{ "cells": [ { "cell_type": "markdown", "id": "f4273c8e", "metadata": { "papermill": { "duration": 0.003689, "end_time": "2023-12-28T10:56:56.409463", "exception": false, "start_time": "2023-12-28T10:56:56.405774", "status": "completed" }, "tags": [] }, "source": [ "# Accessing evolutionary Coeval data" ] }, { "cell_type": "markdown", "id": "37cece10", "metadata": { "papermill": { "duration": 0.003545, "end_time": "2023-12-28T10:56:56.416646", "exception": false, "start_time": "2023-12-28T10:56:56.413101", "status": "completed" }, "tags": [] }, "source": [ "When you run `run_coeval` with non-saturated spin temperature fluctuations (or various other options, such as inhomogeneous recombinations), *or* you run `run_lightcone`, many coeval simulation cubes at higher redshifts are computed, to generate the evolution up to the redshift you requested (or in the case of lightcones, to be interpolated over). By default, with `write=True`, all these boxes are saved to the cache (or a folder of your choice). What is the best way to access that data?\n", "\n", "Looking at the output datafiles themselves (a bunch of `.h5` files) is fairly confusing -- the files are saved with names based on inscrutable hashes. You could just run `run_coeval` at the redshift you care about, with the same input parameters -- this will just return the cached object. But this is a bit clunky, and requires you to know the redshifts that were calculated during the evolution.\n", "\n", "Never fear though -- in v4 we provide a `RunCache` object that assists with understanding what's in your cache." ] }, { "cell_type": "code", "execution_count": 1, "id": "d5560e99", "metadata": { "ExecuteTime": { "end_time": "2020-02-29T22:10:11.054977Z", "start_time": "2020-02-29T22:10:10.248058Z" }, "papermill": { "duration": 1.043591, "end_time": "2023-12-28T10:56:57.463259", "exception": false, "start_time": "2023-12-28T10:56:56.419668", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "import py21cmfast as p21c\n", "from tempfile import mkdtemp\n", "import numpy as np\n", "\n", "# For plotting the cubes, we use the plotting submodule:\n", "# For interacting with the cache\n", "from py21cmfast import plotting" ] }, { "cell_type": "markdown", "id": "835b8eb1", "metadata": { "papermill": { "duration": 0.005969, "end_time": "2023-12-28T10:56:57.522457", "exception": false, "start_time": "2023-12-28T10:56:57.516488", "status": "completed" }, "tags": [] }, "source": [ "We're going to make a temporary cache, so that this notebook produces the same output every time. \n", "\n", "If you want to hold on to each computed OutputStruct, you can specify your own folder in `OutputCache` and read/copy/write/delete the files as needed:" ] }, { "cell_type": "code", "execution_count": 2, "id": "48d2c6d9", "metadata": { "ExecuteTime": { "end_time": "2020-02-29T22:10:11.367976Z", "start_time": "2020-02-29T22:10:11.062517Z" }, "papermill": { "duration": 0.235508, "end_time": "2023-12-28T10:56:57.764316", "exception": false, "start_time": "2023-12-28T10:56:57.528808", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "cache = p21c.OutputCache(mkdtemp())" ] }, { "cell_type": "markdown", "id": "dca25bfe", "metadata": {}, "source": [ "To control which outputs are cached, one can pass a `CacheConfig` object to the `write` arguments of the lightcone and coeval functions." ] }, { "cell_type": "code", "execution_count": 3, "id": "895d5d58", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CacheConfig(initial_conditions=True, perturbed_field=True, spin_temp=True, ionized_box=True, brightness_temp=True, halobox=True, perturbed_halo_catalog=True, halo_catalog=True, xray_source_box=True)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cacheconfig = p21c.CacheConfig.on()\n", "cacheconfig" ] }, { "cell_type": "markdown", "id": "857387c9", "metadata": {}, "source": [ "Passing `True` or `False` to the `write` argument turns caching for all objects on and off respectively" ] }, { "cell_type": "markdown", "id": "eb99ec62", "metadata": { "papermill": { "duration": 0.003407, "end_time": "2023-12-28T10:56:57.771250", "exception": false, "start_time": "2023-12-28T10:56:57.767843", "status": "completed" }, "tags": [] }, "source": [ "## Create an example box" ] }, { "cell_type": "markdown", "id": "a7e79a05", "metadata": { "papermill": { "duration": 0.07619, "end_time": "2023-12-28T10:56:57.850581", "exception": false, "start_time": "2023-12-28T10:56:57.774391", "status": "completed" }, "tags": [] }, "source": [ "We first run a coeval box to have something to read later:" ] }, { "cell_type": "code", "execution_count": 4, "id": "6f3fe3ce", "metadata": { "ExecuteTime": { "end_time": "2020-02-29T22:10:27.413255Z", "start_time": "2020-02-29T22:10:11.369635Z" }, "papermill": { "duration": 44.741332, "end_time": "2023-12-28T10:57:42.595499", "exception": false, "start_time": "2023-12-28T10:56:57.854167", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1dd3f45057134976bb71ae231e079347", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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     "output_type": "display_data"
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       "Output()"
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     "output_type": "display_data"
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\n"
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   ],
   "source": [
    "inputs = p21c.InputParameters.from_template(\n",
    "    ['simple', 'small'],\n",
    "    random_seed=1234,\n",
    "    node_redshifts=np.arange(6, 21),\n",
    ")\n",
    "\n",
    "coevals = p21c.run_coeval(\n",
    "    out_redshifts=(6,16),\n",
    "    inputs=inputs,\n",
    "    write=cacheconfig,\n",
    "    cache=cache,\n",
    "    progressbar=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "398ecd06",
   "metadata": {
    "papermill": {
     "duration": 0.010434,
     "end_time": "2023-12-28T10:57:42.609764",
     "exception": false,
     "start_time": "2023-12-28T10:57:42.599330",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Accessing cached data from `Coeval`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccd6621d",
   "metadata": {
    "papermill": {
     "duration": 0.003737,
     "end_time": "2023-12-28T10:57:42.617347",
     "exception": false,
     "start_time": "2023-12-28T10:57:42.613610",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "If you have the exact object you want to load, you can simply pass it in to the `find_existing` method of the OutputCache to get the path, then read it using our hdf5 submodule"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d5075357",
   "metadata": {
    "papermill": {
     "duration": 0.01601,
     "end_time": "2023-12-28T10:57:42.636988",
     "exception": false,
     "start_time": "2023-12-28T10:57:42.620978",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Create an *empty* brightness temperature object\n",
    "brightness_temp_z16 = p21c.BrightnessTemp.new(redshift=inputs.node_redshifts[10],inputs=inputs)\n",
    "\n",
    "# Get the path to such an object within the cache.\n",
    "path = cache.find_existing(brightness_temp_z16)\n",
    "\n",
    "# Read the output struct (this is lazy -- it doesn't actually read any simulation data until you ask for it)\n",
    "brightness_temp_z16 = p21c.read_output_struct(path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0df9439",
   "metadata": {
    "papermill": {
     "duration": 0.004361,
     "end_time": "2023-12-28T10:57:42.645325",
     "exception": false,
     "start_time": "2023-12-28T10:57:42.640964",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "The output is an `OutputStruct` of whatever kind you requested:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e82193c9",
   "metadata": {
    "papermill": {
     "duration": 0.010339,
     "end_time": "2023-12-28T10:57:42.659631",
     "exception": false,
     "start_time": "2023-12-28T10:57:42.649292",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "py21cmfast.wrapper.outputs.BrightnessTemp"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(brightness_temp_z16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a62fedea",
   "metadata": {},
   "source": [
    "You can also Construct a `RunCache` instance, which contains the filenames of every box needed for the run, and find it there"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5e1ef257",
   "metadata": {},
   "outputs": [],
   "source": [
    "runcache = p21c.RunCache.from_inputs(cache=cache, inputs=inputs)\n",
    "brightness_temp_z16 = runcache.get_output_struct_at_z(\n",
    "        kind=\"BrightnessTemp\",\n",
    "        z=16.0,\n",
    "        match_z_within=0.01,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba08d4f4",
   "metadata": {},
   "source": [
    "To list all objects currently stored in your cache, use `list_datasets()` with filters for output type, input parameters, redshift and seed. Pass None for each filter to output everything"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "21a1c683",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/12.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/19.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/6.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/16.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/10.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/9.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/15.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/17.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/7.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/13.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/8.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/18.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/20.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/14.0000/PerturbedField.h5'),\n",
       " PosixPath('/tmp/tmp39gegpyh/76bf7c537b8551236989120698767cf8/1234/01a01b1fe697e22e1682177d07c45412/11.0000/PerturbedField.h5')]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cache.list_datasets(\n",
    "    kind=\"PerturbedField\",\n",
    "    inputs=None,\n",
    "    redshift=None,\n",
    "    all_seeds=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f76d815c",
   "metadata": {},
   "source": [
    "Note that the directory structure in the cache is split up into several hashes which represent various parts of the input structure and redshift. This ensures we don't re-calculate the same boxes twice unless we explicitly pass `regenerate=True` to our functions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c790bcda",
   "metadata": {
    "papermill": {
     "duration": 0.003781,
     "end_time": "2023-12-28T10:57:42.667178",
     "exception": false,
     "start_time": "2023-12-28T10:57:42.663397",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We can proceed to plot the brightness temperature that we read from cache"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ff032bb6",
   "metadata": {
    "papermill": {
     "duration": 0.302138,
     "end_time": "2023-12-28T10:57:42.972966",
     "exception": false,
     "start_time": "2023-12-28T10:57:42.670828",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", "plotting.coeval_sliceplot(coevals[0], ax=ax[0], fig=fig)\n", "plotting.coeval_sliceplot(brightness_temp_z16, ax=ax[1], fig=fig)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "a49b8a86", "metadata": { "papermill": { "duration": 0.010997, "end_time": "2023-12-28T10:57:42.988226", "exception": false, "start_time": "2023-12-28T10:57:42.977229", "status": "completed" }, "tags": [] }, "source": [ "Of course, we could have pulled the cached data from a different redshift:" ] }, { "cell_type": "code", "execution_count": 12, "id": "b56e16ac", "metadata": { "papermill": { "duration": 0.223154, "end_time": "2023-12-28T10:57:43.215606", "exception": false, "start_time": "2023-12-28T10:57:42.992452", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xH_z10 = runcache.get_output_struct_at_z(z=10., kind=\"IonizedBox\")\n", "xH_z6 = runcache.get_output_struct_at_z(z=7., kind=\"IonizedBox\")\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", "plotting.coeval_sliceplot(xH_z10, ax=ax[0], kind=\"neutral_fraction\")\n", "ax[0].set_title(\"z=10\")\n", "plotting.coeval_sliceplot(xH_z6, ax=ax[1], kind=\"neutral_fraction\")\n", "ax[1].set_title(\"z=6\")\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "id": "61510904", "metadata": { "papermill": { "duration": 0.004557, "end_time": "2023-12-28T10:57:43.509349", "exception": false, "start_time": "2023-12-28T10:57:43.504792", "status": "completed" }, "tags": [] }, "source": [ "In fact, we could go further than this, and plot all the evaluated brightness temperatures. We can get the list of redshifts evaluated from the inputs directly as `node_redshifts`:" ] }, { "cell_type": "code", "execution_count": 13, "id": "172e3939", "metadata": { "papermill": { "duration": 1.889543, "end_time": "2023-12-28T10:57:45.403370", "exception": false, "start_time": "2023-12-28T10:57:43.513827", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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eHgAgAtDNP9FNAEBxaKY/O7rJCV8AAIJwu91KSEhQWlqa3G637rnnHl166aX617/+pY8//jjcwwMAIKLQTQAArLOjm5zwBQCYqhxkcZJdu3bpgw8+0JYtW1S1alXf+tjYWBmGEcaRAQAiBd38E90EABSHZvqzo5tOfKc0AMACJwfis88+U8+ePeVyuSRJY8eO1X//+19lZmbql19+Ubdu3XTGGWfojDPO0B9//BHm0QIAIgHdpJuoAA6ZrOOaAwinwL+TDvn76ORmSuXTTd7hCwAwFY55lX799VfdfPPNSk1NVWJiok499VRNmjRJeXl5ftt99913+stf/qKEhAQ1atRIU6dODek40tPTtWvXLt/XY8aM0csvv6wVK1Zo3759mjt3rq688koZhqFzzjknpI8NAKiY6CbdBABY4+RmSuXTTaefVAcAFCEcH6XZuHGjCgoK9Pzzz+u0007Thg0bdMstt+jgwYN67LHHJEler1e9e/dWr169NGPGDK1fv15DhgxRjRo1NGzYsJCMI9jHZlJTU5WamqpLLrkkJI8HAKj46GbR6CYA4GRObqZUPt3khC8AIGJcdNFFuuiii3xfN2vWTJs2bdL06dN9EZ47d67y8vL0yiuvKC4uTmeeeabWrl2radOmhTTCAABEOroJAIA1TmsmUzoAAEwF+5hNbm6uvF6v35KbmxvycXg8HtWqVcv39fLly9W9e3fFxcX51qWnp2vTpk3au3dvyB53+vTpWrhwYUj3CQCIXnSTbgIArHF6MyX7u8kJXwCAqWARzszMlNvt9lsyMzNDOoaff/5Z//znP/W3v/3Nty47O1vJycl+2534Ojs7O2SP/cwzz+jCCy9UnTp11LRpU1155ZWaMmWKPvroo5A+DgAgOtBNugnAwQ4FLFZVCVgcwunNlOzvJlM6AABMBZtXafz48Ro7dqzfuvj4eNNtx40bp0cffbTY/f34449q0aKF7+tt27bpoosuUr9+/XTLLbdYGnMoff/99zp27JjWrFmj1atXa/Xq1XrxxRe1detWuVwupaSkaNu2beU+LgBAZKKbdBMAYI3TmynZ301O+AIATAULRHx8fJHRDXTHHXdo8ODBxW7TrFkz3/9v375d559/vrp166YXXnjBb7uUlBTl5OT4rTvxdUpKiqXxBONyuSRJDRo0UIMGDdS3b1/fbX/88YdWrVqltWvXhuSxAADRgW7STQCANU5uplQ+3eSELwDAdnXr1lXdunUtbbtt2zadf/756tSpk2bOnKmYGP/Zh9LS0nTvvffq6NGjqlz5+GvDCxYs0BlnnKGaNWuGZLzFXTW1du3a6t27t3r37h2SxwIAIBDdBADAmorWTKl8uskcvgAAU5WDLHbYtm2bevToocaNG+uxxx7Trl27lJ2d7TeH0Q033KC4uDjdfPPN+v777/Xmm2/qqaeeKvSRn7L45JNP5Ha7Q7Y/AED0o5t0EwBgjZObKZVPN3mHLwDnyLKwTWPbR1FhhCMQCxYs0M8//6yff/5ZDRs29LvtxKugbrdbn376qTIyMtSpUyfVqVNHEydO1LBhw0I2Dt6FBACSVgd8bXYxmRYm6xyKbgIVQKReFCvwIl+ROk4cZ3ZRtmUBX9cx2casmQ79s3ZyM6Xy6abLKO59xFHA6/UeP2vu8UhJSeEeDoBwqggnfL1eye2Wx+NRUph/Zn3w//MKFeXyKM7HtGnT1LFjR/Xo0UOHDh3S9OnTtWPHDrVu3VpXXHFFVL+LiW4C8In0E74R1EyJbjqxmzQTIcMJ34qlop7wjaBuOrmZUvl0kykdAACmwvExm0gxbdo01ahRQ5J0/fXX65lnntFnn32mW2+9VQ0aNNDs2bPDO0AAQMShmzUk0U0AQHBObqZUPt1kSgcAAALs2rVLycnJ+vXXX3X66afr3//+tyTp0KFDev755zVixAilpKQoPT09zCMFACD86CYAANaVRzc54QvAOXYHfM1HpYrl5EDUqlVLe/fu1fLly3Xbbbf51lepUkVjxoxRpUqVNGXKFA5cAUS3wG6afTzV7GOtDu0r3aSbUcns37gZh/67D5nA7x8/WyOb2Z+PlWNNK/+eHPLn7ORmSuXTTaZ0AACYqhRkiWYXXHCB7r77bk2bNk0ej6fQ7X369NH69evDMDIAQKSim3QTAGCNk5splU83OeELADDl5HmVpk2bpkqVKqlx48ZavHix3n//feXn5/tunzdvnmrXrh3GEQIAIg3dpJsAAGuc3EypfLrphBPnAIBScHIgkpOT9cEHH0iS8vPzdfvtt2vIkCE6/fTTdfDgQf3444+aMmVKeAcJAIgodPMDSXQTABCck5splU83XYZhGCEYa8Tyer1yu92SxyMlJYV7OADCaXXA12bzI7Uoj4EUw+uV3G55PB4lhfln1kqXq9jbz4rufBSydu1avffee9q7d6+6du2qAQMGhHtItqCbAHw+DfjabA5fs26W1/yDEdRMiW4GckI3HdFM5vAND+bwjWyB8/VKhZvZ2GQbK8208885grpJMwsLdTedflI9OliNAdGAk5j9fQ88UDU7cAWK0L59e7Vv3z7cw0BpmP1SXlrl+Us5UJ7M/p0EHqyadZN/AygC3aygsgK+DuWxptkJMJjjZ2tks9JMs7/vHH+iGKHuJid8AQCmnDB3EgAAoUI3AQCwhmbajxO+AABTBAIAAOvoJgAA1tBM+/E9BgCYIhAAAFhHNwEAsIZm2o/vMQDAFB+zAQDAOroJAIA1NNN+nPCNBlYndDfbLnCycSYRR7Qwu3AEF4oAnKm0bTP7ORJ4MRuzfdNSVERmf9/NriYOILoFHjNabZqVZvJzBtHCyt9lfh9EmMWEewAAgMhUKcjidDExMbrgggu0atWqcA8FABAB6Gbx6CYA4ASaGVxZu8kJXwCAKSJcvFdeeUXdu3dXRkZGuIcCAIgAdLN4dBMAcALNDK6s3XQZhmGEeEwRxev1yu12Sx6PlJQU7uFEHqZ0QLQK/LstVYy/316v5HbL4/EoKcw/s3JcrmJvT47ufDgW3TwJUzrASQL/bkuRPxVSBDVToptOFJXNDPwd2ur0gVaaabYvpnRARbTaZF1gMyPx98EI6ibNtB/v8HW6KgELEC0C/27z97vEeNX1uKVLl2rAgAFKS0vTtm3bJElz5szRsmXLwjwy2M7s50idgAVFOxSwILLRzTKjm8fRzQousHNmPxus9NHqfXHc7oAlsKFFLQgPfkcsM5r5J7u6yQlfAACK8O677yo9PV2JiYlas2aNcnNzJUkej0cPP/xwmEcHAEBkoZsAAFhnZzc54QsAMMWrrtKUKVM0Y8YMvfjii6pcubJv/TnnnKPVq80+ywUAcCq6STcBANbQzOPs7KaTvo8AgBKoHHyTqLdp0yZ179690Hq32619+/aV/4AAABGLbtJNAIA1NPM4O7vJO3wBAKZ41VVKSUnRzz//XGj9smXL1KxZszCMCAAQqegm3QQAWEMzj7Ozm076PsIME+VbFzgpPt+7yMafT5kRCOmWW27R7bffrldeeUUul0vbt2/X8uXLdeedd2rChAnhHh7CgYtwWBd4pXez7x0/qyOH2Z+PlT9D+NBNuukYZhcLM/t53tjCNk5k9v0L/Hlr5fuJ8DHrYZaFbfg34EMzj7Ozm2F/h++2bds0YMAA1a5dW4mJiWrTpo2+/fZb3+2GYWjixImqX7++EhMT1atXL/30009hHDEAwCnGjRunG264QT179tSBAwfUvXt3DR06VH/729902223lft4aCYAIJLRTQAArLOzmy7DMIxgGz399NMl3vFNN92k6tWrF7vN3r171aFDB51//vkaMWKE6tatq59++kmnnnqqTj31VEnSo48+qszMTM2ePVupqamaMGGC1q9frx9++EEJCQlBx+H1euV2uyWPR0pKKvHzAHx4hy/Kg9crud3yeDxKCvfPrFhX8bfnB81H1MjLy9PPP/+sAwcOqFWrVqpWrVqx29vRzfJopkQ3EUK806Xii/R3+EZSMyW6eZKSdJNjzQrI6jt8OX4yZ/b9C2wm7/CNbIF9lAr/uUbi7z2R1E2a6aekx5tWWDrhGxMTo4YNGyo2NtbSTrdu3arNmzcHnW9i3Lhx+vLLL7V06VLT2w3DUIMGDXTHHXfozjvvlCR5PB4lJydr1qxZuu6664KOxbERRujxCwvKQyRFOC5IhPPsjXBubq66du2qdevWac2aNWrfvr3vtu+++04ZGRn65ptvVLduXd122226++67Q/r4R48e1UUXXaQZM2aoefPmJbqvHd0sj2ZKdBMhxAnfio8TviVDN0vVTY41KyBO+JYNJ3wrPk74lp3DmymV7XjTCsvTZnz77beqV6+epW2Dvdp6wn/+8x+lp6erX79++vzzz3XKKafo1ltv1S233CJJ2rJli7Kzs9WrVy/ffdxut7p27arly5ebRjg3N1e5ubm+r71er6WxAAACWDvuss3dd9+tBg0aaN26dX7rvV6vevfurV69emnGjBlav369hgwZoho1amjYsGEhe/zKlSvru+++K/X9Q91NO5op0U0ACBm6WepucqwJAA7j8GZKZT/eDMbSHL6TJk0q0duJ77nnHtWqVSvodr/88oumT5+u5s2ba/78+RoxYoRGjRql2bNnS5Kys7MlScnJyX73S05O9t0WKDMzU26327c0atTI8riBYlUJWIBoFxtksdHHH3+sTz/9VI899lih2+bOnau8vDy98sorOvPMM3Xddddp1KhRmjZtWsjHMWDAAL388sslvp8d3bSjmRLdhI0aByyBHaWlka9OwHLIZMGf6GapusmxZgVk9ec5P/PNmX3/WgQsgQ3l3b2RJbCPZstukwV/opmSSn+8aYWlKR3sEhcXp86dO+urr77yrRs1apS++eYbLV++XF999ZXOOeccbd++XfXr1/dtc80118jlcunNN98stE+zV10bNWrkvI/ZAKiYIuljNu7iP2aTu/OI389bSYqPj1d8fHyZHjYnJ0edOnXSBx98oDp16ig1NdXvYzY33nijvF6vPvjgA999Fi9erAsuuEB79uxRzZo1y/T4J7vtttv06quvqnnz5urUqZOqVq3qd7td4TdjRzMlugmgBKx+jLu8RFIzJbqp6O8mzQRQpMBGmp3gDfeJ+0jqJs2UZG83Lb3D92RbtmwxvXLpTz/9pF9//bVE+6pfv75atWrlt65ly5bKyjo+gU1KSoqk438gJ8vJyfHdFig+Pl5JSUl+CwAg9ALf5eJ2u5WZmVmmfRqGocGDB2v48OHq3Lmz6TbZ2dmm78Y5cVsobdiwQR07dlT16tW1efNmrVmzxresXbvW0j5C1U07minRTQAoL3RzbdD7c6wJAJCc0UwpNMebRbE8h+8JgwcP1pAhQwpNKLxixQq99NJLWrJkieV9nXPOOdq0aZPfus2bN6tJkyaSpNTUVKWkpGjhwoW+s+1er1crVqzQiBEjSjp0AEBJBPkozfjx4zV27Fi/dUW94jpu3Dg9+uijxe7vxx9/1Keffqr9+/dr/PjxJRqqXRYvXlzmfYSqmzQTACIc3SxzNznWBACHoJmSQnO8WZQSn/Bds2aNzjnnnELrzz77bI0cObJE+xozZoy6deumhx9+WNdcc41WrlypF154QS+88IIkyeVyafTo0ZoyZYqaN2+u1NRUTZgwQQ0aNNDll19e0qEDAEoiSIRL8pGaO+64Q4MHDy52m2bNmmnRokVavnx5of127txZ/fv31+zZs5WSkmL6bhxJxb6TNVxC1U2aCQARjm6WGceaAOAQNNN2JT7h63K5tH///kLrPR6P8vPzS7SvLl266P3339f48eP1wAMPKDU1VU8++aT69+/v2+buu+/WwYMHNWzYMO3bt0/nnnuuPvnkEyUkJJR06LAi0uZmAxA+JS5E0erWrau6desG3e7pp5/WlClTfF9v375d6enpevPNN9W1a1dJUlpamu69914dPXpUlStXliQtWLBAZ5xxRsjnVHrggQeKvX3ixIlB9xGqbtLMCJVlsi6U87MFzv9WJ4T7BkqK3wmLRzfL3E2ONaPcRpN1LWzcv1kz6SjsEtjIcM/XG+lopqTQHG8WpcQXbbvkkkuUmJio119/XbGxx0/J5+fn69prr9XBgwf18ccfl3owdvB6vXK73UykbxUnfIHwiqSJ9BsWP5G+frf/mp+//vproYn0PR6PzjjjDPXu3Vt///vftWHDBg0ZMkRPPPGEhg0bFtLH79Chg9/XR48e1ZYtW1SpUiWdeuqpWr16ddB90M0oxwlfIHwiqZkS3VTZu0kzoxwnfIHwiqRu0kxJoTneLEqJz6k/+uij6t69u8444wz95S9/kSQtXbpUXq9XixYtKvVAAACwwu1269NPP1VGRoY6deqkOnXqaOLEibYEeM2aNYXWeb1eDR48WFdccYWlfdBNAEA4VaRu0kwAQDiVZzOl0BxvFqXE7/CVjr/t+ZlnntG6deuUmJiotm3bauTIkapVq1aZBmMHXnUtId7hC4RXJL3q2iTIq66/2f+qa6Rav369LrnkEstXDKebUYx3+ALhE0nNlOhmMUrSTZoZxXiHLxBekdRNmlmskh5vminVrBkNGjTQww8/XOoHBQBUAEEm0ncyj8cjj8djeXu6GcV4UdS5eJEcgehmkUrSTZoJRKHAF7AlTr47Hc0sVkmPN82U6oTv3r179fLLL+vHH3+UJLVq1Uo33XRTRL7qCgAoJSKsp59+2u9rwzC0Y8cOzZkzR3369LG8H7oJAA5AN0PSTZoJAA5AMyWF7njTTImndPjiiy90ySWXyO12q3PnzpKkVatWad++ffrvf/+r7t27l2lAocbHbEqId6sA4RVJH7NpEeRjNhuj/2M2qampfl/HxMSobt26uuCCCzR+/HhVr1496D7oZpSz+x0rTOkQufidKfwiqZkS3VTZu0kzoxxTOjgX7/CNDJHUTZopKTTHm0Up8Tt8MzIydO2112r69Ol+V0699dZblZGRofXr15d6MAAARJIlS5aoUaNGiomJ8VtvGIa2bt1qKcB0EwDgFGXtJs0EADhJKI43ixITfBN/P//8s+644w5fgCUpNjZWY8eO1c8//1zqgQAAIkxskMUBmjVrpt27C78lYc+ePYVejS0K3QQAh6CbZe4mzQQAh6CZkkJzvFmUEr/Dt2PHjvrxxx91xhln+K3/8ccf1a5duzINBhGAjyICOMFBoS1KUbMeHThwQAkJCZb2QTejnN0fR+TjjpGL35kQiG6WuZs0M8qFcvqGcOwfpcfvMwhEMyWF5nizKCU+4Ttq1Cjdfvvt+vnnn3X22WdLkr7++ms9++yzeuSRR/Tdd9/5tm3btm2ZBgcACCMHR3js2LGSJJfLpYkTJ6pKlT/P7OTn52vFihVq3769pX3RTQBwCLpZ5m7STABwCAc3Uwrt8WZRSnzRtsB5JQrt0OWSYRhyuVzKz88v0+BCgYn0AVQokTSRfucgE+l/G70T6Z9//vmSpM8//1xpaWmKi4vz3RYXF6emTZvqzjvvVPPmzYPui24CgE0iqZkS3VTZu0kzAcBGkdRNBzdTCu3xZlFK/A7fLVu2lPrBAACoCBYvXixJuummm/TUU0+V6RciugkAiHah6ibNBAA4QSiPN4tS4hO+TZo0CfkgAAARyOEfs5GkmTNnlnkfdBMAHIJulrmbNBMAHIJmSgrN8WZRLJ/w/eKLLyxt171791IPBgAQQYiwzw8//KCsrCzl5eX5rb/00kuLvA/dBACHoZs+Je0mzQQAh6GZfkpzvBmM5RO+PXr0kMt1fI6Noqb9jZS5lAAAIVDiz4BEn19++UVXXHGF1q9f75s3UJKvh8U1j24CgMPQzVJ3k2YCgMPQTEllO94MpvhZ8U9Ss2ZNNWrUSBMmTNBPP/2kvXv3Flr27NlT6oEAACJMbJDFAW6//XalpqZq586dqlKlir7//nt98cUX6ty5s5YsWVLsfekmADgM3Sx1N2kmADgMzZRUtuPNYCyf8N2xY4ceffRRLV++XG3atNHNN9+sr776SklJSXK73b4FABAliLCWL1+uBx54QHXq1FFMTIxiYmJ07rnnKjMzU6NGjSr2vnQTAByGbpa6mzQTAByGZkoq2/FmMJZP+MbFxenaa6/V/PnztXHjRrVt21YjR45Uo0aNdO+99+rYsWNlGggAAJEmPz9f1atXlyTVqVNH27dvl3T8ojKbNm0q9r50EwDgNKXtJs2MUrsDlkh1yGQBgHJQluPNYCyf8D1Z48aNNXHiRH322Wc6/fTT9cgjj8jr9ZZpIACACMOrrmrdurXWrVsnSerataumTp2qL7/8Ug888ICaNWtmeT90EwAcgG6GpJs0EwAcgGZKCt3xppkSn/DNzc3Va6+9pl69eql169aqU6eOPvzwQ9WqVatMAwEARBgirPvuu883cf4DDzygLVu26C9/+Ys++ugjPf3005b2QTcBwCHoZpm7STMBwCFopqTQHG8WxfJ18VauXKmZM2fqjTfeUNOmTXXTTTfprbfeIr4AEK0cFFozR48e1dSpUzVjxgxJ0mmnnaaNGzdqz549qlmzpu/KqUWhmwDgMHSz1N2kmQDgMA5vplT2481gLJ/wPfvss9W4cWONGjVKnTp1kiQtW7as0HaXXnppmQYEAIgQDo9w5cqV9d133xVab/Xgk24CgMPQzVJ3k2YCgMM4vJlS2Y83g3EZJ947HERMTPDZH1wul/Lz88s8qFDyer3Hr+jq8UhJSeEeDgAUz+uV3G55PB4lhftn1uVBXlH8wFI+KrQxY8YoPj5ejzzySInvSzcBwGaR1EyJbqr03aSZUSrw4mdVwjIKACdEUjdppqSyHW8GY/kdvgUFBSF/cABABONVVx07dkyvvPKKPvvsM3Xq1ElVq1b1u33atGlF3pduAoDD0M1Sd5NmAoDD0ExJZTveDMbyCV8AgMMQYW3YsEEdO3aUJG3evNnvtrLOqQQAiDJ0k24CAKyhmZLs7aalE77/+c9/1KdPH1WuXNnSTj/66COdf/75SkxMLNPgAABhRIS1ePHiUt2PbgKAA9HNUnWTZgKAA9FMSaU/3rQi+GRJkq644grt27fP8k6vu+467dixo7RjAgBEgtggC4pENwHAgehmqdBMAHAgmmk7S+/wNQxDgwcPVnx8vKWdHjlypEyDimiBE89Lzpx8ngn4Adjoww8/1AMPPKDvvvtOCQkJOu+88/TBBx/4bs/KytKIESO0ePFiVatWTYMGDVJmZqYqVQr9TEVLly7V888/r//973965513dMopp2jOnDlKTU3Vueeea3ofunmS3Sbr6pT7KMIvK+Brs+8BLT2O37WAEqvI3aSZJ9losq5FuY8idKz87Db7PSFwndl+6Ohxgb9fSFLjch8FUKFEUjOl0h1vWmFptIMGDSrRTvv37x/+K/4BAMomTK+svvvuu7rlllv08MMP64ILLtCxY8e0YcMG3+35+fnq27evUlJS9NVXX2nHjh268cYbVblyZT388MMhH8vAgQPVv39/rVmzRrm5uZIkj8ejhx9+WB999JHp/egmADgQ3SxVN2kmADgQzfSNpzTHm1a4DMMwQjXQSOT1euV2uyWPRwrFLwa86+Q43uEL2MPrldxueTye8B/M3BxkkviXQ5+PY8eOqWnTppo8ebJuvvlm020+/vhj/fWvf9X27duVnJwsSZoxY4b+/ve/a9euXYqLiwvZeDp06KAxY8boxhtvVPXq1bVu3To1a9ZMa9asUZ8+fZSdnR2yx4oUIe8m7/A9jnf4WsfvWrAqkpop0U05r5shb2a0vcPXCt7hWza8wxclEUndpJmS7O2mpTl8AQAOFGRepdzcXHm9Xr/lxCuSpbV69Wpt27ZNMTEx6tChg+rXr68+ffr4veq6fPlytWnTxhdgSUpPT5fX69X3339fpscPtGnTJnXv3r3QerfbXaL5BgEADkA36SYAwBqaKcnebnLCFwBgLkiEMzMz5Xa7/ZbMzMwyPeQvv/wiSbr//vt13333ad68eapZs6Z69OihPXv2SJKys7P9AizJ93Wo3zmUkpKin3/+udD6ZcuWqVmzZiF9LABABUc36SYAwBqaKcnebnLCF6VTJWA5ZLIAiGrjx4+Xx+PxW8aPH2+67bhx4+RyuYpdNm7cqIKCAknSvffeq6uuukqdOnXSzJkz5XK59Pbbb5fn05Mk3XLLLbr99tu1YsUKuVwubd++XXPnztWdd96pESNGlPt4KiT6cFxgN3ebLDgu8HvlxI/oIirRTbrphz4eV8dkCVTa75UTvseNTRYgCjihmZK93bTnEnMAgIovyET68fHxlq+ofccdd2jw4MHFbtOsWTPt2LFDktSqVSu/x2nWrJmyso5PUpaSkqKVK1f63TcnJ8d3WyiNGzdOBQUF6tmzpw4dOqTu3bsrPj5ed955p2677baQPhYAoIKjm3QTAGANzZRkbzdDcsJ33759qlGjRih2BQCIFCG8cmrdunVVt27doNt16tRJ8fHx2rRpk84991xJ0tGjR/Xrr7+qSZMmkqS0tDQ99NBD2rlzp+rVqydJWrBggZKSkvziHQoul0v33nuv7rrrLv388886cOCAWrVqpWrVqpVpv3QTAKIQ3bSlmzQTAKIQzZRk3/GmVIopHR599FG9+eabvq+vueYa1a5dW6eccorWrVtX5gEBACJEkHmV7JCUlKThw4dr0qRJ+vTTT7Vp0ybfR1n69esnSerdu7datWqlgQMHat26dZo/f77uu+8+ZWRkWH4VuKTi4uLUsmVLdenSpcTxpZsA4BB006e03aSZAOAQNNNPWY43i1LiE74zZsxQo0aNJB0/y71gwQJ9/PHH6tOnj+66666QDCqiMa+cOb4vxzlhnig4RxgiLEn/+Mc/dN1112ngwIHq0qWLfvvtNy1atEg1a9Y8PqzYWM2bN0+xsbFKS0vTgAEDdOONN+qBBx6wZTwvv/yyWrdurYSEBCUkJKh169Z66aWXLN/f8d2sKHPL2f3zO3B+woryfQkls+8xcxkjmtBNSWXrpqOaaXb81MJkiUR2/+w2+z4ELlaOPyP1GNXs+xfYxyyTZaPJAlRUNNOnrMebRXEZhmGU5A6JiYnavHmzGjVqpNtvv11HjhzR888/r82bN6tr167au3dvmQcVSl6vV263W/J4pKSkcA8H0c7sBEGk/GKBisHrldxueTweJYX7Z9Y4V/G3P1KifFRIEydO1LRp03TbbbcpLS1NkrR8+XI988wzGjNmjKXw080Kgp/f9jP7HputM7tgD2Amkpop0U2VvZs0s4IwO8HLz27rzL5/gb9zmG1j1sxIfVEAkSmSukkzJYXmeLMoJZ7Dt2bNmtq6dasaNWqkTz75RFOmTJEkGYah/Pz8Ug8EAIBIM336dL344ou6/vrrfesuvfRStW3bVrfddpulANNNAIBTlLWbNBMA4CShON4sSolP+F555ZW64YYb1Lx5c/3xxx/q06ePJGnNmjU67bTTSj0QAECEsfGjNBXF0aNH1blz50LrO3XqpGPHjlnaB90EAIegm2XuJs0EAIegmZJCc7xZlBLP4fvEE09o5MiRatWqlRYsWOCbTHjHjh269dZbyzQYAEAECdO8SpFk4MCBmj59eqH1L7zwgvr3729pH3QTAByCbpa5mzQTAByCZkoKzfFmUUo8h29F49h5lQBUTJE0r9LkIPMqTYrqfEiSbrvtNr366qtq1KiRzj77bEnSihUrlJWVpRtvvFGVK1f2bTtt2rRwDTOkHNFNqxdkYw5fILJFUjMluinnddMRzbQ6l2y0XXw0K+Dr8n5+Vi+Ex9zJKIlI6ibNlGRvNy1N6fCf//xHffr0UeXKlfWf//yn2G0vvfTSEg0AABChHPTKalE2bNigjh07SpL+97//SZLq1KmjOnXqaMOGDb7tXC7/X1joJgA4EN0sVTdpJgA4EM2UVPrjTSssvcM3JiZG2dnZqlevnmJiip4FwuVyRdxk+o541RVA9IikV12nBInKfc541bU06GaE4x2+QHSIpGZKdLOUaGaE4x2+x/EOX0SDSOomzbSdpXf4FhQUmP4/ACCK8aqrJOnIkSP67rvvtHPnTr8GulwuXXLJJab3oZsA4EB0U1LJu0kzAcCBaKZPaY43rbB0wteqQ4cOqUoV3g4DAFEhpIWomD755BMNHDhQf/zxR6HbQvFOI7oJAFGEbtraTZoJAFGEZkqyt5tFf2amCD179tS2bdsKrV+xYoXat29f6oEAACIMV07VbbfdpmuuuUY7duxQQUGB32I1vnQzAlUxWQCgrOhmmbtJMyOQU5sZ7udcx+ICVFQ0U1JojjeLUuITvgkJCWrbtq3efPNNScc/dnP//ffrL3/5iy6++OIyDQYAEEGIsHJycjR27FglJyeXeh90EwAcgm6WuZs0EwAcgmZKCs3xZlFK/CbqDz/8UM8++6yGDBmif//73/r111/122+/ad68eerdu3fIBwgAQLhcffXVWrJkiU499dRS74NuAgCcoqzdpJkAACcJxfFmUUo1a0ZGRoZ+//13Pfroo6pUqZKWLFmibt26hXpsAIBwctArq0V55pln1K9fPy1dulRt2rRR5cqV/W4fNWqUpf3QTQBwALoZkm7STABwAJopKXTHm2ZKfMJ37969Gjp0qBYuXKjnn39en3/+uXr37q2pU6fq1ltvLfVAAAARhgjr9ddf16effqqEhAQtWbJELpfLd5vL5bIUYLpZQThlTkIA9qGbZe4mzYxAZn1sXO6jKH/MjwvYi2ZKCs3xZlFchmEYJbnDKaecotTUVM2ZM0epqamSpDfffFO33nqrzj77bH344YelHowdvF6v3G635PFISUnhHg4AFM/rldxueTweJYX7Z9YLruJvH1aifFRIKSkpGjVqlMaNG6eYmBJPey+JbgKAbSKpmRLdVNm7STMBwEaR1E2aKSk0x5tFKfHehg8fri+++MIXYEm69tprtW7dOuXl5ZV6II888ohcLpdGjx7tW3fkyBFlZGSodu3aqlatmq666irl5OSU+jEAACXARPrKy8vTtddeW6b40k0AcAi6WeZu2tVMiW4CQEShmZJCc7xZlBLvccKECaYDadiwoRYsWFCqQXzzzTd6/vnn1bZtW7/1Y8aM0X//+1+9/fbb+vzzz7V9+3ZdeeWVpXoMAABKatCgQb4rhZcW3QQAOEVZu2lHMyW6CQCITKE43ixKqS7aJkmHDh1SVlZWoVdaAyMazIEDB9S/f3+9+OKLmjJlim+9x+PRyy+/rNdee00XXHCBJGnmzJlq2bKlvv76a5199tmlHToAwAoHvbJalPz8fE2dOlXz589X27ZtC02iP23aNMv7opsAEOXoZsi6GapmSnQTACISzZQU2uPNQCU+4btr1y7ddNNN+vjjj01vz8/PL9H+MjIy1LdvX/Xq1csvwKtWrdLRo0fVq1cv37oWLVqocePGWr58eZEBzs3NVW5uru9rr9dbovEAAP4fEdb69evVoUMHSdKGDRv8bjt5Qv3i0E0AcAi6WeZuhrqZUmi7STMBSJIOmazjAsAlQzMlheZ4syglPuE7evRo7du3TytWrFCPHj30/vvvKycnR1OmTNHjjz9eon298cYbWr16tb755ptCt2VnZysuLk41atTwW5+cnKzs7Owi95mZmanJkyeXaBwAABNEWIsXLy7zPugmADgE3SxzN0PZTCn03aSZABAiNFNSaI43i1LiE76LFi3Sv//9b3Xu3FkxMTFq0qSJLrzwQiUlJSkzM1N9+/a1tJ+tW7fq9ttv14IFC5SQkFDigRdl/PjxGjt2rO9rr9erRo0ahWz/AOAYoZ833pHoJgA4BN0ss1A1U7KnmzQTAEKEZtquxN/igwcPql69epKkmjVrateuXZKkNm3aaPXq1Zb3s2rVKu3cuVMdO3ZUpUqVVKlSJX3++ed6+umnValSJSUnJysvL0/79u3zu19OTo5SUlKK3G98fLySkpL8FgAASmvp0qUaMGCA0tLStG3bNknSnDlztGzZMkv3p5sAACcpSzdD1UzJnm7STABAqJX1eLMoJT7he8YZZ2jTpk2SpHbt2un555/Xtm3bNGPGDNWvX9/yfnr27Kn169dr7dq1vqVz587q37+/7/8rV66shQsX+u6zadMmZWVlKS0traTDBgCUVEyQxQHeffddpaenKzExUWvWrPHN2+fxePTwww9b2gfdBACHoJtl7maominRTQCIaDRTUmiON4tS4ikdbr/9du3YsUOSNGnSJF100UWaO3eu4uLiNGvWLMv7qV69ulq3bu23rmrVqqpdu7Zv/c0336yxY8eqVq1aSkpK0m233aa0tDSumAoA5aFsc8RHhSlTpmjGjBm68cYb9cYbb/jWn3POOX4XfikO3QQAh6CbZe5mqJop0U0ANuICbWVHMyWF5nizKCU+4TtgwADf/3fq1Em//fabNm7cqMaNG6tOnTplGkygJ554QjExMbrqqquUm5ur9PR0PffccyF9DABAERz0ympRNm3apO7duxda73a7C30EtCh0EwAcgm6WuZvl2UyJbgJA2NBMSaE53ixKmb7FX375pWJjY9WxY8eQBHjJkiV68sknfV8nJCTo2Wef1Z49e3Tw4EG99957xc5DCAAIoTB9zGbz5s267LLLVKdOHSUlJencc88tdPXSrKws9e3bV1WqVFG9evV011136dixYyEfS0pKin7++edC65ctW6ZmzZqVeH90EwCiGN0MaTdD3UyJbgJAxKCZkkJ/vHmyMn0b+/Tp45tQGAAQZVxBFpv89a9/1bFjx7Ro0SKtWrVK7dq101//+ldlZ2dLkvLz89W3b1/l5eXpq6++0uzZszVr1ixNnDgx5GO55ZZbdPvtt2vFihVyuVzavn275s6dqzvvvFMjRowo8f7oJgBEMboZ0m7STACIYjRTUuiPN/0YZVCtWjXjf//7X1l2YTuPx2NIMuTxGDIMFhYWlshe/v9nlsfjMcLufRW/2GDXrl2GJOOLL77wrfN6vYYkY8GCBYZhGMZHH31kxMTEGNnZ2b5tpk+fbiQlJRm5ubkhHU9BQYExZcoUo2rVqobL5TJcLpeRkJBg3HfffaXaH91kYWFhCeESSc00DLpphLabNJOFpZTLwYAl3ONhiZwlkrr5vhzfTMMI/fHmyZg1AwBgLsjHbHJzc+X1ev2WE1cVLa3atWvrjDPO0KuvvqqDBw/q2LFjev7551WvXj116tRJkrR8+XK1adNGycnJvvulp6fL6/Xq+++/L9Pjn/DAAw/o0KFDcrlcuvfee7Vnzx5t2LBBX3/9tXbt2qUHH3wwJI8DAIgidJNuAgCscXAzpfLpZplO+D7//PN+3wQAQBQJEuHMzEy53W6/JTMzs0wP6XK59Nlnn2nNmjWqXr26EhISNG3aNH3yySeqWbOmJCk7O7tQe058feKjOGU1efJkHThwwPd1XFycWrVqpbPOOkvVqlUr9X7pJgBEMbrp+zoU3aSZABDFHNxMyb7jzZOV+ITvoEGD9MUXX0iSbrjhBlWtWjUkAwEARJgg8yqNHz9eHo/Hbxk/frzprsaNGyeXy1XssnHjRhmGoYyMDNWrV09Lly7VypUrdfnll+uSSy7Rjh07yuuZyzCMkO2LbgKAQ9DNMqOZAOAQDm6mFNrjzaJUKukdPB6PevXqpSZNmuimm27SoEGDdMopp9gxNgBAOAV5STA+Pl7x8fGWdnXHHXdo8ODBxW7TrFkzLVq0SPPmzdPevXuVlJQkSXruuee0YMECzZ49W+PGjVNKSopWrlzpd9+cnBxJCumVtV2u0FwtgG4CgEPQzTLvg2YCgEM4vJlS6I43i1LiE74ffPCBdu3apTlz5mj27NmaNGmSevXqpZtvvlmXXXaZKleubMc4AQAVWN26dVW3bt2g2x06dEiSFBPj/xtATEyMCgoKJElpaWl66KGHtHPnTtWrV0+StGDBAiUlJalVq1YhG/Ppp58eNMJ79uwJuh+6CQAoKad2k2aiTA4FfF0lLKMIP6c+bzhWRWymFLrjzaK4jDK+j3j16tWaOXOmXnrpJVWrVk0DBgzQrbfequbNm5dltyHj9Xrldrslj0f6/zP4ABCxvF7J7ZbH4/G96hg284O84pge+o+h7N69Wy1atNB5552niRMnKjExUS+++KKeeuopffPNN2rXrp3y8/PVvn17NWjQQFOnTlV2drYGDhyooUOH6uGHHw7JOGJiYvTkk08e70cxBg0aVOJ9000ACJFIaqZEN23oJs1EiXDCFyheJHXTwc2U7D3ePKHE7/A92Y4dO7RgwQItWLBAsbGxuvjii7V+/Xq1atVKU6dO1ZgxY8qyewBAONn7CRNTderU0SeffKJ7771XF1xwgY4ePaozzzxT//73v9WuXTtJUmxsrObNm6cRI0YoLS1NVatW1aBBg/TAAw+EdCzXXXed71XdUKGbABDF6GZIu0kzASCKObyZkj3Hmycr8Tt8jx49qv/85z+aOXOmPv30U7Vt21ZDhw7VDTfc4HuF4P3339eQIUO0d+9eWwZdErzqCqBCiaRXXT8LUuFe9k80Hy6xsbHasWNHSAJMNwHAJpHUTIluhqCbNBNlwjt8geJFUjcd3EwptMebRSnxO3zr16+vgoICXX/99Vq5cqXat29faJvzzz9fNWrUCMHwAABhE2Qi/WgWyqum0k0AcAi6WWY0EwAcwsHNlEJ7vFmUEp/wfeKJJ9SvXz8lJCQUuU2NGjW0ZcuWMg0MAIBwOTFpfyjQTQsC35Ej8a4cAKhAQtVNmmkisJG7TbapY7LOiR114nOOVGa/2wXizwsOFsrjzaKU+ITvwIED7RgHACDShGFepWhENwHAIehmmdFMAHAImmm7Ml20DQAQxRz+MRsAAEqEbgIAYA3NtB0nfAEA5ogwAADW0U0AAKyhmbbjhC8AwBwfswEAwDq6CQCANTTTdpzwLS9ckAYAKpzDhw/LMAxVqXL8B/Zvv/2m999/X61atVLv3r3DPLooYtbDLJN1je0eCACgLOimDQIbaXaBto0m6zraMBbAqtKe6wg8b2Ll4m+S+b8LoAKws5u8iRoAYC4myOIAl112mV599VVJ0r59+9S1a1c9/vjjuuyyyzR9+vQwjw4AEFHoJt0EAFhDMyXZ200HfRsBACVChLV69Wr95S9/kSS98847Sk5O1m+//aZXX31VTz/9dJhHBwCIKHSTbgIArKGZkuztJlM6AADMMa+SDh06pOrVq0uSPv30U1155ZWKiYnR2Wefrd9++y3MowMARBS6STcBANbQTEn2dtNB583DrIrJAgCRjFddddppp+mDDz7Q1q1bNX/+fN88Sjt37lRSUlKYRxfl6pgsABDJ6CbdLA9mx5U0E9HCyt9t/r5HB5opyd5uOujbCAAoESKsiRMn6s4771TTpk3VtWtXpaWlSTr+6muHDh3CPDoAQEShm3QTAGANzZRkbzddhmEYoRhkpPJ6vXK73ZLHI/GqMoBI5/VKbrc8Hk/43wmzKsjnbDpFdT58srOztWPHDrVr104xMcd/+1i5cqWSkpLUokWLMI8u9CKmm2ZXZebTMQBOFknNlOjm/3NSNyOmmVkm6xqX+ygARLpI6ibN9LGrm8zhCwAw56BXVoty+PBhJSUlKSUlRZL022+/6f3331fLli111llnhXl0AICIQjfpJgDAGpopyd5u8i0GAJhzBVkc4LLLLtOrr74qSdq3b5+6du2qxx9/XJdffrmmT58e5tEBACIK3aSbAABraKYke7vJCV8AgDnmVdLq1av1l7/8RZL0zjvvKDk5Wb/99pteffVVPf3002EeXZTjYqdAcLtNFoQP3aSb4dLYZAGczKyPWSaLmUMBC+xBMyXZ202mdAAAmHNQaIty6NAhVa9eXdLxifOvvPJKxcTE6Oyzz9Zvv/0W5tEBACIK3aSbAABraKYke7vJtxgAgCKcdtpp+uCDD7R161bNnz9fvXv3liTt3Lkz/Bc6AAAgwtBNAACss7ObnPAFAJhjXiVNnDhRd955p5o2baquXbsqLS1N0vFXXzt06BDm0QEAIgrdpJsAAGtopiR7u+kyDMMIxSAjldfrldvtljweiVeVAUQ6r1dyu+XxeML/Tpgfg5S2ZVTnwyc7O1s7duxQu3btFBNz/HXSlStXKikpSS1atAjz6EKPbgIViNmcvXXKfRThE0nNlOjm/3NSN2kmEKHM+mg2H6/ZfNeB20XTdSQiqZs008eubjKHL4CKJ5ojHEn4DIgkKSUlRSkpKX7rzjrrrDCNBgBOYvXkbuCFabigkz3opiS6CSACWO2j2UngwGZG1+tUkYNm+tjVTb7FAABzfMxGkrR06VINGDBAaWlp2rZtmyRpzpw5WrZsWZhHBgCIKHRTEt0EAFhAM33s6iYnfAEAKMK7776r9PR0JSYmas2aNcrNzZUkeTwePfzww2EeHQAAkYVuAgBgnZ3d5IQvAMBcTJDFAaZMmaIZM2boxRdfVOXKlX3rzznnHK1evTqMIwMARBy6STcBANbQTEn2dpM5fAFUPMzZWz4cFNqibNq0Sd27dy+03u12a9++feU/IAAoDebsLR90k24CqPjKe87ewAvMmR3rRuPxL82UZG83+RYDAMyFaV6lhx56SN26dVOVKlVUo0YN022ysrLUt29fValSRfXq1dNdd92lY8eO+W2zZMkSdezYUfHx8TrttNM0a9asEo8lJSVFP//8c6H1y5YtU7NmzUq8PwBAFKObdBMAYA3NlGRvNznhCwAwF6aP2eTl5alfv34aMWKE6e35+fnq27ev8vLy9NVXX2n27NmaNWuWJk6c6Ntmy5Yt6tu3r84//3ytXbtWo0eP1tChQzV//vwSjeWWW27R7bffrhUrVsjlcmn79u2aO3eu7rzzziLHBwBwKLpJNwEA1tBMSTZ304hyHo/HkGTI4zFkGCwsLCyRvfz/zyyPx2OE3a8qfrHZzJkzDbfbXWj9Rx99ZMTExBjZ2dm+ddOnTzeSkpKM3NxcwzAM4+677zbOPPNMv/tde+21Rnp6eonGUFBQYEyZMsWoWrWq4XK5DJfLZSQkJBj33XdfyZ9QBUE3WVhYKswSSc00DLppOK+bNJOFpYIvB02W8h7DroDFzjFFUjdppmEY9naTd/gCAMwFedU1NzdXXq/XbzlxVVE7LV++XG3atFFycrJvXXp6urxer77//nvfNr169fK7X3p6upYvX16ix3K5XLr33nu1Z88ebdiwQV9//bV27dqlBx98sOxPBAAQXegm3QQAWEMzJdnbTS7aBgAnC5w0X5IOBXztlIvfBJk7KTMzU5MnT/ZbN2nSJN1///32jUlSdna2X4Al+b7Ozs4udhuv16vDhw8rMTHR8uMtXLhQCxcu1M6dO1VQUOB32yuvvFKapwAA0WOjhW3K+wI44UI3JdFNABWInRdDCzyGlKTVFu5n1sxovGgbzfSxq5u8wxcAYC7Iq67jx4+Xx+PxW8aPH2+6q3HjxsnlchW7bNxo5axB+Zo8ebJ69+6thQsXavfu3dq7d6/fAgCAD92kmwAAa2imJHu7yTt8AQDmgrwkGB8fr/j4eEu7uuOOOzR48OBit7F6FdKUlBStXLnSb11OTo7vthP/PbHu5G2SkpJK9IrrjBkzNGvWLA0cONDyfQAADkU36SYAwBqaKcnebnLCFwBgLsjHbEqibt26qlu3bkj2lZaWpoceekg7d+5UvXr1JEkLFixQUlKSWrVq5dvmo48+8rvfggULlJaWVqLHysvLU7du3UIybgBAlKObdBMAYA3NlGRvN5nSAQAQUbKysrR27VplZWUpPz9fa9eu1dq1a3XgwAFJUu/evdWqVSsNHDhQ69at0/z583XfffcpIyPD9yrw8OHD9csvv+juu+/Wxo0b9dxzz+mtt97SmDFjSjSWoUOH6rXXXgv5cwQAIFToJgAA1kRSMyV7u8k7fAE4l9k0Plkm65xysZlAYXpJcOLEiZo9e7bv6w4dOkiSFi9erB49eig2Nlbz5s3TiBEjlJaWpqpVq2rQoEF64IEHfPdJTU3Vhx9+qDFjxuipp55Sw4YN9dJLLyk9Pb1EYzly5IheeOEFffbZZ2rbtq0qV67sd/u0adPK8EwBIMIFXnDG7GIzZi3tGPC12QVR65RqRJGNbtJNAM4VeBwZymaaXbStol/IjWZKsrebLsMwjFLfuwLwer1yu92SxyMlJYV7OAAiSWlP+Da2YSwneL2S2y2Px6OkcP/M+iPI52xqR3U+JEnnn39+kbe5XC4tWrSoHEdTPugmAJ9QnfA162YoTvhGUjMluinndZNmAvAJ1Qlfs2aarSvNCd9I6ibNlGRvN3mHLwDAXAjnVaqoFi9eHO4hAAAqCrpJNwEA1tBMSfZ2kzl8AQDmYoIsDpCVlaWiPgiTlWX2dnAAgGPRTboJALCGZkqyt5u8wxeAc1n9OKmdUzggoqWmpmrHjh2+K7Se8Mcffyg1NVX5+flhGhkAlIPAj4uaddNsnvvAj6fCMehmGQVOo2K2LhrnvwaiQeAxo9W5eAObafZv3Oxng1Pmx49ydnaTE74AAHMOemW1KIZhyOUq/HmjAwcOKCEhIQwjAgBELLpJNwEA1tBMSfZ2kxO+AABzDp5XaezYsZKOT5Q/YcIEVany58vx+fn5WrFihdq3bx+m0QEAIhLdpJsAAGsc3EypfLrJCV8AgDkHv+q6Zs0aScdfcV2/fr3i4uJ8t8XFxaldu3a68847wzU8AEAkopt0EwBgjYObKZVPN8N6wjczM1PvvfeeNm7cqMTERHXr1k2PPvqozjjjDN82R44c0R133KE33nhDubm5Sk9P13PPPafk5OQwjhwAHMDBET5xtdSbbrpJTz31lJKSksI8IpoJABGPbtJNAIA1Dm6mVD7ddBlFXQ6uHFx00UW67rrr1KVLFx07dkz33HOPNmzYoB9++EFVq1aVJI0YMUIffvihZs2aJbfbrZEjRyomJkZffvmlpcfwer1yu92SxyNFwC8eACJIaSe/N5tsP1S8XsntlsfjCf/B0uEgn7NJDFs+HKk8minRTQDFMGuk2QWkAy9cY9dFZCKpmRLdjDAca8IyLn4FO2w0WWfl71pZLhge7Dg1krpJM20X1hO+gXbt2qV69erp888/V/fu3eXxeFS3bl299tpruvrqqyVJGzduVMuWLbV8+XKdffbZQfdJhAEUiRO+xcsNEuH4iMmHrRYuXKiFCxdq586dKigo8LvtlVdeCdOo7GmmRDcBFIMTvsWjm5Kc1U2aGSU44Qs7cMK3eDTTx65uRtQcvh6PR5JUq1YtSdKqVat09OhR9erVy7dNixYt1Lhx4yIjnJubq9zcXN/XXq/X5lEDQJRy+ET6kjR58mQ98MAD6ty5s+rXr296BdVwCUUzJboJACETOYkIm2jvJs0EgBCJnDyElZ3djJgTvgUFBRo9erTOOecctW7dWpKUnZ2tuLg41ahRw2/b5ORkZWdnm+4nMzNTkydPtnu4ABD9HD6vkiTNmDFDs2bN0sCBA8M9FD+haqZENwEgZOhm1HeTZgJAiNBMSfZ2M2K+xRkZGdqwYYPeeOONMu1n/Pjx8ng8vmXr1q0hGiEAOExMkMUB8vLy1K1bt3APo5BQNVOimwAQMnQz6rtJMwEgRGimJHu7GRHv8B05cqTmzZunL774Qg0bNvStT0lJUV5envbt2+f3ymtOTo5SUlJM9xUfH6/4+Hi7hwwgGpjNcWQ2Z1LgXEtW5/myc65flIuhQ4fqtdde04QJE8I9FJ9QNlOimwBKwGrrAuf1Neum2f2sdJN5NSNatHeTZkYpfq7ADi1M1lmZC3+1yTZW+xt4jRqzMSCi2NnNsJ7wNQxDt912m95//30tWbJEqampfrd36tRJlStX1sKFC3XVVVdJkjZt2qSsrCylpaWFY8gA4BwOnVdp7Nixvv8vKCjQCy+8oM8++0xt27ZV5cqV/badNm1auY2LZgJAhKObdBMAYI1DmymVXzfDesI3IyNDr732mv7973+revXqvrmS3G63EhMT5Xa7dfPNN2vs2LGqVauWkpKSdNtttyktLc3y1cYBAKXkig33CMJizZo1fl+3b99ekrRhw4YwjOZPNBMAIhzdlEQ3AQAWOLSZUvl102UYhhHSPZbkwYu4+tzMmTM1ePBgSdKRI0d0xx136PXXX1dubq7S09P13HPPFfvx1JN5vV653W7J45GSkkI1dABOEvjRm8CPykihm9LB65Xcbnk8HiWF/WdWQpDbj5TLKHBceTRTopsASsisiYEfTzUTiikdIqqZEt2MLBxrAog4VqZ0KMuxZrApHSKqmzTTbmE94VseiDCAMnPsCd/qQW7fXy6jCKeTP25zMpfLpYSEBJ122mm67LLLVKtWrXIemX3oJoAS4YTvSeim07pJMwGUCCd8T0IzJXu7yQlfACgpswhbFexgNqIiHCwqe8plFOF0/vnna/Xq1crPz9cZZ5whSdq8ebNiY2PVokULbdq0SS6XS8uWLVOrVq3CPNrQiJhuWr04IoDIY/bvN1Qi+oQv3XRaNyOmmRtN1nGxJiDymPUx8NgylMeagRckj6hu0kzJ3m7G2DFgAACiwWWXXaZevXpp+/btWrVqlVatWqXff/9dF154oa6//npt27ZN3bt315gxY8I9VAAAwo5uAgBgnZ3d5B2+AFBSjnmHb3KQ23PKZRThdMopp2jBggWFXk39/vvv1bt3b23btk2rV69W7969tXu3nW9pKz8R003e4QtUXI59hy/ddFo3I6aZvMMXqBh4h+9JaKZkbzd5hy8AoAiVgizRz+PxaOfOnYXW79q1S16vV5JUo0YN5eXllffQAAARh27STQCANTRTsrebzvkuAkColOZibBVS5XAPIOwuu+wyDRkyRI8//ri6dOkiSfrmm29055136vLLL5ckrVy5UqeffnoYRxmlyvvfmdUXzHmXMeDP6sVlHIFu0s0wKe9mWrkwo1T43YWA01lpppWLsRW1XYVCMyV7u8kJXwBAEYjw888/rzFjxui6667TsWPHJEmVKlXSoEGD9MQTT0iSWrRooZdeeimcwwQARAS6STcBANbQTMnebjKHLwBEkoiaV6l5kNt/KpdRRIIDBw7ol19+kSQ1a9ZM1apVC/OI7BMx3SzvdzLwDl+gdML5rqOIaqZEN//klG5GTDPN3nFr57treYcvUDpm/3bK8x2+EdVNmnkyO7rJHL4AgCJUDrLY46GHHlK3bt1UpUoV1ahRo9Dt69at0/XXX69GjRopMTFRLVu21FNPPVVouyVLlqhjx46Kj4/XaaedplmzZpV6TNWqVVPbtm3Vtm3bqD1oBQCUFd08gW4CAIpHM09mRzeZ0gEAUITwJCIvL0/9+vVTWlqaXn755UK3r1q1SvXq1dO//vUvNWrUSF999ZWGDRum2NhYjRw5UpK0ZcsW9e3bV8OHD9fcuXO1cOFCDR06VPXr11d6enqxjz927Fg9+OCDqlq1qsaOHVvsttOmTSv9EwUARBm6STcBANY4s5lS+XWTE74AgCKEZ16lyZMnS1KRr5IOGTLE7+tmzZpp+fLleu+993wRnjFjhlJTU/X4449Lklq2bKlly5bpiSeeCBrhNWvW6OjRo77/L4rL5bL0fFBK5X0hCqZqQHmJtguvVOSxhxzdpJthUt4NM3s8s59tdoq2n6XRJnCqrNL+HS3v6UrsVtqxR+XfbWc2Uyq/bnLCFwBQhOIjnJubq9zcXL918fHxio+Pt3NQpjwej2rVquX7evny5erVq5ffNunp6Ro9enTQfS1evNj0/wEAKB7dpJsAAGuc2Uyp/LrJHL4AgFLJzMyU2+32WzIzM8t9HF999ZXefPNNDRs2zLcuOztbycnJftslJyfL6/Xq8OHDlvZ79OhR9ezZUz/95KwLBgAA7EE3AQCwJtqbKdnfTU74AgCKUPxE+uPHj5fH4/Fbxo8fb7qncePGyeVyFbts3LixxCPcsGGDLrvsMk2aNEm9e/cu9TM1U7lyZX333Xch3ScAIJrRTboJALDG2c2U7O8mUzoAAIpQ/MdsSvKRmjvuuEODBw8udptmzZpZHZgk6YcfflDPnj01bNgw3XfffX63paSkKCcnx29dTk6OkpKSlJiYaPkxBgwYoJdfflmPPPJIicYGAHAiukk3AQDW0EzJ3m5ywhdwqsALHVidCD7wfmYXTODiR1EidImoW7eu6tatG7L9ff/997rgggs0aNAgPfTQQ4VuT0tL00cffeS3bsGCBUpLSyvR4xw7dkyvvPKKPvvsM3Xq1ElVq1b1u52rjcOy0v7MReQIvHCM2YVXzJoYuC7wQjaS1MLC43OBogqAbtLNMCnvnwVmj2e2zsqFu6z83DS7Hz//IptZ6wKVtpmlvWhgRTlGtXoBRCv/Bqwcu4cNzZTs7SYnfAEARQjPlVOzsrK0Z88eZWVlKT8/X2vXrpUknXbaaapWrZo2bNigCy64QOnp6Ro7dqyys7MlSbGxsb7QDx8+XM8884zuvvtuDRkyRIsWLdJbb72lDz/8sERj2bBhgzp27ChJ2rx5s99tXG0cAOCPbtJNAIA1NFOyt5suwzCMMu0hwnm9XrndbsnjkZKSwj0cIHLwDt/I5PVKbrc8Ho+Swv4zq2+Q20seNCsGDx6s2bNnF1q/ePFi9ejRQ/fff78mT55c6PYmTZro119/9X29ZMkSjRkzRj/88IMaNmyoCRMmBP2oD+imbXiHb8XHO3wjT0Q1U6KbzkMzg7DzHb6IbIHTpZb2z96smR0t7itQRfl7ZOc7fL1eqX6kdJNm2o0TvoBTccI3MkXUwevlQW7/oBzGEF5//PGHateuLUnaunWrXnzxRR05ckSXXHKJ/vKXv4R5dPagmzbhhG/FxwnfyBNRzZTopvO6STOD4ISvc3HCt/Qcc8L38iC3f1AOYwg/O7vJlA6AU4XqINHKfF1SxQmsFdH+/HzC8zGbSLB+/Xpdcskl2rp1q5o3b64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AmHlYV+m1114rd3vatGlq0aKFFi1apD59+igSieixxx7TU089peOPP16SNHXqVHXs2FHvv/++jjrqKO8aAwCAHzzKTTITAJD2ONf0HR2+u3lZ8y/dmGrduLfXgAS0A+nFtH+ZDvqmmknx1od2P86mPrAU3rq+lYRwSUmJSkpKyk3LyspSVlZWpYuORCKSpCZNmkiSFi1apB07dqhv376xeQ4++GC1bdtW8+fPT9sQTmlBzU2bNpje2/EeV0zbwaZu3LlxPp+JaX1M04Lw+qQ7L99bNssxPZ+pHqFN/pm4l2W739vWG043PuUmmZmC3PuY6bNkEMZAsalN6mXbbcfPcB9D4q3ha5uPpnbFW8s40fzMHb95OR6ETc7ZfjayGefIxD2fKQttzoFtszaon8Vtca7pO0o6AADiUlRUpJycnHJ/RUVFlT6urKxMo0aN0tFHH61DDz1UklRcXKzMzEw1atSo3Ly5ubkqLi72o/kAACRUPLlJZgIAwohzzerjCl8AgFkl37qOu22cxowZU26azTeuw4cP1/LlyzVvnmnoWgAAUpQPuUlmAgDSEueavqPDFwBgVkkI2/6kZk8jRozQzJkz9c4776h169b/j707D4+izN4G/HSALCwJe8JuGFFBWQRGjCKDwhAdVFDHcQEEEfyJgEDcYBAURRFGYVzBjUUHt3FBR1RAFgVFUBYFRdARwUECCJLIYgJJfX/w0dJvTpKT6qru6q7nvi4u7Up19VvVVfV0VSfnBKdnZGSgsLAQ+/fvD/nmddeuXcjIyKjQaxAREUWFw7nJzCQiorjFa03XsaQDERHJHOycalkWhg0bhjfffBNLlixBZmZmyM87dOiAKlWqYPHixcFpmzdvxvbt25GVlRXWahAREUWEQ7nJzCQiorjHa03X8Td8j4ul4taRpil2ry0Mr3me3eL6miYlVDFOFoI3n+fVY07aZ2KlaYPTHOycOnToULz44ot46623UKNGjWCtpLS0NKSkpCAtLQ033HADcnJyULt2baSmpmL48OHIysqK2yL6MS+Wm0c4mQ3aBpR2c9NsZiNlnbYBjdk8RDq3eeH9kpqcxMp52MkGNObzpG1g95iz2+RHu390duj1Yo1DucnMjEPSsSM1K/Piuc7uOUyi3Q52M9PMD+1nFWnaPOOxNjMj3Ty22sslp1lX21yYi6R1lt57p5qMthfm0X6+MPcHaZya40J7PJv7jDZLvPCZLRy81nQdb/gSEZHrpk+fDgDo2rVryPRZs2ZhwIABAIBp06YhISEBV1xxBQoKCpCdnY0nn3wywiMlIiKKLmYmERGRHnNTxhu+REQkc/BbV8uyyp0nOTkZTzzxBJ544gnnXpiIiChSHMpNZiYREcU9Xmu6jjd8iYhI5mAIExERxT3mJhERkQ4z03W84UtERDKGMBERkR5zk4iISIeZ6Tre8C2Lk8XUY6WRjaSHME1aHw2z4LlUyFwqpi5t9wXG4/OEeaRi7aSnKa7vZCMHLc3+FyvHl5cxhKks2sYrdvNPyoJYaf7YW5gmrY9J03xNWue1wjQpNxcqXk/KfDdJ+8wKYZoXGhlpzonS/m4+T7suTjZRM/c/adlu5nk8NmiTMDepNNJxL5277TatlM6b5vnBC+dR6Zx1rTDN3DbSOUTKD3Oa9DzttaaZmZLeinkkNs+JjQKBEtMOC/Ptg9G0TdsU3cnPVeZ7YbfBrPZ6XjN27TEg7Vsmt5sZ+gEz03UJ0R4AERERERERERERETmDv+FLREQyfutKRESkx9wkIiLSYWa6jjd8iYhIxhAmIiLSY24SERHpMDNdxxu+REQkYwgTERHpMTeJiIh0mJmu4w3fsjjZYELTxCMaza80nGzsoSmULhUtl04GzRTzuEko+N+oZclC+jssKwKDscEcv/TeeHWfNAvp+7XQvduOHChnhuoRGQbFEOmcoTk3axt5mNM6K5YdDdI5yRyrNrM0zUqk15O2Xx2bY3CI1GxGsuN8ITcHOTQIbRNBTSMZaf/zarNYTeZT+JibVBHS+ULTLErbINWc5tXjXnMNormWBkqel6XrWKlZniYb7DYtt0mbmSl2X0DaNuY6ahu7SfukmTu9hXm8sE9K76u5jzg5Tmmb+qWxqYmZ6Tre8CUiolL8VM7PT4nIKIiIiGIDc5OIiEiHmem2hGgPgIiIiIiIiIiIiIicwd/wJSKiUuSW83N+60pERPQ75iYREZEOM9NtvOHrBm19OBaplmnrxpq1dCK8PatI9Xr3eLRer8QLNZPs8mqNxLizM9oDoHigqUsm1X6L99x0sl6b9pxo1jaMcD1CtSUOLsvcZ7Q13zV1mGNJD8U8mv1B2m/9WntQxNykMGlqitvNzFiqHWqOSxqntM6a9emtHIO5nWP5M4j2fTb3Ne02lq4rY+VaU5P30joL/XxU29mrPXKigpnpNt7wJSKiUjCEiYiI9JibREREOsxMt/GGLxERlYIhTEREpMfcJCIi0mFmuo1N24iIiIiIiIiIiIjiBH/Dl4iISuHPb13ffvvtCj/nz3/+M1JSUlwYDRERxQ7mphZzk4jI7/yZmUDkcpM3fCtKamhhFnBnIe7oiHDTgSNWDDVo0zYSJArhzxDu3bt3heYPBAL49ttv0bx5c3cGFEukc43d3OQ5ynlmTkb488qOaOSm5rOB1IhHaooUKw1opGNO0wDJq82bYgpzU4O5+f9JTZ+kc48mM6XzUzwd05pmdoD9Rp0Suxm51nhss9n0jiElM7PRdKFp+DYHs1WzztI+Kk2LlUan0tjNY0e7Hzl1zIXTYLG85oKeaj7oz8wEIpebvOFLRESl8G8I5+bmon79+qp5a9So4fJoiIgoNjA3NZibRETk58wEIpObvOFLRESl8GcI9+/fv0J/LtO3b1+kpqa6OCIiIooNzE0N5iYREfk1M4HI5SZv+BIREZ1g1qxZqvkOHDiA6tWrY/r06S6PiIiIyLuYm0RERHqRys0EW88iIqK4F8C+Mv/Fs2nTppX5819//RXZ2dkRGg0REcUC5mbpmJtERHQiP2cmEJnc5G/4HqdtNCMV9TZJhbC90OhDU2Bd28RDsz7S65kFz6PRTCDQL/Sx9UIUBmGTuW9J22+hMC1WGiKtUM5n7n9eXJc4UCXaA4iiv//976hTpw6uu+66Ej87ePAgLrzwQuzduzcKI4ugvQAKT3hsHmdSsxknc9MLzT7MxiuAvI4m6dysWR/p9cxlReHzRKNAaJOYqDRf09Dsa1IeSrkZK7kijV06nsymQbHcYPjEY/DXqI1CxNz0cW5uAVD9hMfmMabNk202X186pt28zpLOM9I6aq41Jb0V82gyU/tZIpwmWYZGHYzMXCBkZg/Fgp4sOWnHk8r8fdZ4PEiYR7P94i0zXxSmaT6DRvqeRTivZ66P+dhDuennzAQik5u84UtERCI/B8QLL7yAfv36oWbNmrj00kuD0w8ePIjs7Gzs2bMHH374YRRHSEREXsPcZG4SEZGOnzMTiExu+n0bExFRKfwcEH/961+xf/9+XHPNNZg/fz66du0a/KZ1165d+PDDD9GgQYNoD5OIiDyEucncJCIiHT9nJhCZ3GQNXyIiipgnnngCJ510EpKTk9GpUyesXr062kMq1aBBg3D33XejV69eWLZsGS666CL89NNPWLp0KRo2bBjt4RERUZyLpcwEmJtERBRdzM1Q/rmpbtYiNGsPamvXSvVpzPns1lyRas/ZrbEm1aKR6kRJ89lZvrTOUl0gs/ZgNGobx1LNXpPdfSuWa/V5oY6nXQ7WA4sGp+sqvfLKK8jJycGMGTPQqVMn/POf/0R2djY2b96M+vXrO/xqzrjjjjuwb98+dOvWDSeddBKWLVuGxo0bR3tYkbEXQMEJj80a2x7ITbO2LBBGfVkpgzVZKq2fppax9DwpN83zdxRy07M1e02arJPeU2larNQjlEi5GSvro/ksfOK6JLo4FhuczM1YzEzAx7m5F8BvJzxeYPy8mvAcKfvqKeaLdGZq6/NrrjWlsUvPM/PQbmZGwY7+xjbV1Ot1mlSz12TWdgdKvhfSe3NQmOaFfkV2SdvBi+sjfVaR+mmUlZmAp3KT15rHuJmb/rnhS0REFeJ0QEydOhWDBw/G9ddfDwCYMWMG5s+fj5kzZ2L06NEOv1p4Lr/88pDHVapUQd26dTFixIiQ6W+88UYkh0VERB7mZG7GUmYCzE0iIqoYP19rApHJTd7wJSIiUXkBUVBQgIKCgpBpSUlJSEpKKjFvYWEh1qxZgzFjxgSnJSQkoHv37li5cqUTw3VUWlpayONrrrkmSiMhIqJY4VRuxlpmAsxNIiKqGD9fawKRyU3e8CUiIlF5f2YzadIkTJgwIWTa3XffjXvuuafEvD///DOKioqQnp4eMj09PR3ffCP9PVJ0zZo1K9pDICKiGONUbsZaZgLMTSIiqhg/X2sCkcnNqDZtKyoqwrhx45CZmYmUlBT84Q9/wH333QfrhFpClmVh/PjxaNCgAVJSUtC9e3d8++23URw1EREBwJgxY5CXlxfy78RvVclZzEwiotjG3Iws5iYRUexiZoYvqr/hO3nyZEyfPh1z5szB6aefjs8//xzXX3890tLScMsttwAApkyZgkcffRRz5sxBZmYmxo0bh+zsbHz99ddITk7Wv1gKQovEmwXjw2niYRbGttuUqVntktOsffaWJY1BKj6uGatUrF2aZtJuU3JWNBoDOCWWG7RpGz55sQlAKcoLiNL+pEZSt25dVKpUCbt27QqZvmvXLmRkZNgcYWT89ttv+PLLL7F7924UFxeH/OzSSy+N2DgimplAydw0STmgbeRm5qYHmqyoxgmUPIalzwXSLxJoGqFI08wxxHgzyKiTttW1wrRY+bwiNZuJlQZtUsMlabuXdQx47H1yKjdjOTMBH+fmicwmbVKjK4kmi7TXdAuVr1kebe44mZnm52ptZprLl5Zt95pYa7ZiHuG6oVGzkk31TDv2CE32nDzna5Y1QpgmXQd5Uaw0aJOYzZMBXWaax8mvzgzHCbzW/J1buRnVG76ffPIJevXqhZ49ewIATjrpJLz00ktYvXo1gGPfuP7zn//EXXfdhV69egEAnn/+eaSnp2PevHm4+uqrozZ2IqJ452RAJCYmokOHDli8eDF69+4NACguLsbixYsxbNgwB1/JWe+//z6uu+46/PxzyauKQCCAoqKiiI2FmUlE5G1O5WasZibA3CQiIh1eax7jZm5GtaTDOeecg8WLF2PLli0AgC+++AIrVqzARRddBADYunUrcnNz0b179+Bz0tLS0KlTp1ILLxcUFCA/Pz/kHxERVVyVcv5VVE5ODp555hnMmTMHmzZtwpAhQ3Dw4MFgJ1UvGj58OK688krs3LkTxcXFIf8iedEKuJOZAHOTiMgpTuZmLGYmEP+5ycwkInIGrzWPcTM3o/obvqNHj0Z+fj5OO+00VKpUCUVFRbj//vvRp08fAEBubi4AiIWXj//MJBV2JiKiinM6IK666irs2bMH48ePR25uLtq1a4f333+/xDneS3bt2oWcnBxPjNGNzASYm0RETnEyN2MxM4H4z01mJhGRM3iteYybuRnV3/B99dVXMXfuXLz44otYu3Yt5syZg4ceeghz5syxvUyzsPOPP/7o4IiJiPyjcjn/7Bg2bBi2bduGgoICrFq1Cp06dXJmsC7561//imXLlkV7GADcyUyAuUlE5BSnczPWMhOI/9xkZhIROYPXmse4mZtR/Q3f22+/HaNHjw7WR2rdujW2bduGSZMmoX///sHiyrt27UKDBg2Cz9u1axfatWsnLrPUws5LUPHmM1LRcmmaU0Xe7TZo07I7TruF4KWi6B5rrlERjQKhhfR3WELRfK+SGqNI74+bzGL+UnF/aR+N9DjtkvZtTSM3c54YPkbi0eOPP44rr7wSy5cvR+vWrVGlSugfGB1v+hIJbmQmUE5uppzw2Gw4c1hYWIowrYMwzaEmbTsmOXgedrLpid0GILF8/AemlZjUCDnlPm3HQeE99EITOqk5itlY1O1xmtktZYq030r7X7QbuWkb+UrraDaeOnEe6TxEURXvuVlmZpbVW0h7rSkdv3YbhGsaOWuuEdxurKpp2iydLzTNY6N97gPEPGl0XvkN2iSN6pV8nieuSaUGgeb+5/Z+ZG5nqWGfdn8w53NyP9KcC7TNwKVlme+FuR0KShkXRY2buRnVG76HDh1CQkLoLxlXqlQp2JUuMzMTGRkZWLx4cTB08/PzsWrVKgwZMiTSwyUi8hU7tZPizUsvvYSFCxciOTkZy5YtQ+CEL34CgUBEL1yZmURE3sbcZG4SEZEOM/MYN3Mzqjd8L7nkEtx///1o2rQpTj/9dKxbtw5Tp07FwIEDARxbuZEjR2LixIlo0aIFMjMzMW7cODRs2DDYeY+IiNwR1YDwiLFjx2LChAkYPXp0iYvGSGNmEhF5G3OTuUlERDrMzGPczM2obuPHHnsM48aNw80334zdu3ejYcOG+L//+z+MHz8+OM8dd9yBgwcP4sYbb8T+/fvRuXNnvP/++0hOTo7iyImI4h+/dQUKCwtx1VVXRf2iFWBmEhF5HXOTuUlERDrMzGPczM2AZXmh6It78vPzkZaWBgzLA5JSf/+BWQNFqikj1RPS1lqi+POI8XhEVEZRPqmWj1SL0NyX3a6fa45BqkMkHXORruWoqfcknQe0tQjLqy9VkA88noa8vDykpqYimi4MlF1f7P34jg8AwKhRo1CvXj38/e9/j/ZQIiaYm9fkAYku5aamXh8do6nrqz1Pmsty+fxq1r6X7FggnEc0dSe1zHXW1sDT5KaT+7ZmDNrcdLNOojQGqQao3fqHUgavMR6vO+H/C/OBl7yRmQBzE/BfbgYzs0ceUKWMzJSOgXOFafWEaeY50Qt1ab1KOpeatJ/jNe+hhnCObNTBXg1fiaM1fDW9RaRpUg1fTQ70VoxJImWFuZ2lcUrXtm72i5GuBaWxm5/HpByX1kezHczHR/KBhd7ITWbmMW7mJn+LmoiIqBRFRUWYMmUKFixYgDZt2pQooj916tQojYyIiMh7mJtERER6buYmb/gSEZGIAQFs2LABZ555JgBg48aNIT8LKH57kYiI/IO5ydwkIiIdZuYxbuYmtzEREYlYVwlYunRptIdAREQxgrnJ3CQiIh1m5jFu5mb0q+kTEZEnVS7nX7z68ssvUVxcrJ7/q6++wtGjR10cERERxQLmpg5zk4iI/JqZQORyM9634+/qADix2aqmoLtUZJuiQ3q/NA2EnOSFJm3mdpAa7mj2be2ynBQrTZqk/cgsiC9tK2ma1NCxvPPK4XJ+HkH+CYhQZ555JnJzc1GvntQ5paSsrCysX78ezZs3d3lkEVYHQNIJjzXnlm3KZUe4eVhMM7eNpokbIJ9rzPfQzUYlUDaSedHdMZTYDtK+pt2m5v6tfZ6G1MxG07wu0seOtM5Sbmq2u7bxo5nBJz6vQJg/ipibPs7Nqij719WkY2CvMK2aMM3Jc40dUv57tXGcOS4pC7XNr8z5pM/1mmsCIWvtNloTm6FK62M3G8ztJb3P2mtNc1kHKz6cUknvhYbb9wtM2mNHk5nSOkvLKiszAaBQeE6U+DUzgcjlpp+3MRERUQmWZWHcuHGoWlX3abmw0EOfnIiIiCKMuUlERKQXqdzkDV8iIhL5ta5Sly5dsHnzZvX8WVlZSElJcXFEREQUC5ibOsxNIiLya2YCkctN3vAlIiKRXwNi2bJl0R4CERHFIOYmERGRjl8zE4hcbvp5GxMRURkYEERERHrMTSIiIh1mpvv8s42zEFoE3yyMHU4xfE3hcq8WtvciaXtKBfftFmuPJ9K20hZ5Z9MkmbQdzONX2u7aJgBmEx5z3/5VuZwI8POf2RCAtgg9HjSNTLVNBzXNKTTHIh0jNZvR5KbdRi8ONohp1KdkA5od19prZqOibTajyU2390cv5rJ2nc3trG1cI63ztcbjtSf8/0EAU5RjigDmpo+djdAG4T8aP5fOm9rPk+b5XHs8mdPsnlMeFKY9ZHNZdjnZOG6tME3zXti9XxDOdYNGtZdLTrOudmbZ0ucLu9eaTmam9F548d6A9D5rGuFpGtaXtqyyMvP4cp4TnhcFzEz3JUR7AERERERERERERETkDP/8hi8REVUIA4KIiEiPuUlERKTDzHQftzEREYkYEERERHrMTSIiIh1mpvu4jYmISMS6SqEOHTqEqlW9WFSTiIi8gLkZirlJRESlYWaW5HRu+ueGb2MANcr4ubYItlR42yyqHcufa6QmL242zpG2uzSG9g69Xqwz3wtp+0n7qFRw34/MY9Vu8xmJ3eYL5vPybS7HBf4JiPINGzYMs2fPxsknn4zXXnsNU6dOxe7du9GtWzcMGTIk2sNzxykAqp/wWHP+0eam+dxYab4hkZq/aBqa2G18pm1s2tnm8iV2m3wqnrfDcrFBm/Sa2tyU3ldTOA1/Y4X5+UHTmAfQ5ab2GDCnnbhveygzAebmiXyXm6cgtEF4NePnB4Xn1BOmSTmqOde4ef0ZToM2c+wrhHnsZqZGOJmpadqmOf9prxEU9xQinpnSe2P3WtPJzPTq/RZz/5YyU9r/NJmpbVxovj/mPB7KTWZmKDdyk03biIhIVLmcf37y3nvv4eeff8b06dPRuXNnNG7cGNdddx0++ugjjBs3LtrDIyIiD2Bu/o65SUREZWFmhnIjN3nDl4iIqBxpaWlITk5GVlYW0tLS8Pe//x2XXnop/vWvf+G9996L9vCIiIg8hblJRESk50Zu8oYvERGJqpTzz0/27NmDefPmYevWrahW7fe/06xUqRIst/+8joiIYgJz83fMTSIiKgszM5Qbuemf35SuAyD1hMdmLRMn68B4taaMxKwzI43dzfq5Ur0faZrdMWjqNknLlsageV/t1nHVMsegfT1NbeZY2m/t0tTwld57c/u5/T57hH8CoqQPPvgA3bp1QyAQAADk5OTgP//5DyZNmoTvv/8e55xzDk499VSceuqp2Lt3b5RH65KqCD0vmOfKcI4D6ZwkvX4kaeqnAbrclGoBmuzWwZXOUVK9WSnbNK+pOQf2EObR1mU0uV2j39xP7dZSBJzLTWkbe7VmtfneS+OU9j9Nbsbh5w7mpo9z08xM81iRjh3pGLBbE9tN0uu7nZmaPhuamrrhZKamfr3m/OdkZkrLcpImk6XtvkCYZtaxtnnOb/T/zykncr2WsV2a+wx2M9NuDyVzux+1uRwX+DkzgcjkJn/Dl4iIRNGoq/TDDz/ghhtuQGZmJlJSUvCHP/wBd999NwoLC0Pm+/LLL3HeeechOTkZTZo0wZQpUxwdR3Z2Nvbs2RN8PGrUKDz33HNYtWoV9u/fj7lz5+Lyyy+HZVk499xzHX1tIiKKTcxN5iYREen4OTOByOSm32+qExFRKaLxpzTffPMNiouL8dRTT+Hkk0/Gxo0bMXjwYBw8eBAPPXSsTXR+fj569OiB7t27Y8aMGdiwYQMGDhyImjVr4sYbb3RkHOX92UxmZiYyMzNxySWXOPJ6REQU+5ibpWNuEhHRifycmUBkcpM3fImIyDMuvPBCXHjhhcHHzZs3x+bNmzF9+vRgCM+dOxeFhYWYOXMmEhMTcfrpp2P9+vWYOnWqoyFMRETkdcxNIiIiHb9lJks6EBGRqLw/sykoKEB+fn7Iv4KCAsfHkZeXh9q1awcfr1y5El26dEFiYmJwWnZ2NjZv3oxffvnFsdedPn06Fi9e7OgyiYgofjE3mZtERKTj98wE3M9N//yGr1lI30l2C2jbJRVK18xjt7GMk+w2HXCywYm5baTmQdI08332aoMViaYAf7w1T5EK4pvT7B4nkT7mo6S8gJg0aRImTJgQMu3uu+/GPffc49gYvvvuOzz22GPBb1wBIDc3F5mZmSHzpaenB39Wq1YtR1778ccfx4QJExAIBNCkSRO0b98+5F9GRoYjr+NZpyC02amTIt34UJM9miZdgLMN2TTMPJKWnSJM0zRAtds4TtNwBIjt3JTG6tS536vbQWoiJL3XJmm7aHIz3j53gLnp69zMgjOZKX02NTNTcy0I6I4xaVma3NFe02ky08nP1Wb2ac8zmobd2s8umszcJkyrZzz2alZI27SlME3zvkr7kfE8Rxu0KV5PbZ4wTdOk0O61Zhxef/o9MwH3c9M/N3yJiKhCyqurNGbMGOTk5IRMS0pKEucdPXo0Jk+eXObyNm3ahNNO+/3T7Y4dO3DhhRfiyiuvxODBg1VjdtJXX32Fo0ePYt26dVi7di3Wrl2LZ555Bj/++CMCgQAyMjKwY8eOiI+LiIi8ibnJ3CQiIh2/Zybgfm7yhi8REYnKC4ikpKRSQ9d06623YsCAAWXO07x58+D///TTTzj//PNxzjnn4Omnnw6ZLyMjA7t27QqZdvyxU789FAgEAAANGzZEw4YN0bNnz+DP9u7dizVr1mD9+vWOvBYREcUH5iZzk4iIdPycmUBkcpM3fImIyHX16tVDvXrm36rJduzYgfPPPx8dOnTArFmzkJAQWm4+KysLY8eOxZEjR1ClyrHvhhctWoRTTz3VsT+xKatrap06ddCjRw/06NHDkdciIiIyMTeJiIh0Yi0zgcjkJpu2ERGRqEo5/9ywY8cOdO3aFU2bNsVDDz2EPXv2IDc3F7m5ucF5rr32WiQmJuKGG27AV199hVdeeQWPPPJIiT/5Ccf777+PtLQ0x5ZHRETxj7nJ3CQiIh0/ZyYQmdzkb/jGIrMQvFT4WyrALxUpN4vBa5tY2WUWG9eMCdA3J9DQLEsqym8W85ca1PSu8GgiIw6LvJdL2rfMQvoHhXmaCdM0x0mkm1BFQDQCYtGiRfjuu+/w3XffoXHjxiE/O/4taFpaGhYuXIihQ4eiQ4cOqFu3LsaPH48bb7zRsXHwt5BimHR82s0Q6TxvNj5zMp8k5rlFOrdJzVLs5rn2M4XJydz0QmZpmp3GG+n9MXNTm3+a3NS+z5rPvR7B3KSwaY4LJ48BTWZqc1VzfpAyzMm80ryedH63+9leGoN5fSHNI11vaDJT4oW8ipXD3+7nC+m9kBrvSc1PTacK08zPcdLrSfujtG+ZzzXX2e3PrRXg58wEIpObvOFLRESiaATEgAEDyq2/BABt2rTB8uXLXRvH1KlT0b59e3Tt2hWHDh3C9OnTsXPnTpxxxhm47LLL+FtMRERUAnOTuUlERDp+zkwgMrnJkg5ERCSKxp/ZeMXUqVNRs2ZNAMA111yDxx9/HB988AFuvvlmNGzYEHPmzInuAImIyHOYmzUBMDeJiKh8fs5MIDK5yd/wJSIiMuzZswfp6en44YcfcMopp+Ctt94CABw6dAhPPfUUhgwZgoyMDGRnZ0d5pERERNHH3CQiItKLRG7yhq/XSTVWzPo+2josmhovka5DKtXrlZjrrCXV6THXUbvO5naWauto6+2Q+zQ1wg4r5gFK7n/a+k/SfObyvVCrshR+DojatWvjl19+wcqVKzF8+PDg9KpVq2LUqFGoXLkyJk6cyAvXaNPWq19rc1lSbprnA7fP8eYYpNyUziOaOnISTW5q6x+a06T3RspND58X45rdWp5SPXzzONHWHNXMd+L+8atyuRHC3GRuepr2HGxmpnSMS6oJ0zSZ6eQ531y+tjavk5lZz3hsNzP3CPNI76EfOdl3SLMsadna60jTXmGaecylKJYD6K41zccHlMuOAD9nJhCZ3GRJByIiElUu5188u+CCC3DHHXdg6tSpyMvLK/Hziy66CBs2bIjCyIiIyKuYm8xNIiLS8XNmApHJTd7wJSIikZ/rKk2dOhWVK1dG06ZNsXTpUrz55psoKioK/vydd95BnTp1ojhCIiLyGuYmc5OIiHT8nJlAZHLTDzfOiYjIBj8HRHp6OubNmwcAKCoqwogRIzBw4ECccsopOHjwIDZt2oSJEydGd5BEROQpzM15AJibRERUPj9nJhCZ3PT7NiYiolIwII6pVKkSHn/8cQwaNAhvvPEGfvnlF4wePRp9+/aN9tCIiMhDmJvHMDeJiKg8zMzfuZWb3MZeJxXS1zQwkwqLS0XEzeVLzWCkQvORpm3uZpK2n12apjUspO8dUqMDTcM+zb6mbTIkHYd2GwpQ1LVr1w7t2rWL9jDoRJpmpACwzXgsNdqQGmRI85nLaibM01uYZpLyQtO4Rtvcxm52S58xNI27pPfCPMd2FuZxMqepdJrPJ9I85nvYRJing2JZmkaqQMX328QKzk8Rxdx0iZMNq7SN3DSvJzWjMjNFOodoPntLzVc15wvps740ds0YpG2luS6XnudkZmo+Tzi5z3iBk2PX3CPRNNkDSu5H2mtNu5mp3b9PlF/OzymqnM5N3vAlIiKRH2onEREROYW5SUREpMPMdB9v+BIRkYgBQUREpMfcJCIi0mFmuo/bmIiIRAwIIiIiPeYmERGRDjPTfdzGREQk4p/ZEBER6TE3iYiIdJiZ7uMN37LYbahil6ZgOFCyEHc4RcvNxlbaZlRmgfBIb6twmGPVbGNpPun90hZY15CKsJNM2u5S4wiz+YG0j0qF9M39wQuNDIm8SGpeYrfppoZ0/pamVSvnMaBvdmqebxYK80jnb6dyU9s4xO6yNNtBep+l19M0/pHmsZubXjg32x27281zzPdHeg+lfdLMTc2+DZR8L7THF5GfrBCmSecxu9d+5jEmHeObFK8nkRqdasbwsTCP1PzUPK/YPV9or800n1W0WWvmmlczs4fN50nsfv6z2yDQyfsM0rLMadJnPbuZKW0X8/WkdXbycyP5RkK0B0BERN5UuZx/fpeQkIALLrgAa9asifZQiIjIA5ibZWNuEhHRcczM8oWbm7zhS0REIoZw2WbOnIkuXbpg6NCh0R4KERF5AHOzbMxNIiI6jplZvnBzk9uRiIhErKtUtgEDBgAA7rnnnqiOg4iIvIG5WTbmJhERHcfMLF+4uckbvmWJdA1auzX4tHWcnKyfZtbp8Wq9WWlc5jpL20WqQ2TWGNJuT7s1oby6Tc16Y9p6fpEmvT+a90Kqj+Tm+pj72gEXX6uCGBDHLF++HE899RT++9//4rXXXkOjRo3wwgsvIDMzE507m8W64sghhO4Emqxxsl6vplatNjfN41qbm5plaT8rmBli9zOG3dqN0nO150nN9pNyc63xWKrVd1CY1lKYZr6mtCxNDXa3Sdtdk5uRrj8sbRfN/qD97KPZ7nbfmxO3p7T/RBFz8xhf5uaPAGqc8Fjz2dHJTSGdg03SZ1ypfu4247FU915ST5hmnh+k7NPUK7WbmdL7IOWHtG3McUnL0tTileaxm5naa01z7OZ7Cujry2rYfZ6TmenmvRvtsjWZKb2v5jpKz7N7PWrWH/ZQTV9m5u/cyk2WdCAiIirF66+/juzsbKSkpGDdunUoKCgAAOTl5eGBBx6I8uiIiIi8hblJRESk52Zu8oYvERGJWFcJmDhxImbMmIFnnnkGVar8/odH5557LtauNX8Vg4iI/Iy5ydwkIiIdZuYxbuamn7YjERFVAOsqAZs3b0aXLl1KTE9LS8P+/fsjPyAiIvIs5iZzk4iIdJiZx7iZm/wNXyIiEvFbVyAjIwPfffddiekrVqxA8+bNozAiIiLyKuYmc5OIiHSYmce4mZt+2o7RJRXHNovD2y2grWlsA8jFv80C5FLBdc243G6KYrchiMRcZ02xfWlaijCP1PhAs02lRgGagu7RYI5Bs28DJd8vu00KJdqmd+ZfREivp5nm5P5uLqvIwWWHiQEBDB48GCNGjMDMmTMRCATw008/YeXKlbjtttswbty4aA8vsjQNL50knUc0uakZl5O5KZ0zNLnp5Plc0/AG0DXPkZjzSWNfoBiDtF3qCNPsfhax2wjFSdI21eSm1MBHk5vabWUuS9o/pPdijfFYasqkacLk1v5e7OByHcDcZG4Gmecjtz/Du3mtKTVHPCxMk66NzPOKpqG2xMmmsNIYNE3vtI1BNZ8TpNfTvF/SsuxmpuZzlttN7KWxm8eOk5kp9b6SPjuYpG0lbRvzWlPKVSlHzfUJp5Free+hh5qdMjOPcTM3o/4bvjt27EDfvn1Rp04dpKSkoHXr1vj888+DP7csC+PHj0eDBg2QkpKC7t2749tvv43iiImIyC9Gjx6Na6+9Ft26dcOBAwfQpUsXDBo0CP/3f/+H4cOHR3w8zEwiIvIy5iYREZGem7mpuqn+6KOPVnjB119/PWrUqFHmPL/88gvOPfdcnH/++XjvvfdQr149fPvtt6hVq1ZwnilTpuDRRx/FnDlzkJmZiXHjxiE7Oxtff/01kpOTKzwuIiLSSYj6V4LRFwgEMHbsWNx+++347rvvcODAAbRq1QrVq1cv83lu5CYzk4jI25ib9nKT15pERP7DzDzG7vWmhuqG78iRI9G4cWNUqlRJtdAff/wRF198cbkhPHnyZDRp0gSzZs0KTsvMzAz+v2VZ+Oc//4m77roLvXr1AgA8//zzSE9Px7x583D11VerxkNERDboTvmuKSgoQKdOnfDFF19g3bp1aNeuXfBnX375JYYOHYrPPvsM9erVw/Dhw3HHHXc4+vpHjhzBhRdeiBkzZqBFixZo1aqV+rlu5CYzk4jI45ibtnKT15pERD7k88wEwrve1FCXzfj8889Rv3591bzlhe9xb7/9NrKzs3HllVfiww8/RKNGjXDzzTdj8ODBAICtW7ciNzcX3bt3Dz4nLS0NnTp1wsqVK8UQLigoQEFBQfBxfn6+aixERGSIcgjfcccdaNiwIb744ouQ6fn5+ejRowe6d++OGTNmYMOGDRg4cCBq1qyJG2+80bHXr1KlCr788kvbz3c6N93ITIC5SUTkGOam7dzktSYRkc/4PDOB8K83y6O64Xv33XdX6NeJ//73v6N27drlzvf9999j+vTpyMnJwd///nd89tlnuOWWW5CYmIj+/fsjNzcXAJCenh7yvPT09ODPTJMmTcKECRPKH6RZGNvJQvASqaC7prC4VCDcZLfpivSa2jFIBc81zKLoUpF0adlONlnRFLHvIUzTNF/Qvhfm+mgbx3mBpumEVEhf0/BJO83cNtI+KhW7N+fTNDUCnC2kbzK3p5euG6IYwu+99x4WLlyI119/He+9917Iz+bOnYvCwkLMnDkTiYmJOP3007F+/XpMnTrV8RDu27cvnnvuOTz44IMVep4buelGZgJl5OZhhH5KMI8DuzmgpWnsIh2v0rnTPI+Ec/6xm5tSrmisUCy7tzDNbm5qGtpJy84Wppn7jPSeapvglDcm6fXCWZaTnzs0mWG+z4CuyZ7mcyJQcttIz2upGIPd3AynYZW5/BO3p5cyE2Buwl5uxsW15mGEvv9OHgMadjNzmzCtmvHYC5mpPSe/qHi9QcI0u+d86TOH+ZrSeyN9JjD3GW2DNrsNwjWN6iRuNxY3t400druZqV1nzbWmtN33GI+l5oZuX2uayzc/r3spN5mZAOxfb2qob/hWxJgxY1TzFRcXo2PHjnjggQcAAGeeeSY2btyIGTNmoH///hV6zRNfOycnJ/g4Pz8fTZo0sbUsIiJfKyeEzd9yAYCkpCQkJSWF9bK7du3C4MGDMW/ePFStWvIT+MqVK9GlSxckJiYGp2VnZ2Py5Mn45ZdfQmrzhevo0aOYOXMmPvjgA3To0AHVqoVeBU2dOlV8nhu56UZmHn9t5iYRkQOYm7Zyk9eaREQ+xMwEYP96U6PCZZK3bt0qdi799ttv8cMPP1RoWQ0aNChRo6Jly5bYvv3YVyoZGRkAjr0hJ9q1a1fwZ6akpCSkpqaG/CMiIudNmjQJaWlpIf8mTZoU1jIty8KAAQNw0003oWPHjuI8ubm54m/jHP+ZkzZu3Ij27dujRo0a2LJlC9atWxf8t379etUynMpNNzITYG4SEUUKc3N9uc/ntSYREQH+yEzAmevN0qhr+B43YMAADBw4EC1atAiZvmrVKjz77LNYtmyZelnnnnsuNm/eHDJty5YtaNasGYBjRfUzMjKwePHiYAHl/Px8rFq1CkOGDKno0ImIqCLK+dbV/C0XAKV+4zp69GhMnjy5zOVt2rQJCxcuxK+//qr+7R23LV26NOxlOJWbzEwiIo9jboadm7zWJCLyCWYmAGeuN0tT4Ru+69atw7nnnlti+tlnn41hw4ZVaFmjRo3COeecgwceeAB/+9vfsHr1ajz99NN4+umnAQCBQAAjR47ExIkT0aJFC2RmZmLcuHFo2LAhevfuXdGhExFRRZQTwhX5k5pbb70VAwYMKHOe5s2bY8mSJVi5cmWJ5Xbs2BF9+vTBnDlzkJGRIf42DoAyf5M1WpzKTWYmEZHHMTfDxmtNIiKfYGa6rsI3fAOBAH799dcS0/Py8lBUVFShZf3xj3/Em2++iTFjxuDee+9FZmYm/vnPf6JPnz7Bee644w4cPHgQN954I/bv34/OnTvj/fffR3JyckWHHsrJZhx2mWPQNi4xi4aH0zzMLBC+VjkGDam4+ZvG43o2l61ltxGLtP2029Qpbjd30DRRsLvOmgaB2vXTNIiR3lNNcyCp6YBUzD/S771XVDghSlevXj3Uq1f+Af/oo49i4sSJwcc//fQTsrOz8corr6BTp04AgKysLIwdOxZHjhxBlSpVAACLFi3Cqaee6nhNpXvvvbfMn48fP77cZTiVm1HNTMCbuSk1jpNyTJOb2uatZqMQ6fVShGma7SedkxYaj+sollPa65nbQTNPafOZtI1knKI979ulaSwkzWN3naWxm6+nXbamiZB2+5nTpP2dufk75mbYuRk315om6dyq+bwcDnP5UiMoqfmVJjO1jVvnGY+1TbPsNok210ebC9J8mrHazUxp+znZDNccg6apH2D/3C3ljqZZtrRPmmOQxqlZH+1772Rmmg3npMzcJExjZoYtVjMTcOZ6szQBy7KsijzhkksuQUpKCl566SVUqnTslnxRURGuuuoqHDx4sESHu2jLz89HWloakJcHnFhjyTyw3b65JtGcSDQnTydv+EqhL43rWsWypZP6XOOxdExqlq2l6Tbu1xOsmzd8NTdpw7nhq+lKLi3f3Je1N3zNZbl5EyM/H0hLQ15eXvTrwjUOlP3z/1UoPmz54YcfkJmZiXXr1gX/3DIvLw+nnnoqevTogTvvvBMbN27EwIEDMW3aNMc7p5555pkhj48cOYKtW7eicuXK+MMf/oC1a6VPcqFiNje/zwNqlJGb4XQQtkuT3ZG+4SvlpnTDd4Ri2dI56VnjsXTDV7NsoOR2kM7xmgsfN8+B4dDeUDFpb7C4ecNX83kvnBu+dnPT7g1f83nh3Mgo6/OylzITYG4i/NyM2cz8LA+ofsI+aB4X0jHg5A1fzZdU0jEe6Ru+5X9sOqbs+x/HSOeeR43H0thHK8dgLl86B0vrY74XTt7IdZK0/TQ5I2WMxKkbvtpMc/KGr5uZKd3wbWY87q14/dKU91nZS7nJzATgzPVmaSp8T33y5Mno0qULTj31VJx33nkAgOXLlyM/Px9LliyxPRAiIiKNtLQ0LFy4EEOHDkWHDh1Qt25djB8/3pUAXrduXYlp+fn5GDBgAC677DLVMpibREQUTbGUm8xMIiKKpkhmJuDM9WZpKnzDt1WrVvjyyy/x+OOP44svvkBKSgquu+46DBs2DLVr1w5rMERE5CHl1FWKhJNOOgnSH6K0adMGy5cvj8KIgNTUVEyYMAGXXHIJ+vXrV+78zE0iIp9gbooqkpvMTCIin2Bmlqqi15ulsVU1o2HDhnjggQdsv6gn2C3hIP3Kv91laer7aP4sPRyaP8mw+2f90p+JHLa5LM3ytdvKC3UovcDcfpo/yQRK/lmS9BcGTu630vLNP/+xu49ynymbB0LYq/Ly8pCXl6eePyZzsw6AE//SyzwOtHXrpHOL3XIQmryVlm1mnd0/4ZeWJalmc9maPw3V1vCVaHJTOp/GyjnQ7RJN5nu/RphH2t/Nmn7Sn1Br8kj7Pmhy027pCen4cjs3Y2X/A5ibZahIbsZkZjZGxTNTyiJNZmrP05pzonl+AvRlF0xSPm5TPE9TT17aVtK5VFOyThqntK3M90J6D92+VrfLrP8vvc9ul2fSXGtK29S81pTeZ03vI01tfEDO8g7GY232maTtrslMbR8iTSkrzTERLczMMlX0elNi64bvL7/8gueeew6bNh0rQNKqVStcf/31/NaViCieMITx6KOhxeAsy8LOnTvxwgsv4KKLLlIvh7lJROQDzE1HcpOZSUTkA8xMAM5db0oqfMP3o48+wiWXXIK0tDR07NgxOMB7770X//nPf9ClS5ewBkRERB7BEMa0adNCHickJKBevXro378/xowZo1oGc5OIyCeYm2HnJjOTiMgnmJkAnLneLE2Fb/gOHToUV111FaZPnx7SOfXmm2/G0KFDsWHDhrAGRERE5BXLli1DkyZNkJCQEDLdsiz8+OOPqFGjRrnLYG4SEZFfhJubzEwiIvITJ643S5NQ/iyhvvvuO9x6663BAAaASpUqIScnB999953tgRARkcdUKuefDzRv3hw//1yyQNa+ffuQmZmpWgZzk4jIJ5ibYecmM5OIyCeYmQCcud4sTYV/w7d9+/bYtGkTTj311JDpmzZtQtu2bcMajOdIRbC9QFOAX9toxiz+LRUkt9uUTnqe3WZb0vpoCumbRd/pd+Z7L20rTbF7bdMfu6RludmYx+6ypQL42uYOXuWjoC2N1LUVAA4cOIDk5GTVMuImNzUNJTQNzaJBc9xJY5cajGjOnZpGHtK5xm5uat8LTW72FqbFCm2TEzvzSPOdJ8wjvYfmeyHN42TzHGkfcbM5j91Gf9I+Ku2T5ti90BCpNMzNsHMzZjOzKkL3TfM4l/JEm5luN6Q0mbkjnVulxm7SOppNTJsJ82gazkljkM6lZxqP6wnz2F0fbW5H+v2SSM3CTJrmu9rtrslfaUzStrKbmXabkUn7iHkMaHPH3KbaZoqa7a5temduGy/sj6VhZgJw5nqzNBW+4XvLLbdgxIgR+O6773D22WcDAD799FM88cQTePDBB/Hll18G523Tpk1YgyMioijycQjn5OQAAAKBAMaPH4+qVX//JFZUVIRVq1ahXbt2qmUxN4mIfIK5GXZuMjOJiHzCx5kJOHu9WZoK3/C95pprAAB33HGH+LNAIADLshAIBFBUVBTW4IiIKIp8HMLr1q0DcOwb1w0bNiAxMTH4s8TERLRt2xa33XabalnMTSIin2Buhp2bzEwiIp/wcWYCzl5vlqbCN3y3bt0a1gsSERF53dKlSwEA119/PR555BGkpqbaXhZzk4iI4p1TucnMJCIiP3DyerM0Fb7h26yZVHiHiIjijs+/dQWAWbNmhb0M5iYRkU8wN8POTWYmEZFPMDMBOHO9WRr1Dd+PPvpINV+XLl1sD8ZznCxwrSmK7mQTCmnsmiZ0Thael5alaZwjjXOFMM3N7ecFUiMHs4C7tM7apmB2G7i4Wfhdeu+lRoJu0jTQ0Dao8XKRfA2GcNDXX3+N7du3o7CwMGT6pZdeWupz4j433W6oqGmY5mQTRLuNp6Qx2M0j6XynOVdL20pqQGPSNEsBYqfZpKYJmPTeaHPGbh459XlFyki3G9ZqmuBocjOcz5ex9PmOuRlU0dyM+8yUzuXSsaM5LrRNxzTNuTXsNp6SptnNTGkeqQmYpsmjtK00mSktK1YaNGsaoEvzabe7NF/vcsZUGk3TNok5Buk9lY4d7fpomNtP+znLpM1MzbFpznNU8fqRwswMYed6szzqG75du3ZFIBAAUHoXOdZSIiKKIxX+G5D48/333+Oyyy7Dhg0bgnUDAQTzsKzMY24SEfkMc9N2bjIziYh8hpkJILzrzfIkaGesVasWmjRpgnHjxuHbb7/FL7/8UuLfvn37bA+EiIg8plI5/3xgxIgRyMzMxO7du1G1alV89dVX+Oijj9CxY0csW7aszOcyN4mIfIa5aTs3mZlERD7DzAQQ3vVmedQ3fHfu3InJkydj5cqVaN26NW644QZ88sknSE1NRVpaWvAfERHFCYYwVq5ciXvvvRd169ZFQkICEhIS0LlzZ0yaNAm33HJLmc9lbhIR+Qxz03ZuMjOJiHyGmQkgvOvN8qh/iToxMRFXXXUVrrrqKmzfvh2zZ8/GsGHDUFBQgP79+2PChAmoXDnOfidbqnVjtz6hpkaT2/V+pJo1Zu0eaR6p5pRTdRql7SLVE5LG5VRdqmgw9y1p/TT7nxdrRGlJ77PEyZqg5naWtrt2msnJOp7kGUVFRahRowYAoG7duvjpp59w6qmnolmzZti8eXOZz/VlbkrHtZQhmmNRk5t26+5KpOdJ49qkWJaT9fDNMUjbRapTd1CYVs94LOVmpM9bmv4C0nzac7W5Pnbr14fDqW2qqdEJ2F9HzXGoPU40uSntf7H8uYYA2M9NX2amdD7X1Im1m5lO1miXnif1XDE/F0jnfCfPy+a20da4l8bVxHgs1UePdL8O7XWy3WseL2SmUzmg6QUBOHt/x+5nFWamr4VzvVke9W/4nqhp06YYP348PvjgA5xyyil48MEHkZ+fH9ZAiIjIY/itK8444wx88cUXAIBOnTphypQp+Pjjj3HvvfeiefPm6uUwN4mIfIC56UhuMjOJiHyAmQnAuetNSYVv+BYUFODFF19E9+7dccYZZ6Bu3bqYP38+ateuHdZAiIjIYxjCuOuuu4KF8++9915s3boV5513Ht599108+uijqmUwN4mIfIK5GXZuMjOJiHyCmQnAmevN0qj/Lmb16tWYNWsWXn75ZZx00km4/vrr8eqrrzJ8iYjilY+CVnLkyBFMmTIFM2bMAACcfPLJ+Oabb7Bv3z7UqlUr2Dm1NMxNIiKfYW7azk1mJhGRz/g8M4HwrzfLo77he/bZZ6Np06a45ZZb0KFDBwDAihUlC/VceumlYQ2IiIg8wuchXKVKFXz55ZclpmsvPpmbREQ+w9y0nZvMTCIin/F5ZgLhX2+WJ2Ad/93hciQklF/9IRAIoKioKOxBOSk/P/9YR9e8PCA1tWJPlgrPa4p6axtwmUXDpWU7WShdKlCvacahaTaifZ75etK2kraDpiC5F4qWa4q3AyXXUdOgAYhO4Xy3ONk4Qrt8c5tK+5o0zXyekwX/Tfn5QFoa8vLykFrRc5bTepfzjeI8VXzEtFGjRiEpKQkPPvhghZ/ry9ycJ0yLdG5KTVXsWihM0+Sm5jyibTinaXBpNzftNjvVNHrR0jbPsZubTu4PkaZpPmS3QaC0raTcNKdJn0O0jdxMTjQ79VJmAsxN2M/NuMtMzTn/WWGaJlOk43ePMK2aYgy9hWl2vShMM88hKcI8ZkNRoOT6mOsCyOvjZmZKeaI5Zzl5zSN9LtFkprTO0rjMdXS7KZ2mgZl2DOb6aDNTc32tbZhrvhfRyMzytpeXcpOZCSC8683yqH/Dt7i42PEXJyIiD+O3rjh69ChmzpyJDz74AB06dEC1aqFXHFOnTi31ucxNIiKfYW7azk1mJhGRzzAzAYR3vVke9Q1fIiLyGYYwNm7ciPbtj/0a5JYtW0J+Fm5NJSIiijPMTeYmERHpMDMBuJubqhu+b7/9Ni666CJUqVJFtdB3330X559/PlJSpL/ZICKimMAQxtKlS209j7lJRORDzE1bucnMJCLyIWYmAPvXmxrlF0sCcNlll2H//v3qhV599dXYuXOn3TEREZEXVCrnH5WKuUlE5EPMTVuYmUREPsTMdJ3qN3wty8KAAQOQlJSkWuhvv/0W1qA8QyrOLRX/NotxS8WzpSLbZlFvbUF3TXF4qfC3tCyzYYv0PKk4vLkdtAX4NU1XpHFqCttrm8iY89ltNCPR7jPmdpca57hdJN8up7af2032NM0JtM0G7e5/Eif3tzg2f/583Hvvvfjyyy+RnJyMP/3pT5g3b17w59u3b8eQIUOwdOlSVK9eHf3798ekSZNQubLzlYqWL1+Op556Cv/973/x2muvoVGjRnjhhReQmZmJzp3ljlC+zU2pcYjmHOhkbtptjqJ9Xo9yxgTIzevM7SCtcx1hmpSlJru5Ka2zdO7UnN/sfjax+1mrt+L1vMJcR23+mdvUbpM9ifZ91uSm3TyX3ns3m6LGuVjOzbjMTCebJ5qbTDpOmimWv02YR2o8pTnXSM+TzgW9jcfS+i0Qpq1TjEHaxk0Uz7ObmVI2ac6l2iZd5nzazziazy/Se2q36aeTNLmjHZO5Pk7mibbRt3mMSWPQHF/SdpH2P2ambV7KTMDe9aaGarT9+/ev0EL79OkT/Y5/REQUnih9s/r6669j8ODBeOCBB3DBBRfg6NGj2LhxY/DnRUVF6NmzJzIyMvDJJ59g586duO6661ClShU88MADjo+lX79+6NOnD9atW4eCggIAQF5eHh544AG8++674vOYm0REPsTctJWbzEwiIh9iZgbHY+d6U0N1w3fWrFm2X4CIiGJUFNp6Hj16FCNGjMA//vEP3HDDDcHprVq1Cv7/woUL8fXXX+ODDz5Aeno62rVrh/vuuw933nkn7rnnHiQmJjo2nokTJ2LGjBm47rrr8PLLLwenn3vuuZg4cWKpz2NuEhH5EHPTVm4yM4mIfIiZCcD+9aaGqoYvERH5UDl1lQoKCpCfnx/y7/g3knatXbsWO3bsQEJCAs4880w0aNAAF110Uci3ritXrkTr1q2Rnp4enJadnY38/Hx89dVXYb2+afPmzejSpUuJ6WlpaRWqN0hERD7A3GRuEhGRDjMTgLu5yRu+REQkKyeEJ02ahLS0tJB/kyZNCuslv//+ewDAPffcg7vuugvvvPMOatWqha5du2Lfvn0AgNzc3JAABhB8nJubG9brmzIyMvDdd9+VmL5ixQo0b97c0dciIqIYx9xkbhIRkQ4zE4C7uRmFX6KOIdrmSuZ8UgF0TRM1beF+s3GJRHqeNAa7TdTMouGHhXk0DbGkcUrbQSo+bndZ5vrYbbalfZ52f/AizX6k2R+jIdJF7H3YjG3MmDHIyckJmVZaw5XRo0dj8uTJZS5v06ZNKC4uBgCMHTsWV1xxBYBjf+rZuHFj/Pvf/8b//d//OTByvcGDB2PEiBGYOXMmAoEAfvrpJ6xcuRK33XYbxo0bF9GxxISDwjSpqadJ20DKbm7abWCmIY1dk5vS+klN28xzi9R0R9tMRJObmkY82iapTuZmrJC2n7nemvcmGqTtbu4j0nuo3R80rxfnmJvMzRCaazOJ25mpaSolLUtzfpDGrmlOKpHOM9WMx25fa3ohMzXnWy808tJuP5P2c5bmeXZpm69pPktqPqfabfYWZ/yQmYC7uckbvkREJCunkH5SUpK6o/att96KAQMGlDlP8+bNsXPnTgChdZSSkpLQvHlzbN9+7BNSRkYGVq9eHfLcXbt2BX/mpNGjR6O4uBjdunXDoUOH0KVLFyQlJeG2227D8OHDHX0tIiKKccxN5iYREekwMwG4m5uO3PDdv38/atas6cSiiIjIKxzsnFqvXj3Uq1f+r3B06NABSUlJ2Lx5Mzp37gwAOHLkCH744Qc0a9YMAJCVlYX7778fu3fvRv369QEAixYtQmpqakh4OyEQCGDs2LG4/fbb8d133+HAgQNo1aoVqlevHtZymZtERHGIuelKbjIziYjiEDMTgHvXm4CNGr6TJ0/GK6+8Enz8t7/9DXXq1EGjRo3wxRdfhD0gIiLyiHLqKrkhNTUVN910E+6++24sXLgQmzdvxpAhQwAAV155JQCgR48eaNWqFfr164cvvvgCCxYswF133YWhQ4eqvwWuqMTERLRs2RJ//OMfKxy+zE0iIp9gbgbZzU1mJhGRTzAzQ4RzvVmaCv+G74wZMzB37lwAx+5yL1q0CO+99x5effVV3H777Vi4cKEjA/MEqTapppaOtk6PWVdGqkUj1bUx6wBKpHns1rHR1IvR1qAy59PULwLkWkvmNOl5mnpW0raStru5fGlMUv1K6YumHsK0aFshTJO2qVdr9mqYY5feQ/qdS0Fbnn/84x+oXLky+vXrh8OHD6NTp05YsmQJatWqdWxYlSrhnXfewZAhQ5CVlYVq1aqhf//+uPfee10Zz3PPPYdp06bh22+/BQC0aNECI0eOxKBBg1TP91VudhCmaY4zbYZoauZL52/p/GaSaqrZzTHNOd5ubpr1CUsbg7a+omYecztL22q5MM0cq3ZMUi3jbGFapJnjlw5d6T00s8fJer2PCNNGOLh85mbFMDcBhJebcZuZ0rlOusbSnCedzEzpOmieMM0k1ZOXrnnMsUpjcDMzw7nW1Gx36dpPk5nSZxWz58FeYR5t/WEv1Eg3960FwjzSPmPmjnZdFO99o0CgxLQd51slZ1yieD3pvTCP6Vjp2xMtzMygcK83S1PhG765ublo0qQJAOCdd97B3/72N/To0QMnnXQSOnXqFNZgiIjIQ6IUwlWqVMFDDz2Ehx56qNR5mjVrhnfffdf1sYwfPx5Tp07F8OHDkZWVBQBYuXIlRo0ahe3bt6uCn7lJROQTzM2wc5OZSUTkE8xMAM5cb5amwjd8a9WqhR9//BFNmjTB+++/j4kTJwIALMtCUVGR7YEQERF5zfTp0/HMM8/gmmuuCU679NJL0aZNGwwfPlwVwMxNIiLyi3Bzk5lJRER+4sT1ZmkqfMP38ssvx7XXXosWLVpg7969uOiiiwAA69atw8knn2x7IERE5DFR+tbVS44cOYKOHTuWmN6hQwccPXpUtQzmJhGRTzA3w85NZiYRkU8wMwE4c71Zmgo3bZs2bRqGDRuGVq1aYdGiRcFiwjt37sTNN98c1mCIiMhDolBI32v69euH6dOnl5j+9NNPo0+fPqplMDeJiHyCuRl2bjIziYh8gpkJwJnrzdIELMsSqlTHj/z8fKSlpQF5eUBqasWerG1MoZlPKjauadohFfo2i7xrm6BIjQEi3YDLHKtUxF7aVlLDHbNZgHQsaBrVSc0KNAXxpedJ213axppGeOQ+bYPFSMrPB9LSkJeXh9SKnrOcNqFkY4MQd8d1fAAAhg8fjueffx5NmjTB2WefDQBYtWoVtm/fjuuuuw5VqlQJzjt16tRoDdNRYeWmpqko4FxuahuvaHJTIp2/Oyufa9I0f5HWx8xJbW5qmr72FuaR1tkcl5TJdnNTanjTUpjmxWan8UbzHmobBkWKlzITYG7Cf7kZVmZq+89pGlVHOjO115rmuVv7Odt8TWkMdjNTyjmp8eg64/G1ymWZ45LyWJPl0vM0jVWBkmON9vVNJJj7iNvZJL0/5nuhfb8iyUu5ycwE4G5uqko6vP3227joootQpUoVvP3222XOe+mll1ZoAERE5FE++ma1NBs3bkT79seuYP773/8CAOrWrYu6deti48aNwfkCRtdf5iYRkQ8xN23lJjOTiMiHmJkA7F9vaqhu+Pbu3Ru5ubmoX78+evfuXep8gUCAxfSJiChuLF261NbzmJtERORHdnKTmUlERH5l93pTQ3XDt7i4WPx/IiKKY/zWFQDw22+/4csvv8Tu3btDMjAQCOCSSy4Rn8PcJCLyIeYmgIrnJjOTiMiHmJlBdq43NVQ3fLUOHTqEqlX9UCCGiMgHHE2I2PT++++jX79+2Lt3b4mfOfGbRsxNIqI4wtx0NTeZmUREcYSZCcDd3KzwJu7WrRuef/55NGrUKGT6qlWr0K9fP2zZssX2YDxHKvQtFefWFMS3+9lEep5ZHF5b0F0qDm+uo7TOmiL52vUzl6/dVprl2y3MLhVO1xRT1xZhj2YzEwolvWdUOn7riuHDh+Nvf/sbxo8fj/T0dFvLYG7afJ7dphbS88xjXxrTHmGalJtm4zHp9ew2pZNomqvazRm7DUTtNnzV5makG8p6lbm97DY7kmj3GW2DQzqGuRl2bsZsZh5C6JW15njVNqrWXHfZPZ9L5wLz3LNGMQ9QsqE2UDJv7Wamdv002117LjXnk8agOZfavdbUNsmUxuXH70U0zXGlbWp3/9M0QdQ2SvTr/QJmJgBnrjdLk1DRJyQnJ6NNmzZ45ZVXABz7s5t77rkH5513Hv7yl784OjgiIoqiSuX884Fdu3YhJycnrPBlbhIR+QRzM+zcZGYSEfkEMxOAM9ebpanwb/jOnz8fTzzxBAYOHIi33noLP/zwA7Zt24Z33nkHPXr0cHyARERE0fLXv/4Vy5Ytwx/+8Afby2BuEhGRX4Sbm8xMIiLyEyeuN0tjq2rG0KFD8b///Q+TJ09G5cqVsWzZMpxzzjlOj42IiKLJR9+slubxxx/HlVdeieXLl6N169aoUqVKyM9vueUW1XKYm0REPsDcdCQ3mZlERD7AzATg3PWmpMI3fH/55RcMGjQIixcvxlNPPYUPP/wQPXr0wJQpU3DzzTfbHkjMkOq3mHVY3K7BoqmDq60VpBmrm+tjt/YvAFRzcQyaGshS/R3WHQyPtN01+4i2ZrWmhq/d48Ss61ma8moyHlAuJxIYwnjppZewcOFCJCcnY9myZQgEAsGfBQIBVQDHbG7aqUeorS0X6dw0j2vpeG2meB5gvxa9U+uozRnp9Zyq6aet929uZ7vneL8yt420/aRpmn1Nyki7uak97k1SrVJJWbl5ULmMSGFuhp2bMZuZewEUnvBYU6NVez43z692a9xLNNeRUmZK12FOZqbddTRfr7PyeVJt/x+Nx3Z7gUjroukRoM1MJz9DPWg8ls7l2l+0v814/FDFh1Mh5naWtrFEWkdN7wcnM1OzTecpX6+8z1Ve6mnDzATgzPVmaSp8w/eMM85AZmYm1q1bh8zMTAwePBivvPIKbr75ZsyfPx/z58+3PRgiIvIQhjDGjh2LCRMmYPTo0UhIqHDZewDMTSIi32Buhp2bzEwiIp9gZgJw5nqzNBVe2k033YSPPvoImZmZwWlXXXUVvvjiCxQWFpbxzLI9+OCDCAQCGDlyZHDab7/9hqFDh6JOnTqoXr06rrjiCuzatcv2axARUQWwkD4KCwtx1VVXhRW+zE0iIp9gboadm25lJsDcJCLyFGYmAGeuN0tT4SWOGzdOHEjjxo2xaNEiW4P47LPP8NRTT6FNmzYh00eNGoX//Oc/+Pe//40PP/wQP/30Ey6//HJbr0FERFRR/fv3D3YKt4u5SUREfhFubrqRmQBzk4iIvMmJ683S2GraBgCHDh3C9u3bS3zTaoZoeQ4cOIA+ffrgmWeewcSJE4PT8/Ly8Nxzz+HFF1/EBRdcAACYNWsWWrZsiU8//RRnn3223aETEZGGj75ZLU1RURGmTJmCBQsWoE2bNiWK6E+dOlW9LOYmEVGcY246lptOZSbA3CQi8iRmJgBnrzdNFb7hu2fPHlx//fV47733xJ8XFRVVaHlDhw5Fz5490b1795AAXrNmDY4cOYLu3bsHp5122mlo2rQpVq5cWWoAFxQUoKCgIPg4Pz+/QuOxxe1mM+WRCo3HWxMUTTF/qZi6pmmIRCpmbjZM0DYdID27209qJiFNM/cH6di1ezxLz5P2o/IadETglKXGEMaGDRtw5plnAgA2btwY8rMTC+qXJWZzsyqcOac5eZzZZa6HlA1ONsGJ9ucCQJebC4V5NI1DNBlZ2nwmbeNUzfPinZOfO6SM3CRM62A8djs3pf3IbLp04jp7KTMB5ibCz02nMxNwNjdLzcwmAFIrPLSSvNAA2swKaUxOXn86mZnlNUeuyBjMaVJmDlIsWzqv2c1MaZya5mTazzijFfME+gkTnyw5aVMN5Yu6xMnPdZome0DJY8XJzNR+XjKPTXM7eCk3mZkAnLneLE2Fb/iOHDkS+/fvx6pVq9C1a1e8+eab2LVrFyZOnIiHH364Qst6+eWXsXbtWnz22Wclfpabm4vExETUrFkzZHp6ejpyc3NLXeakSZMwYcKECo2DiIgEDGEsXbo07GUwN4mIfIK5GXZuOpmZgPO5ycwkInIIMxOAM9ebpanwDd8lS5bgrbfeQseOHZGQkIBmzZrhz3/+M1JTUzFp0iT07NlTtZwff/wRI0aMwKJFi5CcnFzhgZdmzJgxyMnJCT7Oz89HkyZNHFs+EZFvOF833peYm0REPsHcDJtTmQm4k5vMTCIihzAzXVfhTXzw4EHUr18fAFCrVi3s2bMHANC6dWusXSv9Tb1szZo12L17N9q3b4/KlSujcuXK+PDDD/Hoo4+icuXKSE9PR2FhIfbv3x/yvF27diEjI6PU5SYlJSE1NTXkHxERkV3Lly9H3759kZWVhR07dgAAXnjhBaxYsUL1fOYmERH5STi56VRmAu7kJjOTiIicFu71ZmkqfMP31FNPxebNmwEAbdu2xVNPPYUdO3ZgxowZaNCggXo53bp1w4YNG7B+/frgv44dO6JPnz7B/69SpQoWL14cfM7mzZuxfft2ZGVlVXTYRERUUQnl/POB119/HdnZ2UhJScG6deuCdfvy8vLwwAMPqJbB3CQi8gnmZti56VRmAsxNIiJPY2YCcOZ6szQVLukwYsQI7Ny5EwBw991348ILL8TcuXORmJiI2bNnq5dTo0YNnHHGGSHTqlWrhjp16gSn33DDDcjJyUHt2rWRmpqK4cOHIysrix1TTbHUuMT8Yl7bVE3TfEbbRMakLZxujlW73aWC7mbhd02THCqdtnGEm40w4rGJX3g14uPCxIkTMWPGDFx33XV4+eWXg9PPPffckMYvZWFuepCTjTzcZn6xrz3fabJNyk0ps8zla89tmuYl0rKkX2Ywc/Na5RjsNvDxokeEaSNsLku7H9n97KOh+Wzn9Gu6jbkZdm46lZkAc7ME6ZyvOb7MxoleIV3nmfkhjV177WdmmLT9pLwyt6k2+5zMzG3G4z7CPJoGcNI52XpBmOg9jYRmVzssS/dk872WriE1zbmdvPbUNoAz9xFznJrmgJHCzATgzPVmaSp8w7dv377B/+/QoQO2bduGb775Bk2bNkXdus62pZ42bRoSEhJwxRVXoKCgANnZ2XjySaEDJBEROc9H36yWZvPmzejSpUuJ6WlpaSX+BLQ0zE0iIp9gboadm5HMTIC5SUQUNcxMAM5cb5YmrE388ccfo1KlSmjfvr0jAbxs2TL885//DD5OTk7GE088gX379uHgwYN44403yqxDSEREDorSn9ls2bIFvXr1Qt26dZGamorOnTuX6F66fft29OzZE1WrVkX9+vVx++234+jRo46PJSMjA999912J6StWrEDz5s0rvDzmJhFRHGNuOpqbTmcmwNwkIvIMZiYA5683TxTWZrzooouCBYWJiCjOBMr555KLL74YR48exZIlS7BmzRq0bdsWF198MXJzcwEARUVF6NmzJwoLC/HJJ59gzpw5mD17NsaPH+/4WAYPHowRI0Zg1apVCAQC+OmnnzB37lzcdtttGDJkSIWXx9wkIopjzE1Hc5OZSUQUx5iZAJy/3jxRwLK0hUxKqlGjBr744ouw7zq7KT8/H2lpaUBeHsAuqpGlqask1QWS6sqZ9YS0pOeZdW209eLs1pCT6iGa08KpL0XxJT8fSEtDXl5e9Ds/zysnaXvbjo9S/fzzz6hXrx4++ugjnHfeeQCAX3/9FampqVi0aBG6d++O9957DxdffDF++uknpKenAwBmzJiBO++8E3v27EFiYqJj47EsCw888AAmTZqEQ4eOFb1KSkrCbbfdhvvuu6/Cy/NlbjpZSz3eSZll5qa0rezmprb2vZl/2pp0dmslS/UINbnpZp128iYvZSbA3ISzuRn3mSmdg6VztzmftgdKvDN7wwDAcuNxPWEeJzPTrJULANUUr6epYa699pwnTNNkpnZc5A3S5zPN52fzeb/mA809kpvMTADOX2+eiFUziIhIVs6f2RQUFCA/Pz/k3/GuonbVqVMHp556Kp5//nkcPHgQR48exVNPPYX69eujQ4cOAICVK1eidevWwQAGgOzsbOTn5+Orr74K6/WPu/fee3Ho0CEEAgGMHTsW+/btw8aNG/Hpp59iz549YYcvERHFIeYmc5OIiHR8nJlAZHIzrBu+Tz31VMhGICKiOFJOCE+aNAlpaWkh/yZNmhTWSwYCAXzwwQdYt24datSogeTkZEydOhXvv/8+atWqBQDIzc0tkT3HHx//U5xwTZgwAQcOHAg+TkxMRKtWrXDWWWehevXqtpfL3CQiimPMzeBjJ3KTmUlEFMd8nJmAe9ebJ6rwDd/+/fvjo48+AgBce+21qFbN/JsFIiKKC+XUVRozZgzy8vJC/o0ZM0Zc1OjRoxEIBMr8980338CyLAwdOhT169fH8uXLsXr1avTu3RuXXHIJdu7cGak1RxjVjkpgbhIR+QRzM2zMTCIin/BxZgLOXm+WpnJFn5CXl4fu3bujWbNmuP7669G/f380atTIjbEREVE0lfOVYFJSEpKSklSLuvXWWzFgwIAy52nevDmWLFmCd955B7/88kuwrtSTTz6JRYsWYc6cORg9ejQyMjKwevXqkOfu2rULABztrB0IONMtgLlJROQTzM2wl8HMJCLyCZ9nJuDc9WZpKnzDd968edizZw9eeOEFzJkzB3fffTe6d++OG264Ab169UKVKlXcGKd3SA24zCLv2iYl8d5cRCpsb9I08wHsN36RnqcZlzSP3SL2mgY7bFhEca5evXqoV0/qnBHqeKH6hITQTwAJCQkoLi4GAGRlZeH+++/H7t27Ub9+fQDAokWLkJqailatWjk25lNOOaXcEN63b1+5y2FuCtPM3JTOgdI5V2o6Equ0DdPM+TRN1QD7TX3sNknVZKuWJjftfi7Q0r4/Ju2+HCtuMx4/FJVR+JJfc9NXmSmdZ6TMNBuDaRq7AcC1FR6Rd2nXWTOPdE7uoViWlAGxcq2pbVJul7TfajJTGpc5zclt5bJGxvlvh5O/wWn3foH5PGf7jXlGLGYm4Nz1ZmkqfMMXOLYxc3JykJOTg7Vr12LWrFno168fqlevjr59++Lmm29GixYtbA+KiIg8IAptPbOyslCrVi30798f48ePR0pKCp555hls3boVPXv2BAD06NEDrVq1Qr9+/TBlyhTk5ubirrvuwtChQ9XfAmtMmDDhWOdtBzA3iYh8gLnpSG4yM4mIfMDnmQk4e70psXXD97idO3di0aJFWLRoESpVqoS//OUv2LBhA1q1aoUpU6Zg1KhRTo2TiIgizd2/MBHVrVsX77//PsaOHYsLLrgAR44cwemnn4633noLbdu2BQBUqlQJ77zzDoYMGYKsrCxUq1YN/fv3x7333uvoWK6++urgt7pOYW4SEcUx5qajucnMJCKKYz7PTMCd680TVfiG75EjR/D2229j1qxZWLhwIdq0aYORI0fi2muvDdbAePPNNzFw4ECGMBFRLIvCt64A0LFjRyxYsKDMeZo1a4Z3333XtTE4WU+JuUlE5BPMzbAxM4mIfMLHmQm4X78XsHHDt0GDBiguLsY111yD1atXo127diXmOf/881GzZk0HhkdERFETpRD2Aie7pjI3iYh8grkZNmYmEZFP+DgzAWevN0tT4Ru+06ZNw5VXXonk5ORS56lZsya2bt0a1sA8wW6BcG3Rci82bbO7ztLzpOL65rKi0axMsz5OFoL3QkO2tcI0c5+U1lkzTXqfpQL8XtzfiUpxvGi/E3yVm5rzvvZ5mtyUzq9SBrt5/tE2HzXHKj1Ps/2052q7NM3QpMx3smmbF/JCk5sSJ3PTC00K2aSNlJzKTWam4nmaZqhAycZdwrlV+g0z1U0I7TnfXB9p7BJzrNprzWqKZdtt+il95pCmmVnhZGZq7yloPjtIzHFpn2e3aZumUeweYZrUm8tsvBeFa/ASTdqkbeCFewPkCU5eb5amwjd8+/Xr58Y4iIjIa6JQVykeMTeJiHyCuRk2ZiYRkU8wM10XVtM2IiKKYz7/MxsiIqIKYW4SERHpMDNdxxu+REQkYwgTERHpMTeJiIh0mJmu4w1fIiKS8c9siIiI9JibREREOsxM1/GGb1mkIuV2m5pJBclXGI/dbs6hGbs0Tk3zFGnZXmg2Em/M90fbdMBs2gCU3P+k/VjbjMgkNbsxeaEpD1E5Dh8+DMuyULXqsQNk27ZtePPNN9GqVSv06GF2hyBHc1NqAGKet3oL8zh5bpHOgZoGNNI5V0PKTS8293C7cZyTzDzSvjdSvpr7g6ZZjzRNOibWKMYkjd2r2518y7e5eQhlX1mHc940G1RJ5xAzH4GS5z8hH61bHewSr2lCZ7exqrTO0vPs5q+T3GxS7uTnLCmvzH1G+lwiLVvKTHNc0naQ9pmDwjSTtB+Zy9c0s6vINDvsvvd231OKSW7mJn+JmoiIZAnl/POBXr164fnnnwcA7N+/H506dcLDDz+MXr16Yfr06VEeHREReQpzk7lJREQ6zEwA7uamjzYjERFVCEMYa9euxXnnnQcAeO2115Ceno5t27bh+eefx6OPPhrl0RERkacwN5mbRESkw8wE4G5usqQDERHJWFcJhw4dQo0aNQAACxcuxOWXX46EhAScffbZ2LZtW5RHR0REnsLcZG4SEZEOMxOAu7npnxu+ewEUlvFzbX0VaT6zPoxUU8YL9e40NVrt1j70Yo3BWCLV6ZFqGpn7llQrt7fyNe3WWF5oPNbWcTLnk8YubQdp3zKX7/axZI5Ver1wziFe5aNvVktz8sknY968ebjsssuwYMECjBo1CgCwe/dupKamRnl0LvsRQI0THpvHp7Y2mnQ+0OSmdKxE+viR1sc8N9utq6qtwU4yKSOlaWZtXCl7rhWmaXJMW8PXrK2p3Y/N15NqdGrr/Jnr43Ydfc1nBe12KOtYkdY/mpib/s3NLQCql/FzaT+WjgFNrVonrzUfUswj0b6eJjM1eeiF2rxabl6XaLe7mUXazDQzUpuZms9CUu5o+jVIx4lZ11qizUyJuU86WX5c09vJyWtNc1m/KpcTCcxMAO7mJjcxERHJ+Gc2GD9+PG677TacdNJJ6NSpE7KysgAc+/b1zDPPjPLoiIjIU5ibzE0iItJhZgJwNzf98xu+REREFfTXv/4VnTt3xs6dO9G2bdvg9G7duuGyyy6L4siIiIi8h7lJRESk52Zu8oYvERHJfPTNamkOHz6M1NRUZGRkAAC2bduGN998Ey1btsRZZ50V5dEREZGnMDeZm0REpMPMBOBubnITExGRLFDOPx/o1asXnn/+eQDA/v370alTJzz88MPo3bs3pk+fHuXRERGRpzA3mZtERKTDzATgbm765zd86wA4sd6x3SYPdhuxaJp/kH9omoBppkVjH9IUrZea1miaz2iXZT53kHJZGppGGG43u/EKfiWItWvXYtq0aQCA1157Denp6Vi3bh1ef/11jB8/HkOGDInyCF3UBKG5aR6L0rEpNZTQnKekY6qJzWU5SfN6zPLIMJuAaZv6NVMsW/seahqmSPP0VjxPauJiWq6YBwCqCdPMzx3aRnUaUp6b29Ruo9jyHHVpuXYxN/2bm+0Qmpnm50kpM+02ctM0QwVKHofa3LZLGpd5bvNqw1JtA8xYoclM6b3Ypli2drtorpekeTTNuaXrNfM9lLKpjmJMgG77aRoJahrjASXXUbrelraDtN+a08yx5wvPiRZmJgB3c9M/N3yJiKhiGMI4dOgQatSoAeBY4fzLL78cCQkJOPvss7Ftm+ZTMRER+QZzk7lJREQ6zEwA7uYmNzEREVEpTj75ZMybNw8//vgjFixYgB49jn3lvnv3bqSmppbzbCIiIn9hbhIREem5mZu84UtERDLWVcL48eNx22234aSTTkKnTp2QlZUF4Ni3r2eeeWaUR0dERJ7C3GRuEhGRDjMTgLu5yZIOREQk41eC+Otf/4rOnTtj586daNu2bXB6t27dcNlll0VxZERE5DnMTeYmERHpMDMBuJub/r3haxat1zaasdvARVuU301SUW/NdiDnaYq8S8z3y6uNDyTmcaEdu9RgwiQV7tc0CpCe53ZDi1jCEAYAZGRkICMjI2TaWWedFaXRRJHZeEJ7XNg9fqRmW5E+FqVmG5pzkhfOI14Yg5M0DUMl5nsYS003zdxsqXyepgGctoGU+dlRajaj2de0+2Os77fMTQA+zc1DCL2yNvdl7XWl5vOxdE2nudZ0+1jSfK6WjnFpmpvnamn7SedNTfMwr+ptPNaO3XwPnXwf5gnTegvT7G5nu0227WamxNx+dq81NftjafMxM2OSW7nJTUxERDL+mQ0AYPny5ejbty+ysrKwY8cOAMALL7yAFSuk9r9ERORbzE0AzE0iIlJgZga5lZu84UtERFSK119/HdnZ2UhJScG6detQUFAAAMjLy8MDDzwQ5dERERF5C3OTiIhIz83c5A1fIiKSJZTzzwcmTpyIGTNm4JlnnkGVKlWC088991ysXSv9bTMREfkWc5O5SUREOsxMAO7mpn9r+NqtLWa3poxUszXSdYCk14ulWnakq8Xlhfp3mnFJdYi09ZHM40najzU1qyVSLSRNPSa79Uy9fAz6KGhLs3nzZnTp0qXE9LS0NOzfvz/yA4om85jV1DyTnqcl5Wak65ZLr6cZgxfqp3lhDF5gbgfp/bNbB95J0vulqZttNze1tQA1y98mTDOvT9YI89QTpkmfVc317qwYU7QwN/2bm1URuv+ax5h0npGu4zW1eKXPuFJm2u0ZYpd03tScS73Q18bu54tnhWmDbC5Lw+17FuZ2kN4/ab/VnJd7V3g0x0jrLK2fk5lpro92O2hqd0vnAk29/DrCtGrCtPIy81fhOdHCzATgbm5yExMRkSxKdZXuv/9+nHPOOahatSpq1qwpzrN9+3b07NkTVatWRf369XH77bfj6NGjIfMsW7YM7du3R1JSEk4++WTMnj27wmPJyMjAd999V2L6ihUr0Lx58wovj4iI4hhzk7lJREQ6zEwA7uYmb/gSEZEsSn9mU1hYiCuvvBJDhgwRf15UVISePXuisLAQn3zyCebMmYPZs2dj/PjxwXm2bt2Knj174vzzz8f69esxcuRIDBo0CAsWLKjQWAYPHowRI0Zg1apVCAQC+OmnnzB37lzcdtttpY6PiIh8irnJ3CQiIh1mJgB3c9O/JR2IiMiTJkyYAAClfku6cOFCfP311/jggw+Qnp6Odu3a4b777sOdd96Je+65B4mJiZgxYwYyMzPx8MMPAwBatmyJFStWYNq0acjOzlaPZfTo0SguLka3bt1w6NAhdOnSBUlJSbjtttswfPjwsNeViIgoXMxNIiIiHS9lJuBubvI3fImISFbOt64FBQXIz88P+Xe8q6ibVq5cidatWyM9PT04LTs7G/n5+fjqq6+C83Tv3j3kednZ2Vi5cmWFXisQCGDs2LHYt28fNm7ciE8//RR79uzBfffdF/6KEBFRfGFuMjeJiEiHmQnA3dz072/4mgW0NYW/AbnIu1nEW1pWpBu0UXyK9H6kKZKvHZN5PEnP0zZp0jSvkMZuTpPmkYrk213nSDeYclo5tZMmTZoU/Ib0uLvvvhv33HOPe2MCkJubGxLAAIKPc3Nzy5wnPz8fhw8fRkpKivr1Fi9ejMWLF2P37t0oLi4O+dnMmTPtrEJs0hx3UiMKaZp5bNhtjkbHONmsM/BhyWnWn2wuzAM020E6p9vdptJnR3P52vdG0/xFapQjjcE8nqT102Sp9Lx1wjRzrFKzGWl9Yv24Z24CYG4C0B1z2kZu5rWmdJxEukGbV5nnMek8I53rJIpzdaPBwkE/OPThDstSvqCC2w3uzOVr72tockci7e+aMWjyKhqZaS5Le9xrPidIDdo0jcvNZSUKz4kWZmaQW7nJ3/AlIiJZOd+6jhkzBnl5eSH/xowZIy5q9OjRCAQCZf775hvpE1B0TZgwAT169MDixYvx888/45dffgn5R0REFMTcZG4SEZEOMxOAu7np39/wJSKispXzlWBSUhKSkpJUi7r11lsxYMCAMufRdiHNyMjA6tWrQ6bt2rUr+LPj/z0+7cR5UlNTK/SN64wZMzB79mz069dP/RwiIvIp5iZzk4iIdJiZANzNTd7wJSIiWTl/ZlMR9erVQ7169RxZVlZWFu6//37s3r0b9evXBwAsWrQIqampaNWqVXCed999N+R5ixYtQlZWVoVeq7CwEOecc44j4yYiojjH3GRuEhGRDjMTgLu5yZIORETkKdu3b8f69euxfft2FBUVYf369Vi/fj0OHDgAAOjRowdatWqFfv364YsvvsCCBQtw1113YejQocFvgW+66SZ8//33uOOOO/DNN9/gySefxKuvvopRo0ZVaCyDBg3Ciy++6Pg6EhEROYW5SUREpOOlzATczU3//oavpqC7VGRb08hNKgbuJk3BcEAu6h1t0jaWuF2gPlZomgw42djNboMazXGiLcCvGcMKxTwAsMl4LDWakUr7mI0w9ihfL9YbUUXpK8Hx48djzpw5wcdnnnkmAGDp0qXo2rUrKlWqhHfeeQdDhgxBVlYWqlWrhv79++Pee+8NPiczMxPz58/HqFGj8Mgjj6Bx48Z49tlnkZ2dXaGx/Pbbb3j66afxwQcfoE2bNqhSpUrIz6dOnRrGmsYY6bg2ScfwNmGaee6XjnM3m1Rqz1uRznMNbfkxu7kZyw3aJJomLhK7209zjpcyS9MQRhq7NE5pDOaytLlp7m9Sgx3NZ05tAxpp7F78/Foa5iZz8zjpWDFpm58eNB472fBQGoM5Tdvk+FqbY3CSOXbN+wDYzvsdEPbnBRW/4eMZ5nut3X529z9Ns8F5wjTtPQST3cyUtoN5XALAZsXzNJmpaZxeGl5rlstLmQm4m5v+veFLRERli1IIz549G7Nnzy5znmbNmpX4MxpT165dsW6ddFdf78svv0S7du0AABs3bgz5WSDg4N8hERFR7GNuMjeJiEiHmQnA3dzkDV8iIpLxugxLly6N9hCIiChWMDeZm0REpMPMBOBubrKGLxERyRLK+ecD27dvh2VZpf6MiIgoiLnJ3CQiIh1mJgB3c9O/v+GrqYEi1XiR6iqZ06Rla+rTOElTjwlwt0aiRFMPRxqTF7apF2hqakW63rG2TpA5dunctVC5fHOadgzmttkrzKPZ16R6gtL6SPu3+Z75cT+OIZmZmdi5c2ewQ+txe/fuRWZmJoqKiqI0sijQHGfScSDlpjmfdKz0ULyeXdoa4tLYzfOI2+dcTT09aX009chjqc6bhqbOvZSbka4RK9WKlN5XTeZHOje1dQXNbSplnVTfW1PvsLcwD3kGc/P/M/d5u71hgJJ1QaX619J5THOdp+mfoa2XKtUGN5clnXvsXo9K4zKnrRHmkbafJjOl85hls16vF67hpHXW1I6P9GcH6fOglH0mJzNTW0Pf3LekY9xuZkrL0hxzsVQH36fczE3/3vAlIqKy+eib1dJYliXWTjpw4ACSk5OjMCIiIvIs5iZzk4iIdJiZANzNTd7wJSIimY/rKuXk5AA4Vih/3LhxqFr196/ji4qKsGrVqmBxfSIiIgDMTTA3iYhIyceZCUQmN3nDl4iIZD7+1vV4x1XLsrBhwwYkJiYGf5aYmIi2bdvitttui9bwiIjIi5ibzE0iItLxcWYCkcnNqN7wnTRpEt544w188803SElJwTnnnIPJkyfj1FNPDc7z22+/4dZbb8XLL7+MgoICZGdn48knn0R6enoUR05E5AM+DuHj3VKvv/56PPLII0hNTY3yiJiZRESex9xkbhIRkY6PMxOITG4GrNLawUXAhRdeiKuvvhp//OMfcfToUfz973/Hxo0b8fXXX6NatWMVr4cMGYL58+dj9uzZSEtLw7Bhw5CQkICPP/5Y9Rr5+flIS0sD8vIAJzagVNzcLAjuhQZj2uYz0W4YJY1JIjXxuNbJgcQIc3t5tQi7VBDf3CelQvfagvjmNG2zB3MMLwrzaIrra8cuNQEwzxe9jcf5+UBaGvLy8qJ/sXS4nL+zSYlafPhSJDITcCE3NU2YtLlpHnvaBqWaRihScw+pGYbZcCvSTVakMUnbT9rugxweS3nMbRrpBndAydyU9qtIN7DVNpIx92UpU6T9XdOARvtemMeqk7mZIkxrJkwzt9eJ+7GXMhNgbnqM5681peNXOsebx5h0PEnHvXmdIL2e3UaW0jWcJjO11y6a5mGahuTzFPMAusx0O8PMbepkgzvN60nTpCajXmgut0CYdth47GRmavdbcz/SZqZJc/0LyGM3lz/aeJyfDzTwSG4yM10X1d/wff/990Mez549G/Xr18eaNWvQpUsX5OXl4bnnnsOLL76ICy64AAAwa9YstGzZEp9++inOPvvsaAybiMgffP6t63GLFy/G4sWLsXv3bhQXF4f8bObMmREbBzOTiMjjmJsAmJtERKTAzAxyKzc9VcM3Ly8PAFC7dm0AwJo1a3DkyBF07949OM9pp52Gpk2bYuXKlWIIFxQUoKCgIPg4Pz/f5VETEcUpnxfSB4AJEybg3nvvRceOHdGgQQOxg2q0OJGZAHOTiMgx3omIqIn33GRmEhE5xDvxEFVu5qZnbvgWFxdj5MiROPfcc3HGGWcAAHJzc5GYmIiaNWuGzJueno7c3FxxOZMmTcKECRPcHi4RUfzjt66YMWMGZs+ejX79+kV7KCGcykyAuUlE5BjmZtznJjOTiMghzEwA7uamZzbx0KFDsXHjRrz88sthLWfMmDHIy8sL/vvxxx8dGiERkc8klPPPBwoLC3HOOedEexglOJWZAHOTiMgxzM24z01mJhGRQ5iZANzNTU/8hu+wYcPwzjvv4KOPPkLjxo2D0zMyMlBYWIj9+/eHfPO6a9cuZGRkiMtKSkpCUlKSe4OVCnZrCm9L80hFtiNNUxBfKuavaSSioS2A7tXmZJEmFZqPNHNflvZtqai8Zl+TOHmcmK+pbd5jrqN0TEjNZzTHk/n4V+E5FDWDBg3Ciy++iHHjxkV7KEFOZiYQgdzUNB3RNho1m4dIx5jdhiaa5i+lzWeSxm4+z27TVKmBisQLnzEi3dhF896H0/BG06RXmmY2MpIyRJObEm3DULvvhfk86fOYlH/mPTBpnaWxVxOmmRl8YlOcA8L8FFXxnpuOZqZ0DEjHmCYzpc/jZs5omyObpONXyxyrprmm9Lwewjya83lvxbIBebtHOsMi/XpuM99XbSOyecZjaZ+pZ2dA0B9zdj9DaTJTc62pbbCoudY0P4McFJ5DUeVmbkb1hq9lWRg+fDjefPNNLFu2DJmZmSE/79ChA6pUqYLFixfjiiuuAABs3rwZ27dvR1ZWVjSGTETkHz6tq5STkxP8/+LiYjz99NP44IMP0KZNG1SpUiVk3qlTp0ZsXMxMIiKPY24yN4mISMenmQlELjejesN36NChePHFF/HWW2+hRo0awVpJaWlpSElJQVpaGm644Qbk5OSgdu3aSE1NxfDhw5GVlcWuqUREbgtUivYIomLdunUhj9u1awcA2LhxYxRG8ztmJhGRxzE3ATA3iYhIwaeZCUQuN6N6w3f69OkAgK5du4ZMnzVrFgYMGAAAmDZtGhISEnDFFVegoKAA2dnZePLJJyM8UiIiP/JE1Z+IW7p0abSHIGJmEhF5HXPTS5ibRERe5s/MBCKXm1Ev6VCe5ORkPPHEE3jiiSciMCIiIvpdlfJniXMn/rnNiQKBAJKTk3HyySejV69eqF27tutjYWYSEXkdc5O5SUREOsxMwN3c9O8tdSeZxbKlwvNrhGkjXBjLcVLhfk1THG0Tq3grKh8rzO2uLd4uMfcHaf/QTJOK2msK3YfTAMIuzTrb3d+lAvjSOprzmfN4qgENQ3jdunVYu3YtioqKcOqppwIAtmzZgkqVKuG0007Dk08+iVtvvRUrVqxAq1atojxaj5KOH3O/lzJLylJNAxoN6djUNCgFdE1IvJCbfsxpTRM1ab9yOzfNfUvbIMYcl/aznZPvvSarpUZrmjFom9KU9bzDivkjirnp29zcC6DwhMd2j0PN+Ug6TtYK08xzjd0m2NLrSecj6bOwec7VnOsAdzNM2+wy0py8zrPzetI0JzNTm2Hmekv3JzT7kaYZoPS8cJhjl44Jzf6ubdRe0cwEPJabzEzA3dxMcGPARERE8aBXr17o3r07fvrpJ6xZswZr1qzB//73P/z5z3/GNddcgx07dqBLly4YNWpUtIdKREQUdcxNIiIiPTdzkzd8iYioFFXK+Rf//vGPf+C+++5DampqcFpaWhruueceTJkyBVWrVsX48eOxZo30ZxxEROQvzE3mJhER6TAzAXdzkzd8iYioFJXL+Rf/8vLysHv37hLT9+zZg/z8fABAzZo1UVhYWGIeIiLyG+Ymc5OIiHSYmYC7uemfrVgebR02Ta0+qS6LVN/MKVJ9mgXCtHrCNDfrI2lq8nihXpJdbtcAkpjL175/mvdCuyxzPqkek+Y4iUZ9SXMM0v4nrY85n/Q+a+tsxdQ+759vVkvTq1cvDBw4EA8//DD++Mc/AgA+++wz3HbbbejduzcAYPXq1TjllFOiOMoo0dZik2oGanJT4lSGSLm5QpiWIkwzs1RbZ01zzpO2qaaWXayQzpNOZoHmc5u25rLmvdCO3TwG7OaFtL9r9z+7NLkprY/d3NTUlPQ05iZzsxRSjV27mSnRHGN2z8HazLRbf1iiGZe0Tc3l91C+npPMMWjqy2uWUxq750hNFmlrLmveC23+aurXS8zPR9rPiE5mjLmslsI80rZqYjyW7h0xM+OWm7nJG75ERFQKhvBTTz2FUaNG4eqrr8bRo0cBAJUrV0b//v0xbdo0AMBpp52GZ599NprDJCIiT2BuMjeJiEiHmQm4m5u84UtERFSK6tWr45lnnsG0adPw/fffAwCaN2+O6tWrB+dp165dlEZHRETkLcxNIiIiPTdzkzV8iYioFNEppH///ffjnHPOQdWqVVGzZs0SP//iiy9wzTXXoEmTJkhJSUHLli3xyCOPlJhv2bJlaN++PZKSknDyySdj9uzZtsdUvXp1tGnTBm3atAkJXyIiot8xN49jbhIRUdmYmSdyIzf5G75ERFSK6EREYWEhrrzySmRlZeG5554r8fM1a9agfv36+Ne//oUmTZrgk08+wY033ohKlSph2LBhAICtW7eiZ8+euOmmmzB37lwsXrwYgwYNQoMGDZCdnV3m6+fk5OC+++5DtWrVkJOTU+a8U6dOtb+iREQUZ5ibzE0iItLxZ2YCkctN/9zw3QvgxKZ2msZTdhthaJu9ma9pt/mMVOy8mTBNsz5SUX7peeZ80vpJhcVjudmMye0GbU6S9m+zYLx2/zP3B23TNvN5Tjaq0NI0fOosTDPXUdt8QVofc9uYx5LbDXgqJDp1lSZMmAAApX5LOnDgwJDHzZs3x8qVK/HGG28EQ3jGjBnIzMzEww8/DABo2bIlVqxYgWnTppUbwuvWrcORI0eC/1+aQCCgWp+YtQXAiV8um8eLtomGZj5tbtptAKKZx26TC01zLwB403gsNeQ4KEyTGn64SXNOt3tejkZumvuWdgzSdjDP19plmWOQ3mdN4zjpOJE+V7mZm9rX02wrbWNTc5r0WdUzmJu+zc31CD2vm58BncxMSR1hmuazt0Rz3nQ7M+cpxqC9lnCKdux2t42moa3bOap577WNTs1pUiNcyV7FPNIYXjQeS/uHdJ3nZJMzc52l19NuP5O0/ZiZtkQ7M4HI5aZ/bvgSEVEFlR3CBQUFKCgoCJmWlJSEpKQkNwclysvLQ+3atYOPV65cie7du4fMk52djZEjR5a7rKVLl4r/T0REVDbmJnOTiIh0/JmZQORykzV8iYjIlkmTJiEtLS3k36RJkyI+jk8++QSvvPIKbrzxxuC03NxcpKenh8yXnp6O/Px8HD58WLXcI0eOoFu