ixxi-dante/nw2vec

View on GitHub
projects/scale/blogcatalog-compression-crop=200.ipynb

Summary

Maintainability
Test Coverage
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BlogCatalog exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/sl/Code/Research/nw2vec\n"
     ]
    }
   ],
   "source": [
    "cd /home/sl/Code/Research/nw2vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "from collections import defaultdict\n",
    "import os\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "\n",
    "import keras\n",
    "from keras_tqdm import TQDMNotebookCallback as TQDMCallback\n",
    "\n",
    "from nw2vec import layers\n",
    "from nw2vec import ae\n",
    "from nw2vec import utils\n",
    "from nw2vec import batching\n",
    "import settings\n",
    "\n",
    "\n",
    "# ### PARAMETERS ###\n",
    "\n",
    "# Data\n",
    "crop = 200 # None\n",
    "\n",
    "# Model\n",
    "n_ξ_samples = 1\n",
    "use_bias = False\n",
    "\n",
    "# Training\n",
    "loss_weights = [1.0, 1.0, 1.0]  # q, p_adj, p_v\n",
    "n_epochs = 20000\n",
    "# seeds_per_batch = len(nodes) -> defined below\n",
    "max_walk_length = 1\n",
    "p = 1\n",
    "q = 1\n",
    "neighbour_samples = 30\n",
    "\n",
    "\n",
    "# ### MISC. SETUP VARIABLES ###\n",
    "\n",
    "# if 'CUDA_VISIBLE_DEVICES' not in os.environ:\n",
    "#     raise ValueError('CUDA_VISIBLE_DEVICES not set')\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
    "# MODEL_NAME = os.path.split(__file__)[-1][:-3]\n",
    "# MODEL_PATH = os.path.join(settings.SCALE_PATH, MODEL_NAME)\n",
    "# if not os.path.exists(MODEL_PATH):\n",
    "#     os.mkdir(MODEL_PATH)\n",
    "\n",
    "\n",
    "# ### LOAD DATA ###\n",
    "\n",
    "# ## Get the full list of nodes and groups ##\n",
    "\n",
    "# nodes\n",
    "nodes = []\n",
    "with open('datasets/BlogCatalog-dataset/data/nodes.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    nodes = [int(row[0]) for row in reader]\n",
    "if crop is not None:\n",
    "    nodes = nodes[:crop]\n",
    "assert len(nodes) == len(set(nodes))\n",
    "nodes = set(nodes)\n",
    "\n",
    "# groups\n",
    "groups = []\n",
    "with open('datasets/BlogCatalog-dataset/data/groups.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    groups = [int(row[0]) for row in reader]\n",
    "assert len(groups) == len(set(groups))\n",
    "groups = set(groups)\n",
    "\n",
    "\n",
    "# ## Generate graph from edges and node data ##\n",
    "\n",
    "# Read edges.csv and make a network out of it\n",
    "edges = defaultdict(list)\n",
    "with open('datasets/BlogCatalog-dataset/data/edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes and int(row[1]) in nodes:\n",
    "                edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "g = nx.from_dict_of_lists(edges, create_using=nx.Graph())\n",
    "if crop is not None:\n",
    "    g.add_nodes_from(nodes)\n",
    "\n",
    "# Read group-edges.csv and add that info to each node\n",
    "group_edges = defaultdict(list)\n",
    "with open('datasets/BlogCatalog-dataset/data/group-edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes:\n",
    "                group_edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            group_edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "for node, data in g.nodes.items():\n",
    "    data['groups'] = group_edges[node]\n",
    "\n",
    "\n",
    "# ## Sanity checks ##\n",
    "\n",
    "assert set(g.nodes) == nodes\n",
    "if crop is None:\n",
    "    assert set().union(*[groups for _, groups in g.nodes(data='groups')]) == \\\n",
    "        groups\n",
    "\n",
    "# ## Update model parameters ##\n",
    "seeds_per_batch = len(nodes)\n",
    "dim_data = len(groups)\n",
    "# DATA_PARAMETERS = 'crop={crop}'.format(crop=crop)\n",
    "# VAE_PARAMETERS = (\n",
    "#     'orth'\n",
    "#     '-adj_xew=False'\n",
    "#     '-feature_decoder=Bernoulli'\n",
    "#     '-n_ξ_samples={n_ξ_samples}'\n",
    "#     '-dims={dims}'\n",
    "#     '-bias={use_bias}').format(n_ξ_samples=n_ξ_samples,\n",
    "#                                dims=dims, use_bias=use_bias)\n",
    "# TRAINING_PARAMETERS = (\n",
    "#     'loss_weights={loss_weights}'\n",
    "#     '-seeds_per_batch={seeds_per_batch}'\n",
    "#     '-WL={max_walk_length}'\n",
    "#     '-p={p}'\n",
    "#     '-q={q}'\n",
    "#     '-neighbour_samples={neighbour_samples}'\n",
    "#     '-n_epochs={n_epochs}').format(loss_weights=loss_weights,\n",
    "#                                    seeds_per_batch=seeds_per_batch,\n",
    "#                                    max_walk_length=max_walk_length,\n",
    "#                                    p=p, q=q,\n",
    "#                                    neighbour_samples=neighbour_samples,\n",
    "#                                    n_epochs=n_epochs)\n",
    "# MODEL_DATA = os.path.join(MODEL_PATH,\n",
    "#                           DATA_PARAMETERS + '---' +\n",
    "#                           VAE_PARAMETERS + '---' +\n",
    "#                           TRAINING_PARAMETERS)\n",
    "\n",
    "\n",
    "# ### DEFINE TRAINING LABELS ###\n",
    "\n",
    "labels = np.zeros((len(nodes), len(groups)))\n",
    "nodes_offset = min(nodes)\n",
    "groups_offset = min(groups)\n",
    "for n, data in g.nodes.items():\n",
    "    labels[n - nodes_offset, np.array(data['groups']) - groups_offset] = 1\n",
    "\n",
    "\n",
    "# ### BUILD THE VAE ###\n",
    "\n",
    "n_nodes = len(nodes)\n",
    "nx_node_ordering = np.array(sorted([[n - 1, i] for i, n in enumerate(g.nodes)]))[:, 1]\n",
    "adj = nx.adjacency_matrix(g).astype(np.float32)[nx_node_ordering, :][:, nx_node_ordering]\n",
    "\n",
    "def build_q(dims, use_bias=False):\n",
    "    dim_data, dim_l1, dim_ξ = dims\n",
    "\n",
    "    q_input = keras.layers.Input(shape=(dim_data,), name='q_input')\n",
    "    # CANDO: change activation\n",
    "    q_layer1_placeholders, q_layer1 = ae.gc_layer_with_placeholders(\n",
    "        dim_l1, 'q_layer1', {'use_bias': use_bias, 'activation': 'relu'}, q_input)\n",
    "    q_μ_flat_placeholders, q_μ_flat = ae.gc_layer_with_placeholders(\n",
    "        dim_ξ, 'q_mu_flat', {'use_bias': use_bias, 'gather_mask': True}, q_layer1)\n",
    "    q_logD_flat_placeholders, q_logD_flat = ae.gc_layer_with_placeholders(\n",
    "        dim_ξ, 'q_logD_flat', {'use_bias': use_bias, 'gather_mask': True}, q_layer1)\n",
    "    q_μlogD_flat = keras.layers.Concatenate(name='q_mulogD_flat')(\n",
    "        [q_μ_flat, q_logD_flat])\n",
    "    q_model = ae.Model(inputs=([q_input]\n",
    "                               + q_layer1_placeholders\n",
    "                               + q_μ_flat_placeholders\n",
    "                               + q_logD_flat_placeholders),\n",
    "                       outputs=q_μlogD_flat)\n",
    "\n",
    "    return q_model, ('OrthogonalGaussian',)\n",
    "\n",
    "\n",
    "def build_vae(dims):\n",
    "    def p_builder(p_input):\n",
    "        _, dim_l1, _ = dims\n",
    "        # CANDO: change activation\n",
    "        p_layer1 = keras.layers.Dense(dim_l1, use_bias=use_bias, activation='relu',\n",
    "                                      kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                                      name='p_layer1')(p_input)\n",
    "        p_adj = layers.Bilinear(0, use_bias=use_bias,\n",
    "                                kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                                name='p_adj')([p_layer1, p_layer1])\n",
    "        p_v = keras.layers.Dense(dim_data, use_bias=use_bias,\n",
    "                                 kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                                 name='p_v')(p_layer1)\n",
    "        return ([p_adj, p_v], ('SigmoidBernoulliScaledAdjacency', 'SigmoidBernoulli'))\n",
    "\n",
    "    q_model, q_codecs = build_q(dims, use_bias=use_bias)\n",
    "    vae, vae_codecs = ae.build_vae(\n",
    "        (q_model, q_codecs),\n",
    "        p_builder,\n",
    "        n_ξ_samples,\n",
    "        loss_weights\n",
    "    )\n",
    "    return vae\n",
    "\n",
    "\n",
    "# ### DEFINE TRAINING OBJECTIVES ###\n",
    "\n",
    "def target_func(batch_adj, required_nodes, final_nodes):\n",
    "    return [\n",
    "        np.zeros(1),  # ignored\n",
    "        utils.expand_dims_tile(\n",
    "            utils.expand_dims_tile(batch_adj + np.eye(batch_adj.shape[0]),\n",
    "                                   0, n_ξ_samples),\n",
    "            0, 1\n",
    "        ),\n",
    "        utils.expand_dims_tile(labels[final_nodes], 1, n_ξ_samples),\n",
    "    ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### TRAIN ###\n",
    "steps_per_epoch = int(np.ceil(len(labels) / seeds_per_batch))\n",
    "\n",
    "def train(vae):\n",
    "    return vae.fit_generator_feed(\n",
    "        batching.batches(vae, adj, labels, target_func,\n",
    "                         seeds_per_batch, max_walk_length,\n",
    "                         p=p, q=q, neighbour_samples=neighbour_samples),\n",
    "        steps_per_epoch=steps_per_epoch,\n",
    "        epochs=n_epochs,\n",
    "        check_array_lengths=False,\n",
    "        shuffle=False,\n",
    "        verbose=0,\n",
    "        callbacks=[\n",
    "            TQDMCallback(show_inner=False),\n",
    "        ]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import scipy.special\n",
    "\n",
    "import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "89cd42aea3ea4a46906d1f4090df2690",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=24), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sl/.conda/envs/base36/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "98f72fea7dbf4891a7f80079da06eaad",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7de79865c12b4ab9a1c0bc4e015ae1b6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1fc497a119ee4b6389472d8409251711",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0631d025d45c4472b39f880e9af66a1d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0a0be7688fa3420ca4420e47b808140b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fd8690855f6f47b3b93cf5dbb1ccee3b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "25fc9c6c84274e71a0f57ed991f588dc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "99a35898184440b9bec8ab8d4d635498",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3e79b409024b48e9aff7eb640c5530c7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "60539a3bc75e491a8f3ff93a0757378d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "16ad0107ab4d41b88c628dea024dd668",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9a12c7c6b77d4a608135d8a1dd28aa13",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "628003ea208f47b4a7a0b476b7093cd2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "811a43ed2a2942ebb4c0db2f1ae98647",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d569bb338a55423d8cfc5688e2cdfc4f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e7e5c247c02e45d0b083277fc2871c3c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2c78d875d24544a680db45c7597e286e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "559f0e6685e84fc988ef202c0ba5cdfa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c63ece787d5c4395b37b696dea84921b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0bb575220b5a4b35b669efb363b8959e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ade5a9cdd32f4fc1b9d3fe6f37d91a3d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "709986bee61c401d920952fccce7adfb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6480430f690c4de894e492658561fc81",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f155cc34fe404ddea7f9e519bcd82318",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "histories = {}\n",
    "vaes = {}\n",
    "dims_range = range(2, 26)\n",
    "for n in tqdm.tqdm_notebook(dims_range):\n",
    "    vaes[n] = build_vae((dim_data, 25, n))\n",
    "    histories[n] = train(vaes[n])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_names = list(histories[dims_range[0]].history.keys())\n",
    "costs = {name: np.array([np.mean(histories[i].history[name][-100:]) for i in dims_range]) for name in loss_names}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Final loss value')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sb\n",
