVjizDOX/QVqtsGnavcqvSz40IZiC7qDh06Jv8NTEQFmtZWWLj6llLPuPRbPRjmpvaDsv0zvT4K85UVP5Vsb3QLrSkKtdsZrm1HpgUlxdeQ3PZuWJQl2uyvCp8lLydmNoLjFHxtAIDT/FxtKp96BqRaLCph4AlzPItd4sGpNXa2nDwKiyTFtmqVAnlW8gzyq9NJISRotHG3rN/Fjn2YLljcLI9mbQnZhO8jgjTF09lUdqQgbKGC+2Es3CwFMYepuoc6bqNd2KyDIyVnIZrKJp9cG0/BiNfILjcOVGQWXsTWG5ToMpks7UaHNsKsyRMQTxkTkxOLW8HFTX+qdpd2GN3pAHTa30rQEvoHPHZgUvZx56OSV09G2DpeW67WyjvP+BhiKzZpiW3jdd7WUsOV4Ue4bU3qFqY6w8qDXzqzdSDvELmOW3+DUVOUMtQz2jtn4o+S7yVDPnYuVWTaQrllOb6OJIUVjp9Ox70Bib4B6onovr/OHOzKPVt+Qzhuq7MeaeJqtvWl5YEV6cAJ/lub1+3q8tGvkzVPWQvYet5XC9REvNl2of+pDn6uR6nU2nCyzXm+HVyEVjf18WCAOHqSpZ2ZHqZ6ltFrsMxD6eYllepTM9yEoucpnPyrvFp14+C7rORVnGeCQ7uQo92kzr2PSYH2OoM4IalkxrhkzEs5sYFWGQPRy9cixOvTc6Q1aCeoN0y93dGU751G3Z0azBQRsNLS9QayDJg6s0GNlfF4oNEF9OLsRRPIvX6u0QuSdEnvasDIiOXan4JI2WspJlr+Rc138nZz0IWYaDzrPb89QbZ5U9LMvGUPOgjWOpoMco1UxOeke0IY+q2HV5rHal4mjjtjIUWieCCz56WioujbCAeuAMooplmO5YXX0LotaG2px3JyeD7/SrBk9VtkHPl06Xyya+XN0ZDeifaZma/UzKwtJjqj/KZ11VUYQZRqxZNllvuv9qnpr6QZATZPUE0G6bRqOSsmykDSKjQJRfwK54VXI0BFFMYhvLcY7Nj/kxhhKqIwjMSLVBVPzXmKAMi3Vp3eFkpy14qK9bs6Yqnaap0+sBsxusrbyVMTPEs8G/XpPvvTsw38yQBlhHR8Vr0exIWMrW4DeYfPZsmIONSEyVtjLaZEaVEdZqTEY5tEGQ+dEz2gCzYmr5iAbbqsdWHxhkeHJ4t6SU43eGRujtRNW+CtsuGRBDKAwlXYdabsW1vhc8amYKmau8Zb4TDIrqA6sDukBuXC4G+2wHWgalwaMZrrPUbb6qBJQGosFvczP8oO4VWbR0zpD+birhgTyl/FrptQ5txOknXQPxHJsSG9IYIvk8kheSvI7k+SQPXh6h8nbil3gHMMMtFzbdMbwNxBnqxGvu1l1Gfo3J+CDNppE0Rf6jqtUcwFapQawWltMGVuItGYsWX7NotCN4W61qHM2+zn8TDrLFxGIIE+KsaZeaUs55nuuYX2w4Y4jkYQCOBXAUgPsA+AKA00juOTGxnKGPMDIKL5J2wU9IOxoTvE3N9XXFS7E0Zi0HyPjSexSUkmnNEhVvxbMJvMllk9YyTvVM7eMIRdjQGGlNv2V4I2EDRb5DdSHLoeUpvSENvrJcAtGfw1TQDFXcOg5674qU3TQG9dh4qr6q5YYubEqB5yYsz65DXy69yqjLai27FTxZz4fqbgABPX/NOm6lNepHl6ve09Lno+t50FDQk75Wn6uYHCrBBOi+a7RJsx6H6o3BjjdkMLYcPaoPmfrMUiVLhlCybkNDto65wIYzhgC8GMBJIYQTQwjfCiG8EMClAJ47FZXUEYoNi9mIyGvPqZcEvQdFHLzZHwqJ6nsVpsvU6vAClmIcitwcd/Vuy2sAAA/eSURBVFSe5bq2umZDj3cduwysDJOlYSVgDVghpZPPpGIqaGp+LLQGfMswtKZxxlKCDBtlUARhL41QyJmVPHgHoD+RXKXr5GXJOR/ameUo5Frt67HqVMplwjJBVf7M+1Io+NNGmjZU5OGjmlbZRkKZVsaTclADZT6MONIJ9SBGxG+J6Xw1pBFfpTfatoA06HJ4YQAs6fIpWjkcZZ8o2ozgQaspyWs3UIvyVKtNeplQlkkbC61fLhtR1kejngp6Vlojz4qWhihY2SZkfat2CJFGtxUhlu5QWZ1nV4+b0HXnGIUNZQyRvDGA+wI4QwWdAeBBo4hYnhKg1iRJW+jT7fMXWQtPTIs2UMYzOook0dzTY9CslnwCyi/ODvDUPQ/9W2SDa+JKUUn++vtQxxflac1yC2dWN4AJxaIVpSzSCMXTG6S19i9kZNgGJSER3hoAA/oeI+QZxNfMeyWtDMwliJO5xQCneJADXzX4L5VxIAyCMjMUdV6FSYtuhFWevVnZuC3aiDwtfEkJ3xjwslEXpIGn0khDuTi1PcddQm/o5HSG4V08y+XNHxC1UNVZ3z5NMY0wIIKQWxUmmq1p5OrBvNEfpGemy0sZapM8GgMqzPRGdvmp8st2WskHZV1KutJjavWLJow8Sjkb/YOJEd23pfxU/Mp4c8wdNpQxBGB3AFsAXK6eXw5gj4mpi9l6GnS1N6WYutlkqs198nkrv9agojtcA80xacREJOg8VJmnXkZRinOUa1iL1TKQBL9DTopBDNSL/j8tnX5EsIO0Z25UPsby12iF28k/AGNlpmf8yxJyjdZgYL2dVfEpZ/GZN8twMI2L2oMR5ABXtS2rgTSLNRGyLC1PZtPZpspQp28M1FIeA32oSqP4Kp8ZnrMWLFoKZl2KMN0GOrXUKhPlm7w1TTtzcWvIMVjyrZNX6cz4Y3SgY1NjoxlDU4HkESTPI3netquvWW92HI61wXIVsnv4NzRWXD0bdKCekT2+NthMvDpmio1mDP0EwDYAt1HPbwPgMh05hHBCCOHAEMKBW3bdeS34czgcDofDMWdgWMn75qsAkl8C8NUQwhHi2XcBfDCE8MqBdFcD+M4asLjRsTuiUbnocDlEuBwiXA4RLoeIlcphrxDCrWbFjGP9caP1ZsDAmwGcTPK/AJwD4DkAbgfgXyak+04I4cDVZm6jg+R5LgeXQ4bLIcLlEOFyiHA5ODQ2nDEUQjiF5C0BvAbAbQF8A8DvhhAuWl/OHA6Hw+FwzCM2nDEEACGEtwN4+3rz4XA4HA6HY/6x0TZQrwQnrDcDGwQuhwiXQ4TLIcLlEOFyiHA5OApsuA3UDofD4XA4HGuJefIMORwOh8PhcEwNN4YcDofD4XAsNDa9MUTyeSQvJHkdyfNJHrzePM0SJF9J8sskryJ5JcmPktxPxSHJI0leQvJakmeTvIeKcwuSJ5P8ZfqdTHK3tS3NbJBkEkgeJ54tjAxI3pbku1N7uI7kBSQPEeFzLwuSW0i+TvT9C0m+nuSNRJy5kwPJh5L8CMmLUx94tgqfSZlJ7k/yM4nGxST/luSG+T7zkBxI7kDyTSS/RvIakpeSfC/JPRWNHUm+jeRPUryPkLy9irNn0rnXpHhvZTxD0zFn2NTGEMnDABwL4CgA9wHwBQCn6Ua/yfEwxDfrHgTgEQB+A+CTJH9LxHkZgJcAeCGA+wG4AsCZJHcVcd4L4AAAj02/AwCcvNrMzxokHwjgCABfU0ELIYM0aJ2DeHDA4wHcHbHMV4hoiyCLlwN4PoC/BHA3AC9K9/LDrPMoh10QPzfyIgDXGuErLjPJmwE4E/FMyPulvP4awItnXJaVYEgON0Us0z+k/78H4A4ATpfGMoC3AHgqgGcAOBjAzQCcSnILEA1uAB8DsGsKfwaApwE4ZnWK5FhXhBA27Q/AlwCcqJ79L4A3rDdvq1jmXRCPLHliuieASwG8WsS5CYCrAfxFur874tFHDxZxHpKe7bPeZZqi7DcH8D0ADwdwNoDjFlAGRwE4ZyB8IWQB4FQA71bP3g3g1EWRA4CtAJ4967oH8FwAVwG4iYjzGgAXI710s5F+Wg6NOPumMu6f7m8O4NcAnini3AHAdgCPSfePS/d3EHEOB3AdgJutd7n9N9vfpvUMJVflfQGcoYLOQPSizCt2RfTo/Tzd3xHAHhByCCFcC+Cz6OVwEKLC+IKgcw6Aa7C5ZHUCgA+EED6tni+SDH4fwJdInkLyCpJfIfkCsYSxKLL4PICHk7wbAJDcF9Fz+vEUvihykJhVmQ8C8LmUNuMTiCcB7L0ajK8Bbpb+Z715XwA7oJTVjwB8C6UcvpWeZ3wCwI4pvWOOsGmNIcSzZbYgunIlLkdUCPOKYwF8BcC56T6XdUgOewC4MqSpDQCk6yuwSWRF8s8B3BlxhqqxEDJIuBOA5wH4PoDHILaHNyIuEQGLI4s3IS7tXEDyBgDfRPQU5Y+1LoocJGZV5j0aNGQemwZp4nwMgI+GEH6cHu+B6GHX55NpWWk55MPEN50cHMPYkF+gdtgg+WZEl/ZDQgjb1puftQLJfRCXhx4SQrhhvflZZywBOC/0hxb/D8m7IBpDx7WTzR0OA/BHAP4Q0RC6N4BjSV4YQvi3deXMsWGQ9gi9B8BuAJ60zuw4NjA2s2coW+i3Uc9vA+CytWdndUHynxE38D0ihPB9EZTLOiSHywDcSr4Nkq5vjc0hq4MQPYHfJPkbkr8BcAiA56Xrn6Z48yyDjEsBXKCefQtAfmlgEdoDAPwTgKNDCO8PIXw9hHAy4iHP2UhcFDlIzKrMlzVoyDw2PJIh9D4A9wTwyBDCT0XwZYgrC7urZFpWWg55RWLTyMExDpvWGAoh/BrA+QAOVUGHolwP3/QgeSx6Q+jbKvhCxI55qIi/E+LbD1kO5yJuvD5IpDsIwM7YHLL6EID9EWf/+XcegPen6+9i/mWQcQ6AfdSzuwLIBxkvQnsA4htD2ju6Db1OWxQ5SMyqzOcCODilzTgUwCUAfrAajM8aJHcAcAqiIfTwEII2Xs4HcANKWd0ecYO5lMPd1ev2hwK4PqV3zBPWewf3Sn6IrvJfA/gzxEZ8LOLmwL3Wm7cZlvF4xDc7HoG4Tp1/u4g4LwfwSwBPAbAfopFwCYBdRZzTAHwdUfEdlK4/ut7lW4FczkZ6m2yRZID4qvMNAF6NuIfq6ancz18kWQA4CcCPET8vsDeAJwO4EsAx8ywHREMmTwh+BeBv0/Wesyoz4ptWl6W0+yVaVwF4yXqXf4wcELd/fAjx7bcDUOpN+YbcO1IbehTip1k+jbgfc0sK35Jkc1YKf1Si+bb1Lr//VqFNrTcDKy5A3Ez6A/TW+kPXm6cZly80fkeKOARwJOISynUAPgNgP0XnFohr51el33sA7Lbe5VuBXM5GaQwtjAwQDYCvpnJ+F/FbOxThcy8LxLcq34LoEbsWcUP5UQB2mmc5IH53zNIHJ82yzIie2M8mGpcC+DtsoNfqh+SAaBy39OazBY0dAbwNcZn9VwA+CvEafYqzJ+JnHH6V4r0VwI7rXX7/zf7nB7U6HA6Hw+FYaGzaPUMOh8PhcDgcs4AbQw6Hw+FwOBYabgw5HA6Hw+FYaLgx5HA4HA6HY6HhxpDD4XA4HI6FhhtDDofD4XA4FhpuDDkcmxwkTyJ56nrzsVyQ3JtkIHngevPicDgWE24MORwTQPJWJN9O8gckryd5OclPkdRHwTgcDodjE8JPrXc4JuODiGdh/SmA/0M81PIQALdcT6YcwyB54xDPMHQ4HI5BuGfI4RgAyd0QD7p8RQjhUyGEi0IIXw4hHB1CeL+IdzjJL5O8muQVJP+D5G+L8IelpaDHkTyf5LUkP0fy9iQPIflVkltJnkryliLdSenZa5JHaivJfyd5kwGeSfJlJL+X8vk6ycMnlDPn8yKSF5P8ecrnpiLO2SSPs9KpOO8geQzJn5G8MtHckeTxJH9B8ockn2WwcVeSnyd5Hclvk3y0ymtfkh8TMn4fyT2MMryc5I8Rz51yOByOiXBjyOEYxtb0e5I6xVvjxojnN90LwBMA7A7gfUa8vwfwVwAegHhG1CmIh0wegXje0j0Qz5aSOCTRfSSApwJ4NIA3DfDyekQv1vMB7AvgDQD+leTjB9IA0ejbD/FAysMQDz990YQ0Fp4J4GrEMr4R8QyxDyGeo3YggHcDeCfJ26p0/4h49tO9AZwJ4MPZoExxPwvgGwDun3jcJcWReuwQxJPKH4soL4fD4ZiM9T4czX/+2+g/RAPkZ4iHVp4L4GgAD5iQ5m6IB0PePt0/LN0/RsR5QXp2gHh2JIBviPuTAPwCwC7i2eGIBxPvLOKcmq53Rjy49GDFz1sAfHyA35MA/AjpxO707EQAnxT3Z0McjqvzFnHOFfdEPE3+I+LZDgB+DeBp6X7vJIdXizhLiMbT69P9awF8SuV9i5Tu/oKXK+EHafrPf/6b8ueeIYdjAkIIHwRwOwBPBHAagAcB+CLJV+U4JA8g+WGSF5G8GsB5KWhPRe5r4vry9P/r6tmtdZoQwlZxfy6iJ+p3DHb3BbATgNPTktpWklsBPLcRX+KCEMI2cX+JwcsYdGUMIQQAV0CUMYRwA4CfG7TPFXG2A/gSYnkA4L4AHqrK9KMUJsv1jRDC9cvg2eFwLDB8A7XDMQIhhOsQl27OBPBaku8EcCTJoxE9HZ8A8EkAz0Ic/HcH8DlEo0XiBkk20dbPVjJJyWmfCOCHA3lb0OGal+2Inh6JHUbSmUR7EpYAfAzAS42wy8X1NVPQdDgcDgBuDDkcy8UFiP1nJwB3QTR+XhVCuBAASD5lhnntT3LnEEIe6B+IuMz0vQZf1wPYK4Rw1gx5AOISlN7ncy8AP5gR/QcCOAuIm8AR9wZ9IIX9N4A/AHCRMh4dDodjxfBlModjACRvSfKs9LbYPUnekeTTAbwMcQ/LVYgemOsBvIDkndJG5dfNkI0bAXgXyXukbxu9EcCJwjjqEEK4GnFP09Ek/4TknUnem+RzSB6xQj7OAvA4kk8iuQ/JNwO4wwppSjyX5NNI7oO4x2kvAO9IYccDuDmAU0g+IMn5USRPILnrDHlwOBwLCPcMORzD2Argi4hvVd0ZwI4ALgbwXsS3thBCuJLkHwM4CvENrq8BeDGA02fEw2cAfBPApxG/d/RBRGOshb9BXDp6KaIxcRWAryC+rbUSvAvxTa13pfvjAfwnoldsFngFotwOAHARgCeHEH4MACGES0g+GPHNuNMRPXI/BHAGoiHqcDgcywbj/kaHw7ERQfIkALuHEJ6w3rw4HA7HvMKXyRwOh8PhcCw03BhyOBwOh8Ox0PBlMofD4XA4HAsN9ww5HA6Hw+FYaLgx5HA4HA6HY6HhxpDD4XA4HI6FhhtDDofD4XA4FhpuDDkcDofD4VhouDHkcDgcDodjofH/xRY5rt6yg2YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "im = plt.imshow(lfp_slice.T,aspect='auto',origin='lower',vmin=-1e-3, vmax=1e-3)\n",
    "_ = plt.colorbar(im, fraction=0.036, pad=0.04)\n",
    "_ = plt.xlabel('Sample number')\n",
    "_ = plt.ylabel('Channel index')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that we've transposed the original array to place the time dimension along the x-axis. We've also configured the plot so that the origin of the array is in the lower-left, so that that channels closer to the probe tip are lower in the image.\n",
    "\n",
    "A few things to note about this plot:\n",
    "\n",
    "* The units of the LFP are volts, so the color scale ranges from -1 to +1 mV\n",
    "* Even though there are 384 channels on the Neuropixels probe, there are only 95 channels in this plot. That's because only every 4th channel is included in the NWB file (resulting in 40 micron vertical spacing). In addition, the reference channels and channels far outside the brain have been removed.\n",
    "* The top of the plot is relatively flat. This corresponds to channels that are outside the brain. The LFP channels are originally referenced to a ground wire embedded in the ACSF/agarose mixture about cortex. Before NWB packaging, the LFP data is digitally referenced to the channels outside the brain, to remove noise that's shared across the whole probe.\n",
    "* There's a large increase in LFP power toward the middle of the probe, which corresponds to channels in hippocampus.\n",
    "\n",
    "Let's do some additional data selection to look at just the hippocampal channels from this recording."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1/udWZ5cF2hR+tC+BF2/WsNZkwJFlrk0Uh7ysLtxuIX9UY6uOkG87TT9MsnI/BV3ndgQAkTbGBd1Kanl5e0nK83np0paaX+/0eEANQIOMJfM4IHeVpdBvSjcMZmyfB1+b3GPZ7JaJ7PTHj1Xtpk1fG28zLAlfmhAYDlDiGgE4dGGgcAHTfIMGHcBlZx5lfZH4t7HM5IrIeF9IcIS+lOYAeVI+6FiGs4gF6Kx8p6Ths9C5WblyA7pS8+usZPP19Hy8dlbHPQGeaKPUcx5D+fpSo+b8MzjKYItBSAIWYnkPxciWpgwaclH32nnSJmP59httpgyH5+ilruzE3jssRfGzzLfdNyOWn8JJ+F6TEwYrTVwPK2oHUoM/HW3WOYATH98Y5eAgW2UiQ/ZkwQlZs7meSDQxLYEj0W0z7jbrTh/a9NlTz1jfPDWuHkoK4O56VNFF6XGBml9D5MuyM9qLZohnNxcmUoMVzjmDzBXVGUmfic7MeKqEfg3QOZP9K51B9/HxpEafIeUr7RLz6x7w15/ZuTZrl/uU/H3Xr3QvKfS6/HRhelyghk2J4WxIZkTBxrycZ6x5lqYy4Id+/wHCd5h5TbQn5xRHKUg7WkFKhchifiltB1Ap0kzA4b+A2AnW16dF0aNTbI04lkNK83fYYCWf8JGJldevI9kJk2+e9W2iM/ae5SWoExaf3VkVxjTsizE8e0Y9BtpLs2MN4PtRf6Fn4r40czrPoHMZ6fqe8ekUbeqX6u5tka1x3QLYombcD639jyEahduan0XVbj3gWT76dUWbjUcIbx5Te1aYqWLmKXz/dzAO5f44442O/OiWXwMN7DeCkQf9t4wvyuNn/LlLPh4WUVRRFDTnegFQitoyUJMTtQrEnLIllvZaOhHzX1oUWtV2fDarg8sNSN/9Wqm5BssbYmlxJid4iQbp/8iDv6F9pzSS3W7VdX8ktV2dvbxIRqmhfHuDZMbwLKNOjJfxZRckBdYrprkoPR5QIwhnPFfyWNA6Jm1VP4AZ9EHJ9zZZ67Z/hxBHF2yz/WD2QjOZAsSY4FpKbY60olgWxbpUqJqjcIVtLW7Od4spxkWhSxOXUg08FKp7aVvXezo13lQS0LFWjolAinpPgIfCFGBXYm3t3X/rRsZz3d2R+hRtBCyDgFO0KT8BHpXpkuSmoIPSksiH8zy1RMZKdSh+VprTMkg8cBawua+7cX2TZhhC9q39BBqKTkBRhKzc3T+jao9OcT8N8v9q7/Bol6aBojhc7km/43Ly71hemdEe37z8PoAZmGU+ET9m/6u3HfFyWMJO44TL7qCx92UKLLDvQ1lxkAoU4FBWiCgOy4q7skCXts68LBUiFgGFgrLUADOHwwoBcLesABbUatFpBwMnix1rsKI5dtvxFmpHSYTcVJsIeTMQAPLm9AjH5pMiBDQ0AAsAm3QZUDb5hWKyDIBYvVRgR9a04ygKSI7zmMuAyss44zt6G46TsI6CxZf7vZvQM3t5PivZ8LnSBekV21FYRP6EiLxTRH7ZPt8rIp9K90VEvlhEfkpEXhSR/1VEfuf5b9AeNmyOqVpsVhLOib3zN2tFukYD4aS/SBaE7suSBJkDmiIY1srd6Y8/B3KebYfYNeF1OKwoi6Icahvsh3a+Cg5NCMjBrtn5Uz6raWdR6WitoXv+ifr7vQQepnyY8QJoUVHsyExK7ZSVJpwiswk9BNX4YBeSPV18M9gZ8rpHCum2rruAhy0QKQ//zlarDl64r4yKfzcfrmNSgpsyTeq1EeLAYG0ZQvX9/KXYAqEfKDg4onMEXQAbkMM6pU9bLcD8wQZn11NWGuOV5Dpg+z+HmW/6wKhbB95N2wupL3seue4mA6RK58XQ5lTOTfnHenuRiygO0mTCjQGbQ6l4Uta2HcJhjc9SKpalYlnG64fDihs7Q+rmZkVZVpSbCtzUJi/s0+WHkozQfo4Zfxb+Pz8DmkiZbKWDbP2e39eQ1ybLin0W24rCAJfetLOc6g1GGedWG5/Ezg69Zd5yG4DlNvV5kuU8CZmO94uQYD3zc6Xz6JW01PwkgP8AwI+idb8/BuB/FJGPVtV3Avj3AfwZtN0MfxjAXwDwnSLy21T1V855gbi5UjRCEgEASzdbjj01X5ONUh2IZ9Qs/GjGMtOdM2uN+9UUMi2LgZuqgptlxbEW1FpRlgpFsfLUFtkAAIuiHBRVFfBBvqBFRAHjidlWTl0UdRHIoZmvZZG+UZ/NsgPY0BRiqIKOvBHSTlL7R2fKemLC5VOJI13c7AUYQaedc35qrD+DHGCnz+EiXZBcj6y06FpYhoBRqJKS1Ok7+sxxark4oRjvo2GpCNiE9Qv1B3Gri71mOKSS9g0ZNn3kwuZIOXN271a8nlbz7zQcg8+5n0zR6OT5lEQnvGC+RhoCMZ4mA5uwUAXI68uLUMS2B/G8vVOADdjnJeiDtK0PXihHvCg3WEptsmEtgeGfHFastGeNW3lFFDdLs/reHheoCo4A6qHte6WCZh2xA1Gb9VbbNhEETNpyj0daSkw0/JBUuCW40ASy0GGZJoNG2Svtt1lqZNGw0JTS1spXAzX1oJADTQZqf5zHRnYd4HbMIpiBvtqWH9H+/IlrMjTUpSCGAri7+pFdlF4xUKOq35gu/XkR+RwAbxaRHwTwpwD8Vd/JUET+GICfQduF8GvOeomg7wdBp2y7OXQQcrN+NJvZs1aa3G4vmFyzH2GdcasN2r4TtS0St2vS/UnYirOUdtLushiQKRbZ7Wvnvl6+VFSzSsUmZqCZTGxupiSAzJRsWKnvq7HDj1zvmZDw6yzs1ZTYiVnONKSbyrBh/6j/d587KXkGULaTn/u9YH7/PuPPsAwReab/9UR1yAR+zvuizLmMyt+ECqZ1Rt9Z2gqmft2A7uY4DlbyyZa+GSfhb2OKHhpWm7EaKXSe6scF9zw2NGv7rKyYB2lZMfgFDEtJ4ao35CEdbE0V4pltB4yyQvoSVJsAmTVX2l42QA0QAxSstpZ8WFbfMw8Hs/weljV2Ll/dp0YBlGbtVS0hP6AYAYkxREvnfSxpo/nyjBttoh2BKOPzsS5gvkAhr7VNQMXul2K+XFYGXdBOjV97m1CTmYwj/jPppK9PZNVwb2L19Da/NP5Q4GqFuTC9KgdaisgiIn8I7YCr7wHwYWjnRnyHp1HVFwH8bwA+5vlfiAHN81IT/36WDntSWJ0ryYyyMBP0pStfb48dWG22FDuqyjjIN0szdF1zeqS0D+UDCYmtaZ/+dSW9w+hz/I964vOTbh59WLPMrW+a/n9gnq86TdppmNFmxZyfyUD+PsWd0/vl5+HbGc+eNaZP9Nk9sAskwMhpZ/y67533kIMZtuLkT1/OxnBN0rVhiY42QBwACPFtWO7dfLxhMY7JzQDhe/26OwXH2LdrLvP83VlmZfkd17gOp+hEf32ofHhe4v3KTn2udB69oo7CIvLhaKd1vgbArwL411X1B0XEgctPp0d+GsAHn8jvrQDeCgDL699/kmALrbMAchPzcI9phvRPpQd2Fe45hzfu7R7q39lEz2WbWlHOHaCc5d4zzLNnAYBkvZpmn5TFo6P76nTSsqTbBM8j53aMIFMTvs+AJ9f2TP57tFkpkgRsxMwh+d0PzTjRs/bZlvepjJ8xz5kVlP7vFtv73UiH3YVVUBUo5xTMrQ8bvx9rlLAQ0v1skcr5gfOg/4fZzc51u8YHdGYaLGlIQHwv73NlyaxOs3F3Qbpaai5Pr3T00w8D+AgA7w/g3wTwN0XkLc+amaq+DcDbAOCFf+GD2yYslQaTADEKvfPHYOm9dyrwNEtbDOl3y2SzBT/XphSNNW4AYUL2159C4Qr0Qy1riWWA/ukHXg5LPpXGtKWLn2zW53G/ZUv/TZ9YZjhnHO5ZjIjiPBsGjzuzqKGdngX4ZKEc1+h09j0htvO+LFA35ZZJunTPfRQiIe1qCkiPQsllj/TEGC7/OfzJM+woz+nHVNCWC3If2nsuz6BpNi6QwDFtdUybibLQ2TtUH56IQNG2K3hOIBwsnE0MOM1DM3aZc59JarCkdCvLIorF1vR48861tgMr/XdVYKXJj4cJrypALTiudI6c+z55uVxu8oG4Km0JKXaHli4/tcm3Jo/GcTvwzpcalwkPqkS0k5fZ728mb8NYRfepIb89l3tsPfPDL5G+B3HrjU6yctAVomPdLow/FIL11VkwebT0ioIaVb0F8P/Yz3eIyO8B8O8B+Et27Q0A/jE98gYA7zo7fz/cMfxHNLbVbgm6TD25N8FkMAATC0LSfyHUpa0Pe1jlIorFohfcEdjplFnRj0uotR9Qx6d1x4xG0aMvPAIFQHVHaQYmeabsSUyB+DUW8CEw4kgG9EMLE49mUr+fykwvBCISzNf6Y38UP0V4yLcVqOvGEzO5aZtS+pru5XKfYx1IQleI1SefEfqA/jcfhXyvR3qogVU/YA+btty8K3/bJywy0t8RBgGKKNkI8vSt/D/X61S5Uv1aXbq2GQ4c9EgZBzqQBGi6EoeF4Wr2gSKQNwUlPiGQEVeyApxZAiTxJsbMfUrPeT4D/KJx0OuhVBxkHY5HOJQ1xku1Q28BQNYSkxvVBohdrqy1AKW2Q3LjcNzSnIHdQValnSdnTuAe6eb8UUFMZryfbAAgj7uQw/b8kvo1O+VGG7SjHfxEca1lwEDRNitQ7HDecmx51rQVQS6TpPJtrTsmWwK4Yego0W+oze8TDw+h69LSZenV3qemAHgBwI+jgZdPBPB2ABCR1wD4OAB/9qycXLB5+KgdoJgtAJtNARiRI88CZRgUWZgO5K+xUMTiTr7Sw7Tz+S0ANmbW8XwXiZN3NQQBSf1KMxoKl+0ncvc685lXXsd+Dg1CmQ2HWhKPOFx7ZvLdLJtrnwy2WSj6qczogMbN69Xr5W3E7RSglGZV2IKvXetNtKH0utH/XHYlDDwIs/Tu3Xem94fyqtgoPgYXAcInii5CZ1cJwBWAwj87UnYE5SypU/movB6yywpM/Jv6uSil403RqDys+7nrRp8IwBub4bSHzFkUDOKGinGB0fvNBoVQuqFEY1bhP21tPUSB+ZhJ7czAPrJOwE48beLfbMA4Pwo0QrgPZQ2ZsNBy1KrdUrMC/fBbFayl3VM1UAPgeFxQ19JP8rbJgxqYcLkhFZAjWrQRjDEmF3zSBEGfTDm/7Fwm37M80tr/wxlQQFhbgp22eaDCwalswI9oAzRiTsiy2n44Xo4cxccAZSKzhmYgudPrNOk23IcvQArBLQWNXOn56RUDNSLyVwH8PQD/BMBvQItqeguAT1VVFZEvA/DnROQfAfgRAF+E5nfzt89+iWKY5UvR5jEPk5s0KPeUX8zQQvntpAXGTg90DWmAqpQGbp6YYCoWnumDOS898b41fr1WS5MtNfTR2vfwKDYD47IHeJkIfN9oi6MH8ox2OKHbAA58mj3hZZ7FhvUqXY6lOGc/Ccp7XQm8/q48BgE0KZTni3SL2lxyfqlOGRPMhOTwygQYsqL3DCKdh70KENsLCNpMt/Q2CiA0U94PEbgBUJpCEi9TVE76/1mSi2+fkGKUZASGUfWs8H0SYdZEET+NvHVYLxOKdkA/oWiT2DCtl9VB16zOm1k8tfug6E6M/7NI07eXwfnkytUBjfhydcVB6nT5SdHGiltvRcSsua2yygCnto61rh3oYJUWlk9LUL6fkNQmQ6pHqHmb+MSJwABbtobNBv0T+/bo5l4AneBTWxaT4pZbS5cmpb7/EYr9L11WZEsb99lh2XzSJkKyZ+gXKZ16370QsGlY6rr8dEl6JS01bwTw39r3LwF4J4A/qKrfbvf/GoDXAvhKAB8A4PsA/IFz96gBsBl4ITyHqfj4yNQkTWk3emMPpicF7ktPHnXAodoMZvjU7ky+LAOfXUkWDmmL+RAYvTybGeZYvf7PpFqsy/KsJ6c7l9hJ2PmhKkO2m83oJuXZpUmCLBijzDuCa6uR0/0Tiu4kL7Jw9HcRkLCJ50ixNGWKf3jhpLyTdw5Cmp9x5UqKltNw93KgM1hc7B5bnaY0u+/AZmbmm53GPasbt61/7w3Rc/vpbNzv0Tmd8r68vKoEbOID3frjAYNzcF96wvC71rZ8LbK25ZyK0SnYAI0DkI21AgrsoA0AACAASURBVO1/LWa5AsaTt71unBfVWWbv4fczf4TugZ7DDKx0sS6q4/jmMmECvnKbKF2Pss0GobfVA4TdmXR1FL4svZL71HzmPfcVwBfb59WnE8Lx0pTXVM9ZYxXtpt72e5ZmMohnCpsU16s+vC5p2x3yfcZ7ryCdPOzzPvByDz2obXesLZvyXIBvJ8P4B9PZ87/rFaH78I10/T0+N/Lh1ESnEoAB5pOWzb4/kx+DMp8WFvDl6lzUU00vvJR8Rvrpq88BiicmF/uFe4ZnZnlciJpT99VSc0l6tX1qLkcxy0go2weYO9HaAGMTM89iY+kpD0T6sZnlp/sAhrBEVcFRm5PeoVTcrgvu1gUVgmMtEFHc1bbj560ccKwFd+vSIxbcVOzaZvAj6NYpmQ3yPTCTWTRJw7N2LU3pNn8LsW3RtxJi2MQvWQRYgfH+C23n5ILNrBv92W2h9+vTy39Ksqf8d6wPfH+X6L6WVPecR752ioYynCmJZ7yLTRill3FSrljW4rK5FWnWj7g+eaM2+xHJ3YogY7uoyj6wGRpkp3+fIE18zr/vGxMye5aJeLaZK8z6zE73zpT3JvHvoy446mLBAyWWn4C2rOS/I7DAx9e6tB2EfYkuW0uIt8PSm3+nNt8uuWPonxFhaf3mrHmKvSd8BBm05fHpv10W0diLbyuTisTz1Y6FgWK7nMu0sRROPhek+l6D2N876PGAGmA4pya26Lf1Yz6vRgC4I5in9cP6hoHu3zGjmQx6piR0fU37ti5Dx71dF7z77gkUwIu3N4MjYIXg6fGAF+9ucHs84Hi3QG8LcOxoXlax6IW23TmsfoND8IySI6rXJc6Cys6e6ABFF4FanGgFsD4R1BtAigzr1XqwD50f05ZVSOjZ57a27nf0CK9Y5yceFmyFKNLvaBMXROORCnvtxqZpJYGlAgtX1lE57Sgq550o4vyb4Bs96ycix26sMgrg6VKGOZ5PwRHVbwOySfBXP5PH28jP6UEvjxbtx4kUKnvwQ/ur0plpoHoFv2zmEJ5Ugn5sCUxnuNKufVsCjYy5bpZhnrDsEfWhsIwUHdkr4/1gpXR9NgXo0VadV1CLHBR6XlKbRcVNYbr/FLW3j5EG9Je2VG0Pryh4cb3Bi8cb3B0XrEebCIhCtQaAEQDrCtR1aY7Ca0EVRb1beh+xyV/fBVrID68jr+jPVgf2i+K+rQNvcF4bOS+Y9oCNeP+SeDf34wAz0af7PV8uGw7E1DYmPKqwjXPfCNBBktKYpTov51buPGqOwo9LDb/a9Hi4qYDcCcqdSSlfP14FOPYwRe/kov23VBs/bPFY+2CZzWrC6qPbsSnSBPW6FqylWV3u1gWKpsBv1wUv3t5grQUvPb1BMee4pVSsKrg9Lnh6d4PbpwfUpwvk6dJCHFQiTF1WAKu0gW7ArayjNWpY53YFNJkVR3TNgub46QqBhEe9AeRogqIA62tMUBwxgJp6A9Qb7YrTtjr3LdBjvd8sNKsW3B4XHI8F6gDUZ6BJgYeCiTYZJaiQEOyVQAjuDW7we0mJiWifAbLy5ufoej1YvrUJy+qjyoSgVInt3uuBBKMrNlOOzbG9Kzn1e3bY38lZ4gbYkUA+tG8X6vUG7SBD7WmaQtAuuJcu1CGIc8HC98YVvunKqJd0HvZZAfcnHeowKDBrz7zBpBjYcb+OaPFhXApdk/6g/5T0nSkDkAmY4WIG+LPT7vsuvb3v5KJFnurKdPJ+tDFyWxcUqbirC+50QVXBu49P8J67Gzy9O2A9lhaaLWoWU6t7MSBz16w3x8U0/a2jboHcFZsESVvGNkdhBv9huUEPQhr8rkQ7SB2sk21wTI1v1De9rMMSI8nYcRxQPxS0fW+AFhV6oHsH6pMmz2pVFG3LdStZE30MxCGcqc016mXWHp+gUdpLUMOY1+WnS9IjAjUCOUr3jFcMoYrliDZI3ZLhIGftCncAKkAMslCG6Ap8M2jzNRVUA0vH2kIp744L1psjnt4dmmBaC+6eHlCWJsiXpWK1jbLubg843i7AbYE8NYW8SijQZqVRoFC9HVyYnGALU6sISOn0692ygi2AEJvpK1AW6aDmCbqFgvauqQcDNnbqr8/QI3TXaK2lCWxfiluXblWr2zIEGonZYBeQflYRsX4UOv5qEtSD8rN82AIRJwrvAMHeMdqMXWFg1gFD7QIWZoPPgrG/T0crmueNBobk4OEd1HaZtCmowfJUehvxbLa6MHc2LJ0d/RTkXjeAlTa1SVh1+knNAfj8OdC705Kkt5mH87dxl1CHj0EK0d1dzhgAUn+PAw3m+UDU5xmsCoM+qr9/qrUnK/sc4p7fERariR5zJ+EKAWrBsSxt2VoFd7rgPccnePH2Bne3B9TbxQ6e1GCkKtrBkALoXeuU66HtYSO3AiyNN4MsNLkS+9KwfNRgfy977gMY/0fpeTgPx0pSA24sNYQE2SpHlheXR6Ima9L1ADdL+10qUKnTaDyr7dmNFa71fUHfXyesQXaa+NmWqDNp3e3QV3oWejygBn1wKmCWGrQwRVKWcaqwKzgGAsCgAKd9LSlIvzZ8+08Fai24W4t9LxBR3B4X3N0emtXirqBWxVGWMMMfj6UtO92VZn26bcq8hTB6mGSrbwtt7HWTJIz8/8HKkaskAJa++R4LqL781L8BoD5BzP6nJuFYhmmCYVh+Ug83bRuItT00ZPAPinKIDmzdk4dBMdVMD/G+FZyHdiU2KB5beorXnPBp4W0mhqUoBxP+HgIBA0CzzybyyYBWoaWfzIexIPRxwEVKyAV9zG6dF+Z7EIedksWl87NHPXk5+ywWA8CNmbjXh/PaAWRhnYkO6x8CKWlpNQ5KzXkysOMP0v8TfsZyFCvu/IzXJwAddSgCRf19OuTNfW3WjlUFFYLFxseKgqMueLoecHs8tLHiH+087jy3ewB0LdAqWO4EFRry0IvbXoidsGhBt/T2pcSZv1zv07MGsbbKAjLz1dvNxmtc9j7n6Qsi5DvkTDGLlfj/iL2dYhlNtAN4siQr9ctoV1WyqNJkpFwW1Fx3FL48PR5Qo67UZVi77ztbbgGMpP/ZIjNqkP7hZ+blsIGvPfS2ebi35ahj4e3Km/BRAXQVVDSAU2tpCt7BGM9W+6Q9CX8qH5c7Uxbefm0i/LsiSs54agJDEAJd1q7E/bl+EF4uWCPfMVlT+TnpxurCy0qZdtrlBB6hRONnrhCbwJ6VT8UVuia/ChPy9t3rozv5b8vlWLO6cjyz3lmRh8A2wS9VxnqC6z2Cw0H5DrzR3k9csfG7wf0o1dMVJ73g3tME7mtLznN48J7nOJ31+ZjY5Lrb933gJBudPF1T0GpJbPxQxbKDMF8PuWH7camgAQDjvaoV2q0lYa0WyIJx0kDAcdr1TvGa6rA5q8vzvo/22iS3oQMq6YBR/Hm6Nvi+8H0HI4KwJqpXcE++TNqWwc8lqV6jny5KjwfU7FFS1Pw9E0Q6S5uU3QAGNu8aR/NJIa3p+6GUByRosmT377Vs5jSnyvQsAzryawVrUWFtP64aimzbIBvfl7PfJ/2BU+XdA6d8fWMxeA6JNu1s+Xsnf/eFsPvCz0zTj4J/o5j5dQFKHti8zzNbjaUm+8l8oObL7zoLnF6SzmHIPeO7VUeiklwHXy5U9DGwBTJN4a163knNDYudKJT3BeXf3Uq7eQUDUqXfD6TpRpFDglQmoPdNv8AyWZ9hSM7Aqb+7FxTP17kfRgpcLTUXpkcJajazSvseZqqM9kGC35E9RuTvjpBSpVtytD/D+YcPiZdHtxtlhaL0XVPTbEnzAPd3el38XrwTw7k93bMfff2+KDCbbbhVZY+XM0HH6ImUUli8fClJ2myxklJ2a9Sqgjszj+tqhUw7Jg/FGhiE8H9qu+GeFkTCz9BSlPiupwqKAMFg8VMVSDUH1rRtgGh3pAx+OU+sndn61JcuSXhavg74Bmktzm5NzyO2ud+Advs/snEHaGZGVNR/99nw4Ay5h7O89LkeCajFEh9yfVub14Jxl+w46oTOMktNG+2+V7DMC3/nmUrwZJrcN5WXte0gUvIxCx5QnjE+dMyv7fg7ygqPhDrW7Vb63VKCaEOwBY6Hi6Bb59wvRMWiwmQrH23peNyiwCqSgXLIlEl5csW5QKeADsvPiGIaHfiF05Ic3uZF9QJGnzRt4DLGf4xBqo6xK5Y7L4h5FM1f6kqXo8cHalj4AwZKejhgeOqzN72lc/NkgBryPfCIHj8Bu5gZN5Zc4mO7CRe3SghZJBDfvAOor423e+OoTPot6gOViFpCBXQxJ2Jz+GMfmLBuFrRyFcS29IOTH9AF9oS1sfTk5dHxgwAZ9AEi9NyfW1fB3bqgHCuO69KW2yj0flSIDbAMcsTfR35EsS9KKNFJnXx5UjBEvgXwsLNrXJkOET9uwmffrMlSSwjbyBM9ZNYdmmOGbqDHgJ+yX5HnK2qH/Emvu/utzHZeJsHdzpOSISyX29L7cveFoeinVKfBdLYHOnP7MO/R6q1i711b/6+2x0oARaH/K/EPVl/3BaJds4dyzn7nMuo2bVTP5YBs67D53wEXLWuLjP5tvQwSUTvt2fbCFqzQAN66tuXYox13sJSC27rgaT3gTkvvAzPAYOeqlUVjS6sNOVAxrV4UzZfOiqcHbZF70mVGk3va2wVKO1wTnxOY9GW2wdKT0o7gwgWdDvl4BKGuaDKcjRqpP0d03aT6MeGULodjmc6taDa2Oxgdx1wHO2cg4zNJFdfN9y5MjwvUTARsoHs/hTqsLwR0PO1ismax/m5RIqISjrGytkHta9UcCeJOaxKWGulHAGg/RTcsNOa0p4spNZ0MyKLD6HcrDNyRbdEIJZalh3d62XlvBV0a4FIWiDzryoIcCBDogEq0Rx/EHiSs5Fygr10A6UqWGLSq3901YFWroB7FHB9B50shHG4zU+KcFiDOvYIdcgfFqDyG8hm4EC8jejSc+m8JpVxWaX4sgrYtwELPTByPuZyS+ZF4BGpWd+zU1XypYkqJCHuN2SQpdPH9XayxeNMz3jenLr5HCytF6rtCzq6TgzXbHh5eplawAHW5fQjgWqGalYte3RRM6/9xqjaDRAOfYiCPnfureJ4G2nqnGJWN9+kd0DW9lmQEk2cfOtpAMGoHwaGPV7T9m5yPDlypiBFCbf0eFdBasLolGDCAs+BpXXBbD9vlp2ijNomSoijLCmDBmny5INotzYcWlqm1AAcrVEFs2wCgj10HNVYvhXRncud/DjCwMg3ngpGM4TRtcpWqJTo0pR4Uemzh2x6x5NUKHz53wKd+yOIpIvVs7Dtr3MLG418Wx1dWMvXGQwdCFyO5br53YXpcoAakoIGtx7yFG7JlZRDexZ5ZfOYCW3pS1CemOA5mcTgoilsffGBayF8RP43aniGrTPMnITOmCTZlBREVwSAIxJQKW16waFOIi7ay3VldCND0mbpCBnMyBqtVplAinpZkZC8nlU1hEWeI0HrAeO77TihQ25HdOB7bBmF6LIMVJGZGFDnUC0X8mb0LXRZxPVyAhYXHAQwJqMjH308C0O/3jRxHoBn197Q+q03vDrBD7d945JYaum59q+1jpL0ufg4YC1cH0dxeERWCvhToH45WKcQz71Mhz3WrjJiXsz5rwj9WJ0nXQGGhyFYeryfVWchiNW6I2RL6EuI0tp2WSDblgt2q1E6Rd7+frQ6ctRKYG/qVl9NBjAN7oeWgogG43QLl/VfXflaTn6wtAG4N0NyuS4CaUPoDQACkAMui0NraFCtGEvQ9iGr7XxaFHrX1k5sKpU0+3XoTy7DOVpOnARp8CcuZJIbicvM4IkQ6Adv5H6AZPcpIENbGQW4xSDLRKQxasszwPi8Y+mnf4oM3I7S8JrLt4pYaXC01l6ZHBWp2u1oaBJvBwekiTNMGtYUFxmZlFsKKFS3sz5+PZa02qLulBmSlQbfUhMUG3aSeida6BzM/Dfy2nKTDWngoKloS89nYYAqm1/Qf9zCYQnYdtw0KWvu9vtQi/aRlRQszXRSrAx1SYKws89LGoJvy+8hsPJQ3Ky1/Ji0RhOBK71ebpfEy0sYaIWnnXOYlW1hIKW8sGTWlpzpsfQAQ4HEG+EK/EGjVXLZoPJCyIRDDSn5GvFQwuTcu3VBari/QfTzgYA3gjRJ5OZHz9NPlN/VJRZwuj22TjpQBg6efASFqB14SVfKzcetg72jogCb6WxsjCnKgB2I56miVnZ6JJAjrcCkVUvw9Ka2ffG6nvuMOkKVCS+n9xPcagvWdxRuiXR/8a7wuMgnXnvJ1lD2b4zFyn+O+6UujbF3PsnvWbnQv5AP3Cz/pfDPuU7lmY/NCdHUUviw9KlBzkvY6vNEUfKfZQL9ugGUnPz9t9+ShbLNB8xCKga2TsqXsJgJ/kw9IGeqcHyonWTgUYdgVdlDi+VvS/Yy4Ji9wWcp5CX8nhZsBzV7eGe8lASf5ven/3TJO/p+mn93jdubL5/QXYv+m3YZ2p+Ulz3wWpvtQ2vB30tnQZvnh9LrXVg99tS/FPfi5hyTe/y2abnNfmgGmCe2FdrcXTC6FhXh+PwrGA5wA7SbvQJbAXA7uvaPfO5ufmQc8ns951wObegp4Z7+fte+fWw6cF9V2pfPp8YIaRbcO2G9gf5CFEJohfv4tPQ3Lfd0ZXNlCE0tRjP6bCainpfKeXd0sSGKGQ+XeIa/71DLisxzKRxMPghcy3t/VvIkffH0o0x4PZnUZBGAGetv6DkU7BXTueXW29EUW0uXykPaU/DoJggl0zADgAH7o5XvtMuvfguYTJr0OY5ok5WlmrXzflWauDinTjmFaQYXq161wHfCG2waBhQ1weKhykx2WD7za5nsuuN8l5TpiqOcm+gmCqsWOFGFZMubXn6X8gO6jBX5XL73WLRM2PBnalq5lEuo7e2noHcNt/nFi3A87Vcv4EbdIchCIYBsF6kJWqK9Gplzn++vxvKQA7q5nP12UHg83h9k+minbo4r2HLtciLpnO2j8s0K3qAEIYtM5XjJyga62HORm1diTxTaYUxWsflpuhK22DJozrUBriU35hugWS9fWgL3gVBex3V3DERqDEzOjFs2mGOeR6ywWKi4ULPJA3SfJruvSIwbach02yx1KDpOw5RxYmHdbguuSaRcHeT2ygDGn0sFplGlHMEUo98jCqZIL5Zn70QAWyPF8piwJTIwCnTtR0tKEvlyRdeuUQJTSDwq4oQAX8C2EV4ZQ7dHJln5H2L8Mjpduzek+WJ4evY9RX4v8VOCHdw6K3PgpAqg7eftSgJ9L5Es4wGQ5wPqR5T9tZ/LfGNph4Bcjpva7RQW6BcmuTfgLrpM/n+RIFMPqMCyh+bfJK7XTtY/mVF8VuFsX3JYFd3WxSMEeJSerWbhMpmhpsqaqRDShFpczCdxEhJkM7REFHvikPZrulNJPvG2THR36fvxfxoi+zr80cMi3huUuO8L7sr8qWc8FLYiCgyVCZluilVC0A8KQnT39vZO05yLB+nKipl+H9GhAjaALQNGmfLHSXhdDmCwGBRFhwUr3pXfsGBBAPzNH0Jz+zCemrT8jQiuBpoi0Fqx2EFCtAtGlOePF8Q1NoFUrbwgtE0qMX3zNPi7wDR/YEbqutI07CaM0u1dBd2q0ARwTchfmJhjqYjKmjLzRcITEcL4Rr2G3d9t3lQaOYnfU3gYM5AaLSiHhgp5fUwi9TUfLiYM4jOR8rAnIaAvVj5D+UMItrHy2fKQDUCCZ6UjIBaXXgfjuii3eH/23L8fw6dgNAFIZMgDymXQooPa7TQTJT8x9v5zM2RwAcFPbO1Vbfw4FZ34T1tZ9LyffWVpje3m2FIiSY7v2NoljPogffBZR9Im1t3vwzNpv2DOE1wbz8hm9nsGJOhC1R4ZosIPEDs7IbbcYELuPJJqgvcN8bFo9dAwJt/Hfdh1vCrqo4Om6YCmHBm6OdkaaOdZjBXyHJl0LtKxt0uSO1iuAIuEQL0fzXyLfMD1K92Gi9mA3D4+sUnZaE8S2FfGM899kjp963fP0NpITfoSUj6NGn7Qsgnpoh2+6VUYPGqHow6Gv0mRRPUgrz01/WUSB+ZEz2tojlitD5vlhtLrd+uJCpMB1R+EL06MBNQC6wjcBIncmsHg2sqcU0wxkMF1CegSADwiLpHKPez9rZFm2G++hljZuPFxzbYdQ9r1PXOBIhD97NNCg8FjJAyTIvaykbHzzvQXDQO8Fk8gjlIjlFfrYlZc6WKGZOr/LQUVBnxmFINCtMDCBqzbD5E3WNstCSsW1cHQOb/b2a8qp82PY0pxxXAKy7HAaShUEVvwZswxw+dh6FOdiSecbR9mMYLmXwxVlU27J4kRt5qHrwaOoP0c8aSjNVofWkGphuwHIC1oorxNZOoqBmjj7xpWRwqx11A88L297UUiRwSIRs18CcZtxZ/0pIoI4bL42VVMLMczrzuPWlyVKsqqA0hCP4ndBA2ur9PFeAL0bO+3GcktteC8x+FIqhnr92hjUKqhrwVraVgelCG6XBYsojrXg7rj07Q+OMkzUdBVoKe2QzbW0Q26P1hFi2wOTYxHBJQBFOw0g0yPgxEENWqSUMUM8IALSLb8BWvqn9w87ad76azs0ksrhzwG0H49FZ3mHLg1sQvvkzQ/QxcLAg6PNGujBjQk444OylTBAuMl4D1n3/8kC25l1ZtufQVdLzWXp8YAaFqQwhXXs4COSeedMynM4GToDG96TYWlCsM0UTDn7zNeWntxhT7Up/NgfpJqJM2aiTTCVI0Kotb1KKI0Law71BWJQeXhnO+lZSJhoKBoWNtnpNZTNzAIQCo2XHdBD3qXxo1ZfmiBzL1sDXIKHJoTtyyF9mY1mj5EmA7jUdq4Uhp1AM3Fb8mXqEwx0wtqT86I+MmSWl3SS4oyU1J/cAsZh4QxSuOwxG46PRPpx6cMATTFg4RZEA6Rw4OdpyaIIKveyVKuiR9U5sEFbD/HIGrNwdACrARCapbSli6VBU66Dcvf2Xo3hDmhiY0QZou28oTpgYrSUFCroudyWPLY9HJmskoDxDJ3XDNA1+2Jw1ml88nWXS2GVohBiHwNVm7WmLUUp7g4LlqI4ru3MuAAsvMcSbDK0uAwRFN8e4SjBa1kBHLpPnwOdsAquvT27ubZ9iTSZx8q/I1T69j4L9CVJ/ng7ChBLPswvz9pklfi+WgSSPKovwMdB+2SA+b40cI5FITe1ycoqUClAVShKa/tq4zXGA5XRIvKG/M8Fs2dQ25z1aqm5JD0eUAPA105YgMD1vAs37vRJ5w6UB6PLt5idwNaLZVC4OUxRtW/hHzunggS2OrgxBUC+M0OYsu6Ucygvb6I2lvvkZICVZkqnJExchwwmfKCvt4eJXsd3T98lw4ctEBtrTdRvkqfjpV1Ao/P06O/by8vTDUCL3y8plJt4HYqLH03galjqmylfLlri0aaqGbildsrlC1M9EMCpLzNs03crUAdscS9/R3oqA/Ml2p/4rfEI9Q8aA5M2yU0bUYeSG2rkS/7dNtVsmbuC52WpeLGXP9frPsplpywj6+hjEntZiUo7TsT2r/Gl2r7xo+33MrFiuVzhZdBxV1z6eD1sqQVAB7E2QWsTtTHi03clz6CzV2iSXozpAWIEm3Gl/AwzzAFXl7kdhBFTvZ+67CyKsihlXqEoiI1NXZZxHyacMVy/MClwPSbhwvS4QM2MHoqqT9mUz+zUsz3BWlkcGd3zuplSfx7aAxesjx/Mp/S/Tq5H5vdkdcGZzytOz1r4C8/4Tr/rhJKPNA+7rnz/nHGxOybS/wzeSUe+ovQyKK8gBrHApv7DVgjpsVORgnE5JgqTDIhkIovupbBAy3aPmZeRdiOqct8L4LnDnGHp8ZwxkYTky0Jy3XzvwvRoQY0ozHSom4E7dRwdHk7WiLA8aB9I00+fcnFo5eDlX8lxbzA/CzwqKMzFtjGZsAAcpnrbckfludzPSl4vn9GwIyW9bzN7vUfRtYPhtNedZ5czeRTvmQjS9OwpUXuWHD4nDVlowpIF9A0QMw84TW6TYYYqYSaanHi1tWCdrGx6ICsGm30DJuetXMX8OYSfd+FOM1qfcI+WtDOVwMwyl/o96P72+RNZs4/GqWfu6wzRzyXquvGPuq8smSd7r06Wk9juAGjHiNQSh11yJNPgkzQbR+aY3Hnd+xe/VzIIiv5AAGBnuW2/4v3RMXKt39tYjfz+znvcAhf9b1NejG1D9yMiNX5PXnNO9S6M5RQ7+xBd6ZnpUYGaGHcuNH278MnsZ2PKt+9QSOYn4GZMd4xz59C+LMQ+LU0p8MZ7w145FJUga484cD+CuO+RIQR8BmdnTBQ8AxC/zyAnHiQhxllwiDOBFXYI7edoOQ9MKRYKH5ZRsW/K6YLUI5/U6p8E3LBEZHlvTNQqg95Vvz6hDSCQbVpJ796UOyUO3lifaApGh0it6F4egsr1IHAk+b3cZKbMMn+mSt9BB1/fmOhhWw80xSKi4StTSnPGWcl8HzsTu++B+1dZeYcoN0WPGgmmJh4D4KMq1thRGH0s1F6/5nRNjR/n8Ezqj+01Sf8oj4twMCcwNihHC/GW9Pw5emin7/f/e/RN22LA9qpC23FZzb/mriw4Hks4CYffkedjQKf75EnIF1g6X+LmcjiY5BPgXel34Dt0GwMU2seP9rpEh3AmDXXFdjPS6Nd03ZfIZrzkLSv8w33P5R+DMTuDS0pzZnIfRTXhElsV0JjRYT2Q6nDq93PQdUfhy9Irxk0R+UIRebuI/LKI/DMR+WYR+V0pzdeKiKbP/3nWC0hgdEGBHq7o93kGOnk2flJURxsc5r2/dAfK7hCLAD6FoldCGR1LABaxyKfigolOi+5nC3EESJ+1dmdhEgIsJ3igh2DSIR3vdxKPTsZwPCMap4G3CC9EZFX870AvhApCYPQZrb9XhhBWr687TkcDUDu2xxVZkfhsdAB+mbJwpWdngmuklAAAIABJREFUM+aTq49Rls7n2JfHfzuAIMfqCLe3rQHCsTZmmKOy2QBtxWD5ywBwRH+9jPzuAOJioKP4lvpN4PsW+8tSUUpt55d5n3fH0QHsU/7e7pPol9nMOSbV2THY+/+RxgSH++e22wM0ub25XYPnzicdy+jXI1SdC9yfH/TzTjlmRocYjlXGfkvOwg5O9Nicg+/uFqzHBXrXo5oiOszlREyY+n3mK4PEmNQY/4dDVJ28PYsfv9ADIHYBnU/kEphhmTUAlqgD1X8GdGTSr/w3lROlRUt5PwxrY7Go1KK9Xy+53dNv9P/HCZHM2/sZyXcUPudzpfPolbTUvAXAVwF4O1p3+Y8BfJeI/A5V/XlK910A/ij9vj37DSz4fVCzadaTCbrlw+X1IPSQAA26oxkvxWibCbiZWZYagx8w64VH+IgN3qOE4AZa5FOLfmplVjo0EQrIwcaWCfVsTRmq75EveeDntFkhkPAZlk+AgL0d0OigwNt7gTgodKIgBvJlNUGb+ZuVJgQwgzcq3rDhm8ooi6j8u6AktXWWU5kPw6w1CmG/FcHXeLaQ06QBh4icEOaVnuaP550LSGHvYB5thL8gTJYbJdDLKEAT8tWWnFCxLIpDaR3tzpQBFOEQH3UqlJfXiUEaaPY/czBTdIW8op2GjnZArByBslL9iR8d+0nXjqfaG51fU/IxXtP1YYx3Hva2Ru+PuV/kd+2MvaHPervGvk0SkYHVQq7rsbT9aY4dCAIIZ2A/bwoQStP45OOrh3Jr7+MepMAABAjnf7EB086g1S6HvAmyks9+P6fSuLCp1k8EfVmaeed9WA1sQjq4CmCDADDdYtPkc1nIAmlJ6xCd2dvXhxC/M9N08vQcVK+WmovSKwZqVPWT+LeI/FEAvwTg9wL4Zrr1VFXf9SzvyOb7vPfJRlFR2p6JXeJQwtiTASG4VRB7cjjwaeZa2/idBmy8lC0ytb/b/Qgk31dpih9jPXJZh6qEYvGHUrrMixkPOH8BPFw8lDMLdcCiniT4sAtsSFG5EOeQ7BnYktw2O2BsU597aKbspjyePpw+MIFIoc2zWeDU12YKYibvzPzRXt5pkbkiJuzbMo71J7POqCCsiyKKpShW28NjiG4Ri/ozpcF5bfgxU0qpLhzS7JOPwbLAlapUTwY5zJsAn4w+iBVcpjwmpvzruHBYrmqMmvP8nvEZWFMRe/n4/84TJeusn26vInGC+xDu7nnWfk1FuwWkIqwyMVmIsjqY6PhQuKDW3hs+xXVm+qTu9g7nfbRdBj1eX++DDujKJEMD115YBWi8dctigG+qS+vjFaoF1fgy+NW43HyFLSKqwF29gppL0qvJzd9g7/+FdP1jReRnRORHRORviMhvfqbc85jYUVa7yy7+LfSvS6EsFD3N3njQ8SNACN9uEuY0dC+X/dSgG8qkW4GUyjTovfyeeJ1O+cEKehAMe+WZ1YXLkfxjdkHWTl2meZ9Dz/IMP7qjIDXxZgCbTM8gQzfZ7PUJA6Q5LNYzaMAF5DBsSw3iM3REukF/5QJslP55TB1ApHYlzX1zOgbOoedo19n4frl13bZNEXJAQx64k/DIl1F2EF8nQHnG110ZOPSTcVPRPdo9r+2+R/fG/LRcZ6TLj6RxsFeXXVk2JHrY+09RW34qZ32udB69mo7CXw7gHwD4Xrr2bQD+ewA/DuBDAfwnAP5nEfloVX2aMxCRtwJ4KwAc3v8D+g0WlL5t+wkKATABKvn/TXhhkhKbwTLMTGQjtGdCaSjTkNc9lfBpYAY3fD8V7eyxK+1sqaFKs/f4/+cCnD0llv7fK+DZ1pX8Tr6Wi6rplr1D3RkSky7l/cKBxNBpMP8/PS/mHLpXoefSq9lqMPk9A+Wb/nzGGBl+5+uZ9xNQH2MkP/OctOm3e99OZqkKFnjz39MQG+vipiAn0u+lnciGvYnI5nlKM4DsGSXQsOknmIDaZyHjpZhMPDlXkzHacpOPAxbvwy6XqU9HE9u1sLBbffKml+1bh2tR7wsD3OuOwpelVwX+iciXAPhYAJ+m2k9RUdW/o6rfpKo/qKrfDOAPAvhtAD51lo+qvk1V36Sqb1re53XD4OXZyjBz0XQfPQ0Qk6M+uIt273l/yE3wrrwp1Hksn73LHWLdcZmdhH19XGkssvPk3oxqGMyarqM7iAoi0mVrmqFvJuZBdnYNx1MddpL1Z7oD7CRfY3CYwvlcLt5hNcvMYAxpOv/JjsK687xnw7ysGJYne5koj/tkt0z6C33cOhNWGu4noqd5tSfl9UQaEuZD/4x+28tazFG4mHN7seWopVQcltpBTvQzRfdTQHKOzk7FGMrgn1xMbodhaeU46RP8sD9P1/aspHl5YXAM9nYQdny2vj3wjr45sm0C5O4DNIPlKdfNCjz4qijgh9/2ZSUZ++dOX5lNoFJxJw+BZJ5G23s/8eV1yRl4u9wHlljwDoBt25fDisj9KWRvvyZcZvFy+7NNdi/28T7P9dvITLDM3Mq0i4A6qvqlHYVF5HNF5MdF5CUReYeIfNw96X+fpXtJRH5MRD77oXmKyAsi8hUi8rMi8m4R+SYR+edSmhwEpLN3PS+94qBGRL4UwB8G8PtV9cdOpVXVnwLwkwB+6735zgBMUphDX9TJB0gCTM2jvgt/8cMtB2Xe0hXRUVB4GeKAyuYEWY4W4bGak7A7CruTcO3XppaFGKwJpESUi8b/zctfe/RWGhsbq+ZGSauddssn3qIf8lnQD7EMweAKdQQiPivzKLBW9zHaawNQQGXJZSU+lcyr1A5Zieb3Rbqq2yMjdoBWADwDKLro4HPSQSAmUU/Oa8p4R1ZyKCxbtAYQ5+0/APL2LUO/aOk80mlZWqTTslQcSsVNqTgsa4CcHjGCQRHwkRitn9V4T9+VVudtp+g+ZORHU1Z3nNfmMHzcttEg2zdtwhp8Qg5KuB2GEHvio7cbR/ctGkemcGj+Rq74vzyW/BUpiiue4T4W+1g1uREH3HLUE/dnAkF9uwb/jdEROllRs6pUQTtWoLQ2LwZolgEMVPPJSplYhabAxkBGyKy9fs/9WSjiimTaMMbE5PNi8rnULretzy6L4rB4v+59X0qra4Bvb3ePoJqA9GFychG67PKTiHw62irIXwbwkQC+B8C3isiH7KT/MADfYuk+EsBfAfAVIvJpD8zzywB8Gppu/zgA7wfg74pI3i75jwP4IPr8zbMq9gB6RZefROTLAXw6gI9X1X90RvrXA/hgAP/0rPzVxgcrL56RJ2ATCsKPKKBB6sBAlvbxM3HWotClOZy1wScACfyl1GGPGg9bhZgCNxBT7ho4KEdgudNhQz6PiNLFhKBgq1h5kKH/34V1FwZ+bktd00g8NTCDBy0PeOSTAxoHNdrK6Y55J6N7AuRZsVcKba9NqQ0RPlxfn1XFdInAyRHkGDl5pxdHx+daedtvd3wtK8LxcvOc9y/ivT8/AglXfBJ8DF56Xbxs0vYl8eUqUXRn0lm7MG9Sgun2/WSti8MbC7AsFTfLiiOAw7LGLrGLhXOXoihLtX1sANHWn6oSoFVraxsjULFjFqQrBIoUafWSoR94Py/o46LctnLXpT0kS6vvEHTiS4E8+/dxwv1EevIIz+Z7xSvYJyd+3hAfdMr9Wn2iMKxFU/tEg0zuVTRlm/tUat8IMuB9rXhPK6CfxTQBVS7vvH8G3rMJh2AseyxFS2vLEvu6dFADAGspYYGudQIivQPb/zo4sqSPW6itDpv+bv1WVEOeabV2OaJP3Apie4JSFHVR21KpyS3v60tp/klHaRsZllKxFutcdryM+rtsjMbxL2ylrJPB9xxUL4eQAOBPA/haVf0b9vvzReSTAXwOgC+cpP9sAD+lqp9vv39IRP5lAF8A4BvOyVNE3h/Avwvgs1T1OwF4INBPAPgEAN9O7/vFZw0EOpdeMUuNiHwlgM8C8EcA/IKIvNE+72v331dE/rqIvFlEPlRE3oIWFfUzAP6Hs15CfS2WE9iMO5kR9HReUFIMBlZCyJugDzM7WSR8QMXOlRyuSMtPLpgijPuopNR7KCaHeQ9LLS6TfcAHg3lG0ZcC4oTdbNlBr+/m98CDvveDW2Q6qCFww4OeZ7wMvLweimGGHpaWvPzkj3l9PV9q43IEykrWld1lGxn5SGBq6Ac0E56a7QmP8EZgG8FnSnSwCFC/2Qj4qGgv67YO6X8qXzixO4BCfx9bV7w9FlHc2Ox1KW0me7NUPCkrbpY1nIXDQumzc7Y6uWVqIefiPMMtvVzeZs5rBrTdaqlhvWwgN1nORPmr0zl6wdth6WN23IMHnV8OgLw9A9xT+3k5qCwbsMnjie+z3Ml9PoCf7+HkwAZxUOXGYpP7/ixfKs+Qhsllnsk6t2wclrR8I4nlSf5seW/tli01Vs+Z1S32x3GrkPNfOpvc6hjga+kWRgmA3iyQN6W2vl6aVbIsFbLUcbLhMi/GTRrD3h8uRC36aTnrcx+JyBMAHw3gO9Kt7wDwMTuPvXmS/tsBvElEbs7M86MB3HAaVf0nAH5o8t4vtyWqt4vIZ4vIxTHIK7n89LloEU//E5rlxT9fYPdXAB8O4BsB/AiaWeqHAbxZVX/lQW9iwUGfDHoGAKTtHwW6wPLB69YOF9w+8x0GMuYe9Q5sTn1IuYawC7O7jGV2crNs/PaPdsuRdIWWvf9Df1J9Z0XfmFw5pJtBCwvLmTnMX7apI++qiqHNhjxmwlK70tuEq+6Rg5raZoBDlqFwdSNkZ03LykqZR3ZvyxeM9UjFnFlfZjSkywrUL9M7ZHg3mnExfGi6dcb79yL+GxT5gu6XxfUiKyWfUL8Bbbmu3tYEWjq4143S3hCPXx+vM77mPs/l92cZdHAbOVj1fGPM+y7ik3L5a3VbZy/3AERmpGM6319m+lzOI/WLQf5tCjgrOGiChvChKdS2hdran7kXVEZfsp85fR5vJFO93zlwz0u4CPBdo1/3SVAD8O5Ts/iy6tBPqU8UWnLF+I5dOfQc1KKfzvapeb2I/AB93pqyez3aOfM/na7/NIA37hThjTvpD5bfOXm+EU1//+w97/0LaCs1nwDg7wD4zwD8uZ1yPTO9kvvUnOz2qvoigE86lebZXoxLWgoBYGt1vk+4pbKwcNoTUGJ61b/PrsOOQH9uIkWwue6aMwORE1ltksyunUs7GOrk+9I7NV3b/H+KNuCyb7++D/bOzDvKsn3gXl7RI0MEiT1YRLHS/c3jopgN2+m5OdP372l2o0m7zRT3RXRILobz4eWO1b6HTtaNgZtiI8vys0M/viCFFQ77feJ5aFPuvfwJFA0PTzLM6YpoONsWASo6MFN6buuw/HJwdKQHLD/9rKq+6eUsy8tJqvoX6ec/MH+bP48W5XwxejzB77OZ64xiZj3+Px1HhjrY4387qOzLvgvPDHkiE1YAbDabG0AORXwMTrPn0E5CsXubPSQmM6xNNA/GNErm462j4ImyRfuI1U1oFnrisZ0Z3dk8oXSbqJWpoptcP9W3ThUk3rfTiHvtdQKI773uLEVDSUr0V6VrGp+8d43QOJgVSvbqmN7bCpv+z5+dtPt1928f0JP3nKI91vGsPFuB7rFOPETvj4DOxgeNE96gchf0cZ1ny1C5UJMCbsRDYjjLtu3WFadqmO6fISdYVvGeSfE88X+wJtpvtk57WdkaWXIZJu06tbxfGAMrLhr99LNoFpM3pOtvALDnx/KunfRHy++cPN+FZs15/QPeCwDfB+D9RCTn/Vz0eEANaNAzzQbTnjLj/9NAGoR9mCHpxRgHgSp6FIP7Dhx7BJSs2kO5zUF1iH7y81o8CmJC84PfetmnUQgTYKP0f15SC+HA/iDuGJrXnU9RCGiQTwv9njn57o3jiWDPNI0C2cnbgdwAbr3+k3cMoK+AztqivsGRcf7bo5FOKUuumwE/peuZD6EIMbkPf1/vy0pLRYv072LfB1uKWshHbFw28H6g4eMQy7Rp7Gy2EZiU3YE8LzvNwPxMiW+VOfohqaQEepty376nv3KaHO0iGA8zzf3Hr51+w/i6AdgJ4FGSITdk4wc2LOPaBGEYYwk8zqw9u+VJYLak7yj0A5V8B6C9XEP9T5WHfRmL7epu/TuWn+x/BzfNybktqR6kxlIUuxJkedcLRH14GOMPq/N9dKnoJ1W9BfAOAJ+Ybn0iWsTSjL53J/0PqOrdmXm+A8Adp7Fw7t9+4r0A8BEAXgLwiyfSPJge1SndWdnlwR1nEwFd8Ei/zn6asZ6LUaD3a9odQ0P5t+tVBdV3/nSAotIiO+wjqw06dpitdt+cX1GaIItoGFa6Vl+NArf8fL05ZitW1s6fUdhrUbTTgU2HOz9YaJT2sBaFHhQ41DgLSyMyRMiKk9vFGW3scmdp9HoLCzntbTO0LdCPVphNopIQj3CZcJggpYPxVpRbMEZseL4zMJh9igYH4B49AwcCYhWTFn2yqYIrqQymsuMw8yodAhr5aIuq6tZG9GgkQfjROKAB2rWDrDhigR9wWWsZfBBqteigpb/Qo0+UBW8gFqtMth5QfUeg6/2h8SoAjFswrW06sPEdd2kikflh7RXfytdIYHj3TX0k0vL10iJ7NvotpZvpaR/P3s/ZkhLHH/j5bzYxiu0PQp4g+MCTBIWOVmDilVtGhXg4ODBzNYT/7341RdpyzeZML+WK0LMko07uNpxATpdpbRlXitWlKGrxyMLet0tpgOXgB7IuYuc9Wb8uFcdaGmhX6eDH28oBU5V+gn0wGTGGz156PZNUBcfL7hb8JQC+TkS+H8B3o0U3/RYAXw0AIvK32nv1Myz9VwP4PBH5MgBfg3Zs0WeihWaflaeq/pKI/FcA/pqI/AyAn7Nn3ol2liNE5F9F86/5XgAvAvh4tPMf3zbbWPd56FGBmqx8WCAOMyjSdeJKjIUeOaJtzO9+rdDZIfZ4RD555n4qN+9Rc4eIeCqiozA/AlgI9BQdZl69YlZ+dx7kCgsN9oER/gz9ZAGs42/egwWikAUt8kC1h3zCDmOLdNIz95dnZUb1BTqoQ6VnhkadXPM6nJjZdRCUBHa0vZji7Nc1eJeE/QzQBJ+0WwUcvAC2cE/9yMOAJ2UZ6sgApsIUdtM+eaYt3JZkreHyDA6+HoFkjpBLqagm4EUUT8qKJ8sKrE0RLOK+QbwcZR8CNR4RUytiTAzOwtweVO7uINxu9ki2BIKiXpQNKemw0ADDJnUDmJ3wO862mpEDUIAAKT1PAHbo4hwRtwFQE2JA44c5apcH7r8X+/bwuXEFcX5Tvy7DUpUO7zCeZAd5Lk60s8kylViqCaC7Lt3Rlnml9/A0k3h5Og/spWN/8T5YKgSl89947YCmuDPw0sC4n2nWwHqLcrpZVhxrAQyswyxAqojtCFzGx+7eoQvQJwYXpEuewK2qXy8iHwjgi9D2gfmHAD5FVX/CknxISv/jIvIpAL4ULUT7pwD8SVX9hgfkCQB/Cm3J6usBvBYtIOgzaHPdO7RgoS9Ba7kfQ3Mc/spL1d3pLFAjIl8B4AsyorJzmf4bVZ3u+PuKUszcxms8Ixpm6Xv/x+8+aHkdti8/KXV4Msn6q2P5YwQtvsHY4Dtjgr2dVtwF1HSDuPvIFRloYA5lot8MyvhWUkjF8vHD4srie5g0QdyuUxnzGHUwkz4QDCHUmypu8umK+9R0aZipUjso1bPJ05RH7iOniIRdn8kh+kyzWrFQtG/Qt6NhUjqD7pwo9s1vAjnz5UjyhTGhLEBYaHhZwYX/UUosTe1ZK/nAQY58GvgT3xOG6vgZLA4DWNum2yxZpLRC/XzjP+XmiTzePQvPW0AzdUoQoFen1drIFH/dOeM3QJptTrn63lnaQ7kJ1CiNoxZFqBQ1id7VgEFkTYsyaSb2q3ILTRGQteZEpXySA4xGHMXAjBGU67R8PKEsom2vsNIrF5YaWlZdfYnJqlWk4gDgDm2JVVW6iJNmOe3jNDkae3+3crwcOwpfklT1qwB81c69t0yu/X0AH/Wsedr9pwA+3z6z+9+GdgzSy07n2r0+GcAPiMjv8gsi8q8A+EEA7/NyFOy5SHf+d2IhlsDNqNi7dN04lkVe4wBwU75a5qG/0IFMLLe4md1nToyVkjPxto5NWQ+KTDAonxnYmprlMyDLfPD8ABrc2Cqyc8jruRe+nZPPANK2yPvvOocm9X0IbQ94TEAmgCMr/b3M0gc4XY8z68j+A1wOV1h7zwg/DwztHvuBUDqkvOd+Xf1itH8GLffVSzHpHOOzm2qxhuff/OyMZgBmb0K0U6wp7Yzr4AFPANjPiHnFec14N/t9Bu2N63x9WNp+CE2YNADZyc3Bn3FSHgbpPrFj53dPXzA6wnP+47Ibxva9LPYIuvQxCb/e6VxQ8xEA3g7g7SLyp0Xkv0DbbfDLAPz+l6twD6ZzhOHeo2f0mfuU+PReErCx5EEDeDor5TT5f87wDNo9j+UhRMKkzdyfgdGJyTKp6znZboQ5f2/eeX7xHvx8BoQP5clD2uXc1+SOvPOOYsJ9+C2KYmaAPaBzih7SJ5p+6mMhfu+A3KGvZBqc4Sj9fQW4L4mksXNJvXIuqwy8DeCPi/Qs4Pd5xwRndYbgvI/Vk3nVg4ijmTIIB3pfLtL3Y+LrryY9cJ+aK51BZy0/qeq7Afw7IvKTAP462trZJ5rZ6tcETQfGOYOdMwCG2bWb3fNO36Uo1JdP7MW8W28s8/iMKjlClmO7XjwSimdkQIuM4rDuoZyTWaOm+/yd0/EMly0JGz4gZvVet7bsgLZTp12r4TeinWn5/YrYZK/Q0QitrlRHbi+3nuTy8Uw1b842CG63/dMzlMYVqtsYdmf1dm/uUEz8835Cfitqy0++gaNfB+5RBhnkSv+917xxCCLSM9gqZl4uCjCDHgGVw7y5SP7y2AdU+jb6x/WMORIpZ8lWy9hBWPuy4R5v4reMbcy/mQ1hccQmXFiBWPaYRmzdp0/uU9pe3xlg020akLzw9w9O1HnpVsaxwBta7o2ds3h7D8USexywKbTsPraD/z/IRvd/2oxNSW0E2gwQIbeULYTAsIkkkEO4NfzH/N4e9UkbgWS3cEYZHsarU3ThYxJ+3dPZjsIi8mcA/FkAXwvg9wB4m4j8W6r6Ay9T2R5GOg74AAgODMqoz2H/i30PjsTDLrz9BONu3kTcU1MSpTSFALSBqxXjQY1HoNypRT+15aYV0g7vqzoIrRYB1Tz8hYAPAIvU6sBGXaCIC2gZzKhqptZ+bIN0ASidB6OZVYMPvAcEBHYOlodFtigv50NQAjTtvcyH9lFSZBFJMgA0DBFrzclZwnmagc18di+DMhkAwY5M46W38AVIykGtHYZQX4ueCNDit1wQOuj1zKufBJ0EmmIj4tTrfJ/SYYUVSpy1g4aC8K3i/cwnAA3YoPvXFPGAo4bqekTUEv0f0ramX2Zb5+d6+ScpaP+93GkbD3QmUGtze3/tgITbNKKevO4cHcds9wkIgU3d6wsD31KteKzsgEwfW4T9Nu9xsBxgBKBjVWzyY2UMx2HbDgJo/jYMcPJEgfNn0MT+flHACQ8ceM9AbruPACgNiOgAaKQ6gNER8FROgx7Iwe1p72b5M0TYhaxq992x3fut9884FsEchatWVBHc1R3gSnKfZfzLRapojstXuhid6yj8nQB+N4A/pKrfKCIvoFls/g8R+Yuq+pdezkKeSzHrd2UEGtw7iq8/TAqUZgS8NtvPPqlY7YaUHg3UIwYMbKwSe02UO2C5BZZbxXLbNVc5agM7drClFmCxsO66oO9XoyPwGoRqSC5AoDHQo2Ke1AR+ACQB/OBFnhUODsS8X4k5mR4OK54cVhzXgroI7khhzAR+axs6mdyAXYAabQCqokckqaMtBw9eYPcvIF+DmSN1tLnXl5wn95Y4sGVZgGJl4S/o0WEWzs688qIy+GSLhwIUPafB83g1K+TB4iT9ehQwlZ+VZ/RlqrCdj3NTVhykopY+ez2UdbDaOIgBmmNxVQlQBBjQL2qHBdZIu1s2brtQ0i1kd7mzcXCnvX2IDwxIlfsXKVEAw95HW18XxWCJYVAZPONOO7k2ZDi/vEnjfY766VCfAGMd5JW7tgUEBO1gW4t+ctBXxZyHVxs31UAENGTG0BfCIiaIoymojMGqBExnS4oOcqHS5BwDSrvm2y645anzQmIcS5xthXZoqafzCQsBcz9ZO+RClAVhWVlKO7usAZwSR4D4sR8FikNpgu5WlqmPjjfKsO+SN5RdO6fZH0LXpaXL0rmWGgXwu1X1nwIIT2cR+RYA/zWAVx/UJNQfwi9mBjvPuUxLe4z0WS2dFwLz/i/dEgK34BQlUCPQtcQyS4t4UgM2DdQ4gCq3HtatfYZmM9ZyaAM/DntcuJxWoYkPhXD5kJw1TbBF3WkTMWeXBD/GuhUDNjfLiieHI4ADjrWQSZg1M73PZ5p2UKeDuM1p2EmAhqXa28XzQm/r2UZtg9JLDsk8a52S94esOLleBgYj9N+uSeknW6MWYKHbYalpSysVxrON5qX6qO8fRApCk2LPFAxr7xt2W6VZbbPUrGhBsg5qGthh50oViROPHdgUs9I5qDksLT9XLnvlcoDYNtrrH0jrD+VWUe5q25/JlqC2VgYCfgkoDMCg0r5JzmsZyyf+Z4eZ3Tm+p9FJk8W776ME1JCLpwgQXgzEAG1ngLDwuhXG9o7y/a76ctVkCwjmYUwE7tfObMVr5ZhU3Mrs1pcAaNOPg6D2P1Zqq6qxRw/zJuSuWcLXQIP+6X01AA1trud9/aasQAWqyGbXbH/PMCHzd9Nkrf9/OVjjPjVXuhyd61PzB3auf6uIfPhli/Qc5AoM/ZvN1XkXy6ABkfdPVwZj+CuHGOowsCz7ZFr1mWmJE4ibT4IubaYVwn5t7/XTiZvJXdvsSq3YMXvBKET8GlfFlGabWfkOg6NSjzOKhgcRA5nNsd1/QoedOZF4sdG6JtCyX1HF/6m1AAAgAElEQVT12Zk9K2V8jJcCe14yzPx2ZcwADlKbX0IumQVJii8jKSl1AUoFh2Sz5SxHrGUQmMt2r5UxEraMoq/4D/pfSt9kr21IRs7BcCtNTU7EwMpKRiT6RBGNU72nfgoZuA2KVfs4WRugKevkOA96Fik7wJSiuB8OWw5ISXLftt+xLOvl4s6X5cEJ/u+2DY2D3E9nwyT3WTl6Ofu4YT8kDRljdfeld37X7DuPh8yjXI2dCg7LWHFRNvUYIjWV08imPsE2YgyHkLv1JPbT8ev27eDanxMAB+vPRSoOJutO+tQE+M0d7XJghunSZ2n9eqezF/NE5MNF5D8XkW8VkQ+ya/8agH/+ZSvdM1Dudw8B1l0RPPCdATSyNiIQEWVRGuzjvSgER4E84zg6KxLlzHp2oYFBmT002iW+B35gY4U4q+iXACY7tDF+nfkeBsHxIIG+7myo3UqwW4j/n713j7WuW++Cfs8YY661937frzeqLWgRQpRQiYmWxAC9qLUVMSKSKFUstooNHAWb0japJVggJuaA0Jq0KUWgltiIWkxUauglXlBaTYmm9IKYigVs2lJbes737b3WmnOMxz+ey3jGXHPtvd733d/p8Zx3JHuv27yM23ye33N//LvnGrtFhKzbVqTfOgw2hoOnYYEvtI01WzP6MyYc3m+eewmsbp1Dq9fV9c9+G95vjOvaNdgaU7js2bh92/DwPmync9qxMV9XtVemdRs0Lr7a+yto18WtwucHjILaeVuD6sciVV816ulZokcfaQ101d/bdl27CtQQ0RdCQrr/HkgI963+9CsA/LvvT9deo6mgZuYKXv25BsKUFmnjnMFJ+Pwh8pL0gB9nzRA3r4jOoCY30LLV/S1GHcbSX0dmeWY2W/s2DPc418r4NVffu8o1nr9mbPFHH2+QkFnr8NgcuHmgR3jFsa7X70yTEW+3/v4SQ1qfE++zGrOkXx/vO9BtO9frXnGfp2HfjH+PttXUDwz5daW4V6Dbpv52AspJTKgspqfG8M/2t3WNxgRuwSN/eIVP+rj+vDIj8nnfN/jm1ufNaYh7CX0tNqOcgMvg4NLN3hBcnmlq7NX3wMZ8AOf7e7X3z+leOC78Mc7fv1a6hvUYLnTz7Lj1rTbm/HWEqLhP14DA96pPEgatE9tnvxaG/fucnsPMb/PUPHe71qfmDwH4Cmb+JiL6cPj+vwfwe5+9V6/bFKhwDpmsCW4qsN84AVwY3EhSuxf9PrPUGtWCjTk3NysReoigRUBtNX9YYmXdaH6aWaIX1mn6rbmUov1UTzhOQCvWR+kfGBJanhiUu6NmUmdQZhnf2bXRGbMMTJyFDeh1h2l2Xwrzn7Dw3bVkNDz44JGhWZbY2n0F0ixjkfuEOkjGwMKaOWALPhZngmEKY0rciXkcftJz7boYx2u1mmQv6PGt94M1czJbMc/cQAmoi7zPWeaHmbGWF5JGGg2AYGBewJl2zt+vgOgwqDgJ4zU3Twl7ODYpmtdQlYAunFBbQtPIjKrEvDVyXwtm8Q1yUGS/VwU2ROBKgJUKiebHsBcazEm4CdjRfRnXdWDEDiLD1DxG9P3YIAiE+bg4l+v9E/f08MPGpcj+ra6N1TGrw1xe0bnyPXjh/K1M4C6wQfe0ObpHgJcYnKnvdQ8U0DkCXENrzcKi3XfwrEPhdbUesUaXfR72q+3/C3NlkUyD0/v2of5dY6ErjQmzFYZE36u2v7mFkjcKzFtrHsWKRiqLGs3d2AOv3aQfb9vztWtBza8G8J0b3/8sgE95vu68QYuApmAIaUQT/41W7JUFdEydO7ZJ/rg0pKmhlO50FvMfrNPHc5Bsmj7MraYeOq0hmGkRJ+F0akgLo2ZWz38e0hV79E+irkmKgKwANGl9E1a0pfWYSumgRpw8hbkaIxoYnkUVJS28qM56nABUIXZI8Oq3cl2Zh0lDJA3odT8GgtdtYYTw1F5hOM2MchQmxhlomdBIOIjwzQDijOBm9dkBRmJiDA6rOfK6VatjAXe25iw/cu6Axt630q8Fu3bBAIixa8hFNlkr5CDY6ilR8NRkRqiNtOaUXVocfRG6P1UsSbDZNpjDAGxW0relugcEzCRqWDihsGhpDNAsNWFpScGxMLPWkvhykI6RGLUlMDGWJYOXBCwq/SIBVfdGCFMWvzLZC/kkqDHNDem4yDNbyOfdtGcDuInv1/MQ1nuYngQgs5f8sHmxA4g7aOGVsGGpEraA46bVbQOkDL9R6Ovq2KHStgoDjfiiqYZtfgywhOcgAhwDSGxVrglSjHaSIrUu/KROPwysPmquCXuWAfdnOtMy6tjcJ86A2xqAr+YrghkL2+7+e/0YE7Ksz13TSJhrxtKyaiHl92qgvRKwJJ8XNNnrRjMtihWAAHSg+/Q9U3vrU/O87VpQ87MQ09P/vfr+HwHwt56zQ2/S/IEuACrcwdIZVuH+x+IJb+EMbcfgqQFFmFMpDbtS+8OkDL2EGiPmNOn3566ej5KphWunmZGPTUBIoZEY+EX0Zc3gizLbiZGKRNmgkRSUzE37LOKWFXdrymy6+oPG66vGAYmALJorZx5qXjHHYAByDw3fNac8GXfv99rUYMyMFlJgB+RTQzqyMK8d0IpRJwzg1LUiJmUbMlkDG4RzHNSsjrHaVE2PsbB2u08awYxrxZh8rpxZZCBNDdNOwlNazUipicOszntUF/sKJPSij2ebF8EMozlpLFJkBc5w+ePjPyoAXGtqREtDWFrGwgJk5pZQmVBrBzXeVUYPXQdQG6GCUJcEXpQJ2KAV1DqYUWCbFdDQonlxTg3ppOqCmsd1i7mK9P2ZU7l1ZtgbhjgUGKpjt5l/Hej5xTvNcI3j+vphHkjPfdIq8hgmCMBKGD4P2qyGsC/COWvtVTQjcyZPDspZxxUiJy0qrHGniagkA88hhcNqn1hXE6GbbuIYh2ff5rG/ujnJgI0KQpvayb5MINK0AcQ4pRUScoAa97OZbKSfCyecWvaxLE32eK1JQLjtVwO1VQVToIesA2KaZgM5zwNEGG9Dup+7XQtqvh3AHyaifxGyDoWIPg+Sq+ZPv1+de9XWpRQWQmZ5MTgyKnmQTY1qSaPYzE5FJPApV5QsRJbQHdFa8JtYq7OZCdVUlhrC3BOMqXp9EepkfgURZADheTXmHqWvwuDMSLmilIZaE8AsuUYsrFbNZTk1nNaq4kg8gtQLK0iZyE1RZpaykHZAwNKUmyduc2e8QMgG4OFjp554b2GkozCxioSUMZgOBu2UgpQzrYsdqzSG7LwAyDhx74+1tSTLAQANQKr/WY6a/p2sQckNJcu8zElMT0U1NTNkTK7B04rAbJWBz9QII+GnMHeb5o5hEgDPwMriv+Rah1dojcWfZm4ZC2dXzQuogfjKAGFMcN8Dl4pbApYEWowJiNbBzU8rcEOLamqIkE4NdJKy1JKMMex926cOehlWUf0qfqDn90zK6NqaMI/yOpoITe45i5w0hrt6pjrgGBeAVsdsdbvvgQ5kiPBoSgrX0AS5haKmZrXPI+B3QJMZKAr0Yl4qYNME5fdegUhPwGfzE/use9ovxiFcX8c+AsrxnjGx3rWttYSWRJO4tOw5appqaaqaRjW/gveTa9JM6SLUUKVBC/XkM/kq7TWe1bft8XYtqPl9kEzCPw5Z/R/R12/HR0OOGmCUWDIAMAiyGT15WnyoU5TC4epHUkZu5ewZ/UG2pGQAukOo3t4Qt/tNBAmk51RhUFVQc8mfJoKc+Od9HyWp6JxqGqQh9Pzs+tSvD2hIsonwPLz23DxxzDzMw1nfI4bgnr04Zo9NlbUquaqLfcyhb87AMEzyllQcCfuQbygeG3HEyk+D41/0n6F+7mDSItFiGdgzZmkarJwYtcl6MBNgx212vM+dE/kB5JyPt8/vhR82vh8SmekaRgdKU9UD0ZESDmjWKvK1g7wdP2gzGoekb+i+IQHoW1kENAZqUzWA3QR9b4bputguHOBfP5a/6ZobbDHqsCfPMPRTzMr24HA9CjRDNMGbqSh0bgY6EgFOCu/jffwYDQMnVh+08MwTPwoehlD4S8c8tjfj/t74feu3IbfMxq3X9MinzLQ2anpKxN0MpRojSwnQ55+H/FDD37P600h7G9n0vO3aPDUzgN9GRL8fwD8MeWT+N2b+P9/Pzr1JuyQNrY8ZHvb4uv0RwHUhgWvmFF+jyplYSxvweO6glo6dCcxpuJ898KGPFwkTA1Zt22+4ovDruirxunaf1wnrFgbHQozXmU1fs3Up+PG+GA2/3Dmb3Mdupi869u6f0eekortJkS7mo2vxOu0VAI21s0g+SO6Opl6l19TFuXjdK1Xow5Yb9ryJrK9J4J/osu3naxjyWXuFw403XtUC87bz1vMyHKuvnZa8IXeljfePjDURi8P4+9UuDGfLFHYJ2Fwy5aTnRiLP1BhvHYWfu11d+wkAmPnHAPzY+9SXN2uMXiYhPvjBKc3LDTyxv4mwyYRMS7F5zqovo4ZGpdKlgeYKZJIEfFa8b5EMwkzwNOgEe68lDDIGIhg1QrFHOWgFBkIQtUex05GZRy0HwRO1WU0rS7q3yxU3ecapZvG3eRI9Qp2Gu4aG5oZEhFZ7SK/V+BlMZMA5ledO/Dc1GmfSr56z6tYm83hKWFcpuPsaRU2ZyFw51FQSTY2cu07e6JqxePF1f+OaE4bfH9XkGNiKZkJd75wa9ln9gUBorI7CVLV8gvlN6dZITTIk6/UASP0vNUVmL5uAvqdsLjeYpawZD/tCHSAc8EbGbfD6DDAw6e9PNNNCBA2nmQRHvxp5TxSi50g0voNz6np/rrDYsK829qhrruw71SRb8k0x1Wqiztafz2iyptrnxEomcIWUG2AMICnSPy9TcYUdJw6jO5aPIP78pPD8PrZHz/axrOU6QzRBzN6WLXjKtSe81H5MWvZjlxY0JglkcK2p+UM27HIdsmef7VPqN7WSMG7Ktt8Ti7bmGbHdW/PT87aLoIaI/tS1F2Hmf+15uvMGjYOt3pwtg6MuF4SsnDScF1tMJb8u5JaUGsU03GsNiXnMW4kEiXxi5CMjHxbxG0gJtGvIJwKdGlJm5GOW9OizgBwQ0KaMfGK0HaGV876Kl37yh8IAiPW1MqEq8fIHx4iGPqDkD60QTw7mqJTEb2RfhAFWJtyWGS/LEbd5xtISPpz3HoLrDE39WcxJ2dPia5mIdKhIhwXUJHIoLcn9bs4YR4z8YfLsytGcBRjxFo7ANJ7jKeHXhGhFcGPxTL+maZKcqcn4chYiCcCjniZzoOau6l7U4dZATq8pcw5obFwjCCecse04/jXTYNnfxEL4rXglM7m/xC5XvMgnzxxs6u9CDbd5xlwy9rnikKtHgTRqof8y/ptpcQfOuSWpiQac+b/IZ/L9Z/uBFMiYWZZqk6GoBm8NDnxdrJ6XOX87AMLZM9JPgpd0cEwSAdjG8SLccC9pETV5EdBEkBOYtDwEY/8Yq73bII7npDiPgHQC8hEoh4aW+yaJApv5edk+SSeJFjR/prP7ee0oEj9s/3E1bobnJzLByere2Z7ughLOgPjZnPh1w9yt1svL21jkl5YSAeAZq2/LjF1e8LBMEvmpTvyU5Dl8OR1xV04AgA/PNzgsxQM7dqlilytu84xCDaVl7POCnBlzUjrldEvUuYkkGKM1QjtmoZXZsl0/4uT0Gu1t9NPztsc0NX/X6vPnQlbzr+jnXw0hK//jNTcioq8B8FsA/EoARwDfD+BrmPmHwjEESeb3ZQA+GcD/AuDfZOYffvL6DKkdsyMHLTGEtC1AyoRWobHX2xeJPilrdabbdQEPLcTWsdzDmL3e07EiPcyg+wMwFaRJCgOlwwJkQn7IoCVJREgVZ902EfIxo+6ANI1gzMBTW8jrCmViByDWn5rMKxA9vBrq9qD5bqiF/CuAg5OkjNuleia8mI74pN0DXuQjGgg/f7p1k4ufa9KMd1aIaj4B+dCQ70+ghxO4TsglId9m1D0LQVMgBA4Axy7l/jnkEn6qWuHboplS7z9x6gBIabibjyJhRbhX6r9zILzup5AAyoxdWXA7zQCAD+U9Sq7K4NtgkppbxlyzhJaSaAdipWuGABcHUAGsuHRtzIe4g/UWfl83G5sy8pQakjGn3HBbZnzSdA8AmKhi1tj1BMaLfERlwk2ZcV8mD+keaj0p2H2xO2GXJELwWItE5JnTue4v2eQKbtTMapXZzacGi2gxUatK6zwwu7Nx2Xt3pOaRx/geog4etS5XybVHKBKDVLXh2g1iqavE+lznBlQJ+WXVpEQwQGGPuO/PajnOapTZHGjdJvddUpCWD8D0wCj3AmqIUx+K067kx1MDmkURhmH7/U2wW/p9z0zvUZBABzSA0JJCUt1axpOwqakx8mFaYYzPEYfjhj3sn6kDPV13IhZBahJB6n7ZoUwVSylgZuQsv78zHfFOOQAAPlRucSxFtDb6XO7Sghf5hH2acWwTPlRm5GwPGvmzbekxkkbAtlbRcoHnpQJ6IMUztHWiv7ftzdtFUMPM/6y9V0DyAOBLmfk9/e4FgD+JDnKeav8YgG+CZCYmAH8QwPcQ0Wcy88/qMV8NSeb3JQD+DwC/H8B3E9GvZOYPn10xNGIBEGlBJ/QMz4kxSEaRSZgzmI815kNgSV3A5M6xsYKxhXRHdxRWYutF6YJ2gh6O4IcDqO6QdpOYMU4LmAjloYDnBtIIKS4JbSKUfULdA20/mo4sEyXXBKCHWE/q4Z+IsaTkUpUVkqMwfnOKljwgPGglkEQDsS8LbvLsIOmuzPikco+X+YhjK9jnRQh/kGTJHGSN8Otc5BOjHCro/gh6OAKtIe+nrmqvdongxDhIxV0q9DweDSAEEBWBUDjWpce1JiZuA2W+Q2G9laaGlTnuikiPgKiyd0VNN5bTZ8XaakuSxFH3TErrsXUgEzVRAzhEZ6ICCFbhsNZnH6tW5NZEjCk3pMS4yTM+sdwjg/FhunFQAwB3WaTdu3LCu3mPOWWNFOwSe8kNN2XBO7sjdqmDaGESUM0MC6hpgHnUqyJNTa7oTsLQqMClCkUKwGbThGFrmuLajs9xbKygJuu6MYsfQ04NsxcaHSdZTE49mSLZmAi+aJFJD33jcW+ttWquuVSTszlHG0nKR0Y5NJT3Fkl7QGXczwyA5bklZtRGyDtC3cHzS/lQNDSclBalWcAPm7bmQmN1/PYoUWJM1LU1cbyDw/v61aZstSC9CKYCHnuegwsBIM/LTZ7xSdMDbvMJPz/fYCoVp6mhVUIpFfuy4J1ywCdP96ic8HI64r1lp6YoMZXf5hm3+YS7fMK+Lbgrd5J/ywC4aa1Z6JfslQWtEWbN/0VJ+jMELzxDexvS/bztWp+a3wPg8w3QAAAzv0dEfwjA9+KKCChm/qfiZyL6YgA/D+DXA/ivVUvz5QD+fWb+Dj3mXwXw0wD+ZQB//PEbBPMTBwJaR98Uk/RdK3EmVrEDBFc9m8QCPquVs2V+itK0R/rMFTiegONRiPy8gLK+EiEdF7SWkeYKmiu4ZeRT1orWnQAM0pQRBjUxWUVaACGnjqkwVmpiBzXc0y6o5Gdmlpwlyd5OKzfvkqhw7/IJ7+QDfj7fqqSOc6nPGIASPctPQqcGOpzAh4McdlpkjqyA53qMa8IbQU2Q5C/SZwOZvFrqNQHWvkcJtkvvfU7c14jYGbr5GhUtFBlV9A1mviGPJlvvmbWJopeTGH1G3O0jmp3WBFElZGsGRIiSm1N2ueIunZAVsR3ahDkLeLlLJ1RO2OXqGpnaSDQ96j+zy8JI7spJ/RgkZNYlX9XOiKShJk2v9tqBjfvQABIjXhXVRm1VFDguMM3oK7a5DwJIn5JkTY4m5E0GpTc3UFNJQ8HXx4U+rkOcfT3is2t/tndd7dR9SvIMpCMjHRdwTcglebJI0sqiTCmYeTVUvkI00YBnzwbkXqkyeLH8WewalK3mAlPU1AS64jLDFjMegNf43da8+XMctE7mPiCmL6jp6ISX+YhdklQbkqFbhLabPONlPuIuCSC/zTP2ecFcs6efmKjhLp9wl06YSc1PcYNpJnKTzbKmbCiluibcNHesAsNztbc+Nc/brnW7fgngl2x8/4sB3L3mvd/R+/+cfv7lAD4dwHfZAcz8ADFv/bonr8YYpLtBLbx6/1S75ENngOaMKQEXmZRLlZWBWsG1gWsTabSyEPPWgMpIi0qslYEQ7nrmXzDcZ6z6bAzVKi6Px9MZ/R58PPxLZd46rpKqjl00QRNVTLRgIvl+SxUdtVeuXWiQkPbWgGURJqag72yNHFytxhu7umYUCMdfI/y8DjHR6xqx7LmBuhbP1PVWHThmPI0RYxdrQp0xhSeYx6VxhdNMS2T9lDWsuqYLMqz0RZPvwWe+Y5b/SPKGyPgm3RMl1a7E0AW/5LOy+Sw2LS9xIc/Jo+Dmyuam5TAnQ7P9ZX+bYOfCxfnCezstjEemhzsTX3/2AAKhB26qG2gCd/AXP1+49+B/dSUdXDfbO5fHfZ3Goa9fVHFf7lPcr1Oqsm66v+JzFfd0dCGIleftmLJBt/yz7hHfK7oh+rNw1TCvagzxi7zm7227rl07U98B4E8T0RcR0S/Tvy+CmJ/+3Gve+xsA/O8Avk8/f7q+/tTquJ8Kvw2NiL6MiH6AiH5gPr3rBMeT1gVTxKX3w3fohCxGDl0TunwmtQxgSiI6mBXEcHsleO6X9ocrfA4t5tPB9iEjI7yCaG+F96atOOw1rduQ1NxfotYe7RLPWa+L9ceJTTgO62PkON44Po5t6x5M69/47Lxuejj/fT1HW3MWC9OtC5/2CcA5YX9NKc4F0M31k+/yxjqu6+P0vo6v9nt8zz6G8EAF08QWYyfGto/bak22LhnX9+w3rI5xILmRY2nVHv31MRC50Wi1po/lpzoXwvQZWQOR+AyvI4auaRvPzfDZL32Ze8fbrTVq677271cgZv3exzne97H1Wptu6gZRsyKttq+rZtDm1abi+D5eO4zn/fB/WWPNS39v23XtWvPT7wLwH0AS8E363QIBNV/5qjcloj8K4LMBfDazl1J75cbM3wLgWwDg5ad8BnPqBdpADJ71cyX0ooSQkgBWENLKA2hGYSvYWFJzydtyM2w9XNGhjvWz1H0aswljEe0EL4tEeqhkak66DnoMAAHoSfGgdZIY0FDamNXYHEJFeu7TOZrFNJDIHs6giRl099zvaRJQpu38FFL4MEsKfXVCHpNYoc9D1WKepwV8PKEdj0g5g1pTX5WNP80mTJndqdYd+laA1K6BzPJ71rDPNB5j+6Bl1d6H7MGwzNJxfWNtqMJAaZ5l2fZHDBsdyg+A3PwkfhzkRR9bo56CfeVHEx0o18whgoFhO8bliUzUzAWPMoaECiH0lROq1n+yPlumbHHkHoFZA2kRTJUmQ2kHK/znvj+mVTCNg2oqKUlmbNQKqGP7UMvL/ER0jQdQbkkRATA0gs6ioqwAqSbVNJMyD9qy7XkZMIXuZy9oab4gfmA/6UwbEtd1DVDCmvaEhBYpqBmWOYv2tmhIPbM60m5oDOJzQKFbq6g+n7tAP1iffZuPuO1ilWhb70jnBo2014DrYGdbwMGoPUI/fjgPcA1xVm2LXOecHlUDL9z38tIkAnHmhLllHGjCzBkzS1SiZxTWvkupmKpRpVZ5XsfeEhK9Nrvabvz+AKWP53Zt8r0HAB8goq8C8Cv06x+LPjbXNiL6YwC+CMA/zsz/V/jpJ/X10wD8jfD9p4XfHm1NCz62SZhZmuU7lP7bkBq8oVeozeyOsyU1AQhJnNFaUHFGRzlzpos26GaEfBXSTfMCPhzBpxO4FFCtkkG1NRASuDV5wOoGcEq9/zRJrgYAEkKr0RsevpirEyAj4nKRTmiciNCKqBuVVmKXUntUSjJGaAU8UQFkGplZQ3dSPDbQ/RHt/h58PErU0lJ1jCRrl8mZF2cAhZGydlzDz4VRUReyjPnp+tIk1JJTcn8OquiZo4v0q9m5hdEKI6EXEXXaqefwxMDUQEUiLqbUo8KmYIoCzp2ErZ7SUvNYS8mdt6k7PcdcS8FnCNhgmMO6hWPsfVTBB0Y+per+NECXXGfOOHLBzNnr41j0EzOh6jVrErBmRTCtZlStKYBbyH7wSLUQ2m9Me5YCbTxRN0mW4vtBypqQF6L1goyMXuQysfvHic+L+WV1QGPAuGg+kzPHzKihMPSrTL6XgUAANN3RNZqGB03LmcN3X8u1Pxhr37021sJIxwo6nIBakO52GlZO6GHwitxiBuYwFiuP0P12Vr+bo7qBQo38ce0lh6KOTGd0T6qxx0g8mTNu45hlrngwOcWQ9jhPnNABhs03ICZONSvF5qmOdO/Orfi+XLT+Wm0Jp1bwUCfc5x2mVDG3jFMrWJYs+3UhqZdFsl8byV6ujXxPgwkts/qmXaaJr9We+XIf7+1Vk++9B+AHX/dmRPQNAH4rBND81dXPfx0CXr4AEiEFIroB8DkAvurJvpECmqLMLTPaBKRZgYdqOlqBMKfM4EpSpbYJY8vFokWqJ2paqGFBGgECMBA6ZitNLwzdw7kra+RBA51m1IeDENvTLJEeURRsAFEDWblci8SmXsqhFUhdKo3gsPwwlBhFwxbNcfMsp0QkNADMITolk+SD8EPyOScWx1d0YpfAyGAHNFYYjhYhDshwKQ5B8swzkA8V9N4D+HiULh0OKA5qBNB4zRoFG2mqSFliUKtpTGJxPlIGlw3ANlCRRHA1W02rzhC5AA3iOJ4ALxTaJgAQTQ0t3WG5FXYtDe0aUmmYpgU3eUFRIrvPy5DXKIb3m5RblcBaLaXWkjAFr2DeK5mPDNEk4a4KH8CNrlc0I/jvJDxv9OMRHwOReptuDfKCloc24dgKFgU2taaeC6nItapKv+simFUZBC3ka2OAxgGAVucmAzUAuCRQbWi1CdBHX+c2hWfa1pL7HuhaHHYlo0j4FHLkiL4FvZUAACAASURBVCbTnuuqGZQ9r52ZLXV+LUW+P9MDmJQ1g4FPBOAZQYQxZtVSxpDuLSd3JnjizXxkpIcFfP8AutmDjjcgrXVlJSVSbVLMVjW7xH0fdM0j/NnaNMVqfirPVWXzEcbdWtfM+V7WfQGndaadC+DcwLrOgc2PTHzf64hzQeP8WBHV0V8mIAB9jqxfooHJrkmqLUkY+gLcpx1u84yJBNQelgnLkkAzIc2EakV1VZ1bl4Q6JddCgwXEcV5P5Ju3t5qa521XgRoFF/82gM8H8Hdj5YvDzP/QFdf4RgBfDOA3A/g5IjI/mXeZ+V1mZiL6egD/DhH9VQB/DVJz6l1IjaknbiBMrammhgujnUgYHYcHvTCoNKTCaETgrJEFuWtpdpqdEgCSVnc1x9t1vZzxT+2w0YygDsCYFw9N4GVWvxIl4imJyanCKPIwLi+2ODFKMcJMIc8CelRKqlhY8qOYxsDT2HOXqOz7LanD1PPRCW/M16PM0MbdlJlVAlceJC2vODxLrh5+7368WWsaIRMYVwBxpUixyNYwmBNcCnfJU4AsKTAFBNRYkUuyeUwAjEkyuuauSBi6mSXtzyqXY2ooU/XCobu8ePj8lGvP5cGk85NGJtCEQK6r/3ruoJXpyaLBRh8LWYNNx3HnanDmYZq4tR/JWvtW1fw0m0apKaBxJ8XO4GoipBaYHAy0ybFkkq9pSKJGw8KL4zORkzqKMzDPwH6n60RoRZ7fDmS5M2sDI2ZyNM1KDNE2zU4CkkY+FarIlJFo25XHz7WpD4KLgRTTrnWTC5whn5lXovYtXD8ycpMZkhZ8pYWRTgvwcBCgMFekorlqzBetqkl2pakx81PL7H0ceKaBTf0jDWW2xHNjwMO4zuTABt3kbPOhc8NqxqHwHTwZD/r+Deb5GNl5FikGeHBCDgMd/NKAXpCV8wC0EzFOAA51wqkVB+ynltFqdhBOC+n8qj9NG7XQpJopbpDs7s/U5F5vQc1ztms1Nd8E4J8H8J8D+EsYHqOr2wf09XtX3/8BAF+n7z8I4BbAN6In3/vCp3LUWLOkSFZJmQMjcykvizkjpSaAxiQWlVqsKGRJ5zkZEvFIQIb3wfGMow+BEHHUOpxo/jRRW0PASGmD8GD9NE0Sah488Y2pJrJEa22MTDKQwQAHYCZaGqM2gTEqQ7SIGPDoU271ghqoE7EaO9sZsRP3uYJPp3HRavP7+ToBnSnqmJmTUv5QgHOYG7gqPeWeQZdNg0F0dv3BbyOxaJkyd1NaBEuakEuyB/eoCgCusZE6SucUL5om2TuNQdV+DmgCkwxtMC/Z0vr64ezgS+bDhDZ8FmaVur9BS8682EBMY1g1bju+cXONnZlnOrPqjL8zee7PhGkldf+zah18inxt4AVGGcojg2nJC42mgEaMcet6m69c2pqToOVy7QYDQ6ygPyLUx+V/YymHTZ+ZeEsHPqygo4dzi4mOgXmRZ2U3gaqkeDDfI6rcTWzBecbAitM69JxLI7DhPmYyGiDHexc5AAfdH6akEEHGHiQ9/0zTQqvxr+YymO7s7wzA6/k9lUYbTFDu16WvZkY1wZMhWdChZtRjLbjNWX3AqOfGYTj4dn8w2/sccurY59fhfpfaem7etjdu14Ka3wzgX2Dm73ndG/EVOjaWuvVfhw5yXq2tpBD7TIBIdXbY2QNOw/frwn7O2DH+vj2G9RcXfrgkJjKvOtjHtuHY7/02YJKJsVzRz2vaK52/dWggVk6EL0R98daY0ce1/lnATBBz9bszB1Di7WtHAIfwNr6ueZ/hPdPcUSwGacBme3y+3C5hnjPMLUYovOfNiF4MY459zc9KnXXrXtz/qwODk7y3i5m+V6/XtAvHrtfnlaMahx+DcGA1DjaPg5uYnmyBXkSQJ8yWscKi29FU6/bEfT1YYK2pwfb4x71L28++92/8+WwvX7kF84UDrS/1ykBec2r3rNKXDhwx7vY+fqb2Nk/N87ZrQc09gL/5fnbkOZpIgRceMl5xqaDlkM/6QpZETahHoYYZmgdBnQwzNdXomOTIngwqJuiiQKA2m+fk4PEY87GxnBRRiiFsSpvWP4vImTTvSEmh0OAwWRgl+Uh1FRyQjn+ihkbmDCtq4ImW7bwV63vEMWmytbM5sKrdQQra5DVrhsRhbuL3tH28f7eq4cORadL2Me44nXiY/0QyJ4CBBJsvRqt0vlZxnqPU5xLr6H8RpX7/bJoQ/z6YR+y7Ro8ypEyMjIYM9a+x/UOSOdby0mw1CmOPJsp+E6xATNdi9IiX1d5vDHCT100JXsRnCnO1mezO1myjef4gyy30CLePAJZNnREbb7zfWKvh2bVr6zNNTYG4RbPZ827muFo9/YFERyqIaTpP4rk9OiRv0r5zcNHHaQ8chmhK+41IE0vqvFWW6L9Bu2t+f37Ri9OKs2Sa6zldrWnMkzWR1Blb508qqbnje9dYr4G8XMeezRzHcKG5QnhAZY+e8nrtLah51nYtqPkggK8got/Jl0TtX+jGCE5qWgQwEEbTuAoKCYnBorCum/0mz3hRxJl10fDWm7x4QbT7