3bvj2228dHS8REfkTc5OIiEgn3jMTcD83ecOXiIhKUXYh/TFjxiAvLy/k35gxY8QljR49GoFAoMx/33xT8b852rhxI3r16oW7774bPXr0sL2mkipVquDLL790dJlERBTPmJvMTSIi0vF3ZgLu5yZLOhARUSnK/jObivxJza233ooBAwaUOU/z5s21AwMAfP311+jWrRtuvPFG3HXXXSE/y8jIwK5du0Km7dq1C6mpqUhJ0RYRA/r27YvnnnsODz74YIXGRkREfsTcZG4SEZEOMxNwNzf9c8N3PcoupC+x22BMUzwbcK7ouvb1VgjT7DYGMEnFzrXjcoqmuRxQ8r2PpeZrTjZI2KN4nrRNze0lNZ8xG8IBwDbjcT3F6wPONvrTvNfSPmpuh3CK35vNHczH0vaMGuciol69eqhXT/uml++rr77CBRdcgP79++P+++8v8fOsrCy8++67IdMWLVqErKysCr3O0aNHMXPmTHzwwQfo0KEDqlUL7bQV193Gt6Di50dNo0Kg5DGlzRC752tNw0Zp7FJubrI5BrNJm7ZJpd3c1DTnsZubmvMkoGtA4yS7jYW020HTNFA6h5t/2Se9npSbZnZLTZkk2iYxGubztE2SzG0VTnNk87knPvZUo1OAuenj3PwfQpsqac490rlU+tyraYIoNey2e9xrGotrM9Mcu5ShUhNTc+zazxdOXitpzi+a50nnZKnZm7nObl43A/I21TST1jRoK+25mnk0z5P2NU1GS1mraUyn3a/sZqY5n3ScSFUCpLGXd62przYQAcxMwN3c9M8NXyIiqqDodE7dvn079u3bh+3bt6OoqAjr168HAJx88smoXr06Nm7ciAsuuADZ2dnIyclBbm4uAKBSpUrBoL/pppvw+OOP44477sDAgQOxZMkSvPrqq5g/f36FxrJx40a0b3/s6mvLli0hP4vrbuNERGQDc5O5SUREOsxMwN3c5A1fIiLylPHjx2POnDnBx2eeeSaAYx1Mu3btitdeew179uzBv/71L/zrX/8KztesWTP88MMPAIDMzEzMnz8fo0aNwiOPPILGjRvj2WefRXZ2doXGwm7jRETkdcxNIiIiHS9l5vHXdQtv+BIRUSmi863r7NmzMXv27FJ/fs899+Cee+4pdzldu3bFunXrwhrL3r17UafOsb+j/vHHH/HMM8/gt99+wyWXXILzzjsvrGUTEVG8YW4yN4mISIeZCbibm/654XsKgBonPNbUV5Fq69itx+QkTX0aid06Tpq6TXbr5mlJ9XbM5WtrBmtqOcYbqaGk+R5K+/tyxbKlultS7UPN/iC9z5rjUFsL0yTVf9KcC6Q6VZo6pRLzecmK50RMdELYCzZs2IBLLrkEP/74I1q0aIGXX34ZF154IQ4ePIiEhARMnToVr732Gnr37h3tobqnDkKPb3N/Dic3zeNTqm/nJHOsbp/3NXUFpXOUpr+AlqZOnd3c1LynWnY/a2lpliWNXcpNTT13aX3M50m1eKVc0WxTqc6f3dzUHBeauolAyT4BPyrGBFQ8Nz1V9x5gbvo4N+sg9Jg1jwu7tUqBksem3Ws/7XnaHJfdz9la2jr+Jic/O9jNTGnsmusGp+orlzYGu8u3+znEbmZq+qJo6tQCuuNCej2pr41ZClbaLppttVD5emZdXe0+ozmveLpfkX8zE4hMbiY4N1wiIoovlcv5F7/uuOMOtG7dGh999BG6du2Kiy++GD179kReXh5++eUX/N///R87kBMRkYG5ydwkIiId/2YmEJncjP+tSERENvn3W9fPPvsMS5YsQZs2bdC2bVs8/fTTuPnmm5GQcOx70uHDh+Pss8+O8iiJiMhbmJvMTSIi0vFvZgKRyU3e8CUiolL4N4T37duHjIwMAED16tVRrVo11KpVK/jzWrVq4ddff43W8IiIyJOYmwBzk4iINPybmUBkcpMlHYiIiASBQKDMx0RERPQ75iYREZGe27npn9/wbQIgtYyf220cEQ2RbmaiaT4jFRaX2C0ibrdZgFTQ3dOFyyPIbDyg3d/N91pbQN6cT9pnpPdLQ1qWtM+Y82n3W1OKcj7NdmhvPM6v+HDc4+9vXQcMGICkpCQAwG+//YabbroJ1aod62JWUFAQzaFFRhbKzk1NcyqvcPK8bzbykGianWqbRprTtJ8BtA3ZTFJDE6e2n3b/0Jw73abZVtoM0TRvkpjN3aTGZ9JxqGkko214Y66j1CROYjZ0tdssSnruibnpuV8YZW76NjcvRmhmmvuydL7QngvsNl+zy8nXM8+lUqNF6dyjyUzNNtU2IbPbpPxFYZrdZqEm7ecsaT43m9Nq7g0A9o8Bc32cbHAnvZ5mW2ma80nTNE3pAPvrqPncaF5rHrD5Wq7wd2YC7uemf274EhFRBfk3Ivr37x/yuG/fviXmue666yI1HCIiignMzeOYm0REVDb/ZiYQmdz09xYmIqIy+Pdb11mzZkV7CEREFHOYm0RERDr+zUwgMrnJG75ERFQKf4cwERFRxTA3iYiIdJiZbmPTNiIiIiIiIiIiIqI4wd/wLUu8NfcyC3YDwFrjsbZplqb5mpNNV+w+L5aa8blJs85SYfvDDo5hj/HYbqMKibQsc98GShbOl5YtHSfmfNKype2naRZg7qOeakDDb12pDE42EHWb3QyRzgfmeUTbuMucT9sAxG7jFSef51QDFel5Xv2spWmWY7f5qPbz0V6bz9M0FrWbm2YzNgDorHg9bcMlaZrZ5OnEY8dTzWcA5iYFaRpuejVHzfOK9tyjyUwtu5mpbdJmksauIb2eOS5p7Jrs8+o+I213zTWP3caF2v3PHJe2eXukrzWdzExpDCZN48SoYWa6jTd8iYioFIwIIiIiPeYmERGRDjPTbdzCRERUCn7rSkREpMfcJCIi0mFmuo03fImIqBQMYSIiIj3mJhERkQ4z02284Xuck/Vm4422/o3JCzWGvDCGSNPWVTLfQ2lbaWoMSa8n1RPabDyW6kTWEaZJx6Y5TRqDNM2sIyzVIpRezxyrps4voKshbc6TKDyHyIuk84rdurFepck6TR057bK8kFnSexhv76tJyizNe2h3W2nr8JnzScu2u89IYzAzEihZR1jaj6VlmTkpfZ6QantqcvPEmpn5wvxEXmDuy9r9PdLsXgM7ee3sZGZG+vrdbu3fWBbpzJSOHWmam5m5TZhm5qM0BiczU3M9D5Q8Ns1lMzd9hTd8iYioFPzWlYiISI+5SUREpMPMdBtv+BIRUSkYEURERHrMTSIiIh1mptu4hYmIqBT81pWIiEiPuUlERKTDzHQbb/gSEVEpGMJERER6zE0iIiIdZqbbeMM3FpmFuMMpTm8WLpeWZbcBiVS8XVMo3Q+NgNwkbWNpmlnsXnq/JOZ80j4jNV8zp9UT5pEaQBwUppnrc5owj7TPmOssFfzXkLanNAZpm5bXcO5XWyMiouM0x5220YtmmrQsN3NT26RSOieRTGq6I+XRCuOxNjc1DUM12S1l62FhmtRIxnxNaZ17CNM0ualpWqptlKPZpiceO8xMihXa84XkZuPxk+EMxKDJFG3OOZmZ5vOkc49mm2qfJ2WmF5rqeZEmK4CSzd2kxqBShmlo9plwcsdclpSZdq81peNE85lN2yzP/Pxift48oHgtihu84UtERKXgt65ERER6zE0iIiIdZqbbeMOXiIhKwRAmIiLSY24SERHpMDPdxhu+RERUCkYEERGRHnOTiIhIh5npNm5hIiIqBb91JSIi0mNuEhER6TAz3cYbvseF0/gssCX0sXWKveVIhbilYuBOFpB3qhmatBypiLhZNFxqikKRoWliJL0/5jRpHqkhjeYYk+aRmraZ+5am2L7EyWaA0vaTxmW+pvm8RGeGE8vuv/9+zJ8/H+vXr0diYiL2799f6rx79+5F27ZtsWPHDvzyyy+oWbNm8GfLli1DTk4OvvrqKzRp0gR33XUXBgwY4Pr4fSOM46dRIBDyeAdalZzJ+qr8BZlNtABdQ5hwMt9srCGdA+3mtHTOMD8baHPTbuNUOkazj2hz02xKIzWpkRqyaaQox+DF3JSWJY3dHNeJj4ucG04sY27GgDAaaTaaHpqZmF5ynh2WVXKieTwtFBauudYMJzs0mak5F2jPF+bnAs21DMDMLI3mnAzI+7f5XjQT5tHcL9C+N+Y+ov18pmmiazcz3b5vI43dHJfm2t1n/JSZCdEeABEReVWVcv65o7CwEFdeeSWGDBlS7rw33HAD2rRpU2L61q1b0bNnT5x//vlYv349Ro4ciUGDBmHBggVuDJmIiAjMTSIiIi1mptv4G75ERFSK6PyZzYQJEwAAs2fPLnO+6dOnY//+/Rg/fjzee++9kJ/NmDEDmZmZePjhhwEALVu2xIoVKzBt2jRkZ2e7Mm4iIvI75iYREZEOM9NtvOFLRESlKDsiCgoKUFBQEDItKSkJSUlJbg4KAPD111/j3nvvxapVq/D999+X+PnKlSvRvXv3kGnZ2dkYOXKk62MjIiK/Ym4SERHpMDPdxpIORERUirL/zGbSpElIS0sL+Tdp0iTXR1VQUIBrrrkG//jHP9C0qVxQMjc3F+np6SHT0tPTkZ+fj8OHpQKaRERE4WJuEhER6TAz3cbf8HWC3SZtGpEuqm23cZxUtFwzLZzGOXaZxc2dbEASS9obj6Wi75qC+NLzNAX+pedJLlMuX8NcH20jh2/KWU5p08Jo0OENZf+ZzZgxY5CTkxMyrbRvXEePHo3JkyeXubxNmzbhtNPK32hjxoxBy5Yt0bdv33LnJW/ascBoLtPD5oK0x7CTzOVrc9PctZ3MTbcby5jraOaHX3Q2HpvZAMjvvTlNep7m89A2YZrUJPU8YVqkc9Ns1qPZLtLrSdNO3Faea3TK3KRSRKMBmHlsahtPaa7zJNJ85mtK5z9pXJrM1FxvaK5lSlu+XWZzPDM7nH49uwLdS0678oPQx6+GsXxzvTXvM1DyGnGTME89YZq5P0j7mqS3YllammNHWvY847E2MzU5as6TLzwnapiZbuMNXyIisqUif1Jz6623ltu1tHnz5qplLVmyBBs2bMBrr70GALD+f2fqunXrYuzYsZgwYQIyMjKwa9eukOft2rULqampSEmR2toTERG5i7lJRESkw8wMH2/4EhFRKZwrpF+vXj3Uqyd9HV9xr7/+esifynz22WcYOHAgli9fjj/84Q8AgKysLLz77rshz1u0aBGysrIcGQMREVFJzE0iIiIdZqbbeMOXiIhKEZ2I2L59O/bt24ft27ejqKgI69evBwCcfPLJqF69ejBoj/v552N/I9ayZUvUrFkTAHDTTTfh8ccfxx133IGBAwdiyZIlePXVVzF//vxIrgoREfkKc5OIiEiHmek23vB1g1m3DJBr95iiURPPrMsn1dbR1LiVnheNWlVkn7aWsWY+qaaluY+EU5so0uYZj6XaS9dGYBwR59y3rhUxfvx4zJkzJ/j4zDPPBAAsXboUXbt2VS0jMzMT8+fPx6hRo/DII4+gcePGePbZZ5Gdne3GkKmijJq9jQKBErPssKwS08pbjuM0Nb21Nek0tRRjvu53nDNr8Wk/t2nq4Grq4TcT5pEyUhqXuSxtfUJNDWlpWS8aj9cI8wwWpnkh88PC3CTnmXkoZSYeEZ44wng8SJhHUwdXS8o1MzOlWuTScW83M714/Wn3+lprnjBtgPF4vzCP9YEw0UF2P9OY76G0/aT91pyviTBPS2GadJ/GXJbdzJTeZynv3zQeS9fS0vErbWMv1IdWY2a6LSHaA9B44okncNJJJyE5ORmdOnXC6tWroz0kIiIfKLtzqltmz54Ny7JK/CstgLt27QrLsoLfuJ44fd26dSgoKMB///vfcus6xRPmJhFRNDA3YxVzk4go0piZbvP8Dd9XXnkFOTk5uPvuu7F27Vq0bdsW2dnZ2L17d7SHRkRE5DnMTSIiIj3mJhERxSPP3/CdOnUqBg8ejOuvvx6tWrXCjBkzULVqVcycOTPaQyMiinPR+daVwsPcJCKKFuZmLGJuEhFFAzPTbZ6u4VtYWIg1a9ZgzJgxwWkJCQno3r07Vq5cKT6noKAABQUFwcd5eXnH/ic/39WxhjgoTIvgy1fIAeOxNPZfhWmJNubxCnOsXn1vYoX03kt1jsxp2n3NC++PpvahU+P8/+cqS1O/1HWejggSxGpuFksTI5nbpZGOdfPcJc2jyUQzfwFvnO8k5li9Os5YIeWftB8dVsyj3Y/M55rLLs3Rch5Ly5aW/5swjzROafll8VRmAszN2FPR3PRsZv4mvL5mSNLxW9Hj8DjNNYF0LpDOY0nGY7vXqNFgjtXt6xvpPTRPibGU2+b20mQMUHLfEkpdq+/TmGPQZmaRjWUDJcdeIMyj3d/LO349lZvMTLd5egv//PPPKCoqQnp6esj09PR0fPONWQH+mEmTJmHChAklf9BEqtpNROQQqflMGH799VekpaU5u9AK4zersSZWc3OnNDHq+z8RuWq0c4vyRmYCzM3YU9Hc9Gxmjhb2fwePMYpxXjg9UnimOLs4b+QmM9Ntnr7ha8eYMWOQk5MTfLx//340a9YM27dv98AOHVn5+flo0qQJfvzxR6SmpkZ7OBHj1/UGuO7xsO6WZeHXX39Fw4YNoz0UMIT9gbl5TLycQ+zguvtv3eNlvb2VmQBzM/4xM38XL+cRO/y67n5dbyB+1t1bucnMdJunb/jWrVsXlSpVwq5du0Km79q1CxkZGeJzkpKSkJRk/g0IkJaWFtMHZjhSU1N9ue5+XW+A6x7r6+63CwZyDnMzfPFwDrGL6+6/dY+H9WZmUjgqmpvMzJLi4Txil1/X3a/rDcTHujM3/cPTTdsSExPRoUMHLF68ODituLgYixcvRlZWVhRHRkTkByykH2uYm0RE0cTcjDXMTSKiaGFmus3Tv+ELADk5Oejfvz86duyIs846C//85z9x8OBBXH/99dEeGhFRnPN8RJCAuUlEFC3MzVjE3CQiigZmpts8v4Wvuuoq7NmzB+PHj0dubi7atWuH999/v0Rh/dIkJSXh7rvvFv/0Jt75dd39ut4A192v6+4efrMai5ib9vh1vQGuux/X3a/r7T7mZiwKJzf9fCxx3f237n5db8Df6+4eZqbbApZlWdEeBBERERERERERERGFz9M1fImIiIiIiIiIiIhIjzd8iYiIiIiIiIiIiOIEb/gSERERERERERERxQne8CUiIiIiIiIiIiKKE3F9w/eJJ57ASSedhOTkZHTq1AmrV6+O9pAcN2nSJPzxj39EjRo1UL9+ffTu3RubN28Omee3337D0KFDUadOHVSvXh1XXHEFdu3aFaURu+PBBx9EIBDAyJEjg9Pieb137NiBvn37ok6dOkhJSUHr1q3x+eefB39uWRbGjx+PBg0aICUlBd27d8e3334bxRE7o6ioCOPGjUNmZiZSUlLwhz/8Affddx9O7D0Zr+tOFAnxnpvMzN8xN+M/N5mZRO5jbsZ3dpzIT7npx8wEmJsUh6w49fLLL1uJiYnWzJkzra+++soaPHiwVbNmTWvXrl3RHpqjsrOzrVmzZlkbN2601q9fb/3lL3+xmjZtah04cCA4z0033WQ1adLEWrx4sfX5559bZ599tnXOOedEcdTOWr16tXXSSSdZbdq0sUaMGBGcHq/rvW/fPqtZs2bWgAEDrFWrVlnff/+9tWDBAuu7774LzvPggw9aaWlp1rx586wvvvjCuvTSS63MzEzr8OHDURx5+O6//36rTp061jvvvGNt3brV+ve//21Vr17deuSRR4LzxOu6E7nND7nJzDyGuemP3GRmErmLuXlMvGbHifyUm37NTMtiblL8idsbvmeddZY1dOjQ4OOioiKrYcOG1qRJk6I4Kvft3r3bAmB9+OGHlmVZ1v79+60qVapY//73v4PzbNq0yQJgrVy5MlrDdMyvv/5qtWjRwlq0aJH1pz/9KRjA8bzed955p9W5c+dSf15cXGxlZGRY//jHP4LT9u/fbyUlJVkvvfRSJIbomp49e1oDBw4MmXb55Zdbffr0sSwrvtedyG1+zE2/ZaZlMTcl8ZodzEwidzE34zs7jvNbbvo1My2LuUnxJy5LOhQWFmLNmjXo3r17cFpCQgK6d++OlStXRnFk7svLywMA1K5dGwCwZs0aHDlyJGRbnHbaaWjatGlcbIuhQ4eiZ8+eIesHxPd6v/322+jYsSOuvPJK1K9fH2eeeSaeeeaZ4M+3bt2K3NzckHVPS0tDp06dYn7dzznnHCxevBhbtmwBAHzxxRdYsWIFLrroIgDxve5EbvJrbvotMwHmpp9yk5lJ5B7mJnMzXtfdr5kJMDcp/lSO9gDc8PPPP6OoqAjp6ekh09PT0/HNN99EaVTuKy4uxsiRI3HuuefijDPOAADk5uYiMTERNWvWDJk3PT0dubm5URilc15++WWsXbsWn332WYmfxfN6f//995g+fTpycnLw97//HZ999hluueUWJCYmon///sH1k/b/WF/30aNHIz8/H6eddhoqVaqEoqIi3H///ejTpw8AxPW6E7nJj7npt8wEmJt+y01mJpF7mJvMzXhdd79mJsDcpPgTlzd8/Wro0KHYuHEjVqxYEe2huO7HH3/EiBEjsGjRIiQnJ0d7OBFVXFyMjh074oEHHgAAnHnmmdi4cSNmzJiB/v37R3l07nr11Vcxd+5cvPjiizj99NOxfv16jBw5Eg0bNoz7dSciZ/kpMwHmph9zk5lJRE5ibvqDXzMTYG5S/InLkg5169ZFpUqVSnTI3LVrFzIyMqI0KncNGzYM77zzDpYuXYrGjRsHp2dkZKCwsBD79+8PmT/Wt8WaNWuwe/dutG/fHpUrV0blypXx4Ycf4tFHH0XlypWRnp4el+sNAA0aNECrVq1CprVs2RLbt28HgOD6xeP+f/vtt2P06NG4+uqr0bp1a/Tr1w+jRo3CpEmTAMT3uhO5yW+56bfMBJibfsxNZiaRe5ibxzA342/d/ZqZAHOT4k9c3vBNTExEhw4dsHjx4uC04uJiLF68GFlZWVEcmfMsy8KwYcPw5ptvYsmSJcjMzAz5eYcOHVClSpWQbbF582Zs3749prdFt27dsGHDBqxfvz74r2PHjujTp0/w/+NxvQHg3HPPxebNm0OmbdmyBc2aNQMAZGZmIiMjI2Td8/PzsWrVqphf90OHDiEhIfS0ValSJRQXFwOI73UncpNfctOvmQkwN/2Ym8xMIvcwN49hbsbfuvs1MwHmJsWhKDeNc83LL79sJSUlWbNnz7a+/vpr68Ybb7Rq1qxp5ebmRntojhoyZIiVlpZmLVu2zNq5c2fw36FDh4Lz3HTTTVbTpk2tJUuWWJ9//rmVlZVlZWVlRXHU7jixa6plxe96r1692qpcubJ1//33W99++601d+5cq2rVqta//vWv4DwPPvigVbNmTeutt96yvvzyS6tXr15WZmamdfjw4SiOPHz9+/e3GjVqZL3zzjvW1q1brTfeeMOqW7eudccddwTnidd1J3KbH3KTmRmKuRnfucnMJHIXc/OYeM0OiR9y06+ZaVnMTYo/cXvD17Is67HHHrOaNm1qJSYmWmeddZb16aefRntIjgMg/ps1a1ZwnsOHD1s333yzVatWLatq1arWZZddZu3cuTN6g3aJGcDxvN7/+c9/rDPOOMNKSkqyTjvtNOvpp58O+XlxcbE1btw4Kz093UpKSrK6detmbd68OUqjdU5+fr41YsQIq2nTplZycrLVvHlza+zYsVZBQUFwnnhdd6JIiPfcZGaGYm7+Lh6zg5lJ5D7mZnxnh8kvuenHzLQs5ibFn4BlWVakf6uYiIiIiIiIiIiIiJwXlzV8iYiIiIiIiIiIiPyIN3yJiIiIiIiIiIiI4gRv+BIRERERERERERHFCd7wJSIiIiIiIiIiIooTvOFLREREREREREREFCd4w5eIiIiIiIiIiIgoTvCGLxEREREREREREVGc4A1fohN07doVI0eOtPXc2bNnIxAIIBAI2F6GE5YtWxYcR+/evaM2DiIiin/MTSIiIh1mJhFFEm/4Ep3gjTfewH333Wf7+ampqdi5c2fIMrp27YpAIIAHH3ywxPw9e/ZEIBDAPffcY/s1Teeccw527tyJv/3tb44tk4iISMLcJCIi0mFmElEk8YYv0Qlq166NGjVq2H5+IBBARkZGiWU0adIEs2fPDpm2Y8cOLF68GA0aNLD9epLExERkZGQgJSXF0eUSERGZmJtEREQ6zEwiiiTe8CXP2bNnDzIyMvDAAw8Ep33yySdITEzE4sWLS33eZ599hj//+c+oW7cu0tLS8Kc//Qlr164N/nzZsmVITEzE8uXLg9OmTJmC+vXrY9euXQBK/pnNk08+iRYtWiA5ORnp6en461//amudLr74Yvz888/4+OOPg9PmzJmDHj16oH79+iHznnTSSbjvvvtwzTXXoFq1amjUqBGeeOKJkHn279+P//u//0N6ejqSk5Nxxhln4J133rE1NiIiim3MTeYmERHpMDOZmUR+wRu+5Dn16tXDzJkzcc899+Dzzz/Hr7/+in79+mHYsGHo1q1bqc/79ddf0b9/f6xYsQKffvopWrRogb/85S/49ddfAfwesP369UNeXh7WrVuHcePG4dlnn0V6enqJ5X3++ee45ZZbcO+992Lz5s14//330aVLF1vrlJiYiD59+mDWrFnBabNnz8bAgQPF+f/xj3+gbdu2WLduHUaPHo0RI0Zg0aJFAIDi4mJcdNFF+Pjjj/Gvf/0LX3/9NR588EFUqlTJ1tiIiCi2MTeZm0REpMPMZGYS+YZF5FE333yzdcopp1jXXnut1bp1a+u3336r0POLioqsGjVqWP/5z3+C0woKCqx27dpZf/vb36xWrVpZgwcPDnnOn/70J2vEiBGWZVnW66+/bqWmplr5+fmq15s1a5aVlpZWYvrxZa5fv96qUaOGdeDAAevDDz+06tevbx05csRq27atdffddwfnb9asmXXhhReGLOOqq66yLrroIsuyLGvBggVWQkKCtXnz5jLH079/f6tXr16qsRMRUexjbv6OuUlERGVhZv6OmUkUn/gbvuRZDz30EI4ePYp///vfmDt3LpKSkgAA27dvR/Xq1YP/jv85zq5duzB48GC0aNECaWlpSE1NxYEDB7B9+/bgMhMTEzF37ly8/vrr+O233zBt2rRSX//Pf/4zmjVrhubNm6Nfv36YO3cuDh06ZHt92rZtixYtWuC1117DzJkz0a9fP1SuXFmcNysrq8TjTZs2AQDWr1+Pxo0b45RTTrE9FiIiij/MzdDHzE0iIioNMzP0MTOTKP7IZwAiD/jvf/+Ln376CcXFxfjhhx/QunVrAEDDhg2xfv364Hy1a9cGAPTv3x979+7FI488gmbNmiEpKQlZWVkoLCwMWe4nn3wCANi3bx/27duHatWqia9fo0YNrF27FsuWLcPChQsxfvx43HPPPfjss89Qs2ZNW+s0cOBAPPHEE/j666+xevVqW8tggXwiIpIwN2XMTSIiMjEzZcxMovjB3/AlTyosLETfvn1x1VVX4b777sOgQYOwe/duAEDlypVx8sknB/8dD+GPP/4Yt9xyC/7yl7/g9NNPR1JSEn7++eeQ5f73v//FqFGj8Mwzz6BTp07o378/iouLSx1H5cqV0b17d0yZMgVffvklfvjhByxZssT2el177bXYsGEDzjjjDLRq1arU+T799NMSj1u2bAkAaNOmDf73v/9hy5YttsdBRETxhbnJ3CQiIh1mJjOTyA/4G77kSWPHjkVeXh4effRRVK9eHe+++y4GDhxYZnfQFi1a4IUXXkDHjh2Rn5+P22+/PeQbyqKiIvTt2xfZ2dm4/vrrceGFF6J169Z4+OGHcfvtt5dY3jvvvIPvv/8eXbp0Qa1atfDuu++iuLgYp556qu31qlWrFnbu3IkqVaqUOd/HH3+MKVOmoHfv3li0aBH+/e9/Y/78+QCAP/3pT+jSpQuuuOIKTJ06FSeffDK++eYbBAIBXHjhhbbHRkREsYu5ydwkIiIdZiYzk8gP+Bu+5DnLli3DP//5T7zwwgtITU1FQkICXnjhBSxfvhzTp08v9XnPPfccfvnlF7Rv3x79+vXDLbfcgvr16wd/fv/992Pbtm146qmnAAANGjTA008/jbvuugtffPFFieXVrFkTb7zxBi644AK0bNkSM2bMwEsvvYTTTz89rPWrWbNmqX/ac9ytt96Kzz//HGeeeSYmTpyIqVOnIjs7O/jz119/HX/84x9xzTXXoFWrVrjjjjtQVFQU1riIiCg2MTeZm0REpMPMZGYS+UXAsiwr2oMgigezZ8/GyJEjsX///rCWc9JJJ2HkyJEYOXJkWMsZMGAA9u/fj3nz5oW1HCIiIjcwN4mIiHSYmURUUfwNXyIH5eXloXr16rjzzjujNobly5ejevXqmDt3btTGQEREpMHcJCIi0mFmElFFsIYvkUOuuOIKdO7cGQBsd1Z1QseOHYOdZatXrx61cRAREZWFuUlERKTDzCSiimJJByIiIiIiIiIiIqI4wZIORERERERERERERHGCN3yJiIiIiIiIiIiI4gRv+BIRERERERERERHFCd7wJSIiIiIiIiIiIooTvOFLREREREREREREFCd4w5eIiIiIiIiIiIgoTvCGLxEREREREREREVGc4A1fIiIiIiIiIiIiojjBG75EREREREREREREcYI3fImIiIiIiIiIiIjiBG/4EhEREREREREREcUJ3vAlIiIiIiIiIiIiihO84UtEREREREREREQUJ3jDl4iIiIiIiIiIiChO8IYvERERERERERERUZzgDV8iIiIiIiIiIiKiOMEbvkRERERERERERERxgjd8iYiIiIiIiIiIiOIEb/gSERERERERERERxQne8CUiIiIiIiIiIiKKE7zhS0RERERERERERBQneMOXiIiIiIiIiIiIKE7whi8RERERERERERFRnOANXyIiIiIiIiIiIqI4wRu+RERERERERERERHGCN3yJiIiIiIiIiIiI4gRv+BIRERERERERERHFCd7wJSIiIiIiIiIiIooTvOFLREREREREREREFCd4w5eIiIiIiIiIiIgoTvCGLxEREREREREREVGc4A1fohOsXr0aN998Mzp06IAqVaogEAiUOu/06dNx5ZVXomnTpggEAhgwYECFXqu4uBhTpkxBZmYmkpOT0aZNG7z00kvivJs2bcKFF16I6tWro3bt2ujXrx/27NlTodcjIiJyWkVyEwCee+45tGzZEsnJyWjRogUee+wx9WsVFBTgzjvvRMOGDZGSkoJOnTph0aJF4ryffPIJOnfujKpVqyIjIwO33HILDhw4UKF1IyIiipTHH38cLVu2RFJSEho1aoScnBwcPHhQ/fy3334b7du3R3JyMpo2bYq7774bR48eLTHf/v37ceONN6JevXqoVq0azj//fKxdu9bJVSEij+ANX6ITvPvuu3j22WcRCATQvHnzMuedPHkylixZgtNPPx2VK1eu8GuNHTsWd955J/785z/jscceQ9OmTXHttdfi5ZdfDpnvf//7H7p06YLvvvsODzzwAG677TbMnz8ff/7zn1FYWFjh1yUiInJKRXLzqaeewqBBg3D66afjscceQ1ZWFm655RZMnjxZ9VoDBgzA1KlT0adPHzzyyCOoVKkS/vKXv2DFihUh861fvx7dunXDoUOHMHXqVAwaNAhPP/00rrzyStvrSURE5JY777wTw4cPxxlnnIFHHnkEV1xxBR577DFcfvnlque/99576N27N2rWrInHHnsMvXv3xsSJEzF8+PCQ+YqLi9GzZ0+8+OKLGDZsGKZMmYLdu3eja9eu+Pbbb91YNSKKJouIgnJzc61Dhw5ZlmVZQ4cOtco6RH744QeruLjYsizLqlatmtW/f3/16/zvf/+zqlSpYg0dOjQ4rbi42DrvvPOsxo0bW0ePHg1OHzJkiJWSkmJt27YtOG3RokUWAOupp55SvyYREZHTtLl56NAhq06dOlbPnj1Dpvfp08eqVq2atW/fvjJfZ9WqVRYA6x//+Edw2uHDh60//OEPVlZWVsi8F110kdWgQQMrLy8vOO2ZZ56xAFgLFiyo0PoRERG56aeffrIqV65s9evXL2T6Y489ZgGw3n777XKX0apVK6tt27bWkSNHgtPGjh1rBQIBa9OmTcFpr7zyigXA+ve//x2ctnv3bqtmzZrWNddc48DaEJGX8Dd8Keb88MMPCAQCpf4LR3p6OlJSUlTzNmvWzPbrvfXWWzhy5Ahuvvnm4LRAIIAhQ4bgf//7H1auXBmc/vrrr+Piiy9G06ZNg9O6d++OU045Ba+++qqt1yciIv/wQm4uXboUe/fuDck9ABg6dCgOHjyI+fPnl/n81157DZUqVcKNN94YnJacnIwbbrgBK1euxI8//ggAyM/Px6JFi9C3b1+kpqYG573uuutQvXp15iYREdniVpauXLkSR48exdVXXx0y/fhj868/TV9//TW+/vpr3HjjjSF/dXrzzTfDsiy89tprwWmvvfYa0tPTQ35zuF69evjb3/6Gt956CwUFBbbXg4i8p+J/h04UZfXq1cMLL7wQMu3IkSMYNWoUEhMTAQCHDh3CoUOHyl1WpUqVUKtWLVfGWZZ169ahWrVqaNmyZcj0s846K/jzzp07Y8eOHdi9ezc6duxYYhlnnXUW3n333YiMl4iIYpcXcnPdunUAUCLPOnTogISEBKxbtw59+/Yt8/mnnHJKyE1c4PfcXL9+PZo0aYINGzbg6NGjJV4nMTER7dq1C46DiIioItzK0uM3Wc0vT6tWrQoAWLNmTZnLKi1fGzZsiMaNG4fk3rp169C+fXskJIT+3t9ZZ52Fp59+Glu2bEHr1q3LHT8RxQbe8KWYU61atRIXhUOHDsWBAweCzVumTJmCCRMmlLusZs2a4YcffnBjmGXauXMn0tPTS3wb3KBBAwDATz/9FJzvxOnmvPv27UNBQQGSkpJcHjEREcUqL+Tmzp07UalSJdSvXz9kemJiIurUqRPMvbKeX1oWAvrcXL58eYXHTkRE5FaWnnrqqQCAjz/+GOeff35wnuN5tWPHjjKXVV7unZivO3fuRJcuXcT5gGNZyhu+RPGDN3wp5j3//PN48skn8fDDDwdD8rrrrkPnzp3Lfa62fIPTDh8+LN6kTU5ODv78xP+WNy9v+BIRkVY0cvPw4cPB34AyJScnB/OurOc7kZvlvQ4REZGGU1navn17dOrUCZMnT0ajRo1w/vnnY9OmTRgyZAiqVKmiykeg9NzLz88PmVeTpUQUH3jDl2La+vXrcdNNN+Gaa65BTk5OcHrz5s3L7RYeTSkpKWKNpN9++y348xP/q5mXiIioPNHKzZSUFBQWFoo/++2338rNMqdyk5lJREThcjpLX3/9dVx11VUYOHAggGMlH3JycvDhhx9i8+bNZT63IrmnzVIiig+84Usx65dffsEVV1yBU045Bc8++2zIzw4cOIADBw6Uu4xKlSqhXr16bg2xVA0aNMDSpUthWVZIWYfjf5LTsGHD4HwnTj/Rzp07Ubt2bf52LxERqUQzNxs0aICioiLs3r07pKxDYWEh9u7dG8y9sp4v/VlrRXOzvNchIiIqixtZ2qhRI6xYsQLffvstcnNz0aJFC2RkZKBhw4Y45ZRTylzWibnXpEmTkJ/t3LkzWOv++Lyl5SMAZiRRnEkofxYi7ykuLkafPn2wf/9+vPnmm8Gi9sc99NBDaNCgQbn//vjHP0Zl/O3atcOhQ4ewadOmkOmrVq0K/hw4Fv716tXD559/XmIZq1evDs5HRERUlmjn5vG8MvPs888/R3Fxcbl51q5dO2zZsiXkT1OBkrl5xhlnoHLlyiVep7CwEOvXr2duEhH9P/bOPT6q6uz+KyCEa4JyiwbE4AXBiihajApFpURfvOC19YKgghUREbQWqqDgJWoV1J8KXgGttFpbaSsqIIJii+jLRUURtbVAAwFESQQ03PL7g5eYeWZN8uRkJjPJWd/Ph4+enX32ec4+++x19pmZZ4nAJFpLDz/8cPTs2RNZWVn49NNPsX79evTp06fCmGLp67p16/Df//43Qve6deuGpUuXYs+ePRF1Fy9ejCZNmlT6clkIUbvQN3xFrWT8+PGYPXs2Xn/9deTk5ET9PZVy+BYVFZWZzWRmZgIAzj33XIwcORKPP/44Hn30UQBAaWkppkyZguzsbJx00kll+19wwQWYPn061q5dW/ap7bx58/D5559j5MiRCY9fCCFE7SfZunnaaafhgAMOwOTJk/E///M/ZeWTJ09GkyZN0K9fv7Kyr7/+Gl9//TUOPvjgssX0hRdeiAceeABPPvkkbr75ZgB7f746depU9OjRo0wfMzMz0adPH/z+97/H2LFj0bx5cwDA888/j61bt+Kiiy4KFL8QQghRU1q6Z88e3HLLLWjSpAmuvfbasvKdO3fiX//6FzIzM8u+2XvUUUfhyCOPxJNPPolf/epXqF+/PoC9+pqWloYLL7ywbP8LL7wQL7/8Mv7yl7+UlX/99df405/+hLPPPlu/HBWijpFWWlpamuwghKgKH3/8MY455hj06tULgwcPjvq7dU+tCqtXr8bzzz8PAHj11VexePFi3HnnnQD2uqkOGDCgrO7f//53fPjhhwCAO++8E0cddRTOP/98AMA555yDrl27AgCmTZuGK6+8ElOnTsWgQYPK9r/lllvwu9/9Dtdccw1OOOEEzJw5E7NmzcILL7yASy+9tKze2rVrceyxx6JFixYYMWIEtm7dit/97ndo164dPvjgAwmzEEKICkkV3Xz88ccxbNgwXHjhhcjLy8PChQvx3HPP4e6778Zvf/vbsnp33HEHxo8fj/nz56N3795l5RdffDFeeeUVjBw5EocddhimT5+O999/H/PmzYtwHV+6dClOOukkdOnSBddccw3++9//4sEHH0SvXr0we/bswOcqhBAivCRSS0eMGIEffvgB3bp1w86dOzFjxgy8//77mD59eoSO/uc//0FOTg4GDhyIadOmlZW/+uqrOOecc3Dqqafil7/8JVasWIFHH30UV199NZ588smyert378Ypp5yCFStW4Ne//jVatWqFxx9/HGvWrMEHH3yATp06BT4HIUQKUipELWP+/PmlAGL+S1TbP/vZzyLqDhw4MGbdqVOnltWbOnVqVFlpaWnp7t27S++5557SDh06lDZs2LD0qKOOKv39739P41qxYkVp3759S5s0aVLaokWL0ssuu6y0sLCwWucqhBAiHKSKbpaWlpY++eSTpZ06dSpt2LBh6aGHHlo6adKk0j179kTUuf3220sBlM6fPz+i/Pvvvy+9+eabS7OyskrT09NLTzjhhNI33niDxrVw4cLSk046qbRRo0alrVu3Lh02bFhpcXFxtc5VCCFEeEmklk6dOrX0mGOOKW3atGlp8+bNS08//fTSt956K6reV199VQqgdODAgVF/e+WVV0q7detWmp6eXtquXbvS2267rXTHjh1R9b755pvSq6++urRly5alTZo0Kf3Zz35W+sEHH1QrfiFEaqJv+AohhKCkVfJ3iYcQQgjxI9JNIYQQwoc0M/Eoh68QQgjO9kr+3qSSvwshhBBhQrophBBC+JBmJpx6yQ5ACCGEEEIIIYQQQgghRHzQN3yFEEJw9KmrEEII4Ue6KYQQQviQZiYcvfAVQgjBqUyEhRBCCPEj0k0hhBDChzQz4eiFrxBCCI5EWAghhPAj3RRCCCF8SDMTjl74CiGE4EiEhRBCCD/STSGEEMKHNDPh1PkXvnv27MG6devQvHlzpKWlJTscIYSokNLSUnz33Xc46KCDUK+efDVFzSPdFELUFqSZItlIM4UQtQnpZrio8y98161bh/bt2yc7DCGEqBJr165Fu3btkhuEPnUNJdJNIURtIyU0E5BuhhBpphCiNpISuinNTDh1/oVv8+bN9/7P2rVARsaPf9hsKrLB9iEpO6LysgMzM12xrS8qqryS5ybwuhcuImW2H+w2ADQOeMyzHHUYLIaWAdsKyvToogNvqPy6uq4pwTtmAh+PjaPvzba3j+31WUvqfE7KvjDbB5A6LAY21tgY8WA1rRupw2J/1WwfQ+pcHCQgQnEx0L79j3NXMpEIh5KysffhWqB5Od2048HOIQDVGc/cGRQ6B7I5yeJdm79Eyux5/5fUYbppy9jcdhops7GyOeqE76LLVpA5xM6x3ucH26ek/4LqWE2z/hIyZqaQiqyfLV7dtP3HNIw9c9qxxY7n1dKgumnb6kbqeHSTPT8PJGVMdyoat6mkmYB0M4SUjb0/rwWaZsSuSMbGgefX7Ly5/gUy/3nmMTaumX4sJ2VWM9l8wdqycTFdZc/jti3yfH5gsXOtfrvpL8/xCAeeUTv00cv6N8g4iuc7C6uZ7DmLlVmdY2ObjSP2ztO2z2Jn52zbYs+bTI+tZrL9+pEyho016r1XMTAkRXRTmplw6vwL37Kf1mRkRL7w3WEq1ic7sxu7GSkz2u7+YnxGBQ8F+/BcIe/k2ZSUWRH2CrrnmI7To9hrU522gkLEwHVdPdeUEPjHFN7jsXFky7yh2+vD7gk2PtLNdiPnfl6B9WDvAaZz7D6xsbOY4jxGU+JngRLhUFI29ppnRL7wtTrJdDPo3BkUNgd6nl+996tH6+z8APD5zZaxRQeL3cbK5lyQ+YI9yNu2vM8PtinSf7XmR4ENSfBsPNB+NnjXSratH0gdNmYamm3vWGPXdRsp82Db8mq+jZ3FyfqPzSuOcZsSmglIN0NI2dhrmlHxC18yRGt83mxC4mPPvRZ2e7H7nt3npWbbzg2xyjzrBha7jas6/d7I9JfneIRao49e2Dj3TMHeZw5bz6OPANDAUcero7Ye22+3oy3vOtYTu+deZcdkX9BAiuimNDPh1PkXvkIIIQIiERZCCCH8SDeFEEIIH9LMhKMXvkIIITgSYSGEEMKPdFMIIYTwIc1MOOF94WsH1xpS5zhSdnDlTRestr9dAfCIIybGUlLG4vJwiqPOZ84YbD1Hv7hpFce2gtI3uqiglFzXOEHbPohUfDzgAYKm5WCTsL1X2Hg8kpTNMdtsrLH7kI0tG7unDgB8bbbfddRhXOqoI0RtpyUif0pttYDdr+TeZ/NbdsCfkRXkm7bY/crmFjYneSBa4DreElK2ymx3InU8+sfOpZT8Nt6boslDPDU+yWRPjx57BYOJBjNts/3n0UhWj11Ddu0Xmm2Wn9qjWUD0Tzq9umljZ8+Emxz7Md20zwUA0N/RVtBxLERNYu/N1UmJIhI2zzANs/OD92fp3R0xsLnHs9Zk86YnLpsbFUBBVJ4JJ2y+JTFk90yBn8onkp6TosteGRld5nmm8WgYe4fBtNaOGVbHq5l2HLFzYTmCrday+57l8LVx3UDq5A2ILlv4PKlosGM0ca80RApS51LKCCGEiBPbK/lXBfLz83HCCSegefPmaNOmDfr3749VqyLfgP3www8YNmwYWrZsiWbNmuGCCy7Ahg0b4nEmQgghROKJk25KM4UQQtR5tNZMOHrhK4QQghNHEX777bcxbNgwvPfee5g7dy527tyJvn37Ytu2H52ERo4cib///e/405/+hLfffhvr1q3D+eefH6+zEUIIIRJLnHRTmimEEKLOo7VmwglvSgchhBAVE8e8Sm+88UbE9rRp09CmTRssWbIEvXr1QlFREZ555hnMmDEDp512GgBg6tSp6Ny5M9577z2ceOKJ8QtGCCGESARx0k1pphBCiDqP1poJJ7wvfD152JzYXIQ0h+8DARtnOeRsrCz3Essz48nB581HZ3MtefMj2vZZHh0WA6vnyUkclKD5CllfdfguuozlW7SsCxhDULzXPmguzKA5g4PmtGT7eXIRsv22mW1vjtB45hJNBpXMiyUlJSgpKYkoS09PR3p6eqVNFxUVAQAOOOAAAMCSJUuwc+dO9OnTp6zOkUceiYMPPhiLFi2qsyJcq7D3MJuX2f1zb+VNF2BBdOGmn0WX2WN6tc7u57332f3q0TGWa9XOByyHL5sn7TzMjufVUvtM4ZknWVwkznjmamYUbHMknetKyiaY7erkYPdce8994e33pmbbm0fT7gcArc02G9tB750OpMzeA+x5oj8p83hXlG+LPGIllQTppjSzFmLvV5vbE0DBC9HzWuPLoufNAxyHKxhI5kiWJ9sSz+dlj2aynN9s3gy61vQ8q7D7lMXV2Wyngs9MQAouIhr9p4AazfL1Bl3nBV37eep4/FwAoD0ps/dr0LXmSlKH5f61+sv6heXr9Txz2OfwXWSfZKG1ZsJRSgchhBCByM/PR2ZmZsS//Pz8Svfbs2cPbrzxRpx88sn4yU9+AgAoLCxEw4YN0aJFi4i6bdu2RWFhYSLCF0IIIWqUILopzRRCCBFGtNasPuH9hq8QQoiKqeRT1zF3j8GoUaMiyjyfuA4bNgwrVqzAu+++W53ohBBCiNQiAbopzRRCCFEn0Voz4eiFrxBCCE4lIuz9SU15rr/+erz66qt455130K5du7LyrKws7NixA1u2bIn45HXDhg3Iysqq0jGEEEKIpBBn3ZRmCiGEqLNorZlwlNJBCCEEJ47OqaWlpbj++uvxyiuv4K233kJOTk7E37t3744GDRpg3rx5ZWWrVq3CmjVrkJubW63TEEIIIWqEOOmmNFMIIUSdR2vNhBPeb/jaZNYsqTczXCKGFlFGIt4E4UGTjduyeCaQ9xjGANE3oCdROxCdgN9jEBKr7Gmz7U2m7kn6z87Z0+8dBkQVZeP3UWUFcJjP1DSsj1k/eO4dhr3WXpMzZlxoY2WxM2zsXuM/u59XgNj4DnrvJIM4OqcOGzYMM2bMwF//+lc0b968LFdSZmYmGjdujMzMTFx99dUYNWoUDjjgAGRkZGD48OHIzc2ts0n0U561AMr7S3rmQDZnjI4uKnjEzIFfkv2Cmh56TDfZvBIUFifrB1vGjLXYPWfb9xp+sXlxhtlmfcXKbH954ow3HiMeNo7sc0fQ5zEg+rw917kq7VviqZs2du+YsbH3J3UYQc2RWV/ZuMr3S7Gz3ZoiTropzayFbAdQkQcWG9vEKOz7hWSN0NMYhA8ldfqS9geb7aAGWdUxyrZzgTWQBPw66sHu5zW7JKZ6UaZ3zNyLnU8qckN0UcGlZBydZ5wwBzqMxgHfeoZpDDPL84xJdg2tGRp7nmFxeq6h13DOtt/d0TbD+6zi6Xf7HL4NwMIqR5QYtNZMOOF94SuEEKLGmDx5MgCgd+/eEeVTp07FoEGDAACTJk1CvXr1cMEFF6CkpAR5eXl4/PHHazhSIYQQIrlIM4UQQgg/0k2OXvgKIYTgxPFT19LSyr/V3qhRIzz22GN47LHH4ndgIYQQoqaIk25KM4UQQtR5tNZMOHrhK4QQghNHERZCCCHqPNJNIYQQwoc0M+Hoha8QQgiORFgIIYTwI90UQgghfEgzE45e+O6DJaN/11nmSWRvk74D0YnEq5MQP14wQ5BLSRnrB4s1SgF8ifRZ4n5Wz8awjdS5jJR58Jj+EJhBmwvvOQeMi2Kvj9fAxe7HTCJY7EHNlrxmchaPsZHXMM0TOyOVDdk8SITDTXsAGRX8nY1vpnUzSZk112JjjRlK2LmyP6njGbcs9odJ2RDHvswgqz8p8xheMm1dabY7kzpMQxo72mdzGyvzzGVkzi0wP6/LTqvI0aiKsGcMj/Z4DdQ8+sfGWlB98pixeLXVE7vX/MWjm6zM80zL9ounEXEykG6GlyaoeK5k9+oSX1kBM3KzzCRl1mQsqIEUGdcZedHzObP3KphtYmfP+peQsqAG67bMa3bJsJrJYu/vbCvZeNeaC50mbR6sHjKDtrWkzJraeo3Zg2omm7etZrJnKs+zkXct6Lk32XwR9J5OFaSZCadesgMQQgghhBBCCCGEEEIIER/0DV8hhBAcfeoqhBBC+JFuCiGEED6kmQlHL3yFEEJwJMJCCCGEH+mmEEII4UOamXD0wlcIIQRHIiyEEEL4kW4KIYQQPqSZCUcvfCuCJfVmZhx2oLKk6Gww23rM+MWT6JuZc8TT9IIZb9ik9SwGds62LRYnM2JhSd5t33xP6nhgsTtMSeJqPuNN6M76xtMWG7e2rD+pkwpGgh7zGXbvMDz9zPrK7lfbTWW87NxaSYVmNRKGSBIvIXLs23HPDBvZvcjuKXtfM91kc7pti7XtMX9kxxtByhhsTrJ4dJNpJCuzhhzs/Jg2bCZldi7znAvDa/4Szwf5oKabHpNZNqezc7T91Z/U8ehmdYzjPG2x8WDLWJxBzWI9BnpBTeIY22P8fyog3QwtB56RGWGOU4DLIyu88Hz0Th1IQ541lWc9CkQbYjHTz4D3YbE1YwNQHNSsmBlPWeMuL3b9zuYwz/zOSLX5pgpkD4letxa8QMwAmTGYpTUp84xJpjtsTAYl6Phj194+O3jXxEHf3XgM59h9EsSo2OEBWWNIMxOOXvgKIYSIwbpK/n5EjUQhhBBC1A6km0IIIYQPaWaiqVd5FSGEEEIIIYQQQgghhBC1AX3DVwghRAwKK/m7PnUVQgghfkS6KYQQQviQZiYavfCtCJZvjOVJ8eQU9LTF9mN5hD1tJxpPLkIWlycX3GBSxnLd2P7yxhCkTqLx9AsQfc5sP1bmGUepCsthZPOEsmvoyVvM2mZt2bJE581OGdYnOwCRTGwO3SB5wgBfflSvbtp7z5Nzm5V571d2zp78bJ5+YLllWVx2vmNtjyZlLEeh7S82l3n0iNUhfZXdNH657m1bBdtIEjp2PraM9THTyHg+f9kY5jj3Y3myPXjGkTdvsUc3PePdmy/a++ydskg3xV6y8fuI7YKDSQ5f79rFo32ee2clqePN62thMbA5JOg8Zudgb+54q08sJ21/Usauhe135ilTm5//PWPGm9vd81zgWc8D0c9Hs96OrtPjZ9FlEyo5PuDPJ2810+MPUR1sDN7nz6B5i1MGaWai0QtfIYQQMZAICyGEEH6km0IIIYQPaWai0QtfIYQQMZAICyGEEH6km0IIIYQPaWaikWmbEEIIIYQQQgghhBBC1BH0DV8hhBAxCOenrn/729+qvM/Pf/5zNG7cOAHRCCGEqD1IN71IN4UQIuyEUzOBmtNNvfDdB0uMvZSUscTidt+gplle465UhJ0fS65vy6pjJmb3dSZOz04zxi+rifFLoq+FNWzxGhp4zHtYv7OxfKnzmEF4mJRdZraDmt2wfb1teRLbe8wyqmMgU1lb31Wj7bgTThHu379/leqnpaXhiy++QMeOHRMTULK4CEBGuW07Vr1zDTM5sYZwXiMtew976gDRBiB2Lo0FayuoSYc9RxYD6z+PbrI42Txltc1psmd1k0FN1BKJ17zE9hfTd9bvzOhnhNm+l9Rhem40P3uMz8yuoJ/p01dJJY9RHeDTzaAmhWxMegwCvdrNnr33sdXZRo0h3fRQF3Vz/RtFQNNyojnDVGD3FzNRW0vKPGtNVuYxLGX3Zt4fI7eH/jK6Tn+yX1CDNoZH+zwGzd2dx/PMfx2cbaUgBbOdGu1Zm7Mxw3TUjofLjoqqko1PHQckLCZleZGb9JzZdWZlLc221xzNY3rn0d+gprqx9q3oWEklnJoJ1Jxu6oWvEEKIGIRXhAsLC9GmTRtX3ebNmyc4GiGEELUD6aYH6aYQQogwayZQM7qpF75CCCFiEE4RHjhwYJV+LnP55ZcjIyOj8opCCCHqONJND9JNIYQQYdVMoOZ0Uy98hRBCiHJMnTrVVW/r1q1o1qwZJk+enOCIhBBCiNRFuimEEEL4qSndrBdoLyGEEHWeNHxT4b+6zKRJkyr8+3fffYe8vLwK6wghhAgX0s3YSDeFEEKUJ8yaCdSMbobnG77zADQtt22TXjPzmdWkjCXSt8m4t5E6LDm31zQmCCyJPUumbpN6e41f+jtisCY5QHS/e03bWAy2TwMarWV3iDZPKShNrPlMdp4xjmPHs8ZugM98YXbQqAIyLroo+07SpyMcffo0KWP3kzVgYP3gTa5vYYnuPf3O8BgD2OOlkAFNg2QHkER++9vfomXLlrjiiiui/rZt2zacccYZ2Lx5cxIiq0H+BKD8L43sHMvMZliXMD2y95THYAwATnG07dmP4TFMY8f0muD0N9tes1iPbnoNOGxbrK/YOTvIbuozIksoHt1k14bt52G0s17APo0aMyz2F0gZuw/tuImnbrLz8xgsMjzmyF9X8LckI90MsW6+BSC93LZd57F1ERvvnudQz7oIiJrjs3uS5/OF5Pl8tjFp8xqYMg3zmFixfrCGX97jxWl9SNsisD5NRezaEwAK8sm1t+fMrpfnnQLjhU+iyy5LYP+x2JneewzSvGs/D56+8o5bjwba41nj5CQSZs0EakY3w/PCVwghRJUIs0A8//zzGDBgAFq0aIFzzjmnrHzbtm3Iy8vDpk2b8PbbbycxQiGEEKmGdFO6KYQQwkeYNROoGd0Mex8LIYSIQZgF4sILL8SWLVtwySWXYNasWejdu3fZJ60bNmzA22+/jQMPPDDZYQohhEghpJvSTSGEED7CrJlAzeimcvgKIYSoMR577DEccsghaNSoEXr06IH3338/2SHFZPDgwbj99ttx7rnnYsGCBTjzzDOxbt06zJ8/HwcddFCywxNCCFHHqU2aCUg3hRBCJBfpZiThean+PYDyKWJmmL+zHC+NSRnL3+LJdcO4LnIze7Izl6zN1cLyHnlyoAHROV1YvhhPziRvfh+bj5XlVWRteXILB809R8hOS2w+JleOYJu7CojOk8euDcvL482dF4QJ0UUFExznx8Yoy9fbgZR58nEGJWiOJnY+LK9hZTmh0pEyxDuv0osvvohRo0ZhypQp6NGjBx566CHk5eVh1apVaNOmTZyPFh9uueUWfPPNNzj99NNxyCGHYMGCBWjXrl2yw6oZtgPYU27bo5uszKObDDK/eeZmOr/a+9Orm5sccbFnhXjqptU6Nq+wOZ61b/clXgLZnWtHPkKWPx43kDLbp+w6M1pWLZwyHPmbC/qRMcpit88BbHwwzWexW92sTl5LS1Dd9ObNrkg32XNDEomnbtZGzQRCrJvbAewutz3T/L06mulZ4zDNdOSXpXl9Z5s5Kqg+sjI297A1KvPSsXjy3rPjeec/E3v2ebVEH70wPyF7vbzvFNi4tfVIHZZDOmhe5IJXHOOWjdGgXkusHzz3alDNZLF7ngnj+I4k3mituZdE6mZ4XvgKIYSoEvEWiIkTJ2LIkCG48sorAQBTpkzBrFmz8Oyzz2L0aK/7Uc1w/vnnR2w3aNAArVq1wogRIyLK//KXv9RkWEIIIVKYeOpmbdJMQLophBCiaoR5rQnUjG7qha8QQghKZQJRUlKCkpKSiLL09HSkp0d/TXnHjh1YsmQJxowZU1ZWr1499OnTB4sWLYpHuHElMzMzYvuSSy5JUiRCCCFqC/HSzdqmmYB0UwghRNUI81oTqBnd1AtfIYQQlMp+ZpOfn4/x48dHlN1+++244447oup+/fXX2L17N9q2bRtR3rZtW3z2Gfs9UnKZOnVqskMQQghRy4iXbtY2zQSkm0IIIapGmNeaQM3oZlJN23bv3o2xY8ciJycHjRs3xqGHHoo777wTpeXy75WWlmLcuHE48MAD0bhxY/Tp0wdffPFFEqMWQggBAGPGjEFRUVHEv/Kfqor4Is0UQojajXSzZpFuCiFE7UWaWX2S+g3f++67D5MnT8b06dNx1FFH4X//939x5ZVXIjMzEzfcsNe94v7778cjjzyC6dOnIycnB2PHjkVeXh4+/fRTNGrUKH7BsCTYLME1M8Kwid+ZeQpLDj/5qMqi4thYWewMj3GO1yjAJkFndVhcth9Ysn1myBU0uXlt4WlSNpiUeczXWJL5RH6oFc+E9d1Jmeecg8YQFDa23yVlLC57D9i2tgaKKCFUJhCxflLDaNWqFerXr48NGzZElG/YsAFZWVkBI6wZfvjhB3z00UfYuHEj9uzZE/G3c845p8biSLpm2nuKjW/PmAei73+vbjpgxm5RpiBeE5KmpMzOsV59svOwR1tZ+2w+92p3Cht3VJXsO8l17kvM0OwzBbvOTDfZtbDPLGw/j3HN46ROUHNadp94TPzY+QU1cmOaaGNndRaSMmZCV5FusuuZROKlm7VZMwHpJsW71mRziMeILJ5rJTs/eO5xgJ+PnY+8ca5y1JFmVovsPMfzEusrpjFsjOS9Hbn90M+i65C1HzNyCwSLqRMpYwbhnmtf02tNj7EvK7MGiz8EiighaK35I4nSzaS+8P3nP/+Jc889F/369QMAHHLIIfjDH/6A999/H8DeT1wfeugh3HbbbTj33HMBAM899xzatm2LmTNn4pe//GXSYhdCiLpOPAWiYcOG6N69O+bNm4f+/fsDAPbs2YN58+bh+uuvj+OR4ssbb7yBK664Al9/Hf3klZaWht27d5O9EoM0UwghUpt46WZt1UxAuimEEMKH1pp7SaRuJjWlw0knnYR58+bh888/BwB8+OGHePfdd3HmmWcCAL766isUFhaiT58+ZftkZmaiR48eMRMvl5SUoLi4OOKfEEKIqtOgkn9VZdSoUXjqqacwffp0rFy5EkOHDsW2bdvKnFRTkeHDh+Oiiy7C+vXrsWfPnoh/NbloBRKjmYB0Uwgh4kU8dbM2aiZQ93VTmimEEPFBa829JFI3k/oN39GjR6O4uBhHHnkk6tevj927d+Puu+/GZZddBgAoLCwEAJp4ed/fLCyxsxBCiKoTb4H4xS9+gU2bNmHcuHEoLCxEt27d8MYbb0TN8anEhg0bMGrUqJSIMRGaCUg3hRAiXsRTN2ujZgJ1XzelmUIIER+01txLInUzqd/wfemll/DCCy9gxowZWLp0KaZPn44HHngA06dPD9ymTey8du3aOEYshBDhYb9K/gXh+uuvx+rVq1FSUoLFixejR48e8Qk2QVx44YVYsGBBssMAkBjNBKSbQggRL+Ktm7VNM4G6r5vSTCGEiA9aa+4lkbqZ1G/4/vrXv8bo0aPL8iMdffTRWL16NfLz8zFw4MCy5MobNmzAgQceWLbfhg0b0K1bN9pmzMTObwFoWG7bYybBkpR7TNu8pheln0RuE6OZBqRsZ6kjmXo8k4gzUxILS5pvE4QD0QY4LHavCZ09R+c5F5j+YwY/8aRgG0k8b8+RGbQFhfXDHMd+nuvsPZ7H1Gw1qcMMkjxGNt57zmPu4pkLvIZPrK3ZZtuaUuyIEZdICo8++iguuugiLFy4EEcffTQaNIj8gdE+05eaIBGaCVSimxX9nsprQMPuT4/ZKdGHgtVm/u7gnL+tcRczcfHG7plHmPmo3Y/F4Jl/4qmbBKZZ2U0Tq5NBsFoOwGci5NEUgBtx2uvqfXa0x2TjipmxWFMzZmjW2BmDpw47H8/Y8vQ7a4edD6tnn2HK3zs7K4hLJIW6rpsVamb9CoLxmpx5TLaDGiw6yR4SOecXvELmW6/J2QyzzeY6z5Bgz96eOTiojhOYmVh2z9TTRy8FQ8l1tdrnMQEF+HV9wZi0sWvBnoVsPe9a08bgvefY+tOzn/d5wlPHo5netaa9hrZfdsWISySNROpmUl/4bt++HfXqRX7JuH79+mWudDk5OcjKysK8efPKRLe4uBiLFy/G0KFDazpcIYQIFUFyJ9U1/vCHP2DOnDlo1KgRFixYgLRyHxClpaXV6MJVmimEEKmNdFO6KYQQwoc0cy+J1M2kvvA9++yzcffdd+Pggw/GUUcdhWXLlmHixIm46qqrAOw9uRtvvBF33XUXDj/8cOTk5GDs2LE46KCDypz3hBBCJIakCkSKcOutt2L8+PEYPXp01KKxppFmCiFEaiPdlG4KIYTwIc3cSyJ1M6l9/P/+3//D2LFjcd1112Hjxo046KCD8Ktf/Qrjxo0rq3PLLbdg27ZtuOaaa7BlyxaccsopeOONN9CoUaMkRi6EEHUffeoK7NixA7/4xS+SvmgFpJlCCJHqSDelm0IIIXxIM/eSSN1MKy1lSdDqDsXFxcjMzAS6FwH7Zfz4B5sDheVLYjlN25Oyno79PIwjZaMd+8UzX288CZoLzpN7jrXFcgw5SCM5fA8K1hSF5Xty5QFk19Xmr/Lm92E5fD05BVlu4YvN9kukDst9aHM0sdjZvcNyYcZrzLN8U57cnmyMsn5fScpszt6ovErFwJJMFBUVISMjA8nkjEryW79Rt+UDADBy5Ei0bt0av/3tb5MdSo1Rpps5RUC9cmPQ3rNe3WRzs63X3xmcuc/imVuW5oSNJzaPYX9Sx5uj0OKdkzy6ybTAPJ9k35n8nIUFS5w5JW2fBs2Bx9rvROqMiC6yXgF0rM0kbXnyEbJ7jpV5ckEzbN8w3WRa19pse3MdMg22ZeVj2FMMfJUamglIN4Hw6WaZZu5XBKSVG4M7v4usmNk8emd2r7I5+Fiz3Z3UYfeTuV+zxyTYt+QhMr5trm52fmR+yD7PzJtsPeWdzy1ezfS8L2Cx15K8vgWzHT4zzJOH+RSyudvCxnvf6CLbf/TaM422+sR0x/NMyvb1vtew7Xs0DYh+x8TyCrPjVVUzAaC0GNiVGropzdxLInVT36IWQgghYrB7927cf//9mD17Nrp27RqVRH/ixIlJikwIIYRIPaSbQgghhJ9E6qZe+AohhKBIIICPP/4Yxx6796s1K1asiPgb+3WAEEKI8CLdlG4KIYTwIc3cSyJ1U30shBCCorxKwPz585MdghBCiFqCdFO6KYQQwoc0cy+J1M3kZ9MXQgiRkuxXyb+6ykcffYQ9e/a463/yySfYtWtXAiMSQghRG5Bu+pBuCiGECKtmAjWnm3W9H3+kCSLP1iZh95pJbHbUY/t5TKYmOOog2vyDkXDzGQ8ssb0tY+YfXhMPT7+zGIxZAPMtLCC7WTzXAeCJ+6Ouj9c8wPYDG1ceswJvPRYDM2mzMEMGT9sskX48TQntOTODJHYtbD2vCQDrB2t0YI+3k+yTJMIjEJEce+yxKCwsROvW1nWIk5ubi+XLl6Njx44JjizJ2HHv1U3PXMPuRda+KWNa552bPfsVbHIYg3n7wc4H3nnEY5rFjsf6dDUp8+x3Q+RmwQTfM0bQa8Eo2OY4JovdM397dZO176hTgOLK92Pa4zGjZTrj2Y+5075Kymx/sT5g5jL2ecWrkawfKnr22U3qJxHppnSzSniMwoBo4zMGm9uY8XECyb6R6OhYM3czEzAPXp3zmGaxtpg+2md2p0E4NRkzpISxm7dPPfsxrLaya+EZo0yjPWvNxqSsAylzPBdYE0EAKDiVXGfzvOTqTyDa1Judn1czK3vuKQU8jyU1QVg1E6g53QxzHwshhBBRlJaWYuzYsWjSxPdpw44dOxIckRBCCJG6SDeFEEIIPzWlm3rhK4QQghLWvEq9evXCqlX2o/bY5ObmonFj9jUCIYQQYUK66UO6KYQQIqyaCdScbuqFrxBCCEpYBWLBggXJDkEIIUQtRLophBBC+AirZgI1p5th7mMhhBAVIIEQQggh/Eg3hRBCCB/SzMQTnj4+BkB6uW2bzNprNMMSY9t67zr3s2WsDknpUfBCZILw7MtSIOk7M5E5LmBbLKE7S3juSdbuaZ9de0fs8TQLonjSuXiNjtj5WNMEX77w4FijAzbe4wm7f23feE1kZjra9prQDTbbs832DwDmkP2SQJh/ZiMAnAigYbltO9+w+8Crm9YcxWu6acuYRgacmwtWOgzagGgNYfMr6wc7H7D73GNc6TU29ZhSek1mPbpJ5k57LaqjkdlNI/el5rRBdZP9Qu5YUmYNfNqTOtQMqHllUfm0m+mT14TO1vuI1LmYlE0z22yMsnvVahszamL7eQx8yt87JQA+dexTQ0g3Q0wuIlfWa8x97zXI8tzTS0gd9hxvjU5nE33Mi6O55k1kXr7z7cjthT/ztWWNz5jOedaC20iZ9/nFoymsjuM9Q6KvhQvP+Xmf6zzmYc61u8vo1KOZnmsD8Hc3RotYTNnziZGbNbX1aqaNwWtUx9q/tJLj7UT02jZJSDMTT71kByCEEEIIIYQQQgghhBAiPoTnG75CCCGqhARCCCGE8CPdFEIIIXxIMxOP+lgIIQRFAiGEEEL4kW4KIYQQPqSZiUd9LIQQgqK8SpFs374dTZp4Ep4JIYQII9LNSKSbQgghYiHNjCbeuhmeF75HINKUw2OCwhJqs2TZNqm203wtqsx7XU0i7oJLSYJ8LzYBPjNf8yRF9xoR2L5hCclXkrKepMwmKffGYOsxgxBPWywBPzH9ye6cwAT87NqwMcqMDoK2bxlEyqYFPJ4Xdn0s7D6cabZZonvWV8xsxuI1gLDX5zyz/R2A0Y7j1QDhEYjKuf766zFt2jQcdthhePnllzFx4kRs3LgRp59+OoYOHZrs8BLDEQAaVfB3r2kHm5M2O47vMfdw6mbBQDM3TyOVmF54DBof9sWA7pW0EysGj26y/Zi2efrUo5t9SR0WlzEhsaazgN94tmBTNZ51KqMDKWNaENTAx5Qx8zpqQueJyWE2AyD6GrJ79S1S9rTZZrrJxoznHmd4THr7l/v/bQAeDXisBCDd/JHQ6eYRiDQ6tcRzrcnmGY/5MjM6fYXMy+c5jE6J6RjlOGPSNtO3W9Ra02u+ZvuUzUVsv06krLPZ9pq821it/scgSiPJfJg9JgXM2hO91rwo0vDQMx4BYvR3c3Sd7MVEfy8iY9me48Jo89UCkP2sJrO+8j5vWtj485jo9if7zHQcrwaQZkaSCN2UaZsQQgjKfpX8CxOvv/46vv76a0yePBmnnHIK2rVrhyuuuALvvPMOxo4dm+zwhBBCpADSzR+RbgohhKgIaWYkidBNvfAVQgghKiEzMxONGjVCbm4uMjMz8dvf/hbnnHMOfv/73+P1119PdnhCCCFESiHdFEIIIfwkQjf1wlcIIQSlQSX/wsSmTZswc+ZMfPXVV2jatGlZef369VHq+Sm2EEKIOo9080ekm0IIISpCmhlJInQzPN+UbozIHDE2LxDLr8LyKjFYHpaahOXMYTGxHDlzHHVYrj7bX6yvPHkGWb7eZaSM5T6ybbEYWD/Y/mLn7M1lbLk0usiVl89Lf7PtyS8J8Dw9tr88eXEJ2dNJLqQHyDl77ycPnmvB+ma12bbzAMCv/Vqz3Z7U8eYztdh7qdixTw0RHoGI5s0338Tpp5+OtP/LtTlq1Cj8/e9/R35+Pv7973/jpJNOQqdOndCpUyds3hw0WWUt41izbXPbAf5c9J5cZR7Y8dhcNsFsW+0D/Lpp87OxOp78uUHzujHNZ2Us16qNNahuMlidxmb7++gqVCNZXuSg3gv2Gcabg5Gdj23f488AAC+QMsvFpOylSo4P0OcOd99YmP7Z8cDGlWc/Nt69PgS2Xvm2vyP1k4h0U7pZhr1X2DOnVzM9XhJBIXNDVH5epgssf7h3TWU5mZTFSzO9mhY0d7JHP4j2udZwLOeyzVMLILtnwLy+QX16WJlHM51rzew/BTsf2w8F/aL7ivVfYNjY8mhfPDWTldlrYdti+bCTRJg1E6gZ3dQ3fIUQQlCSkVfpP//5D66++mrk5OSgcePGOPTQQ3H77bdjx44dEfU++ugj9OzZE40aNUL79u1x//33xzWOvLw8bNr04wpr5MiReOaZZ7B48WJs2bIFL7zwAs4//3yUlpbi5JPZSkUIIUTYkG5KN4UQQvgIs2YCNaObYX+pLoQQIgbJ+CnNZ599hj179uCJJ57AYYcdhhUrVmDIkCHYtm0bHnjgAQBAcXEx+vbtiz59+mDKlCn4+OOPcdVVV6FFixa45ppr4hJHZT+bycnJQU5ODs4+++y4HE8IIUTtR7oZG+mmEEKI8oRZM4Ga0U298BVCCJEynHHGGTjjjDPKtjt27IhVq1Zh8uTJZSL8wgsvYMeOHXj22WfRsGFDHHXUUVi+fDkmTpwYVxEWQgghUh3pphBCCOEjbJqplA5CCCEolf3MpqSkBMXFxRH/SkpK4h5HUVERDjjggLLtRYsWoVevXmjYsGFZWV5eHlatWoVvv/02bsedPHky5s2bF9c2hRBC1F2km9JNIYQQPsKumUDidTM83/C9GEBGBX/3Glax5Nw2EbY3ubnHQMNjfMbwxsAM2SyeOL2mA0EN7lgieJtUPqgpWFDTO2a+UNN4zfKYyQpLBm9xGAHF1ZTOazxkYWObmTL9w9FWa1JmDZi8RjO1nMoEIj8/H+PHj48ou/3223HHHXfELYYvv/wS/+///b+yT1wBoLCwEDk5ORH12rZtW/a3/fffPy7HfvTRRzF+/HikpaWhffv2OO644yL+ZWVlxeU4Kcu1iNRNe5+xuYbdG/HUTTsfsDnQa2pmYSYWrMwzH7C4PHOEx/ylOnpr9/XMrwxrgFmd47HrfB4ps33D+th7LTwxsOtlyzxmKQAwxGzfSOpYgzYvzDjJc11ZnEw3WfuWlqQskbpZfr8UMjoFpJuh1s2LADQttx3QDJnqQAez7dVMzz3G9rPzudfkibVl004yAzP27O3BOwd7YBpmjUeZiTjD9oPX5CygRhcMJWsxYwyWvZgYobG47JzP3hWwMep57nE+I1pjtaCmdNmziLH4paSv2H3iuYZMH60hm/e+9JjCet91VNbvcVy6V5ewayaQeN0MzwtfIYQQVaKyvEpjxozBqFGjIsrS09Np3dGjR+O+++6rsL2VK1fiyCN/fLotKCjAGWecgYsuughDhtg3Jonnk08+wa5du7Bs2TIsXboUS5cuxVNPPYW1a9ciLS0NWVlZKCgoqPG4hBBCpCbSTemmEEIIH2HXTCDxuqkXvkIIISiVCUR6enpM0bXcdNNNGDRoUIV1OnbsWPb/69atw6mnnoqTTjoJTz75ZES9rKwsbNiwIaJs33a8vj2Ulrb3WwEHHXQQDjroIPTr16/sb5s3b8aSJUuwfPnyuBxLCCFE3UC6Kd0UQgjhI8yaCdSMbuqFrxBCiITTunVrtG7t+81eQUEBTj31VHTv3h1Tp05FvXqR6eZzc3Nx6623YufOnWjQYO9nw3PnzkWnTp3i9hObilxTW7Zsib59+6JvX09OHCGEEKLqSDeFEEIIH7VNM4Ga0U2ZtgkhhKA0qORfIigoKEDv3r1x8MEH44EHHsCmTZtQWFiIwsLCsjqXXnpFsGEfAAEAAElEQVQpGjZsiKuvvhqffPIJXnzxRTz88MNRP/mpDm+88QYyMzPj1p4QQoi6j3RTuimEEMJHmDUTqBnd1Dd89+E1QQlqcBIUlhSdlVlYgvBNpMwm9WZtBzUd8CRAX0nqHEvKmFmA51p4TM1YO6zMJmFn5iasr/qTskTCzvlSUuYZ8w6TvQZp0Qnxd64kn1Z5rpfX0MfG7jVpstfQayLjMR1g9w5ry8Zgr9d3ZJ8kkQyBmDt3Lr788kt8+eWXaNeuXcTf9n0KmpmZiTlz5mDYsGHo3r07WrVqhXHjxuGaa66JWxz6FhJhptl+hNT5iJQFNcPw3PtejfQcjxnJsHrWPMdrXmeZQcrYXG1j8JiYsv2A6GvB9MKjm+1JnU6kbJXZZrrJ+q8/KfMY/bF+94wZpj3sWti+YTF4ntEI2URLC7Y5nFW8z6VWz2taNz0xxcLGVf46bHW2UUNIN8U+svOCGU1Zwyo3QddrbD+77tpM6njXjNbU0av3tv3zJkXXGTsyuszOiUENoYFoMzmvCbvnWjDdtrF6NZPdekbDCrxOXUEN3fuTMs+zEDmfoCZtlsD3EhAdu9VCgGvYYruQax5dxzOOvGtNdi3s+xWP6WOSCLNmAjWjm3rhK4QQgpIMgRg0aFCl+ZcAoGvXrli4cGHC4pg4cSKOO+449O7dG9u3b8fkyZOxfv16/OQnP8F5552nbzEJIYSIQrop3RRCCOEjzJoJ1IxuKqWDEEIISjJ+ZpMqTJw4ES1atAAAXHLJJXj00Ufx5ptv4rrrrsNBBx2E6dOnJzdAIYQQKYd0swUA6aYQQojKCbNmAjWjm/qGrxBCCGHYtGkT2rZti//85z844ogj8Ne//hUAsH37djzxxBMYOnQosrKykJeXl+RIhRBCiOQj3RRCCCH81IRuhueF73ZEnq0nB2hN5+tlMbBcLTaHjDcPC8sFY9tiOdfi2Q+2LW/eU5bDyJMXiNWxuQe9uQ9tGcvbEzQPZaIJejxHDr6dQ0l+pHGk4ksBY/Dkx2Tn57kW3vyLtp63Pz15vew2y1edJMIjENEccMAB+Pbbb7Fo0SIMHz68rLxJkyYYOXIk9ttvP9x11111e+H6XwDNym33N38fQvLpbSf59Dx5VT35ZoHo+5PpJpubrdZ586yye9ijm6eQMnuOnny9rH1v3nn2KzSPnntytHYndTx5kVnbjR0xsX2D5qDz5lsM+uzjGe9B2/JqHbsvalo3bZn32nuerb6u4G9JRroZYt3cDJ4LvgIK8skzdNB1Q1BvDubx8g+z7c1Vz8qWmW3vWnOJ2V5Ini9mkv2CaibL0Ro0d7zVGa+eeObNeK4hWf7c8+KTP5dRMJuMd0++d2/7QXP2BvVioPqz3tQhOXzZfei59gyvlpfnB2fbNUCYNROoGd1USgchhBCU/Sr5V5c57bTTcMstt2DixIkoKiqK+vuZZ56Jjz/+OAmRCSGESFWkm9JNIYQQPsKsmUDN6KZe+AohhKCEOa/SxIkTsd9+++Hggw/G/Pnz8corr2D37t1lf3/11VfRsqW1nhZCCBFmpJvSTSGEED7CrJlAzehmGF6cCyGECECYBaJt27aYOXMmAGD37t0YMWIErrrqKhxxxBHYtm0bVq5cibvuuiu5QQohhEgppJszAUg3hRBCVE6YNROoGd0Mex8LIYSIgQRiL/Xr18ejjz6KwYMH4y9/+Qu+/fZbjB49GpdffnmyQxNCCJFCSDf3It0UQghRGdLMH0mUboanj5ug4uTXLJl60KT5LBF30GT7rC1WFrQtCzMzYaZmth4zVWP7WViidm8MFnZ+zLjE4k3UbuNiMXmvlx1vrE7QJPYPk7LWpIwZBgXh8Ti1Ewt2H9r+8prl2WvoNY6wY8Rr2OcZ33a/78g+IiXo1q0bunXrluwwao6WAIjXRBmlxECFzblsTo/Xfox46iaLy2PiyOYROx+8S+p4TES9utmZlNlYmUnNSlJWWUysbSDalKsvqeO9XvYc2bVh/Xda5Gb24uCGNAUrjSFMQCOeglKnsUxQw1CP+WhQ40J2zmz82fbZ8ZjBFWurorlgawV/E0knVLrZEkDTHzcLBpr7vD/ZJ6gpl2eOBHymhqtImb1fveaIQQ0cma5ZDWOayQxS7fFY294YLEFNMoOavXnMa2OV2baCPhvFkey8aP1lRmse87XsnnE0l/PooVczGxwRue19Zguq0d7xXdGxREoRb90MzwtfIYQQVSIMuZOEEEKIeCHdFEIIIXxIMxOPXvgKIYSgSCCEEEIIP9JNIYQQwoc0M/Goj4UQQlAkEEIIIYQf6aYQQgjhQ5qZeNTHQgghKPqZjRBCCOFHuimEEEL4kGYmHr3w3QdLjO01VLHJsr0J1m3CbJb03WMA5zXxYHHZ9tk5v0DKbCJ9b/Jvm6ScGcZ4TM4YnoT1rH2vWdBqRwysDusbe96szmBS9rSjzmXRRY1bRye2//5SkxDfa0TgwZug3oPHRI2ZBrLzsYZBrG2PIQ2759j48yTSr2HDBCECY8cumx+C6ia77zz3RlDDLy8e3WT9MJOUeXSMzVu2/9h8x7TU8yzC5i1m8rnWbDNjN7bfZsd+tg4AbCNlHt0kBj7WpC3KeA1Admen+YvHBIddC89zGrteQc1bmZGRHaceQ0LWltfs1J6zx9jN25Z0U9QG7Fhm8wCbLzzPod61poXdO971U7xg58x0zWuKafEYfDIt6uBom82RLUmZ7WfW7579GN5nnKBrzQRSMJuYsXnWmuTeKXjFaX7qwfMM6nmXA/g0sxMpa2q2vSaMnnvVawAn6iT1kh2AEEKI1GS/Sv6FnXr16uG0007DkiVLkh2KEEKIFEC6WTHSTSGEEPuQZlZOdXVTL3yFEEJQJMIV8+yzz6JXr14YNmxYskMRQgiRAkg3K0a6KYQQYh/SzMqprm6qH4UQQlCUV6liBg0aBAC44447khqHEEKI1EC6WTHSTSGEEPuQZlZOdXUzPC98lwNoVm6b5RS02HyfgD9froXlp7FtefOy2HospsaeoBCd04XlmWF5+ex+LE5WZvuBXQfWV568OawtT35H1n8st9Mys21zGrKYYmHz9LA4WS5MT64l0u/flzryHHnz0tqcUPHM1+vFk1OX0d6xH7sWnjzdQXMt2uvsHUM1QHgEomIWLlyIJ554Av/617/w8ssvIzs7G88//zxycnJwyiksWWYdYTki5yqric4cqoHz8LGcfvbeZzEEzW3onUfsMdnx7FwDROeltToQq60WZnsdqcP0wpOX3ZMjHYieF1nsLC+jRy/Y8Zie2+vD9psRXVRg9Y/EGVUH4P3neW5jcdl+Z+PDk+OWjdF45vljeO5f5l/Q3Wx7nrtjYfthYbn//6Ea7SYA6eZeQqmbaxF5j9rT9M51QZ8DPZ4k8dRMBpujPJrJ5hm7H5vDyPGye5q87QvJ/M6e9Vnf2Hoebw4AWEXKLHZdCUTrkzdOT95ndk3Jc1ZUf11M9nuAlHnWT951l6ffq6MpHoKuNT3nzLwL7PsWj656seOqJGA7CUCa+SOJ0k2ldBBCCCFi8Oc//xl5eXlo3Lgxli1bhpKSvU9JRUVFuOeee5IcnRBCCJFaSDeFEEIIP4nUTb3wFUIIQVFeJeCuu+7ClClT8NRTT6FBgx9/eHTyySdj6VL2lUYhhBBhRbop3RRCCOFDmrmXROpmmPpRCCFEFVBeJWDVqlXo1atXVHlmZia2bNlS8wEJIYRIWaSb0k0hhBA+pJl7SaRu6hu+QgghKPrUFcjKysKXX34ZVf7uu++iY8eOSYhICCFEqiLdlG4KIYTwIc3cSyJ1M0z9GIn9ZrTXdCwoHtMxhjV5YXhNQzxmH17zD4vXlMdTj9VhhjQWbyJ9W8b2Y2ZBNoG81xSlAynz4DF+YX3Fkt97jV4szLjQxsX6wWPew2Lynk9lMcXCGiSwa9+SlNl+D2rQxtoKagRZA4RXIH5kyJAhGDFiBJ599lmkpaVh3bp1WLRoEW6++WaMHTs22eHVLDPNNptDvCYaHl3Z5CzztO05nlc3bRmbt753HK8nKWN9ap//vIYtHgNUr2GQNYL16mZQszw2D1ujOO91tnGxc2bPGOxa2PN+hNS5gZQ9ZbbZ+GC6aZ8B2fOEx+wNCG4E5THeY9eQGf5amL6z87ExlB8LKfbVFemmdLMMz/MeK2NmTZ5ndo9Rp3c/W+adP4Jqpkd/nXNPQb7DqJq1xfrKzsFB15pM05jueNZY3jWdred9r2H7YRqpw64Xu64zIzezp6dFVaGmemY/91rTwvqdaZNnrem9B4Kam3vuE+8zh72G9ngpZHYqzdxLInUz6Y9JBQUFuPzyy9GyZUs0btwYRx99NP73f/+37O+lpaUYN24cDjzwQDRu3Bh9+vTBF198kcSIhRBChIXRo0fj0ksvxemnn46tW7eiV69eGDx4MH71q19h+PDhNR6PNFMIIUQqI90UQggh/CRSN10v1R95hH2cUDFXXnklmjdvXmGdb7/9FieffDJOPfVUvP7662jdujW++OIL7L///mV17r//fjzyyCOYPn06cnJyMHbsWOTl5eHTTz9Fo0aNqhyXEEIIH/WS/pFg8klLS8Ott96KX//61/jyyy+xdetWdOnSBc2aNatwv0TopjRTCCFSG+lmMN3UWlMIIcKHNHMvQdebHlwvfG+88Ua0a9cO9evXdzW6du1anHXWWZWK8H333Yf27dtj6tSpZWU5OTll/19aWoqHHnoIt912G84991wAwHPPPYe2bdti5syZ+OUvf+mKRwghRAB8U37CKCkpQY8ePfDhhx9i2bJl6NatW9nfPvroIwwbNgwffPABWrdujeHDh+OWW26J6/F37tyJM844A1OmTMHhhx+OLl26uPdNhG5KM4UQIsWRbgbSTa01hRAihIRcM4HqrTc9uNNm/O///i/atGnjqluZ+O7jb3/7G/Ly8nDRRRfh7bffRnZ2Nq677joMGTIEAPDVV1+hsLAQffr0KdsnMzMTPXr0wKJFi6gIl5SUoKSkpGy7uLjYFYsQQghDkkX4lltuwUEHHYQPP/wwory4uBh9+/ZFnz59MGXKFHz88ce46qqr0KJFC1xzzTVxO36DBg3w0UcfBd4/3rqZCM0EpJtCCBE3pJuBdVNrTSGECBkh10yg+uvNynC98L399tur9HXi3/72tzjggAMqrffvf/8bkydPxqhRo/Db3/4WH3zwAW644QY0bNgQAwcORGFhIQCgbdu2Efu1bdu27G+W/Px8jB8/PvoP3yMyY/ES8/fzKg03Nh5TEo+hCmtnMymzSb2tmQrgTypvE5AzkziWyLy/43iMh802My4ZTcqCmsmx2O1+7NowszIbA0sE35mUeYzqPAZtDK9hn9dUz8OlZttj0MZg19RzvYDoc2TnfCwps/eT1wxhpdlm48OLPeYpZvu7arQdb5Iowq+//jrmzJmDP//5z3j99dcj/vbCCy9gx44dePbZZ9GwYUMcddRRWL58OSZOnBh3Eb788svxzDPP4N57763SfonQzURoJlCJbpb317D3NbsPvHOSZ/5m86mdI1jbHuNKr3kJm+etbrFzYTHY/mK6yfZ72nE8ZtoR1OSHxWDPmcV+Mimz/c7mV2ai5jH/Y+fHzI7sMeNpaDbYcTwAuMxsM41kBj6e2Bmsnkc3PWZK3r7yPON6jZPsMcuPj63OeGoK6WYg3awTa83NiFxHrTJ/t897AJ8vmPZ57n2PpnjnfI9mes3D7DE98xPg00zP+bBsIWzuZrHbdbG3/yzMcJONBw9ezbTXh+mj5z2DF7af6ecCEIM2z3sGpgtMRz3PHMz81/vsaglqNu4xWGTjgz1nsbbsuLVxBn3mSQTSTADB15se3C98q8KYMWNc9fbs2YPjjz8e99xzDwDg2GOPxYoVKzBlyhQMHDiwSscsf+xRo0aVbRcXF6N9+/aB2hJCiFBTiQjbb7kAQHp6OtLT06t12A0bNmDIkCGYOXMmmjSJflpbtGgRevXqhYYNG5aV5eXl4b777sO3334bkZuvuuzatQvPPvss3nzzTXTv3h1NmzaN+PvEiRPpfonQzURo5r5jSzeFECIOSDcD6abWmkIIEUKkmQCCrzc9VDlN8ldffUWdS7/44gv85z//qVJbBx54YFSOis6dO2PNmr0fjWRlZQHYe0HKs2HDhrK/WdLT05GRkRHxTwghRPzJz89HZmZmxL/8/PxqtVlaWopBgwbh2muvxfHHH0/rFBYW0m/j7PtbPFmxYgWOO+44NG/eHJ9//jmWLVtW9m/58uWuNuKlm4nQTEC6KYQQNYV0c3ml+2utKYQQAgiHZgLxWW/Gwp3Ddx+DBg3CVVddhcMPPzyifPHixXj66aexYMECd1snn3wyVq2K/L3L559/jg4d9v7uIScnB1lZWZg3b15ZAuXi4mIsXrwYQ4cOrWroQgghqkIln7rab7kAiPmJ6+jRo3HfffdV2N7KlSsxZ84cfPfdd+5v7ySa+fPnV7uNeOmmNFMIIVIc6Wa1dVNrTSGECAnSTADxWW/GosovfJctW4aTT45OIHLiiSfi+uuvr1JbI0eOxEknnYR77rkHF198Md5//308+eSTePLJJwEAaWlpuPHGG3HXXXfh8MMPR05ODsaOHYuDDjoI/fv3r2roQgghqkIlIlyVn9TcdNNNGDRoUIV1OnbsiLfeeguLFi2Kavf444/HZZddhunTpyMrK4t+GwdAhd9kTRbx0k1pphBCpDjSzWqjtaYQQoQEaWbCqfIL37S0NHz3XbSrUFFREXbv3l2ltk444QS88sorGDNmDCZMmICcnBw89NBDuOyyH90tbrnlFmzbtg3XXHMNtmzZglNOOQVvvPEGGjVqVNXQI2lqtr3Jqz2JuL3Y5PAs4Toz8bDJxr2J4FkyemsGYw0GAN43HhOwOaTsH452WB+zRP02WTvbjyVc9xjZsP6z5gFBk9ozvEYEQc3XWLJ7j/kR6wdPDB4TP69pksdgh7XFYrBlLOE/6yvbvtfszRN7ZdvJpMoKEZvWrVujdevWldZ75JFHcNddd5Vtr1u3Dnl5eXjxxRfRo0cPAEBubi5uvfVW7Ny5Ew0aNAAAzJ07F506dYp7TqUJEyZU+Pdx48ZV2ka8dDOpmgn45ryghiZePLrJjEzXmm02P3gNdWaYbY/JFOCbO5nm2zKvbnrMc1jsbN5ifWrpScryzDaL3TvnzTTb1kCU1QGir6vX6I+VzTbbzHiWjSNbFnR8eHWTGfBa2NhmMdh7xZoeA/zZ0bbvvc6sXkU6ya5BMpFuVls368xaMyiee8V7P1njUY+5FxA9/zHN9LZl14NezWRzvMVjgMliD7o+ZLrA5lvP85LHfM075xPSeqZFbJcuJIZp7Fp41nDeZz3bPuuXoOvpTo46bPpksdtnRAaLk/WVfV/AxqjnmY3F2d3ZljXjs++9Ukk3pZkA4rPejEWVu7hXr17Iz8/HH/7wB9Svv/eV/O7du5Gfn49TTqm63eRZZ52Fs846K+bf09LSMGHChEo7QQghRJxJgnPqwQdHPj3tc+0+9NBD0a5dOwDApZdeivHjx+Pqq6/Gb37zG6xYsQIPP/wwJk2aFPd4XnnllYjtnTt34quvvsJ+++2HQw891CXA8dRNaaYQQqQw0s1q66bWmkIIERKkmQDis96MRZVf+N53333o1asXOnXqhJ49936dY+HChSguLsZbb70VOBAhhBDCQ2ZmJubMmYNhw4ahe/fuaNWqFcaNG4drrrkm7sdatmxZVFlxcTEGDRqE8847z9WGdFMIIUQyqU26Kc0UQgiRTGpSM4H4rDdjUeUXvl26dMFHH32ERx99FB9++CEaN26MK664Atdffz0OOOCAagUjhBAihUjCp66WQw45BKWl0T9D69q1KxYuXJiEiICMjAyMHz8eZ599NgYMGFBpfemmEEKEBOkmpSq6Kc0UQoiQIM2MSVXXm7EIlDXjoIMOwj333BP4oEmhHYDm5bZtHhaWy8eb39Pm22H5XILmp2H5i1huXA/eHDIWlj/I7sfyzLDjefKVevM92mvhzf0bz/yyATkgLTKv0jdkkqF5AOPJarPNcvCxvFT2mrF5sDMps/cAy13F7i9WZvMMsraCXmfPtWfzhTeHb4LHVlxJARFOVYqKilBUVOSuXyt1syUi837Z+8yrmytJmc1D5tVNe/+wGEaQMpuv3otHN4Pm9GaaVdO6yWB5XNmcbmHzcFBILuPsyyJ1s+BIopv9Ax7Pew1tXjxvLkp77dl1Zv3uyVnN2mL5CIPqpu0H1i+Vp8zj96q3TLpZJ6iKbtZazSx/f3j8YrzPvZ7cruzetMdkWngDKWP55D0wvQ+61rSxe3LEMryayeqxtZGF5ZK1c2k8c9fOjC7KfjAtutBQcBopZF+Yt3Owd/4N+tzDsH3KroNnjc/qsDz0LC6PZnr6hvULG7fWK8G71mTj1ubuTmWkmRVS1fUmI9AL32+//RbPPPMMVq7cO6t36dIFV155pT51FUKIuoREGI888kjEdmlpKdavX4/nn38eZ555prsd6aYQQoQA6WZcdFOaKYQQIUCaCSB+601GlV/4vvPOOzj77LORmZmJ448/vizACRMm4O9//zt69epVrYCEEEKkCBLhqOT89erVQ+vWrTFw4ECMGTPG1YZ0UwghQoJ0s9q6Kc0UQoiQIM0EEJ/1Ziyq/MJ32LBh+MUvfoHJkydHOKded911GDZsGD7++ONqBSSEEEKkCgsWLED79u1Rr169iPLS0lKsXbsWzZs3j7Hnj0g3hRBChIXq6qY0UwghRJiIx3ozFvUqrxLJl19+iZtuuqlMgAGgfv36GDVqFL788svAgQghhEgx6lfyLwR07NgRX38dnUjrm2++QU5OjqsN6aYQQoQE6Wa1dVOaKYQQIUGaCSA+681YVPkbvscddxxWrlyJTp0is2mvXLkSxxxzTLWCSSjtAWSU27ZJtlnybG9i8Zo2k+hrtr3GLyyRvsdIy2OcwxKGs0Tptn2WVNxrAGevGYuTxcCMUTwxBE2uT6AmbRZ2zkH7ndWzZhJ2XAG+RPMdSB1PH3uxSewBn1Eiw2Pu4DFW8BpvsIT7tm/iOK7iToiENhbMtRUAtm7dikaNGrnaqLW6ac1OLUGNQAHfXMaw9xS7xxj9zTa7X9n5sDKPbjJt85hftSdlHrMe1n/MmMSej1c3+5MyyzhSZuc7Zkb6CCkbHV1UsMnciyx2ZmrrmWOZZnnGllc3rUmq99nEM2YYbIzYceQ12fOYN3meg73GSZtImTUNLN8PexzHrkmkm9XWzVqrme0R/WxdHu9aM6jBl2ftwmJgc7A1cmPzoddwzsbgMahk+zE8ax6vqbL32d7CYrfGtOQ6WyPSeFMw1NyHzAjec728pugekzGmmQxrkMqM8dj6M+iayvPOguF95rUEfXfkNYq15xP0mbsmkGYCiM96MxZVfuF7ww03YMSIEfjyyy9x4oknAgDee+89PPbYY7j33nvx0UcfldXt2rVrtYITQgiRREIswqNGjQIApKWlYdy4cWjS5MenyN27d2Px4sXo1q2bqy3pphBChATpZrV1U5ophBAhIcSaCcR3vRmLKr/wveSSSwAAt9xyC/1bWloaSktLkZaWht27d1crOCGEEEkkxCK8bNkyAHs/cf3444/RsGHDsr81bNgQxxxzDG6++WZXW9JNIYQICdLNauumNFMIIUJCiDUTiO96MxZVfuH71VdfVeuAQgghRKozf/58AMCVV16Jhx9+GBkZGZXsERvpphBCiLpOvHRTmimEECIMxHO9GYsqv/Dt0IElTBFCCFHnCPmnrgAwderUarch3RRCiJAg3ay2bkozhRAiJEgzAcRnvRkL9wvfd955x1WvV69egYOpUTymKwxPUnmWwNuTFJ2ZmQRNWM8SpzMjAVvGzs9bZmGJ2T1mXqyvgpqGeA19LDVtpOU1cvAY7rB+Z33T31HHY2DgMZphMHMddrw8UuY1abPY8cDOmfW7jYsd32s4YevZOqn060SJcBmffvop1qxZgx07dkSUn3POOTH3qfW62RKRZqd2rLIxz+Zqz3zgNYTx6KZHn9h+bE7ytOXVSDtveI157LsPVsdjbAr45jJmmuUw+Mi+M9qApuBUY0LB2nmg8rYBRM/NXnPa7x1t9ydlHvM6pn9MQ2yZ17TNXsMZpA6DjW/7nMvGh+c5io0/T797dZNRkXmdTNtSlqrqZq3XTIud77yGxkHXmh4DODbfsnvaxu7VOY+usTrM6DSolnvWCN61pp3/2DX0GGB51rFOChY6jL+B6Li8a03P+XjXmraed61p+9277rNtsec6BhtHlqdJGTGYdZnKBzUDZGXbHPVsDM4hVCNIMyMIst6sDPcL3969eyMtbe/DfCwXOeVSEkKIOkSVfwNS9/j3v/+N8847Dx9//HFZ3kAAZXpYkeZJN4UQImRINwPrpjRTCCFChjQTQPXWm5VRz1tx//33R/v27TF27Fh88cUX+Pbbb6P+ffPNN4EDEUIIkWLUr+RfCBgxYgRycnKwceNGNGnSBJ988gneeecdHH/88ViwYEGF+0o3hRAiZEg3A+umNFMIIUKGNBNA9dableF+4bt+/Xrcd999WLRoEY4++mhcffXV+Oc//4mMjAxkZmaW/RNCCFFHkAhj0aJFmDBhAlq1aoV69eqhXr16OOWUU5Cfn48bbrihwn2lm0IIETKkm4F1U5ophBAhQ5oJoHrrzcpwf4m6YcOG+MUvfoFf/OIXWLNmDaZNm4brr78eJSUlGDhwIMaPH4/99qtF38m2uXRY7haW14Zh88ywXDSrSVlrs83yuXhzC1tYjqGFpGyV2fbmlfPkdGN48gl58g4C0flpvHmcPHlcPbCYWE5BTx5h1hbLo2jHDLs2QXPieQk6Ju39xHL+sTzT3pxnlnheC5sfibXDxlqQvmoYYB+RMHbv3o3mzZsDAFq1aoV169ahU6dO6NChA1atshNoJLVeN5sgYp7ITovM0VrAfnLL7uvOpMzOB+y+Yxps8/wFzUPK6rC5huV/8+RjbU/KPDl8PXjz9bJ5yuNfwM7HnjPpPzoe7jXbTKdZXlrPPMzYTMrsmGF+UPHKwR4L289enbbX0JOjkx2Pwa4zG+/2+ZX1H8uTbK8he6Zh/eB5livfL+mkvkgqQXWztmvmgWdkVvhNqoJXyBzpXWta2HzomfPZ8Zj22bmbzSksjyvLVWv1yZPjHvDlr2fYvlnriAnwrTVZP3jWyZdGVynoGz0ess8zz1mzyZhhfcxit2Ws/zxjJqhXC6vnyQ8MBPdqseObjfeg+eQ9+XrZMVl+as/1Ynjf01RGKuXwFQCqt96sDPc3fMtz8MEHY9y4cXjzzTdxxBFH4N5770VxcXG1AhFCCJFi6FNX/OQnP8GHH34IAOjRowfuv/9+/OMf/8CECRPQsWNHdzvSTSGECAHSzbjopjRTCCFCgDQTQPzWm4wqv/AtKSnBjBkz0KdPH/zkJz9Bq1atMGvWLBxwwAHVCkQIIUSKIRHGbbfdVpY4f8KECfjqq6/Qs2dPvPbaa3jkkUdcbUg3hRAiJEg3q62b0kwhhAgJ0kwA8VlvxsL9u5j3338fU6dOxR//+EcccsghuPLKK/HSSy9JfIUQoq4SIqFl7Ny5E/fffz+mTJkCADjssMPw2Wef4ZtvvsH+++9f5pwaC+mmEEKEDOlmYN2UZgohRMgIuWYC1V9vVob7he+JJ56Igw8+GDfccAO6d+8OAHj33egkMuecc061AhJCCJEihFyEGzRogI8++iiq3Lv4lG4KIUTIkG4G1k1pphBChIyQayZQ/fVmZVQp8/2aNWtw5513xvx7Wloadu/eXe2gaoSepgNLv4muwxJxe8zXmDEFMxKxJhcsWXfQxOLepOiepOusH6xpDGunMSmzifO95+wxIGH9wso8xnGeBOjsnFlyeI/5midOILofghqaefGYSXhjsMYAtg+q0paFmRixMns+XsMiz/3E6ngMpYIaGoga4fLLL8czzzyDe++1DiY+arVuLgfQrIK/s7HKzFFYmTU1YxrJ5h97TGYWxeZTj4aw8/FoJNuP+Sssc7TNYvcY3LF561hS5jmeZw5k8yvrY2tywgxivM9M1viEaQgbD9Y00Gum6THwYXXYOdpryMyO2Hi3bbFrw8o85jzMoM1jQMPMVYPqJsNz35dna8DjiIRRHd2s1ZpZGZ75PVaZZ+7xmDp65jUAGEzKPAQ1Iw261mRzD2vLs59nDeI1+Ay41ix4yLhpeY3WPGbSrC1WZuOK51qTGc552vdqjDXsq47JmW2fxe65f5nedyJl9rnHM65ixVDZuyKtNVOO6q43K8L9wnfPnj1xP7gQQogURp+6YteuXXj22Wfx5ptvonv37mjaNPJtx8SJE2PuK90UQoiQId0MrJvSTCGECBnSTADVW29WRpW+4SuEECJESISxYsUKHHfc3q8Efv755xF/q25OJSGEEHUM6aZ0UwghhA9pJoDE6qbrhe/f/vY3nHnmmWjQoIGr0ddeew2nnnoqGjdmv+kXQghRK5AIY/78+YH2k24KIUQIkW4G0k1pphBChBBpJoDg600P9TyVzjvvPGzZssXd6C9/+UusX78+aExCCCFSgfqV/BMxkW4KIUQIkW4GQpophBAhRJqZcFzf8C0tLcWgQYOQnp7uavSHH36oVlA1AjNps3gMNADgZLPNDC1YmW2LHY8Zo7Dk3xaWHL4DKTvPEQMz9mBxWTwmat4E/J5k7V6jD1vmNV+z9TzmJrHKbGL2S0md6iSajxceQxpvTLae1yzIQ1DzI7bfKY7jsXmAjQfP+LZ1djmOHwJmzZqFCRMm4KOPPkKjRo3ws5/9DDNnziz7+5o1azB06FDMnz8fzZo1w8CBA5Gfn4/99ot/pqKFCxfiiSeewL/+9S+8/PLLyM7OxvPPP4+cnByccgofMHVCN7sByPhxs2ChMRPxmkew+8Vj7MLmFo9usnvRY9TF9mNzUn9HDDOd7VuC6qY1wQO45gfVTQ+eOZAdj5n6eUxIupM6Ht30GqGwa2G9NPqTOh5DHa9BoB23rO2gzwXs/KwxHuDTzaCmiEF1s/x2sePYIaE262Zd0Mz1jxQBjX8Uzewhjp/hejXT82zK5j/blvf51XO8Jc4Y7LqVGaDPJWUezWTn4zE3Z3Gy+c9zPIY1D2Owa291m/WBxxiU1fOuNYOuxQjZPSPvgYJTS6MrsX63Bqxec1Jr0urVdo8mszi9umZhz2ee2Nm948GeC7kMYSSVNBMItt704Ip24MCBVWr0sssuQ0ZGRuUVhRBCpC5J+mT1z3/+M4YMGYJ77rkHp512Gnbt2oUVK1aU/X337t3o168fsrKy8M9//hPr16/HFVdcgQYNGuCee+6JeywDBgzAZZddhmXLlqGkpAQAUFRUhHvuuQevvfYa3U+6KYQQIUS6GUg3pZlCCBFCpJll8QRZb3pwvfCdOnVq4AMIIYSopSTB1nPXrl0YMWIEfve73+Hqq68uK+/SpUvZ/8+ZMweffvop3nzzTbRt2xbdunXDnXfeid/85je444470LBhw7jFc9ddd2HKlCm44oor8Mc//rGs/OSTT8Zdd90Vcz/pphBChBDpZiDdlGYKIUQIkWYCCL7e9ODK4SuEECKEVJJXqaSkBMXFxRH/9n0iGZSlS5eioKAA9erVw7HHHosDDzwQZ555ZsSnrosWLcLRRx+Ntm3blpXl5eWhuLgYn3zySbWOb1m1ahV69eoVVZ6ZmVmlfINCCCFCgHRTuimEEMKHNBNAYnVTL3yFEEJwKhHh/Px8ZGZmRvzLz8+v1iH//e9/AwDuuOMO3HbbbXj11Vex//77o3fv3vjmm7251wsLCyMEGEDZdmFhYbWOb8nKysKXX34ZVf7uu++iY8eOcT2WEEKIWo50U7ophBDChzQTQGJ1Mwlfok5RPOZegM9oxpsM3CYg30TqeJP5e/bzGLF4k6J72vYYabE4WT+wPvWYqL1LyjzJ6FnstsxrbONpK55mbEHHLesr1qfWiIBdG4+BiycmgI8Rew1Z/7H2PYn0WR2P4Rw7Z49xRC1mzJgxGDVqVERZLMOV0aNH47777quwvZUrV2LPnj0AgFtvvRUXXHABgL0/9WzXrh3+9Kc/4Ve/+lUcIvczZMgQjBgxAs8++yzS0tKwbt06LFq0CDfffDPGjh1bo7HUOJsB7Ci3bcc4u1eCGn6xeZmZnlhzMmuACfiN3CxeMwx7jh6jNS+etjxGoADQmpR5TNSYKWtQExcbu8fIBvDpJvOvYNfZxsCeoTwGpQAw2mzPcMZgYXrr0U1vWzeTso/MNus/1u+rzLbXrNFjlsfOOehzaC1BulmHdbMdIky6o4xOq2OSaet5TE2B6PvJe/964mK6w7BtMW3yaJ/XgMues9dk27NuZefMzM09zwB2bvXux/DEzubWs0jZq47jOdeaUfcA0yvWDxbPWpBBYrJGcrEoeMXEzoxim5IyO9685mvWtM1jSherXtBn8RQkDJoJJFY39cJXCCEEp5JE+unp6W5H7ZtuugmDBg2qsE7Hjh2xfv16AJF5lNLT09GxY0esWbP3iS8rKwvvv/9+xL4bNmwo+1s8GT16NPbs2YPTTz8d27dvR69evZCeno6bb74Zw4cPj+uxhBBC1HKkm9JNIYQQPqSZABKrm3F54btlyxa0aNEiHk0JIYRIFeLonNq6dWu0bs2+1hFJ9+7dkZ6ejlWrVuGUU/Z+BW3nzp34z3/+gw4dOgAAcnNzcffdd2Pjxo1o06YNAGDu3LnIyMiIEO94kJaWhltvvRW//vWv8eWXX2Lr1q3o0qULmjVrVq12pZtCCFEHkW4mRDelmUIIUQeRZgJI3HoTCJDD97777sOLL75Ytn3xxRejZcuWyM7OxocffljtgIQQQqQIleRVSgQZGRm49tprcfvtt2POnDlYtWoVhg4dCgC46KKLAAB9+/ZFly5dMGDAAHz44YeYPXs2brvtNgwbNsz9KXBVadiwITp37owTTjihyuIr3RRCiJAg3SwjqG5KM4UQIiRIMyOoznozFlX+hu+UKVPwwgsvANj7lnvu3Ll4/fXX8dJLL+HXv/415sxhiWxqASzv0bGk7HtHmTfHkM25wnLRsLxDM0mZheW6aemox3K69Xccz5OjmMH6neXD8eScYrkBPXGxGFiOIU8eQG+OoaD5ED2wXD4sVju2ZpI6nly17Fw8ORLJftlpzrxKpaWVV2IxBM2R6MkfWIdyDJaRIKGtjN/97nfYb7/9MGDAAHz//ffo0aMH3nrrLey///57w6pfH6+++iqGDh2K3NxcNG3aFAMHDsSECRMSEs8zzzyDSZMm4YsvvgAAHH744bjxxhsxePBg1/51VjfZ/MryCnryozJ9Ylpg56QOpI5HN705W9kcaOuxeaUvKbPEUzfZ/MPy4XueVzzPMExv/0HKPHrrybsLRD+TsTjHkbKXHG1781raW3UmqcOuYVDdtGXkGc2tm18b3fTm/bOxe7XOkzvUc86sLKiW1wTSTQDV081aq5lNUPVnQe96wN4DXr3yzN0sh+rMADHFisFqEctD6tFMT45ihie/LcDnKE8+Vu+63+LxmamOZtrnMaJp2UVEP3pGbkbl4QWCrzXZrcuuodV77/WyZR7fo1jYttjx2P3E3qVY2POt7VM2Pp4mZR5tfcsRU7KQZpZR3fVmLKr8wrewsBDt2+91TXn11Vdx8cUXo2/fvjjkkEPQo0ePagUjhBAihUiSCDdo0AAPPPAAHnjggZh1OnTogNdeey3hsYwbNw4TJ07E8OHDkZubCwBYtGgRRo4ciTVr1riEX7ophBAhQbpZbd2UZgohREiQZgKIz3ozFlV+4bv//vtj7dq1aN++Pd544w3cddddAIDS0lLs3r07cCBCCCFEqjF58mQ89dRTuOSSS8rKzjnnHHTt2hXDhw93CbB0UwghRFiorm5KM4UQQoSJeKw3Y1HlF77nn38+Lr30Uhx++OHYvHkzzjzzTADAsmXLcNhhhwUORAghRIqRpE9dU4mdO3fi+OOPjyrv3r07du3a5WpDuimEECFBullt3ZRmCiFESJBmAojPejMWVTZtmzRpEq6//np06dIFc+fOLUsmvH79elx33XXVCkYIIUQKkYRE+qnGgAEDMHny5KjyJ598EpdddpmrDemmEEKEBOlmtXVTmimEECFBmgkgPuvNWKSVlnrcj2ovxcXFyMzMBIqKgIyM2BVZUm+vJ4BNRs8ScbOE5DY5tzcB+lKzzYxFGB5jGa95gD0mi4Gdj623mtRhyfxZ4nLbD/1JHWYgZBO/23YAn/kaS5rP9mMx9HfUqWlY0ndGUHMy2zde0xqP8QGD3b+2LXYuyb4WxcVAZiaKioqQUdGcVROMr8QM6PY6LR8AgOHDh+O5555D+/btceKJJwIAFi9ejDVr1uCKK65AgwYNyupOnDgxWWHGFbduek1FG5OytWbbey8G1U2rIV4jD6ab1pCDGXR4zF+C6ibrdxYn0zZbxmJn/W7n6yWkjr2mANDebC8jddi18Ogm6ePsvMoNzKjpp9dw1WOcxPDoCovBts9ieoSUjXa0xcaaRzeZJnuecRnsnNn4tuO0fAyppJmAdBPh080yzXyjCGhabgza8c3uHe9a09MWuw+t/rI1atC1ple3rT55n7PtHL/Sud9ms+3VTFbP9gPbz6OZrG1WZtvyrlEdzyrZQ3wGnx4KTo2ex7LnB2u/YDaZEz3a6lkf3kvKWJ++Sso8msna8mhm0LmA1ElbHN3vpf1Mn9pngm3FwBkpopvSTACJ1U1XSoe//e1vOPPMM9GgQQP87W9/q7DuOeecU6UAhBBCpCgh+mQ1FitWrMBxx+19kv7Xv/4FAGjVqhVatWqFFStWlNVLS4t8YJFuCiFECJFuBtJNaaYQQoQQaSaA4OtND64Xvv3790dhYSHatGmD/v37x6yXlpamZPpCCCHqDPPnzw+0n3RTCCFEGAmim9JMIYQQYSXoetOD64Xvnj176P8LIYSow+hTVwDADz/8gI8++ggbN26M0MC0tDScffbZdB/pphBChBDpJoCq66Y0UwghQog0s4wg600Prhe+XrZv344mTYIm+BRCCJFSxFUhaidvvPEGBgwYgM2bbVK4+HzTSLophBB1COlmQnVTmimEEHUIaSaAxOpmlbv49NNPx3PPPYfs7OyI8sWLF2PAgAH4/PPPAweTUNYCaF5u2yZT9ybUZsm5bUJ89hzCkqnb9pnJC0tabut56gA8ybs9H29btsyav8XC84zmfY6z9VgfszILO2ePeZ016wN8ZgWx6nmwCf5ZOyxBPbs+3b+L3C5tTirFEU8Cfo9pDeC79mwc2XHL6nhMFOJpcGfP7ztaKznoU1cMHz4cF198McaNG4e2bdsGaqPW6uZyAM0q+Du779jcyXTT0jJg+2zOYNpt52uPrsVq384R3vnA3uveeSuobnriYhpyqWM/Ni+3JmU2rujn2OC6OZPUcZBN8p/tIvU8D8gFrxAzkf6OHZnOsHFr+5ldU9ZXT5Eye328zyFBjWuC6mZ/R53yx9vqbLemkG5WWzdrrWZuBvB9ue3LTJwPHRG9D7vv2fxg8RqmedaaHvNTr2YybfCYi7MYrG53cO7nWW8wM1nPHMWecTxaztpmzz3WVM9rBu54XirA5VFVsvF7smPlBDVoc2PvAXZP3ODYbzCpw9bvM0mZZ63JxpFHMz3mpAxSp7SJw9TMcz8nC2kmgPisN2NRr6o7NGrUCF27dsWLL74IYO/Pbu644w707NkT//M//xPX4IQQQiSR+pX8CwEbNmzAqFGjqiW+0k0hhAgJ0s1q66Y0UwghQoI0E0B81puxqPI3fGfNmoXHHnsMV111Ff7617/iP//5D1avXo1XX30Vfft6v+YphBBCpD4XXnghFixYgEMPPTRwG9JNIYQQYaG6uinNFEIIESbisd6MRaCsGcOGDcN///tf3Hfffdhvv/2wYMECnHTSSfGOTQghRDIJ0SersXj00Udx0UUXYeHChTj66KPRoEGDiL/fcAP7TVk00k0hhAgB0s246KY0UwghQoA0E0D81puMKr/w/fbbbzF48GDMmzcPTzzxBN5++2307dsX999/P6677rrAgSSczQBKym17crSyD5E9uYK8+YA9bbM4Pblhgsbgzeniyf3G2rIx9Hcebwkpi5dnA+tjT97G70kdb06tgGR3rjxnUsFTJJfPTNIWMiL3gyMHUHWw/ezJzQvwnEZ233dJndWkzOaP9OTPAqKvIYvzaVK2jZRVdjw2rpKFRBh/+MMfMGfOHDRq1AgLFixAWrn8n2lpaS4BrrW6+V9EjvX+jn28umnvT5abj2mWbYvNr2z+tu2vcrQNcH2w97UnXyBryxu7jau/83gsr6pty5uP1eauC6qb3jyGnnmf5OYrGBytYyxnryWwZ0jQPHje5wJPzmp2DXuSMtt/7DqzvIJ2P3btPc8+rM4MUubp0/Jt/eCoX5NIN6utm7VWMzcjcvwuJDl7PXjy+rZ37mfnDHb/sv1s+2xu8K4/7T3tncc8a3WGbcv7pXD2XGDPh+nVI6TMahib89kawZO/meHpq4XPR5f1DJbDN+HYa+Z5H8LqsbHG1nmeZw6vZtrx7tVMzzWc6ajD2rcx7XC2UxNIMwHEZ70Ziyo/4/7kJz9BTk4Oli1bhpycHAwZMgQvvvgirrvuOsyaNQuzZs0KHIwQQogUQiKMW2+9FePHj8fo0aNRr16V094DkG4KIURokG5WWzelmUIIERKkmQDis96MRZVbu/baa/HOO+8gJyenrOwXv/gFPvzwQ+zYEfzjgnvvvRdpaWm48cYby8p++OEHDBs2DC1btkSzZs1wwQUXYMOGDYGPIYQQogookT527NiBX/ziF9USX+mmEEKEBOlmtXUzUZoJSDeFECKlkGYCiM96MxZVbnHs2LE0kHbt2mHu3LmBgvjggw/wxBNPoGvXrhHlI0eOxN///nf86U9/wttvv41169bh/PPPD3QMIYQQoqoMHDiwzCk8KNJNIYQQYaG6upkIzQSkm0IIIVKTeKw3YxE8bdn27VizZk3UJ61WRCtj69atuOyyy/DUU0/hrrvuKisvKirCM888gxkzZuC0004DAEydOhWdO3fGe++9hxNPPDFo6EIIITyE6JPVWOzevRv3338/Zs+eja5du0Yl0Z84caK7LemmEELUcaSbcdPNeGkmIN0UQoiURJoJIL7rTUuVX/hu2rQJV155JV5//XX69927d1epvWHDhqFfv37o06dPhAAvWbIEO3fuRJ8+fcrKjjzySBx88MFYtGhRTAEuKSlBScmP7mzFxcV7/6cbYDyqguFJ6p1obOJ3a6YSq8yTSN9j7Ab4zpkZb3gM7hitSZnddw6pw5Lk20Tm7Fy8ZZXFBPAk77Zv2PUiCd0LSis3VvMY1ABAAYJPHBGwfvGYBnrGYyxsPRYDM1/oZLY7kzoeM8Dq3PPdzbYdo98BCJ6XPb5IhPHxxx/j2GOPBQCsWLEi4m9pznut1urmaahYNz3GnAA3TLFGF+y+85ikshjYfnaOZaaO9t4E+PnYGNhzAYvLmod4NDJWPQs7Z2Yu49FNNv/YuOKpm8ywjxlx2n5wXvuCTUY3Z0bXyR7iu5ejuNRZz2NaxJ5XrImL17jGM7Y8JntA9L3jea5iBDW4YzGU74etAMZXo+14I92stm7GWzOB+OpmTM08AtwQqiLYfcHuMTt3e42r7Zzh1Uz7fGxNj1nbgE8zvaaVnjVjUM1keIxi/0HqMM20+7H5lpk0ezSTGfaxuduawpE1T8FCx7qyZ0B99OIZy2SsZec5jMwvIufnecZhZayPPVruNR8MOm7Zfna9a9+jbAfwTMDjxRtpJoD4rDdjUeUXvjfeeCO2bNmCxYsXo3fv3njllVewYcMG3HXXXXjwwQer1NYf//hHLF26FB988EHU3woLC9GwYUO0aNEiorxt27YoLCyM2WZ+fj7Gj0+lJz8hhKilSIQxf/78arch3RRCiJAg3ay2bsZTM4H466Y0Uwgh4oQ0E0B81puxqPIL37feegt//etfcfzxx6NevXro0KEDfv7znyMjIwP5+fno16+fq521a9dixIgRmDt3Lho1alTlwGMxZswYjBo1qmy7uLgY7duzj8KEEEJUSPzzxocS6aYQQoQE6Wa1iZdmAonRTWmmEELECWlmwqlyF2/btg1t2rQBAOy///7YtGkTAODoo4/G0qXst+ucJUuWYOPGjTjuuOOw3377Yb/99sPbb7+NRx55BPvttx/atm2LHTt2YMuWLRH7bdiwAVlZWTHbTU9PR0ZGRsQ/IYQQIigLFy7E5ZdfjtzcXBQUFAAAnn/+ebz7LvvdeTTSTSGEEGGiOroZL80EEqOb0kwhhBDxprrrzVhU+YVvp06dsGrV3uSYxxxzDJ544gkUFBRgypQpOPDAA93tnH766fj444+xfPnysn/HH388LrvssrL/b9CgAebNm1e2z6pVq7BmzRrk5uZWNWwhhBBVpV4l/0LAn//8Z+Tl5aFx48ZYtmxZWd6+oqIi3HPPPa42pJtCCBESpJvV1s14aSYg3RRCiJRGmgkgPuvNWFQ5pcOIESOwfv16AMDtt9+OM844Ay+88AIaNmyIadOmudtp3rw5fvKTn0SUNW3aFC1btiwrv/rqqzFq1CgccMAByMjIwPDhw5Gbm5tcx1SW1NsmG/cm0ve07Ukg3z/g8VhbXjxmayyRuf1gnh3fm9zcJkW3yekBbkhjj+npYyDaNMS7H/tQxvaNx+SM7UfM3gqeIgnqWVv9SVkNwszlPKZ0AKL72WtkU5lhmhfWn95xa/e1cW6tejgJI8E+DbWBu+66C1OmTMEVV1yBP/7xj2XlJ598coTxS0XUWt3cDKC8ObrH/MVjVgb4dNNjYMHuc3Yv2rIRpA774hiLy5q0eU1w7Hzj7StmFGJh58zMgzwxMM2qzbpp+28wqTOElBEKZjs1yhLwWSu7qcOU5mgS01ukou0bpn9sPHhM2zz3gPd5z9NW+fuePfslE+lmtXUzXpoJ1LBubkfk9ffc9x5zUu9+Hrx6ZcuY+ep1zmM+brbZ/M7MTz1rTdZXVsu9bXs0zHM8AGhstpn5uK0DRM+v3jhZDFb7PAboQNQ5MmO3oEZuVEO97z8CkP0nEuefoouoeZ3VJ3a92LU41mwzY1qP6bHXGJlhn/9sW8wwMFlIMwHEZ70Ziyq/8L388svL/r979+5YvXo1PvvsMxx88MFo1SpOd+f/MWnSJNSrVw8XXHABSkpKkJeXh8cft6ohhBAiIYTok9VYrFq1Cr169Yoqz8zMjPoJaCykm0IIERKkm9XWzZrUTEC6KYQQSUOaCSA+681YVKuL//GPf6B+/fo47rjj4iLACxYswEMPPVS23ahRIzz22GP45ptvsG3bNvzlL3+pMA+hEEKIOJKkn9l8/vnnOPfcc9GqVStkZGTglFNOiXIvXbNmDfr164cmTZqgTZs2+PWvf41du3bFPZasrCx8+eWXUeXvvvsuOnbsWOX2pJtCCFGHkW7GVTfjrZmAdFMIIVIGaSaA+K83y1OtbjzzzDPLEgoLIYSoY6RV8i9BnHXWWdi1axfeeustLFmyBMcccwzOOussFBYWAgB2796Nfv36YceOHfjnP/+J6dOnY9q0aRg3blzcYxkyZAhGjBiBxYsXIy0tDevWrcMLL7yAm2++GUOHDq1ye9JNIYSow0g346qb0kwhhKjDSDMBxH+9WZ600lJv0sxomjdvjg8//LDab50TSXFxMTIzM4EVRUDzci6qnjwp3vx6th7Jq0qJ/6+SEkNV86ntg+UTsmWsD1h+ONbvlk2kbDMps7Gz6+XJNefN2fo0KbN5lVh+KRaX95giOJ5cUt65gV0vO7bsWNhaDJyQiaKiouQ7P8+sRGn7B5aPmHz99ddo3bo13nnnHfTs2RMA8N133yEjIwNz585Fnz598Prrr+Oss87CunXr0LZtWwDAlClT8Jvf/AabNm1Cw4YN4xZPaWkp7rnnHuTn52P79r0XPj09HTfffDPuvPPOKrdXq3TzjSKgabkxaMczu1fYveGp582nbedFbz5Cm8/dk48/VpnNZcja8swjnjz3rIzNK6z/VpMyC9NIT/5Iplke3fQ+98wgZUF105OD0XvtLd7xF6/9Et0Ww/Y7G38sz7Qn5ze7Bzy5mcsfb1sxcEaKaCYg3UR8dbNWaeZTRUCTCtaaDDYfsfWMzbnpzaXtWDcEzcfK+I6UFbP8qJaaXmvaPKuAL68pm7M8a1SmVywnrM336tXMmaTMo5lsHNXm9xOmLPs839imOXwt3mcHm9t6OKnD8inXlGYCwPfFwA0popvSTADxX2+WR1kzhBBCcCr5mU1JSQmKi4sj/u1zFQ1Ky5Yt0alTJzz33HPYtm0bdu3ahSeeeAJt2rRB9+57XfcWLVqEo48+ukyAASAvLw/FxcX45JNPqnX8fUyYMAHbt29HWloabr31VnzzzTdYsWIF3nvvPWzatKna4iuEEKIOIt2UbgohhPARYs0EakY3q/XC94knnojoBCGEEHWISkQ4Pz8fmZmZEf/y8/Ordci0tDS8+eabWLZsGZo3b45GjRph4sSJeOONN7D//vsDAAoLC6O0Z9/2vp/iVJfx48dj69atZdsNGzZEly5d8NOf/hTNmjUL3K50Uwgh6jDSzbLteOimNFMIIeowIdZMIHHrzfJU+YXvwIED8c477wAALr30UjRt2jQugQghhEgxKsmrNGbMGBQVFUX8GzNmDG1q9OjRSEtLq/DfZ599htLSUgwbNgxt2rTBwoUL8f7776N///44++yzsX79+po6c1Qj21EU0k0hhAgJ0s1qI80UQoiQEGLNBOK73ozFflXdoaioCH369EGHDh1w5ZVXYuDAgcjOzk5EbEIIIZJJJR8JpqenIz093dXUTTfdhEGDBlVYp2PHjnjrrbfw6quv4ttvvy3LK/X4449j7ty5mD59OkaPHo2srCy8//77Eftu2LABAOLqrJ2WFp+8dtJNIYQICdLNarchzRRCiJAQcs0E4rfejEWVX/jOnDkTmzZtwvPPP4/p06fj9ttvR58+fXD11Vfj3HPPRYMGDRIRZ/VpD6CinNQs6TYzoWDJsm29lc6YRjjqeIxfUgGPyYt3P3YtLnW0xa4XK/MQ0PiA7seulzWRYW0HPR7rU9YPbF+LJxG8t69qetySuLKbRk6oBReRT9VecrTNxqjXdKqy/YoDtpPitG7dGq1bM5eCSPYlqq9XL/IJoF69etizZw8AIDc3F3fffTc2btyINm3aAADmzp2LjIwMdOnSJW4xH3HEEZWK8DfffFNpO7VWN48A0LzctjWmfZzs8y4pY+Zha822d45ymIBlOx6cCraRez+eRlesLXs+XrMtz5zL9vM8Y7Drxa7FNkcMDBs70wGvCYk12QmqM16zQWYGZPuBwaY5e33Y8ZiG2LJEG7TdHF2U/aDjfornN1Q8Bnrln6HqqGYC4dXNWquZ7wEo5+PTdnJkP2yY7bxPmJmmnSe9mnmD2Q66XiO4jK6qQ1DN9JhfsS+Nd3fE5F1j2XpBNZMRz7Vm0OOxMvY8EXSt6dE1x9q5OmM0bmaGN0YX0bjsPe41SGX0N9v2WcLzLFMLqY2aCcRvvRmLKr/wBfZ25qhRozBq1CgsXboUU6dOxYABA9CsWTNcfvnluO6663D44YcHDkoIIUQKkARbz9zcXOy///4YOHAgxo0bh8aNG+Opp57CV199hX79+gEA+vbtiy5dumDAgAG4//77UVhYiNtuuw3Dhg1zfwrsYfz48Xudt+OAdFMIIUKAdDMuuinNFEKIEBByzQTiu95kBHrhu4/169dj7ty5mDt3LurXr4//+Z//wccff4wuXbrg/vvvx8iRI+MVpxBCiJomsb8wobRq1QpvvPEGbr31Vpx22mnYuXMnjjrqKPz1r3/FMcccAwCoX78+Xn31VQwdOhS5ublo2rQpBg4ciAkTJsQ1ll/+8pdln+rGC+mmEELUYaSbcdVNaaYQQtRhQq6ZQGLWm+Wp8gvfnTt34m9/+xumTp2KOXPmoGvXrrjxxhtx6aWXluXAeOWVV3DVVVdJhIUQojaThE9dAeD444/H7NmzK6zToUMHvPbaawmLIZ75lKSbQggREqSb1UaaKYQQISHEmgkkPn8vEOCF74EHHog9e/bgkksuwfvvv49u3bpF1Tn11FPRokWLOIQnhBAiaSRJhFOBeLqmSjeFECIkSDerjTRTCCFCQog1E4jvejMWVX7hO2nSJFx00UVo1KhRzDotWrTAV199Va3AahyWhJ0ZiXiwZjQAT7Jtk8OfEl0lu3X0W/+Ch8zAYMYs3thtQnCWcJ1hY2VJ2YP2X1DzK5b0vT8ps0Ys8TRBYefMzse2zxKzewzZvGZvr5AyawrBzrkxKbN876gDAH3NtjUTiDfkfAqeirx3soeQ+wuJn3hF6rMvaX88qLW62RKRZqfWpM1rbMrmCDu/sf1Y2UyzPZjU8cDmO2bSxfDoJpu/7RzI6mxyHN9r2HIvKbMGPqwfbJxA9LX2Gq56zMpYWx5zGaatrC17fbzPGDMd7bNzZoZLtp4nTiD6WpDnxLjyACl70LHfHFLGxpEl6DNTeXY5jiNqhHjpZq3VzIsQYQa2ob/jeZLN+R6TLO+6dabZ7l95SG68Zl527vYYgwJA54AxeGCGr8Sky2X6xeZlj2YGNbP2tuUxTQ261vQY08Yqq+x4DK9J3M/NtseILwaeax/U2I2ONY+pI+v3lo4DegwQRVKI53ozFlV+4TtgwIBExCGEECLVSEJepbqIdFMIIUKCdLPaSDOFECIkSDMTTrVM24QQQtRhQv4zGyGEEKJKSDeFEEIIH9LMhKMXvkIIITgSYSGEEMKPdFMIIYTwIc1MOHrhK4QQgqOf2QghhBB+pJtCCCGED2lmwgnPC9/PATQrt22TXnuSnQM8sbhNls2SZ7PE4kvMNkn6/g3ZjZq0eWDJ/O35sET6HmMUbwJ5a+LBEsGzGFhZf8fxGPbae83DPEnlvUns2Xlb2PWy44iZorC2mfHBSrPdgdRh/e5J9M7qsLaCEtTwzRg8FQx2GrTZaxHUMAEIbggoksL333+P0tJSNGmy98KtXr0ar7zyCrp06YK+fT2uRLWYeYgwoHHpptf80c5TrC1mombnEac5aMFQc6975vNY7Xt0k83DnnmE4THuahFdlF1ETEFGm35gc6mnT71D355jdUxSPRrProXHjJb1KXv2sX3DYvKYGXrNc1aTMs9+rMyeo9O8rmCT495h490aubFxxfqB1avI/O87Ul8kldDq5ueI1Ds7br1zHatn7zFWxzP3eHXHQA2sWFtszvJopmdO9BrcdTLbxLgrqNlWYKM1r+Gmx1wrnprpWWt69dH2O+AzCGfjwY4Z7/OmPR7Tf3bOrJ+PNduto6vQ+8K+31lL2u5PyjzPt+ycm5KyyvaTP3nKkUjd1JeohRBCcOpV8i8EnHvuuXjuuecAAFu2bEGPHj3w4IMP4txzz8XkyZOTHJ0QQoiUQrop3RRCCOFDmgkgsboZom4UQghRJSTCWLp0KXr27AkAePnll9G2bVusXr0azz33HB555JEkRyeEECKlkG5KN4UQQviQZgJIrG6GJ6WDEEKIqqG8Sti+fTuaN28OAJgzZw7OP/981KtXDyeeeCJWr/b83loIIURokG5KN4UQQviQZgJIrG6G54XvZgA/lNu2uVpY/jGWJ4XlkLF5bFguGk/OFZI/5vvSgElW2Pmw/DQ2RyLL5+fJlxo0tYjN8QbwvuofsH12zs68dVF4ciZ58/LZMeLJXwRE5yJiOS5vIGUs/5I9H9Yv7HxsDGyssTxb9njs2nvyA7N9Rzv388DyPdnr450b2PnYeratrTHiSgYh+mQ1FocddhhmzpyJ8847D7Nnz8bIkSMBABs3bkRGRkaSo0sw3yPyQcyT+y/ofWBzigP8Pqsol+f/UfAC0c1LHTGxOZDVs/nZ2H5MEz354z355tKik5ZmI3os0txyHjx9481jGDQPHxtrdh5mY8bm7wOiddKbT55dn3jpZnvnfvY5cSap48XG8IBzPxsXGx8zSJnn2jM8eUjLX4dtznZrCulmuHWzPPZZmOXaJHlB8T0ps8/azvz1nvu3AH+IKsvGJVVvO0b7UXMwmzc9+sv8SKJDR/bi+L1BCprrt2C20V/73ADw87F4noOA+K41Pblk2VqTnY/dl60Zmc/DKrPt1Q/bD2yd7NkPiO6HCaQOe2aza27mkcPWwPZasJzIbL5ga2473uzcw+aYZCHNBJBY3VQXCyGE4OhnNhg3bhxuvvlmHHLIIejRowdyc3MB7P309dhjraODEEKIUCPdlG4KIYTwIc0EkFjdDM83fIUQQogqcuGFF+KUU07B+vXrccwxx5SVn3766TjvvPOSGJkQQgiRekg3hRBCCD+J1E298BVCCMEJ0Sersfj++++RkZGBrKwsAMDq1avxyiuvoHPnzvjpT3+a5OiEEEKkFNJN6aYQQggf0kwAidVNdbEQQghOWiX/QsC5556L5557DgCwZcsW9OjRAw8++CD69++PyZMnJzk6IYQQKYV0U7ophBDChzQTQGJ1Mzzf8D0CQPNy2zaJN0ta7jVw8RjAsbZs0nWWFD2owRjDk/CcxR4Udj62fa/ZG0s074nVY7TmJWhbbGzNNtssoTs7v6DnzMqYkZunjmdMsutl7xM2PoKa3rHk956x5TFoA6L7j7XNYmfnaM/H7hftx5Q89JEgli5dikmTJgEAXn75ZbRt2xbLli3Dn//8Z4wbNw5Dhw5NcoQJpB2AZuW2PUYeHq0Dou8DNgcG1U1r0FYd2H1tzS68Ou0xsRpEyj4y26XNo6oUbCcGbcysxGNYxuKyZR59B6L7humhd+70GIYyUySPuREbox5jIdZ2f2dbFtaWJ3bWfx4jnpmkzmBSZu9Vj7EgEH19vM8TbNza8ynfdioZnQLSTYRYN1sici6x45YZJbF7gJlYWXPCls62LOyZevYvo4oKEF3mwvMc711rOtZdHoM2ZmAa1IzNS3ZenMzevGtPNufbudRrUF+RSWZFkHrZQxzX5xXy/OIxtPOa/VqCaibTJs9a2mNECkTfv6wPgpr42XNOJbNTaSaAxOpmeF74CiGEqBoSYWzfvh3Nm+99wTZnzhycf/75qFevHk488USsXr06ydEJIYRIKaSb0k0hhBA+pJkAEqub6mIhhBAiBocddhhmzpyJtWvXYvbs2ejbd+/Xuzdu3IiMjIwkRyeEEEKkFtJNIYQQwk8idVMvfIUQQnCUVwnjxo3DzTffjEMOOQQ9evRAbm4ugL2fvh577LFJjk4IIURKId2UbgohhPAhzQSQWN1USgchhBAcfSSICy+8EKeccgrWr1+PY445pqz89NNPx3nnnZfEyIQQQqQc0k3pphBCCB/STACJ1c3wvPDdDKCk3LZNZs2S2DOOc9Rhibg7kTKbQDuehmkeoysA2GS2WdJyjxkHS4Ae9Hw8RlesXjwN7oLC4mT9YO9b1n+eRPpBjQUBoGvkZtq/oj9GKy0lifQ95j0Mez7snmCw2G1b3nO2CffZPcES2dsyZlrDrgW7n2zsdnsX2SdZSIQBAFlZWcjKyooo++lPf5qkaGqQ7xE5Buw9xe4Vdh8w3QxqWhov3fTMr0BwA0qPKSWb998jZTZWj7lIrHoW1scs9hfM9hBnDJ5nBa8pa39HWww7TplBoOcZA0B2B4cBzTaim/Z8POMKiO9zoqe/WFy2zD43etti84V33Mbz+TjRSDcBhFQ3K1tLes0uPWZN7D7xaK3TuMuamjHjM++8GVWPxc7mFTtXkzmsYCyJy2OklaJYszd3v7Prag2mvcbYFmYQ6H1v4iD7vGhdjTpvNq6YSaulOtrhea/AxrJNt+p5FgOi9ZD1MbsWmx317D3ODCSThTSzjETpprpYCCEERz+zAQAsXLgQl19+OXJzc1FQUAAAeP755/Huu+zNvxBCiNAi3QQg3RRCCOFAmllGonRTL3yFEEKIGPz5z39GXl4eGjdujGXLlqGkZO9PRYqKinDPPfckOTohhBAitZBuCiGEEH4SqZt64SuEEIJTr5J/IeCuu+7ClClT8NRTT6FBgwZl5SeffDKWLrU5QoQQQoQa6aZ0UwghhA9pJoDE6mZ4cvgeASCjgr+zfmTfnma5YGwZy9XSnZTZ3DAsp2BQWFssp5EnJ7Enr1w88eQ9jVVmyE5z5NtjeWqD4s1DGTSnkN2PtcPGMqv3ZeRmKZz9YM/Rk2OX7dea1PHmhLJ5qdj5sfvXji02jln/2bhWOfdjVJZXaauznZogREIbi1WrVqFXr15R5ZmZmdiyZUvNB1STHAGgebltO1bnkH0WkjJ2r9t7lt37bO60Zd7c7TY3GtsvqG565y17TG8+R9u+Nw9fQJ3O7u74Dd2N0UUFq4mGeJ5rguZvZrB+sHkgvbrJ8kW+YM6RPUOxZxhb5tXNlWab5e9jufhYWz8320F1szGp48lJzPplLSlj2PbLPwOw3MDJRLoZXt1sj8i8op5c9c65xzX/tSdldv5jc4NHw5aQMs/aFvCteTy6di+p05+UOXSn4Klovcoekvzfjxc85FiLeceRJ5cx6yurMyzvPZvzAz5zFMwm52zP0TturaZ4n5dY+1bfvR4EHm+boP4Q3rnB7mvzHSuHb8qRSN1UFwshhOAkKa/S3XffjZNOOglNmjRBixYtaJ01a9agX79+aNKkCdq0aYNf//rX2LUr0vFuwYIFOO6445Ceno7DDjsM06ZNq3IsWVlZ+PLLL6PK3333XXTs2LHK7QkhhKjDSDelm0IIIXxIMwEkVjf1wlcIIQQnST+z2bFjBy666CIMHTqU/n337t3o168fduzYgX/+85+YPn06pk2bhnHjxpXV+eqrr9CvXz+ceuqpWL58OW688UYMHjwYs2fPrlIsQ4YMwYgRI7B48WKkpaVh3bp1eOGFF3DzzTfHjE8IIURIkW5KN4UQQviQZgJIrG6GJ6WDEEKIWsH48eMBIOanpHPmzMGnn36KN998E23btkW3bt1w55134je/+Q3uuOMONGzYEFOmTEFOTg4efPBBAEDnzp3x7rvvYtKkScjLy3PHMnr0aOzZswenn346tm/fjl69eiE9PR0333wzhg8fXu1zFUIIIaqLdFMIIYTwkUqaCSRWN/UNXyGEEJxKPnUtKSlBcXFxxL99rqKJZNGiRTj66KPRtm3bsrK8vDwUFxfjk08+KavTp0+fiP3y8vKwaNGiKh0rLS0Nt956K7755husWLEC7733HjZt2oQ777yz+icihBCibiHdlG4KIYTwIc0EkFjdDO83fD1GayxBPUuybRPUs+TZQQ1IEo3HUCWeZnI2ibjHoAbgfRXPuOKF10AoKLYfWP+xMcrKPIZ9zMDFM25Zonl7j3kS5Mc6nj1vT4J8ILof2H3vOWev6Z7H0MeOmWJn2zVBJbmT8vPzyz4h3cftt9+OO+64I3ExASgsLIwQYABl24WFhRXWKS4uxvfff4/GjZnzEGfevHmYN28eNm7ciD179kT87dlnnw1yCrWDlog0O7VzM5vv2P3DTA47mW1rKAHw+8czb7H72jNvsTozSZmdu6yJZCysqQozvRvt2M+rm2yOTeRzh8c4hMGMZVpEF2UXRU5IbsNV2w/e5wk2ji511GH3gOd5xRq0AdHGKmza8j5f2jJ2PIa9huyasmeMoM+XHt0sP2ZSSTMB6eb/EVrdLI8d32xsMx3wGHqye8czFzjNQgsWBjS0vpiUrZ8Uub1wpK+t68z2vw6IrjP4m+gyj+EXMXuMMuUEovovOy+xxm7ZNxqdY9eBXGdqODc5cpMZ1dExY5/HWP+xqYDoYVT87FmFaZGNYROps5mU2faD3ieszLvWtPXYc4JHM73PKuyZsLK1ZiqZnUozy0iUbuobvkIIITiVfOo6ZswYFBUVRfwbM2YMbWr06NFIS0ur8N9nn7EnoOQyfvx49O3bF/PmzcPXX3+Nb7/9NuKfEEIIUYZ0U7ophBDChzQTQGJ1M7zf8BVCCFExlXwkmJ6ejvT0dFdTN910EwYNGlRhHa8LaVZWFt5///2Isg0bNpT9bd9/95WVr5ORkVGlT1ynTJmCadOmYcCAAe59hBBChBTppnRTCCGED2kmgMTqpl74CiGE4MTxl2utW7dG69at49JWbm4u7r77bmzcuBFt2rQBAMydOxcZGRno0qVLWZ3XXnstYr+5c+ciNze3SsfasWMHTjrppLjELYQQoo4j3ZRuCiGE8CHNBJBY3VRKByGEECnFmjVrsHz5cqxZswa7d+/G8uXLsXz5cmzduhUA0LdvX3Tp0gUDBgzAhx9+iNmzZ+O2227DsGHDyj4Fvvbaa/Hvf/8bt9xyCz777DM8/vjjeOmllzBypDN33P8xePBgzJgxI+7nKIQQQsQL6aYQQgjhI5U0E0isbobnG77bEXm2zFTDwpKBs4TdHiMbZkriwXM8VoclQL+MlNW0cZyNfaZzP2Z0kIqmbV5amO0tpI7HGIUlgmcENZPzmKewe4nFbn/Z4DVWYmV2HLF0PMwYwMbFYmdxecYaOx4j0cZ+8SRJHwmOGzcO06dPL9s+9thjAQDz589H7969Ub9+fbz66qsYOnQocnNz0bRpUwwcOBATJkwo2ycnJwezZs3CyJEj8fDDD6Ndu3Z4+umnkZeXV6VYfvjhBzz55JN488030bVrVzRo0CDi7xMnTqzGmaY4awE0L7dt7xd2X3juOwYznQg6x3t002u2ZU26gOg5yWuYZu99Nr965pFXHHXY8YDEaj6L3WtwaVlHyqyJC7vOnuchVieo9jDY857VKGYKvJaU2XHExi0zPPTcO+x4DI9uFn0XXXZo8+gyC+tPZiZjr0X5fiCHTirSzXDrZnms4aZ3/vVoZtC53GPwxFhNypaRsgdIWauqv/wAAEyzBcSgjWHPx16HWHQgZWYuLciPNj7LHhO/ryhGmZx5TfaGkrgmm7hYPzCt8Kw1vZrpOV53UmaPydZ5nnHreR4EeOxWi9jxWFu23uLPSSVCkyOq3jbge6Z52mzv8IVUI0gzASRWN8PzwlcIIUTVSJIIT5s2DdOmTauwTocOHaJ+RmPp3bs3li1jKxI/H330Ebp16wYAWLFiRcTf0tIS69YshBCiliHdlG4KIYTwIc0EkFjd1AtfIYQQHK3LMH/+/GSHIIQQorYg3ZRuCiGE8CHNBJBY3VQOXyGEEJx6lfwLAWvWrEFpafRP5fb9TQghhChDuindFEII4UOaCSCxuhmeb/g2QWTeGJs7j+VEaUnKWA4ZVuap48nl6cmJx+p8T8pY3jWb44XldvLk4PPmbfTkVfLkEwKi+69vdJWCleTGsfuxa8/Kgl4vdj4sP6El6L3N4vTkX/Lm47TjgeUrnEPKbPvs/NgYZePPxm7zA7M6LAY2rlg/2Bi8OdDY+dj2g+b3FjVCTk4O1q9fX+bQuo/NmzcjJycHu3fvTlJkNUB7ABnltu3c4s2DxuZ5u69XQ+y9582p5tFNxkJSZg2A2XzA7mvPHOjRTfbLMdbvNmcbsPealqcnqeOgYAnRVjafBn1+IDpWcJE5Jjtnjz8Dm+O9+Xrt9WF6m3ZUdFnpJ5W3zZ7brLax/dj95dFNhkf/WJ0mJF9vUN1k49sec3C5/y8m9UVSCa1ubkbkfezRTHY/eXSN3U+bSFnQOdjOFyxXOIPNR1Z3rIYCweP09BWLic2HDg3LfjDBX0e0sbM42TmTZ46Nk00B8yTwaCZbY3nXjBYSe/Zl0X1aMNuh9wxPDN71tT1H7/1rY21wBKnk2M+rmZ7nxhvM9jYAf/CFJWqGROpmeF74CiGEqBoh+mQ1FqWlpTR30tatW9GoUaMkRCSEECJlkW5KN4UQQviQZgJIrG7qha8QQghOiPMqjRo1CsDeRPljx45FkyY/foy/e/duLF68uCy5vhBCCAFAugnpphBCCCch1kygZnRTL3yFEEJwQvyp6z7H1dLSUnz88cdo2LBh2d8aNmyIY445BjfffHOywhNCCJGKSDelm0IIIXyEWDOBmtHNpL7wzc/Px1/+8hd89tlnaNy4MU466STcd9996NSpU1mdH374ATfddBP++Mc/oqSkBHl5eXj88cfRtm3bJEYuhBAhIMQivM8t9corr8TDDz+MjIyMSvZIPNJMIYRIcaSb0k0hhBA+QqyZQM3oZlJf+L799tsYNmwYTjjhBOzatQu//e1v0bdvX3z66ado2nRvdviRI0di1qxZ+NOf/oTMzExcf/31OP/88/GPf/yjege3ibFZMnBWxhLN2yT5LLE9S6jtSQbuMa2xBnSxYEZa3n0tNi5q4kHKbFJ5r2mWx7TNa8TiqcPKbP8xsxaP6QDAY7V4Es+z41XHkMazn8VrZGjjYqaIDM/5MIMkzzVkRg7ehPgWb7/btmxfbXUcS9QYU6dOTXYIZSRVM4FovfAaWLB7fbPjeOy+s/es18TF3oseE06A66Z9DmDn7DFk8+qm7Xc2vzJTFWZ+ZefKoM8AbD+PESfTLHYt2DkGjdXiNTTzmOWwsbbpk+gyW4/1lUc3g2o5a2swqcP6ZqbZZnF6dNNr8ujRzfIxec9f1Bih1c3GqPj5no3t/s56HqNTpqueOWubI4bqaKY1bfMaftlYvc/Ztp43drYmiJfuEAoWEvPToGvNnp9HFe0M6mhp+4+9+/D0OxB9DUnsBfmkHyprBwiumV7ss6vHjBeIfu7xaqat59VMz3sTG9MPZB+RVBKpm0l94fvGG29EbE+bNg1t2rTBkiVL0KtXLxQVFeGZZ57BjBkzcNpppwHY2xmdO3fGe++9hxNPPDEZYQshRDgI+aeu+5g3bx7mzZuHjRs3Ys+ePRF/e/bZZ2ssDmmmEEKkONJNANJNIYQQDqSZZSRKN1Mqh29RUREA4IADDgAALFmyBDt37kSfPn3K6hx55JE4+OCDsWjRIirCJSUlKCkpKdsuLg746ZYQQoSdkCfSB4Dx48djwoQJOP7443HggQdSB9VkEQ/NBKSbQggRN1JHIpJGXddNaaYQQsSJ1JGHpJJI3UyZF7579uzBjTfeiJNPPhk/+clPAACFhYVo2LAhWrRoEVG3bdu2KCwspO3k5+dj/PjxiQ5XCCHqPvrUFVOmTMG0adMwYMCAZIcSQbw0E5BuCiFE3JBu1nndlGYKIUSckGYCSKxupkwXDxs2DCtWrMAf//jHarUzZswYFBUVlf1bu3ZtnCIUQoiQUa+SfyFgx44dOOmkk5IdRhTx0kxAuimEEHFDulnndVOaKYQQcUKaCSCxupkS3/C9/vrr8eqrr+Kdd95Bu3btysqzsrKwY8cObNmyJeKT1w0bNiArK4u2lZ6ejvT09Og/bAawo9x2UDMvljzdY8DFDDpsW6xtT6J5lgzca2LhMQGY6djvUufxLMw0hCUyZ0nzbd/YhOQAsntGfx2+oNSRHJ5hE817rnui8V5nT3J4r3nKTEfb1qDBCzMeYtc+6LXwmFAETaTP8JhQ2HH7vbNtUSMMHjwYM2bMwNixY5MdShnx1EygAt1chEgTUnsvsvuOmYl0JmUeI0SPbrLjMWMNey8mWjeZcY01xskjdTzzsFc3u5Mycw2zg/5kjJ1fX1Jmr4/XcIT1adDnDE/bDI9pINMn1r6d59n18pi+eo0S2T1g2w9qMus1vWP3mIWdj0c3y1+HEogUo67rZkzN/C8in2M9azjvWpPNGRZ2z3nu+6DrWGb2xtqyz7XsHvdostc0y+7X31EH8K034gmLwV57t+kYcZy76JdVi2cfQY0wPWa1bGyzc5zhOB67Np7nM0bQa8/uS7uWZefsuQeCmhKzerbtHRApRiJ1M6kvfEtLSzF8+HC88sorWLBgAXJyciL+3r17dzRo0ADz5s3DBRdcAABYtWoV1qxZg9zc3GSELIQQ4SGkeZVGjRpV9v979uzBk08+iTfffBNdu3ZFgwYNIupOnDixxuKSZgohRIoj3ZRuCiGE8BFSzQRqTjeT+sJ32LBhmDFjBv7617+iefPmZbmSMjMz0bhxY2RmZuLqq6/GqFGjcMABByAjIwPDhw9Hbm6uXFOFECLRpNVPdgRJYdmyZRHb3bp1AwCsWLEiCdH8iDRTCCFSHOkmAOmmEEIIByHVTKDmdDOpL3wnT54MAOjdu3dE+dSpUzFo0CAAwKRJk1CvXj1ccMEFKCkpQV5eHh5//PEajlQIIcJISmT9qXHmz5+f7BAo0kwhhEh1pJuphHRTCCFSmXBqJlBzupn0lA6V0ahRIzz22GN47LHHaiAiIYQQP9Kg8ip1nPI/tylPWloaGjVqhMMOOwznnnsuDjjggITHIs0UQohUR7op3RRCCOFDmgkkVjfD80p9MyKNHTxJ0FnycU9i+9WkbBUp85jPeGAJvFnsngThXlO6eJqLWLzmYRZi2hbYoI1h+4YZDLiT6zvwJKNn19lj7OBta5OjHTZmWPJ7S3VMk4Ia5tm+8Y5Rey2CGs3UOiTCy5Ytw9KlS7F792506tQJAPD555+jfv36OPLII/H444/jpptuwrvvvosuXbokOdo4sx2RubXsveHVnqCGMGyO8Oim53gec0ZvPa92W/M6r1mZ7RvvObO5meikpWAb0U0bg3cOtrGy68x002OGxmJgbVkd8z4fsWtvTYoWkjqbSZnFa9Jrz4f48lCdjudzm0fHvNciXsdLaaSbodbN8njmLDbe46lh9r73GMkx2DyzlpQFNYlmBJ2zPDBTMGYMOi5g+4aCgURXPfOm1+BzbLRBW/adkclRC24gMbBrEXR9yEynbVtMwzzPjeycPQaiK0kdptGee46NNdZ/9hy9Y9S2VR1jdos9v5R6AyjNBBKrm/USEbAQQghRFzj33HPRp08frFu3DkuWLMGSJUvw3//+Fz//+c9xySWXoKCgAL169cLIkSOTHaoQQgiRdKSbQgghhJ9E6qZe+AohhIhBg0r+1X1+97vf4c4770RGRkZZWWZmJu644w7cf//9aNKkCcaNG4clS5YkMUohhBCpgXRTuimEEMKHNBNIrG7qha8QQogY7FfJv7pPUVERNm7cGFW+adMmFBcXAwBatGiBHTt21HRoQgghUg7ppnRTCCGED2kmkFjdDE8vbkfFr7fnkDKWE4XllbN5UZo6Y7I5a1hem6C5UFlbDE9ORs9+DE+enr6kTtA8uKOd9Wxc3tyHFm/+rKD5slj7tm9YX7HzYXkbbW4g1lYHx36e3NBA9Fj2xh60/xi2fXZ/sXFr80RVJw/bKaQsZQnPJ6uxOPfcc3HVVVfhwQcfxAknnAAA+OCDD3DzzTejf//+AID3338fRxxxRBKjrCHsvc50k+V1s7lrgeh7w5sT1moIm2s8bVVHN+29HjTnqHeutr4Aec722Rxr5p+CTc489yzHniWeeSfZPOnpZ6ZHVse8OZeZH4PNUdiY1GnpaDto/mvWx+z+8uimNxe9HUesbU/uUDYeq5PTOWWRboZWN7cD2FNu296vbH5ncwG7x9hcY/HkhQ+6TmH5eplmeuaVeObp9uT/Z3rifXaYELlZMIdoJlvLsvY92Bg8XipsPwAFQ02s7NrYvPRAtIaxtSCDPRN6NMyzHmTXmd0TnucQT+5fIPoasvHO8j7b/kv0WpPFbu9pe+1T6rM2aSaQWN0MzwtfIYQQVUQi/MQTT2DkyJH45S9/iV27dgEA9ttvPwwcOBCTJk0CABx55JF4+umnkxmmEEKIlEC6Kd0UQgjhQ5oJJFY39cJXCCGEiEGzZs3w1FNPYdKkSfj3v/8NAOjYsSOaNWtWVqdbt25Jik4IIYRILaSbQgghhJ9E6qZy+AohhIhBchLp33333TjppJPQpEkTtGjRIurvH374IS655BK0b98ejRs3RufOnfHwww9H1VuwYAGOO+44pKen47DDDsO0adMCx9SsWTN07doVXbt2jRBfIYQQ4kekm/uQbgohhKgYaWZ5EqGb+oavEEKIGCRHInbs2IGLLroIubm5eOaZZ6L+vmTJErRp0wa///3v0b59e/zzn//ENddcg/r16+P6668HAHz11Vfo168frr32WrzwwguYN28eBg8ejAMPPBB5eRUnQR01ahTuvPNONG3aFKNGjaqw7sSJE4OfqBBCiDqGdFO6KYQQwkc4NROoOd0MzwvfzxGZ/NqTDJzhqccSoAc1IvPEwJJ6ew1wPP3AymYEPJ5NSM4SyAfFa4ZgrwWLPah5ircfPHiMD1jiee/52DLvGLV9yo7HEtS/YLat+Q2QeEMzGzs7HuuHlY62vYZz9poFNXaoEZKTV2n8+PEAEPNT0quuuipiu2PHjli0aBH+8pe/lInwlClTkJOTgwcffBAA0LlzZ7z77ruYNGlSpSK8bNky7Ny5s+z/Y5GWluY6n1rLhwAaldsOqptBzbY85lpeDbGxes0+PHM66wd2zjMdbTFsPzCTLmYaw7BxeUzigGjTFq8Bl4egzw9s7mTjwZresHmZXa9Vjnre2D3jlPWpfdZi7bBr7zme1xDGlvUndZgBjUfb2Dl3ImV2/HkNFpOCdDO0uvlfAOnltlubv3vNyoJqZjzXmp65LmiZ17TSlnn13moFm/OZ0Tdr38bOTDlnkrL2ZtuOBcB3nZkRvNf4zLPmZmsxW489c7DY2bwc1KDXts/Oj5XZqYfF+XNnDHbcsGdS1qebzbbXoN6jmaz/WFx2/MWeklOAcGomUHO6GZ4XvkIIIapIxSJcUlKCkpKSiLL09HSkp6fH2CNxFBUV4YADDijbXrRoEfr06RNRJy8vDzfeeGOlbc2fP5/+vxBCCFEx0k3pphBCCB/h1Eyg5nRTOXyFEEIEIj8/H5mZmRH/8vPzazyOf/7zn3jxxRdxzTXXlJUVFhaibdu2EfXatm2L4uJifP89+0pDNDt37sTpp5+OL774Iq7xCiGECCfSTSGEEMJHXddMIPG6qRe+QgghYlBxIv0xY8agqKgo4t+YMWNoS6NHj0ZaWlqF/z77rOr5LVasWIFzzz0Xt99+O/r29f6u3UeDBg3w0UcfxbVNIYQQdRnppnRTCCGEj3BrJpB43VRKByGEEDGo+Gc2VflJzU033YRBgwZVWKdjx47ewAAAn376KU4//XRcc801uO222yL+lpWVhQ0bNkSUbdiwARkZGWjcmCVw5Vx++eV45plncO+991YpNiGEEGFEuindFEII4UOaCSRWN8Pzwve/iDSf8SS2Z0mwWeJ3m1SeJVj3JF33GmjY43njXEjKrCkJ+9DDkxzeY07F2vImb2fGMhaWOJ31n63nuaZAtBEZG0NeQwYP7AMk2w/snNk1DGoA4Snz9DGrx659UCMldg0Zdj+vUZSN3WsW5Lmn7fYPZJ+kET+JaN26NVq3Zq4Vwfjkk09w2mmnYeDAgbj77ruj/p6bm4vXXnstomzu3LnIzc2t0nF27dqFZ599Fm+++Sa6d++Opk0jJ/M67Ta+GZEGNHbce+8fVuYx+PLMEUF105pAAdyYhGlPUGONeOmmV3s8RqYsTms4AkQbuzB9YjFYY0xv7J75lPUfOx9rJBPUMAiIjt+rm546cxwxsP7zGpjZvmHmqkENl9i4tWZ5zATPa8Jkj1l+vxKkGNLN0OrmfxH57iLovcPuc2YIbglqHO0xa2RmZf1JWVADR48ZlbevPM8JrIwZNFs99D5z2LmNPXOw/ayuseOxedOzlvWabNt+YHF610FBNdOWec1xPZrCtIi9p7EEXWt6rjMQHTu7l7xrTfvMZvfbSfZJGtJMILG6GZ4XvkIIIapIcpxT16xZg2+++QZr1qzB7t27sXz5cgDAYYcdhmbNmmHFihU47bTTkJeXh1GjRqGwsBAAUL9+/TKhv/baa/Hoo4/illtuwVVXXYW33noLL730EmbNmlWlWFasWIHjjtv7RPz5559H/K1Ou40LIYQIgHRTuimEEMKHNBNIrG7qha8QQoiUYty4cZg+fXrZ9rHHHgtgr4Np79698fLLL2PTpk34/e9/j9///vdl9Tp06ID//Oc/AICcnBzMmjULI0eOxMMPP4x27drh6aefRl5eXpVikdu4EEKIVEe6KYQQQvhIJc3cd9xEoRe+QgghYpCcT12nTZuGadOmxfz7HXfcgTvuuKPSdnr37o1ly5ZVK5bNmzejZcu9v2Vcu3YtnnrqKfzwww84++yz0bNnz2q1LYQQoq4h3ZRuCiGE8CHNBBKrm+F54dsYkTl8bT4VlhvJm5/Q4s0VFDSfrScHLYuT5fD1HJPlVWU5f4LU8eRSBnz5Hr25nVabbZaHyBOXNw9g0HHEsPkQ2fFY2yzfoidXEDtHz7j15HFisLxKLJ+kzSXG+sGTa2k2KbN5j4DofvDkdgR8eans/ZVSv3ZMjginAh9//DHOPvtsrF27Focffjj++Mc/4owzzsC2bdtQr149TJw4ES+//DL69++f7FATRxNE5vCtKI/mPpiWenKterUg6PxjY2f6xGJgeXA9ucBZW8eSMotn3vL2ldU6IHp+C5pzmc2Bnmvh1U2GvWZPkzqDSZntL6Z17Jx/Tspsnj/WlqdvvOPWxuXN2+95NvDmE7WwXMMerQv6rAXE1x8h4Ug3Q6ubjQE0LLftzVFt8eT3DJqm0rvWtPcci8mbUzyoZnrmI49metflnuf/TqSORzOZHnuuIesr1hbDxnDZUdF1Fn4SXda9knYA/gzlua5MPzxjMuhak2mHV7c9bXnGH3uODJq32Hv/Vpa/eYeznRohvJoJ1Ixu1otfuEIIIeoW+1Xyr+5yyy234Oijj8Y777yD3r1746yzzkK/fv1QVFSEb7/9Fr/61a/kQC6EEMIg3ZRuCiGE8BFezQRqRjfrfi8KIYQISHg/df3ggw/w1ltvoWvXrjjmmGPw5JNP4rrrrkO9ens/Jx0+fDhOPPHEJEcphBAitZBuSjeFEEL4CK9mAjWjm3rhK4QQIgbhFeFvvvkGWVlZAIBmzZqhadOm2H///cv+vv/+++O7775LVnhCCCFSEukmIN0UQgjhIbyaCdSMbiqlgxBCCEFIS0urcFsIIYQQPyLdFEIIIfwkWjfD8w3fgQAyym3bZNae5NmxsEm9WfJ2lujba1ZhsYm32fGCxs7260DKbJJylpCcJRu3/WBNyACekNxrLGNZQsqs6Yo3mb/Fa9AW1BjFAxtD3v6zcTETAGay4jFu8sTF2mZ4+or1sadsLanDzsczHth+mxz7WXMEZnqVNML9qeugQYOQnr7XteyHH37Atddei6ZN904gJSUlyQytZrgCQPNy24nUTWYA4jF5YnMNu/dtW0H1l+3rNeYMqpu2fdZXbI5i2m1jZ/vNcLTP9gtqdhq0Xn9nWxZ2bbznY+Ni5i9sPFRmoOIt8xrcec6R6ROLwWPYF9Sciu3HjFot5Z8dtwN4NODxE4J0M7S6eREi1xge08qgBF1rep9xraGw1zSLYWP1Gh9bzWTPBB5zUo9xbKwYPM8cy0iZxa49Y8VgYdeUteW49tn4NKpKgSME91qTrek9Y8SzXvNqpsdojRHUdNZTFlQzvfcXuy/s+VjT4B8A/MHZfsIJt2YCidfN8LzwFUIIUUXCKxEDBw6M2L788suj6lxxxRU1FY4QQohagXRzH9JNIYQQFRNezQRqRjfD3cNCCCEqILyfuk6dOjXZIQghhKh1SDeFEEIIH+HVTKBmdFMvfIUQQsQg3CIshBBCVA3pphBCCOFDmploZNomhBBCCCGEEEIIIYQQdYTwfMP3e1R8tixZN0vy7t3XUh2DmMqOx5KBs5isORQQnejbm9zcHtNrnBPUrIwlgvfgOWcWuydOZpyTCrDk7R4DPWZgFk+DCY/ZW1ADPdYWM9PxGMX1ddTxmi2tImU21taV/D2p6FPXUPM9gPoV/N1reuI1drR4NdiDPZ5XN9k8b01i2NzJzBc9usnw1PPG7tE2j4Z4zG2A6LjYNfWOGc9+DE9bTC/YGLHXNZ4GZox4maQyrLERwK+9LfOa9VjmkDL2jMGuhaX8OGbnkVSkm+L/sPer9xnX83zsnWdsvZWkDlsrWWMw7/GY7ngMXxnWWJL1Fbv/rc555kPA98zB5nxriAVEP/97NdMSz+egeOJda3qMz1JBM4Pi6Qfv85mFrTVZ/3nMXO09kVL+mdLMRBOeF75CCCGqiCRCCCGE8CPdFEIIIXxIMxONelgIIUQM9KmrEEII4Ue6KYQQQviQZiYavfAVQggRA4mwEEII4Ue6KYQQQviQZiaa8LzwbQkgo9y2zd/C8qTEM2+ON1+pxZNn0Jv7xnO8xqSM5YvxtMVyBSYyF9HFpOwlUhY0H3Aq4s1/Z/NgAdH5udqTOqzMwvLUspxGNtaguZMZ7D7x5C1m49jm5wSi85ux3Eusr2wfA9E5IO14/I7sI0QyaIdI3bT3C5trguaNZRxEytaZbaZ/nlzdDK9Ob3a0xfIK2nmYzQ+e/KgsTm++dVMvu3VaVJWCbaXR+wXNRenJZRc0r6U3L6Otx8YHG8ue8eDN5W/bYvrkiSFoHkiGR6cB3zVkMdi+OZnUYfeS59qXf5Zk+bKFSAZNEDl+rfaxe857/zrydGZfRubzhWY+Z/l6PTlAq5Nn1ZNX1aNh3rkn6DMHIbtndJ96iOr32gy7NmwsezTTm8ffHjNozuCg3jCsLabRrG88a01WZnNBs/cV3mc9G7u9J1Iu971IJOF54SuEEKKK6FNXIYQQwo90UwghhPAhzUw0euErhBAiBpIIIYQQwo90UwghhPAhzUw06mEhhBAx0KeuQgghhB/pphBCCOFDmplo9MJXCCFEDCTCQgghhB/pphBCCOFDmplo9MJ3H94k2ITstMiE7gWnkkTtbwWMwVPmNfEImricJb/3mKCwZOq2La/ZFovBGoLcQOrUddj160vKWKJ5WxY0ETzDM2a8RhUe00BmnMP6wY5TNm6ZkZLHNIkZP3qMMGwdGdCIVMXes945Y050UXZe5UYoBQMdpicec0ZWxuYoVuaZf9g8HFQ3WVu2HotpJSnrQMo8xqlPkbLLzLbXsM/TV4yZpKy/c98geHXTcy0YiTQtZXi0h10vNj48uulpn7Xt6WMgWnO/ruBvQqQqbL5g9z0xoc4uCmYeFgW7Xzwmat45y6OZ3raskfhaRx0Wg8eMEthr8B4nrNlbAXO4zj8iusxhLM6M5ArQJboePg3WljWcY8bfLE62DvLohec5jo0Zr9Gup47n3YPXsNteatY2i6EzKbOwPvY8h9i15Q+OfUSdQS98hRBCxECfugohhBB+pJtCCCGED2lmotELXyGEEDGQCAshhBB+pJtCCCGED2lmotELXyGEEDGQRAghhBB+pJtCCCGED2lmolEPCyGEiIE+dRVCCCH8SDeFEEIIH9LMRBOeF76bAewot22Tf3sTzzuMprLns2TqxHzGJvEmxjY0LhuD16CNYU00WAJ0T9+wOh5jK695gOd8HInu6xxsjDJjFI9ZCqvjMTrwmlDYa8iuMxvLnmT+zFDAM2aCGsd5jRKZkZI1hbNty4AGd999N2bNmoXly5ejYcOG2LJlS8y6mzdvxjHHHIOCggJ8++23aNGiRdnfFixYgFGjRuGTTz5B+/btcdttt2HQoEEJj7/O8DmAZuW27X3tnfeDmlFdSsrsvOXVTVtWHd20xh3euczW8/afPWdm7Pi9sy1zzIJShzEeg5mXePSc9THTkP7RRdYgl1GwjZyPx8CHnQ+7PtaAxqubth+894lnP6+Zjactj/mL997xPCd6NdjW2x7j/0OMdDMF2IzIudiz1iTjN24GbUD0fRhUM6uDxyyUzSG2b9h8wbSPmUFW1naMGKIMzLzG4pYZpIwYmmWPCXbtPQZtbmzfsD5m18ujDWwseM13LZ61pvddTlDN9PSNVzM94z3o+yobp0zbQqWZ9ZIdgBBCiFSlQSX/EsOOHTtw0UUXYejQoZXWvfrqq9G1a9eo8q+++gr9+vXDqaeeiuXLl+PGG2/E4MGDMXv27ESELIQQQkC6KYQQQniRZiaa8HzDVwghRBVJzs9sxo8fDwCYNm1ahfUmT56MLVu2YNy4cXj99dcj/jZlyhTk5OTgwQcfBAB07twZ7777LiZNmoS8vLyExC2EECLsSDeFEEIIH9LMRKMXvkIIIWJQsUSUlJSgpKQkoiw9PR3p6emJDAoA8Omnn2LChAlYvHgx/v3vf0f9fdGiRejTp09EWV5eHm688caExyaEECKsSDeFEEIIH9LMRKOUDkIIIWJQ8c9s8vPzkZmZGfEvPz8/4VGVlJTgkksuwe9+9zscfDBPnlZYWIi2bdtGlLVt2xbFxcX4/nuWdEsIIYSoLtJNIYQQwoc0M9GE5xu+LQFkVPB3ZtiRaGxybpZ025MUndXxltljkgTyLmMwT/JxVs9rfuVJ+M9gsVvjOK9ZSw3DDGoKGhjzgB1RVTjsfKzJnddExl4flmy/JSmz8x4ba2wc9SVlQfHcOwxrcuE1uOjsiMGOv2JnTDVCxT+zGTNmDEaNGhVRFusT19GjR+O+++6rsL2VK1fiyCMrv9nHjBmDzp074/LLL6+0rqgG3RCpm3Y+ZfcmM6BpGtCEJI/MgbPNHMjm+MakzN7rXo1k2HNkc5nHbMOrm5bWjrZjlXlM1Nj5eHST3brjSJkhe3L8DIo8Y40auzG8hmwWjxFZUHPa6uim59oz7Pmw+4ux0Gx3cLQN+MZy+fMrBjDEGVONIN0MLS0RbcxbHjK2s3vG0aCNkH1eZPsFF5H5j80F9j5nz7PeOcTincdsf7G5x2NYGnSeYQQ1KSdzsr02qYJ99op67gL49Qr6LsX7LsATgy1ja1QGM34Pagga1LTNjhk2rXvN8uw6vLvZZua/SUOamWjC88JXCCFEXKnKT2puuummSl1LO3bs6Grrrbfewscff4yXX34ZAFBauvdhtFWrVrj11lsxfvx4ZGVlYcOGDRH7bdiwARkZGWjc2PvGQgghhIgf0k0hhBDChzSz+uiFrxBCiBjEL5F+69at0bo1+2pi1fnzn/8c8VOZDz74AFdddRUWLlyIQw89FACQm5uL1157LWK/uXPnIjc3Ny4xCCGEENFIN4UQQggf0sxEoxe+QgghYpAciVizZg2++eYbrFmzBrt378by5csBAIcddhiaNWtWJrT7+Prrvb+z7ty5M1q0aAEAuPbaa/Hoo4/illtuwVVXXYW33noLL730EmbNmlWTpyKEECJUSDeFEEIIH9LMRKMXvjUEzcdaanLijCY7stwzntwwDJZ7zrbPjufJV8T28+b4SySsbzyxs3P25DteEl2UfWMcczTt/M4UNA/elr0+3pyC9rzZuNpMyoLm1GK5CO0xvXmWPPcOO5+ZZtvmWQKAS0kZG+/e+zUliN+nrlVh3LhxmD59etn2scceCwCYP38+evfu7WojJycHs2bNwsiRI/Hwww+jXbt2ePrpp5GXl5eIkOsmaxE5xXjy2wXNeebF5llj9xib0z35u72xrw5wPE87QHSeNSC63705BFmZJy7PvMj0j+WnjGN+3rhhc7IDQH9SxvohaI5CO95Y/3me9zx5LgGejzBeuunNbWz7+R+kTn9Sxtq351i+r+xjUdKRboaWiwGUn/JeNX9n931NM5iUeT1kguJZa3rWh2xtweY/2xaby5kOsGf7Y822N5exmV9TNV+vC9YvbG3G+sFzXT15ab0eQ562vZq5yWx7Pbhs/lzWB0x/7ZhcSuqcS8o8a81HzPZOsk/SkGYmmnrJDsDDY489hkMOOQSNGjVCjx498P777yc7JCGECAEVO6cmimnTpqG0tDTqXywB7t27N0pLS8s+cS1fvmzZMpSUlOBf//pXpXmd6hLSTSGESAbSzdqKdFMIIWoaaWaiSfkXvi+++CJGjRqF22+/HUuXLsUxxxyDvLw8bNy4MdmhCSGEECmHdFMIIYTwI90UQghRF0n5F74TJ07EkCFDcOWVV6JLly6YMmUKmjRpgmeffTbZoQkhRB0nOZ+6iuoh3RRCiGQh3ayNSDeFECIZSDMTTUrn8N2xYweWLFmCMWPGlJXVq1cPffr0waJFi+g+JSUlKCkpKdsuKira+z/FxQmLc0/QHT0xsdxku812Q+fxtpIym0OmhNTZRsoaVdJOrOMl7jL4sbGy82Nx2mvB9vshuijw+KCYwIpLeTUPth9YbqJdpMxeV3LOdByxMguLgd0DNgZvXiV7MdIdbQPRse8gddh4YLHb+9X28f/NC6U2x3dSSGmJEIS46uZWO984AiBjPq5zoNVNdo95NMvqaCw88zybD9icZNtic6dnHmHXgWkwi8HzvMD61MbKjpfoax8vtpMO9PYp0wfXMc0200M2juwUzPLueceRjSFovm1P20D0+bDY2X5eLd3H1lTSTEC6Wfuoqm7G1MxSM5HYsUzm5BqfI7eRyc4zF7Dbi5Wxtux8x+YCNifa/vLUYTGwOcU7B9v5lbXF+sG0n5Ja6KWEjBnWD4ygY8vznMXGkS1j61jWFovTxsC0lmHTNXufzzyxsxg8Omrb3plKuinNTDQp3cNff/01du/ejbZt20aUt23bFp99xjPf5+fnY/z48dF/aN8+ESECANYH3TEzM55hiBQl8PigtIvc1BBKHZ6Jb3PfffcdMpM+R+iT1dpGXHXzxPjoZlznwAOTfU+IqhBf/YsTl9WxMTQz2QFUg5nxayo1NBOQbtY+qqqbMTXzO6OZZ1R+7BqfI89PhXukFvGH+DSTklro5X4yZu6v+TDiBjFYj/caLmEsjG9zqaGb0sxEk9IvfIMwZswYjBo1qmx7y5Yt6NChA9asWZMCA7pmKS4uRvv27bF27VpkZGQkO5waI6znDejc68K5l5aW4rvvvsNBBx2U7FAgEQ4H0s291JU5JAg69/Cde10579TSTEC6WfeRZv5IXZlHghDWcw/reQN159xTSzelmYkmpV/4tmrVCvXr18eGDRsiyjds2ICsrCy6T3p6OtLTo3+nnZmZWatvzOqQkZE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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " len(inputs.node_redshifts) // 3,\n", " 3,\n", " figsize=(14, 4 * len(inputs.node_redshifts) // 3),\n", ")\n", "\n", "for i, z in enumerate(inputs.node_redshifts):\n", " Tbz = runcache.get_output_struct_at_z(z=z, kind=\"BrightnessTemp\")\n", " plotting.coeval_sliceplot(Tbz, ax=ax.flatten()[i])\n", " ax.flatten()[i].set_title(f\"z={z:.2f}\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "33a59512", "metadata": { "papermill": { "duration": 0.010887, "end_time": "2023-12-28T10:57:45.419828", "exception": false, "start_time": "2023-12-28T10:57:45.408941", "status": "completed" }, "tags": [] }, "source": [ "We can also directly construct Coeval objects using the cache:" ] }, { "cell_type": "code", "execution_count": 14, "id": "8ec609df", "metadata": { "papermill": { "duration": 0.468217, "end_time": "2023-12-28T10:57:45.894099", "exception": false, "start_time": "2023-12-28T10:57:45.425882", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "coeval_z16 = runcache.get_coeval_at_z(\n", " z=8.,\n", ")\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", "plotting.coeval_sliceplot(coeval_z16, ax=ax[0],kind='brightness_temp')\n", "plotting.coeval_sliceplot(coeval_z16, ax=ax[1],kind='neutral_fraction')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "50d37523", "metadata": {}, "source": [ "Coevals read in this way do not necessarily have to be in the `out_redshifts` of the coeval run, they can also be in the `node_redshifts`, or even computed in some other run with the same inputs and random seed." ] } ], "metadata": { "kernelspec": { "display_name": "21cmFAST", "language": "python", "name": "21cmfast" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.0" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 5 }