    "sb.set()\n",
    "with sb.plotting_context('talk'):\n",
    "    fig, ax = plt.subplots()#figsize=(6, 4))\n",
    "for name in loss_names:\n",
    "    ax.plot(dims_range, costs[name], label=name, lw=2 if name == 'loss' else 1)\n",
    "ax.legend()\n",
    "ax.set_xlabel('Embedding dimension')\n",
    "ax.set_ylabel('Final loss value')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_losses(losses):\n",
    "    fig, axes = plt.subplots(1, len(losses), figsize=(len(losses) * 5, 4))\n",
    "    for i, (title, values) in enumerate(losses.items()):\n",
    "        axes[i].plot(values)\n",
    "        axes[i].set_title(title)\n",
    "    fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sl/.conda/envs/base36/lib/python3.6/site-packages/matplotlib/pyplot.py:537: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  max_open_warning, RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZcAAAEYCAYAAAAgWciCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XecVPX1//H32ULvsPReBAQpsopdIxYEY0nURBPb1wQTTbHkl6jRaBILMVFjYmIkauwlsUSjYFSiYgMFREQXBZGysMDSO2w5vz/u3WGW7cvs3p3Z1/Px2Mfe+dzPvffMop+ZOfO552PuLgAAAAAAAAAAaiIt6gAAAAAAAAAAAMmH5DIAAAAAAAAAoMZILgMAAAAAAAAAaozkMgAAAAAAAACgxkguAwAAAAAAAABqjOQyAAAAAAAAAKDGSC4j5ZjZUjM7Ieo4ACCVNJSx1cxuNrN1ZrbazPqamZtZRoKvcZOZPZbIcwJAQxU/5plZbzPbZmbpVRzzppl9r34iBABIUl299wX2F8llAABQb8zsITPbY2Zbw58FZnabmbWtxrG9JF0t6UB371rD6x5nZrm1jRsAGgN3X+7urdy9KOpYAABAciC5DAAA6tvt7t5aUpakiyUdJuldM2tZxXF9JK1397V1HSAAAAAAoGokl5GyzKypmf3RzFaFP380s6bhvk5m9pKZbTKzDWb2tpmlhft+YWYrwxl1n5vZuGifCQBIZjbazOaGY9PTZvaUmd1cSf/jzCzXzH5uZmvNLM/MzjCzCWb2RTj2XRfX/6H481U207ey8TXc//PweqvM7Hvh7XsD9z2Pu+9y9w8lnSapo4JEc0XP5wRJr0nqHt6y/VA5fS42s5zwb7TEzC4N21tKmhZ37DYz617Rtco572lm9mn4mvGmmQ2N21fua4aZHWpms81si5mtMbM7q3s9AIgXliW61sw+M7ONZvYPM2tWSf/24fvc/LD/S2bWM25/PzN7Kxy3XpPUKW5fjW+5NrM0M7vezJaFrzePlNyNYmbNzOwxM1sfjqEfmlmXcN9F4Vi91cy+MrPv1OoPBAANQC3G6hwzOzXucYYFpd8OrsE1u5vZi+H7+sVm9v24feW+F61sXAZqi+QyUtkvFcyGGyVppKRDJV0f7rtaUq6CWXNdJF0nyc1ssKQfSToknFV3sqSl9Rs2AJRmZk0k/VvSo5I6SPqXpG9W49CukppJ6iHpV5L+Lum7ksZIOlrSr8ysfy1CqnB8NbPxkq6SdIKkgZKOrepk7r5VQeL46Er6vC7pFEmrwlu2Lyqn21pJp0pqoyBRfZeZHezu2/c5tpW7r6rOEzWzAyQ9KekKBa8ZUyX9x8yaVPGacbeku929jaQBkv5ZnesBQAW+o2CMGSDpAO19T1ueNEn/UHC3R29JOyXdE7f/CUlzFCSVfyvpwv2M7aLw52uS+ktqFXe9CyW1ldRLwZeIP5C0M/zS70+STgnHzyMkzdvPOAAgajUZq5+UdG7c45MlrXP3uTW43pMK8hrdJZ0l6VbbOzmuovei5Y7LNbgmUAbJZaSy70j6jbuvdfd8Sb+WdH64r0BSN0l93L3A3d92d5dUJKmppAPNLNPdl7r7l5FEDwB7HSYpU9IfwzHrGUkfVuO4Akm3uHuBpKcUJBLudvet7v6ppE8ljahFPJWNr+dI+oe7f+ruO8J91bFKQeK81tz9ZXf/0gNvSXpVlSSsq+lbkl5299fCv+MfJDVXkAip7DWjQNJAM+vk7tvcfeZ+xgGgcbvH3Ve4+wZJt6h0QqIUd1/v7s+6+47wy7tbFH7RZ2a9JR0i6QZ33+3uMyT9Zz9j+46kO919ibtvk3StpG+Hs58LFCQvBrp7kbvPcfct4XHFkoabWXN3zwtflwAgmVV7rFbwRd9pZtYifHxe2FYtFqxFcpSkX4R3A86TdL9K5zzKey9a2bgM1ArJZaSy7pKWxT1eFrZJ0u8lLZb0ang73jWS5O6LFcxOu0nSWgtuO6/2rdMAUEe6S1oZfglWYllFneOsj1uUqWRGwpq4/TsVzDCrTTwVja/dJa2I2xe/XZkekjbUIpYYMzvFzGaGtwZukjRBcbd711Kp5+ruxQqeU48qXjMuUTBjZWF4u+GpAoDaix9L48fcMsyshZndF5ap2CJphqR2ZpYeHrcxvKMj/nz7o7zXhAwFdwc+Kum/kp6yoFTS7eGXcdsVfHn3A0l5ZvaymQ3ZzzgAIGrVHqvD95E5kr4eJphPUw2Sy+G5N4RfIsZfs0e4XdF70XLH5RpcFyiD5DJS2SoFtwOW6B22KZy1d7W795f0dUlXldw+4u5PuPtR4bEu6Xf1GzYAlJEnqYeZWVxb7wRfY7ukFnGPu1bSt8LxVUGsPeP29arqwmbWSkEZjberFWn552gq6VkFM4u7uHs7BSUsSv5mXtGxVSj1XMN/g16SVkoVv2a4+yJ3P1dS57DtGat6wUIAqEj8WBo/5pbnakmDJY0Nb4c+Jmw3BWN0+33Go/19PSnvNaFQ0prwbptfu/uBCu74OFXSBZLk7v919xMV3E24UEHpJgBIZjUZq6W9pTFOl/RZmHCurlWSOphZ632uWfIetdz3opWNy0BtkVxGKntS0vVmlmVmnRTUG31MkszsVDMbGCYJtii4tbnIzAab2fFhkmKXgll9RRWcHwDqy/sKPqj/JFzs4xsK6hwn0jxJE8ysg5l1VTAjtyIVjq8K6rldbGZDw1kYv6roJBYsDDhGQT3pjQpqhNZWEwUlKvIlFZrZKZJOitu/RlLHkkWmauCfkiaa2bhwVsfVknZLeq+y1wwz+66ZZYUznTeF5+L1BEBtXW5mPc2sg4K1Qp6upG9rBePRprD/jSU73H2ZpNmSfh3Wjj9KwUSL/fGkpCstWCiwlaRbJT3t7oVm9jUzOyicNb1Fwe3YRWbWxYLFUlsqGFO3iTESQPKryVgtBWXrTpL0Q9Vs1rLcfYWk9yTdFi7SN0LBbOXHpYrfi1Y0Ltfk2sC+SC4jld2s4M3zfEmfSJobtknSIEmvK3gj+76kv7r7mwoSE5MlrZO0WsG3fNfVa9QAsA933yPpGwoWTNqo4Fbi5xJ8mUclfaxgQbpXVfmb4QrHV3efpmCRpjcUlB96Pzxmd9zxPzezrQrKYDyiYGGpI/a5TbtGwlsCf6IgGbxRQd26F+P2L1SQAFkSroxdrZJH7v65gkUQ/6zgteHrkr4e/ptU9poxXtKnZrZNwYIq33b3XbV9fgAavScUjM1Lwp+bK+n7RwW14ddJminplX32nydprIIx+EYF4/D+eFDBa8gMSV8p+LLtx+G+rpKeUZDAyJH0loIvI9MUfFm3KozjWEmX7WccABC1mozVcvc8Be+Vj1DViejynCupr4Kx9HlJN7r7a+G+it6LVjQuA7Vmpcs3AgCAZGBmD0nKdffKVqGOnJkNlbRAUlN3L4w6HgBINma2VNL33P31erhWf0mLJGU4HxQBoNrqc6wGGhpmLgMAgIQyszPD263bK6jx9h8SywCQFIZLWkpiGQAAVBfJZQAAktd1ZratnJ9pEcd1qYLax18qqOH2w+oeaGZ/q+A5/S2RAZrZtAquQykkAA2emSV8/DezqyRNkXRN+Li8828zs6MT9TyA+hLWpP3AzD42s0/N7Ndhez8zm2Vmi8zsaTNrEnWsSB21GavN7DsVHPNpfcYO1ARlMQAAAAAAQMoKF3Jv6e7bwgV635H0U0lXSXrO3Z8Kv8j+2N3vjTJWAEg2zFwGAAAAAAApywPbwoeZ4Y9LOl7B4maS9LCkMyIIDwCSWkbUAUhSp06dvG/fvlGHAQB1bs6cOevcPSvqOKrCuAygMWBMBoCGpS7HZTNLlzRH0kBJf1FQvmtT3LoQuZJ6VHDsJEmTJKlly5ZjhgwZUhchAkCDUt0xuUEkl/v27avZs2dHHQYA1DkzWxZ1DNXBuAygMWBMBoCGpS7HZXcvkjTKzNpJel7S0PK6VXDsFAU1yZWdne2MyQAag+qOyVWWxTCzXmb2hpnlhIXvfxq232RmK81sXvgzIe6Ya81ssZl9bmYn1/5pAAAAAAAAJIa7b5L0pqTDJLUzs5JJdz0lrYoqLgBIVtWpuVwo6Wp3H6pg8L3czA4M993l7qPCn6mSFO77tqRhksZL+mt4+wkAAAAAAEC9MrOscMayzKy5pBMk5Uh6Q9JZYbcLJb0QTYQAkLyqTC67e567zw23tyoYgMutQxQ6XdJT7r7b3b+StFjSoYkIFgAAAAAAoIa6SXrDzOZL+lDSa+7+kqRfSLrKzBZL6ijpgQhjBICkVKOay2bWV9JoSbMkHSnpR2Z2gaTZCmY3b1SQeJ4Zd1i5RfHjC+L37t27FqEDAAAAAABUzt3nK8hl7Nu+REyGA4D9Up2yGJIkM2sl6VlJV7j7Fkn3ShogaZSkPEl3lHQt5/AyRfHdfYq7Z7t7dlZWg1+kGwAAAAAAAAAQp1rJZTPLVJBYftzdn5Mkd1/j7kXuXizp79r7bV+upF5xh1MUHwAAAAAAAABSTJXJZTMzBXWHctz9zrj2bnHdzpS0INx+UdK3zaypmfWTNEjSB4kLGQAAAAAAAAAQterUXD5S0vmSPjGzeWHbdZLONbNRCkpeLJV0qSS5+6dm9k9Jn0kqlHS5uxclOnAAAAAAAAAAQHSqnLns7u+4u7n7CHcfFf5Mdffz3f2gsP00d8+LO+YWdx/g7oPdfVpdBL6nsFjXPjdfa7fsqovTAwCQsu5+fZFmL90QdRgA6tCsJev1lzcWRx0GAEDSnGUb9e0p7+vL/G1RhwIACVftBf0amtdz1ujJD1bopv98GnUoAADUyJZdBVq0Zqsk6ajf/U+/femz/T7np6s267ZpOXIP1tB9e1G+VmzYUabfig07dNfrX+isv/EBB0hl35oyU7//7+dRhwEAkLR55x7NXLJBW3cVRh0KACRc0iaXw8/OAAA0WIVFxZq3YlOZ9hE3vaoT75ohScrduFMPvPNVpefZvrtQt03L0e7CiqtMnf2393XfW0u0Y0+R3F3nP/CBjr/jTS1fv0N9r3k5NoPxr29+GTtm3B1vlTrH4rVbVVBUXO3nNz1njQ745TRt380HJQAAgIqkpwWpl6Li6r/PAoBkkbTJZQBAaWb2oJmtNbMFcW2/N7OFZjbfzJ43s3ZRxpgKPl21udwZweW5e/oinfGXd/VJ7uZY28bte2Lbuwr2Jovzt+6WJH2Zv039r31Zi9duVe7G4Dp/mr5I9721RHe++oXmLNtQ6vi1W3bp9L+8qx17gnO9PD8vNluxoMg15e0gmfz7/36u8X+coeUbtpeK8YZ/B/+5rNq0UyfcOUM/fuKj6v0hJN3x6hfaU1Ssr9Ztr7ozAABAI5VuJkmqwXf4AJA0kj65zAxmAIh5SNL4fdpekzTc3UdI+kLStfUdVDJbv223/vLG4lipia27CjTxT+/o6Nvf0GMzl+mAX06LJYgXrdmqddt2lzp+fphUXrV5Z6xt5aa92z96Ym5s+60v8vX4rGUad8dbKnbphDtn6KjfvaHPVm3RfTOWSJLum7FE37z3ffW95mVNz1mjM//6ng69dbo+jpsd/fNn55eanfzYzOWx7YWrt+rdxetLxfjozGU66973tH5bkPR+5dPVemXBavW95mXdOjWnwr/Nl/nbtCucSf3qZ2s0b8UmbYhLnFdk0449emn+qir7AQAApIr0tJLkMgkMAKknI+oAAACJ4e4zzKzvPm2vxj2cKems+owp2f3i2fl6PWetDunbQYf266Cz7n0/tu/6cMbv4rXbdNnjc7U8bjbz61cdqwsemKVVm4NFZy99dI7Oye6p288aqbunL9rbL2dtbPtn//q43Bgm/OntctsveXh27Z/YPmYv26iv3/NO7PEPHpsjSZoyY4mmzFiiHu2a65Yzh+u4wZ0lBWU64ktq/Gn6Iv0pfF5LJ0+Mtb+3eJ3Ou3+WvnlwT91xzkh9vGKTvnP/LG3bXajRvdurR7vmZWLZVVCkwmJXq6a8RQEAAKmB5DKAVJb0M5fDu0sAAFX7P0nTKtppZpPMbLaZzc7Pz6/HsKLh7lqwcrP+NXuFCoqKtXjtNt3/9hIdc/sbsdrG28Jawtc+N199r3lZn4eL8MU79c/vlEosS9J1z38SSyyX+OfsXLm7XvtsTR09o7qzctNOTXp0Tuzvsu8M7XgfLt1btuO8+2dJkp6dm6sT7nxLp//l3djf9N8frSx13Oert6rvNS9ryA2vaPiN/63w/L996TMdOfl/tX4uAAAA9S2WXObWawApKOmnBTE2A0DVzOyXkgolPV5RH3efImmKJGVnZ6f86Pr4rOWx2cerN+/SHa99Eds3+PpXSvX9Mr9mNYU/+GpDue2jfvNaDaNsOPYUFsf+Lhce3qfCfmf/7X3dd/4YLVtf+m+2eO22Uo9//9/PdewBWRreo62Kil0n/3FGqf3bdheWO3u5ZPHDKTO+1PFDumhg51blxrFq007NWbZRXx/ZveonBwAAUIf2zlym6DKA1JO0M5eZsQwA1WNmF0o6VdJ33PlKrsRneVti2+urUSs4ETbvLKiX69S1h99fVun+Sx+do1unLqzyPKf++R0tXrtV4+54s8y+4Tf+V2u3BLO/dxUUaceewlL7b526UN+8971SbS/Pz9Oht7yugqJinXXve/rxkx+puJq3n27asafSGdkAAAC1lZHGgn4AUlfSzlwmPQIAVTOz8ZJ+IelYd99RVf/GpKho7wvJl/nbKumJunTCnTMq3Pf+kvV6Zk6u3l60TlLpes5SkKwvLnalpZmKil2XhwskbtpRECtLsqeoWM3S0rV1V4F27ilS5zbNyr1Wyazyfa8BAACwv9KMmcsAUlfSzlwGAJRmZk9Kel/SYDPLNbNLJN0jqbWk18xsnpn9LdIgG5CnZ6+IbZckL9Gw/PSpeVX+23z/kWBhw/gvCPbETQsackNQyuOgm17VobdOV3mT97fvLizTVtdOv+cdXf/vT+r9ugAAoP5lpDNzGUDqStqZy5TFAIDS3P3ccpofqPdAGqCComI98v4ytW2eqZ/962OdPoo6vMmo7zUvl2mbvnBtmfZfhbW0S8z4Yu8Cld99YJamnJ+tBSs369apOercppnuOGdkbP+tU3N08ZF91a1tc+Vu3KGe7Vsk+FkEPs7drI9zN+vmMw6qk/MDAICGo2TmciEzlwGkoKRNLgMAUF2/eHa+npu7Mvb4hXmrIowGdW36wrWlHl/w4Aex7XcXr9eVT8/Tq5+tCVs2l+o7ZcYSTVuQp+snHqhLH52jKeeP0UnDumrHnkIVFrvaNMus6/CRZMysl6RHJHWVVCxpirvfbWYdJD0tqa+kpZLOcfeNZmaS7pY0QdIOSRe5+9woYgcA1I+SBf2Kqe8JIAVRFgMAkHIKioq1c0+R7nztC727eF2pxDKwN7Ec2LS99EKLKzbs1KWPzpEkLVgZJJ+PmPw/jbjpVe0uLNJt03J075tfJiwed6/2woNokAolXe3uQyUdJulyMztQ0jWSprv7IEnTw8eSdIqkQeHPJEn31n/IAID6VLKgX2ERr/cAUg8zlwEAKefku2ZoybrtUYeBJHHM79+ocF/uxp2lym4Mvv6V2PYPju2vqZ+s1gkHdlbTjPQyx+4pLFZmusnMtH13oZplpmvC3W/r8zVbS/V74oPl+uXzC/TBdePUuU0zrdiwQ+1aZKp1LWZJH3TTf3XsAVm657yDa3wsasfd8yTlhdtbzSxHUg9Jp0s6Luz2sKQ3FSywerqkRzwoAD7TzNqZWbfwPACAFJTGzGUAKYzkMgAg5ZBYRqI891HFs96f/GCFrnv+EzVJT9PY/h20JH+7Vm7aqesnDtW3Dumlg256VRNHdNPL84Oc4YWH9ymTWL5tWo7+E5Zpuev1RbrtGwfp6Nvf0KDOrfTaVceWe92pn+RpYOdWOqBL6zL7tu4q1Evz83TPedLaLbvUuU2z2j511IKZ9ZU0WtIsSV1KEsbunmdmncNuPSStiDssN2wjuQwAKapk5jIL+gFIRUlfFoMv/gAAkvSfj1cpJ2+LLn8idUuXXnnCAVGHgDjXPf+JJGlPUbHeXrROKzftlCTd/HKO/jU7V5JiiWVJevj9ZWXOcd9bS7Rq8y5J0pMfLI+1L1q7LbZdUFSs+99eoj2FxVq7dZcue3yuTrprRqWxvTR/lQ69dbreW7yuls9O+mLNVr366epSbbsLi+S8+SqXmbWS9KykK9x9S2Vdy2kr80c1s0lmNtvMZufn55dzCAAgWZQs6FfEgn4AUlDSJ5cBAI1XYVGxXvtsjXYVFOnHT36kU+5+u1QyryH4yfEDq+zTtnnV5Q+G92ijn4wr/1xDupadwVqV6Vcfq6WTJ+qEoV1qfCyq9puXPqvVceUlbh+buUw3v5yj372yUNNz9i5WOOa3r1V4nv+Fixqed/8snfnXd2sVy0l3zdCksPa0FCSWB1//iia/srBW50tlZpapILH8uLs/FzavMbNu4f5ukkr+8XIl9Yo7vKekMquMuvsUd8929+ysrKy6Cx4AUOf2zlzmC1oAqSfpy2JYeXM/AACNwvCb/qtdBQ13BsjXBmfpqpMG68DubfSDx4IZ1d87qp/eCWeTPv69sWrdLFNNMtJ09+uLdNfrX1R4rr+eN0YW96J3/cShWrBys045qJtOHtY1Vhf4oYsP0YbtezS4a2t9tmqL+me11OylG3XbtL0JwRcuP1IDslpJku6/MDt2bGa6qW3zJlq3bXdi/xCotkNumR7bvm1qji49doD+8sZiSdID73xVqu/67XtKPf53XAmP+EUsP1q+qcLrFRW7lq3frv5ZrbSroEi5G3dqYOdW5fbdsbtIkvTUByt07SlDy+z/aPlG3fSfz/T0pMPULLNsDepUZcH/mA9IynH3O+N2vSjpQkmTw98vxLX/yMyekjRW0mbqLQNAaiupuVxIchlACkr65DIAoPGKIrH8yhVHa+P2Ah0+oKOG3/hfXXHCIN38co7G9GmvOcs2lup749eHSZJOHtZVN58xXGeN6Vlh0u2nJwzSmaN76Jjfv6FjD8hSt7bN9NSHK9QkI02f/3Z8LLH80MWHaOm67broyH6ljr/v/DE6oEtr9evUMtY2rHtbSdKYPh1iyeWXfnyUhvdoW24MI3u209/OH6Psm1+v0d/kq9smqN+1Uyvcf9aYnnpmTm6NztlYxSf275uxRPfNWFJpf3fXz5+ZrznLN2pJfsW1xku+QFg6eaIkafn6HXrig+VKM+mvb36pts0ztXlngSTp41+dpBteWBA79oQ739Kfzx2tLmH95oq+2L/hhQVasHKLcvK26NXP1uj7R/dXh5ZNqn7Sye9ISedL+sTM5oVt1ylIKv/TzC6RtFzS2eG+qZImSFosaYeki+s3XABAfctgQT8AKSzpk8vcVgIAjdMN/15QdadaWDp5YiwRJ0lTf3K0Jvzp7djjIV3bxLYX/PpkSdJ3D+uj9DTTph0FWrNll1Zt2qmD+7RXp1ZNJUlmpu8e1qfKa/fu2CKW/JOCpGyP9s1LzVg+bnBnaXDZY08e1rXSc79+1bHavruwwsSyJDXLTFenVk1jMcT/HUqM7t2uzExYq+I2oj+cPbJUcrlV0wxt211Y6TGonlG/eS2WFK6O8v5NJZU6x8jfvFpq3+K123TxPz7U1J8eLalsweCiYtc3/vquFqwMygy/+Xm+7n3zS+Vu3Kk/nzu62rElK3d/R+XXUZakceX0d0mX12lQAIAGJZ2ZywBSWNIml/O3BjN7Xv1sTcSRAACi8OjMsouj7Y+HLj4kSNwqmN3btnmmenVoIUl642fHaVdBkVZv2VXusSWzkbNaN1VW66aVJnBrIrtvh4ScR1KFpQ7i3XnOyHLb/335kbrl5c/04dKNenrS4Trg+mmSpH6dWuq3pw+P9TnjL3tr+/5ywlAtWbc9NlPnrm+N1Os5azWgU0udO7a3Zi5Zryuf/nh/n1ajV5PE8v5YvWWXDo6r8Tw9Z40ueXi2XrniaHVp3Uwf526O7Sv54n9x3KKENbVjT6E27ShQ93bNJQX11bftLlS7Fo1iJjQAIMWUJJeLikguA0g9SZtcXru1/A/4AIDUt2Dl5qo7VdPbP/+aurRppiYZe9e43Tc5XFJqYmi3NkplncOyB/sa1audnp50uPYUFatJRppuP2uEfv7MfP37siPVtkVmrE+87x/Tv9TjM0f31Jmje5Z6vG9y+fzD+ujL/G1678v1iXg6qCMbdxTokodnS5LG//FtvfijI0vtdwUfnHPytsjdy8xs/zJ/my5/fK6ennR47L+feBu274klsktm0f+/Z+br+Y9W6qvbJsjM1Peal5Xdp72e+eERCX9+qaao2GNJDQBANNLD18IiymIASEFJm1y2Cu8+BACkulP//M5+nyM9zfTlrRMSEE3yG9K1tcb2KztL+p1ffE1NM4JZ2WlppmZpwfY52b10TnavCs93TnbPCvfFW/jb8UpPM2Wkmf63cK2OG9xZaSYtXL1VQ7u1qbCEAxqW0+55t9TjR9/fe1fBN+99T89dVjr5fPfri7Rw9Vb938MfakBWS83P3ayfnTRY/563Ujd+fZgen7X3+Kv/+bF+OXGono9brLDE7GUblbd5p7q1bZ7gZwQAQGKlpZnSjLKeAFJT8iaXyS0DQKO0q6CoVsfFL1gmSc9fxozHEq9ccUy57T3bt6jReT745Ti1aZZZ4aKF+4rvN25ol9h2yQzxs8f01L8qWAhw39rYaDi27NpbT3vu8k36eMUmjQxnthcWFWvmkmBm+pxlG2OLYH7vkWAm9Evz80qd69m5uXp27t7/BqbMWKIPl26IPT7292/qi5tPqZsnkiKCEs+8cQaAqGWkpVFzGUBKSqu6CwAA0XF3FRe75izbqA++2qAhN7xSq/N8fONJpR6P6Nmugp6orc6tm1U7sVwdvz97pC46oq8k6Y/fGqVDwxrUTcMSJj8dN0jDe5QtVTLhoK567JKxVZ7/2AOyEhYrKnb6X97V7sIiubsG/nKa1obrZtTGbdMW6vWctbHHewqLExEiAAB1Lj3NVFjE6xaA1JO0M5cBAI3D9x+ZXSqZVBt9OgYzcN/82XG66T+fKieLBm2DAAAgAElEQVRvSyJCQz24bsJQjR/eVYf176gzRvfQyk071SJMYF954gG68sQDJEkn3zVD/bNaaniPtjrv0N5q37KJDu7dTnOXb5IkPfH9sfrX7NxS5RWOG5ylt77Ir/8n1QgNvv4V9WxfN+UrNu8oKLd2MwLMkQOAhiEjzZi5DCAlJe3MZW7uA4DGobaJ5aMHdZIkPXhRtqb+5GhJUt9OLfXQxYdq1nUnJCw+1K0mGWk6rH/H2OMe7ZqrfcsmZfr998pjdO93x+jyrw2M7f/b+WNi+48Y0El3fWtU7HHrZhmxmcvDurfR/Rdkx/b9+rRhWvjb8Ql/Lo1d7saddXLekb95VZ+uStwinwAA1IWMdKPmMoCUxMxlAEDKeXrSYRrdu71mfbVeRw+i9EFj1bl1Mx17QJYGdm5VZt/zlx2p/lmttHTyxDL7Ljyir4r58JdUbnk5R098/7CowwAANFBm1kvSI5K6SiqWNMXd7zazmyR9X1LJrUzXufvUuoghnZrLAFIUyWUAQMpp0SRDTTLSSCxDD//foaUeTzioq6Z+slqtm5V9CzT96mNVWBR86ItfOPiDX47TRQ9+qM/ytujQfh30wVcbyhyLaL335fqoQwAANGyFkq5297lm1lrSHDN7Ldx3l7v/oa4DyEgzFRWRXAaQepK2LEapT30AgJT0u1cWVtknLXw56NSqSbmLuwHx/nD2SP3rB4erS5tmZfYNyGqlwV1bS5Is7n1G59bNNPWnR+tv3x2jBy7MVt+whvfYfh1KHf+DYweUetyqKd/hAwDQELh7nrvPDbe3SsqR1KM+Y0in5jKAFJW8yWUAQMq7980vq+wzomc7SdLtZ43Q3d8erbPG9NTQbq3rOjQkqRZNMnRI3w5VdyzH+OFd1bpZpm498yAN7dZG/bP2lttYOnmirjlliJZOnqj7wlrPo3u3K3OOLm2aSpJ+cvxAPXbJWJ02snutYgGqy8ljAEApZtZX0mhJs8KmH5nZfDN70Mza19V1g5rLxXV1egCITNIml5m3DACp7fIn5lbZ571rjtdPxg2UJI3p00EDslrpD2ePVEZ60r68oYE5YWjnMm1HDOykaT89Whcc3keS9PbPv1Zqf7vmmZKknu1bxNr6dGyh2785Qm/87Dg9dslYXXXSYB01qJPuOGekZl47Tg9dfEis79wbTtzvuJvw/wAAAGWYWStJz0q6wt23SLpX0gBJoyTlSbqjguMmmdlsM5udn59fXpcqpaeZCpi5DCAFJe0nj/JuZwUApI6X5+dVuj+7T3t1b9dcxw/poqWTJ6ptmNADEmXWdeP0l+8cXOH+od3aaOnkierVoUWp9rH9O+pv3x2j6yYMibU9+8MjdM4hvdSiSYaOGtQp1p6ZnqaubZvpmLj64E0y0jRuSGfdc97oWFt1q4FddlxQmuOm04ZpRM+21Trm/508WOOGlE2iIzW4SGQAgCSZWaaCxPLj7v6cJLn7GncvcvdiSX+XdGh5x7r7FHfPdvfsrKzarelBzWUAqSppiwF2bt006hAAABF67Htjow4BKW5/vsgeP7yrJOnXpw3TcYOz1KlV5e9b0tJMJwztrNdz1irNpAcuCmYyv/Rxnl75dLXuOmeU/jl7hVo3y1Cv9i10+ICOunVqjr7M317qPD8fP0Q/On6gmmemq3u7ZrroHx9WGevZY3pq7rKNtXymAAA0fBYspvCApBx3vzOuvZu7l8xoOFPSgrqKIT0tjZrLAFJS0iaXAQCNW7PM9KhDAKp04RF9q933z+cerKXrt6tFk71vz645ZYjyt+3W8UM764zRpdcdykxP0wUPfiBJ+u3pw/TVuh2SFDv+uMGdNfeGE9WueabS0kx9r3lZknTkwI56d/H62HnMTJ3DWtBPfH+szvv7LAEAkGKOlHS+pE/MbF7Ydp2kc81slCSXtFTSpXUVQCY1lwGkqKRNLlf39lAAQPI59vdvVLp/4kHd6ikSoP40b5Kuod3alGrr26mlnv3hEeX279Z278zq8w/vW26fDi2bxLaHdW+jT1dt0fjh3fT49w6LJZvT00w3nHqgxvTpoMP7d9QfvzVKVzw9T8cNztIdZ49U62aZOuD6afv57BAVFvQDAMnd31H5SzdNra8YMtJMe4pILgNIPUlbc5nkMgCknuJi19otu7Rs/Y5K+8XXogUaq0FdWteo/4ie7SSV/WTdLDNNLZpk6KwxPWVmOmN0Dy2dPFEPXXyoOrZqqiYZabr02P6SpCFd916zU6smAgAA1ZORnqZCai4DSEFJO3MZAFCamT0o6VRJa919eNjWQdLTkvoquNXvHHdvsMVV//rmYv3h1S8q7XP1iQfI+IYRkCS98bPjlF7N/x+uOvEAbd1VoDPD8ho3nHqg3L1UGY6KtG8RJJIP7tNeC1dvlSR965Be+ssbX5bb/4gBHbV8ww7lbtxZrdgAAEh1GWmmPYXMXAaQeqr8NGFmvSQ9IqmrpGJJU9z97ooSFmGh/LslTZC0Q9JF7j430YFbuXe0AECj9pCkexSM2SWukTTd3Seb2TXh419EEFu1TP1kdaX7b//mCJ15cI9K+wCNSb9OLavdN6t1U91z3sGxx5cc1a/ax15yVD+1apqhcw/trcP7d9SPn/xIRwzopB7tWkiSzhvbW7sKijTkhlfUskm6Hv/eWBW7NOC6yu82/vHxA/Xn/y2udhwAACSr9DRTEbWKAKSg6pTFKJR0tbsPlXSYpMvN7EDtTVgMkjQ9fCxJp0gaFP5MknRvwqMGAJTh7jMkbdin+XRJD4fbD0s6o16DqqHP8rZUuO8nxw/UOYf0UmZ60lZ0ApJWZnqavntYH6Wnmb4+srs+v3m8jhzYSeeN7a3zxvaWFCyyuXTyRH36m/EyM6WnmTq3blrpea8+abBmXjsu9vhfPzhcktS2eWaZvhcf2TdxT6gRIY8BAA1DmpmKixmUAaSeKj+hu3teycxjd98qKUdSD1WcsDhd0iMemCmpnZklfuUlJi4DQHV0cfc8KRjPJXWuqKOZTTKz2WY2Oz8/v94CrI52LTL1w+MGRh0GgFDTjPRq9bv/wuzY9itXHF1un65xCxMe0reDlk6eqI9uOLFMvxu/PkxzbzhRj15yqCTpnOyeNQkZAIBIZaSZCkkuA0hBNaq5bGZ9JY2WNEv7JCzMrCRh0UPSirjDcsO2vP0NNh7f+AFAYrn7FElTJCk7O7veB1mvZHrdRzecSJ1lIAmN6NlOrZtlaOuuQg3p2kYnHdhFE0d004kHdlH8W7nXrzpGBXGLHKWlmX4+frBuf+VzSVKTjGA+RIeWTXT0oCz96dzROnFoF/1zdq4klZr9jNJmL9ugowdlRR0GADR6aWmmIvIYAFJQtZPLZtZK0rOSrnD3LZV8yC9vR5kR1MwmKSibod69e1c3DABAzawxs27hl4DdJK2NOqDyvLd4nc67f1a5+4Z0bU1iGUhib/7sOG3aWSBJmnJBdrl9BnZuXabtsuMG6rLjBmrmkvUa2LlVqX2njewe2x7Vq12p2c8obWHeVpLLANAAZKSZiqlVBCAFVSu5bGaZChLLj7v7c2FzRQmLXEm94g7vKWnVvufc3xly5BkAoFpelHShpMnh7xeiDad87yxeV277hIO66g9nj6znaAAkUsdWTdWxVeW1lytzWP+OFe5b+NvxSk/jTWFlNu3cE3UIAAAFM5cpiwEgFVVZc9mC6WIPSMpx9zvjdpUkLKTSCYsXJV1ggcMkbS4pn5FInfbjQwoApCIze1LS+5IGm1mumV2iIKl8opktknRi+LjB2VlQVG77bd8YoRZNalTBCUAj0iwznUU+q1BUHHUEAABJ+uCrDVqSvz3qMAAg4arzif1ISedL+sTM5oVt1ylIUPwzTF4sl3R2uG+qpAmSFkvaIenihEYc6t2hRV2cFgCSlrufW8GuBl+MdMP2sjPrLjmqn9o2z4wgGgBIHdyCDQANQ/7W3VGHAAB1osrksru/o/LrKEvlJCw8WJHp8v2MCwDQiLwwr0z1JN1w6oERRAIAqYXFowAAAFCXuI8QAAAASFEklwEAAFCXkja5zB1+AAAAQOUoiwEADcM3RveIOgQAqBNJm1wGAKSG+bmbyrQ1yeDlCQASYdn6HVGHAACQ9NxHKyVJzpd+AFIMn94BAJE67Z53Sz3++sjumn/jSRFFAwCp5a0v8qMOAQAg6dJj+kuSCilXBCDFVLmgX0PVvEl61CEAAOrAn88dHXUIAAAAQEK1bZEpKaiFn0k6A0AKSdqZy80YjQEg5Tzx/bFRhwAAAAAkXGZakH4pKCqOOBIASKykTS4DAFLPEQM6RR0CAAAAkHAZ6SZJKiyiLAaA1EJyGQAQmTnLNkYdAgAAAFDnMtLDmcvFzFwGkFpILgMAInPl0/OiDgEAAACocxlpwczlIhb0A5BiSC4DACKzfMOOqEMAAAAA6tzS9dslSas374o4EgBILJLLAAAAAAAAdeilj/MkSTOXbIg4EgBILJLLAIAG4eNfnRR1CAAAAECduPjIvpKkod1aRxsIACQYyWUAQIPQtkVm1CEAAAAAdWJotzaSpGaZ6RFHAgCJRXIZABCJtxflRx0CAAAAUC8y04P0Cwv6AUg1JJcBAJGYtmB11CEAAAAA9SI9zSRJBUXFEUcCAIlFchkAEIk5SzfGts8e0zPCSACg9szsQTNba2YL4tpuMrOVZjYv/JkQt+9aM1tsZp+b2cnRRA0AqG+Z6UFyubCImcsAUktKJJcXr90adQgAgBoy27t99UmDowsEAPbPQ5LGl9N+l7uPCn+mSpKZHSjp25KGhcf81cwovgkAjUBGWpB+KaQsBoAUkxLJ5S27CqMOAQBQQ2u27Iptd23bLMJIAKD23H2GpA3V7H66pKfcfbe7fyVpsaRD6yw4AECDkRHOXF63bXfEkQBAYqVEchkAkHw27iiIOgQAqEs/MrP5YdmM9mFbD0kr4vrkhm0JN7Jn27o4LQCglkomVlz/7wVV9ASA5EJyGQBQ7z5fTTkjACntXkkDJI2SlCfpjrDdyulb7v3RZjbJzGab2ez8/PwaB9CjffMaHwMAqDvUWgaQqlIiueyM0QCQVG5gxgaAFObua9y9yN2LJf1de0tf5ErqFde1p6RVFZxjirtnu3t2VlZWjWMwKy+PDQCISklZDABINSmRXK5gwgcAoIH6fA0zlwGkLjPrFvfwTEkl36i9KOnbZtbUzPpJGiTpg7qI4WuDO9fFaQEAtTS0W5uoQwCAOpERdQCJwGKrAJBcNu/cW2/5+cuOiDASANg/ZvakpOMkdTKzXEk3SjrOzEYpmAGxVNKlkuTun5rZPyV9JqlQ0uXuXlQXcXVu3bQuTgsAScnMekl6RFJXScWSprj73WbWQdLTkvoqGK/PcfeNUcUJAMkoNZLLZJcBIGk1zUiPOgQAqDV3P7ec5gcq6X+LpFvqLqJAv04t6/oSAJBMCiVd7e5zzay1pDlm9pqkiyRNd/fJZnaNpGsk/aIuAujUii/9AKSmlCiLQWoZAJLXoC6tog4BAFJOrw4tYtt5m3dGGAkARM/d89x9bri9VVKOpB6STpf0cNjtYUlnRBMhACSvlEguF7OiHwBUysyuNLNPzWyBmT1pZs2ijqlEZnpKvBQBQIO1dN2OqEMAgAbDzPpKGi1plqQu7p4nBQloSeUWrDezSWY228xm5+fn11eoAJAUUuITff7W3VGHAAANlpn1kPQTSdnuPlxSuqRvRxsVAAAAUL/MrJWkZyVd4e5bqnucu09x92x3z87Kyqq7AAEgCaVEcvmnT82LOgQAaOgyJDU3swxJLSStijgeAAAAoN6YWaaCxPLj7v5c2LzGzLqF+7tJWhtVfACQrFIiuQwAqJi7r5T0B0nLJeVJ2uzur+7br75u99uyq6DOzg0AKItxF0BjZ2amYLHVHHe/M27Xi5IuDLcvlPRCfccGAMmO5DIApDgza69gsZJ+krpLamlm3923X33d7jdn2cbY9iP/d2idXQcAELj00Tk66973tKewOOpQACAqR0o6X9LxZjYv/JkgabKkE81skaQTw8cAgBrIiDqA/dGvU0t9tW571GEAQEN3gqSv3D1fkszsOUlHSHosimAen7kstn30oE5RhAAAjc7sZRu1YuMODchqFXUoAFDv3P0dSVbB7nH1GQsApJqknrk8qle7qEMAgGSwXNJhZtYivCVwnKScqIJ5PWdvKbsgHAAAAAAAkIySOrm8YfueqEMAgAbP3WdJekbSXEmfKBj7p0QaFAAAANDIDOnaWq2aJvUN5ABQRlKPaltZnAQAqsXdb5R0Y9RxAAAAAI3VwtVbow4BABIuqWcunzSsa9QhAAAAAAAAAECjlNTJ5ew+7aMOAQBQSycd2CXqEACgUaHKPQBE68iBHaMOAQASLqmTyx6/7V5hPwBAw3D/20ti293bNY8wEgBofJ78YHnUIQBAo/bu4vWSpKJi8hcAUkdSJ5fj9bt2qpbkb4s6DABAJf74+qLY9pCurSOMBAAan7+//VXUIQAAJO0uLIo6BABImKROLrdvkVnq8Tn3vR9RJACA6ti2uzC2/a1DekUYCQCkvmtPGRJ1CACAchQUMXMZQOqoMrlsZg+a2VozWxDXdpOZrTSzeeHPhLh915rZYjP73MxOrqvAJWlg59Kz3nbs4ds/AEgWZlT/BIC69L2j+0cdAgCgHIVFxVGHAAAJU52Zyw9JGl9O+13uPir8mSpJZnagpG9LGhYe81czS09UsAAAAACqJz2NL/EAoCGi5jKAVFJlctndZ0jaUM3znS7pKXff7e5fSVos6dD9iA8AAAAAACBlvLN4XdQhAEDC7E/N5R+Z2fywbEb7sK2HpBVxfXLDtjLMbJKZzTaz2fn5+fsRRtw5E3IWAEBdu/2sEVGHAAAAAERizZbdUYcAAAlT2+TyvZIGSBolKU/SHWF7efndcu/3cPcp7p7t7tlZWVm1DAMAkIxaNsmIOgQAaBSOGNAx6hAAAPvYXch6UQBSR62Sy+6+xt2L3L1Y0t+1t/RFrqRecV17Slq1fyFWblSvdrHtIqduEQAkgz4dW0QdAgA0Cj8dNyjqEAAA+3jovaVRhwAACVOr5LKZdYt7eKakBeH2i5K+bWZNzayfpEGSPti/ECt3weF9Ytu7ClhxFQCSwcDOraIOAQAahbH9mbkMAA3Nph0FUYcAAAlTZXLZzJ6U9L6kwWaWa2aXSLrdzD4xs/mSvibpSkly908l/VPSZ5JekXS5u9fp/R4TDupWdScAQIPSLDM96hAAAAAAAMB+qrLopbufW07zA5X0v0XSLfsTVE1kpu/PmoQAAAAAAAAAgNpI+sxselp5awgCAAAAAAAAAOpS0ieXAQDJIW/zzqhDAAAAACJz9piekqS2zTMjjgQAEofkMgCgXuzcU6cl+AEAAIAG7doJQyVJ7VqQXAaQOkguAwDqxUfLN0UdAgA0etxFAgDRyUgPynouW78j4kgAIHFILgMA6sWCVZujDgEAGr3J0xZGHQIANFqZaaRgAKSelBjZ/vWDw6MOAQBQhX+8uzTqEACg0Sv2qCMAgMarSUZKpGAAoJSUGNnSzKIOAQAAAGiQmsYlM9zJLgNAVNLTyF0ASD0pkVyOH6Dzt+6OMBIAQFUmHdM/6hAAoFF5/HtjY9vklgEAAJBIKZFcjv/yr4h7/QCgQRvYuVXUIQBAo5Ldt0Nsu5jsMgAAABIoJZLLLZpkxLbvePXzCCMBAFRlWPc2UYcAAI0WuWUAAAAkUkokl+Nnwf1rTm6EkQAAqtK7Q4uoQwCARstFdhkAAACJkxLJZQBA5cysnZk9Y2YLzSzHzA6PKpbmmelRXRoAGr2i4qgjAAAAQCrJqLoLACAF3C3pFXc/y8yaSIps+nBGOt9rAkBUnLoYAAAASCCSywCQ4sysjaRjJF0kSe6+R9KeKGMCAESjiOQyAAAAEojpYwCQ+vpLypf0DzP7yMzuN7OWUQcFAKh/RcUklwGgIeBOEgCpguQyAKS+DEkHS7rX3UdL2i7pmn07mdkkM5ttZrPz8/PrO0YAQD0oJpkBoBEyswfNbK2ZLYhru8nMVprZvPBnQn3GtH47NxICSA0klwEg9eVKynX3WeHjZxQkm0tx9ynunu3u2VlZWfUaIACgfuRt3hV1CAAQhYckjS+n/S53HxX+TK3PgHYVFNXn5QCgzpBcBoAU5+6rJa0ws8Fh0zhJn9VnDFt3FdTn5QAAFViSvz3qEACg3rn7DEkboo4j3sK8rVGHAAAJQXIZABqHH0t63MzmSxol6db6vPirn66pz8sBQL2p4FbrDmb2mpktCn+3D9vNzP5kZovNbL6ZlbmLpK70aNe8vi4FAMnkR+F4/GDJWF1fPlzWoHLdAFBrJJcBoBFw93lhyYsR7n6Gu2+sz+uzgBSAFPaQyt5qfY2k6e4+SNJ07a1zf4qkQeHPJEn31lOMaprJ234A2Me9kgYomHiRJ+mOijrWxdokrZtmJOQ8ABA13mUCAOpc/rbdUYcAAHWiglutT5f0cLj9sKQz4tof8cBMSe3MrFt9xEk5DAAozd3XuHuRuxdL+rukQyvpm/C1SV6Ytyoh5wGAqJFcBgDUOZIaABqZLu6eJ0nh785hew9JK+L65YZtZSR6ltxBPdru9zkAIJXs8+XemZIWVNS3LhRyZx+AFJEyyeXjh3SuuhMAIBLPzs2NOgQAaAisnLZyswuJniU3fnjX2PYWFlkF0MiY2ZOS3pc02MxyzewSSbeb2SfhmiRfk3RlfcTSr1NLSdJwvvQDkCJSJrncoWWTqEMAAAAAJGlNyYy48PfasD1XUq+4fj0l1ct90eOG7p2IsXVXYX1cEgAaDHc/1927uXumu/d09wfc/Xx3Pyhck+S0kjtO6tpJw7pIkt7/cn19XA4A6lzKJJdPHta16k4AgEidPqp71CEAQH14UdKF4faFkl6Ia7/AAodJ2lxfyYzOrZvVx2UAAFUY3audJOnIgR0jjgQAEiNlkstDu7WOOgQAQBWuPOGAqEMAgISq4FbryZJONLNFkk4MH0vSVElLJC1WsHjUZfUVZ/xdfqs376yvywIA9jGse1AO46iBnSKOBAASIyPqABKlZ/sWUYcAAKhCk4yU+U4TACQFt1pXsGtcOX1d0uV1G1HVbn/lcz196eFRhwEAjVJ6WlB+/5OVm3V2dq8qegNAw8enfABAvUmz8tayAgDUp007WNAPAKKyYfseSdIj7y+LOBIASIyUTC4XFBVHHQIAIM7EEd0kSV3bUvMTAKL2+ZqtUYcAAI1WRjqTLQCklpRMLhcVe9QhAADidGndTK2apkwlJgAAAKBW+nRoGXUIAJBQKZlcXrx2W9QhAADiPPjuV9q2uzDqMAAAAIBIUSUOQKpJyeTyDx6bE3UIAAAAAAAApTRJT8k0DIBGLCVHtdyNO6MOAQAAAAAAoJS0NKYuA0gtKZlcBgAAAAAAAADULZLLAIA65c4iqwDQELRuxsKqAAAASCySywCAOlVUTHIZABqC3h1axLZ3FRRFGAkAAABSBcllAECdKiS5DAANQoeWTWLbH3y1IcJIAAAAkCpILgMA6lRBUXHUIQAARFkMAAAAJF5KJZdvPmN41CEAAPZRUBTMXJ44olvEkQBA4/adsX1i239/e0mEkQAAACBVVJlcNrMHzWytmS2Ia+tgZq+Z2aLwd/uw3czsT2a22Mzmm9nBdRn8vkb2bFeflwMAVMO0BXmSpJfn50UcCQA0bof17xjbfnvRuggjAQAAQKqozszlhySN36ftGknT3X2QpOnhY0k6RdKg8GeSpHsTE2b1DOveJra9evOu+rw0AKACn+RujjoEAICk9DSLOgQAQJxl67dHHQIA7Lcqk8vuPkPSvit+nC7p4XD7YUlnxLU/4oGZktqZWb3dB50W94aZQRoAGoanPlwRdQgAAABAg8PC1wBSQW1rLndx9zxJCn93Dtt7SIrPIuSGbWWY2SQzm21ms/Pz82sZRsWmLVid8HMCAAAAAAAkQrpxRwmA5JfoBf3KGxnL/SrO3ae4e7a7Z2dlZSU4DOmh95Ym/JwAAAAAAACJsGrTzqhDAID9Vtvk8pqSchfh77Vhe66kXnH9ekpaVfvwAACp4tQR9VYlCQAAAGjw3voi8XdxA0B9q21y+UVJF4bbF0p6Ia79AgscJmlzSfkMAEDjdObooDrSz04aHHEkAAAAQMNRUETNZQDJr8rkspk9Kel9SYPNLNfMLpE0WdKJZrZI0onhY0maKmmJpMWS/i7psjqJGgBQY2aWbmYfmdlL9XndYd3bSJLat2xSn5cFAJTj+olDY9t/n7EkwkgAAIXFxVGHAAD7rcrksruf6+7d3D3T3Xu6+wPuvt7dx7n7oPD3hrCvu/vl7j7A3Q9y99l1/xQAANX0U0k59X3R2Us3SpKapCe6zD8AoKbOOWRvBbtbptb7SwIAQFLn1k0lSas374o4EgDYf3zSB4BGwOz/t3ffcU5V6f/AP2cqzNB7lQFEiiiKKGBXUEFX3V3LupbV3VV/u6u7lt11ca1fwN7bihS7CDYs9F4GhjLADAzMMI3pvfdkkpzfH7nJJJn0ZHKTzOfNi9ckN7c8uZOcOTl57nPEKAA3AFge6GNvPFEGAIiK5GzYRERqixRsi4mI1DZr3EAAwOaT5SpHQkTkOw4uExF1D28DeAKAw2vvhBAPCiGShRDJlZX+n1wkKoIDGkREausZHal2CERE3V5GWYPaIRAR+U1YDy5LyeL4RERCiF8BqJBSHna2npRyqZRyhpRyxuDBg7siDr/vk4iIPBPBL/qIiFQ3I2GA2iEQEflNWA8urz1WqnYIRETB4BIANwkh8gCsAnC1EOJLdUMiIiIiIuqeJg3rrXYIRER+E3aDy+/ccZ759t+/PqpiJEREwUFK+aQyIWsCgDsAbJdS3h2o48dGhd2fGiIiIiIir505pBcAYOygeLajF1YAACAASURBVJUjISLyXdh94p83dZjaIRARkQWNzmGZZyIiUtmbm0+pHQKR3yTn1aCmWat2GEQunT+6PwDgdFWzypEQEfku7AaXY6M4SQkRkSNSyp1Syl+pHQcREQWHd7dnqx0Ckd/cuiQJdyxNUjsMIpc4FQkRhZOwG1wmIiIiIiLHxgyMc7lOVZMGDW3tAYiGyL8yy5vUDoGIiKhb4eAyEREREVE3cv7ofi7XmbF4Ky5+aXsAoiEi6n56RPOKayIKHxxcJgohb24+hctf3aF2GERu0+lZb5mIKNhcd7b1HCWtWr3d9Zo0ukCEQ0QUEEKIj4UQFUKINItlA4QQW4QQWcrP/oGKZ2ifWMydPDRQhyMi6jJhP7icsGAd2u0Mbkgp7S4nCmbvbs9GQU2L2mEQua2ySaN2CEREZGP+OcOt7k9+diO2pZerFA0RUcB8CmCezbIFALZJKScA2KbcD4jyBg22su0lojAQ9oPLAPDo6pROyz7YkY0JT21gLTkioi6UUdaodghEROSGrekVaodARNSlpJS7AdTYLL4ZwGfK7c8A/DqgQRERhYGwHFz+86Vjre7nVzd3Wmd1ciEAoLZZG5CYiIi6o+omtrFERKFACLUjIE+9tSUT72zNUjsMolA3VEpZCgDKzyH2VhJCPCiESBZCJFdWVgY0QCKiYBeWg8tPzJtodb+0rq3TOlIafwqwJ01E1FWOF9WpHQIREblh5YECSCmx41QFDAapdjjkhne2ZeGtrZlqh0HULUgpl0opZ0gpZwwePFjtcIiIgkpYDi7HRlnPvFrdrMX9nyXbXZdZGsFLqzNgdya/FSYKZReNHQgAeP7GKSpHQkRErvycWoI/fnIIXx7IVzsUIqJAKRdCDAcA5SdrBBEReSgsB5ftsS2UL5mQEfRe2pCOP3x8ECmFzHwkClWrDhUAABKzq1WOhIiILF02YVCnZaX1xqv9imtbAx0OEZFafgZwr3L7XgA/BToAjU4f6EMSEflVtxlcBgBpZ0SZmcvBK7fSWCu7toU1W4lC1cyxAwAAV0+yW76OiIhU8tBVZ3ZapnejHMYX+/NRVt+55BwRUbATQnwNIAnARCFEkRDizwBeBnCNECILwDXK/YCqbW4P9CGJiPwqSu0AusqSuy/AX748bLVs9aFC/HCkGBOG9rI70ExERP41fnAvAMD5Z/RTORIiIrJ0YcKATste23TKeMNB8kVZfRue+TENqw4WYN0/LuvC6IiI/E9K+XsHD80JaCA2TpTUY1jfHmqGQETkk7AdXJ4zuXOW3JaT5TiYV4ODeTUYoTTewiZ1ub6lHRqdHkP6sHEnIvLVVweMZTFa23m5HxFRMImM8PzyPZ3BAACobeZVZURERERkFLZlMaIjOz+1bRkdtfkd5S3PemkbLnpxWxdFRUTUvSRmVwFwmARHREQqsld3GQCEg1bbNikDAOpatKhoCL4yGct25+K6t3arHUa3llfVjIQF65Be2qB2KGHp/e1ZuPG9RLXDID9woyIREVFQC9vBZVdMVTFskzZCKbsuKacaOr1B7TCIiFwa2b+n2iEQEZGNhIHxdpdLh2kYpsc7nL9oS1AmZrywPh2nyhvVDqNb23SiDACw5mixypGEp9c3Z+J4cb3aYZAffJNcqHYIREQ+6b6Dy0q32FFmRrA7lFeD3y/bj3e2ZakdSrf27E9pWLY7V+0wwlZKYR3ro4eJ6Ihu++eGiLoxIUSeEOK4ECJFCJGsLBsghNgihMhSfvZXK75zRvW1u9zRn157vWb+mSZX2Jcjcm53ZqXaIRAR+SSsP+1veMTxRCPu9nGS82qQsGAdsoIs86GiQQMAyK5oUjmS7u3zpHy8sD5d7TDCUmJWFX79wV58vDdP7VDID3pER6odAhGRWq6SUp4npZyh3F8AYJuUcgKAbcp9Vdx2wSi7y79Iyne6HccK1aHRhc4VlgBgp4oKEdmh0fFqZCIKbWE9uDx5eB+X67jq9Kw9VgoA2JNV5Y+Q/IadNQp3hbUtABB0X+yQZ84a2gsA0DOGg8tERIqbAXym3P4MwK/VCkQIge//OrvTcssycXlVzZ0eL2toQ0Nbu9N9v7oxA1/udz5IDQA7Miqw5miRG9F2b3uzqzDx6Y1IzqtROxSP8csIIvvGDrJfmoiIKNSE9eCyM772cfQGicpGjVvrtndhXeRw6qwlZlUhkwOJZCOcXuPd0fjBvTBhSC+1wyAiUosEsFkIcVgI8aCybKiUshQAlJ9D7G0ohHhQCJEshEiurOy6S6btTYJtaf47e1Df2o5Em0SL33yw1+l2/9uZg6d/THN5/D9+egiPrU51HWg3Z5og98Dp0BlcDtXyg0SB8syvJqsdAhGRX3TbwWXTwLC7ZSVsM4Vf2ZiBC1/YippmrdPtdmRUYMJTG5Dm58kWwrGrdveKA7iWs3qTIhxf493RhrQyZLF8DxF1X5dIKacDmA/gISHE5e5uKKVcKqWcIaWcMXjw4C4LcHT/OKePt7brMe3/NuPuFQeQUdZgXp5T2YxVBwv8GsuJknqklza4XtEOrc6A7w4XBWV93+omDRIWrMO+7OC6EjJQgu83QhQcLp/QdW07EVEghf3g8tbHnffh71p+AM0aHWqatdBa1DpKWLAODW3tDjuoW0+WAwBqW5wPLm/PqAAAHCmohd4gkV3hfWZucl4NipRSASauZvMOlCW7cvC/ndlqh0FhKFhe40RERJ6SUpYoPysArAFwEYByIcRwAFB+VqgXIdA/PsbtdROzqq3uL/jhuF9jueHdRMx/Z49X276/PQv/+jYV646X+jUmf0gtqgMALNvj/STQofilO8v4ETkXGcE3CRGFh7AfXD5zSG+X65z93CZMX7QFf/3ysNXyc5/fjFylzpyjZt9VcoTlwNh727Mw983dOFXm3QDzrUuScOkrO4zxCPeOHygvb8jAqxtPdc3Og+Q5UmAF22uciIjIE0KIeCFEb9NtANcCSAPwM4B7ldXuBfCTOhF2mDGmv1vrfbz3tMt19AaJEyWdr9hrbGvHvpyuy9ytbDJeldjQquuyY/jKH12aYMzMdiUEQyYKCMFvYIgoTIT94LIntmV0ThzJrew8iQkAu6PNx4rq0KK136EVAA7n1wIASutbvQ3ReQBhhn9ruzfW6SMiohA3FECiECIVwEEA66SUGwG8DOAaIUQWgGuU+6r686Vj/bav97dn44Z3Ezstf2jlUdy57IDLknLeCuYBTFOfxpcY+aU7UXizvIqaiCjUdIvB5QP/nePX/b2zNcti0NnYw2toa8dN7+/F31cedbid6ZtJf/YJ2b+kcMfXeGjrER2B22eMUjsMIqKAk1LmSimnKf/PllK+oCyvllLOkVJOUH6qPkPb1ZPtzinolTQ7WcsAcEqp16zR6dGq1aNJ498MY9Oga1AmJ/ghJtsv3bdnlPu+0wBhiTMi115Yd1LtEIiIvNYtBpeH9unh9bblDW2dlr21NbPTMk278ZvGlEJjTTW9wdiJsswuMHcJ/dC/CsqOsx+1tevR1Ba8lzVSAIT5a7y7iBAC8bFRaodBREROxEZFYvs/r/DLvmz/fG85WY7D+TVW2buXvLIdU5/b5JfjuTp+MPFLWQwAFQ1t+NOnyX7YW9cyJ9ZwbJnIpc+S8tUOgYjIa91icNkXOoPz3pDOIFFW39ZxqRqAHacqMP6/65FWXN/RiRQCEeZ12MNyZc4bu5CslBEJ6k8J1OX4gSR06Q0SLVo9Ptmbp3YoRETkwrjBvfyyH9sEiAc+T8YtHyZZLfekNEZ9Sztq3Vg/mPvX/ujKWp4/jZPL57eeLEdelYOyfkRERERdoNsMLj8xb6JP2zsqtr94bTpmvbQNdS0dnd5t6cbL1I4U1Nrdh8GiP1jdpMFTa45Do9N7FVe4DrwV19mvS11W34ZdmZUBjobUwO8UQh9rxxERhZZTi+f5vA9XcyZ42nWdtnAzzl+0xf3jB3EHwh+T8bnaxf2fJ+PK13f6fBwiCrxmP5cLIiIKlG4zuPy3K8/skv0mZhtnvW6wKOFgrvlms67pvmWfcPG6dHx1oAAbjpd5dNyOfYfp6LIDv3ovEfd+fFDtMCiAgjkTKVQIIUYLIXYIIdKFECeEEI8E4rhavXFw+cn5kwJxOCIi8lFsVKTX21Y2agA4Htw194O7KDMimBMuHCWpdKX/7czG5a/uCPhxTQprWrAxrVS14xOFipUPzDTf/jjxtIqREBF5r9sMLgNA3ss3eL9ttfPLyyLMNcWkVSkMy4HmjlmeO3q/Bi97wmp0UoNBVZPxg0tFQxsSFqzDvpwqlSOirtJdX+NdRAfgn1LKyQBmAXhICDGlqw/argwux0Z1qz81RETd0o6MCgBOBpeVB4pqO65OczSQ4k4ZDFumHrWrzGk1qBHRqxtPoaCmRYUjG934fiIO5dW6XjFMtGr1uH1JEjKUiSuJ3HWmRUmiN7Z0ntuJiCgUdLtP/FOG9/FqO1c1QyOVDnNtSztyKpoAAM/8mGbO4jAyrvPgF4e9isGeYM7S6EqHlXrMn+9TZ+KDuhYtEhasU+XYaimpa0VRrQofUrrpa9yfpJSlUsojyu1GAOkARnb1cTccN2YsPf8LZ78mIgoVO/91pVfbvbIxA4lZVQ77pqaSZ3cs3W9etnCt/b8P//7umMfHlx2jy2Gp4wrI0OgY1bW0qx1CQCXn1+BgXg0Wr013exspJRIWrMNbHFDs1ob06aF2CEREPut2g8tzJg/xettvkwsdDq4tXHvCfPvA6Rrz7a1K/WXAvzXg7JXYoMDJLG9SO4SAu/jl7bj0lcBdXsnXeNcQQiQAOB/AATuPPSiESBZCJFdW+l7bfOMJz8r9EBGR+hIGxePAf+d4vF11sxZ3rziADWm+t/2Nbd4PTAbz2LJPSSEhfEVXV5VCCUbeDP6/sy2rCyKhUKU3dJ/3CxGFj243uPzo3LPQt2e0V9v++7tjDgfXXF325ao/mFneCADIKm9Eeqnzy6mOF9WHcv+yS2RXNOGNzae6Vec1FLy4Ph0Xv7RN7TBIIYToBeB7AI9KKTs1NFLKpVLKGVLKGYMHD/b5eFdPGgoAeGTOBJ/3RUREgTM0CDPpViSeRqtWj19/sBcnSuo7PW4a1Pv3d8dQWm9/YmjzulLip5TigE08689+u7dd3YQF63DPik7fK5OfmMqx8KMIeWPSsN7m24+tTlExEiIi73S7weXICIEjz1yjyrGd9Sv/tzMHAHDNW7sx/509Tvdz4/uJ5tv2BlMb2tox+6VtuNlivWBzuqoZBy0yvJ1yo5N21/L9eG97Nmq8qNFHXWfp7lyU1LepHQYBEEJEwziw/JWU8odAHHN0/54AgGumDA3E4YiIyI8yF89X7dj2un6L1p7EkYJapBTWuSw9sO6Y9URylv1Dnd6Az/bl4ZFVKXh7a2DLEbib1arTGzDl2Y34JrnQvMwf49N7stSZq6Q7jLd2zK2jbhwUmn75+6Xm2z+nlphLQBIRhQqfBpeFEHlCiONCiBQhRLKybIAQYosQIkv52d8/ofpPZIRA6nPXBvy49rIWLBfVt3p3CeCy3blYr9Q2bdcbcO7zm1Fa34bUos5ZHcGgRavDVa/vxO0fJfltn+169uTCDbPz/UcYZ1FaASBdSvlmoI7bpmSE9Yjudt9jEhGFvJioCMwcO0DtMKzctdyYeWt3kNZBV3BvdhWmL9qC7RnGUnWL16Wb5wIoC9AX4J5MMniipB5f7s9Hi1aPRXbmLAiFHq+pvnZ34mm3VUqJ1YcKXa/YxfbnVmOFg4k1KXCiI637yrd8uE+lSIiIvOOPT/xXSSnPk1LOUO4vALBNSjkBwDblftDp2zMaX/55ZsCOJ5R/tiw7iE/+4PnkJQDwwvp0/O2rIwCMg8uBcrqq2eGAeLNGZ7deXkZZA6Y8u6mrQ+tSB0/XIK+6We0wgp6/LjVlqRO/uATAPQCuVr4MTBFCXN/VB92k1N3kr5CIKDQ9cNk4dQ7s4u+Gq78rlo8fLTBmACYrJez2ZHXMKdCVf570BolDedZX6ZniMhgk3tx8ymbib6Mb3k20OxFusH/p3qLVoaC6BeuPl+KSl7dbPeZuPyCnsglbTpa7XjGIuZudfqSgFgt+OO7Rvt/fnoVznvPv56g7lu7HIgcTa3rilg/3YeyT3Wuy86722OoUfg4iopDRFelkNwP4TLn9GYBfd8Ex/OLSCYMCdqz/rjluNfD7xHepndax7WAu35OLL/fn292f+dIri2W/+ygJmvbADS5f9fpO/OaDvXYfm/r8Jpzz/OZOy0+WOK8n7a5A/5lta9fj3o8PIrO8Ebd/lIQnvJjFPKeyCQkL1pkzZ8LdhS9s9Wj9Vq0ev/soyVx/3B8fogprWpCwYB0O57tZgsUBjU6PD3fmBPTLG3+SUiZKKYWU8lzly8DzpJTru/q4idnGy2+jIpm5TEQUiuZOGYq9C64OyLHO/G/Hn6WDeTX4aFeOw3UljNmxCQvWIVEp9SCtHu+4J5QOxf925nSqZWrowoGbd7dl4bYlSTiUV9OpZMKhvBq8uz0b/7bzecClIB1suu+TQ7j8tR1IKazzeh9z3tiFBz5P9mNUAeRhWYwWrd7jQ7y+ORONGp3H2wXC4fzaYH1phoy8l2+wur/maDGavXidEBGpwddP/BLAZiHEYSHEg8qyoVLKUgBQfg6xt6EQ4kEhRLIQIrmystLeKgGx/A8zXK/kJ9syKsy3v0kucrn+4nXpePrHNLuP2cuCPnC6Bn/89JDD/X2xPx8bjpc6fNwbuVX2M3gD1bkIVBbHkYJa7MqsxLM/2f99uONogbGzvTbVv7+DYOVpmZf9udU4cLoGL6yzrqPoy0tpt5Kd9N1h1+83Zz7alYtXNmZg5YECn/bT3ZheA717RKkcCREReWtkv54BOY7OYP0X//XNpxyvLIFkJSt4tVKX2DLDz1E/dM3RYuRUNttdr7ZZi9uXJLmcDNBdWRXGL8srGjSdeu2m5+pJUoh5wji/ROd/prlUgjzBusvY+2yWXdGEfdnq1Ll2ZunuHBTWtPi0j3a9Ade8uavbJM2oRc/Sj0QUInwdXL5ESjkdwHwADwkhLnd3QynlUinlDCnljMGDB/sYhvfmThmKRTefrdrxLVl2cG0vJ2t28C21befZWbbAMz+m4a9K+Qy1BPslfV3J9NTDqYuQUljnt8u1TFlGpteIJ/UJXfNtX03K+6+1ndkDnrhWmchvUK9YlSMhIiJfPHfjlIAf01k/4GBeDZ796YT5vpQSBQ4Gy9zte35/pAgH82qwbPdp1Ld4Nw+KK6a+jqnr5Em/2Nm6FY3+rx3dotWhxKJ28paT5e4NvNuJ091SEf50OL/W4RWggTL3zV24U6kTbsu//Vz3ldW34cX1Gbjvk4M+7ae6SYusiiYs+N6z0h7k3MmF11ndn7aw85XARETByKfBZSllifKzAsAaABcBKBdCDAcA5WeF4z0Eh3tmJ6hy3J9TS9Cs6RisSraYFdZ2Ioyzbetr2SmL4a45b+zEo6uOerGlfQZD13YY//jpIfMlj7ZMnXNPBzi1OgOe/OE4yhuMnfEPdmRj3tu7O61XWNOCupaOGcadHaa4rhUtWseXqnVcEun7+WrV6vHwyiOoaAjMRDT2bEwrw68/2Gs1k7kvzB+0HCx317b0cnyRlOfVtpbuWJqEhAXrlP1Iu7GRc/3jYjC0DweWiYhC3X0XJwT8i0Kt3gC9kz6m5RVSP6YU40hBR4KF5VbOBvGsSmkod/bnVmPaws1+y8hcujunUwfC9gt1X130wjb/7MjC75cdwMUWyS4PfJ6Mm963LofX2NaORWtPos3iy3dH57tdb8D+3Gq/xpicV+Pwc8gtH+5zeAWoMy1aXae+er4Hc62okUTiySC6qRSM5WdQdy3fk4vzlMFOeyUayXdxMZ2v9tuVqd5V3kRE7vJ6cFkIES+E6G26DeBaAGkAfgZwr7LavQB+8jXIQFhy9wUBP+brm05ha7rrjqtpgMuSqdu2240/Nu16g1Wt2JzKZvyYUuJ2nK54Wv7AHo3OeQdniZO6ewaDRK2SYSLc7KVvz6jA1wcLzGUuXtt0ChlljZ3Wu+zVHbj6jV1uZRdc8vJ23O0gO8EYm/Gnu52wz/bl4VsHA7e/HCvB2mOleHWTk0tG7fg8KQ/vbcuyWpZb2eTVbOmmjnZ2RZPH29rTkcUjlJ/G+z+nevZa/fNnyXhGyWYynesINz+8rTtWav6CYH9uR51mU2wR3Tn13gvNWh3i7XSSiYgotAghkPz03IAft82NK4Z+SS3BY6sd1y5+ZWOGw8esSmkovYaTpcb5QQ7l1drdxlOpRfV2jmv86W72qpQS29z4zOCIzos5I1LtXA1pOz/Mu9uysCLxtMtEAymBVzdm4I6l+7HqoH9KjO3LrsKtS5Lw0e5cv+wPAMob2jDl2U1YkXjavGxXZiWueG2ny/6oUPESRU8G0X3pyi5el44602cu73dDLpx+yXrO7Xs/PoiiWt/KmBARdTVfMpeHAkgUQqQCOAhgnZRyI4CXAVwjhMgCcI1yP+jNmzoM3/y/2QE9pqPL9/ypXW/AhS9sxfkLtzhd75/fpOLzpLwuj8eRiU9v9Gh9y4SCD3ZkWyx3r0fnSfZwTbPW9UoKy6wZW6aBSXcP/dzPJ/BvLyYOdObZn07gjS2ZVsuufmMXZr3kecaL7eQ0vvJ0INitfUr3M4OOFdXhoZVH7HbQDeaBb//F1h20avXoGROpdhhEROQnqc9eG9DjrTrk3dVR7vZN1h4rRU2zFgkL1mGPg6vkjPuTOHi6xqP+o71VzVfcKfdd9iuUx78+WGgepPam33XW0xs838gNWp1x0Noye9jRc8pSkhEW/OCfMgolSmKEqba1PxTVGq8cXXusY36UDOXLhrTizl8SWDI97doW9z83hANO4ud/Qghs/+cVVssufWWHW1+2ERGpxevBZSllrpRymvL/bCnlC8ryainlHCnlBOVnjat9BYuLxg5AyrPXYO5ku3MQBpX7PnE8cZ+lTSfKUNfSbq4Za2n+O3sw6RljZ/P7I0VWtes8YdmnSCmss5tpbeKv+mKWtdu2eJHJYe7U24lHSonle3LR0NY5I9sf/Sd/zEzuTsZ6VzFlqvt7YpmO8+K/EVxPMoMa24zvkdI69UqNhBtmLhMRhZe+cdE4tXgeDgcoi3nR2pNebecsW9lWapExMcB2cLmupR0JC9bhm0OF+PpgIW7/KAkb0sq8iseyH/LMj2n425eH3dtQ6ceU+TjJoL8r2CVmVWHx2pPm/UZYZAbY63FJB8uDjS+lHkxX3mVVNFnVqg5b5l+o9dk6VlRndcUseWfc4F743YzRVstuej9RpWiIiFzzdUK/sNMvLgbL770Qy/8wA3dcONr1BkHOWWcyvbQBbe0GVDVpHK/koZUHPJ84454VjktJOGI5PuvNWK2ziVQSs6uweF06nvNysN0RU6fT03CPFnS+LNMyoyLQTL8vv2cu2/xO3C1x4nyf7mcuO3tNmL7MyCxvxIkS55kr1KGFmctERGEnNioSA3vF4uTC67D/yTlqh+M7B/0Y02XoT3x/DLmVTVbLfDnUF/vz0aw1ZiC609epb23Hu9strtILgiq3d684gOWJp82JAe48D3/06+z54Uhxp3Id3opw0rn1JGu91I1yc2pfDefr68icZGKzm5ve34vXPCzbR/a9cuu5Vvczy5uQnBcyeXtE1M1wcNmBuVOG4uVbznW9Yhi492PXswXvza4yX4pT26zFzBe3urXvrHLrS9XsdaScXYZokphdZZURbXk5oW0mcEF1i90JYJo1Olz52g4cKah1OpGKpt34bbu9WtK+9APd3da2/vRv/rfPh6P63zHlssyOwXL/fsjxZ1/bk1xo0/OwV1fZ9BL7JrkIN7zLrAF3tWj1iI/l4DIRUTiKi4nCsL491A7DZ+4MBG48YcxYdnfuhZTCOqssZ0f1eHdnVrqsh7zphHW2tKMxzrXHSrAny/WVbRqdHhWN9p/zSxvSnV6BaMtcNsximd0v6aX/+ndpxfXYm11ltb/TVe5PuOeMaZ+WHyPcHQRWe7DYXY4GhT3ej5Pne9xOnXHyTubi+Vb3b12ShPs/c+8KZiKiQOLgsgupz16LJ+dPwqd/vFDtULziTj/nREmD08dPlTXiruUH8H+/GDN59+ZUobzBvQyBa97a7dZ6lu5ctt/lOqbsgdL6NqvOUUFNCy5/bQfe3pqJguoWfJGUZ34stbAOedUteHVjhtNyCR1JC3ayFtx+Fs6Cd/zQnqxKTHx6Iw7nB/+30ubPSX4bW7bekT/66LaTBDqTX92irGtvP+pnCYWi7Iomt748IiKi0HVy4XU4ufA6/PLwpWqH4pX/rnFdA9hUi9eR/bnV5kmiAeDXH+y1etxZL8TTv5MFNS1IL+3cd3945VHcs6JzwohtH+avXx7BRS8Y59poa9dblTD4aJf9yfFMkzh31vmLeUelyDwZfJVSOpzz5FfvJeKu5Qeseo3+6qd1lMWwmOjRjV1vTCtFuy40SkF4Owh+0uLzovVEmJ35owSgGoQQeUKI40KIFCFEstrxAEBMVAR+fd4Iq2Vb0yuQsGCdX68+JiLyFQeXXegbF43/d8V4XDlxCPJevgEThvRSOySPPLo6xeNtSutbUdushd4godUZzBNTfH2wEAkL1qHZpn6zux26ioa2Tpet2atJti+n2uW+tmdUADBmhlh2YCqU/SflVON3S5PwzE8n0KK1jldAOJ1IxV69NV+yEU6U1KOmWWvVYV2ReNruxCCJ2cYPGAdPuzdDuSmsnMqmLpvk4cv9+X6b2dsZZ2UpvN6nB+uaJvKzNxAdml3k4GCqZU1EROEpLiYKcTFROGdUX6QvnKd2OF3KUebyHUv34/OkfPx4tBhbTzqeC8Te1V6/HCvxKIa1x0rx4Bdu1mwG8G1ykdV9Ux8aACY9sxG3d/7FRQAAIABJREFULUlyuY/kPPv9UoMynmp5WuyfIsdVl8vq2/Cvb1Otrtz7eG8epi/agjw/ZSRvTCtDwoJ1qG/pfFWiJW+yepNyqvGXL4/gFTdKQRzOrzU/z2BMdNbo9PjxaLHdz3Z1FhMVWmaid1kyjnquklKeJ6WcoXYgJm/fcb7d5TMWb8XitSeZBENEQYGDyx768aFLAABDeseqHIl77JWHcOaZH9Mw+6XtmPXSNty1fD/OenpDp2+fl9hkNVheTmgvW+Hc5zfhp5RiXPTiNixel2712MUvb/coPpOjBXXm25bhmTr9BilRp3Qg1x83Xk5oOaDcUYtXoKDaun6es8nf3BnAtf0Df8O7ibjxvUSrDuuitSfxq/d8L68gAVQ1aTDnjV2Y9MxGq8fqW9vxc6rzDyz2Sn/YevrHNLsze9tmeK85WmSVKe4p01lr1uhRWONbTUPzPm1qLmdXNFl1ju2xOxEN+2we42QuRETdT8+YSPzm/JEAgE/uC82r/kzsZRRHCGPJt4QF63CypAEbjpeioqGjH/zo6hTc/3nnhEdzKTE7/YkfjhRj7bESNLa147VN1hMRNmp0+Da50KfnkaPUi3YkpbCuU+KIpRatzm6mNGBZUqxjWVa5/eM5Sh54+sc0fHe4CDtPdZT02J5hHKAvdFLj2pPB2b8oEyh+aTM3zPI9ufjucMfgu22MWp0BL21wPjlkfauxX1nsoh53bmUTbvlwHxb+4t0klZb+8fVR7LD4ksBWemkDnv/5BFIL6xyuY88bmzPx6OoU7DhlZ98W50YCOK4kydjtIrPf7HebHr3c7vLliafx+2X7XZbXISLqalFqBxBq4mOjsPKBmTh7eF/0jYv2qC5ZKPhiv7HTpdEZsD9XKc1g00GwrWvmapC0oU2HR1Z5nkHtTIHF4OMpi7rO3ysdxCMWg8//+jYVt14wym5mbE2zBpe/tsN8X6PT4/XNxswDyw8Ah/ONGRvH3KghJmXnzmlxXat5xnN3Bqg9uZzM3gCx3iDxly8OIym3GlOG98GZDjLuL3vFu8F9wCJjQfn52OpUAMA9sxO82p/pOSdmV+GyV3fgvd/b/5b+hyNFeGNzJiIigD1PXO3Wvk1fOsx9cxdG9uuJvQscbycEkFFm/SEqGCbPCTVNSsbys7+aonIkREQUSC/99hz8+dKxmDqyL7b/8wpc/cYutUPym+ctBgbXHC3Csj2nMW5wvMvtXF2V9fDKo4gQ9ifiPuQga9hdP6YU211umYDwn++P4f07p9td76GvjmCHxcCvZQKAKd7nf+44LxttakSbODoFpkSAxyyutjQlx0Q6OXEFPiYiNLS1m5Nebr1gFADgqwPGK/VMCSq1LhISAOdfHFiqU/rrrsoRuuPn1BKHCST7cqpw5zLj5NurDhUgY9F8u+vZC7dc+aKkoVWHsvo2rDxYgMfmToAQwir5JqeyCfd9Yqz7a+95h3C/WQLYLISQAD6SUi5VOyCTicN64/RL12Psk+s7PbY/twZnPrUBAPDV/TPRKzYK00b3C3SIRNTNMXPZCxePH4S+cdEAgF8evhSf3HchEgbGAQC+/ctszJ86DGcNDa3yGc7cufyA2iG4zVGHFujo6AgI6PTG2w2t1pkaHyfmmTt9lt0iT2Y9dtSdKlM6bMn5HR8S9mZX4dYP93V826xsbDt5i6cWrT2JpFxjeRHTYLa9EiQNPpQscLczDQC7Ml1PMGO7H0efJx7/JhXFda0orHFe/xDoGLC23FWxch5u/XAfDuR2LsESIQTmvb3HaWzkWpOSBdWrB7/DJCLqTnpER2LqyL4AgHGDe+Gt303D7TNGmR8Pl0EPU98gt9I/pRs8vNjQbY7mSfnH10fNt/OrHQ/UHjhtPQ/IZa92JGWYzkGrG4kTjvp1pr5ai7ZjH1qlfvHOzEqct3Az7v+sczb4O9uyXB7TluXVhec+v7nT418rZeBK6luV9Tsea9fb/wW5m0HtrIwEABj89AKwvCJTSmPijKkcyOYTZeZz68qsl7bh3W1Z5gxly9+fZa1fe8/H1y9EVHSJlHI6gPkAHhJCWKULCyEeFEIkCyGSKytdf7bxNyEEcl+8Hq/deq7Dde5afgA3f7DX7d8zEZG/8FO/j84ZZew8XzVpiHnZhQkDAADj/7ve47IUoW61j5fudZUWrQ67lQFOIYD3ths7pMdt6h6/srHj0jdvJ+YwSIlIZ11Ni5fE49+koLxBg6omrdWM65YdbGfK6tvQamfdNUc7slRMncFHVh3ttJ6lmmYtBsTHuHVcy/2645UNGbjirMFO17F9p5wqa7S7nqUWrTEr/rkbp+BESYPDDBfbxQXVLUjOr8Xvlu5H3ss3WK/rRmzkmqnWch8OLhMRdWu/OX8UfnP+KLxyi3FAxPTl9Ma0UvzlyyNqhuaTnW58cW5SppSQC9b+hLNMU2dfsLtb61VKx/Wq7Y3ZmgbEl+42luLbmu64jjXg/Lw6q4HtcH/StN+OPX+6Lw/P33R2p3XNyRYu9hnhYj1n27e166Fx83OJ5XmWEpj4tHXZvBvOHe5wW3u/TtNHWavfXrC+kH0kpSxRflYIIdYAuAjAbovHlwJYCgAzZsxQ5SxERAjcNmM0Zo0baPVFj62znjZmMmcuno+YKOYTElHX46f+LpTz4vUAgLTievxwpBjTx/TDwyudD/BR17jitZ3myQTdnZU7yU5WqztatHqkFlZj7KB4DOzVebDWackLYfXDpcTsKrtlSSxr360+VIiFN/dFk8b5gPX646W4e9YY8/2SulYcKbCfebBsdy60Sra1O5e+VTdrsPlEGa49e1inx3IqmzDnjV144LKxVsvf257tcr+PrU7BlpPl2OLgg4OjU+2s1rS9gX1mLnvOnLkcG61yJEREFAxsJ8ydN3U48l6+AQaDxG/+txepbpQeCybZFc5rGVv6u5IlfDg/ODM6C6pbMOvFbeb7By2ylZ1lJW9zUvfXkm3JuIa2dkQIgca2dnPyh/X6/ut4WdbAdrTbZo0O8bGdPxa7CuOVjRkoV744qGnuKKHx4c7sTqX0OuYqMS3ovK+ZYwdgzuShnY5zw7t7kONuhrzFfrV26vAWKeVEbJ/b6kMF2JPVkYhjUlLXiqScaoy3KP/yZ4tM8nDpIgsh4gFESCkbldvXAlioclgOjR4Qh9MvXY9r3trttC0yDTL/9crxOJJfi7tnjcHYQfHmq0uIiPyFg8sBMHVkX3MDPnfyUJz93CYsufsC6A3SeHmS3oC1x0pVjjK8mQaWu8p7FpfmPfnDMfMkgjPHDvBoPx8pkyXaS+44VuT+pByWWQufJ+Vj4c1THU7GYlLe0IaUwjr8YcUB7Pz3Vbju7d3m7FNbL6zvmJjxx6MlWHTzVBf71uDBLw7j0FNzkVXRiNnjBpo/ZJomJFlz1LPZ0gFg0wn3MlmyK5qsJlDRW/SoL391BxraOgab7X2pwFmYPdekMZ7T+NhIlSMhIqJgFhEh8NPDlwIw1vN1lo1HXaOhTWdVKu32j5Lc2s6diaEB45WNN5zTkTFrrySFJUe9riIHk+Y1tLajSaOzezWfO/v9JrkQN583stNy24SQFq0ON7+/FxqdAbufuAof7syxu7+t6daD7m9vzcScSUOVGOxHsXR3LpbuzsWmRy9HdZMGF585yPyY2wPLcCNBxUEG+X++75i82/Jp/+2rzlcXWH3hED5d5KEA1iifT6IArJRSbnS+ibqEENj6+BXIq2rGw18fQVqx4896pteqZZmb+y8di++OFOGXhy9Fu96AMQPjERnhwaWpREQWOLgcYD2iI80ZzQAwb6oxk/M355fjlY0ZyHQwwzIFtze2ZJpvW/4ObevUAUCzRcfXdNnfqfJGq7IYtlkiW06W4wE7s4/bKqptgUZn6JQd5I73tmfjVFkjGtp0OHi62uHAsq0mjc48mO7KhS9sBQD87crxmJHQH1dP6sjOcDaAW97QhqF9ejh83BHTh4IdpyqtJqOx/LDgzoQwHFv2XE2z8QOnJ6VWiIioexs9IA4Zi+bhcH4tLjlzEAprWjCiX0/cs+IA9uV4d0UZBYedp9zLcgaAUiUb2NYL69LtLn/u5xOIEMI8r4YjUgKtWj16REd0Wv7j0c4TH9pmmt/8/l5keZCxbvL21izMVTKSDUoysXAwDHzd28YqDHdcOBr94mLw1yvHu3WMzPJGDOkd6/ZnAGdXUv7r21S39gGEz9iylDIXwDS14/BGwqB4rP37ZQCAL/bn45kf09zabnniaQBw+IVeTFQE9jxxFYb26YGaZi1K61sxcWhvREWyzAYRdcbB5SAxZ/JQ82VQp8oaselEGf4wewxioiLQ2KbDo6tSvC7TQIHlyWWSJvd+fBDzLEpG2E5W587AMgBc+op72T5pxfWYPLxPp+Wm/miShx/gSutdT65n6X/Kt+fXnzMMF4wxZnc76+SuOliI/vHR+MPsBLePUVjT4nBQ+NYP97m9n1UHC0J51mvVmCZ7GdQrVuVIiIgolPSIjsQlStbm6AHGCbNXPjALhTUtSCuux1M/plmVIKDQ0OzmfCKOnPX0BlyUYP+KQEeD0bZqmjWY/GznZFSDlJ0GZfUG2Wlw2XJg2d2sbVumpIbGNufbrzpknMfmeLF7Vy5e+9ZujBkYh0fmTHC63nHlSsiaZi3Siu2XotF5MGdQk0aHF9addL0iBcQ9s8bgnlljcDi/Brd86N4VCI5odQbMtCiXY2vSsN748v6Z0BskdmdW4rIJg5Ff3YxJw/qgb1w0jhTUYtqoflbZ0E0aHTTtegzk5wOisCOC4XLvGTNmyORk9wbPuquC6ha8sikDz994Nlq0OqSXNmLK8D4Y0CsGr27MwOdJ+WqHSCFm4c1n49mfTlgtG9Qr1moGaG/s/NeVGNInFlOe3eTW+nMnD+l0+aAjeS/fgIQF69xa94+XJOCTvXlurevKbReMwreHi8z3Vz4wExePH+RkC8eEEIellDP8ElgX8rVdXrz2JL46UID0RfP8GBURkX91lzY53OzLrsLwfj0xdlA86lq0iI+NwoSnNqgdFoWRv1453mHZC1+d+L/r8Jv/7e2SK1bfvH0aHv/G/czjrjJmYBx2/fsqr7YNhXY5FNpkKSXqWtrRu0cUalvace1bu1Db4t2XIv4wd/JQq8k5H5kzAcv25OIPsxMwcVgvCAhcNXEI+sYZ52tp0eqQWd6EqkYN5kweguyKJkRGCIwdFO/VVbpE5B1322QOLoepFq0OKYV1uHPZAbVDIfIbTwaXu9rXD8zC7PEDPd4uFDrMgO/t8qOrjiI5vxaJ/7naj1EREflXd2mTu4M3t2QiQgCPzj0Lp8oakV/djCsmDkZsVCSue2s3TpU3YuygeJyucr9+LVGoeeO2afinB2UtulLeyzd4tV0otMuh3iZnVzRi7pu71Q7DJ/dfOhanyhvx8FVnIj42CpOH90FlowZD+8SisKYVw/r2QEyUsYSHlNI8sM6SfUSecbdNZlmMMBUXE4WLxw8y/1GvaGxDY5sO4wf3wjeHCjFtdD+sOlSAf1w9AellDRyEppBQ3uDeZY+BUOKirl93tzurSu0QiIioG3n8mrPMtycO642Jw3qb72967PJO6+dUNuGjXTn4JrkIvWOj0Khxb64JomDWpvOt/Ah1D2cO6d1p8P/L/fmYOXYAvkkuhEECK5SazMHKVDN6jw+fOa6ZMhRbTnaeIP6N26ahsLYF+3KqccGY/th8ogzRkRH486VjUVLXhpvOG4Ge0ZFILaqDVmeA3iDRu0cUMsoakZRTjbd+dx5ioiLQqtVbzauUWliH2hYtpo7si6omDUb064k+PaJdxmkwSBTWtmDMwHivn6tJVZMGA+NjmP1NfsfMZbJyKK8Gty1JQkxkBHY/cRWG9e2BFYmnsWgta2kRWXrt1nNx24zRHm8XCtkYgO/tsinD3NusFSKiQOgubTK5VlzXioHxMSitb8OhvBoU1baiuLYV86YOc3vuCyLqwMzl8FHR2IbP9uWhT49oLN2di6kj++Jwfi2a+KWcX807exg2nigDAPzvrukorW9DdZPGPF8RAAzv2wNXTRqCi8cPxMMrj+KRORNw3dnDcP27e/DnS8fi39dNhM4g0djWjhvfS0TPmEj869qJmH5Gf5Q3tOHWJUkY1CsWyU/PhZQSH+zIRkphPd64bRriY40D5l/tL8Cjc8/CGQPjUN2kwaG8Wizbk4v/zJuEycN7o7fFgHhbux6l9W14as1xzBo3EHMnD0X/+GgM79sTAKDR6XGipAHTz+hvtX7P6Ei0tesxqn9PREVGwGCQeP6XE/g2uQgnF16HzPImqy+JTTQ6PRrbdF02r09tsxY9oiPRMyayS/bvC2lnfoBAYFkM8ppG+cY7NqrjDfXd4SJMGd4Hre16HCuqwx0XngGdwYDePaKxZJexsfvD7DF4aX0Gyhva8Ng1Z+HL/fm4a+YY5FU3Y/meXAzt0wMb0srw6q3n4onvjqny3Ij85dVbzsXtF3Jw2Z4WrQ5Tnt2Ev1wxHgvmT/JzZERE/tMd2mTyn7L6NvyYUoyXN2TgD7PH4F/XTUSPqEic9TTrPRPZ4uBy96A3SEQI40SQ0ZERaGxrR25lM4pqW5EwKA4Th/bGd4eLsOCH45g8vA/OHtEH31nMZUPkL317RuPqSUMwpHcsPtqda/WYZVmsyAiByAiBixIGIDHbfub79ecMw/rjZRAC+OsV4zFxWG88sioFT8ybiIsSBiA+NgpjB8XjxvcS0abTo6FVZ57oNenJq3Ekvw5xMZG4bMIgnLdwC+6aeQbumT0GxbWtWLo7Fy/99hw0tLUjr6oFERHGiWl/de4ILN2dgwO5NRjZvydumT4KM8cNgEZnwLnPbwZg3a5mVzRi/OBeVgPOBdUtiIoU2HmqEpeeOQgGKTG0Tw+fBss5uEwhoaC6BftyqnDHRWcgvbQBEUIgo6wBh/JqsGD+ZOj0Bjy1Jg33zB6DNzafwoShvTFz7ACM7NcTE4f1xlNr0vBzaonaT4O6oasnDcHH913o8Xah0GEGfGuX7/8sGVvTy/HJfRfiqklD/BwZEZH/dIc2mfyvoLoFowf0NH+gq2zU4O2tmXjuxrPx8d7TuHj8QPSMjsQZA+MgIPDi+nSMGxyP2KgI/Of745h+Rj88cNk4HCuux5VnDcbvlu5X+RkR+R8Hl8kXRwpqUdmowbGiOjxw2Ti8vTUL6aUNqGzSoKlNh4pGDSYM6YWsCv9PjEkUjrJfmI+oyAiPt+PgMnUrhTUtiIgQGNmvp8N1apu1uGDxFrx9x/lYkXgay+65AAZpvMznxfXpiIuJwvaMCjwxbyIqGjT4dF8eAGDPE1dhReJp830iE286zaHQYQZ8a5dNJTGOPX+tW3XEiIjU0h3aZAptH+7MwfC+PXDjtBFIKazFumNl2JVZgTMGxOGTP16EvdlVOFFSj3NH9cOy3blY/Jup0OklYqIi8HNKCdYeK0FqUb3aT4O6oa4eyFAT2+Tg1KLVYUdGJSYN742Ugjpcf85wHC2sRZ8e0Whs02HTiTJsTCvDxGG9sSuz0rzd72aMxurkQgDA+MHxyKnkxK8Ufv4wewwW3jzV4+04uEzkhaLaFozqH+fw8WaNDiV1rThzSC+H9W60OgPqW9tx4HQ1Hl55FIN7x2LTo5cjMbsKs8YOwJ3LD2BI71j8Y84E/JJagiG9e6CsoRVfHyy02k9UhMCbvzsP//j6qF+fI/lPKA0uCyHmAXgHQCSA5VLKl52t7227/MyPafhifz7OGdkXv/z9Uu+CJSIKkFAYxADYVybfldW3YWifWHP/tUmjQ6QQ6BkTCSkl9AaJPVlVyK5oQqNGhz49onD/ZePwU0ox6lracaq8ESsPFAAw9n8+T8rDsj25GDuoFz6970KM++96/Pu6iXht0ykAwLTR/XCiuB46Q8dnzZjICGj1hoA/d1JH5uL5iIni4DKFtroWLVq0eoxQktiklNAZJCKFQG5VM84c0gtl9W3YcrIM1549DDqDRFWjBv3jYlDe2AYpjfNavbbpFH57/ki8fts05FY1Y1CvGERHRmBDWhnqW9vx2qYMjBkQj/svG4vXN59CeYPGHMPj15yFN7dk4sKE/hjRryd+SuGV2+S5sYPiseNfV3q8HQeXiUJMemkDfk4twRPXTXQ4cN3WrkdsVITTQu4anR6rDxXirpljAADbMyowdWQf9IyORL+4GHybXIiKRg2iIwVWJJ7G+MG98PQNU/DkmuNILawDYBzYXnjzVJTWt+K97dm4ZfoofH/Efm2sQb1iUdWkwU3TRnS7EiWhMrgshIgEkAngGgBFAA4B+L2U0uFMnZ62y3qDxKK1J80Z/t5+oCAiCqRQGMQA2Fem8FPf2o6KhjYsWpeO935/PqSUiIwQiI6MQHJeLXrGROCCMQNQ06zFu9uy8NvpI3HT+3sBAHMnD8WVEwfj7lljcKKkHu9szUJ0VATWHSvFOSP74ukbJqOqSYvtGRW4fcYonDOqL97bno34mEj86twRuPL1nQ7j+uuV4/GhxeRZ5D2WxSDqWlJKGKSxhrAlg0FCCFiNGeRUNmH84F7Q6PQoqG5Bj+hIjB4Q12l/gHG7krpWCAEM79sTtc1a9O4RhZZ2PdJLGrD2WCkmDuuNG88dgfrWdozo1wNVTVoM69sDTRodYiIj0KLVobCmFYN7xyIuNhL1Le0oqWvFsj25eOO289A3LhrNGmOd4p9TS3DnzDOQWdaI748U4ebzRqK1XY+Nx8twz+wxqGzSoLi2FeeN7ofnfj6BScN646sDBThjQBwuP2sQBsTFYHDvWMwaNxB9ekbjie+O4f9dMQ6adgP++Okhj8/rny4Zi4/3nvbiNxLcVj04C7PGDfR4Ow4uE1GX0Bsk2vUG9Ih2XBS+rV2P6MiITn/oAJj/OJkuk6tp1sIgJY4X1+OqiUPMx8goa8DkYX2g1RtQXNeKVq0ee7Or0Nqux7RR/TBpeG/87asjuGnaCGzPqMC1Zw/D4F6x+MuXh/H+nefj4ZVHMahXLP593VkYN7gX/vTJITRqdLhn1hgsmD8JBTUtePKH45g2qi8+S8oHANwyfRQev/YsZJY3olmjg1ZnwOPfpJpj/8+8SXhlYwYAIGPRPKfnwBGVBpdnA3heSnmdcv9JAJBSvuRoG2/a5fnv7MG4QfF44/ZpXp0bIqJAC4VBDIB9ZSIA2J9bjaF9emDsoPiAHK+gugWDescgLiYKgLF/KqVEfWs7BvaKtVq3rV2PmmYt+sfFYNG6k/j1eSNx9og+iFCyw03rZJQZ+5gD4mMweXgfZFc0YVT/ntiaXo4R/XqiobUd931yCI9fcxayK5owol9PGKTEZRMGIVIIzEgYgCaNDhvTyhAbFYGLzxyIg6drUN7Qhg935qC2pR2Th/fBTdNGYO2xEpwoacDYQfHQ6gx47dZzcefyAwCAv1wxHkt25eD8M/rh3tkJ2HGqwpwN+eqt50KnlzBIibe2ZKK6WWt+nqsfnIX+8TFYc7QYU0f0xUMrj5gfmzi0N0YPiMPW9HIMiI/BkWeu8eq8h0K7zDaZKPw0aXSIi45ERIRAY1s7yurbMKxvD8RGRSImKgKtWj1yKptQXNeKWeMGIjYqotNn3na9ATq9tDuBnmnQf19ONe5afgBP3zAZU4YbxzuunGg9T5GUEmuPlWLKiD4AgDED4lDTokVtczuqmzWIjYpEXYsWA+JjUNmoQVxMFO5ecQC/nT4Ss8YOxPQx/bEiMRfzpw7HmUN6YVt6Oe6ZneDVeeHgMhFREFJpcPlWAPOklPcr9+8BMFNK+bCjbbxpl3V6g1e19YiI1BIKgxgA+8pE1H2EQrvMNpmIugt322SOAhARhT97dVQ6fbMohHhQCJEshEiurKy0s4lzHFgmIiIiIiIi6l44EkBEFP6KAIy2uD8KQKcC2VLKpVLKGVLKGYMHDw5YcERE3Y0QYp4Q4pQQIlsIsUDteIiIiIiIvMXBZSKi8HcIwAQhxFghRAyAOwD8rHJMRETdkjLJ6gcA5gOYAuD3Qogp6kZFREREROQdDi4TEYU5KaUOwMMANgFIB/CNlPKEulEREXVbFwHIllLmSim1AFYBuFnlmIiIiIiIvBKldgBERNT1pJTrAaxXOw4iIsJIAIUW94sAzLRdSQjxIIAHAeCMM84ITGRERERERB5i5jIRERERUeC4Nckq6+ATERERUSjg4DIRERERUeC4NckqEREREVEo4OAyEREREVHgcJJVIiIiIgobrLlMRERERBQgUkqdEMI0yWokgI85ySoRERERhSohZacSb4EPQohKAPlebj4IQJUfw/FFMMUCMB5XGI9zjMc5b+MZI6UM+uKZPrTL4fJ76iqMx7FgigVgPK6ESzxskwOL8TjHeJxjPI4FUyyAb/EEfbvMNrnLMB7nGI9zjMe5Lu0rB8Xgsi+EEMlSyhlqxwEEVywA43GF8TjHeJwLtniCRbCdF8bjXDDFE0yxAIzHFcYTGoLtvDAe5xiPc4zHsWCKBQi+eIJFsJ0XxuMc43GO8TjX3eJhzWUiIiIiIiIiIiIi8hgHl4mIiIiIiIiIiIjIY+EwuLxU7QAsBFMsAONxhfE4x3icC7Z4gkWwnRfG41wwxRNMsQCMxxXGExqC7bwwHucYj3OMx7FgigUIvniCRbCdF8bjHONxjvE4163iCfmay0REREREREREREQUeOGQuUxEREREREREREREAcbBZSIiIiIiIiIiIiLyWMgOLgsh5gkhTgkhsoUQC7rwOKOFEDuEEOlCiBNCiEeU5c8LIYqFECnK/+sttnlSieuUEOI6f8cshMgTQhxXjpusLBsghNgihMhSfvZXlgshxLvKMY8JIaZb7OdeZf0sIcS9XsQx0eL5pwghGoQQjwb63AghPhZCVAgh0iyW+e18CCEuUM53trKt8DCW14QQGcrx1ggh+inLE4QQrRbnaYkmX4ttAAAHUUlEQVSrYzp6Xh7G47ffjxBirBDigBLPaiFEjBfxrLaIJU8IkRLA8+Po/a3K6yeU+fIe9vA4bJOdx6J6u+zgfa7ae8pBPGyXHcfCNjlMePse9vAYbJOdx8I22b142CY7j0eVdlmwTfYrb9/DHh6DbbLzWNgmuxcP22Tn8bCvbI+UMuT+A4gEkANgHIAYAKkApnTRsYYDmK7c7g0gE8AUAM8D+Jed9aco8cQCGKvEGenPmAHkARhks+xVAAuU2wsAvKLcvh7ABgACwCwAB5TlAwDkKj/7K7f7+/g7KQMwJtDnBsDlAKYDSOuK8wHgIIDZyjYbAMz3MJZrAUQpt1+xiCXBcj2b/dg9pqPn5WE8fvv9APgGwB3K7SUA/uppPDaPvwHg2QCeH0fvb1VeP6H639lrpAuOxTbZs99LwNtle+9zNd9TDuJhu+wgFpvH2SaH6H9nrxE/H4dtsme/E7bJbJNDpq8Mtsl+++/sNeLn47BN9ux3wjaZbXLItMku3uOqt8uhmrl8EYBsKWWulFILYBWAm7viQFLKUinlEeV2I4B0ACOdbHIzgFVSSo2U8jSAbCXero75ZgCfKbc/A/Bri+WfS6P9APoJIYYDuA7AFilljZSyFsAWAPN8OP4cADlSynwXMfr93EgpdwOosXMsn8+H8lgfKWWSNL7TPrfYl1uxSCk3Syl1yt39AEY5ez4ujunoebkdjxMe/X6Ub7CuBvCdP+JR9nc7gK+d7cPP58fR+1uV108IY5ts/7hqtsmASu1yMLXJjuJhu+w6FrbJIS8g7TLbZI+wTXYQD9tk9+IJdLvMNtmv2CZ3Pi7bZOvjsE12EI8T3apNVuIJ2nY5VAeXRwIotLhfBOeNpl8IIRIAnA/ggLLoYSW1/GOL9HVHsfkzZglgsxDisBDiQWXZUCllKWB8wQEYEsB4AOAOWL+p1Do3Jv46HyOV2/6K7U8wfvtjMlYIcVQIsUsIcZlFjI6O6eh5ecofv5+BAOos/vD4em4uA1AupcyyWBaw82Pz/g7W10+wYpscfG0yEFztcjC/p9gu28c2ObQFvF1mm+wS22T3sE12TLV2mW2yz9gms012JpjfU2yTHWNf2UKoDi7bq/khu/SAQvQC8D2AR6WUDQA+BDAewHkASmFMh3cWmz9jvkRKOR3AfAAPCSEudxZ6V8cjjHVqbgLwrbJIzXPjiqcx+PM8PQVAB+ArZVEpgDOklOcDeBzASiFEH38e0wF//X78HefvYf0HPmDnx8772+GqDo4dDK9tNbFNDqI2GQipdlnV9xTbZafYJoe2gD5XtsnOsU128+Bsk11RpV1mm+wXbJPZJnuDbbIR22Qbwdguh+rgchGA0Rb3RwEo6aqDCSGiYfzFfSWl/AEApJTlUkq9lNIAYBmMqffOYvNbzFLKEuVnBYA1yrHLhTGF3ZR2XxGoeGD8Q3FESlmuxKXaubHgr/NRBOvLQLyKTRgLpP8KwF3K5QVQLt+oVm4fhrEu0FkujunoebnNj7+fKhgvq4iyE6dHlH38FsBqizgDcn7svb+d7EeV108IYJuMoGqTgeBrl4PuPcV22TG2yWEhYO0y22S3sE12gW2yc2q1y2yT/YZtMttkZ4LuPcU22Tn2le2QPhRBV+s/gCgYC06PRUeB7rO76FgCxjojb9ssH25x+zEYa70AwNmwLiqeC2NBcb/EDCAeQG+L2/tgrDf0GqwLeL+q3L4B1gW8D8qOAt6nYSze3V+5PcDLc7QKwB/VPDewKZ7uz/MB4JCyrlC2vd7DWOYBOAlgsM16gwFEKrfHASh2dUxHz8vDePz2+4Hx217Lgvh/8zQei3O0K9DnB47f36q9fkLxv7PXSBcci22ye3Gp2i4jiNpkB/GwXXYQi8X5YZscwv+dvUb8fBy2ye7FxTbZeTxsk53EY3GOAtoug22yP9tKtslskx2+x9V+T9mJh22yk3gszhH7ypYxePuGVPs/jLMeZsL4bcBTXXicS2FMAz8GIEX5fz2ALwAcV5b/bPOCf0qJ6xQsZlb0R8zKizRV+X/CtB8Y68dsA5Cl/DS9MASAD5RjHgcww2Jff4Kx6Hk2LBpXD+OJA1ANoK/FsoCeGxgvRSgF0A7jNy1/9uf5ADADQJqyzfsAhIexZMNYz8b0+lmirHuL8jtMBXAEwI2ujunoeXkYj99+P8rr8aDyHL8FEOtpPMryTwH8xWbdQJwfR+9vVV4/ofzf0WukC47DNtl1TKq2y/be52q+pxzEw3bZQSzK8k/BNjnk/zt6jfj5GGyTXcfENtl1PGyTncSjLP8UAW6XwTbZ3+0l22S2yXbf42q+pxzEwzbZSTzK8k/BvrLVf9MTIiIiIiIiIiIiIiJyW6jWXCYiIiIiIiIiIiIiFXFwmYiIiIiIiIiIiIg8xsFlIiIiIiIiIiIiIvIYB5eJiIiIiIiIiIiIyGMcXCYiIiIiIiIiIiIij3FwmYiIiIiIiIiIiIg8xsFlIiIiIiIiIiIiIvLY/weB+p6fP2pJmQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZcAAAEYCAYAAAAgWciCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xl4lOX1//HPSULCDgJBdllFEREw4r6vgEr3Yq21Vmtt1bp9a3GrWJdStVr92dri3ta1at3ABa37hkiRHdkiRCKEfQ8kOb8/5kmYkMkyYTJPZvJ+XVeuzNzPdobWeyZnznNuc3cBAAAAAAAAABCPjLADAAAAAAAAAACkHpLLAAAAAAAAAIC4kVwGAAAAAAAAAMSN5DIAAAAAAAAAIG4klwEAAAAAAAAAcSO5DAAAAAAAAACIG8llpB0zyzezk8KOAwDSSWOZW83sFjNbbWbfmFlvM3Mzy0rwNcab2b8SeU4AaKyi5zwz62Vmm80ss5Zj3jGzC5ITIQBAkhrqsy+wp0guAwCApDGzR81sh5ltCn5mm9kfzKxdHY7tKekqSYPcvUuc1z3OzArqGzcANAXuvszdW7t7adixAACA1EByGQAAJNvt7t5GUq6k8yQdJulDM2tVy3H7SFrj7qsaOkAAAAAAQO1ILiNtmVmOmf3ZzFYEP382s5xgWycze8XM1pvZWjN738wygm2/NbOvg4q6BWZ2YrivBAAkMxtmZtODuelpM3vKzG6pYf/jzKzAzK42s1VmVmhm3zKzUWb2ZTD3XRu1/6PR56up0rem+TXYfnVwvRVmdkFw+17/3c/j7tvd/TNJZ0rqqEiiubrXc5KkKZK6BbdsPxpjn/PMbF7wb7TEzH4RjLeS9GrUsZvNrFt114px3jPNbE7wnvGOme0ftS3me4aZjTCzaWa20cxWmtlddb0eAEQL2hJdY2ZzzWydmT1iZs1r2H+v4HNuUbD/K2bWI2p7HzN7N5i3pkjqFLUt7luuzSzDzK43s6+C95t/lN+NYmbNzexfZrYmmEM/M7O9g20/DebqTWa21MzOrtc/EAA0AvWYq+eZ2elRz7Ms0vpteBzX7GZmLwWf6xeZ2c+jtsX8LFrTvAzUF8llpLPrFKmGGyrpIEkjJF0fbLtKUoEiVXN7S7pWkpvZQEmXSDokqKo7VVJ+csMGgMrMLFvSC5L+KamDpH9L+m4dDu0iqbmk7pJ+J+kBST+WdLCkoyX9zsz61iOkaudXMztN0pWSTpLUX9KxtZ3M3Tcpkjg+uoZ93pQ0UtKK4Jbtn8bYbZWk0yW1VSRRfbeZDXf3Lbsd29rdV9TlhZrZvpKelHS5Iu8ZkyW9bGbZtbxn3CPpHndvK6mfpGfqcj0AqMbZiswx/STtq12faWPJkPSIInd79JK0TdJ9UdufkPS5IknlmyWdu4ex/TT4OV5SX0mto653rqR2knoq8iXiRZK2BV/63StpZDB/HiFpxh7GAQBhi2euflLSWVHPT5W02t2nx3G9JxXJa3ST9D1Jt9mu4rjqPovGnJfjuCZQBcllpLOzJf3e3Ve5e5GkmySdE2zbKamrpH3cfae7v+/uLqlUUo6kQWbWzN3z3X1xKNEDwC6HSWom6c/BnPWspM/qcNxOSbe6+05JTymSSLjH3Te5+xxJcyQNqUc8Nc2vP5D0iLvPcfetwba6WKFI4rze3H2Suy/2iHclvaEaEtZ19ENJk9x9SvDveKekFookQmp6z9gpqb+ZdXL3ze7+yR7GAaBpu8/dl7v7Wkm3qnJCohJ3X+Puz7n71uDLu1sVfNFnZr0kHSLpBncvdvf3JL28h7GdLekud1/i7pslXSNpbFD9vFOR5EV/dy9198/dfWNwXJmkwWbWwt0Lg/clAEhldZ6rFfmi70wzaxk8/1EwVicWWYvkKEm/De4GnCHpQVXOecT6LFrTvAzUC8llpLNukr6Kev5VMCZJd0haJOmN4Ha8cZLk7osUqU4bL2mVRW47r/Ot0wDQQLpJ+jr4EqzcV9XtHGVN1KJM5RUJK6O2b1Okwqw+8VQ3v3aTtDxqW/TjmnSXtLYesVQws5Fm9klwa+B6SaMUdbt3PVV6re5epshr6l7Le8b5ilSszA9uNzxdAFB/0XNp9JxbhZm1NLO/B20qNkp6T1J7M8sMjlsX3NERfb49Ees9IUuRuwP/Kel1SU9ZpFXS7cGXcVsU+fLuIkmFZjbJzPbbwzgAIGx1nquDz5HzJJ0RJJjPVBzJ5eDca4MvEaOv2T14XN1n0ZjzchzXBaoguYx0tkKR2wHL9QrGFFTtXeXufSWdIenK8ttH3P0Jdz8qONYl/TG5YQNAFYWSupuZRY31SvA1tkhqGfW8Sw37Vju/KhJrj6htPWu7sJm1VqSNxvt1ijT2OXIkPadIZfHe7t5ekRYW5f9mXt2xtaj0WoP/DXpK+lqq/j3D3Re6+1mSOgdjz1rtCxYCQHWi59LoOTeWqyQNlHRocDv0McG4KTJH77XbfLSn7yex3hNKJK0M7ra5yd0HKXLHx+mSfiJJ7v66u5+syN2E8xVp3QQAqSyeuVra1RpjjKS5QcK5rlZI6mBmbXa7Zvln1JifRWual4H6IrmMdPakpOvNLNfMOinSb/RfkmRmp5tZ/yBJsFGRW5tLzWygmZ0QJCm2K1LVV1rN+QEgWT5W5A/1XweLfXxHkT7HiTRD0igz62BmXRSpyK1OtfOrIv3czjOz/YMqjN9VdxKLLAx4sCL9pNcp0iO0vrIVaVFRJKnEzEZKOiVq+0pJHcsXmYrDM5JGm9mJQVXHVZKKJX1U03uGmf3YzHKDSuf1wbl4PwFQXxebWQ8z66DIWiFP17BvG0Xmo/XB/jeWb3D3ryRNk3RT0Dv+KEUKLfbEk5KusMhCga0l3SbpaXcvMbPjzezAoGp6oyK3Y5ea2d4WWSy1lSJz6mYxRwJIffHM1VKkbd0pkn6p+KqW5e7LJX0k6Q/BIn1DFKlWflyq/rNodfNyPNcGdkdyGensFkU+PM+UNEvS9GBMkgZIelORD7IfS/qru7+jSGJigqTVkr5R5Fu+a5MaNQDsxt13SPqOIgsmrVPkVuLnE3yZf0r6QpEF6d5QzR+Gq51f3f1VRRZpeluR9kMfB8cURx1/tZltUqQNxj8UWVjqiN1u045LcEvgrxVJBq9TpG/dS1Hb5yuSAFkSrIxdp5ZH7r5AkUUQ/58i7w1nSDoj+N+kpveM0yTNMbPNiiyoMtbdt9f39QFo8p5QZG5eEvzcUsO+f1akN/xqSZ9Iem237T+SdKgic/CNiszDe+JhRd5D3pO0VJEv2y4NtnWR9KwiCYx5kt5V5MvIDEW+rFsRxHGspF/tYRwAELZ45mq5e6Ein5WPUO2J6FjOktRbkbn0P5JudPcpwbbqPotWNy8D9WaV2zcCAIBUYGaPSipw95pWoQ6dme0vabakHHcvCTseAEg1ZpYv6QJ3fzMJ1+oraaGkLOcPRQCos2TO1UBjQ+UyAABIKDP7dnC79V6K9Hh7mcQyAKSEwZLySSwDAIC6IrkMAEDqutbMNsf4eTXkuH6hSO/jxYr0cPtlXQ80s79V85r+lsgAzezVaq5DKyQAjZ6ZJXz+N7MrJU2UNC54Huv8m83s6ES9DgBIZ/WZq83s7GqOmZPM2IF40BYDAAAAAAAAABA3KpcBAAAAAEDaMrPmZjbVzL4wszlmdlMw3sfMPjWzhWb2tJllhx0rAKSaRlG53KlTJ+/du3fYYQBAg/v8889Xu3tu2HHUhnkZQFPAnAwAjUtDzctmZpJauftmM2sm6QNJl0m6UtLz7v5U0ILrC3e/v6ZzMScDaCrqOidnJSOY2vTu3VvTpk0LOwwAaHBm9lUDnvthSadLWuXug3fb9n+S7pCU6+6razsX8zKApqAh5+REYk4G0FQ01LwcLFK5OXjaLPhxSSdI+lEw/pik8ZJqTC4zJwNoKuo6J9MWAwDSx6OSTtt90Mx6SjpZ0rJkBwQAAAA0BmaWaWYzJK2SNEWRhYfXu3tJsEuBpO7VHHuhmU0zs2lFRUXJCRgAUgTJZQBIE+7+nqS1MTbdLelqRaozAAAAgCbH3UvdfaikHpJGSNo/1m7VHDvR3fPcPS83t9F3UwKApCK5DABpzMzOlPS1u39Rh32pyAAAAEBac/f1kt6RdJik9mZW3i60h6QVYcUFAKmq1uRyvKuqmllO8HxRsL13w74EAEAsZtZS0nWSfleX/anIAAAAQDoys1wzax88biHpJEnzJL0t6XvBbudKejGcCAEgddWlcrlY0gnufpCkoZJOM7PDJP1R0t3uPkDSOknnB/ufL2mdu/dX5FbsPyY+bABAHfST1EfSF2aWr0g1xnQz6xJqVAAAAEBydZX0tpnNlPSZpCnu/oqk30q60swWSeoo6aEQYwSAlJRV2w71WFV1TPBYkp6VdJ+ZWXAeAECSuPssSZ3LnwcJ5jx3Xx1aUAAAAECSuftMScNijC9RpP8yAKCe6tRzOc5VVbtLWi5JwfYNinwDuPs56e0JAAlkZk9K+ljSQDMrMLPzazsGAAAAAACgvmqtXJYiq6pKGhr0KPqPal5V1WrYFn3OiZImSlJeXh5VzQCwh9z9rFq2905SKAAAAAAAoAmoU+VyuTquqlogqackBdvbSVqbiGCj7Sgp0zXPz9SqjdsTfWoAAOpk4/adKiktq3W/pau3aPxLc1RWxnepAJLj0yVr9Je3F4UdBgBA0vRl6zR24sdaXLS59p0BIMXUmlyux6qqLwXPFWz/b0P0W54yd6WenLpc41+ek+hTAwBQo7krNurzr9ZpyPg31P+6V2vd/8J/TNOjH+VrEX9QAEiSH078RHe8viDsMAAAkjZs3alPlqzVpu0lte8MACmmLm0xukp6zMwyFUlGP+Pur5jZXElPmdktkv6nXauqPiTpn8Fqq2sljW2AuAEASJrv/PVDTV+2Xi9efKQKN2zTRf+aXml74YZt6tquRZXjFq7cpJPvfq/ieUasxlEAAABIaxZ8BizlLjYAaajWymV3n+nuw9x9iLsPdvffB+NL3H2Eu/d39++7e3Ewvj143j/YvqShXwQAAHtq+dqtuuGF2TE/9E9ftl6SNOYvH1ZJLEvS4X/4b8xzfrxkTaXnU+auUu9xk/RZfqRb1JcrN2n91h2SJHfXPz/O14atO/fkZQAAAKCRyQwqDMoSf1M3AISuTgv6AQCQbmYWrFeGmQZ3byd319G3vy1JOnNoN/3w7x+rzKVfHNtXc77eWKfzbS4u0eAbX5ck5U8YLUlat6VyoviPr82XJP3l7UV64Cd5OiWoav7Ddw5U+xbNdMOLc/ThojX62zkHJ+Q1AgAAIHyZQekylcsA0hHJZQBAk1NSWqYz7/tQktSmeZYuO3FAxbayMlf55/6/v1v3m2/KE8uStH1nqdZs2aG73/wy5r7vLCjSgKhezdc8P6vi8dotO+p8TQAAADR+GeWVyySXAaShlE0uu5iUAQD1s3rzrgTupu0lumXSvIrnP5z4yR6ff78bXqv3sWXuevD9JXpjzkr99cfD1al1zh7HAwAAgPBkWHlbjJADAYAGUGvP5cbOxOpIAID4bN9ZGnYI1Zr21TrdMmmepuavVd4tb6r3uEn6ev22iu2FG7ap97hJenLqshCjBAAAQF1lBpmXUnouA0hDKZ9cBgCgLtxdL874WiWlZTruznfCDicuR074r5av3aovlq+vWDwwupUGAAAAGq+KymVKlwGkoZRtiwEAQDxemVmoy56aoQXfbAo7lHopX3Bwd+8vLNI5D03VD/N66o/fG5LkqAAAAFCbzAwW9AOQvqhcBgA0CbdMmitJ+us7i0OOJHGueHqGznloqiTp6WnLQ44GAAAAsezquUxyGUD6SdnkMnMyACAeKzcWhx1Cwv3nf19Xer509RZJ0kl3vavR975fMf7Vmi264/X5ct48AQAAko7kMoB0lrLJ5Qqs5wcAqEVT6W93/J3vaOQ972vRqs2as2KjpEiv6ePufEd/eXux8tdsDTlCIP2YWU8ze9vM5pnZHDO7LBgfb2Zfm9mM4GdU1DHXmNkiM1tgZqeGFz0AIBl2tcUIORAAaACpn1wGAKAWfa+dHHYISTOvcGOl5498mF9xt8+0/LWVqpdf+N/X+mTJGg24brK+XJmavaiBRqBE0lXuvr+kwyRdbGaDgm13u/vQ4GeyJAXbxko6QNJpkv5qZplhBA4ASI7MIPNSSuUygDTEgn4AgLR26t3vhR1CaA6+eYr65baueP6bZ2eqzF2nDOqijAzT5U/PqNj25NRluvGMA2KepzwhbcbtQsDu3L1QUmHweJOZzZPUvYZDxkh6yt2LJS01s0WSRkj6uMGDBQCEoqItRhO5mw5A00LlMgAgrS1owhW5a7bs0NT8tZXGfvvcLA27eYoOuumNSuNrt+zQWRM/0W/+/YUk6R8f56v3uElav3WHBt/4uk5uwkl6oK7MrLekYZI+DYYuMbOZZvawme0VjHWXFL0CZ4FiJKPN7EIzm2Zm04qKihowagBAQytvi0HPZQDpKGWTy0zJAICarN+6Qw++vyTsMFLGizNW6OMla/Tvzwu0s7RMv3txjiTp4iema8uOUi1atbli3/nfbNR+N7yqwg3bKp1jxfptuvethfVaOPCbDdv1+5fnqpSKHqQoM2st6TlJl7v7Rkn3S+onaagilc1/Kt81xuFV/o/v7hPdPc/d83JzcxsoagBAMpRXLvM5B0A6Stnkcjlu0AUAxDL091N0y6R5YYeRki54bFrF4w8Xral4fO9bCyVJp/35fW3fWabXZn8jd1fRpmI9OXWZjpjwX9015Uv1uWZypd7PG7bt1NwVG3Xb5HkViedVm7ZXuubVz83Uwx8u1adL1ghINWbWTJHE8uPu/rwkuftKdy919zJJDyjS+kKKVCr3jDq8h6QVyYwXAJBcGVQuA0hj9FwGAKSdgnVbww4hpb37Zexb8O+a8qWG99qr4vn2nWUaMv4NbSouqbLvyHveV88OLXTv2GH69l8/qhg//6g+Kli3Vd+9/2PdM3aoxgyNdAMoCZZP508upBqLNCN/SNI8d78rarxr0I9Zkr4taXbw+CVJT5jZXZK6SRogaWoSQwYAJFlmReVyyIEAQANI+cplAACibSku0VF/fDuh5/xBXo+Kx8N6tU/ouVPNjx/6tOLxYx/lx0wsl1u+dlulxLIUueNo7opIVfPUpWurHBNd0DOrYIOKNhVX2eeEP71DyxM0JkdKOkfSCWY2I/gZJel2M5tlZjMlHS/pCkly9zmSnpE0V9Jrki5299KQYgcAJEFGkHkppXIZQBqichkAkFZmFmxI6PmuOGlfdd+rhZ6ZViBJ+tf5h6pww3aVlJWp514tdcCNr0uSHjnvEP3s0c/04sVH6gd//1jbd6Z/acr2kvrlw8r/rLKo3lYfLa7cDmPSzEJd/MR0tW2epZnjT911rLuWFG3RLZPm6YKj+9br+kAiufsHit2pbXINx9wq6dYGCwoA0KiU91yuz7oUANDYUbkMAEgLO0rK9P2/faQN23bEfeykXx+lkYO7VBmfNf4UXXbSAH13ePeKsVY5WerfubX269JWrXKyNP/m0/TXs4fr+IGdtfQPozWkR3vlZGXu0WtJFeu37qzXcRPfi1QdvzijapvZ8oTz+JcjCwpu3F65Mnr3lh3urlkJ/kIBAAAgkTJZ0A9AGqNyGQDShJk9LOl0SavcfXAwdoekMyTtkLRY0nnuvj68KBvOmfd9oPnfbNJn+eviOu6iY/vpgG7tdP+PD5YUaavRvFmmMjN2FSKame4/e7jat8yucnzzZpkadWDXSmNXnDRA41+eG2PfjEoVzSftv7fenLcyrnjTQcG6bZKkTdtLtHH7Tj09dXnFtq/Xb9NXa7ZUaodx2+R5OvOgbiouKdVf3l5UMd573KSKxw//NE8n7Le3iktK65Tcf39hkdZv3akzDuqWiJdUyZbiEr2/sEinDe5a+84AACDtlS/oR3IZQDqichkA0sejkk7bbWyKpMHuPkTSl5KuSXZQDW3p6i36y9uLNP+bTfU6ftzI/So9b5WTVSmxXG7kgV11eL+OdTrnuUf01ofjTtATPz9U/XJbVYzPv3mkZt+0q8XDbd8ZXPH428O6qynY/W+qIePf0K2T51U8v/rZmTr2jncq7TPxvSU6/f99oO/e/3G1Xx7kr96qOSs2aOD1r+m12d/E3Mfd9drsQpWUlumch6bq0if/t0evpTrX/meWLvrXdM3/ZmOl8cVFm7V09ZYGuSYAAGi8yj9bltEWA0AaIrkMAGnC3d+TtHa3sTfcvbyvwCeSelQ5MMUdf+c7uuP1BXEd8+PDeikzw/TL4/o1SExmpu7tW+iIfp301lXHVdrWOidL7199vK4ZuZ86t2mu/AmjNfGcg3Xbtw+s9nynD0mfCtgz7vugQc77+1fmavqySFH+c9MLtHVHicp2y2T//b0luuhf0/W3dxdXjE18b3GVKqLVm4t12G1vaUE9v7BYvnarJGnzbi09TvzTuzr+znfqdU4AAJC6yttiULgMIB2RXAaApuNnkl6tbqOZXWhm08xsWlFRUXW7NSrrtsTfX7lT6xxdO2p/Lb5tlH572n61H5AAZx7UTYO7t6143rNDS/3i2F2J7VMO6KIW2dW3crjvR8M1cO82Fc+f/PlhDRNoEkS3u0i0G16YLUmaMnelBv3udf3h1XmVtk94db4k6YWoXs+3TZ6v0/78XqX9Xp1VqG82btepu42X2z1pXW7I+Nf1z0++klmstd0AAEBTVf7RgLYYANJRyiaXWWUVAOrOzK6TVCLp8er2cfeJ7p7n7nm5ubnJC64eJr63WIf/4S0Nu3lKXMf951dHaNr1J6lldnKXHLj3rGF65dKja93vkN57VTy+6wcH6a2rjtUn15woSXrxkiOV2yZH3x3eQ4f17dBgsaaTB95fqi3Fkerh+/67sGJ80arNlfZbuGqzrvvPLEmRzxc3vDinYtuazcVavXlXQnzSzEL1vXaylhRVPocUWXzwhhdmqzy1HM8nFXfXy1+s4I9OAADSUEVbDN7nAaShlF/Qr3DD9rBDAIBGzczOVWShvxM9Db6Z+2TJGt02eX7cx116Qn8N67VX7TuG6JHzRmjwja/LTPrO8ModTJo3y9Rn151U8Xy/Lm3q3We6KTngxtd1yqC99cbcmhdOfPzTZfrO8O5aUlS5J/LBt7wpSVp460g9NXWZPlq8RpI0Z8VG9c1trbIyV99rJ1c6ZtpXkb7Q5X9AvjqrUOu37azx+i/M+FpXPP2FVqzfVqmqHQAApL7ythilqf9RHACqSNnk8rzCyB/Un38Ve2EfAIBkZqdJ+q2kY919a9jx7KmyMtfYiZ/EfdzCW0eqWWbjv1mnVXamjh7QST89onet+75w8ZF6fvrXujaouEX1aksslyvaVFztv+eIW9/Uuq27EsRbiks0Ze5K/fwf06o9X/kfkL98fHqt116zOdLiZcby9SouKVVOVvVtUoB4uDutWgAgZBlULgNIYymbXE6D4jsASCgze1LScZI6mVmBpBslXSMpR9KUILnwibtfFFqQe+ibjfW7WyUVEstSZCHAf55/aJ32bd4sUz86tJeO6t9Jm4tL9KMHP9H6rTVXx6JmF/2r+iTwut3+bcc9X3tS/+4pX+qIfp3qdO2MIPn36uxvlPH0F/rL2cMrbZ9ZsF6ff7VO5x3Zp07nA8qVuZRJbhkAQpeZYSzoByAtpWxyGQBQmbufFWP4oaQH0oD+Pa0g7mPOPXyfBoik8ejVsaUk6YVfHanj7nwn3GBQyWf567Rpe9WE//sLizT+pTl66ZKjtHDVZu3ToaU2B72hJWnSrEL9JXj8g799LJfrs/zInVp7klx+e/4qmUnHDexc73MAAJCKzKynpH9I6iKpTNJEd7/HzMZL+rmk8tWsr3X3ybHPsmcyjLYYANJTyiaXmZIBoGl57vMC3f3ml3EfN3ZErwaIpvEpf1/MzsrQjpKyUGPBLgeOf6PK2DkPTZUkPf+/r3XDC7PVs0MLLV+7rcp+xSWlmpq/tk7XWbO5WB1b56j3uEk646Bu+n9nDauyz3mPfiZJyp8wOp6XAABAOiiRdJW7TzezNpI+N7PylaHvdvc7GzqADDMW7gWQllLjPmEAQJN31b+/iGv//bq00Ze3jNT+Xds2UESNS1lQCdO9fQu9eeUx1e73w7yeevyCQ3VWE0m6N2Y3vDBbkmImlldvLtbRf3y7Tud5a95KHXzLm/pg4WpJ0stfrFDBuq0afe/7Wr25uNrj/vjafD01dVk9Iq/eKzNX6L7/LkzoOQEA2FPuXuju04PHmyTNk9Q9mTEUl5TpqzVbat8RAFIMyWUAQNr58WG99NIlRyk7q+m8zXVr10JZGab/O2Wg+nduo7bNY9+cdOUp++rI/p30h+8cqGcvOrzGc9ZlYUE0jLxb3tSqTVUTwx8uWq0vV26qNDYtWNz4i4L1FWNH/fFtzVmxUS/OWCEpslhhueKSUknS/e8srlPv6Hhc8sT/dOcbX2r7zlKt3bIjoedG/bBOCQBUZma9JQ2T9GkwdImZzTSzh81sr2qOudDMppnZtKKioli71Mnrc+q2yDAApJJa/+o2s55m9raZzTOzOWZ2WTA+3sy+NrMZwc+oqGOuMbNFZrbAzE5tyBcAAEhv0/LX6u4p8bXDuHnM4CaVWJakFtmZWnTbKI0e0lWS9J3hPSRJ835/mv55/gj98/wRmnPTqdq7bfOKY/J6d9CzFx2uJ35+qJb+YVSVc7bMzkxO8Kizsx/8VKfc/Z7WbtmhGcvXa9GqzSreGWmD8v7Cqn/s3vzKXE3LX6tDbn2zYmzg9a/p0Q+XVjx3d/3+5blVktZ74rv3f6ThN0+pfUcAAJLIzFpLek7S5e6+UdL9kvpJGiqpUNKfYh3n7hPdPc/d83Jzc+t17RbNMvX9g3vUL3AAaMTq0nM5rt5EZjZI0lhJB0jqJulNM9vX3UsTGTgAoGn43t8+jmv/m8ccIDNroGhSxw2nD9JVp+yrFtmZOnpA9X8E5fXuUGXs9u8N0dXPztTIwV315crNenMeVTaNTazE7SdLYvdnjvXf0PiX51Y8vv8FmJFzAAAgAElEQVTdxXr4w6V6+MOluuT4/rrv7UW6dtR+uvCYfvWOb86KjfU+FgCAhmBmzRRJLD/u7s9LkruvjNr+gKRXGur67Vs2Ex9RAaSjWsu66tGbaIykp9y92N2XSlokaUQigt0trkSfEgCQ4s4/qo/OObx32GE0CpkZpjbNm8V1zLMXHa73rz5eP8jrqfwJo3Vgj3bq17lVA0WIxuL21xZUPL7v7UWSpNsmz9f4l+ZUWhzS3bVtR3y1Aqs2bY87noUrN6n3uEn6aNHquI9FVXxiBgDJIpUHD0ma5+53RY13jdrt25JmN1QMmRmmEhb0A5CG4rpnuI69ibpLWh51WIFiJKMT1bMIAICsjEgZSKucutyQg+rk9e6gnh1axnVMl6g2G6MO7FLtfrd8a3C940I4Hv0oX/te/2rFAn2PfZSv/X/3mpau3qKnpi6r+KLf3XXTy3O0uGhzlXOMuPWtSs9fnVWo3uMmqXBD1UUMy32yNFKBPWlWYaJeCgAAR0o6R9IJu7X2vN3MZpnZTEnHS7qioQLIyjCVklwGkIbq/Ff47r2JzOx+STcrUhBxsyK9iX4mKdaNHlVmUHefKGmiJOXl5THDAgCqKF94rCavXX60+ue21gPvL9V5R/Zu+KCamDMP6qa/v7tEN5w+SI98uFQF6yonBYfv016TZ32jPp1a6dQDumjyrG9inufHh+2j619osGIgNKA73/hSOVmZunXyPEnS8Xe+Iylye2/7ltlq3ixTj3yYr0c+zI95/NwVGzWoW1tJ0tPTIvUH8wo3qmu7FpHzv75Ag7u31e2vLdC5R/Sucsvw9p2lys7MUEYG9xLXBzf7AYDk7h8odq5icrJioHIZQLqqU3I5zt5EBZJ6Rh3eQ9KKhEQLAGhSflBLv+WfHdlH+3Zuo4wM0y+Pq39/WFTvgG7tlD9htCTpnMP20b7Xv6pTD9i7YrXze8cOU59OX+qS4weoebMMbdxeohuqSSL37NBCy9dWX7GKxqs8sRztsqdmqDiqbUZ1Rt37vv53w8lqlpWhNZt3SJKuePoLvXf18WrXollFKw5JuvGlORWPH/90mS49YYAO+8NbuujYfho3cr8EvBIAAMKRlZGh0lKSywDST61tMerRm+glSWPNLMfM+kgaIGlq4kIGADQVXxRsqHH7784YRDVjEmVnZejd3xyne8YOU59OkV7MGWb6zan7qUV2psxM5xy2T0UyulxumxxJkkUVDN0zdmiN15p/82nKnzC6yrnQeNQlsVxu/badOvXu9zTr68h/0xu27dRBN72hK56eUeNxx9zxtiTpb+8urjS+fWepnvh0GWtwAABSBpXLANJVXSqXy3sTzTKz8r8ArpV0lpkNVaTlRb6kX0iSu88xs2ckzZVUIulid49v9Zc6aNcivkWKAACpZeuOkrBDQAz7dIwklZ/+xWGaVbChTsn9z647SZIqtTsYM7S7bnxpjtZv3am//Gi4pn21tqKtwiPnHaLmzTIr9r1u1P4xK2eROn784Kf6en3VqvX//O/rGo+LXlBwWv5aHdSzvX75r+nauqNEHy1eo46ts3XqAdX3+obkLOkHAI1CVqappKzuX8wCQKqoNblcn95E7n6rpFv3IK5axbvgEAAgtbz8RfUdld75v+O0ZktxEqPB7jq3aa4T929e7fbu7Vvo6/XbdMf3hlSMdW3XXF+t2VrxvGOrbK3fulODurXV6CFdK5LLxw/sXOlcPTu0qHjcN7eVlhRtkSSN6NNBU5eurfiNxitWYjlev3l2ppau3lJpbNmarXp7/irt3bZ5RV9nAAAaIxb0A5Cu6rygHwAAyVRTS4zenVqpd9CWAY3TlCuP0Y6SMrVvmV0xdsqgLvpkyVpdE/TOffDcQ/TU1GXq3THyhfEvju2rYwbkVjlXdOeD//zySP3qic/14aI1+uf5I5STFalw7j1ukgZ1bau5hRvjivOAbm01Z0V8xyAcuyeWpcq9oGmhEtvKDcXq1ZGiDAAIW1ZGhkrouQwgDdXacxkAgGRzdz3x6bKY24b2bJ/kaFAfLbOzKiWWJeknh++j8WcM0s+O6iNJ6tOpla4Ztb8s6Jdxzcj9dWT/TlXOFV2R2q5lMz1+wWHKnzC6IrEsSW9eeYye+sVhMWM5tE8HtW2epfYtq7bUevmSo2Iec3tUxTWQyhau2hR2CAAARXouU7kMIB1RuQwAaHQOufXNmOP9clvphYuPTHI0SJSszAz99Mg+cR+3T8dWeuOKY9QyO7Paffp3blPttsd+NqKih/OnS9Zo2lfr9NznBVoSoxJWkl67/Gjt16Wtrn52pqRIRfXf310Sd9wAAADlsjJNxSUJX44KAEJHchkA0Ois3rwj5vhbVx2X3EDQaOy7d/XJ41jevPJYSVL/zq0rjR/at6MO7dtRFxzdR6VlrowM0+UnDdBxAzvrW3/5UFkZpv26VO7du3+XtsqfMFq9x02qcp3vHdxDz35eUPkafTroU3pAo5Gw2tfcBAAkAZXLANIVbTEAAEDauOzEARq4dxv179y6SmI5Wk5WplpmR75jv/ykfbV/10jyOiMqEzf/5tN01w8O0pih3SRJw3u11/+dsm+l89z5/YMqPX/zymP08E8P0aUn9E/I6wEAAOkhK8NUQnIZQBqichkAkBIO6tEu7BCQAq44eV9dcfK+te+4m4pFA6OqPJs3y9R3hveoeP78ryItWS44uq+yMzOUkRHZ+Qd5PfTMtAKdd2TvivYcY4Z21//776KKYx/8SZ6O3reTBl7/WtyxAXvCROkyADQGmRnGgn4A0hKVywCARqWktKzK2AsXH6mnLjw8hGjQVJQnlzPqkIdr3iyzIrEsSbd/7yDlTxitG884oGIsumr6pjMP0EmD9lZOVqbu+sGuSuc+nVpJks49fJ89jB6oAbllAGgUsjIyVFJW9XMuAKQ6kssAgEbjoQ+WatS971cZH9qzvVrUsJgbsKcyg2TxMQNyE37uc4/oXfE4uhL6kN57SZIO7t1Bf/vx8GqPv+N7QxIeEwAASK6sTHouA0hPtMUAADQaN78yt8rYuJH7hRAJmprsrAy983/HqUu75km53vEDc3XdqEHq0CpHowZ3UVZmhubffJoWfLNJ7Vs2U8+9WqrvtZMlSf1q6B1dH7ltclS0qTih50TjReEyADQOmfRcBpCmqFwGADRqbZrzPSiSo3enVmrerOEr5GeOP0UTf5Kndi2badzI/ZSVGfk41rxZpg7q2V77dGyljAzTD/IiVc5tcrL0yqVHaeq1J9Z67oW3jow5fvSAThWPa6qSRvzMrKeZvW1m88xsjpldFox3MLMpZrYw+L1XMG5mdq+ZLTKzmWbG/yAA0ATML9ykgnXbwg4DABKOv9gBAI3a6UO6hR0CkFBtmzer036/HzNYY4Z214C929T53M0yq9YNnH1oL9105gF69KN8HT0gV0Ypa6KVSLrK3aebWRtJn5vZFEk/lfSWu08ws3GSxkn6raSRkgYEP4dKuj/4DQBIY3MLN4YdAgA0iJStXHbuJgGASszsYTNbZWazo8ZiVs41Rl7NxN6uRd0ScUC6ad4sU0f271RpLHrBwXvGDtXn15+k/AmjNaRHO7Wopup6zNDuysrM0AVH99XALm20795tKrWbWXLbqIqK506tc5Q/YbTu+9EwjRnKFzt14e6F7j49eLxJ0jxJ3SWNkfRYsNtjkr4VPB4j6R8e8Ymk9mbWtaHiM75NAAAAQANK3eSyyC4DwG4elXTabmPjFKmcGyDpreB5o/TvzwvCDgFIqKnXnqhp15+U0HPeM3aY+uW20oM/ydOZB3VTx9Y5kqSXLjlK826O/Of/2XW7rjnxnIM1ok+HKucZe0hPSdKwXu2VkWFqlpmh2Tedqg9+e7ykyB0D94wdpvwJo9W9fYsqx88cf0pCX1e6MLPekoZJ+lTS3u5eKEUS0JI6B7t1l7Q86rCCYAwAkMZ+dGivsEMAgAaRsm0xqFwGgMrc/b0gsRFtjKTjgsePSXpHkduyG5X1W3fo6mdnVhlPdGIOSKbObRO/OOAZB3XTGQfVXFGc2yZHg7q21dzCjTq8X8eY+7Rvma3Jvz5afXNbVYy1zon9sfDDcSeoaFOxCtZt1f5d21b0pR57SE899dnymMf0zW2lJUVb6vKS0oaZtZb0nKTL3X1jDRXDsTZU+WRrZhdKulCSevUiIQEAqY77SACkq9StXCa5DAB1UV3lXBVmdqGZTTOzaUVFRUkLUJL+Pa1q1fJZI3qqU1CVCSA+j/1shO4/e7ja1NDfeVC3tnVewDC3TY6G9dqr0v7fHhYptn3gJ3l666pjlT9hdMW2wd3aSZJGD4l0e7j6tIExz/vgT/JijrfMjm9hxStP3jeu/RPNzJopklh+3N2fD4ZXlre7CH6vCsYLJPWMOryHpBW7n9PdJ7p7nrvn5ebmNlzwAICkePzTZZKk4pLSkCMBgMRK3crlsAMAgDTj7hMlTZSkvLy8pE6zi4s2Vxm77dsHJjMEIK3ktsnRyAMbrI2vJOnQvh0rJZQl6frR++vA7u00pEd7/fTI3urXqbXatWimnx3ZR7e/tqBiv/OP6qOfH91XXdo118JbR2rAda9KUqXzvTJzhS554n91iuXXJw5IwCuqH4uUKD8kaZ673xW16SVJ50qaEPx+MWr8EjN7SpGF/DaUfwnYIPE11IkBAHE586BueumLFRTKAUg7KVy5zIwMAHVQXeVco/Hs5wUxb61nESog9VxwdF8d2rejWmRnanivvdSuZTPd9u0D1bxZpiZ8J/KF0UE92umG0wepS7tI25BmmRm6dtR+OvfwfSqd6/Qh3ZQ/YbRO2C9yw8UB3dpKkrq3b6H8CaO15LZRSXxlNTpS0jmSTjCzGcHPKEWSyieb2UJJJwfPJWmypCWSFkl6QNKvGjI4plIAaBwGBe9jpWXkMgCkl5StXAYA1El1lXONxv/9+4uwQwCQBGNH9NLYEbF7B194TL9qjysLCgrGjuilG16YXTGekWF6/fJjNP+bjYkNNE7u/oGqLxA+Mcb+LuniBg0KANDoZGdGavt2lpaFHAkAJFbqVi6HHQAANDJm9qSkjyUNNLMCMztf1VfOAUBKuPj4/mqVnamj+neSJA3r1b5i28AubTRmaPewQgMAoM6ysyLplx0lJJcBpJeUrVxuUccFaACgqXD3s6rZVKVyrrHrGtwuDwCH9O6gOb8/TZI06ddHqV9u65AjAgAgfjlBcrmY5DKANJOyyeXObXLCDgEA0EA+vibl8uEAkuCAbu3CDiHlGEv6AUCjkE1yGUCaStm2GIf27ShJVRZ/AQCkjliLs44/Y1AIkQBAemrXolnYIQAAtKtymbYYANJNyiaXpUhrjBzaYwBAyvpkydpKzw/o1lY/PCT2gl8AgPi1aZ6yNyoCQFqp6LnMgn4A0kxKJ5e37SzVxPeWhB0GAKCeznrgk0rPJ/36aLXI5ktDAEiUpau3hB0CAEBSTlbkM27xztKQIwGAxErp5DIAIH306tAy7BAAIG307xxZ+PDONxaEHAkAQKJyGUD6IrkMAGgUJl92dNghAEDaKP/CzljPDwAahexMei4DSE8klwEAjULrHPqCAkCilC+YaiK7DACNQU4zkssA0hPJZQAAACDNePCbymUAaBzKK5eLSS4DSDMklwEAoSivqgMAJF5ZMMUa2WUAkJn1NLO3zWyemc0xs8uC8Q5mNsXMFga/92qoGCp6LpNcBpBmak0uxzsJW8S9ZrbIzGaa2fCGfhEAgNQzt3BjxeMrTto3xEgAIP2Uf4GXQW4ZACSpRNJV7r6/pMMkXWxmgySNk/SWuw+Q9FbwvEGUJ5eLWdAPQJqpS+VyvJPwSEkDgp8LJd2f8KgBAClvcdGWisffy+sRYiQAkH7Kbw4pLeMuEQBw90J3nx483iRpnqTuksZIeizY7TFJ32qoGHKyMiVJxTtLG+oSABCKWpPL9ZiEx0j6h0d8Iqm9mXVNeOQAgJR23fOzKh53b98ixEgAIP140HV5ZsGGkCMBgMbFzHpLGibpU0l7u3uhFMl9SOpczTEXmtk0M5tWVFRUr+vmlLfFoHIZQJqJq+dyHSfh7pKWRx1WEIztfq49npwBAKlrU3FJ2CEAQNoqI3cBAFWYWWtJz0m63N031rZ/OXef6O557p6Xm5tbr2uXL+hHz2UA6abOyeU4JuFYnd2q3I+XiMkZAAAAQFVlLJoKAJWYWTNFchqPu/vzwfDK8jutg9+rGur6GRmmrAwjuQwg7dQpuRznJFwgqWfU4T0krUhMuAAAAABqU0KvZQCoYGYm6SFJ89z9rqhNL0k6N3h8rqQXGzKOnKwMFZNcBpBmak0u12MSfknSTyziMEkbyttnAACwu9FDaMsPAIlGZRwAVHKkpHMknWBmM4KfUZImSDrZzBZKOjl43mCyszKYnwGknaw67FM+Cc8ysxnB2LWKTLrPmNn5kpZJ+n6wbbKkUZIWSdoq6byERgwASCtH9e8UdggAkHZIXgDALu7+gWK38JSkE5MVB8llAOmo1uRyvJOwu7uki/cwLgBAGnvvy10LuZ41oleIkQBAetpRSvICABqbnKxMFZeUhh0GACRUnRf0a8yWr90adggAgDi8vaDB1koBAEi6btT+YYcAANhNdlYGX/4BSDtpkVwuWLct7BAAAHF45MP8sEMAgLTWu1PLsEMAAOwmO5O2GADST1okl12shg0AAACUcz4eA0Cjk52VoWKSywDSTF0W9Gv8+PAMAAAAAAAasRnL14cdAgAkXFpULgMAamZmV5jZHDObbWZPmlnzsGMCADQcai8AAACQDGmRXObDMwBUz8y6S/q1pDx3HywpU9LYcKMCADQk2mIAAAAgGdIiuQwAqFWWpBZmliWppaQVIccjSZp4zsFhhwAAAAAAAOopLZLLVGYAQPXc/WtJd0paJqlQ0gZ3fyPcqCIO79cx7BAAIC2x4DUANF6bi0vCDgEAEiY9kst8eAaAapnZXpLGSOojqZukVmb24xj7XWhm08xsWlFRUVJia9O8WVKuAwAAADQW23aUhh0CACRMeiSXyS0DQE1OkrTU3Yvcfaek5yUdsftO7j7R3fPcPS83NzfpQQIAEofPxwDQeDmTNIA0khbJZQBAjZZJOszMWpqZSTpR0rywgtm0fWdYlwaAJoO8BQA0Xqs2FYcdAgAkTFokl/nsDADVc/dPJT0rabqkWYrM/RPDimdHSVlYlwaAJmPvtjlhhwAAqMZGii0ApJG0SC6v37oj7BAAoFFz9xvdfT93H+zu57h7aOUSfCEIIJ2Y2cNmtsrMZkeNjTezr81sRvAzKmrbNWa2yMwWmNmpDRVXx9a7ksv09gSAxmX9VpLLANJHWiSXL3tqRtghAADqaEnRlrBDAIBEelTSaTHG73b3ocHPZEkys0GSxko6IDjmr2aW2dABrtiwraEvAQCIw68enx52CACQMGmRXAYApI4FKzeFHQIAJIy7vydpbR13HyPpKXcvdvelkhZJGtFgwQVO/NO7Ki6hehkAAACJR3IZAJBUxTtJcABoEi4xs5lB24y9grHukpZH7VMQjFVhZhea2TQzm1ZUVLTHwRTT7x4AQpeVYWGHAAAJR3IZAJBUk2cVSpJ+c+rAkCMBgAZzv6R+koZKKpT0p2A8VlYhZit6d5/o7nnunpebm9swUQIAkurSEwaEHQIAJBzJZQBAUk1ftl6S9OnSut5FDgCpxd1Xunupu5dJekC7Wl8USOoZtWsPSSuSERO1cgAQvlY5Dd5mHwCSLm2Syw+8tyTsEAAAcejUKjvsEACgQZhZ16in35Y0O3j8kqSxZpZjZn0kDZA0NdnxAQDCsWQ1C1sDSD9pk1x+/NOvwg4BABCHG04fFHYIALDHzOxJSR9LGmhmBWZ2vqTbzWyWmc2UdLykKyTJ3edIekbSXEmvSbrY3WlEDwBNxKF9OoQdAgAkXFbYAeyJ35w6UHe8viDsMAAA9WDcow0gDbj7WTGGH6ph/1sl3dpwEQEAGqvjBnYOOwQASLiUrlyO/tYvf83WECMBAMSrfUvaYgBAshjf6AFA6DIzmIsBpJ+UTi5nZ6V0+AAAAEBSXPLE9LBDAIAmr1kmyWUA6Sels7MHdm8XdggAAABAo9SuRbOKx+8sKJK7hxgNACAnKzPsEAAg4VI6ucztfQAAAEBsO0vLKj1/6rPlIUUCAACAdJXSyWUAAAAAsW3dUVrp+TXPzwopEgAAAKQrkssAgKThlmwAAABA2lxcEnYIAJAQJJcBAEmzs5TkMgAkyxMXHBp2CACAahSu3xZ2CACQEGmVXC4uKa19JwBAaD5avDrsEACgyTiif6ewQwAAVIOiCwDpIq2Syxf+4/OwQwAA1ODyp2eEHQIANGlrNheHHQIAQNJ2iuMApIlak8tm9rCZrTKz2VFj483sazObEfyMitp2jZktMrMFZnZqQwUey7tfFiXzcgCAOK3fujPsEACgSTv4ljfDDgEAIGnRys1hhwAACVGXyuVHJZ0WY/xudx8a/EyWJDMbJGmspAOCY/5qZpmJCrYutu3g2z8AAAAAABARb9FcMlz93MxkXg4AGkytyWV3f0/S2jqeb4ykp9y92N2XSlokacQexBe31+d8k8zLAQAAAI3W5ScNCDsEAGgMHlUdi+YAAPHZk57Ll5jZzOAbwL2Cse6SlkftUxCMVWFmF5rZNDObVlRU/3YWFxzVp9LzHaVl9T4XAKBh/ebUgZKkVy49KuRIAKBp+PUJJJcBIM6iOQBAHOqbXL5fUj9JQyUVSvpTMG4x9o25BKq7T3T3PHfPy83NrWcY0ncP7lHpeVkZK64CQGN1x+sLJEltmmeFHAkANA0ZGbE+ngMAArGK5qpIVHEcAKSjeiWX3X2lu5e6e5mkB7Sr9UWBpJ5Ru/aQtGLPQqxZn06tKj0f9/yshrwcACAB2rfMDjsEAAAANG3VFc1VkajiOABIR/VKLptZ16in35ZU3hT/JUljzSzHzPpIGiBp6p6FWLPmzZK6XiAApCQza29mz5rZfDObZ2aHhxlPFpV0AJA0/73q2LBDAIBGp4aiuQY1tGf7ZFwGAJKm1vuSzexJScdJ6mRmBZJulHScmQ1VpOVFvqRfSJK7zzGzZyTNlVQi6WJ3L22Y0AEAcbhH0mvu/j0zy5bUMsxgMkkuA0DS9M1tXen5V2u2aJ+OrarZGwCaBjPr6u6FwdPoorkGlZO1J0tfAUDjU2ty2d3PijH8UA373yrp1j0JCgCQOGbWVtIxkn4qSe6+Q9KOMGMiuQwA4fmiYAPJZQBNSjxFcw3t1ycO0NkPfpqMSwFAUqTFikp//uFQXf70jIrn7i4zEhcAEOgrqUjSI2Z2kKTPJV3m7luidzKzCyVdKEm9evVq0IBoiwEA4WlBWzkATUy8RXMNaUiPdmFcFgAaTFrcjzG4e+XJeWbBhpAiAYBGKUvScEn3u/swSVskjdt9p4ZeqGT7zl1dkvgCEACS69IT+lc8zspkDgaAsPA5GEC6SYvkcv/OlfvI7SgtCykSAGiUCiQVuHv5/XfPKpJsTqrSMk/2JQEAgStO2rfiMWkNAAgPczCAdJMWyWVJeuXSoyoel5HAAIAK7v6NpOVmNjAYOlGRhVeTat3WUNs8A0CTlhHVjoiqOQAID2uPAEg3adFzWZJ67tWy4vHWHaU17AkATdKlkh43s2xJSySdl+wA1m/dmexLAgBi2LSd+RgAwtKcvvcA0kzaVC5He256QdghAECj4u4zgn7KQ9z9W+6+LtkxlDl3lQBAY3DJE/8LOwQAgKTNxSVhhwAAeyxtksstsnd9+/fKzMIQIwEAxPLx4jVhhwAAAAA0GjOXrw87BADYY2mTXM7OSpuXAgBp6Zlpy8MOAQAAAGg0/kdyGUAaICMLAEiKxUVbwg4BAAAAaDTueH1B2CEAwB4juQwASIrWOZE1ZDu0yg45EgAAAAAAkAgklwEASdGuRTNJ0vEDO4ccCQAAAAAASIS0Si4P6dEu7BAAANXom9tKknThMX1DjgQAAAAAACRCWiWXrzplYNghAACq8f7C1ZKkvVo2CzkSAGiaThm0d9ghAAAAIM2kVXK5c5ucsEMAANSidfOssEMAgIQxs4fNbJWZzY4a62BmU8xsYfB7r2DczOxeM1tkZjPNbHgyY73ylH2TeTkAcfjHx/m65ZW5YYcBAEDc0iq5nJVhYYcAAKhFy2ySywDSyqOSTtttbJykt9x9gKS3gueSNFLSgODnQkn3JylGSVK/3NYVj7fuKEnmpQHU4ncvztGDHywNOwwkSafWFMYBSB9plVzOycqseLylmA/MAAAAaFju/p6ktbsNj5H0WPD4MUnfihr/h0d8Iqm9mXVNTqSVCzH+9MaXybosAGA3Pz1in7BDAICESavkcvSt1lPzd/+MDwAAACTF3u5eKEnB787BeHdJy6P2KwjGksJsV3J59tcbknVZAMBuhvRoH3YIAJAwaZVc7tAqu+Lxhq07Q4wEwO5mLF+v3uMmaV7hxrBDAQAgLLF6uHnMHc0uNLNpZjatqKgo4YF8upRCDAAIy6F9O4QdAgAkTFoll6P97d3FYYcAIMqrswslSe8sSPwfyAAANDIry9tdBL9XBeMFknpG7ddD0opYJ3D3ie6e5+55ubm5DRosACC5olt6AkCqS9vk8pLVW8IOAQAAAE3TS5LODR6fK+nFqPGfWMRhkjaUt88AAAAAUlFW7bukph0lZWGHAAAAgDRnZk9KOk5SJzMrkHSjpAmSnjGz8yUtk/T9YPfJkkZJWiRpq6Tzkh4w/n979x0fVZX+D/xzUiEk9FCkGEQUxYIYsetaUAFX/equa3fVXb+Wtfz0uyuKq6wVy1rWuooKKnZFUXrvLQESAgTSe+9tkinn98fcmUxvmcy9M/m8X6+8MnPnzr3PtDPnnjn3eYiINEVKaZcTn4go3ETs4DIRERERUf7z8AkAACAASURBVG+TUt7s5qbLXKwrATzYuxEREVE4KaprR8rwAWqHQUQUsIhNi0FERNphMpnrVT106fEqR0JERBYbsqu9r0RERL1qW16t2iEQEfVIRA8uMzUGEZE26E3m9rihvUvlSIiIyOKuhXvUDoGIqM8rrm9XOwQioh6J6MHl4noW9SMi0oLsihYAwJc7i1WOhIiIiIhIO6KYb5mIwlxEDy4TEZE27C9pVDsEIiICMHlUktohEBGRjSiOLRNRmIu4weX3b51mc42tNBGRFsTHRNzXDRFRWGJ7TESkLZ16pvMkovAWcb3LaeOHWC8vzShXMRIiIrKYoFTA/uzPZ6kcCRFRH8fTr4mINGXB1gK1QyAi6pGIG1xOToq3Xv7PuhyUMDk+EZHqOvRGAMDA/jEqR0JE1Lf9KXWc2iEQERERUQTxOrgshPhUCFEthMiyWTZUCLFGCJGj/B+iLBdCiP8IIXKFEJlCiGnut9w7HPMVVbd0hjoEIiJNEkJECyH2CSF+C/W+F2wxz8goa9SFetdERGTjlrPHqx0CEREREUUQX2YuLwRwlcOyOQDWSSknAVinXAeAmQAmKX/3AvggOGEGjsnxiYisHgFwWI0db82tBQAkxkersXsiInJDSql2CEREREQUxrwOLkspNwOod1h8LYBFyuVFAK6zWf65NNsJYLAQYnSwgvWFcMgjF8W8ckREEEKMBTAbwAI142CbTESkvqT47hRFr6w8omIkRER91znHDVU7BCKioAg05/JIKWUFACj/RyjLxwAosVmvVFnmRAhxrxAiTQiRVlNTE2AY3kVz6jIREQC8BeAfANyWow5FuzxyYL9e2S4REfnu9nOPtV7+cFOeipEQEfVdg/rHqh0CEVFQBLugn6uRXJfn2kkpP5JSpkopU5OTk4Mchk1AHFsmoj5OCHE1gGopZbqn9XqzXZ55yigAwEmjBwZ1u0RE5D+2xUTUF/lTTyoUbmSBVSKKEIEOLldZ0l0o/6uV5aUAbFvIsQDKAw+v59Ydrva+EhFRZDsfwDVCiEIA3wC4VAjxZSgDWJFVGcrdERGRB1dOGaV2CEREalgI3+tJ9bqY6GDP9SMiUkegrdlSAHcql+8E8IvN8juE2TkAmizpM0Lpi3umWy+/seZoqHdPRKQpUsonpZRjpZQpAG4CsF5KeZvKYRERkUriYjigQUR9j5/1pHpdyrCEUO2KiKhXee1ZCiG+BrADwIlCiFIhxD0A5gOYIYTIATBDuQ4AywHkA8gF8DGAB3olai8unNR7aTaIKEAsRk9ERKRJNS2daodARKQWd/Wk7PRGbZJjhw0IynaIiNQW420FKeXNbm66zMW6EsCDPQ2KiCIX86CrS0q5EcBGlcMgIiIN2ZJTg+unjVU7DCIizZJSfgTgIwBITU3ltBkiIht94py4LoNJ7RCIiIiIiDTpse8y1A6BiPzQ3mXAkz9loqlDr3YokcBdPSkiIvJRnxhcNpg4uExEpKYBcdGYnjJU7TCIiEgxYThPxyYKV1/uLMLXu0vw3oZctUOJBO7qSRERkY/6xODy2+ty1A6BiKhPG5oYh7FD+qsdBhERKV654TS76x1dRpUiISJ/SSZlCIif9aRCSvJFJaIw1icGl/+7KV/tEIjIT08tOYAPNuapHQYFid4gERvdJ75yiIjCwkmjk+yuL9jC/jJRuPF1QDKztBFP/3ygzw9gSilvllKOllLGSinHSik/kVLWSSkvk1JOUv7XqxHbgbImNXZLRBQUEXuk//Clx9td7+tfpERa4etH8atdxXhlZXbvBkMhU9msQ4ees+KIiLSif2y03fXcmlaVIiEif/lbIPvWj3fhy53FaOk09E5A1GPPLj2odghERAGL2MHl28491u761e9sVSkSIgIA+NkJ9teyzAo0tHX17k4oIJ0G86Dy0oxylSMhIiKLGIezSX7ZX4531zOVHFE44fypyLGvuFHtEIiIAhaxg8sjkvrZXT9Y3qxSJETU2yqaOvDgV3tx/+J0tUMhF3R6FlUlIgoHr68+qnYIROQDEeCsDQ5GExFRb4jYwWVXNh6phsnEb1SiSNNlMA9eljfqVI6EXDEq7e5VU0apHAkREdn68LZpaoegadUtOuiY0ok0zOcj214+g5CIiPq2PjW4/OfP9uDzHYVqh6EZ2/Nq8doq5rSlyCF972JTCOmN5sH/i05IVjkSIiKyddUpo9UOQdOmv7gOf/5st9phEDnxN+eyFbvKmjN+aILaIRAR9VhEDy6vf/xip2UlDR0qRKJNt3y8C+9tyFM7DKIeC/TUQAoNy8zy2Gi+TkREWjfjjU34eV+Z2mFoxs78erVDIOox9sC069v/PUftEIiIeiyiB5cT42Oclv2WyYJSRJGKeeS0aU+h+cB8LwuVEBFpXk51Kx79dr/aYRCRD/zt+/IsP+3h8QsRRYKIHlweMbCf07Kq5k6kzFmG3QWchUAUKQI+NZBCYktOLQCgWadXORIiInK04pELXS6/6aMdIY6EiHqLYGdZs0w2o8s78+tUjISIKHARPbjsybNLD0LyZ0KiiMKPtDadN3EYAOCPZ45VORIiInJ00uiBLpczHQSR9vk7E5l9Ze0ZM7i/9XKLzqBiJEREgYv4weWcF2e6XH64ohkrsipDHA0RUd+zaEchACAuOuK/coiIiIh6nb8zkTlxWbtsX8vShnYVIyEiClzEH+nHehjMSC9qCGEkRER9U1ZZMwCgvr1L5UiIiIiIIof/OZdJy/716yG1QyAiCkjEDy578snWArVDIKIg4GyM8HDc8ES1QyAiIheyn7/K5fIDpU0hjoSIfOFv15ddZSIi6k19YnD55unj1Q6BiEIwVYJ51LVp5MB4AEDK8ASVIyEiCi0hRKEQ4oAQYr8QIk1ZNlQIsUYIkaP8H6J2nP1io10u//27W62XW3R6NHWwMCsRERER2esTg8svX3+q29u259YCAI5WteC1Vdl2g1PLD1Qgq8z1jA2jSaKRp3gT+a03ZhmzAra2TTlmEAAgIS5G5UiIiFRxiZRyqpQyVbk+B8A6KeUkAOuU66qbPCrJ5fLlByowae5ynDpvNU7/12rr8qyyJqTMWYaSetc5QjNLG93eRkTq4EQMbfr4jlTvKxERaVifGFwGgGUPX+By+fa8OqTMWYYr3tyM9zbkYe3hauttDyzei6vf2eryfs//dghTn1uD9i5WdCUi8mR9drX3lYiI+o5rASxSLi8CcJ2KsVh9cc/ZLpc/sHgv9EbnAalv95QAADYccd3GX/PuNlz46obgBUhEAeNEDG07dlj32X2WyW9EROGkzwwuW2bOOXp3Q67d9bZO3waLl2aUAwDau4w9imt3QT3KGzt6tI1gq2/rwptrjsJk4i/bRERERD0gAawWQqQLIe5Vlo2UUlYAgPJ/hKs7CiHuFUKkCSHSampqQhCob/2+Voe+cm9OhJRSokxj/WQA+DWjHL9llqsdhpP2LgNTl5BHPLrTpuOGD7BevmXBLhUjISIKTJ8ZXPbVd2klKKht87qe5ZSiqB7+Cnzjf3fgktc39mgbwfb0zwfw9rocbNHYr6ZdBhMWbMmHwWhSOxTSKHaYiYhIY86XUk4DMBPAg0KIi3y9o5TyIyllqpQyNTk5ufciVCQnxvu03inPrsKaQ1UhKab75a5inD9/veYKCz709T787at9aofh5KJXN9qlLqHIxYnIkSUmmsMyRBTe+lQrdtLogV7X2Z5Xh0te34iNNqf4tXcZsD67ym49y6TeqCB8sXcazIOlK7MqkDJnGQp9GNzuTW2d5tnYWpu5/PGWfLyw7DAW7ypWOxTSGPavta+/m2JRRESRTEpZrvyvBrAEwHQAVUKI0QCg/NdE7iAhBPJemuXTun/9PM16WUqJ79JKsPxARdBj2l1QDwDIr20FALy19iheXZkd9P1EitrWTrVDoBBjDuXIkRTfXZtEi2dsEBF50qcGl5f+7Xz846oTfVr3SGWL9fIdn+zG3QvTkFPVvcykfJFPfW6N33E06/Roanc+Zc2SaiOrXN3ZGdYuisZG7Jp15uesjXmuyQ32r10TQowTQmwQQhwWQhwUQjwS6hg69D1LIUREFG6EEAOEEEmWywCuAJAFYCmAO5XV7gTwizoROouOEih42bcB5h/TSwEA8349hH/8kIkHFu91ud6XO4sCjsfSFbV8v7+1Ngfvb8wLeHtE4SCtsN5rMUx/D9M0dlhHLnx97znWy+fPX69iJERE/utTg8ux0VF44HfH+7Tuyyu6Z0WkFTUAAGpsZgO4GsSqbtEh9YU1dgPTrpw2bzVOf875lDWhfO2rPUBm+QVc7U5IZZMOH27K6/5FXvknVI+MtIanBnplAPC4lPIkAOfAfGr2yaEM4KyUIaHcHRGRFowEsFUIkQFgN4BlUsqVAOYDmCGEyAEwQ7muGUIIHD8i0et6bT7WHXn65yzr5Q825uHGD3d4XL+104DzXl6HPYX11u93X/NB9zXnz1+P2z9hftZI84cPd/RaMUy1jzPJvcmjkuyudxmYCpKIwkefGly22P/MjIDu9/xvh/HVrmJIKa0zlwGgRZlRu+5wNWpbu3DlW5sDC8zagdYGtasK3784HfNXZCOvxj5NCAcSw9v6w9W4+aOdvXIaHw8+XZNSVkgp9yqXWwAcBjAmlDEYNZZmh4iot0kp86WUpyt/U6SULyrL66SUl0kpJyn/69WO1dHaxy4O6H7Fde0eZ1y+sjIbuwvrPRadyyprQnmTDq+tOuI0c5nslTV2YEuOtmqkUGj5+tHg8ZP2OeZd/sOH21WKhIjIf31ycHlwQhy+v+9cv+93uKIZTy05gD2FDdDZnOJtOT2vp9/Z3R1odXvQ0jpDWF2tOnP6C8ugFI8rIsPuwnrsyK+DIYiDjZzN7jshRAqAMwCEZKqT5fO7t7gxFLsjIqIgCaSvfNFrG3yacfm3r1yn0HBkKZzNwWUKF+uzq7A9r/cH/AOdBMSJGNpmm3c5