ZXf2YGViUG44OSXWa9p0rbUFrZqOUxzRFg1nVZU8tSaVvGPqcG09miX0HcAuLSipuvp15iSRLqEi7ZrPpdS6w7GpoJWRT1oEbp+kHMAuVezTgn2asaMF+yQFDd1Hpw96HK8SXTSIP1FstQ5+B2ynV3StRdTWRIDG/dpk65pkTADUARIduBiI0YgoM12ZCYPV4RSZPBDEjiEthmhAcZ8k+SAA3GgU1G2eMbeMKYnPUwLjUIuaPcZhe4h62JfRByPu5+jk7SG/XlqCRh8mU/03cYCPzfwjMgkozWDs04xUb7BXHzJ7LReIfgc0AfynoAFpY80fB24BjMm+lr1PgET8MYNr1ZQHVZ1muVepT1D1P/drmXc7hz0RxxufQxLwts8LTi0jp6alK3jcU8NgO+O29WLiM7NUBDBjhNOqThfkPr3Yrd5W5S1ZUxt3k/moTSIlNUoSTRLypUUdhdHUny25UGcAZgD8K8DAYdzmV8PQ6uvh+TEHaysomYixK7tQGmWcfteMb7VIr7b6Nk45ANlX+7TghmZkarhNJ9mbSrNSYqdL9jze5hlTqliy1S2zY+pAyyg4UJt5n1aCXV/noJV7Agy9WtsWPt6212/XgpovgEQh/QYi+hEAA2di5t/03B171UYML155LimO3xHkYWgVnuNCJHHGlBpeFEnJnYjdafJFkYJpx1bwXtlJNJSmUM+5RyQ9pNaZqN9/4yFoLP4kKpHRUsV3w3xMFqla7MCmAaYetiy1cfAdgCz+9ScUxn3ZoWSlnsL5O+EgYNJ6QEQWPSK5ZoxYvChHvCxHlNYwc8JdOuFFOmKiBXdJ0uR37m/90WEbfVA/Aar1bC64NaTaOqGPQMVs2MpUxDG0A1FnGBzIKpkPDoEsP0dgWpzQHTRTeDVfmmz+ThAHaHU0pQTsigDEfVmGuTYAfJtO2GmelYyGOWUcW8GH5zObwThJEbQsYVwLhGHFiDplfGnW3z1sWq8XwsN55YDooblg7KgioeGGTpjSghueVRIWqXeXFgfuDFKNJNwHi1QinlIFWk/k59qCkH/HNEcOxiyrtO11K5GgzsK0NC0P0ucDCmy8Krv6PLkGYg2kN5pVJ59bFq1akgKXlgb/fI307WoPrXmaa9bUCZoa0IITrVckB8R/hvo6ygX0GZk1l9Oi88MMPp2QlgrMVZ15WUqrzAWJNYKzpP78rLZa7KP0YSROBlyS+ixlLfoJACkJILeCkvskEX8fyjde54spzI/nElqhTJdU7KY412bZcau5zanhJs14kY5I1PCyHLEvC3JuqFVAqYEY278vilTsrk0EUikNsuBFkaKYAHBT5g5UEfq3EnKtXw4UiZ8Z1JyP+W17s3YtqPkZAP/l+9mR52hUA1MY7N0YpALXsCgAAeB+KZMSvk8oB2RqOKrH/Mt8xDv5gJuU8V7ZY8rVQ6KzngcIWHLz7sZD6k2lL0+4Z1KrOU8uUgMqza3Xrgp9X2c5HrQHSZhqTQl3ZY9Jqyf7ZKg4ZZqppPNASaX7BJAy75f5iJf5IOHtOckc0IybdMJdPuImLyLprcfpIErpxYLOxFbzYJJ7qqpibxANRMRtgehwYC5uctR7mgbBwJA5mNpymCNlzDptjsDcWMENSyw0xB+H1cl0X0RS3ecFt/nk5r6XWUFNnt1pMRGjcMNtFglzM726Sff65ykAlAmmZSP0tfYombR0TQDzeAxVATUxtN+cH0WVv2BCxU0SMLOnxSX0mTJ2uV70uTGtU9EowYReGyhqzgYNBivDr5D1XgzQN2CpkqcJEE3NontC6xmlClRNukcZrpEa85lsAZPx4y7Juj3UCVOu4JqRNUBgdKQN/FfVaBeBTZz3JuvH1AFGCkBHrivgS8CdcUr4vKSTaGFgqQ7mRd4vHdSQgRxmiZyMIDBoOE1L5hqkNT3ScQpAIECLfFrRT0syeVdOItzkI/Z5h5893gmoCSHzZ/6M1ob7MYaHcQ1swl6x8zIx7tIJd+mITA136SRFdFNPfHmbT9jTgkmFjLt0wk1ecMjVweQuVb3OSTQ+eUbKDYutdRD6bN0NwJ+ZxNLGs/y6jc+Fj7ftzdq1yfe+9P3uyBs3ZmUKJrV2+ztWD4qpkwdCpZ8LNa3mesREFR/Oopq/zTNe5gOObcJtPg2aGiLR8ABQiSc8AUr0zrurmgvzJQhEC0BXM9ceFWGmirUPA0Ek5Zs0u4+LqWL3Wjna809QJ8hEkjjO6j+5wsM1NYsXgWuccEwF+ySA5oZm3JAUjvMHnEOHomSm4MMBW2xV/AOiin6tsid00MkrghlV/oAQnJwYjbkDIbsIVIo0HXn83QraeYI/VUUr0SZVw1vIvwHIBHbp7y6dvOL1RBUzZ7yX9p3hh66wzVf4c9Bia67mFzQKwAee0DEt7CYOOYYGLde6wrc5R4rPVcWO5G8iATfR8bn7nsCZUQTT5nuTtVPmg0Z8Pq44PgHoqqXRDMJmagEgr60FgMceXSdaNvL7nPnURA3YRitJiho+5J1nym5myvBJMqa2AknObTe+jvtV5SQDol1TE8A4Wf4qiK+MJtUzLY3Uf1OVVBO/GqqtR0wqyCFAkobWMuTC2Wyr58Q6T6qNy5nFb87ArNLDnHrByNs8q9ZDq9GbYJDY95oDm62WMPjUPbZXrOUkvjRmfhLtcHWzeU5inpqC+ekun7DXnF3G4vZGy1QA2SUBRp3+Q4FZpwnrxKXS6Y298cbtLah5zvZKyfc+2tvgYLluaxrlzC48ZEqwvXiaFT9L/X2j5MwsnpM1BPzqDR8ZvPnW9MxX4Q/dZ0TbpXo+9lA3kKcUN+fPS21Qpxq3VZBjjsAZzYvJWb6IjDGs+dHmTG3jWG7qKNnHikCcNz24jHmtCWFkGmabQP++S5FqUgl7wBOQbUmbrplo6lQbij7qe5tzAMP78sT8n0usPHw3SK4r8DMA9bGrF80Q3VFYQ2TRtJiljUMuuFnfa9V8/Tc0UI+agGPdr9bGRebuLDtUbkcAMuF6r8JfrKBhLGeR1ntkoz0lla+1UvG7vnbdF8e0Oh66T+xmVEvzEF0XuTXV5KZOK5qgPNkH23Qi7o9NTSq6sGBCniVrlN+MHgrAvUmiiSxUR0fhS3a5zck679tTrZtFxRfMi6dqHxOxR0dlXWN77uI6G+1KCsafdhReATD//rp+X92eGyN9nLeLoIaIfhDA5zHzzxHRX8EjU39N8r2PZBvMDY+0awFI46fDBc9Sr3+E29b92zNLAJYHYrM9MZXXMp+1o+FWhNr5xYEIaF7pxisAs9YG8cZ1E/HFuY3fW2K6i7e+8NuzCYJXXGdd1HKrIOBz37Mfy49yiO1Q/O17xKhDP+6K9lElIzvoe83T6fzzczDgR+nIR4juXQrpfpVWV3T8o8ZB9y2oedb2mKbmOwAc9f1/8RHoyxs2kjT7ljJdpe515lnTQphkshXuLCUAEhoYM+eQOTWhQrJWeoKnrQfDTR2AF2B8tOtBbOKVSOBq0X7dWGDOBXuWrK6mralalXZuljZ8dU9XBsXaNuMhPUtn8RTkB55QQT4Px1YkiVWQFC3qxe5DUSrfaFLHh8Z1Ci0Row0icJ/bwTcmmcpcIlsozN3aZ8IcGy36yfYCJXgkyNp0ZVopy6Dr6wH5bHNkx82cvdyAJ99rsqYWgm3Wne4HMa7RpkbiMRX/em45VgeXtVmamMhi/afGCUcl+rLnk59jExgrdUsx04RkBQRNcxbbGoD4vIfOp9Qn3vqs2YQl+V7fF7bWFK4Vo9dEzSA3ZHMGD6YzwIC55RbSTNlxPleIkog9n4mXEgnr5XvrivW4loeShXNbixpO09TYYm6lJyADNF2LMtLA1RgxHiu37GtdWZIrzin73ljnqiEYLXwNDn3l/MVM5vA+Q7Jf2wahhkObsLTck0JColiPXDBxQWbJuL7Zhzgsu8/Ws/lcLdLKt+1Z2kVQw8x/YOv9R20jhOyj9pmdKMaH2qJ9PKKGRsev/pBkr/B6aJMXTVsU6PCK0Me+ONNMBKs8fN5nEkLckhyTSMJbpey2FmTs/TfTrqXdtwzG3ITBzJwd1BiDXTQ7rDhXhvBa7sxJBgAtRNmZU2PCoU3Ypxn3bYf3lj3u8x6HtkNOjGObcKgFXJM795oPhDfDIhbttW6NwTl5wUKbvkiYo3rcSkYgQVPoh8rsSZweLbIlJfaq3WvTUq/Ozl4igzP8lXMSsKbn2p4xdfYcMgdXTji2ImAHSc05jKMW0ptblmrXDmrYo4Niyn3ggpZmQ9MPrJgpcVw6BRSa0j7sTWbSCsVJc9VoJXoQ5lZ8bIuDmrjHJXlZYtmDx1o8mZkxDze7rMfgwFM1MCHVAZd8BnTalNAmeLmMXi1dHJ6TAX7PIs1oaGCTIGyek3ScCJ5G3wQS9xFKjGblMcgEHR6YjSeoG8YkzyqnvjbRZ+3JdnY59Tey4p5+3Giq5iaRkZzEZC3O7BH88UgzAiDE+g/w9BBGAxv3uleAgOBjmzQCss9fNJFeNAXGjWBzGkG89e0CibQ+JOq5aJpGNJEKB8c2CVClhqqClpVDqE0A90OdcF93ci0wji178eEt86nLYUwrh/QOpp6rfZQmSfn/bfuY8alhghBBJYDIWogwcwcGAMQJtqmTIPdU+uibtSIJgU8Ljor6j604sDnW0mv5aNix1Rnx/uiD2sqFImgp9bw0kaBHrU3uEqsV7QN61WfXriiTMUZrTDb2tUv9+mAqg3UJ3hhuaE2vc2xCED607PGi3GLmjBNn3LcdDnUCL9QjL2Lyw0Dw0Hgk1HHtCvV5YjiDtmmwRIBEAkCcaGfSIqVaCFOrrFsZiZQkQqMVlsKmLsWGPVEYqTSkLD5RucgrMmshOyij65XQAQG+VgPGNFaNhMBaLoyHtsN7yw7HpXgdJa7CPbhJDSWPbAprGZmdA4QorK+2U/cNwsCsDLhawVWw5G8yTU30qZlbwX3b+XhOtWv4hMH1tPGtJVQmHGpBUW7UQbZ1iMc+Aa6R88/MIFGtSQkAazmh7UiKWSqwcVCjACKWTyAFpSBypYY/c8GJFTAtmzFKlkhxYlSrlaSAZsRdYSxhLaw/gxbJhr5ax+F8bPwGeMJNNEjUk7UoDNhztFQgJ9mjwCDQeXkJjWQ0ge9MazmQHfakeiY42fhPSv9Kq1Ldelhr63dfm0v+O2fN5tFAzVqrF9oOqoFGGkApAKd1E4T23bcdTpqK49QymAn3yw4fWm5c8Du1gpgBm73jHbA1nSxLpzGO6RmRyNvop2dtHzOgBqQSndWDydwfbqvtowTWGKV40Nt3fZMuLavppkiRP5Yif6b9mAcpVs4Rvm2cWO5l5rBBMh36TELUw2eABeTkhG6WCaYZqKbGJGhlXIvWN4mM9tQKTqoliETWGGiUyKzAYmwN5GDuoe5wv+zwUCcceMLEFfd1h4dlksJ2NYYfj+KqmaZ4qdhqVmWbM4YokQ4mbHrY88a4Fi6TFjKVNS9alFRCUjVU26t6B2dgI6QZyhQVtJQqYFVNUFYXzDMJg71GUgNhoiZzr6amuWWPInqoEw51wuzF8WSO2TcMRu0Z+rQNKu/wJ8CMzp2aw5/Pn+6NaK4Ey5oCwA7i+Jyp+Vrb3lk4uyawS9fk5ojaEk6tSO0niKbwzFQWsI19lnWIWhkC5zyCmpRQJy1oqcVHW2bdKzquoH1NWpcLjQCttlwtB4xXn2YfWzQ/pbCnDFAPygU1P7kzedy4Nt9+7saY7Thc5osONEQVBmoN7RFNjaWDkDITPPbDXtUcZ9dumVyLEwUkG6P8SQfjfmkMLQSZMbWCYy39d90XBroHPh/Gtm5nX+laxgSF1nqKhOZ+NVHz2Bh4qBMqJy84/FAnnFSYm6ucdVxEa7q0jH1ecFimXr8qdozg+bEMzBOP1cZptUfetD2z4ufjvn3sgBqgM3/1i/Dih2c+Ndw3ZhAtbKOajwSoefK92RgZk9tr5abbT+2ZqnerRa2MvSZHXfo+ED09zACV31+l6Zlzj8BhwrEWLK0zJxVC9Tw5t62uE5v4TXQgd6gCbmrwLZpr9pDbdfRFvw/ET6CdgxpmVmBC53MWwIxrwSzk2qTj6LekIZ6ZGhZKDoKE8NOwDpw4mJY0AaEBFy+SaGqaVR8wOo+LZk/Q5LFlTEm0HMdaROOhWj1Pkmd+HjZfG3ldsFqrCBTiltvafvHH6BuxLgBoUSMJzbV7MeHk4LcVQLwVtFxaQtO9aybOzW5gXFNn4KZWWQEdJgrCSGDEemzXQLCvjVRmT5JrCECvOn3eLR+/bvhuhu7HeHkE/3xxisO4JHHlNQxv8M9WIET2nDzpU8Nj1FgwP7k20t+v9v6A2ML445h8reVgq9w+N6ED0dQ+aBixej8MeHXveL8NX7pH97VdMmiuG8jp9qmV8Jn8mEOd0LSkycKpCxePtfBcvi/t/bz2x2n7mAI1w4Nhevs1UdMHIYYuXmrmbLvVBqGEe/r5dX9Msn6dxitGbPfaOPAsyiYy3ba2Y+MJ6SAwP6toa46j5jdiv0efnH4+YD4d17Qtdbj3k8ZOe3mB1dq66l9bD0vdoBkKVs4kZ5Pc431WzbQw633RJdvkrw0jczgf8NPtsXXaig7auvTgU4PL0SzS9zY4wT8WIcJM24E6j/Z548v1OMwXxDQPj8gPUctKq/fsSKE7Cscqzme3p8cf1bPfXu+xfro17uAMAvzPbhXTPqz7tNXPJwCDkKkI2lddQqADoHNl1EZXHmtRS3VNszQSjzWj151m9X3c4h8ej0qUk87fWx6o520bqPtte6P2sQNqgnRiUTBdOuRh77yqo1ezCA9l6P6Ar4oGcnjzFLqnnMQm3rJrZjhLiT3OSXwCNqKCNvt+pkVQBqvSyiCRrPrljEs1N1tcdIsgzFxg2XrM0XUY8xbY2ZqHUs7GyOHV8uWM4Ga8xlrCHn57bA0MfK3aY8zcQEtljXhqxc2V8rtEnLkmA+qsG32gYsev2SuXJN/4/hXo4hDFBUJDN6eBU2AK6HtH31uEy9pB3nyzPLtzGBMhvHeNE6lkkXz/9++T+97EvQDAo5+Y1uv+Gs+1gzd4n3udzXNgx3EMr8DgZB+PAgqnOCbNfk0AZwLlBMoZrJpNKkWcqYlAJQM5A6XI3JUcggm672AEhMNcBXpo7VLh0qcHBqzpydnvl85Zf30uv/kXiZqnGojCVdx7plmvgVbbMfHVIkJbnJhraCPG75+1vdXUPGt7LE/Nb7n2Isz8556nO6/fGD1KwjLDNs8O20O9keCVXmsLpenoPFOvPwDoGoqlJTcpcBt9DJAamqnh9QEZiHhs0w48FSV26kC5m8C1iT/NrqDtEtpE7vzM6jOSUwO11CMyAkEQ01DSCBdlrB79hNVDCwdn/YHuD7GZ2qyG0awq6Pu2RyIW2/VSgJCu3++h+IgemwMAdHeLtiP1m1CrgZsRu/OilaSoa4nTJHo7frWGvjmGzyNH7DkPVxLciqBZ+K9JrMdWMJNGW1R5lE4tozTx2zi1guNSMNcsaeg927Xet/b52soGO9DO2BeCa/Eiczw7dwV04+UbEk5IOPCE99rex1CSOFHOLWOpWWoL1eTO5K2JH1hthFPLHhZ9qll8q9o4Lp//NTMjAqUELhlchDmDCLTbgaccnmW4k6ucx4pg2KPayKMZ9fczzVifAzMVds2aMa5ROLFnw0xuAyANQNQB6QWQGUEZr49RZar49xN4SuAlgyuDdhN4Psmhd7fg/U4EHSLQzR58sxN6MWW0XUJVx2rOAE/sPoUCHOF7pemcGo1MWgIkJwKHYAcDOhHwdG2NOItDoyUd5A3EZbUEEXhf2Occ97P5shF71JOklCi+fhKoIQDGTKeNZV/OTUzjc5VJntUHDACQIdeohOwJW9eV7slNxv4YtQ50nhXYvGZeordtuz2mqbk2Nw3D3VN/AVuCR0tgEht7S3weOZGb1zShkBvDnYfVGTRTw9ymMw3FsU0SAVATak0q3QmRB8R3wp1mXdTFGNathKntd0CRVPFMBN5nUGVwSag3BXWfsexJCFYBUBpKFkdYr9JN6L4gZmPWB3hpAr5qTV7NeagBo31vNXV/D3WsFJ9FAUdHdTg+LvJqUTIPdcJxyUgzhoJ61MS3APFeAGIuEmv84hZ1L46hnJV5eASHgLgpSR0r83tZq9IlbJ81bfqlVLrhj861HyGBcz8+nGe3XJyI9nl4b7Foi+wF9BoTHpYJp5qxLBl1ycCS1H+GHMj0OQsAcJ2ULoBDZ44G5oDu/7MhjdueMGdwu6z5RB3aDvdth4e60yiSDsaWmtCWEGGTlNDrPNSWUCFaq5OOT1L/o+8163/cCxrxhJyBqaBNGalk0G6HtN9jvinyLFs4d9g27ihs4ye4E7cVixwMhyvmY2tUYFKQKgAAIABJREFUVShoOi+RsXEjMJKDOLsOM+mepjFibaNFJu79NzAKcdylavtcQHybEqhlMBHK7Q3w3nty/otbtDsBNYkIaA384kYAzZSx3AqdaHug7oE2MbiYIz3QGrtDvXwvoIey0EkBNQlW8sVazDZupmibu7apne2Dj89Xs7kgBjiN56yAXozgsudZnqeEEyS0/LgU1JrQqgluGQ91h0QNC2ccqhxzqgJsCMCc2AWPxupAPCcvjOrpFTTi0XzHWOuvmd8T4p54juaA8PkaEX0AwFcB+MUAfhjAlzPzX3zk+M8D8EcB/IMAfgLAB5n5m1/lmkS0B/BHAPxLAG4BfC+ADzDz3wrH/FIA3wjgnwDwAODbAXwlM5/edMyxPZan5pwDfRQ3JiGAbcdIuyrREJl7lAwJuJEaPhLS7VKIvuZ0bsax8OnKPdncrA8LL2qKqAlNiUKrCagrDcXKBpL2ImnxTQHXDGQ1M03C1Tkn1H3CcqsS2E4IFU1NCw2GNN8B1FibNQpn0citukifUo0PqKlksQrPVAamYG5pGSdiHKow6FMt+HCV0Mj7ZYfTqSDNFKpLG8OmUXMDiMlt1do7N1hugpTJ0PwzABJQlOiaA+/w+AfmzrkXFz3X1KxUyBvMyHP+cEg4pwAkMklTdZ80B03jJPOg0mNVULO0hId5wnEuWOaMNiuwtCrTTcPgFdgMIGDV9bM+m+QfHaXXyonIVCE+EmygFQZYCw484d16o5FaBSU1HAIYQwQ1mV3rV2sV7QzESfi0FNAslbgB2WvNKml7WQcetXYlg6cM3iVgKqDdDri9Qd2LhlJSNAiDduKfdDBELtFbZWkrU+JJ08Kc2NsG6k7Q3P0v1mYzBzcmtRsQ5e7gbZFrl8yDHXwKR2TNaQPA0z2A9JUZdZfABOREoJsbmccXL9Be3GB5MYETISdCBlBf7CS/05RQbwj1Bqg7oX+8Y6A0SZWwEJKGW7vQp4DGQIMIDQ2NRYtdmTYGJGDAoixb0zkLpWme0l65f9vWnNlvFrGqoKZofhoD4fd1h1kFtaZa6EUjDQFg5uTCxLzIHk6JMS8ilAHAQk32bgQslqMrgNjWCKiEtKjQ5Ck8zkj6G7VXtJo+fi2i3wrgGwB8AMD/pK//LRF9JjP/jY3jfzmA7wTwpwD8KwA+G8A3EdHfZubveIVrfj2Afw4Cav5fCEj6b4jos5i5ElEG8Of1t88B8IsA/MeQ2f/dzzcDH2s+NcoYc24SDZEZULMNAFG55o7+x7pHauIAa/4OdnOT2WlNyju1jFot5wjcBJUh76nSIH3L9fsTTjtRHbddlrBMDd9uuwRqjJYJbR8BjYwrFSmq6KGoSknWPieLJk9bNKSxtaCpidoIGPGGSFeWjM40NeoTYlE8S+0EZGkSTVCXjDx3jYNIPKIKcWCzMQfW6u0kxNgSrTFAFoIdJLUczFADFVCwaonz7Pg+wAgupegjryfB5iGolS2UM4IJAy1G2C1E9FCLf1+bhJYunFxSrEsScLD08O2erNDA4HmfBnV9GMeopodEB/k5gZuEeWAj2CZ5q+npoDmILPx8x4uo75esAJ26erx2rUbTsUp9xYxlSSBjEnIDdx6NhUq9P0ly0/CU0XIClwQqAmzaPnVAYwBXayOxMcdockzNHf+lyOwa4cX1I38lm5cIeh3k63PQLEpGNV1rc2FYE5vyqE1zcGPh1ckUFuT5llqWvdYmyKCIgJ0wabq7Q72bsNxmXdYCaox6WzxqcNkT6p7Qdow2MTA1kCad9NBuA8CmpbEUBrmqpkbyM6UAasyfzebOzK7VTTNdAXMmKGzIFQaoRzNk/90th24eE21RpqYmdUmqd1qyaNGq9GNpPfnlolqYuSY1+3YN1KmquTSpZrERUlXAwpBkm1Xub+ZWWC4psTuLCWodCv6m7RlBDYCvAPCtzPwn9PPvJqLfAOB3AfiajeN/J4CfYGYDFj9KRP8ogK+EVBV48ppE9IkA/nUAX8rM3w0ARPTFAH4cwD8J4C8A+EKIJujvY+a/qcd8NYD/iIi+lpk/9EzjfzKBvzci+qeJ6M8T0Y8S0Wfod7+DiD7/uTrzpo2TaGZS7iG6Mbum+Z4QcBaiC5xHQ9lD7J/R/Wc8RFcJtwGbmBDv4mbN4kfAOaEVkbYsAZ1kUlVfmgzPtMu5Z7SNIMZwgtmerY8ijfZU9w4uOoYbJNKtvhohW1iAXVVmbgn5BDAFEDcAiNXrViNC23X/iaimh0nhJNKardlarOHAOK4OMruGiFyUVi3ZYjc3RUATVfS1kRBVlfi8irMCv8ggZWiXO9aBYfwyvNL2Z9sna8feISw/ZBC2LKyeB8lz6ZAzdtNgVEvGp0xuqCZvQGzd/4g3zRG+kJhns/jWWDLF6PjfNR899NrWnoDLZsez9QvPhfVjiyGrhsYATfyNsHH8Vgvrwev3nRCFcaL7z5WsIG9C2yl92JFosJRmtEKdbrjfHUQLk1unfQEEcmbXmgiwgT9fZ0U+gUFY8sCDCAS3xr6liYnTsgXeN+eHA6hKOOledd+31gUR00p3TVLysiSWONLol2Vk75omgmvhAu1mPtdGPbbcv9CNiHYAPgvAd61++i4Av+7Cab924/i/AODXENF05TU/C8AUj1Hg8qPhmF8L4EcN0IT77PX8Z2tXgRoi+m0A/jMAfw3AL4MMABBfmq9+zg49a3Pqh8sPYGhPhfk9VZH67OxrmewT7VqTa70eo1640Zud/sptw8dmq22FkPol3qTPr3DuU+H/b9SMRzxH9cGPYHvudPGb7cpbrJ/d9y31/LVLFHHQNec4OL/uBtfSBL/8L/R8PGN7HSfda6aVL03S+zxGk9We+gPwqUT0A+Hvy1aX+lQIT/6p1fc/BeDTL9z+0y8cX/R611zz0yGG9Z954pj1NX5Gz7vUt9dq15qfvhrAv8HM/ykR/Y7w/fcD+IPP2aHXbgzx7ZiBZcmioq5diwDAHf+spEF12zo2qYRoRZq+b0jUMJE61pl5i0K2WTLtUJcyAZw/UbWClqYp0RkiDpNIWE2Tm6oqP1VzwtVIK+2zp6XXFol6JnGwNXUyOdPEoO49k+w3xm+vWcddUsM+LZioYl8WUfdrKQpYNmBizzXiOUc0VHdorYIajw6zDPcxQe2Zkj0SZRVdBpu+Bo9GG4436WvVBguVadsQmCFpTbAQWmZr3IhRUkVJFWgCdq18AlpCoYaU1XcrN81qrA6a1ndiDdvXeydyLQThPIfOZltrBTf28ZoBGBDJ1DChYiL526WKkhp2aUHLJM7oqaGmQOzNUZuhUTOsc9ewZEY1UxGP+4039h8AXXsGLQwsWu9oXpAWBi3ovgw1mLXqaN6Fl/oI2bFXa7vVEnX/LIp9G/7UAVmn1rNZ676OPl3R1PTo0kWNlW44982JZkhmcK3gZQEtMkfUIHNTGWmW8ioN8l1aekbvthCY02DejI6w3KB/EuBgQsMloc72faGGQmKu8mccQUsa5sPnBHCubLmfotZqmJNHWtLM1+42oNc1k3QhsYVZKZOkNLo1ySyekvhdTVn2eclVNftQ+oXuz6PrS6n5b3FMzyrgMPAKZRJ+hpl/zfPd/GOzXQtq/n4A37fx/bsAPuH5uvP6jRjIR3G6Ox6KqPxPCXQSRy9pjHrKYk8FsJhfDMuDXrUwZOMkRJ/kAcgKZm7zjMYJ+7wIsyri52GOilmdFueyAWxC49MJNC9IpyrEvCRncKjsjpltIqSZJLpoAeY54VgzppzdPBCzvTYmYbBUUaihJXJflCGRmQGPs0k8/8qI2S5XlCxM7zbPuEkz7soJ027BojW3UJWpGaEwsOMEYQM4nqqPry3w92kGaE44zgU5NSxqH3dbvpk7DPQtYuo51ox9HiM01urwHn3UAW3brO8CcRKOoEYBzC5V3OYZC0mtKUm+KFFa+yIp7ueaMU8Jp5LBO5K91pTjN3H+bkUidpKaGlOCMCBa9YPG7jkTdMAb+r/STJoDbZyEiRbcpBkTLbjLJxkLKyAjxn5a8FAa5qnJfiSAijAKZkIpFbtchdmTZCA+Tgwrfuy+MNSLyvr+YykFgNZAc0WaG2hewIcjkDPyoSGfGOkkm5Vz73rjDvIpybNSa8KSoslBovnc16h1pp2ooaTq5pb+fPAQ6kx6LiUGQcGb1hoTx2V9b+kHdJ3WAsLZluKwfgrgzc+GGut6amFLZuB4RDouyFMCJyAfKtJhQS5JGO+SUI4J6QSkEyEVoM4JaCyO2wspQJT1oJnE9F0YLcFLCZiQFIGNAeBEjF2q2KcFp5QxpYacGbOVIGkAc6d5pGk0tgWoAAzjnh6eT/TnksWPLaOD8JwYlBooCWApSWgzIJmC93nBPCWniyk17EvFTVmwz4s8v6UCRX2QEgAts8JFnnfKYYxGzzP3/fGc2pvnw0im+fi01fefBuAnL5zzkxeOX/R6dMU1fxKizflUAH97dcxfDMf8+tU1TAt0qW+v1a61V/wEgH9g4/vPBfBj196MiD6XiP4rIvp/iIiJ6EtWv3+rfh//vv+qa1egvAeUB4AeMtpDQTokedCP+ncSoHOcxdlsrlkqTGsuDst5YEm5JqqO/Pd5wV064UU54q6csC8VZarIRZjarqgUUKoQjAkYEoiF1k4z6DSDjjPS4QR6mJEOC9KxIh8r8v2CfL+gPDTkIwvBOhL4mHBSL37zZ0EANOb/s08L9mkRySpJsUazpQMbEjOtKEr4LYGxTwt2acEuCyN7Jx/wyeU9fMruHje7WZmzht9ayKhKQc38gjKJz8SqpVMVBjaj/50Y+QTQiXCcCw66XsuSuvZNpVIBQIxUAV4Slpo1T0XqYcyBkTjICVFaFgljAFHmBIPEbnORFeTe5hkv81EAXhaAd1dOuC3y/mU54uXuiBe7Gfv9grKrwK4BE4OnBp7YHaRb6Y7Sgy/JCthE/98hL1DIfzOOdZV3J1xjQsUNKThNJ3xCecA75YhPmA54pxxxN83YTQvSroJ2DTQ1pKkhl4YyVeyLaOpuyoK7acbNtIB3DW2n/dd9wCWOS8GRqcSWqqCmgo4ntMMB7d33kB8W5KMIKeloewIg3R/GpNMs4HBZ1FdCw3yHkhQKYG1dLTrOAQ1EIndAE5xoSYWUrAwuJQZKC/tcL3+hnMm62bp1DY1qXaq8SgQhIy0MQdlAezgg3c8o97MCmhnp/oh8EBqRHxaU+4bywDJnB0I6JNBJad8JyPoqzxeBFgIvEhk1+pl08BcBTaGKSUH8LgmdM011dOYWDUf4HDQg3U/O5mxb4OvaV/mRWXILZTB2JMCq5Op13YgYu7TgRTnqHj7gxXTETVlwu5uxK4vv1RfTCS+nI17q77SrnjqAS9OIMQYX2eulVNDUvFCy1YmTkhzP117B/PRo09DovwzgC1Y/fQGAv3ThtO+7cPwPMPN85TX/MoA5HkNEfy+AXxWO+T4Av0q/j9c46vnP1q7V1HwLgP8wmJ4+g4g+B8AHAXzdK9zvJYAfAvBt+rfVvgfAF4fPV8WwUwPKvUi+6UEYfDqSE0TVV4JOhPlUQITAJEUVG+vdAAJqTHLdJZFsAeCuyMMy7RYwE3alYp+rqEFzeDhyMCNEPXirwLyADjNoXjxnRwKEmDUgs+SrKcekTJ9As4TOTrlJDhFzVG6SKySCsX1eMLNE4uTcMAfpyAjLWfVhe29f6+8liXliXwTcvMwHfFK+xzvlgLvdjL+zE1CTIAQCCmp6pXTyxGFn63ZakGcFJoWQZgE0VSXP+VRQSlWGJWH0qUYtjZonFoBnAX1zyWfO3EOL2huWtW8Jbr6SjoW50a9Kqp6v6DbPuM2zam3uPDfNwg0v8kk+Q/bUwzT1RGGLaQYJbU9ox4REBJ4V3GRCiqHPYX0GJsBh7Lp/t/zGzCTTixbK9zuqeEELbkhAzctyREVSAFtwW2bX1lgxyVIEtBMxdmXBbVHpWJ8bYRIFCRTC8g3Y0MjIajc30bECh6P093hEeliQj4x8VMZW+sBbUTC3KK9cZF5Nizc4vrupx4B/Uk1mj5IrWvfLk73lDmgSdwZmWtE6JaBIhBUvQSPlFb63tQ/DZ+paGilKSRLuXjvQgRZ/5eMR6XBEygSaMtLDDDocQZOQ7pwJ5SajHDPyUbRa6Sia5w5igDwLPUqzmqcWCR+v1UANXdTUmFlyn2bs04QpqQnKgGtW0GjaDPRXatwduk1AiJqtjWZmaCOZpmGbIGbvvDL573LFy3zERBUzZ9yVGQcN8bbyNS8mETpu8ixa9zIjTQ1tp8/axPJZ1zFbPrBJQCyxjCkrqHlWf7JnvBQklPrPENH/CuB/hkQ3/RIA3wwARPRtAMDMv12P/2YA/xYRfT2APw7RpnwJJDT7qmsy888T0Z8E8EEi+mn0kO4fhPBzQJyIfxjAtxHR74WEdP9hAH/iOSOfgCtBDTN/UMO2vhvADYD/DoKw/ggzf+O1N2Pm74TExIOIvvXCYUdmfnV1FDPKkVGPwgxB/aG23BkA3ExhUp1EpaidmXuGYPOlmZIUA5ioYp9mJBKfEjPHMOBZfguJWpNMerlgcgEAPs2g3QScZqlQPLGAG1M7JyCdMtJc3CTjfW+jeWVNjEy6sszJKYl/iPhs0LY0SSxfrr5PxJhINFVFzXB36YS7dMQn5gfcTnOX1hoGiddU+qKWpnOfGkAkdfUJSCaBL+zvl0pYltxDz9sYBm0aG9KMvRa5Uy1J1hbB4PM/9rlcz0mfKzM/gYB9Ei1HZpkbcyKfVf29S4tkNy0Z75a9hMOXClBy7ZFEvQGNWSu6U4/0OZuosGYMYYJN9nZMchcZ+ebYXQKXtdzpvr5LJ9SchGmg4SbPsscnAZRAJ/SkjGSXFsnJQ1ny8xQFMK2bcthNNGaSIJgTE9cGqg1UK3ie+547LWp+UoYfClYnG3+D5IOqYtbzSBdLKWAgQyfB1jWpkBL9o0g1DNAQYsu0ywz3TWNiZJXUW2YxEZqGxsK0HzFJdA0a+9qQhgi7X1kzjU0bNiIdTpKosLK8P55A+50cU7JoeE8sgsFJnqNGo+lJtJqsYffsPmu10mB6MgAct53TgNTNNzm17mOUAa7wvevm5ngRmwTblgr+LmohDNCga2qa0mEvOqv0rShNmtKCuRXs04IbNUdZksV9WfCinLBLi+z7JNqmVlhCuTVi1rTMKYmAmlJD1TQX0MzV7j/3XO058RHznyWiXwTg90ES5f0QgN/IzD+uh/zS1fF/nYh+I4A/BgnR/gkAv8dy1Fx5TQD4cojJ6s+iJ9/77cxc9RqViP4ZAN8EAUYPAP4TSEK/Z21X56lh5q8lon8PwGdCaMuPMPO7z90hAJ+taO/vAPgfAHwtM//0UyeZ5JMCkxsSwKGr65snUQoSnUpisdjd6CTM/mCVVF19XdXpeMh7Q7wyHWxQOxafAq/Ga1V39dWIWyd4gKXp3kppAsDzS/x/7L17sHXLVh/0Gz3nXHvvcy/3gmAuSRCxKlURoxQKVRqVVFLxJjGkNKLGd5CypBBNSRETKxIVSFABRaKE0jwsEp8pMZSaIIEQ4ysJCmVVCOHhg0AwwM0lgdxzvm/vvWb38I/x6NE9e6619vet75zD4euqtddec/bs2c/RvzF6PEyhro1CvE90R9XbxhgMPmMgm+GSVokK3ilK+pHNiXfWShdXjqzf9WPSEz8aCkDERbNhjPvYPdtznJBC3nFMLc3T3RNfRkJg429AAu/Nqnw7q/KtKS6mJIEKS9J6GWHvdDKY6IS9V1t317xkiK5Qn60/ftI0oXiE7glFOWDVHwv1jr6ckhJ1c1Jpnq1Nlysqgg4Vb9uK+RqQTTa0d83NHLDuZ4L7v6GC6l3Y9cv2J1u85+sanY+nsIZJQb74rrIjmSBtUOagf+XZsetuxSOp5qihhI0zZzEumBJQioRSKbJuGAEURe/UphhsayX2pZroswEsbV9fa2ua++5SmmJjDQMxnaSX7Qg7FOjK5qO50PXHXvdFZWGg0qhEBYsaLyDB110qlWZZvRfVqZqTHGFxEmMAUj0dJAFBHp7FgJvqufUSz5dNlx4tPSUx8zdCwMPo3i8fXPufAPwdL1qm3n+AONHbdaSnjvp+3an3XCM9yfkeMz8D8N2vqC4A8G0A/jCAHwbwaQB+J4A/oV4JH/rMatL2hQBwc/fxzabKHfEBKgFqCFfYhONELdxKFSz43+heTK6Twc3FceY+kJ9ZCJUiEpVJwycY5zN6rS40ANso4afqdKZ6/bUY2TajOiTc3Ug2GpLjbDI+tsGTA8JTWGRTXr+xnEVSMXP4PrMxWvJYYBwDQcq9rMccR542gfVi3S4yOY5zeXDd/x8+e/oFGeqnBpM6NlNpC1jHtpX+RdBg+CPeNwsaW3abxIP/GzOlsIkHJdNtuyqnj/gdiz/RdPNTY3Uu3ZjXdrL/HpZ7ajOKdQtjaMLQKCnlkJcJ7l0cU4g8kxIkyKc4LKRJ/mdiWPBP11OJ+lj23rCejC468OikMgA05ES9HoO1xgjuzZieASt7qWX+2r6JKcMc/1XfW8boFJbAslPixg9RP4etLXVNwhmkxvcOdeu0G+vewu6l0zXDLrxOl4EaIroF8C8D+JUAfh667ZWZP+MalWHm/yr8/F4i+h6IV8LPhYCdPv/vgej74P2f8DdwdEDl4RGMoyO40mJzvkvwYxLzKLwFNMmdlB3L7I7KzIy0LqBJzqabuCh6ZptzW3kSQoVpkgCWyww+zMKBrcXdxxcNVGfKidNUsKgFiivLpWpmOFFBYuGej4EAbAgQ4Edtkdt36YUeca2cPJilObl6Vg64pQPuy9Js6IBxgkqcOBDyHRzIy1yVYydVKZqVsHdxnuSB8K8R8rhJRBCxdwSzqUQlVDVic+wXKfMxS+wrQEJRPCuHJhAkILGFHsosnpjVQZ9HCS7BmVsEU30igEH1qBBhkwom8g3wixxytzn0hH3lJJ6EacZb5QZv5luN/7TgmCY3o89M9ZgWcHcIE7EqmE5IVDTOmByrJe0zYpO61bbW9cCgNYNzrsetTfvtKE6VOEOb7KjHdHY4VVBv0pVRIhIdp6M6abMAtNmip+txlVbRJbkm/azSICDuxI0UKY5RABcmUQJBrbJEd6oscjxUVGeI1FEcHZIErLR0WMCHBXwzgfMCKgV8dxBLyYlQbib1KKyhJcw79yw6VwVK+2ZyM2Y/JlamKDV9KKn1Jiw08CEL/YupmV72eAc6qVuP3l8h/wisCh1T2ssznpU2TEJm8nh0lu+hTHgss1t2zalI7DoNaHkkuV88Jp4eYU7qKBPmrM9cSGg9CyQsw5U9Cl9bUvNzPV0qqflGAP8QgP8aos38tgwDM/8lIvoxiEn56ZSAfJDgj6xa+UIsgoh1kTNTM71mTvUsXfUFADgXDlQF3Mcy41m+8bAB1ZOqxoXSODhrMT0d1E29iP5ATKRAhjTWE98uyHeL6hgUlJsZ6+2E9ZYkNtINwIeCg1qcFCbMc8FxLkhTVs+72UXrFtYhqzSFmh3QOlgWaT2qQVi8JJFt84SHJBZF1vafWd/AQhlv5htpd8+Fmwlw4EDMe+xmjG8mZI3zI27iCeVYrWYsAnO/WclmEXRQAoGs3p0VXPZH4EyVSWVyQoYs40lAu3kVKdqi/yYw3lpvAAAPZcaz9YDDtNbxh2wIj0X6LVt93FpNOcGoCyNNb49ummOpaj5sATyrqXRElWhCCIzSWhI+Vu5wm4746fw+fPT4fryZJVL3UgqOLPGsjllCJeScVLFexqIQ8JAlPIT5e3pUJe5NuAy04EaOiRlYM/i4imm3hMSuwzMntaajYBqufaPTLRW4IrK50/fpHQF62H8kgvOM+3XxcTqWVAO6EmRzg9nV2/rQOWXeoQ0E9fPKwTuFMaighiG8DE9q9ZYJpMBNnk+1nPfdetgIvrsB3y3INxrJfJqQ33+j9u2E9Y0JxzvCegeNASXAJWVCYdGjyTcB8GgUb6jSawQ05r9n0iNT67cjJ6QiYQrWgWXh2RQZhtBfvVTLGRz1dmxBhO950ThlN3g4zsjrhLImHI+y/n76+AZu0hFHnvDm8QYPqzAbBs6XSebrqtLI5+uCbKE9CpDXhKIuAiQEQ2o9puuYl0w4HqenSYMv6JvX6XrpUlDz6wH8o8z8x8/mvGIiok8C8AsB/Pi5vEwaoVaDP7L5IBBZIkDwKLXJInWbdcbEmGa1XALcHbgdsRQmPM+yoAB48ELj6laLKcKi1IpOn4dyEYunmOYZvMwwZb9yuyDfzeqMrKAcJuS7hOMdId8B6y2DbsV0/HY+il+QVDDNGcuSg76LRhjnpJGjg28X3VQMAHgU4uAKHKyK01niozyWGfe54D4vuilM+KvrG5io4K18g7WkVpfDwICZGhvQGClNE6HczOr63WLf6BhqdGYDNfap1kkISsjwjd0ipvsxQs8dNpNG+yP0AUdpikwG2LHUQxZT+ikVCWYJmRfP18Wjcz/mCStPHv/pWCasGn9LIkIboKGhDkyUavVO3WRTV/8oU9g4G2kNXOq1ATX6c+UJHyu3mHLBz+Q7/NTxfXhrvcHKCYe0SpTuPOO4StwqznrUgQlHiG7NmgXgAaKMeX+cJepx1O3IAKMLocEA1gI+HsHrCl5XHbdQ15REcXpCMAnnpk+4kCh5zlXHwc3wN5LJKnF4nhdfFwB8bMw3ELvERpmarM+aInIO4Cz0aTzqqWE/FIhOIQ8LWHMFdwNnkOcAoEwJh/ffYP7gB4A0obxxwPq+BfkmAROBDhOOH7coXSM8vn/C+obQiXzL4BuhaWWVzqKJBdTM8D7DXJDU75CtrUkDxhotM90pCwkCwOOc5cgkRaaD65fPbgeb4UaUYKEC+d5xHzPhvix4q9zgWbnBx463eFxnmZfHhLxIAMufPt7hJi0OyJ+vC45F3HekVPCQZtxPC5KC5/t1RnmcMB+VPqwEpuSQsLFjAAAgAElEQVQMWSlJDBTWJHqagCilr3r9WkCE8VpSc+V0Kah5BuAvns11JhHR+wH8Iv2ZAHwqEX0mgL+iny+HBNH6cYhOzb8N4CMAvuVc2UwiqbFjGkwMXliZQCVUs0hlJo3SzSE+lAVDJGLlrFOjNPyQZzzPIhJ+1OBpbJIajSuSVSzqZsT6ocLb46cpAbOwabxMAmJuRdSZjhIDar3VCLw3QLlhzAeR0txOKx6mWTxkLkm09FWB14JxuqTGJDE9oddOk4BvQTysLCUXko0rT7gniXprRw4fO97iJq14cz3I5lBq2b74geqTw2708+FwQLbYT7oRFADlSPrbFDkHA+4beDAVVm7Qj3qs//tHw9g0XDeTByn1sWNRqGSVxj3mCQfAub5n6wEPWY6bJiouxQMEHItjM61PrlKhEZfbHiVVAu8bRLzW60+Extl1cyDXc5VrSXir3CCh4GfWN/Azxzs8W3Vuk4AyC8bJOYFX2a0LCsR6SxxXPqyzB0A85qn19msSMkIFuQYGiphz83GVdVG4UYw1SQ3PdsxUfcKY5KWopRUI4ohtsLH2812OEOUIxaxislpMkR4LOagx4Z1FKLfAlgZGnQmIfR9AV3P8JBOKiVQyq5IatUTiqY6PAdL1bsLy/vcBRMi3M/LthHwr40BLwfF9yft3DYxPuWHwoQCJURYplxIhq/+gssABjZmvRyOHaBnmwI+THGUXwr0Gs+1pygaf23oMgKafhwZk4hG1XGMF66ySmhnPyg3+WrnDx9YbkZRogNicE+7XGW8eb3CfZgkwu0Z6JUzXsWQ85Nnnwf1xrlG6GeKUkOpiK+rUkYNHeqiFZXH/GFdKr0HNVdOloOZrAHwpEX0R80th1M+GmINb+gr9/AGIOdnfBuA3Avh4CLD5HwH8Bmb+2NmSTXQ5QxaEu6ZXAkR6lmyBIVMBMXlYA9KI0H2KQR2PykKvSuCiVY47r2q82LLqFrTidamvePbEqkp/GsSSClBgAS6V+C0C0OZZgNdhWsUkUU0PXcM/KvcxBd0fYKhfYiJhO6bx34C5nzdfK6agZzo2wvHOY9fqg01FiFWbl+ZZfdhUHQkwgggap9kYqoTR38NRp6bWwYnlKCmg8W87K7A2aL9YMNOcirZdQMxRN0gkkVo8aj1IibKZ37vkiHgMMhHaQuHTt7UDPRvUlrpnu5RLwkNZMEEkTs/WAx5WJfgTaZTjyYGYH83Y74R6pKblCZiv/VUDBXY+d2ThKJjJhkLRsL5ROT60NepdkO0rwbur64OwWvdEpK3JA3YWApEwIhwlldbWFCeOVnvj/6adUiapcZWTKJGAlss230XiZj59fIw1b7lJYI3UbbQhLyrhmRLyTd1s8wHIeqzEC4MWvWFR7ylIjNR/FCUBgzFcRE9DrD+rY8/ijvoaReHQv8RUdbtOpbhmvZ+4Kj2Hehx58mCWj3kO0eNlPh71KHRmATFH0wfUo1OTLBoYM7UBDyproFbdJDBVxs7zQKVqKs29Ztocj79OL5UuBTUfBvA5AH4NEf15iPdAT8z8D1xSCDP/SZye7r/6wvqMkxFA6ohZt8jGJszbHSY7dZJUOLnOyihVK6MBF74bhAbqDI+cqBlhrFZB0pZRZPFocnu1FIDKyIpgL0aM4YHh9VGnq9+aBph0m/FQSvMELoki8R2lEVd/YfmtJUX9P9lG2PXbpWnI9ep3D+IuLqNLGaQWUNWLtkj4aiTmiyzBujz9VNwAGqDVRenBflf3COSkwO76E9JoPE6uHMM1G3HYBUcGAXx6cbStci+dqzSMZH2w+pbS41sBW9T2SwBPnGpcpCZ22aYfpQEj2rFHT05aO+JJy/KFUumk53F8eLMOQ7Y4jqg0rQeozozqIFxs2fk6vavSpaDmo7jgCOidTu5o6ihxUsiDvBk44BArRs7SjUuz0PQSEHFSk9zx5DXuRnwZyMbc+qjh8/M+i5UTHdXXybGA1qm6SYc6y8qElK2ONbhjTP3icz81FI5vAqFqstuPeM04Fb0X3crb/+ZtebKgbzMrlxbKIrjUgAnDMAmmyEsbLl+ulZxQ9NzfxopiHs2X9Oij5OqYMHLgFCQH9Z2kvnHIFVlFEqFycyd0Y2IZ+8YApzkms3viZTpjnRLSFExlXZKoVYrWPFylMHHTazbKZgy33QrUzUms+gi+v5nulfqoMT8e0bHYrK7waZIjXJGOCIcPYkzEWDRvZlKvvFDvugjO9wDT/XCl2X4aaPBGr3cu1d9UsfXLLgkByT0QhFsvhELUjnk33icBmoGWjRVW7UfpAtqMgX93RY3KaX5v0A381LPvG6MJZQlO+mzNUF0/HgesyAsaP122BkrtM0ZyZ5Wj/ukZqBQ8MScPLWE32aUt1g/WXU0pVPvIGRZu7/f/FqdDpfrIiY9QO3cn1Q8CSvCtVBpJ/KT151T7UQJ0cpjrcozXSN6ACxDtE9OVi/u5ni71KPwFr7oiL5uoAPM9g2fCdC9cqHjiVTfyBKRC4EVc7wNyXs7HpFrtE45ZlWs54XleNuJY98KaVo/2WlTpOOlCMuLu0herXydy4MdH0MMR9PwBWGdMNwumGzknnx4yypKQbxPSowSmoyNhPcqxwKOaDAMtsTbfKMkcqGlEXa+TEZSBqXQfkTpS5kTsnpUtoOVNWvGB5R5vLEfgIIrNTBYLhn3TNqXWMgN8mEHLAXzUyBelIOXiMZ/oAI9KzupBuWTCuor1DZu1QlBETat447WAfvmY8GiAdU3uqViASw0rYHGjJMQCucUaLyR+UkzZO5MonSvojX0yU0bC7PGEJg0iuqh590EDXR7z5NYzFq+rJHG5Xw4yFsUswFYLPhmAzqRu+Q00KFdu+gg+RQdHbQa2CtR5njkDpAq8PDI3FVdCfz4veFyOuD8sKArc08xIGndnmTPu5iOIGMcy4X5egaUgHxgT7OiUfR2U2bwmo7oyIAK4iHn3sboNTvcWJgE1vIIDZgE3aSUUyHjmVYE+iyInbEwJovDLGg6AEyYu1R2Df8ZCHwqbmB+rmNfZKQAcBaIwxdcejNp3AD/22/W77Cse6SQCNCJ3OorHZlrlOC+t9VgvPZLTOp4APspLaZV+cP0mhsd94imhzBJuZVX9kxJ9BYV5Lp+ijuuK0z6aC1gZFVPyd0narEi4tNfdy/QUdN7MBcQI7EF8KhVFT3PKritm+eVIXjxcz0R4Pi1gAFNSa0YSD9g3aqGYKeEwz8BSUJZJ6I2FdtF1lTQkwjpxPRZ31x/bOr5w6o4wX6eXT09yvvduThL7SSbe/EwX8ioL3ThHMYNNyPeivc6FgGMCHSW42+M645hX3OcFz8sBhySLIIKbRAW3k7gLv1lW5JIwaaRYi9iNxIGT21kBz+9Bz27Abz0D3dwgHRbMSxKu7Nkj0jIh306Y75PERnoU4r2q+Wz0lcBcjw4ySIK/WQBKdQfeAJlAPKI1UcOsuaUteaTu4tGpH/H+SXwhftzygHSbkW9mJFILJgM1M4MtYOMslk7p9qaCGgB0LJiO3ADQdJSz9XQE1sdJiD8BOCaPZSP5JZzCROoe/pGQHyasysFb/nSUDdHPzzPVclZRTDbiz0eJYGxhF+y83f1WGNeIKpUxV+3GKd5OKxIVvKGxkdxpoVlAsZkHi0JimQhlZWR1cW8A2JVkTWpjADHGUWK4Yrqb0AfQY6EyUBJIoyvPpN6EdV4fDIRp0MIyienzMU94flhxxCybhAd3LHhjOeLjDveYU3GdnOk2oxxUN+eGwQel2IlEGX6BmmkTKJnJDwPHtbEOpOcPWJ4XrLeTKwibhMyDYq7S3vWRUB6nKlE6EpIGcyy6r0Ilfsc8OeAUXaeq52RqTk1SxChhFEQHryQL/1GPhdxk27h9W1tBmkNov537D6CGoEIthh830Zol6Ku6REjHAiZgOpI/P2ucrPQo9IYXlR4fFdADHiomPRL4kBQoAsd5wuNUXM8IqBIaQgXFE4kn9dtJQO9hlmC+66wSD2vQpNLqWRFcoDmmd8ZqgbUxYAjzNiZbPxOE/liIBJAwAJMC8zfmR6xl8phklhJJmIT3Lw+iF1hEWTzd6Hw9Kgib63gnlVR6fKisefzd/WR5ifQa1Fw1Xep8768D8FXYd773getX7WmJCuPwVgGnhPktCKEKbsPjmXS5n4TgMYEexbdGOYqp3qNauDzPy+Ydkx67SGTmFQ/zilVNfGfdODx6rcW62Unl+T3SMqO8+Rbo4RFpmTEtE7AWpDefgZcZ892C+X5CeiBMj8D6qFG6g4VNlNSsKqm5TY8eWXuZchW1KjiIxxoM1EXaaT3GDfx2PiIGcvzg/Ay36YgPHJ7j5vaI57eLKjwXYJa4MCKh0e8FKHczpttb4GOq983ChUqcH6oxao6yoVtU9WLiYJVYpWOIE3UUyjnfA+s9YX1IlUYeyaM6E4mBjVvnrMD0KIDG8zBQHsmBgovzM8vRn5ruA+qKXYGMAdqZCuZJpB2HtOID8wMSlap3A7iVnAUkPRYCP07IR9mU8kqwadOYNLMBGtRjnB1JjUsBzBwews1aMD4J81HDI9xMEsPpbjrifbOA1aOaPT8/Kkgp5Irq8yRuBT643HtMsMc84XBzxP3tQSRRhwIsenx1TGqtZMqq4hUXlEQ5cw3BnQDg2XPMb2Yst0nNnQlraBcnnSMMpAdCeUx+7EHH5HMJEImY1d8c6VV3DFVaIMea5OuBgtDSLatIY5rpx5kDBQgbU3y0wMYlNYGBiLGgXOLjbSU5pn44YoJIrUh1bNJjFe/MVATUPKj/ogdSaZb0EwCPn5WOal2YpCPzMuG4ijPPMgnoXpyBC1JqsNIUYZQ8LtiSQInFeK1QADWKErO1TeYhqeSj6LGkHy+GvrLkUkYWQ4VELHM1HCNRsoCbCshTxn2enRmzNtzNR3zc/KAOSRPu84zlsOLhZhEp0MRIS3ZXQfMsEqnjnHFcBEC5w8IUkdgV0mtQc9V0qaTm9wP42yHee/8S3oXDIJKagrwQ5udCPON5svmCSI8SqZtNpH5UTnxNIgnJ4lvkeV40QncbR2lOEsCwWiCVyg1DQxWYGBPYRfR8fAQ/vwc/PIgTsttbCVKXM/jNt0DLgukDd5gebzwwJ1RScwybq5usA26KLqLiLOJikk2o7n7k5pL7nal1VGCTtByQbOa36Yj3pQfc0hHvnx9xezji+UGCe1owS3Ixs0lq5LjlcOjA4lpc4iLcN/xYKan43Cw32qCXNZ+MqwKjB0JRF/Imfk8aTRmudyCcK631Y0dUaYVshFFPwXUQ4vk+K7DJmGjy3wD8iO4D83MkYjyUWZ3w1fGbJ9lkS07IgHiPXsgjAgOoQVGDv5OhKbdvzFR/Jh1m1TVYS3K3BXMSQCPzVcY2JW4kcI/LjPs8424R4F6YBMBNMp/emB/xvvkBd9MRmQnP5kWjerMcqc1iheNm5dPknnR5ImCaQEmQJneghu/vMd1nTA8zpoNs1JOa7lu/2GYtOnQk4QVIga8eXRIJhw2oiW5wNMlMVV95ZylE/zeun+TBWlGtdVIooz9C2TtW6cbOwI0rtWr4ECqqd0eEpBIYJELSKNuUGaDkQW95JZSjvlL7IerdpFVAPE9qZaQ6hkCr9G1xsTxuEllQ3xX3aZYjqDnjOIsfGLGMSyCLap5YxkSPCCPQLqZL1h9NEarVWUh21D6hztXajwLcbyZZc4UJt9OhMepIxLhVZuwGhGOZ8Mb8iMNhxcNcBHjpuFpU9nnO6sus4HHW9yldu6aUhoDX1k9XTpeCml8J4MPM/F2vsjIvlZTrT2uSDfFoXiDbbJSV4AXX5KZMGrXnRwq5BmwS2JVkTXEOMCLIHmvl3OTnR9MtycC6gtRvBz8ehYM9ZlBmpMxw53DGTQ5StA4wZWHhytESjqYSXSUN+DAavcklZfHM6YBJPoe0SmTyEJXbA75Fs9ykm9k8da/jCmY6JUjj4sz7bqNQ3OePSqWZQWkrqXOpcXw+Pgd0gQCp5me4mfYoVQlOUYmeRDWe9PuQsuslAUAqSXRbNORF1o2y8UCbwjyyceuuweq3k0zqY5GN4yY1qeLlkrJ4SqYapPNgdTZJXwBFkwKlm7TiNh1xkxYHPDDdhImR1H1CTvUIzY9k7ViWWUIlhMTHFWktSEcN7Bo8dLvybgZoCnNEdcIapdkEB3rgseVTjIu2H6KNfezJMod5YMdK9n8zPj3Asfy0XXpNxSyVIgE+kxxNe1GZK1jJHKLVIygQ01aZ2OZ3dDZZRAplpaedCWUgZ9bjVvdvY/6+itaJzFcSy1FqlL5Y/yWWY0m/wdgcgWtqA/UW1zlr6gWZuwVUA1YSY+bi9No8DkOlO3OqUnWkukasnlVHUiU1ZO3bGbcXSe1Uep2ukC4FNR8B8Coicr/6RKjE8CUnT2NOGK/3xPLS93h4Zn1ON2K5V1fPLvHD0xbYqXKulk5KgM5UwDa8awgCX6SIM8+wKoueMtN+ERPuYbq0mJZpvTiJ/lVSz9nbl1k7XLJxsqyBVduliagiL0spuTuD/ede/JXv+j3EwJBLe6nVzQsxwfrn9qbfJUzWS6VXTFuyKnx7OjOIdvy0KSPcb9I7OSne9RPyZ1e6FNR8GYCvJKLPZ+Z3J7gh0kCIVUTvmvX2G/Bz0YZrMv2EE8Ub8d9EfdXFY0qguQgrHa0aQNRG3bXLyww+PoLmGTgswDTJI4cFtCwoy+SKlRaEzpT2TEoUzRXN5HES931eP3lZba8TTeNOdyghu8QqEANIgLn7smCKclPjnkwXR01pm/IITT/QYXF3+K5Qmeqxy4buRKJNNq7kyqOSSTN2nLSV78z+nrQjck5RaqXKwkRj89e1JBTdnDNrMFHXfKzJfMCYIz9RWLd6t2X2ujJ785OA6o+nKmvocVnwywG4H5oja3A/C7qJ6soAEP0sc94oJvIJ8ZBoLeKEMRFLSI48i6Kp6Vaop14J4BPWQ1wTFtR14JQR5ilaxzZKrXqPylEK2XYK2nnAXZRp+z4BRM25pjAqQbLQMzJhTcV6RMmNH1OpDo6YwCtAYdGXMg/SZYIEuD0s4gphEoslWUPiuJMJoFJDZri5vOv2VG/FvdWc1Ivbiu6kJkq3fUJfNAFz2fq070iVCpm7BE11jrfMDCkdWdWL+ZHrHI3hT1itEo+c3A3HWsQrNgrcYejBnYdqUE71ti7O9dQtQKnSsMLkzvvcQ7wFvtztqRdMr0HNVdOloOa3A/g0AB8hoh/B1vneVaJ0v0xiAop63uSJYMDeFrF57XQ9BdvkJ918PXBimyblzM2r5shHzNGCIAK6UNBOVCJgbruabm7kc1xBtzegu1uUu4McOd3dAcss7tEPJLGQDgzMBYc542aWY41ckpxtazDOhQqWtNajhf6wlroPUL2kAu3moARjLcmDMgKyYd9rgLkFeSyZsPhJwRunK1QuM9LtrQT4vLkRQq0KsBas0GLnNICjr7sS6LK03mdtH6tibdQjm9Q9H5nfCCDi+/ReCaCmnQ/JnTSuPGFG9ut2pLMqQXbv1KosLLGgapBEsvej1sXBQAd8Gn2aUu/3U7iXtDCAxyxRjReaPDo3IAqnD+ol+iHPEpU8T2L2u07IyXwAZdznxUHN87zgXuNi2ZhzFh0LZvEv5McffsZBoClJ0MbN2jhoROlqxu5hEgzUMBzoc8ek+LgPxjl6eE4GLnpAaWXp5lmouKudtnO3wIbQ4VgSvRvier3ICQjKBJD5Jiq1nYAG571Va8HFQqmIBItnCVAp1lAa/NXCjMxcwZMpmJOsE1LTZdPTiu3saV+USleP6nUerwp0LViu9RUX7acekDvQHdCLAQCyo/bMFibhgAky17J6FDYw8qBuLh7L7FG7H/OEksSdQgH5fF01Wve9hsrASvJJpO4UdC2vkxydrrqRmGftTGeB8FPT6+On66ZLQc03v9JaXCFxAvKNuBIvUwUxpIyBgRlb9NUJmm7AqrW/702zXdh2TTYn4BHK4a7JCXtV+CRQpyCb7kQxOOUMeuMOfHeDfLcgLRPSmsHLjPzGLG06iB8I0ijdd/MRM4kexDyp3wiSc+SFMg60um6ES1mIA4dbpSrGVXvyjVw4l6M6s7NkROHNfIs30mMoHw0YImAT0JITgW9m0PveEF2Yu1uJ8zMZQZYyPEJzVMBEz2XaeJL/78yemvAj5GskeEaTojTIia/0S6OwqEQtr5MapLQcawQrhQgHznjQfppTaSR8lu+Ya+gELtX53yap9KWV/NW+NvUO1zuJOFbnZ3w/K7f6rBwkWrECEkCUwJ/ngwfqFKCigGadkInFt9MisdDeWm/UkmTB/brgeJyqb5Qs/lAwwX0ANW1ICVgWAftLpzx+e4MyJ9/ki1l9RTAL+LxxsBr6h8PH40VxNasvOudLP/8BpwGsfcg63smICWrfx/cBqNISE/KZnpSBMNT68yyWdVZHaY8go3wD5DdmzHcHWSOHCfmQVGpLyIcqwWVbM4sxBOzSBV9TS5WCRn8sVbVpu0kXBSxFwcXKwtyYlMPiq7lkRiVz7HO29pXp77gye/e6xurLpCJFAo4+lglv5lsslIXBykl151AD72pMr6POx4c8I3MN65DAHqj1PmukdqXV6QgUEp9lRWljXhMACZzpayuLw8Kx/f9LpNeg5qrpUud7X/GqK/LSiagGtAzSmCrmlc1cYkMFeb5t8CGGDBCsXHTGrUWiEq8ectfyycJjVeUvLq4MGzrRVkH29ha4vZEK3t2i3B5QbifwkUB3B/AyId8kCWap8Z/SLE6mbqejO8Q7qCOsw1SVdxNOSWlaULcrqQGcqKxcj6COkICez8rB37EBgqUSukisyiz+StLdHcAMvjmAl1Qtewx4LiScp2EpL4OrrgVVICTAJWw2JdAJe8aPKoJ/kYjlzAFYx7EzlMvM5NKaokdyFhfLwG0uCUjFReBHF4FX/zQWJ6xovKRiHCAboEI9PePankbqFceqkdRQ3dt17jOqAjwg4/KYJzzLhyBlEVBxmDKe54IC4XaPRZw95pwkiB/V44yHdXYwJKBmFtCnzg2RIaAWaANdmrIrmaRmAuapccrINweRuk5hXoQjSgctUXqjisK1f+oa93FnasahFIBL2oy5J5U8FFJgY5Id6/coNQtrp0wsXsDt/UHxG6htKTPUMagFuqwm+/kArHcJ852MTTlMQRINBzVlUknirO4TFrEsUrsjXysR1FTGJoA3Tb0eCmDHTqk5qnRgGPd3JmxcbhsdjNLG5n7oR1RJKykIWrMcbT7LBywkEkKJ/STrkjMp8JlFEsPJY5cZgF1LwpQkTttj0bxZgLpbSCqQKZPsA6baWNYaeZ4zQKAtnXiZZOv7dbpaes8433Mi52awdXMQbo/HxxC6wGnn+Ckm41iAcM5sVlIqzbCYIhvOOqVKuPU4iucJtCzgZQYvCfmQxIHdQcTNAtJ0g58Z81TcT0QKPlKmVKpFC9TE3HRqUIlr3BR89xuJ3yG/zYw5SmqMuN2XBTe0evlEGgLApD+JG+mDbz5TAhaZdrzM9YghfrojQnkB13rH8hK2SqUBUFrbm3aH6/0Rl0k+Gk5SOU9WzjRKaAC4mHxVFnwtEhJh5Un9bPRSHTnGs01hbwyitdZGJ6XPF0BRbNOIA89c9WEeyyzHZGA85gkzyfHTY5kdfHkgS0VKhaBifi1DvXGXEMYiWq01m5qNRyKYTg1PqeqX3dzovMBWwubPIvieQqsbMhrfIHWz/udCfkRt4+udG8po21BvUN+v/bwMv5nQBrq0o3GTzOh7jG6VGaCFFNwLkuJJ6IA7stSAt4nIaVylfyKpoaTAxpg5VKlmZHIuSf0cttAK7FJEavuon8vmFuGURDL2vZZlx0kPZUYh8qCUbrWqOjVrEY/RjyrZWS3ILIBjTjhM6i1egfqqXr5d38uki0VBSybxpJ1NiqrHd1CLLlDfghdPryU1V03pfBaAiA5E9BVE9ENEdE9EOX5edSUvTZGLB1A5urAB9kSQL13UqEqGm/fa5iYFjjefaOVBSZT/zMJpEsLuHr9SJT7OVSU0wSvNNb/9HnFY0wse1jb9E45NYjICd6KQ9tv+TarwOCU0gTw91DJaEBJT95spjLllGTR5CGgG6WR3OajY9sOpVDeCutSaYJHNOcnlqQVdp5/dC6zZK3769XCk1uicMFCDasc8pmfQ9WGUNuml5n6iugbIwDFVpqNvWlzLp+bJma65JFCn5EMF5dYXo3RBcZs5SNt7kVYZ8BOfPuRzPSpON3HVOjDVSKic9vFFdW3qHefqMMPTyrvspaO5KsFXo8NEauZkO8cjwxHvGR0v+hx187vqAtVjNCDM255hukJypuTM53W6LF0EagD8DgCfD+Dfg+Dj3wLgdwP4KQBf/Gqq9gJpb2/oFvOGy9IU48EUTm7B0hD/cBQTFzv786P3CzEy9/fk4IYqYUdPwPsdvCUwpifB3NYvQ3QoMramuqx91Eo1hl3R5In6IPZ9kenyEGDU9g5NvEeXRlzxhnjH/OerJnVpy9xtUgA05idoY1HUgQPjZntz50tNvhucE79HG2M4ahltmqPo7qN6jRThXzoZONGftU0tmLGI7RYTqgGrI4BzJm3yhrGLMZ/aM8iQfW8Ta6QS4doLpFNY9ty90f9tphNl9lZP+uEwh/s1XsFAlFDut+1sOjWWxI3foB50m6Bk1PYYSfwceL2qv5mXSSNgtQe2Xqez6dLjp98A4IuY+duI6N8F8N8y8/9DRN8P4MMA/uNXVsNLk3Mj49uNgiiAeoCrP1U0upak2vRy9joHN/ePecbDNGEiFl0KBQ6idJgCB2GbdiAkFsQPqMH8iKpJayDcm3hRSkS5qGZ/mZBIzo7XktTCRpSYH8qChTKOqum/qiJzPL7ZcLcD0KCC6+qMkJMfpaDMOLLojGRWBcpY5hDYwaVQvoHt+CJxLtTKGkhITPG4TA3RYlYAACAASURBVNw2IVoB8aitgaYPNofeTNj3VRNNAx4tfSXxEtxziGZOuqqZyzHoIQABnDYbKrdUthurloPH8NjNiwvHC/FI1QJbSjdJQb2pd2PdEjcHKzw4qhylWM++LTBl8SmJHs08i8RynkCHRawBlxklpfE6JmwABsU1F8acuueY4UqjfnSiJvUb0Ky0oTqms02/luVTnttn/JVRmhDzIdSvb2PXZ07PGMr8BDpmR3IjtpRpYyrNhN4tltxmuGffyCDlkhy8r6yesGnyedEwdKc23H5eWzt1uPwkJ8zzZrlydYFQ2IK9isM8CplPSo1P1I1TqF83hl4HQjWueAFp18n0GrBcPV0Kaj4E4M/r/28C+Hj9/9sAfPW1K/UiiUmtB+IENSIUNyrVXCcOFi4MsW5RSw+Lr3S/LjhMq2xKuojn9YBDyhUwqMInswTU45yc8AP6zokA1RtwE1Y7dpon9TNBddPXDQBaXdGXMGukCY95RqLiZ8dTKnjMM57nBR9TK4Fn5YAH1YsAIOfrTgg7CtunblNiwMETIIqTz/MBd1O17G/olhLSpg8I1afMPMH1BLq93XVqjMAZxxbKYgr55vAOQL2ocmsFZO2JXHa/+QaLlV7U4zGgVvVTUcjNtY95cr2jRlEYEmrjBuT+Xkogzo3/k/i6wcbFqsTehEqYqJ3bgOhOgJxYR/c9UVpT2Opf/LdbBSmgyVw3f0/qnZY1uOcG2ISNqQE3TVugMaBEn0x0aiak21uxBLy9BebUrVls5mSdMC0oGQFWAL6+H9fJFbRJ21L1vupAuB5RATxYI4meCjR6ewTQNuX9tYyq4wSEd2z7K9yu7/d1QCAFJT7vE1XP01MFUK4SxHArIzPUMXcJ0ZQbmo+zKIFbfKxcEo5KazBlIIsuyiOxWkDtSPQIrd4UVY/CG9xoHoUDkODU9qVLjyCK93acnoiF1lufBhBuoNzCYKTwDNB6Sya5MACXYV/wPqOOQboOEhmQm9fpJdOloOZHAfwC/f6/AfxqAN8D4JcCeP5qqvbERKjmnUBLbOwe6r34nIEazoT1OOFxnnG/zliSuN0+5skJvCyoo1iHmGVITmL9xGqeGzfgRCiTEG6aZ9DhIEqRUwIntf4I0hqpL7XSGoaaRIqPkfvcKmjmIgHa3lpv8OZ8g9t0xPO8COgJJtc8sRDqyLH1mypDFrETFdmwV56QmFEgEcGfp0V9miTlOjsOhqkq4SEQ5FmVHwHVq9lujGaOL2YdBDfj6cbazcAZroTZuIM3SUNob1TgjteN6atSkJC3QAICqu+VnBMeVhkD4/6Ny01KYBOxWwdF7ta54dI5o49AAKgKn84hWh9ydcZobQjP2gZo1DIG9ZungjXE+SnqrCyGBll1rE0hs5kjTG6auyfa3wBnmxchflWZxAqObwTUYE7AzQFUCnBYUObUbvhx08u1WI51AzZzpPm/KNNiTEgmWWdBmtI2RJ6BxS2yMbLrphAdFaGpf/70hhWB+6gf3a1BRtClqS4rJCgl17lvbbH5H9rPE1cl2KYC7H1RTOmWGI/rjMLApOvzURflY542kpqTR9g+N0MmAwlqTMAhDxOpn5tafmFxZjmzSYUlrhxFQMT9cbDwkqeMP0jBv+eIvJ7NdyCEe7mylMbq8RrUXDVdCmq+BRL/6c8A+F0A/ksi+ucB/EIAX/uK6vbk1JvpNtxR73ckJGIx3eQsfgpEWjPjYZL4IZnViRMTpjS7B2EG3Mw3qRKbxVXpN3NMJBKaea7HTxOBMVVngYEraxsmRKpkCbiZOeFYtE5Fgjce9VjqeT7g2XTAQ1l8wwVQA7GZ4nHkRow4RM6ktERl1VhFJo42SwLz31GBzYBrBgK3rqCmoHpIjfQxVWdlXsZgA62WUtRsKO6rxZ6JhLWrVyMlss0jAAJXEowRu/VIwuaEc4i6yZqUg5nxSLP3WSS4jT5HU7G2bYjfsu/4HOcJDZiz57wci4qsjbX/k9bnyEkdS6bGmqXoUUMOYE0KR/0Okh2vOlnMM265X+v/RlKjQMas4CYC3wqo4WV2yaUFdWwAXzeOtKmbvq9mkzoVkuChyoS4g8j4fL/hm7n9znqMElkHWbFuQVrSH4U6XbB1R105Bu7TVr/I11GSC1zalxu4achcEmBTjya1QrbOCQpqCDnJt7gfYLHOLwmPEMs5883l3dEAnIDSFIRvTJaVDvk4WX1C/3ifsdGfCasFFzb6pfGYekDj02EHeHs1AsMQ5wAZePUmMRqx57XTa1Bz1XSpn5rfFv7/ZiL6MQB/N4AfYuY/8qoq96RElZsBwp7UbWrtJtkBHRYuNGdd3MHza1a9mbwRc+pzCOi+5xgTgU2nJhGQzDMgBdEm1WsjXZMoNVGgknVzNQdZ5rredDhWnpqNp9cXsXJHfdkADa5n7cbBm04RMLa82luoAjBTIGKD9yeAS1e1U5s/V1rKbKCSh49GoNvrOQyPOIx+Kgds+iS5JBQFCD3xtPlBhT3MRCS87rDsVF9Rlbg0gQHDfPYSIhALYvIIaExik0MDoyK5iflHSqJtf3QUf1Pv7jvUrzlWm6jqViWRWkJ91vRzwnGVtblBLP3v/Z2HmYILhm4CeF1Z84ayDXRQvNY5RLxGGvVZhxeaedrP2a5fKJAiOcIc9E3Xd9GXElDn6coJxNzoWu2m/n4EDZ4lSGXiY4M1GOcmgBosN4yfKbrHZ+L4Ronlpm6D+kkhMc8AAF0rvQY1V00v5KeGmf8MRGrz7kx0kraNHzGAoqk3EYyWTdGUtWagLYEdvigoycbvYd7TBLr/HRe1+9O5oCOICZeYtkezyJPv6Dcd+1cB3qn01HFrNvdrpR1w06eRmfvQeRnaeVT/35YZN/DRPb9OO3T4ws4onJConFSwdG48SmvCv56vK+OSOpgUxsFnQgX0I/Ad07UG/CmTrevsS44MLjpWMIA6BLaD/zuS85Su2G1uV4GLLeCeulgtxXOjC9OuDs8g3179e3r+rkh84Tx5nS5OF4MaIvoUAL8MwM9Dp3PPzF935Xq9WAr6EO15LlpiHI4WNkl3DhNjrhx1JrgqUZp43mL3qBjUg59x3YREOdY40Rl0WERBWB1rlWVy51rMAM8kegd+lotm5jd6GUqQ3EpBraBMkZkh1jovyg3Iu4xbEvFz1buYPFbQRpTP3f+o41Fm4fpErwit4qNy8kb3RnjJx7TTJ6ljHWXx2KcaDbdr4uxTnUFegWgenM31u/WRcrnm3M7GJmtfmkO7RldF/ydGe4y0Vw2r6igPtZSSsSXoUafGlENNpyYqCZsr/EYCaUcTnPwIspRo/TcGbF73RAJuZ52fS0IqEygvGjYjeZBGhI8dTWJnbtS2G8OAbt3IEYv3vT3PIX9X2aiEzK51e4oRGbQ3TqumTtTk67+tr9oPGrrQ0ggrbFCnWD6NXmiMW+vXxeZ2dumwzmOjPUwAeKvw3nRC+NZnooVos3a756KU+Gg0LUrQAFe5M4X8Km0CiIJkmU3puPV3AzYJIMGOvBom1X+/IvTxGtRcNV0EaojonwLwnwBYAfxltMPAAC4CNUT0ywD8KwA+C6J4/AXM/E3hPgH4NwF8IYBPAPBdAP5FZv6+c2XLZimfdtEH51P+IlTCT5AgbApIuNTjhawWAGuW78SEKTHmVHAsot/iRBLQ2CZozpBFmZWEcB8WscxZZpSbBeVGur8ckoREWJR7zfJcXoK1S6riZAMrZk5ORG6t8DwveCvf4LnGP4lKztJ2owSEc6vJNoFSkisKGoF4WGc8nxc39/S4LhbHCGgJjxHomcAH3czmhKKhLTygZapjVZXz7EM+dkbgy6ybaHSjj+7biGUkmkmJYTjCEh0V3hJYhscuMmK45gQimRt1A5DGmrTGjglXs1pbdTyybgoamE/Kpy32iht3/Ka2/u0zvLHoqPWrBN7G0+aIz3FiPKwzHldRhC9WR9UVk/XCrnT7WCY8rLPMgRwHAO23/UxAWQjlkEDZ5v+kQCehLAn5Nnm8M58bQceILLbX0HJlp8+0Lo1X2whsOqbBCwnWPKbUKpO3a9epzRmn60pxvuu30SyexLOweRA2esLaLylrm6bQ7lHbyeoQRad6XTg9nxsAJL4SMTLJWn3IE6ZS9a1Wi/1khgfWpyWWCffG653UK/1v6mvcoOQ3c27zXp05VU/cWmYpVb/tQeOVHfOEKckgrQrE7vMiukG5Wq76utM1zoF2OZMa++sVpNdhEq6bLpXUfCXE8d6/zswv40H4/QD+HIA/qJ8+/VYAvxnAPwvgBwH8GwC+g4h+MTN/7GTJJETQ48SYxMYU5CbbXVHNd33TDEROIwznLEEHSS1c1jUhJcKRGA+pYNX4IrwmYE1w1+RrCE5IYulRFkK5mcA3B3nXMqO8sSDfTgLGbhTUHEilFCKpyQcDadzIxoyzzlkXJjHWXM3Q30wH3OcZD+uMo5qwRoXAsylwsEZUjnnyd6+6+d1niYz7uE5q/hoIm3Wt9TnqhpZvpKwyawDSEGVYFElZdGqComysm5m7Fg6GWkFC1xD3hA0x8j3LuX+/Uy13Blyjzw/TZcpVv0k4w6LgUSxH7KTN+uxxnTw4ZDUZDi7fI7drdDtaXJjOTAf8mo3UFcHh9arcLnw8Ld6TzZFVib1fy1LXksljN7keSrL1MWFOBY9qBcg5iT5+6KuG41VgW2bIHNBr8n8CLwJq1jtZCz43LPr0BD0TUybCLFfCJmrj2ujU2RBqP/Tga3ga4m0IzICVXahy9jGF9/kc08Lj3OwBkO/PqT4LUkBzUJ05BTZZ46IZ81YIqnSPqlAemjCUZHbtpCKWSFyEiTny5KDG+u1xmjAlFkOFaEFm/WOhBHrFagM3hmV6KUus16BuBlhsbh5z9fcgBh4y0GtOGlm+WqXa68yU3yQ9j+uM1WhWtj5ACAgbB6UyHGwT7ZSk7gXS6+On66an+Kn5fS8JaMDM3wrgWwGAiL4p3lMpzZcA+HeY+b/Ra58P4CMA/kmccfBnkhrf8CaVwsQAbv4y5SBiYEsvBGK2uybdvGVR5HVCSQUpTUirgJp11YVt0ahLCNzHtU5lIeRDwnw7i8XTYUa+nZBvk0pxhFgZqAEkQnE5VJBmFku2Sa3ZfOSIpGbN4lviPs+Y1wOerQfnSHJOHjm7WY8cFm/sB7+vG3iuG15WIjOlgmfroYqEXUpVuSwP1BhBzSx9AYK3vXKhXP1pUCXUdaMIyrMJQPRVEUXwtpmwHouFzcI3sAh6Dfh07+v7ws3EzWcQkxNPAC7Wbo7jtM+ySvbWNYFX7S/zdRLN0G0cdgh9v1Ft6uvXasebtYrVzSSQBdRsAsckoOxxnXA8ziJRWlMFNfbySS3xVGK3qlWRt8eqwgTuRfapjjtYgpmWGwJT8oCN6x1JINeDgt0YpHZCBQobKZW1n9uTgrDL+3otaPrXAAgZQIrSMwZcAdujhHZlG2CxeTWol4OcMHY+97pxdTo2C1BwKXSIxu3lGo3zSdKDLXVWZ9KuaBoVpCu21olkfCmJSKwUwuNUrT5LIaV9qaF9I2Du698/1lFtFe2y97+NF8v6ecgzmAkPuTV+MFUBk4YaGJco2/L8uiass0gUs87vrPUXv1baByZVKhW4VHpmDFoY8Guk2F+v01XSpaDmWwH8nQD+31dYl78JwCcD+Ha7wMzPieh/hlhanfVaXB2TcbORuagaQD2PN+ISZpROMC7B2sfMQAuBkJAz45jElLoMFjVl1MWt7y4TRE9mmTxgZdYjpzLBN3aejfEhl2o0egW6jtwqq5BEGU7FF/VDnnGYsoCNUPeGCJ/SKer71KQ1buKZXIoVozhXgiCdbsCu4cqSSK5ogUsbyhwdyimwsbrZ0WGjI6N6FUk3tsih23dsWkKz0TaScJPSqPRBjnPYAXCM+kzmLwfwYzkiqDdpSaZXwlTr9Qj4Ob9J1pzDdSmNEfrBmPSAhWrf2fFqM14KZtqI83UcWcf0sUhAv6POkZzr0cOqv0tJFagHdsY4+lwSss69ok4n3bqQUQEAENadbtaLLA4/ZjUfNrOA+7LUY0kPRptYQozoOA25e9scMZgLLMfLFqSw77uhtMYYFJX+ND5q+s2oBy1ANy8rE9UMdwN6WmBTJoDmSh/6oL0A6tFTD/JiH4z6CgI8BXjIi20+m5uKwqKvl7NIo42eyNxAs77tCF9/1ArEOdCDzdhfahHlefX5ovTuEXqEWsZ5VmUcXIJdGMyi9yg6OVUXsrD6FDOmwpkWG6Cuvq8SeLwGNVdNu6CGiD4v/PwOAF9NRL8EwPcCOMa8zPyHr1CXT9bvn+yu/yTEH87pRIHQd/tDs1c0hGRnNilhdq7bibQpTtbvZlGX7sVAIFAkG+ekeiWuCCxHTa43EI5d/LNXRd0zyDYsk+IEHyNbd/xne3LwHtpsikZocuwfe8WI+wiEtbaNtkQ3cGwnmaJIBPfaFKU1o3v9Oy8hLkartXK9NZP8ZiH6AEpinyvMnT6HcYBxgxxJGFA36rb9F2PTRvkzSm2qgm89ahTFcqp6Uv146u/CaB0JhspEYUCTSEFfUqlcqmuhgDY6cZsNX8vYzI+u33aHMqwHYgLDFtEgX/N7kOcF0lCKM/ifu7b7pz9mPQFYxu/vmDh/Gfs8sHs+pkYLFcw2PpYaENs3lJt57f09SqP6+3ytji03fpNg667qQtagq1JwT8Oisvhmzds4O9Dr2nXldGobep1eLJ2S1Hzz4Nq/NrjGEKHw256I6AshSsWYP/gJerHPdK4MW+iRperE10+p02ihPKmA8P8Tyylv0+J4ijnkcLN+8gtf9Lkn7EKXWD+9SLlPSLvz5kVed+EkPOVxdZi4IgiOm8w10qm1O6hmo6dx7aT9Uo+fdt5zjXcPANPJYXkCiNk81/++sP6sy+PtTrvz69J1+iLE+AnMzTUSvV2E++dIGggsJTFzuvBzLUDzE/r9oe76h8K9vo6/h5k/m5k/e3rf+7b+LRouqEMbyu25BdRg8jfSc6bAAewQ80vnZkH1z3FucXYcsplYh2a0RRsXakQ5WHnBdFJcGTa0veH6zjdk4w+i24Aaac0ecxbzxc9T0l7/RalBfOGJcnb3Z7seOLeNA734apfitHmGkZ+fAPqq1I9PSKdqfftNyD0/D59rKzCe3xX4vyygYZPYRF4CaCVvp/ok9luf7wUkGOdSA84vaXcvgbskGUnonjlZzmDdXQSIetoYi+nGNsZY2kQ278qu1uoKfDcSsJ16RZrG7RToh9jn9WCepO7oNaaeNrbvN8lNleJt6vqiNOpUGtG/vc/rdFHaBTXvQPphCHj5sF0golsAnwPgT11SgOlDRNE1B+Cy2bCJxVW2bRIdoawiS/1dTBTbAp5GTNlNwM36MUQS8+0Q8XAEX9vIprsxXrlb1/W6yM2CKrFYggW9o6p/xC3Y20muK9nXgbq2hTYOi9OCzh29aOW6d4VLof+o7/tRmQMJQGP1NNgMHRvqWJsY/pRErwLh7hiw3xhOzRcKN6wIM/ntKX98hlribSESplS24bZ2gWGoK9PmmKwBtuc2+lG27v94fNznIatPVz+yQnVcvF9GmIzbZ4cbxd7xDA/mEwbj1dWvycfBfLivi+XrlW3D/eF8tvbubH5Nc3o9pMjQaDvtiNnG3bvgAkCzYQxH662/t1dkmHvRV01l0tp3GT00mtfebGliW+euSrH/Qx3ia699XNSXvfd5nS5LJ0ENEf39RPQXiOgDg3sf1HsfHj27U977iegziegz9d2fqr8/lcVM4usB/KtE9HlE9LcC+CZIVPD/4nzhqMpzttjDvXYx20wByDb4ZqNrdVTsmjkdA7DRVTFFu3MSCrnPw3tnU1jgW4/CqAQJ1VcKERzYiB4Dg6Yi7TZAB1TQEyU7Vuewonr9mkpo0PbxiIB3RFeU83hf8dLzUfNdbwBDgsnjzeHkvhs21c31CB7cTHlfUjGS6vFoTjhg6Oraf8f+NdAe6rrd7AKYtUskUbunJPci1+rzo9vPo64UedvrBl36tqkkcG8cexDqkieC61ftAZLakFggquVY1/66bNuJ1QObIUfevYN6q77YFvQAheq1CAJ2aUGsC4ZzwNcJ11eMsORG6hnaEKW1Q1DQoJ9ut9e53OiGWZl7KdLaWA+bIJFe9ONtILJ0TEEsOoCofh26rvFISrpXXZvfhTomtWM+ymC+vGzagKidz+t0UTonqfmXAHwtM/+1/gYz/wyAr4aYYV+aPhvA/6mfOwBfof9/pd7/GgD/PoDfDeC7Afx8AL/qrI8aq1O0CrGLm8Vs143Qq7RmkKJSHDPEtwjQEnLAJx0Foj+SPghHxejpR6yqV7kHBKiEpcac6oENbSQ18o0gqQEoCbBxUNP1yyVi+yG4CptsU/8Ti5LsKC7mjxKGPSJt/0ZOdVNJVA5/RDjjz+ivZg8oWT0Kdsdg9I4W3NDJ/uivN0eDVuRg869i//oxwMJMEo+v42IvcocfwWmon7WphN+bdBKcUHPfgU1nEt0AylExDeG3CYjWXYOt/769l24UofzNPs5dnnB9I7jYmcM96N+AtL2+7UDinjRp+JzTxPZ5oW+D8QxAvrlla69jhOJ7Lplm/g573ECGASqlNx6GJB7BhvU1ktTEtgzjP2kZG7rNvXTS1sKlDbosvZbUXDedM+n+DABfeuL+nwDwZZe+jJn/JE6QOpXWfLl+np76BbT3f7ymoMbnzKlN2AFOeNEZorstQ4HGS07UKG6Nv/sUdWt830v2zRriwSqEs2BG3lU3te0LMey/YVt3wBtwId04lYcHt/sLcex0x44c61gsPmCRR9l6SR9Cl/ScZQcYhkmnnFv9xE36wnlkBL0HM/1GMJQq6e/qx2XMRZ+q/yg10psn7BVWXda5M+yCS8rrH9x7xt4zBMjn6/nktd6AHh4DKtS6NIzEqcpc2ieDeX52nE/c9r7TfEwMd5lwii9wxmDLrI2SgfeL0ihfoF0OEGn8+2rpNWC5ajoHav56NF4+NokBfOL1qvPiiYETwKX7PSQO29n6ZAuoc1zS3mPnwFef/0U5hRG3euE7X/R1b3t60XfuzYs+2x6YezclBT97aZdbvWa64BXDbnwiuBmmEXh9apMd8NILPT5MESyOgBHVjfPdtM9F4OpWUK+6goGW7jJP10ixnEi/3641zngdJuHK6dzx049BpDV76TMA/H/Xq87LJQc2e15hO66QOuJPkfON4laTzLiEwhY66kKIi9zOhMM1ORaTF3pxnT+O5novurWqDY6cLNlx0NlotC+xqXHol2FE3J7L3yMOevwwFHx0bd4+G/vF5LNnntmUEVnhE89SyBvHM0jtWuuQ8FvzVb8Y1PQP7XHf/Xw6J+V4YvIo894W2nxaxY1BnXopTeTuYzv6/7ui4zyoH722o+O0kcg+ZTqf67QdKdVZSdqpsppC0LapX9+D6plDun6NRBrRHNmN6tI8OxCN2oPhiHSjYxXyeIX6MX4ZsLNXJ6hvpb3nwporfZ0NJAaaxaP6763DC6v5osnIy+vjp+ulc6DmjwL4HUR0198gojcgujB/9FVU7MlJwYyFRNhYUuzureo+vCPOfo5rysHqiZSLXgPajYqrF93hUQpBHe8l+Uzkjsf6YI7uXbchWhwU4FqwEhV3s0ZZjo7VmvyN4s6gQzZEijqCUPsl68ejgOvH3cv3ugE6DjVgH1XOvCfQema+IfKReA8I+rAtzTt4uDlw0DnaTQ0nh6pf0BzF6LcCmZKrR1O2gHmmeBrdsweF1yFt70CYe0K29g1ARas/E8pidbLnc6TOawNgbV1DvYICdinkQVUb8NxzvDuctikHl4mqp9zRWvD5gsaCZyzp2bnfgyBnXAZC2gZ4xvz1WjNGkcb0+hwn5mgD6O3TXd84IQz9AeI2zle3jpAG7z21Ow4YNdb5yc0nzI1A/5pXjABO04ddxUZ0OjJQFmU70mnLpmvOvJ5zrFOgX/F+dL7XHN1131smbb/7XjhFb4GnPq/TRenc8dNXAfhHAPwQEX0DgB/Q658OUSImAP/Wq6ve0xJPNTYQlaov0lhAkP7RaymFewwQ1OtljpsSNBwCgT3CMtXYRv1GFYmeEyPSYH6pRt6dajwXi8gL1nYYsDGiFjaxClZ0ARO76/JcinsUztwt8lAlAI2ezblkBKWom/JSJEgjAOTg9h8GZoLFSCOxIqhnZcln4MYJuJmXlxbcNM+HDcAJj23ssYExi4ZcoA48seVPwKg3jDb6fuXEXpVaWepNAJhZIwiTu2HPUrACY2qDQ6IDDIyqbO4u2+3FAcSONm0OHdDtur20rnCN2G2gpFj9YKEckocTsHhmKABZuACWteHhQrqxbnQorCPtX5NQ2u8AZDxciMd84tai0Z5N2Ijt7XTVACDFeRLroPUnHccm6Xry/+Mmp+9kLwPjtAeyEeZvfF243tONCrrJ223hRCyfrSUvL86PXlduD+hpm1jpngEZADVOGSDzgoP34QJQUprZgwAKfecgY7DGurrFuWOSTg/iOwTQCrb0utO8wigkbclZngeKho0JYxtCX3gMq8CQbXTMrowvXkthrptOSmqY+SOQuEvfCwEv36KfrwLwZwH8vczchzV4ZxIF4jiFaMt6j8Ji92uAW0ABqIvSuJNsUX2F5aFMEpE7V66lAho4sGk2JABskZVnkdSUJXmcm7KgBnXU+kvMG6qRd9VKiTRQXzTfdqssXfxriG1SLD5U5KQIVTHU+2JnVbnkIRxtmQSiiaGSquYVBylNDNRoRC5sTBYqIY5JKzXhLeENwyRgBc1xXZgONbMBJuIWFEViStyauMeU6gtd50E5VgMsLtULcWV8DtmcCRGvKQfgF4Ja+veu+EnbETn4ennbfusGqyPb2FUpG8cx1cjcxom3QTepjrNagOUc2tuABmxCLMQN2yU0Gt+oaHwjC9YoAAcusYxgZuN8kGkIoeVMVQAAIABJREFUBjbz2+oRYgf5eNrc9M23ruMWcFIDbvvUAOWuTmPJUne/AzzRIqwBNp1Ut5H0WPyyfo33/RKroRV36XOQzCALDTSg2wQFDX1BTd/088Ek2bXvYx94nwVgYyCj0puB9ZXSmsJV+mjXWdef0MhUwygYTQySdluLveSmGQyr3ilA+9TET/hcORHRDRH9h0T0USJ6i4j+OyL6lAue+2Ii+mEiuiei7yGiz3lquUT0qUT03+v9jxLRf0BEh3D/lxMRDz5/87n6nQ1oycw/AuDXEtEnAPhFkHH9v5j5r5579u1OvhnCiBM6zkQv6AKngaRGblcRa10AkDD1GsU7imn7BdGIb3tuS8FKJegCZpywcSBk8SgtipldTFwJB5eEUiTmkC1uP3aK8uzISg87cXDJJT5ouDgJftfqHNUNoN3QvCzFMJyMjQubloMLHb8RAd4hyiNF7wikms0DaLyS+maSGM3OQ4xG6SoQbxdhaz7SgjbOGhH6QTcLyqFutteY5CaAJ39z3+bYHq7D6nsotd9Aa/EkUpnkQKzEDY3gEiWUcKRaus2c69qoovy4kVnlwmYX+ts3aK5HTwC6YygOemdco2+rZO+kwuqoz5ox3HmWqUrsbAx0jVtQS7O4Gr5zJ0VphC/Dfg7GfPG6mb973wU657/Jn4nl+Xusrxr0N6hkXLdWiEU0V8mMzWlSpq6P+m19Fv1Xu/RlQA92O0xdPRgzZfHU4oO2FqFgXVwYAH6UpvPZykBClUpG0GXfRutdgrcd6BPD/ELpHVQU/noA/yCAfwLATwH4OgB/hIg+i5nz6AEi+scA/C4AXwzgf9Xv/4GI/hZm/tFLyiWiCaK28lMQ57qfCOAPQLr2N3Wv/CUA/kr4/ZfPNerSKN1QEPN/XJr/bU+EVkFYV3PlzAdUKIqpgbqQmt/ybc716rlzt/jPIWqT1hDQKEIa56X1NOK54d7i3hoJTpca5b4AbKI5JVQ/52Qsl37Be3nkRD1aRHhe25B7gOf9EPe9MD7hvo8XAUwsfW//OytX29s345SQo0lxrkTCv1Me+Vhzm09/NoAmbvBBMtBuGLzps0s4sigNuFR03WczReGo+G3b+UYBfqduLvLv7jkQODFPLWME/QBaJflmPXffOPH7KbuOr4udjoxt6zf7UQrvv2RsDOSfLA9Oeur/4b6XMQBGF68FfyA8FAFqQ+t40y9DJ4a779ip1M5lX0ZMW8s9X2/d5a6urXFHpOth7cWXAX6c+arTOwFqiOiDAP45AF/AzN+h1/4ZAD8C4O8D8Md2Hv1SAN/EzL9Xf/8mIvo1AP4FAL/twnJ/FQSs/I3M/Bc1z28F8PuI6Ms6v3gfYeaPPqVt5xSF37vJAc1oF6vfvT7KbuKd//ukHNULL5bBg70vh5HH4SenCx5/Yd01eklicW5je+rzzb0nNOqSRlw6L66cnhyo0tI+9tf77eBdbQ6cAiN9W2K+F33/qxyLt3GcAVxfdACcbsPLtG/07AVA9BJ6NpyLTyE0b/e42TvfGUXhzwKwAPh2r4oAjO+HqJxskh4PfVZ8RtO3h2cuKfeXAvh+AzSa/hiAG30+pu8moh8nou8kol9xScPeQ6BGOfsULAL2uDjqLm3g+k7xDbdSv53RD9zLSfF0+PY9YvC/lxPKkmOP1EhhDHyJXk1y/QnuNqAomWoDXY77JtZ1ywnR8Po5EbxIZ2jMifebnD/XiwFqeX66M+BST9UrHgfIN7f6NHv18gJqQd4X/f04V1wfg5xDBJNLNbYFdO/v69OFSjiXLsk2NHVtMnT/79T35H4Y57fN+d7qL+rPdPnjZ7hG4sv7MfYK1Odor00dxy46IXW9Ry6/beCJxsfyNO9Z7DmiJ3uDydsyd/V/9sC20zRqn2v0Z8jznZ0nsdo9DRm0w4qm/l36szSDHt53Qb+PgNGIbpzbCq6d4vZz6gPgk4jou8PnC1/itZ8MUajopSA/qfdG6ZMATJpn75lLyv3kQRkf1ecsz49DpD//MIDPA/CDAL6z198ZpYuPn342pMa8cWIR+7sOiWzkrDJFSnIEk4gxTWVrzsuoFj2NMqcqiFqeuLg7xVhX1XHAIufP3JyHo3XPT+H3poEtmHD9Fga4MAolEBVV4EWjUOyJ2HWJEjFyPNy3L+unEdEJ/5RCrV7DOUARgEyZtJ/ihmV5iEHaV6MjISd6xODUKYmG+tlRfwNgToBdUcRub3Ji2cz6DZR1HhBXYBIAplc0Kv2GOQKG910PXDcE1S4ED9Bs+j+juaJUsJfWjJzuDcGqb9qhb0N/elsCwO53KN4ZN5sDruDKcD0zv6dWT5LH2q5t9v9VNwnhPc3Gz92495XRDw0qqw/GsbYjgkanpt9MK6nZ3LON6ZxHYiuXE4Zl14xNVeWSza1wv7b1AljrdCxwCjpnTcJMhXwcmnhYbq5Egwk8SM16x7ZPEPoi0LJIz5uqO3PRgp3ecsmFHlHaSF1xo+rTaOCulC4HUB9l5s8+lYGIfifOe/n/FRe/8R1KzPyDECBj6U8T0acB+C0A/pdTz753QI0tDCOCoGD9xO6PhsIissjFKaU2Unf4VP0CMwFFoyNhC8+VhQPx29SNgKj013DcmiIx6zlRM1OMG48paXIWc8WMhDVLgeZPpzkyIKlCUmsqi8jdKOZGQhnoVa1keD9aIHBKUhL975hiaHxf5MajMuQoGSAkMy/tFYTipjWq1+A3TQyODl2sLjF/ALBSP+0ge08nxYugl5iq6bOWFQNv9hyivdeCkcrckYd50snaAQ+EZ9rYT7oR6TdbXbEl/I0OUNdm31N07nHMr81thkLHgG2emW5ZAPPm2gCAWj9xNVsODECzZojri3yT6sYupri2Y2W7TbDfYKKuE9l4DcoywOfAJVxvyg//74LZfi4wo1e29u+uH0RxV9cFhWu2FiLAjht1D2jivCyyzklBuuu1GYhK2gyvb1gT/ThtOpd8fkRfXJ4/GCU0DEeTz+YxVSAf89pcNRo6qkModqNycDnoeHKyLrpi+noA/9mZPD8K4O+CSF0+Ca3y7YewDxpMmvKh7vqHAPyE/v8TF5T7EwD+nq4MkwL9BPbTdwH4x0/cB/CeOn6CABOLuu1Rp+OnUgsLYjklxpwkuGM85qgbENXNJ0puwoblGxS33/2m6hYeQUGWu8+uNEFTtD5ys1szXcxiOpxZTLu5iPy+sTogKJArzbEbhT7amL8jEIOwEbo5N2rZ21050FFqfW2YaWrc9Go5O+2P+eLm2Jeh7x8RjEjXY71JgV58qDkia4BKOw9aD9PBZNTAbq7ziACX/KGfM03FrH7c9gmhOaLpk0feHlxPxOMwCc2GhPYDNJus19UsBPV3e0y4fQcrIOFEYoUyUet4bw7ffhTF7tLAxik619Tu2ACEtr84jGHXnggW+v4IHzO39zHr+qRp5AAcDcd5lHr6gWFXbtZHHJMWSO3VZ2+B2SfM9WDOT5ncCtRdD+yBs1PNNHDtgL0rwN4NOB0eOhEdrBmKYx3oVuv92jKfrehl+V40MYPKZZ/LiuOPMvMPnPk8A/A9AI4APmzPqtn1pwP4UztlP+pzH+5ufTg8c0m5fxrAp3dm3h8G8KDP76XPhBxLnUzvHUkNgHqEAECPLwjCCXhQYPtfP1MqWCnJc0YIo5+ZCF64rree+Pc+LWKqACYcqcTrqVujUfQcuUnbMKM5ov9vQKmaPjLQAhqgghZAzdm9lgCRS25i/t3EnTlnc2+nDwyAJHKHeFH87Buj1WMjG671irf6bI30wsFbzBDqBfhRZOnzBPDZVMvKZlRBTSSiXo8BSOC2ficBTXipH8sl9g15IxkJbRuBF+8vpi3XijBfzoCcUVtrXXfa0oEyl8JMCGCXgySH61qwjg9jUivd1aubQ0QARw4jVmm42YeLcZzs+Lm3/unzxrL3lk83D87OgViljn7E9xHCGBI2kqNhN3helcioxLmROhZugY5+n5RMbdrQ9e2Z1B4/kUtihvjCGInN9VgGWmDjL8KmH1+ldGaT3s532SuZf4aIfj+AryGij6CaXv9ZAH/c8hHRDwD4Bmb+Br30dQD+UyL63wH8bwC+CMAvAPAfPaHcbwfwfQD+IBH9ZohJ99cC+L1m+UREXwLgL2i+A4B/GsCvh+jYnEzvHVATNmM5YhoTseGjO+e0mxQJ+yhvT6AumKy7xzWnMu4RVMM+e+8NRZwNarjTf/Wo4gVZlw7EPPVZ/+6J0pPKuXxunE1GqEORm03ENoIT3OXwt9d1dH0f7wEV6CSq/vLOpn5MT25QaNv2lFd0gBJAOy96ANOnndc1+PrcGA83wJ1NdwRW4r0RtnvKRjXIO5QCnS2HAsLu6vJEQBHrZrxF//ulj02ME6DApJ2ZSra24iP7mV+gku8AwLjy8dNT0pcAWAH8IQB3AL4TwG/sfNT8YsjREACAmf8QEX0igN8O4OcD+HMAfq36s7uoXPVV87kAvhECjJ4D+M8h+jKWDhCg8yl6//sAfC4zf+u5Rr13QM21Ur/hRKDyMsX2XH/HcTZSzpHIwcS15zbCwcY08iVytrKRHQxn1v5Oo58vgQ024OYSUPkq01MGeQfcngN91M+vs+/pd6jz2Vqne9u8m4Cngzm0ic1z5b7vAU2VRu103eDaC0HTax8n7MxfB5y7qBMVmNp3J43pTnx7NZGmv/zodW89XYWA7TSFu+lx8dy+/N0bPuHcsyfuv7S7i2smxniRvh2vZn6AOLvrHd7FPJvOYuZvhACSlyn3RwH8uhP3vwbA1+zdP5Xee6DGQQBtOfqQmnADvUjSuJp4Zmz3GW4B0HpZDf9v6gQnYNVbcKswOTx+igRr04CeglbK4sdPIX6L5wti2tGG1rhFCH1UBg7kmtgwse9CnobjDIBOjhvCBnMpnek4cN8MjKifStegHXGMjTPWNvNOHzh3q/XeHD1dWjcK3/4/e7l7fWgghvW4kFHH1NdA0B/zuvVu42P7vc0U2tjOp83RR+ieJgZX4zkbqt9m9zuHizYNL9UGtHlx6UbG9hCa/jw5tXrwEJkXr0O4FkFK1yZitM43A63wvKl9z+770NEPP59Ciwj7rmnmbb3px+8RO+3N36eC9r3hiUBvhO40T6TlpfGKjKqTUxKKBe8aMHrNunxiM14qvTOY5j2b3lugZkhEZMa4VCFM3I0/F0ZVgFP5Jhc16TUCXwA2C4CgR0Nc/4+blRetQRx5FjNkifNEjWkrgEZ51Il8v+n3Gyvq7wasRVBTtlSjjQlloMgWO1WF5FQDNZqispXJ+u1u/kNAxngM1wAbJdLkMW3qdwNOToDScxKLvaOZU0c2J1PDRqNuCgH8UQQGgaCSzaugK+Wmtzub7d4ebG4L3FKEwvjZN1Vz7mjSX1QCU30aqaK3x/uRF1OI9wRvV6yEbW60Nf/1/qEBC4+wLgOotzkQfdRQaKvtMjY37DtdMJhx7UQJlV53a6ZNR7eb+abYfn2PgAW664M8EeQboKFYbuyXCZu1svm9aXsHfnba2F4P37Z+u9+bfIPneyzZqurtD9xmjep8KoWQUke3fHKHOR3no9OqAU1syh+0YWcKXxuDvIPHT+/J9N4DNYTqZ6VLDV3myqUaJ1tDIWhmt3gKYMUsjsCNddTmE+ukhLpMAJm1xwwPYOkmkZqfoeApBPPzsoB2A/GG1XqUbLayJDF8wubr3HXoAyAAPt+srA/UpDLa1pqEJgfCYabsITp3v/rZNmEjxnFDiw4TT21Ue/fiZnFpikTfLtHAVw2134IbSMy/E8GkNQxu/NLE4KYutfD5Ql7WplrdtSaaulVtEEIgSgEaUBM+WYOc1mCnZqmFxpzXI3OHcWz0rRX0uIQHtZ2147RSAaTaEqPobC+AGZ64iUDdS6W87amWNZwTPrZq1o5ax5MpYtdL5tMAoNj/rnQfzZYHDicbxobRMjJqJdYAGzV1r2uGGouwRjqDWBaPG+V1ro23Ob4FMgRinY/hmhCt9vlhV+/0/7CvbZ3p2jHQsqEtRrdKAnNRq08rtK7JknVQjL6NXjyi4d4oVNP4K6ZLLZtep8vSewvUWPK5G2bgDtwuuvjMoZZLGGAEm32SE0OkNAVgbANYbqU16peDgkWHmbEaYU5AUSIuGwZ59aqkJmy8/Q47WtzKnVuEXTnOaomBBbysi5rbMpUyummy5YpEJVcuKHJtfT/2IK8CGThRH3G53ik7u4twtt39ZhPs3n0mDfWD9p7XsWI/fuLaiNgXjaPG7Rzp23OyvnFzN2Dqm2ebzdpikkgxwQcS6m/ZBNC6KgAAB2PV43Gc51YF8jnU3vMq2gD0bermQAtoUM3U+/Hw3zEKNe3kgYOCjZTTO0nGTPa+MFl2aMVoM4tAxtYpxzaGfbSRmgBq/aeSPJVAmAJs0z/ToK9iUEs/tgt1HLy78Tl1anO29dQ5EQUqON8MjY/3iWXX04Mwh6UM2ua1DNopDN5IWlz6iEr7GhBmFmvBDQaxWsfurDcHZTtr9WrpVZb9czS9t0BNv/rOpRFKj98wbqVu5CMif1Yvwol4Nelu/IwYp2Rlmh6Bceg9BemBjOUxUGNtc+pooKkz43UOK5RFaNrrz8c2+obGIQ+1ZYb6bYYibARDIPMC6RSNbjK9bIpEaG/zG30rh3uVuvgkbDeFXurkr7a9mgkFXCU3nqGta5VKtr/bQgefQbt2MSmNPxvJixWwEV/hpefMyRTA25Me22nTyDekvCDkQf2O0jcrkyOD04B3AUeehuK/p7WjBx5+LdJGOLmql1/FBs2oJt3D+lU6VKWhgbYZXfS5TDCmpH9P8/+rnF+aBG++RjXXTO8tUHPltKfoCODFFy9hS+R7In7tdK7IEUg68eyp8/CTqduIXrSYl332lbxvjwgO++8KFfrZnPo58NT5f2osXrZvRwDqSumF5+wlz9ELNP2ElOJnc9q4VHi3p3cgSvd7Ob13QI2JME3M2l3fS6fM+04SoSBjde6qu2+BGz1/5LrUq/Dm7DuUx08l9hdVXJL7qRm8v/l/UJSIbS+k0KHNLhDacJr23bHHZ95xEhzu1MWfPZP1pVMnEdvVMdh79EV2lq5DNqbb/n8rvWnLwOmKbkDvS6DL/tU+/8/Mr706XtzB9qGxJHHvmXNZXqYrTkkAL0kquHspAeAFkmv5XYEfDW77My8tjdyWMYoztrk/vEGn79trL2Dqrp1eS2qum95VYRKI6MuJiLvPqVgQTyi8/nuJc7rNNSO4e/nselxzjdi4EyMHCw9XmA3P9mLsJrL2KBmRPtFG7p8/R80vJdKXlKPtZkKj5Llr+bRX7gAIjkT+mzb0wAmDvHt1vzRdkrc5knpied1x1t49O3KS71ZRuObvJptv8PFaW8cXIfhn9pj6/1lJ2Ahdd5+Yd9TP1j7eibDdPd+EAdDUgI+u+8Zldb/3gAdb/far5N9OZ8YGET1Yszo3+jTNETO2/RX6qWkkhz7Yk4jsjUXfXlw4p6z+gzY2962Ne2V6J2Lb7v+/vW8P16+oznvfHxFQRLQSxVTxUo2KYAxSBaOiRqM20TbG1KZq5WkSGm+1NYkaNSkxxmiKVKJoi4mF4qPyVJ+agPGCImoIWjE13rVVLgqKmBABuYic1T9mX9asPTN79vft75zvfGe9z7PP2d9c16w9e+adNTN7EnlGsjH2mw1WltLlqMI6Wmq+CuAx6vetmXAG8flFUS3MtBRF1j6wkjByy1qpVePTL9LrdyfYK5pzF6hv1IjpqCVtPSG6A+da807yAEodZbDyj+l7MM63hC5NRazapFo9NGWLTiYHEmd0xeWznUiUZ6cb5juWAbGJ05Jmh0xq51NftpS79h9B1HEM04rUl3rOOh3j3y7S7HaljIki/WLhZAfQdjioKFqi0+7v86S0qapdJpaYFksi7LbPR2t2uo5OItmi0X3bWamDRdvXTe9sGSU/I3oZm8UaPFpNFlKB1DPPVVF9PMJAxhy5AIIu9imdNbJoQqMNu4Mt1SmCIgRG1pCl9do+gHQ8QZ9se8inJWv2I6HduhstryVyNpMMpoxx6lB/rpOjDutIan4kIotZZ9ifazTsyNNR2sVndgdJPg9zH42c+gY7siA0Oxuij+7pb3LsQ9hVZRr8/pJOxpyJuT23pVb+AbFp/TpCVWiVU52OJR+6HSH6b7QovbTEprPg5DpzOx2VyKsjhn02PUnUaUZkJt1B5FA9hUSEeXLND9uOINWAJmSILBnRD+SFVvlYC017AOk+FXQgU7JDM0UrdURdICR/WwtbZL0zO4OKsJ2/JN6LRKerOzOaHXtR2jRhcsRmRgSi1d+PWpNzhFeRo64v15eOJxwSgy0acqLqr3rvkovHadymohS3a1wl8x4pa6SVK/pvG4CEDGLe9dQ7Omd98OmnWbFW008N7kPySpKXkHwXyfssnWKyARg66sMmU2mMdoC68TZER8joVGkbZjAS6y6J0i6WzY5AMmGjjRJzDD1KDW3jHk0xKSsVlHukf1vuVIcX+Y03DPEp0rVxTF7bgGiqIfLIx7GdjJ1u0t8mahNPWqVSJCAr6Ih/J5h160Tof0/VrwzLHGVXIn+F+Np/ki6ABcoQk9UckQxB2UfR7wb7OJOmBwdEj7FObNnVf+r7ZfvjMdKsnqPYZ5qQL5D1+EEMpsvs1FpSrkYfKXkL3cRkNOS55nLUYd1IzacAnADgSQB+HcBhAP66OUBrMeQ6whGME5jMG2EGAp1bgvD0fiGtQYq2Qy0uBJgZjYyTSc+IfJ11JDd6r0kr0rEM3beRgExFZ5RY8DH2a14yAcz0o14UrN1S9wvvasuhJrnU+zKGXLVIuUdTT73uoqxSHTgyvDdFblJyT1rYv1i0VP4d4cjJPZZ+jhiNxLMEsa3ji9bz0bpQqP+t/0L1eRub2D5PqbscVVir6ScReb/+TfKTAL4B4DkIx5fD+J8I4EQA2O/QQxrHyoe/DTW3m+9ftNGqDStYTUe+iIoqGpLiCHkZZNKcu692LImkJWKGZLf7OY+N9JdOY7ocxSjtYGIF717S6OfvXR2cr8yKdbPURBCR6xGOHL9fxv90ETlGRI7Z7+CD4o49wR4GhoACwxhfIJmYjwUGZu3YHG6uzp1J+XSafZ5M+3WCF/yKmbT+EsUtngqeSysRp9WJ1audv58FU9Kpte5Mlc0842jUr+rGwNw/w0ix2ynX3Q/9U/fJnTS1eVbUzUnJJ60fGfeyYGq6pmD5m2rlS9XbZZ5bhuj3782ylaLCr6TfSr10s2G5KdRKjNaVinTH6nNSth0gYtzaqrocdVhrUkPyQAAPAPDtafHaRgz9/0wF1+fqDMyVOk5NZ2M6Kf1FVop0RwdEhz2quFGntsgIbozQtMEoRUI3Oe0RS1TUpyzaNk/tRERZyoC6Rt2mWdvAlzrzwSLf4UVzabdsOmMyIibtpPTfJgIAXQdqCV3NsxuQdrbZdf4RwS2R8shdxsOsGFNemcE6/IQOk9MzloMZPfVr5tXgo11zktJLjlWkprZz4UbGUVWojVRoZ7NT4d2cLpKRk21A4WFKKp3MM1wagv7w2LHLUYW1mn4ieTKAcwBcDuAuAH4XwEEAzqyLL329tfxkEBhRxY3OMyk1mqL8TeeSJDRA1NBzq/mwmGnkqe5TVpxWxknI7P0sEhpdtpphlg4Txe2yM+UxFwvtyxQTvgqb7xcz1jWgrJPcosICuWvj9fI1+ejDUTXpSpEB88CzH0dLQBPXdqv6oIyjVrs+n4FFrZ1XjdYwjKTX+m+ZsGMWmMJi49kJTqIO14pk46eskrr5GE2vbRusvqZiMLiLJegOxgSiXYTRVFVm2mqwRjCVr05jmecVvTAq/9a7pl2zbHOWnRKLg5DlrXCOCGtFagDcHcA7ARwK4GoAnwRwrIhcVhWbpmInKjJVRaYNn0D4umnaoJUcabYNUUNgZF8/Uo1OPVadfvS9EN3hdfmYztiSBCsUTRj1W3/kOGlhSFohwlb5ra22LMybdk2bYctabHcksS19yvuu5KfueGutNL0g9YSqlLQhrN1zUOS1dbIWmiGJML9LFo3U1Kup62z+SBunyp5f6d6Vtfl2ju1HJBNvDF3EzIglxSJ0R2o71UxHnc0281u7C5An9a1fweo5sGpuDcP0gTEkT7qTb9wlVe42ewrYduwZ0pND+5oMiPlEUBCfXp4LFN0zWaZkEikrTuWzj7Aq7uGkZlasFakRkX81V1rdtFLFEGfs09l9QJV+KVnTmeuObGBKLqS5zOisukyTE1bEZsJbbjvppUaeiElfOWBlGBuO4YNwg0PvUhjrB9rnrX8nyN+gs08VsLLPacmrAIOPCg6/UTRMUFinukiu0m/rlvCvfqbbhVInLWXuW/UuV74TFJOR3X2QlC9hAqU9QkaPAvJJtFnnOGXnZv2Z9h7ES2W8CGqjFUhRFmO7DpeBk5pZsVakZpXIfi12TtTUzbEw21y/B+/TDCoaJXyrxspGVKZpHuuoqtLELDpfJSYR0Kopy8z9TmO0Y8tEWyEZq9L9KjJfZZ2slddyslzURWTtGP8CcedEa41zzIY9Q2qWIjSpeeiW6JfYfmmeOZsXii999EnwVaAy3dLOgsmj/O3GHGRk2Xgt5lbUUttN0nEnJZkaBQ/CYDiqH8tnWT0Zq8RgFij3rlIZPTJTV1OXnkVpqPvUE5h7HLYyo8AcRHXM+LRgvGF4Za5acLpsTvjOpnmxsaRmJVaZ7DqGujjb9t2GNRn9JsmN7SiWSLsuoLpSaxnUFEN8RtDyD6u482qROf0pedtRbqPslVsrrRzqeefXdZhINbpp0rSzAsm18RRIS7RSeUVySVRx9eBFVL65vLRsXT0vyGZhp3yC20Tr12jiFWGXzUth0iL7gXtTGZIfwjH3uaLpRfe5XYTJeCP+s0B8+mlmrPWW7lUh/qLq0AIjqlEaINMYRx1Y16BxEC+ZbqFOpxujXTP/AAAeZUlEQVSEzAsuBb/mf/duS+Yz+SkYGeKv+KYWRwx/l7IaFaMQINoRtOD0AdDqYyT+GHT8UhvMRN0Z0VEx28zwvro4lnwlyEdUbzPvxZCcpCWI3i+T5uRv5eTkMm60fjT6ydXjDBGSVHoJt9T9aF+aSsfIkPparl2YP3CPMrEZLY7sI1PrhKTL08iQQ6ndU5aWVN7txotwrhWVXgyhqZ0qbdcRjoeeDgH8i8LzYuNIzVhHrU9wraonqkEZewfEhs01dJl0Bgvyiplh4ZFG5KyHu6khZUeCRvLLdIya7I2Tl4SAy7zLlMHi7CQTrdHl5LxD/gNrjakPpWkJJtwWFsdUquyuvxEiP/QrkIFEGrP0o50upew2iCewx2okQze7ZfQ7PPo+Z8qbc+v6Sp1uJr3urDhbREmTmyR0xz6jtS43vhnb5TiQTf9vw6l0xPwfhG8Habm0m/tim2/Si2VW/+duK/w7NbNiM6ef7BtVMXKt/lxB1HiORLKNFlBnSp6Abru3bgQrGq2VTkOkGviE9XeSZYXIP8BlGplBwxh7l0aho1CcaVBU3aHmOk2TTimPEpLfqAGazruyHtTKMHj2kiW8gLUATXiQubS6PFXZut6RMYHQdbJAwkgdTvp3OieT/p0qe6kuJ+IXpzETUbqkF30vZEiipCRzyQIz8f0pTVWJeVeTyaYsMA35s0lHuw4TLym3yUDi36mZF5tJahaENFselxkWRyOupjGg8uOEgVIpXPZbMTvxfuTkzDWEK+RTWYxatWYUKlHuOR5L+GZSpjHfCZ3uNBRprKpTNYRxYIkZJ365qahRkRqi1RHaJv7cC1E7pNh1sY1ZkRw5FK0oNex9xK2CFO0InNTMCic1ewVT35t1eulz2AUiJlE7Unc45sTE90VWSbDWDTvVlogAt/rc0pxwUqOQPJRvTdFaaYSC7AfiMs6Saq0S01j1wkx0nxt6egHIl2GBslWNuCemF2GOxM2OnYH3mvZM1a9axSxvVQlr16ot80xmULVdm6eNx8kmaqqlNBXO/lfxStNf0bqgMXkq8s9Ov7YfDhxZ1zcwqlkrWnffvzORju105nZ0B26pmRUbt1A4h2Rb1Swuy+58EXVptyZuCskviVbW2eiz5jqt1DxxFLEu/SjxrH/iHRNGZWh3FYzutloFFm1olmycJnHdmcqfTGbuRrbNpJRu7dSOqvypDmGO8cJCS9LG3p9U+O5+Rb2aIiljYVJhpVvMLHGY9j5a2Yr+venWG2HYWDXhqopcIiADWeMg0uVv4nXllY4kdW2h/q/KoOsZdZkZ55Oaqh/IaEmPup+0FnAqfPfTrHBLTQLRNkTj3u0Caiu2aTvG0sxikTprR2Lm5R7KP1ws12Vfa22RhLshPUP/RDpj+YyhazyVpWrqyDQrSzlA1nss3UInUOrAgnuFJSoKW/CubJTFhl2mMbfp5ESs6lAzL6jF2BqLMdh3KzFgkdzz0skYa4t279JN+MUWG/XszfONFplHcWIZAcRr+gbhjdW3XU9kz0cwzzJr0dBtpMkLVo5UepacRWc2KBnN/6iMyfI35UJbvrb8piyGaLXfOprV8CkAtpywzImNIzVZU7udcmlq+pax0kTRpf3GwUhLW8gyFXYlswFTBqK58mgdGSKS3i7JIRtKWaoS99mOzVrCphKVwggxG7U+YPw7JVeFvJ2aB8SlToxk+MpKNToVVSF7KYzeLRQyHJEnqcMJBG4MbXWe+52be7Su01UcItvRRr9luKsyE2504bMhE9GsppFtSCwUP0tstx+QGD1tauWN5AkWFwLdZg6J0ukvm3e3+SNDViST98AyM+w6ZoIA4mtq5sTGkZpR1DRuCUtMddxlMGXk2b6EA3NMfXbUBEbHM2+tiEm2xvJiw+e8lmkgUiO9qXnokViNMFPkFXQddC03m2rmLq35mWvbfjGZKTpLdVqpcDOj/zZV+F/aNrwqJNfBqHe4fY5ZwtumU8qkSU+PP0QRFKq6Hm21B2C/39P9H9OLJSw6PoZjSSurbnw6S5EiMpnsku++PYl+tD4p2ZM8j6r4U3QyBQJfKDwz9h6pUaht9Kvek8Q0UDnRqqz75NPv+PSOIDvNNH+PMtki5VbYeqzKUoC2kS/0rHOkv8pnPWZO2iVIbRUf3Gv/Eszam3SYgvtc6swQ2ypubAYeLQma/BXqVo5FB4Rzvxa+XmZW7F1SQ6n+qmq0oCyb3sT8160er6AT2xVbQu101w4jnv4sBFyhXqumXKegMCVZCrfrkZt6bf1GLJ6DuiDmnsY/a7JjT/R2Wse5JrdCtFk/GLqMtW5uHTqpmRUbu/uJrYkV6M2twODF39fMuUZfDY0SUv9LI5nmf7QobSfqaqW5uOg2uuo5k05t+hOyKmI79aumI4syDzqvmBHTdkxI/x52aKnhrSIgizT4Uy2VpbI3ckTrNmvLmNJZzm8GTFZVVAZGbt1Mjilnci3ZGIGx9cP4ASPDDpWGXT8LqL7TlCGKb37TPsNUnjA6KJE5m496GNRypTYfmKjtDsw23nDXZr3stp52z8OmM3t9FPjup3mxUZaabrtf5Kj9G+uMWvHeuofFdu3K+cbTuA1W5S97em5NQzUHurYiZEjb4gr7XQE6TquGaC4ecdzuP+O4CUTrP8YavkS4rHum8WpHf4NRYGX70DWyKSuW9GGkWxRRl7BWW7Yh1g2qlidFFOy99J8p0M86e1xCTk4rly1Dbponoa5sB6o7znbheS5uq+ucvNKO5jMvVsYaWaWSmjpa6sATHaMmMt2uyoRf+C/9899iX3EavbVrbqN8bfqAIjRKT4J4GqdAKgbpM05rUGf046h4Z5P1pJGl5h0uWnMSzyIi36JkTG2CWAUEwJavqZkTG2OpiQ7ETtTryKkjN6KIDsoXzL1KONqhUOrQbUPe3C8E0yhMnVceEJvufpyrdd9/aMLHfmn3ySh13mPxKsN1o8sUuWgRDXUrR7gZN03okiP7qINXaRjLBY0cNY9eutEsm4Ff5QNKlDVnVYhGvF1nVOgcE2W1ZUvHa8nmeNAWo+OPRac27HucIC8DKwBawsroeVsrV6pOcKutt2zCMlN31M5NVY+ig2nNs2HqWVkylCh/0pqTsSxG95FlpvdnVBZFwpqrJ2iqDEkZhuUcHIiZITgDGYT9WHZuruOWmlmxUZaawYre5kpuMTWGBVKNAe0ANGeZWbLjnu3lyMkxtk6G6iudtny5uI17FbFp7lmSERh2BCNiR/GK/hlLwpQ0pqSf6QCSFo+IpAz/a8IgqTi6R28fhWq4W4tFibzM2k6WOj/b4dgyNsiuq2hHBLX1IifHAkjKmOk8U/LbgYwg/p0lpuadiDtZc7Xhm3dNVF5dnl3YDHGxVh7E8hXDp/y1TIV3Oj09xb5Ot06Zump1HjXbtg5YkhNNfSEmfCrO7CTGZuC7n2bFZpEajIzIuqGQDp8gQvp+xBLRbQdk4lsRJeTexBLmaadXg04vE3qeKZ3UaFrbqJzUmo+2LMs2gLajQuK+NqmGp67kRPZch4e8e6pzyHWcFEL0VFSGoG7L+DXXsSeej+5kB9ZYO6WRiR9bT0x+kd+IqapUjxatryaeJWrjA43+djAdlfivSWRbnyPrjE5CiPznRdtAQ6KTXfejF1drXc1Z6QQQ/07NrNg4UuNYQ+gGIWU1c2w7VkIG5iB0exCD9TCO2VH6mvqOw78oPCs2i9R0iyPz/uG/clJrDZLTIDWjURummf6l+h25qd+df/t/Xep3akFhMfwSeSUsYtPTSJh9Vms3Xg1yupih04vq+sAT055hSs7MdKS2ag6ytdbRdUL7zprp1NYvRdbt1Kv26xbat/F0HNU06enaQX5R+s3i4ZzeavQ5VeelZ2V1MhIvWmcYlbNvxLVu4g0Lw3KXFsFn1xzatjoqi8RhVlVPfb3MrFjLhcIkn0fyEpI3kfwMyUdNiR/tJGjMlwJNXAjZIrpdIojDZ4lNwlRpf+tGSAjIvuZ/8xJ2v/ehJzcqvCY80QLkTjdTFJHuvNpDPPuFg21mvb7i8K0eeiYW7cSJwlcKaMvYuC1PbpTluDJ8fdrKJj5GmMbaKVNPYJ51ujEfSaskzsDsrhS1yPPLwS5At1O+pn7np3kbAtAtCp6h4R9bvFoLmvsEARk8U+1mwrRxo3FE21a0F2P3FHEUmzbiPCLZl3nMhpgk/dWau1KVkpRszX3NoymnbRtrxPVRkUxbFyN9N2FNEzgPRMLup5rLUYW1IzUknwHgVACvAfDTAP4awPtJHl6K1y0Q7zpr3VE3bgBkq98BsCXErUJsbYVWg6Zz79y2dCuB9Numavqg8Uk1cJrc7Bs2Rrahn3o68bATQ7Rwbku3eprItDrYQqSHQTra3Vi5sv1PpgHRDeAgfOq+FE4h2QCZ0ZeNn9VzqjPIMtr+90AX+rnazqHU2ec6pkSnGIkgfV3YEnZnncXElX1dB/r6rcOkOm9brtzvTGcR1YdOjNWMWscGw8mFulGA4e/ks7J12r730P+lbyOa/9K0yIO2Yh87ghPW7yXSR5z/gDCM1e0orJh0UwRhmH9bvhZJ/ag8dFrdyeNN24h9fZjodG5TTp22LYrkVqQn5ItllWwetYSrGr77aVasHakB8GIAZ4jIW0XkyyLyQgDfBvDc0ZiqAY86ZEN4sNVbara29oU6s0Vgq39vKACbjn2w8wB9uknYhqy91yOvroHSL3DqksSII5NxkmyldITYctWVhwO96f/2Wxqp9FvRcqOZwQjSdg4VqOpUU+FTnX7jNok0Vsia3XkBQ0CSHVJTP/rEEnKbhjmBziKH/plvqcxFzBbfdFamYOa/9PcpS0WxfLmOZCdhlWllajr7bP1Vv0WVK9W5iyIyYn536exjaBt0+6DvMUx/kk6X1bcqX0fMO/c+TL7OSyRzWmehAe5+6naRPRkqli31nieeTfscdFlS1vX5IJBbb626HHVYK1JDcn8ADwXwIeP1IQCPqEmj76x1h42+M1eddk+CdWeeuWwmJRkSDYxEFxPEpW8MBg3ARETErvnfj8L7ji5bns7i0ofrSKGNEw+z80INGhMV3TRSi6J7VKkONSeLib9tsOpKPfNBx5XQj+4cRpBcP2bfEwS3wc6d3qsMXUW6ZxxbDVIWhKFFbSQfg0H8aADS/68+kT2Vflb3iPVvrCiWyOcGPOlBjW07YHSs81X5p2SshSEk0fsKpJ9XNq2WNCgLSyt3Sp8RQZJB/oPwhXyz4WyaOdI5cJO4jZkDYaRRdzmqsFakBsChAPYDcJVxvwrAYWORswsgsxFUvFy4qEGsqMu28R68QPH/RV+QRRvnLHIEDsZtqo4LYk7pIGfHImRxYpwUzxizMolqaPNyxB3EGPQUVHZ7d0WbuVCVszw401nasIvmMQkL9BMl8lVqRiISX5H+wKIZpVEgtzqdyjy7NAcyjygoRZhy5HUqEnHHvoY9am2tIUa2fo65zwHZqrtmBskDSL6R5PdI/oDkX5C8e0W84prXmnRJnkry4iaNSzP5HEXyYyRvJHkFyd8jx23q60ZqJoHkiY1iLr71uh/stDj1WGVnXYmVfLvE4dij2JWv03bvDtyNuxFXDAEgW1J1rQBvAPBLAH4FwKMA3AHAuST3y0WoXPNak+4+AGcC+B+ZfO4A4DwEg8Y/BfAiAL+NsDyliHUjNd8DcCuAuxr3uwL4jg0sIqeLyDEicsx+Bx+0HfI5HA6HwzEPwoLObbfUkDwEwK8C+G0ROU9E/gbAswE8GMDjC1GLa15r0xWRF4rIGwF8LZPPMwHcDsBzROQLIvJuAK8D8OIxa81akRoR+SGAzwB4gvF6AgIjdDgcDodjY7BDC4UfCuA2UOtXReSbAL6MzPrVyjWvk9PN4DgAnxCRG5XbBwH8BIB7lSKu48f3TgFwFsn/DeBCAL+BUJD/Wor0w0uuvP6yZ7/8q9sg37rjUASL116H6yHA9RDgeghwPQQsq4d7ziHEdbjmgx+Wdx9aGfxAkher36eLyOkLZn0YwqyI1UFp/WppzWtrhVkk3Zx830qk0fpdkou4dqRGRM4meWcArwRwNwBfAPDPROSykahfFZFjVi7gmoPkxa4H10ML10OA6yHA9RCwLnoQkSfNmR7JVwN4xUiwx86Z57ph7UgNAIjImwG8eaflcDgcDodjF+ENAN4+EuZyAMciWF0OBXC18rsrgE9k4tWsef3OAumm8J1MPq1fFmu1psbhcDgcDsdiEJHvichXRq4bENau3gK1frXZdv1AZNavVq55nZxuBhcBeBTJA00+VwK4tBRxk0jNonOLmwbXQ4DrIcD1EOB6CHA9BOxpPYjI9wH8GYA/Jvl4kj8N4CwAnwPw4TYcya+QfIGKegqAE0j+GskHkjwVas3rhHTvS/IhTdz9ST6kufZvgrwDwA0AziB5JMmnAXgZgFNEymdGcMTf4XA4HA7HhoHkAQBOBvCvAdwWwEcAPK/ZrdSGEQC/LyInKbfnAXgJ+jWv/1FEPj4x3QsAHJ8Q694icmkT5igApwF4GIBrEIjTq5zUOBwOh8Ph2BPYpOknh8PhcDgcexgbQWrGzqLYzSD5OyQ/TfJakleTPIfkkSYMSZ5E8srmnIwLSD7IhLkTybNIfr+5ziJ5x+0tzXxo9CIk36Tc9oQeSN6N5JlNfbiJ5JdIHq/8N14PJPcj+Qfqvb+E5KtJ/pgKs3F6IPlohrN0rmjq/wnGf5Yyc8Fzd7YLJT2QvA3J15H8HMPZQ98m+Q7Gn/KvPaPo8KbN/UET7k/Yr/twrCF2Palh3VkUuxmPQdje/ggAjwPwIwAfJvmPVJiXAPhNAC9EOCfjuwDOI3mwCvMOAEcDeFJzHY2wgGvXgeSxAE5EWHymsfF6aDqfCxFOEPt5hF0FL0Qoa4uN1wOAlwJ4PoB/D+ABCGfDPB/A76gwm6iH2yOsY3gRgBsT/kuXmUucu7ONKOnhdghl+sPm/z8HcA8AH9CkFyNnFDX/3wfg4Mb/VwA8HcDrV1MkxywQkV19AfgUgLcat/8L4I92WrYVlff2CN8KeErzmwhnb7xChbktgOsA/Lvm9wMRzk77GRXmkY3b/Xe6TBPLfwiAryN8QOoCAG/aS3pAIO8XFvz3ih7OBXCmcTsTwLl7RQ8ArgdwwtzPHuEcn2sB3FaFeSWAK9Csw1yny+ohE+aIpoxHNb8PAfBDAM9UYe4BYAvAE5vfT25+30OFeRaAmwDcYafL7Vf62tWWGtadRbFpOBjBwnZN8/veCJ+N1mdt3Ajg4+h1cBzCi6+/E3AhgB9g9+npdADvFpGPGve9ood/AeBTJM8m+V2SnyX5AjU1sFf08FcAHkvyAQBA8ggES+ZfNv57RQ8ac5V54XN31hh3aP637WbNGUXHAfiyqF07CHo4oInvWEPsalKD8lkUU86Z2E04FcBnET5OBPTlLOngMABXSzPUAIDm/rvYRXoi+esA7oswarTYK3q4D4DnAfgGgCci1IfXIky9AHtHD69DmDL5EslbAHwRwXLTfol8r+hBY64yH5ZJQ+exa9AMfl8P4BwRac8TqjmjKKWH9qu6u04PewVreUyCIw2SpyCYih8pIrMf27rOIHl/hKmXR4rILTstzw5iH4CLRaRdO/J/SN4PgdS8KR9t4/AMAP8G4VsYXwTwEACnkrxERP5sRyVzrA2aNTRvB3BHAE/dYXEc24DdbqmpOYtiI0DyvyAsVHuciHxDebXlHDuP48f17oXm/i7YPXo6DsEy90WSPyL5I4SPNz2vuf+7Jtym6+HbAL5k3L4MoF0Yv1fqw38GcLKIvEtEPi8iZyF87bQle3tFDxpzlXnhc3fWCQ2heSeABwP4WRH5O+WtzyjSsLqyemhnB3aNHvYadjWpkbqzKHY9GD5F3RKarxjvSxBeMH3WxoEIq/VbHVyEsMD4OBXvOAAHYffo6b0AjkIYkbfXxQDe1dx/DXtDDxcCuL9x+0kA7Sn2e6U+3A5hQKNxK/o2ba/oQWOuMi987s66gORtAJyNQGgeKyKWhNScUXQRgAeabd5PAHBzE9+xjtjplcrLXghm6B8C+DWECnkqwkK4e+60bDOV7zSEnQiPQ5jHba/bqzAvBfB9AE8DcCRCR38lgINVmPcD+DxCA3Zcc3/OTpdvSd1cgGb3017RA8IW21sAvAJhfdEvN2V+/h7TwxkAvoWwrf1eAH4R4VTg12+yHhAISUvqbwDwe8394XOVGWFn0HeauEc2aV0L4Dd3uvw1ekBYVvFehN1aRyNuN/WOrrc0dejxCJ8D+SjCesX9Gv/9Gt2c3/g/vknzjTtdfr8KdWOnBZilEGHh5KXoGfSjd1qmGcsmmeskFYYATkKYmrgJwMcAHGnSuRPC3PK1zfV2AHfc6fItqZsLEJOaPaEHhI78b5syfg3hWy1U/huvB4RdgG9AsFDdiLBw+jUADtxkPSB8tyrVHpwxZ5kRrKIfb9L4NoD/hDXazl3SAwLJzbWbJ6g0DgDwRoSp6xsAnAO1fbsJczjC5wNuaML9CYADdrr8fuUvP/vJ4XA4HA7HRmBXr6lxOBwOh8PhaOGkxuFwOBwOx0bASY3D4XA4HI6NgJMah8PhcDgcGwEnNQ6Hw+FwODYCTmocDofD4XBsBJzUOBy7HCTPIHnuTsuxKEjei6SQPGanZXE4HLsbTmocjhGQ/HGSbyZ5KcmbSV5F8iMk7fEcDofD4dhB+CndDsc43oNw1tCvAvh/CIf/HQ/gzjsplKMMkvtLOB/O4XDsEbilxuEogOQdEQ4EfJmIfERELhORT4vIySLyLhXuWSQ/TfI6kt8l+T9J/mPl/5hmiuXJJD9D8kaSnyB5d5LHk/xbkteTPJfknVW8Mxq3VzYWoutJ/neSty3ITJIvIfn1Jp/Pk3zWSDnbfF5E8gqS1zT53E6FuYDkm1LxTJi3kHw9yb8neXWT5gEkTyP5DyQvJ/nshBg/SfKvSN5E8iskf87kdQTJ9ykdv5PkYYkyvJTktxDO9XE4HHsITmocjjKub66nmlOLLfZHOB/npwD8AoBDAbwzEe73AfwHAA9HOIPnbITD+E5EOM/mQQhn92gc36T7swB+CcDPAXhdQZZXI1iVng/gCAB/BOC/kfz5QhwgkLcjEQ7uewbCIZEvGomTwjMBXIdQxtcinNH0XoRzqo4BcCaAPyV5NxPvjxHO1nkIgPMA/HlLDJuwHwfwBQAPa2S8fRNGt2PHI5zM/CQEfTkcjr2EnT58yi+/1v1CIBJ/j3C430UATgbw8JE4D0A4QO/uze/HNL+fqMK8oHE7WrmdBOAL6vcZAP4B8ansz0I4vPUgFebc5v4ghAMeH2XkeQOAvyzIewaAb6I5obhxeyuAD6vfF0AdIGrzVmEuUr+JcHr2Xyi32wD4IYCnN7/v1ejhFSrMPgQS9Orm96sAfMTkfacm3sOULFfDDxz0y689e7mlxuEYgYi8B8BPAHgKgPcDeASAT5J8eRuG5NEk/5zkZSSvA3Bx43W4Se5z6v6q5v/njdtdbBwRuV79vgjBMvRPEuIeAeBAAB9opqquJ3k9gOdmwmt8SURuVb+vTMhSg66MIiIAvgtVRhG5BcA1ibQvUmG2AHwKoTwA8FAAjzZl+mbjp8v1BRG5eQGZHQ7HBsAXCjscFRCRmxCmRM4D8CqSfwrgJJInI1gePgjgwwCejdCJHwrgEwjkQ+MWnWyTtnVbZrDRxn0KgMsLeadg/a0sWwiWF43bVKYzlvYY9gF4H4DfSvhdpe5/MCFNh8OxYXBS43Ashi8hvD8HArgfAol5uYhcAgAknzZjXkeRPEhE2g77WITpm69n5LoZwD1F5PwZZQDC1I5dB/NTAC6dKf1jAZwPhMXOCGtn3t34/Q2AfwngMkMCHQ6Ho4NPPzkcBZC8M8nzm91NDyZ5b5K/DOAlCGs8rkWwiNwM4AUk79MsyP2DGcX4MQBvI/mg5ts4rwXwVkVyOojIdQhrfk4m+W9J3pfkQ0j+BskTl5TjfABPJvlUkvcneQqAeyyZpsZzST6d5P0R1gDdE8BbGr/TABwC4GySD2/0/HiSp5M8eEYZHA7HLoZbahyOMq4H8EmEXUD3BXAAgCsAvANhlxFE5GqSzwHwGoQdR58D8GIAH5hJho8B+CKAjyJ8L+c9CKQqh99FmJL5LQRScC2AzyLsLloGb0PYWfS25vdpAP4XgpVqDrwMQW9HA7gMwC+KyLcAQESuJPkzCDu5PoBgIbscwIcQCKXD4XCAYR2fw+FYR5A8A8ChIvILOy2Lw+FwrDt8+snhcDgcDsdGwEmNw+FwOByOjYBPPzkcDofD4dgIuKXG4XA4HA7HRsBJjcPhcDgcjo2AkxqHw+FwOBwbASc1DofD4XA4NgJOahwOh8PhcGwEnNQ4HA6Hw+HYCPx/m3lhhJYw53sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "channel_ids = session.channels[(session.channels.probe_id == probe_id) & \\\n",
    "                 (session.channels.ecephys_structure_acronym.isin(['CA1','CA3','DG']))].index.values\n",
    "\n",
    "lfp_slice2 = lfp_slice.sel(channel=slice(np.min(channel_ids), np.max(channel_ids)))\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "im = plt.imshow(lfp_slice2.T,aspect='auto',origin='lower',vmin=-1e-3, vmax=1e-3)\n",
    "_ = plt.colorbar(im, fraction=0.036, pad=0.04)\n",
    "_ = plt.xlabel('Sample number')\n",
    "_ = plt.ylabel('Channel index')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"padding: 40px; background: #FFE0F4\">\n",
    "\n",
    "### Suggestions for further analysis\n",
    "\n",
    "* Can you use supervised learning to train a model to accurately identify brain regions based on LFP signals alone? What happens when you use this model to classify brain regions in recordings without CCF registration?\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aligning LFP data to a stimulus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above example, we selected LFP data based on an arbitrary time span (100 to 101 seconds). For many analyses, however, you'll want to align the data to the onset of a particular type of stimulus.\n",
    "\n",
    "The AllenSDK provides a number of convenience functions for aligning spikes to visual stimuli. We are planning to implement similar functions for LFP data in the near future. Until then, the steps below will show you how to perform this alignment.\n",
    "\n",
    "First, we need to select some stimulus presentations to use:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "presentation_table = session.stimulus_presentations[session.stimulus_presentations.stimulus_name == 'flashes']\n",
    "\n",
    "presentation_times = presentation_table.start_time.values\n",
    "presentation_ids = presentation_table.index.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can align the LFP to these presentation times using some xarray magic:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "trial_window = np.arange(-0.5, 0.5, 1/500)\n",
    "time_selection = np.concatenate([trial_window + t for t in presentation_times])\n",
    "\n",
    "inds = pd.MultiIndex.from_product((presentation_ids, trial_window), \n",
    "                                  names=('presentation_id', 'time_from_presentation_onset'))\n",
    "\n",
    "ds = lfp.sel(time = time_selection, method='nearest').to_dataset(name = 'aligned_lfp')\n",
    "ds = ds.assign(time=inds).unstack('time')\n",
    "\n",
    "aligned_lfp = ds['aligned_lfp']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`aligned_lfp` is a DataArray with dimensions of channels x trials x time. It's been downsampled to 500 Hz by changing the time step in the `trial_window` variable.\n",
    "\n",
    "Because we're using xarrays, the alignment operation is fast, and doesn't require any `for` loops! There's a lot going on here, so we recommend referring to the pandas and xarray documentation if anything is confusing.\n",
    "\n",
    "Now we can visualize the average LFP, aligned to the trial onset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "im = plt.imshow(aligned_lfp.mean(dim='presentation_id'), aspect='auto', origin='lower', vmin=-1e-4, vmax=1e-4)\n",
    "_ = plt.colorbar(im, fraction=0.036, pad=0.04)\n",
    "_ = plt.xlabel('Sample number')\n",
    "_ = plt.ylabel('Channel index')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we see the effect of a 250 ms flash stimulus on the LFP. There are two large responses in cortex (channel index 60-80), one corresponding to the stimulus onset (around sample 280), and one corresponding to the stimulus offset (around sample 400).\n",
    "\n",
    "Note that the voltage range is an order of magnitude less than it was for the single-trial LFP, around -100 to +100 microvolts.\n",
    "\n",
    "You can use the code sample above to align the LFP to any type of event (e.g. spike times, running onset, optogenetic stimuli) just by changing the `trial_window` and `time_selection` variables."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"padding: 40px; background: #FFE0F4\">\n",
    "\n",
    "### Suggestions for further analysis\n",
    "\n",
    "* How do the time delays of stimulus-evoked LFP deflections vary across areas and depths? Are these delays different for different stimulus conditions?\n",
    "\n",
    "* Are there consistent patterns in the LFP when aligning to the start of running, or the onset of an eye movement?\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aligning LFP data to units"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The previous section demonstrated how to align the LFP in time. What if we want to extract the LFP at a particular location in space, corresponding to the location of a unit we're analyzing?\n",
    "\n",
    "Let's start by finding a well-isolated, high-firing rate unit in visual cortex from the probe we're currently working with. For more information about using quality metrics to assess unit isolation quality, check out [this tutorial](./ecephys_quality_metrics.ipynb).\n",
    "\n",
    "Once we've selected a unit of interest, the xarray library makes it easy to find the associated LFP channel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicholas.mei/miniconda3/envs/allensdk/lib/python3.7/site-packages/allensdk/brain_observatory/ecephys/ecephys_project_api/ecephys_project_warehouse_api.py:291: FutureWarning: Conversion of the second argument of issubdtype from `bool` to `np.generic` is deprecated. In future, it will be treated as `np.bool_ == np.dtype(bool).type`.\n",
      "  pv_is_bool = np.issubdtype(output[\"p_value_rf\"].values[0], np.bool)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "units_of_interest = session.units[(session.units.probe_id == probe_id) &\n",
    "                                  (session.units.ecephys_structure_acronym.str.find('VIS') > -1) &\n",
    "                                  (session.units.firing_rate > 10) & \n",
    "                                  (session.units.nn_hit_rate > 0.95)]\n",
    "                                  \n",
    "len(units_of_interest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are four units that meet our criteria. Let's choose one and find its associated channel index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "260"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unit_id = units_of_interest.index.values[0]\n",
    "\n",
    "channel_index = units_of_interest.loc[unit_id].channel_local_index\n",
    "\n",
    "channel_index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that this is the channel index relative to the original probe (out of 384 possible channels), rather than the index of the LFP DataArray.\n",
    "\n",
    "We can now use the channel index to find the unique channel ID for this unit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "850259008"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "channel_id = session.channels[(session.channels.local_index == channel_index) & \n",
    "                              (session.channels.probe_id == probe_id)].index.values[0]\n",
    "\n",
    "channel_id"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using `unit_id` and `channel_id`, we can select the spikes and LFP within an arbitrary time interval. Note that we need to use `method='nearest'` when selecting the LFP data channel, since not every electrode is included in the LFP DataArray."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicholas.mei/miniconda3/envs/allensdk/lib/python3.7/site-packages/allensdk/brain_observatory/ecephys/ecephys_session.py:1093: UserWarning: Session includes invalid time intervals that could be accessed with the attribute 'invalid_times',Spikes within these intervals are invalid and may need to be excluded from the analysis.\n",
      "  warnings.warn(\"Session includes invalid time intervals that could be accessed with the attribute 'invalid_times',\"\n"
     ]
    }
   ],
   "source": [
    "start_time = 500\n",
    "end_time = 510\n",
    "\n",
    "spike_times = session.spike_times[unit_id]\n",
    "\n",
    "times_in_range = spike_times[(spike_times > start_time) & (spike_times < end_time)]\n",
    "\n",
    "lfp_data = lfp.sel(time = slice(start_time, end_time))\n",
    "lfp_data = lfp_data.sel(channel = channel_id, method='nearest')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can plot the spike times along with the LFP for this interval:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plt.plot(lfp_data.time, lfp_data)\n",
    "_ = plt.plot(times_in_range, np.ones(times_in_range.shape)*3e-4, '.r')\n",
    "_ = plt.xlabel('Time (s)')\n",
    "_ = plt.ylabel('LFP (V)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"padding: 40px; background: #FFE0F4\">\n",
    "\n",
    "### Suggestions for further analysis\n",
    "\n",
    "* What does the spike-triggered LFP look like for different units? Is it possible to classify units based on the properties of the spike-triggered LFP?\n",
    "\n",
    "* How well can you predict spike rates from the nearby LFP signals? Does this vary across different brain regions?\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Current Source Density"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "LFP data is commonly used to generate current source density (CSD) plots, which show the location of current sources and sinks along the probe axis. CSD analysis benefits from high spatial resolution, since it involves taking the second spatial derivative of the data. Because of Neuropixels dense site spacing, these probes are optimal for computing the CSD. However, the LFP data available through the AllenSDK has been spatially downsampled prior to NWB packaging.\n",
    "\n",
    "To provide access to a high-resolution CSD plot, we've pre-computed the CSD in response to a flash stimulus for all probes with LFP."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
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       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'CSD'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>virtual_channel_index</span>: 384</li><li><span class='xr-has-index'>time</span>: 875</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0529914d-41c1-434a-87a1-2d04acec50ec' class='xr-array-in' type='checkbox' ><label for='section-0529914d-41c1-434a-87a1-2d04acec50ec' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>5.833e+04 2.012e+04 -1.462e+04 ... 9.458e+04 8.922e+04 8.374e+04</span></div><pre class='xr-array-data'>array([[  58327.03371574,   20117.6298887 ,  -14617.79294315, ...,\n",
       "        -179410.38257756, -140541.81597896,  -99855.52022176],\n",
       "       [ -65434.3204571 ,  -32932.62888488,   -3367.24904473, ...,\n",
       "         161433.08930627,  136244.74051173,  109671.1407354 ],\n",
       "       [  28505.59773412,   31288.43801342,   33892.68350592, ...,\n",
       "          39946.37351702,   24588.34919833,    8571.48977541],\n",
       "       ...,\n",
       "       [  -3201.28149464,   -1289.03683893,     502.04419085, ...,\n",
       "           -943.9933153 ,   -2669.37931577,   -4375.39738216],\n",
       "       [ -32827.35201643,  -16409.56190898,   -1052.05581321, ...,\n",
       "        -106129.85783238,  -94380.54770586,  -82251.01882374],\n",
       "       [  34153.87655675,   16950.77633742,     815.89811501, ...,\n",
       "          94579.10700446,   89217.81476538,   83741.3728981 ]])</pre></div></li><li class='xr-section-item'><input id='section-75d7a359-94ea-4ce6-a1db-9f28b11b9584' class='xr-section-summary-in' type='checkbox'  checked><label for='section-75d7a359-94ea-4ce6-a1db-9f28b11b9584' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>virtual_channel_index</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 379 380 381 382 383</div><input id='attrs-8b41c5b1-75b3-4f33-adbe-347c6450fe48' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8b41c5b1-75b3-4f33-adbe-347c6450fe48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c88d30a9-cae0-49e4-aa29-1134e0a3b95e' class='xr-var-data-in' type='checkbox'><label for='data-c88d30a9-cae0-49e4-aa29-1134e0a3b95e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([  0,   1,   2, ..., 381, 382, 383])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1 -0.0996 ... 0.2492 0.2496</div><input id='attrs-4c24782a-77a4-4702-a235-135ad8b87878' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c24782a-77a4-4702-a235-135ad8b87878' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8d32047-a1a1-4331-aaf1-07084d977e11' class='xr-var-data-in' type='checkbox'><label for='data-c8d32047-a1a1-4331-aaf1-07084d977e11' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([-0.1   , -0.0996, -0.0992, ...,  0.2488,  0.2492,  0.2496])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>vertical_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 10.0 20.0 ... 3.82e+03 3.83e+03</div><input id='attrs-839645cd-ab61-43d4-aabd-32ccb398adaf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-839645cd-ab61-43d4-aabd-32ccb398adaf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d647fef-c3c2-4005-9bb1-26c2013ed327' class='xr-var-data-in' type='checkbox'><label for='data-1d647fef-c3c2-4005-9bb1-26c2013ed327' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([   0.,   10.,   20.,   30.,   40.,   50.,   60.,   70.,   80.,\n",
       "         90.,  100.,  110.,  120.,  130.,  140.,  150.,  160.,  170.,\n",
       "        180.,  190.,  200.,  210.,  220.,  230.,  240.,  250.,  260.,\n",
       "        270.,  280.,  290.,  300.,  310.,  320.,  330.,  340.,  350.,\n",
       "        360.,  370.,  380.,  390.,  400.,  410.,  420.,  430.,  440.,\n",
       "        450.,  460.,  470.,  480.,  490.,  500.,  510.,  520.,  530.,\n",
       "        540.,  550.,  560.,  570.,  580.,  590.,  600.,  610.,  620.,\n",
       "        630.,  640.,  650.,  660.,  670.,  680.,  690.,  700.,  710.,\n",
       "        720.,  730.,  740.,  750.,  760.,  770.,  780.,  790.,  800.,\n",
       "        810.,  820.,  830.,  840.,  850.,  860.,  870.,  880.,  890.,\n",
       "        900.,  910.,  920.,  930.,  940.,  950.,  960.,  970.,  980.,\n",
       "        990., 1000., 1010., 1020., 1030., 1040., 1050., 1060., 1070.,\n",
       "       1080., 1090., 1100., 1110., 1120., 1130., 1140., 1150., 1160.,\n",
       "       1170., 1180., 1190., 1200., 1210., 1220., 1230., 1240., 1250.,\n",
       "       1260., 1270., 1280., 1290., 1300., 1310., 1320., 1330., 1340.,\n",
       "       1350., 1360., 1370., 1380., 1390., 1400., 1410., 1420., 1430.,\n",
       "       1440., 1450., 1460., 1470., 1480., 1490., 1500., 1510., 1520.,\n",
       "       1530., 1540., 1550., 1560., 1570., 1580., 1590., 1600., 1610.,\n",
       "       1620., 1630., 1640., 1650., 1660., 1670., 1680., 1690., 1700.,\n",
       "       1710., 1720., 1730., 1740., 1750., 1760., 1770., 1780., 1790.,\n",
       "       1800., 1810., 1820., 1830., 1840., 1850., 1860., 1870., 1880.,\n",
       "       1890., 1900., 1910., 1920., 1930., 1940., 1950., 1960., 1970.,\n",
       "       1980., 1990., 2000., 2010., 2020., 2030., 2040., 2050., 2060.,\n",
       "       2070., 2080., 2090., 2100., 2110., 2120., 2130., 2140., 2150.,\n",
       "       2160., 2170., 2180., 2190., 2200., 2210., 2220., 2230., 2240.,\n",
       "       2250., 2260., 2270., 2280., 2290., 2300., 2310., 2320., 2330.,\n",
       "       2340., 2350., 2360., 2370., 2380., 2390., 2400., 2410., 2420.,\n",
       "       2430., 2440., 2450., 2460., 2470., 2480., 2490., 2500., 2510.,\n",
       "       2520., 2530., 2540., 2550., 2560., 2570., 2580., 2590., 2600.,\n",
       "       2610., 2620., 2630., 2640., 2650., 2660., 2670., 2680., 2690.,\n",
       "       2700., 2710., 2720., 2730., 2740., 2750., 2760., 2770., 2780.,\n",
       "       2790., 2800., 2810., 2820., 2830., 2840., 2850., 2860., 2870.,\n",
       "       2880., 2890., 2900., 2910., 2920., 2930., 2940., 2950., 2960.,\n",
       "       2970., 2980., 2990., 3000., 3010., 3020., 3030., 3040., 3050.,\n",
       "       3060., 3070., 3080., 3090., 3100., 3110., 3120., 3130., 3140.,\n",
       "       3150., 3160., 3170., 3180., 3190., 3200., 3210., 3220., 3230.,\n",
       "       3240., 3250., 3260., 3270., 3280., 3290., 3300., 3310., 3320.,\n",
       "       3330., 3340., 3350., 3360., 3370., 3380., 3390., 3400., 3410.,\n",
       "       3420., 3430., 3440., 3450., 3460., 3470., 3480., 3490., 3500.,\n",
       "       3510., 3520., 3530., 3540., 3550., 3560., 3570., 3580., 3590.,\n",
       "       3600., 3610., 3620., 3630., 3640., 3650., 3660., 3670., 3680.,\n",
       "       3690., 3700., 3710., 3720., 3730., 3740., 3750., 3760., 3770.,\n",
       "       3780., 3790., 3800., 3810., 3820., 3830.])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>horizontal_position</span></div><div class='xr-var-dims'>(virtual_channel_index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>24.0 24.0 24.0 ... 24.0 24.0 24.0</div><input id='attrs-cc9b4799-4015-4a5b-aa5b-d10c3212d4fa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc9b4799-4015-4a5b-aa5b-d10c3212d4fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c8c9080-f872-4c90-af86-c3bd902bda43' class='xr-var-data-in' type='checkbox'><label for='data-1c8c9080-f872-4c90-af86-c3bd902bda43' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24., 24.,\n",
       "       24., 24., 24., 24., 24., 24., 24.])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-32f117a6-5fd8-4571-b06e-acb4588373fd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-32f117a6-5fd8-4571-b06e-acb4588373fd' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'CSD' (virtual_channel_index: 384, time: 875)>\n",
       "array([[  58327.03371574,   20117.6298887 ,  -14617.79294315, ...,\n",
       "        -179410.38257756, -140541.81597896,  -99855.52022176],\n",
       "       [ -65434.3204571 ,  -32932.62888488,   -3367.24904473, ...,\n",
       "         161433.08930627,  136244.74051173,  109671.1407354 ],\n",
       "       [  28505.59773412,   31288.43801342,   33892.68350592, ...,\n",
       "          39946.37351702,   24588.34919833,    8571.48977541],\n",
       "       ...,\n",
       "       [  -3201.28149464,   -1289.03683893,     502.04419085, ...,\n",
       "           -943.9933153 ,   -2669.37931577,   -4375.39738216],\n",
       "       [ -32827.35201643,  -16409.56190898,   -1052.05581321, ...,\n",
       "        -106129.85783238,  -94380.54770586,  -82251.01882374],\n",
       "       [  34153.87655675,   16950.77633742,     815.89811501, ...,\n",
       "          94579.10700446,   89217.81476538,   83741.3728981 ]])\n",
       "Coordinates:\n",
       "  * virtual_channel_index  (virtual_channel_index) int64 0 1 2 3 ... 381 382 383\n",
       "  * time                   (time) float64 -0.1 -0.0996 -0.0992 ... 0.2492 0.2496\n",
       "    vertical_position      (virtual_channel_index) float64 0.0 10.0 ... 3.83e+03\n",
       "    horizontal_position    (virtual_channel_index) float64 24.0 24.0 ... 24.0"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csd = session.get_current_source_density(probe_id)\n",
    "csd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `CSD` object is a DataArray with dimensions of channels x time. Note that the channels are actually \"virtual channels,\" based on interpolated signals along the central axis of the probe, with 10 micron inter-site spacing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.ndimage.filters import gaussian_filter\n",
    "\n",
    "_ = plt.figure(figsize=(10,10))\n",
    "\n",
    "filtered_csd = gaussian_filter(csd.data, sigma=(5,1))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "_ = ax.pcolor(csd[\"time\"], csd[\"vertical_position\"], filtered_csd, vmin=-3e4, vmax=3e4)\n",
    "\n",
    "_ = ax.set_xlabel(\"time relative to stimulus onset (s)\")\n",
    "_ = ax.set_ylabel(\"vertical position (um)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This CSD shows a clear stimulus-evoked response in cortex (2600-3500 microns), with an even earlier response in a subcortical region (700-1200 microns).\n",
    "\n",
    "We can use the `channels` table to figure out where this signal is coming from:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['LP', 'LGd']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(session.channels[(session.channels.probe_id == probe_id) &\n",
    "                 (session.channels.probe_vertical_position > 700) &\n",
    "                 (session.channels.probe_vertical_position < 1200)].ecephys_structure_acronym.unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like this region of the probe is on the border between LGd and LP nuclei in the thalamus."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"padding: 40px; background: #FFE0F4\">\n",
    "\n",
    "### Suggestions for further analysis\n",
    "\n",
    "* How does the cortical CSD vary across visual areas? Are there consistent patterns across all areas?\n",
    "\n",
    "* Are the locations of sources and sinks correlated with other features of the LFP, such as power in different frequency bands? \n",
    "\n",
    "</div>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (allensdk)",
   "language": "python",
   "name": "allensdk"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}