U2OFTImIPOmTg8sAcFbK0IDv++fPdsN2XOyDIOV+U3umsIWl06F2OI6nQmolXUdfZjRJFKhccNITHnx6JoRIBPAjgEellM0ubr9XCJEmhEirqakJyj5bO80/El0/LaQTpYmIqId60lf+y6I0u+sdDik0Cut87EsonT4Tv+ApTNy9MA23fBy6VCW+fzR4BBUO9jmcYf2PHzJUioSIyD99dnAZANb8v4sCul+7ixxzUkqsyw682Pd3e0qclmWVNdmdWvj5jkLMt8kF/fO+Mkx/cW3QTze3dFKiVB5ddpeDOhhhmUwST/6UiYMqF08MN6+tOoJLXt+I4jrPRUZCTe0fQsKBECIW5oHlxVLKn1ytI6X8SEqZKqVMTU5ODsp+LWmDzpkwLCjbIyKi0PnjmWMDut/aw1V21/Um+9yhvg6IWfuCPu63WaeHyaZf/O2eYuzKr/Px3mTr2z3FSJmzjHlfNSrgvi9/p9E0x9QY36WVotam7hMRkVb16cHlSSOTvK/ko41HarDmUJX3Fd34x4+ZOFxhnkj42bZCvL02B1e/s9Xu1MJnfjmIDzd1z5J+8qcDqG7pRKfBt4IqvtJKWgzrzGVp/z8YKRAqm3X4encJ7lmY5n3lMNbeZUBVsy5o29tVYD5Aq2kN3jaDif1l14T5tIhPAByWUr4Ryn23KOltkvrFeFmTiIi05omZk4OyHWkyT4rwaV2bL3NLX/AfP2TaFQLMrW5Fa6cBL684bJ0VXd/WhdPmrcZb63Ks6z3x4wH86aOdPX8AfdBrq44AABo7ulSOpHelzFmG15XHGo58TXPBiRjhY93j9jnvU19Ya52sQUSkVX16cBkAfnvoArx909Qeb6fSxQBee5fBblZxdmWz3RfDJ1sL7NbPrW4FAOwvacSba4+63dfHm/NR7WXAsLyxA80BfglpLReXJR7LU+lL5yivphVljR1ub9dy9XG9MXgzRG787w6c/dK6oG1Pq4V12F/26nwAtwO4VAixX/mbFYodWwaXEzm4TEQUdoYnxqNw/mzkvDizR9u549NdePTb/dbrvvQjHL/bdxd21z28/I1NOOXZVfjvpnx8sjUfAKyz+1YcqOhRrH2BlBLbcmvtZnk701ilccXRqhbsL3Fdx6GySYelGeV+b/PdDble11mfXWVXc0dt7PtGronJiU7LrnxzswqREBH5rkeDy0KIQiHEAWWgIk1ZNlQIsUYIkaP8HxKcUHvHKWMG4dqpY3D5SSN7tJ33HDolRpPEyc+swoWvrMcnWwuQMmcZrnprC+78dLd1ned/OxTQvl5cfhj3L96LDg8dnPPmr8dp81YHlL7AOkNY7bQYDkVc/BkIvuzfm3D+/PXut+0m5Yba1h6qwqS5K5BV5pyuQ6c3Yupzq7H6YKXP28sqc0qr69Lqg5U+dcatr4nPEdjeOZA7+UZjL6PmSCm3SimFlPI0KeVU5W95KPbd2mn+kSupX2wodkdERL0gNrpn81EyXBSmqmrW4cNNeThS2YKmDj3KGjuwPbe7ENqugnr8kF7qdduOv8kX1rVh0fZCj/fpMpjw6sps7C1u8Cn+SLP6UBVuXbALn3l4noQ2x5ZxxZubcd1721zedsuCnXj4631OOb576lB5M+5emIZ//pwVtG12Goz4fEehlwF+7/w9ltHa60mu/Xi/fUHV8iad03gDEZGWBGPm8iXKQEWqcn0OgHVSykkA1inXNW/BnanYNufSgO9f2mA/S3ankt+tvElnN4i8t9j1L+3eOM5U9vXUmG/2FNtd/3hzPibN9TymJL3MEDaaJKY9vwY/+tDhd+Xhr/fhse/247VV2dYifa64G4sMxqC3VjvMlrzdrmZklDV2oLFdb5d3O1ju/SIdD3+9z+t6/sxc3pJTg/yaVre3a21gn3oH02IQEUWGwvmz8diME4KyLSklHli8F/NXZOPKtzbj9H+txvnz1+OWBbv8Lhwc5dAt1Bslnl160GOu4A825uH9jXm4/v3tTrdtPFLd4+LFeTWtmLf0YEADh0V1bZj+4lp8ubMIRypbehSHOxXK2X3FHgoravVsNU8qGs3HS8EuAGk5G7QoiDVH3l2fi2d+OYglPqaLceLn8RBnOoeXM48divdvnWa37LVVR3z6wY2ISA29kRbjWgCLlMuLAFzXC/voFWMG98crN5walG3duiC4VYJn/Wer3XXbPpOn/pNtn/bv32fgxeWHoTd67nBZZgi764R06I2ob+vCM790/3p/pLIFZzy32mu6DgBYmlGOn/aW4b0Neeh06PhXNHVgb3ED/rspz6nPFMx+omOH+bFv9+PNNe5TkYSKVge9LbrzYHuP8PZPduPSf2/q5YjM2GHWrmbL4HI8B5eJiMLdw5dNCsp2ypt0SC9yPWvY37RuUcrocobDD/Nbc2vc3sdTgaw/f7YHl7y+0a8YHP1lURoWbi9Eoc3g7ec7CvGWh7R3Fl/tLkZ1Syee/jkLV77l+lT4lVmVyCwNbMKKr2xTyFU26XDOS+tQ2MNB994W5aYf3dFlhKEHaeesxw1B7KE3tpvf521dhqBt0xfB/rFASon3NuSijkXngm7WqaNx01nj7Jb93/cZaGpn/mUi0p6eDi5LAKuFEOlCiHuVZSOllBUAoPwf4eqOQoh7hRBpQoi0mhr3nb9Q+9NZ4/HEVcEpXhIsJfXtTp3gnGr3M0JtT5mxHQT83sdfOm3TYth28A+VNyNlzjJsPmp+vWz7Jp9tK0BDu94689ZfzTo9ssqacO7L63H9+9vx8ops674dO0HBGEjsnv1s3vhP+8rwtk0BGLVYH5uHnp/jLQW1bfhqV7HLdYPN36rtodYbs2uqmnWoaHKfv5s8a7XOXGZaDCKiSFA4f7baIdiJUvp0f/8h0255Q5v7ARhXg4Q6vREpc5b1KJassib8mlFu7X/bnm33zC8H8dZa731Nd4Wrq5p1yKtpxdTnVuO+L9NxzbuuU0P4w3PG5e44fs0oR2WzDl/sLOrxPnuT5fl2nLl80jMrcfsnu13dxa/tBtLPXHe4yu0PKYFu0+7+Pq7XW9kOdxfU47VVR3DmC2uxSzlzl4Jn/g2nOS07/bnVmDR3OfI8nCFKRBRqPR1cPl9KOQ3ATAAPCiEu8vWOUsqPpJSpUsrU5OTkHoYRXCMHxqsdgp0LX93g8fZtNvnpgO7qzoBvp4U16/RYmlGO1k7zIJDlHj/tLcVp81ZbT8lLKzIXUll7qMrrNrfneSsSYu+2Bbtw9TtbXd5mOQDo7qh73pan0yAtumfgAntsCsSozdPMZXcP+5p3t+KpJQd6KySXQVjeVhVNHfhoc55PM5l7VS9OXT77pXU49+X1eO7XQ+o/zjDUotMjJkqgX2yfrx9LREQ+8Df9V7NOj3lLDzotf/z7DJfrF9e148udzj/KW/rB/liaUY7v00qs169+ZyseskkzFki/wV0/9+yX1uGyf2+yznjtiSNVvqfbaOs0WgdHtd4N8pTKY0cPBj57cmbhPYvScMMHzulXejrYG+jdg13M3GBzvPenj3YGddtk9q9rpjgt0xslLgvRGaJERL7o0dG+lLJc+V8NYAmA6QCqhBCjAUD5H9hUVhX9zxlj8M7NZyDvpVn47aELsO7xi/HULG3NZrZlyc/7zrocLN5lP6PAl07gBfPX4+Gv9+H+L9NR09KJmhbzLOlNygzlzNJGGE3S7WwAx/1tyK7GLR/vwgKlercnlk1luij04lh0T1qXe+bpVEdHbV0G/PHDHT6v743JJH06kPh2TzHWuBik91Ro0N1WLTlt1XDfF+l4aXk2Cn3JQec4A71XBoR776jn020FKGvkDGZ/tegMSOwXo3qBUCIiCp5dT12GVY9ehPnXByedXE98sDEPC70U8LO1s8D1IKOnb6nFu4rw3Z4Sp+UPf73PacY04L0+yGPf7Xc7SzoU35Zf7zY/lrq2LrfrWFJMPP7dfqxUikn3dGCytdOAoz4MbJc2tGPiU8uRXelbYWor+xMTg6Z70Np5wzvy6vDZtoKAt93TiQu+3t3djHjSvjvPS0HBy7Nc3pYyZ1mPi0ISEQVDwIPLQogBQogky2UAVwDIArAUwJ3KancC+KWnQYaaEAK/P/0YREcJnDJmECYmJ+LeiyaqHZZX/15zFHOX2FcxNrrpcdienmXJiZpZ2oSzXlyL4nrzQKHtaYZ/+2qvT/21vJpWlCspBApqe1b0wl3O5UAGqdKL6pFe1D1D2bIFd7Ocq5p12HikWtmvbwPGNS2dOO6p5fjSh1MGn/jxAP76eZrTcn9yGodCUV0bUuYsc3s6X4syy8doCjyPXTCEqsPMAVL/tej0LOZHRBRhRg7shxNHJeGm6eNROH82CufPxj0XTFA7LI90eiOe+CETje2uB1SjPHzHz12ShX/8mIna1k6XRZffWnvUrwGen/a6L+IW0q6GErLRJPHaqmzU2ww2W/o8WeXdA7y23dOcqhbr+q2dBp/6rnd9thtXvOk6j7St1QerYDRJfLPbeUDfk97IjQx4fk1u/ngn/vXrIfcraIynl6mpQ9+ncycLIQqFEAeEEPuFEM4HaioSQrhNSXTcU8uRMmcZShuCV3CSiMhfPZm5PBLAViFEBoDdAJZJKVcCmA9ghhAiB8AM5XpEWHBHKiaPSsKrLnIfqen9jXluZz9YOhC51fazBFydnuXYKY6J7u5JrciqtHasLAON7V1GFNe146Xlh62zZz/Z2v3LvW3n/R8/ZCBlzjL83c0pip5I63+pbFfvctavhasO4A0f7MANH3TPUDY5zIZ2dP372/Hnz/YAAGa+vQWT5q7wGmeJ8oX+o3LA0NDW5XdRGk/HE2oMa27OMadc+WlvqV0MjkUfNTIW7jEOKSXSepgCxbEiPXnX2mlAUjzzLRMRRbrbzjlW7RA8+iG9FN+mleCl5a7Tbjj2H9tdFFrbU1CP695zznX81tocbMrpriFjO3mh02CE3qaYXL2b2cLpRQ34Lq0E7V1Gj4/DFysOVGBfsfs8v4625NTgvQ15mGuTZs1ytpa7QeMZb27GVW9tRm1rJ055dhXeXZ/rcj1bewot6TWkcr0+qLMue3sSgEa6u17lVreiIIDii9NfXIszX1jbCxGFlUuklFOllKlqB+JK4fzZePAS15PeLnhlA1LmLNNUykci6jsCnk4mpcwHcLqL5XUALutJUFp1+ckjcfnJIwEAV0wZianPrVE5Iu8Wbi/E9rxaHK3ynvC/xSHXXLRDB81gNHepShu6UwPcvzgdB8ubkRAXbV1mmT29IqvSuuy7NPPgpGNRQU8zC9ydgvamUml7/zMzMDghzul+vgx0frgpz+O6tukPsit9y0sXZS32Yd7oGc+vQVx0FI6+ONOn+9vSaufVoQ5i92MOYQy1rZ1YuK0Qj804wVoh3pdjiS93FeOfP2fho9vPxBVTRgW0b55S6L9mJS0GERFFtgnDByBz3hVo6zQgSgic/dI6tUOy8qVQ34Nf7bW7fvIzq5zWqWzWub2/3mZA2TowC+DEp1di/NAE6222swv1RhNio6PQ1mlwOfEjUPcvNj8Wb8UXLf1wS8o7nd6/ge3qlk5UN5tnui47UIGHLpvk0/2kBDYcqcLdC9Pw7O9Pxl3nB3fWe/AnPQRe0M/zFntwfw8buPwNcy5ef4tvdvpQt4bU9/crJ2PyqIF2+d1tWVI+7v3nDBypbEFqyhDERrP2CRH1LrYyARqcEIetT1yCnBdn4u2bplqXD9TgIIovA8uuRDlM03zWRbEUy2QDd7MsFu8qwuajNS5vA8ydNHczIiyzD6qUjrzjapbZD4Eo8iVHsJ8sz5btBIwuowmvrsy2m7HicRs+VKNWM2WGNSe0cj3Khzzc7kgJrDpYiRaH2d1tXgrqPPFDJt7dkIudLgqzeIrinXXmCu2WtC+BYFYM/7XoDJpsF4mIKPgG9ovF6EH9MXJgP7xyw6lhccbPJa9vxOqDldiWp9aOgAAAIABJREFU673gm6f+44Yj7svM2PY9rnm3e+bzA8og8MFyP3MLB5mlf+dtErGrPmhUlOU23/cn0T1Z5ds9JdiQHZwSPT0pvKfGdr1t8621R51y6q45VIVnfulOg1jb2gmDD8cZ3vqwrvrVfZAEsFoIkS6EuNfxRiHEvUKINCFEWk2N++PbUPj96cd4/fFg2vNrcPPHOzFp7grNpFwkosjFweUeGDskAbHRUbh26hgceu5KrHv8YmTOuxL/e9FxaocWFLnV3gelvR0zzF2ShTs+3e329sW7ijDhyeUet33fl3uRMmcZFu+yr+z918/TrMUH7e7nw4GMq1MdXXG1fXe6Z/Haf3m/vzEPb6w5ig4fTnP01HntrVP9mjp8T93RnRPa/nogKZeL6trwv1+k47HvulOl5Fa3YMqzq/CDzQx3x4O1DmVWje0BkC/PTLXDa1keQHG+MDhG1pwWnR6J8RxcJiLqa/501njkvzwbBS/PwqpHL1I7HLcKattw7xfpPq3rqXDg1y7yAy/yUmjQkubtxv+6Ly5tNEl8scPzdjYfrcH3ac77/2hznsf7Wfk4eOqyfwr/JxrYrptd2YK7Fu7Bdy7i95enwns98Z4l5UcQt+tLv96SasRgkvg1oxyf7yjEXz9Pw+c7uuu7rDlU5XICkDvuHoHtmakA8GN6Keb5sd0Icb6UchqAmQAeFELYNVxSyo+klKlSytTk5GR1InSQ9a8rfVpvwpPmvMwrbc4sJiIKJg4uB0lCXAwmJicCAObMnIwpxwwEAFw4abiaYfU6X2fkuuMu7x0A5PuQK2zm21vwxpqjdqfxnfvyert1MlwUXtme5/7X+c93FNpt3yJlzjIsy6yw305urbXwhaeB1g825uH+xZ4PXL7YUYjPtpn37apT3Fu/ON/n4oCqoqnDZVGI7sFv+1gcr/uSP88y272kvh37ihuQMmcZVh00H2StO9ydU/suJfe1dV8OA9v+MkmJbbm1OG/+evyWWW6zXe+FG1nQz3+tnQYk9WPOZSKivkoIgRNHJWH33Mtw6Lkrkfb05WqHFDK2g4DueOtLT3xqOf75i+dBvjs+3Y2//5DptPyl5dlOs1p/2d9dTFBKc05oS1/ZZf/T5vLnO4pgMkm7bRypMqePq2zS2S0HzI+t0KY/b5nJbpLS6Qf7f/yQ6VQjxtGpzzqnKrEleild2zplZrVt93ZpRrnPk1Vcya40z1b31PW07XY+9PU+PGPzPrBN1bbaQy2a7vX98/j3GVi4vRA/7S1FZqn5/bFoeyHyagI7IzYcSCnLlf/VAJYAmK5uRN4lxsdYi6queORCr+vf92U6UuYsQ8qcZXj+t/ApRElE2sfB5V4ghMCyhy9E4fzZ+OKes5H30iw8dOnxGJEUr3ZoQZfjw+zm3lTb2on/rMvBde9tw/QX1+JZm9PEAGB9dhWudVF4xRPbjlutQ8Xk/yipFQDAYDThlgW7cOYLa1HdrLMOcJuktOtIW2xRiuO5Y3vgYNvRrGjqwJJ9pV5nv9jamV/n88B/jouO/Lkvr8cFr2xwWi4ccs5ZOvFL9pahxOaUz7dtnieLDoc8frazoC1V07coxXA8pgWxFBMMcJxXSuCQcvrpkz8dwPQXzYVL/rIoze0seseYyTdSSrToDEhiWgwioj5vRFI/JMTFYHhiPOZff6ra4WjG8gMV3lfqgePnrsDkf65Ai06PRdsLseKA/czFc19ej7fWmvttlv6XbUFqxz7ZN3tK8Mg3+63XLX3elk4DHvlmv92Ej7lLDuB3r29EjjIAbZv+zdU8BG85fx3rw1jsyKvDh5vyrMUSvc3HqG7R9ajoWUZJIx7+eh+e/jnL+8qK+75It+ub78y3339dq/PZknqj+qkMHvsuA9e8uw1SSjy79KDLgpaRQAgxQAiRZLkM4AoAvr/AGnDS6IHIf2mWz+t/srUAKXOWYXue52NUIiJf8Ig/BKKjBB6/4kQ8fsWJAICmdj2qW3SY8eZmAMA5xw116mCQfyxF9xY5zBC5e2Ga3fWpz63GqzecFvB+bPNQ23aKp9sUrcmubMHvXt/odF9/Zh6vy67CX5X0Ko4zsd2RUkIIgQOlTbjpo53464Xei6PsL2lEbavrquW29EYTlh+ocErbcbjCPEi7YGsBfskox5655tlIGx3ybO/Mr3OavfPCb4e97tcVy/OeU9WK8ybanxng+Bx/saMQV50yGsk2P+ykFTVgespQAOZ8wC06A6SU1lkpnpQ2dGBoQhwK69pwnHKmArnX0mmA0SQxxEXhTSIi6rtumj4eN00fb70+b+lBjyknIpntQG1v0elNOHXeaqflKxxOkc8obURGSSPm/nzA7bYcixo6bsOWpaD3jDc3Y+FdZ8GodOIm/3Oly/X9OUnPZJKIihI4VN6Mmz/eab8dL3OXr313GyqadC5z1kop0WU0IT4mGjq9Ede/311o0bLdNmXGsm2KtaUZ5ej0UBBx5cFKHKlswSljBrm8/ZyX3RfAdPV4bCc8uJv7UNmkw6hB/ey3ZfMkv77qCN7dkIs8hwHJKheFKy39b2+1Ubbm1OKr3eY+//u3nulxXY0ZCWCJ8gNIDICvpJSu36gaFhUlrO9rnd7o9rNm65aPd1kvXzv1GLx90xm9Fh8RRS4OLqtgUEIsBiXE2nVoGtq6UNfWhQVb8qHTG/Hz/nIPW6BANbbrPebV85Zj+XBFMxraujBkgP+DZf7MPejJjw01reYOobtZ5TPf3oLbzhmPW88+1ufZB9+llVoPENzut6UTxXXtOGZwP6dO7p4C58ezW5kx4u0AADDPMBmRZN85fnbpQUyfMBQtOgMmJg8AYM5JZ3GwvAn//OUgfsuswLf/e651+ZpDVdbBZQsfsngAAK57bxv+74oT8Prqo1jxyIU4afRA3+7YRzW2mWc+BfJ5ISKivmPeNVMw75op2FfcgMYOvVNKLAqNFp3B6xl/Rof8b5aJBhaFdW2YPMq5f/T66iM9D9DG4t3FuP2cY9HY7mKShJd+XUWTua/squ7IN3tK8ORPB7D1iUtQ19qFQzaPzzIu213Quvt+D3+9z2vMP6SX4pOtBXjjxtOdbvM0S9n7TOxOlDV2YMzg/nbLX1x+GNtya/HaH06zzho/UtmCsUMSIKXEuxtylX2b7Pru6UXORdMtebKjvJzGd9snuzzerlVSynwAzi9MGOsXG43C+bOh0xvx8eZ8/HvNUa/3+WV/OX5RxiFuPXs85l0zBbHRPNmdiLzj4LJGDBkQhyED4jBfmVX7lvKL4eGKZry3IRfTJwzFvKUHfR4Eo8CcpaRI8OSM59egcP5svwqXAN0dw/02OaDn/JiJb/a4LmDSZTBBZ3CeASEBlDV24Pz59jOaK5t1GD2oP4qVSuYbj3TPHjYYTYhROgaHK5oxd0kW5i4J/Ewvd7OwL3ptA+4+f4JTdfgoD+Xiq5o78dVuc7FGa9oNh6OC6S+uw4/3n4czjx1id8BgyYmdruRvbNEZsPloDS46IRmz/7MVANDg6qDDgT+v5S5loLysoYODy16UKHm7BzItBhER+eCM8UMAAIXzZ0NKibSiBpw2dhA6uoyY+twalaMjAHhvg+cigVe9tQWf/jkVl04eabc8q6zZzT08+3/f7oeU0mnijSWNREZpk9N9JMwzbKc8uwpTxw12u+3T/+U8m9uSpuSCVzZg1EDHWb/m/9Yi3n4eC1hm57/6h+6zKH3Zgm2hawvHnvX589fjy3vOxgU29X6K69pQ39aFF5d3ny14z6I0FM6fjaK67nR2pQ0dKKp3rrViy9JXZoq48NMvNhoPXTYJD102CVJKtHcZMcVL/nIAWLyrGIt3FVuvjxncH+/ccgaSE+MxsH8sBsRFW48viYh4xK9xJ40eiHdvmQYAuOPcFORWt+LYYQmIjY5CU7seM9/ejPImHWacPNJacRoAjhnUD+VNzqc0UXDc+3kassqcO7O+sJ0t7G5gGQDuXrgHW3Nd58D6apdzgZi7PtuDlY9ehHm/OhdnOH7uCvzn5jNwzenHeI3PtjjJP93kktuaU4uLT3BdJXlrbg0G2hRwO1rV4jIHtYXtrBFPs5hv+GC7T4P6m5TBZYvc6lZc8eYmu3W2ODyv/gwuW3Jns3Pt3WIX71MiIiJfCCFwlnKmUXxMtPWMPyklFm4vxNkThmH5gQrr7EvSjtUHq6yvnT+kBIwmieeUQmMmKbFkX5nLdd9am4OzUobilZXOxcGlBC5RUtTZTupo6tBjUH/XRYZTX1iDVY9eZLfMMQWIhPn9Z8ntvKfQeYavRUl9O8YNTXB5m22/c0derct8y7Z8ze38W2a53eCydLrQLdPmOObyN+z7yQ+5mIXtWG+FwpMQAgMsRQBr21ymcnSnrLHDLk2Mo0/uTMX67Gq8cN0pfJ8Q9UEcXA4zx4/ozvM6KCEWyx+5EFllzXYdCYvG9i5Ut3TijdVHsfKg+3xo5D9fqjK7smBLvs/ruhtYLqprdzlrxJJ32p2Hv96HyaOSPK5zwwfbXZ4K52jB1gKsOuT6PWWSQI1NJ/kKJbe4L6qazffr0Lsv6OJtGDhKAK/aHGiYJHC0yj5FyGaHnNB+TjwhHy1XigZdfKLrHyKIiIj8JYTAXeeb60qcfMxA/N+VJ1pv+y2zHH/7ah9e/+PpWHWw0m7iBYXON3tKPE6gcMdgMtn14RzrdTi6dYHrFAw3/ncHql2kutPpjW4Hl2tbu3DmC2txnJJqzZXDFc1eiz9bXPiqc2FsC9t+59rD1Vh72HvdD0evrfKeZsQyiJ1f22aXMqPLYPKYxsPo4lRZy4A6hwwjR8rwAdYf7Swz/XvinkXmWke2s50dPfC7ifjdiSMwfYL5x6eC2jYkxsdY6+N0dBlR397llOKFiLSPg8thbnBCnMuBZcttgxPi8OHt3cUUugwmZJY2ImX4AAxPjLdbP72oAXsK61FU14ZTxgyyS5tw2thByHRx2hn554VlgRWxCxZvA72+DCxblNR3uFye6ybXsy8KlBnOjoO/tlydgvjm2u4cYlFC4P2Nnk/ZdLTX5nH/mF6Kx7/PwH0XT8ScmZP92g65Fh8TrXYIRETUB1x92jG4+jTzWVp/OHMsAHOxwCnHDMQfU8eh02BEq86AoQPisCKrEg8s3qtmuOTgfzzMivRHsZsUDwu3F+KJqzz37fJr3J9tFyz3LOp5TvG6Nue0bxVNOlQ0dffPbdNjl9kUH/w2zf+B/9+9thEA0Gkw4cYPd2B3YT1e+8NpOIaDgBHBMpu502BEi86AyiYdrn5na9D38/7GPL+P0yxmnToK9W1ddrWJpo0fjL3FjZg2fjBGDeqH2aceg0snj8AHm/Iw46SRiI4SGD8sAdHKTOr12dX4fEchhiXGWSfBLH/4QiQnxaOjy4i1h6tQ19aJ2pYuPHz5JIwZ3B9ljR1o1RlwopdJWoC5jlZ5UwcmJieiX2zoj3+aOvRMV0KqEf7miuoNqampMi0tTe0wyAu90YRPtxagokmHOTMnY29xA275eBcuPiEZO/Lq0GV0P9uUKBiOH5HodfD67vMn4NNtBX5td1D/WJdFXR65bBLeXpfj8j6u8gn6QgiRLqVM9fuOIdbTdrmhrQtnPL8GN6aOxat/iKj6KEQUQfpKm0yeSSmx6mAlRg/qj1dWZmNEUjze/NNUCCHQ1K7HqkOVWHuoCmlFDdYZnBR+LANFfd1VU0aF5KxW2+L1/giHdrkvtMlSSmt6i5/2luKx7zJUjigyvHfLNDz4lfmHzf/efiaihUBUFHD3QvP76ZHLJuG9Dbl49PJJqGzWIaOkCYvuno74mCjERkfhg415dhOrkuJjsHXOpWhq1+Oi1zbg96cfg4cvPR4SwPihCWjvMiK/phWpSqoio0kiSpjPoPh0WwFSU4Zi6rjB6DKYx3LiYjgwTfZ8bZM5uExB02Uwob6tC6MGmYtfZFc2o6q5ExefkIymdj1ya1rNBdkA7Mo3D0ZPnzAUJz69EoA5h63l7XjCyERUNOrQ0mlwuS8itX3257NwyeQRft8vHDrMQM/b5ZQ5ywAAD116PB6/4kQvaxMRqaOvtMkUPFJKNOsMGNQ/FgajCVUtndZTuMsaO7B4ZxFOGzsYY4f0t878G5wQi8Z25x+xiSIZB5cjV1unAYV1bSiqa8eUYwbi1ZVHsEwphknhb3BCLD6+IxVdBhN+TC/F8SMT8UN6Kf5ywXG4ftoY6I0mFNS2QW804a+fp6O+rQuzTxuN44YPwI2p4xAfG4UhCXHYmlOLZQcq8EN6Kd780+mIEgIjB/bDhuxq/LK/HAvvPgudehPGDU1AbWsnYqOjsL+kAZuP1uLvV56I8sYO/LSvDKeNGYTxQxMwfcJQZFe24Op3tuLP56Xgu7QSfHjbmZg8OgkCAslJ8WjrNKCiqQPRUVEYOiAOe4saMHZIf8x4czO2zbnU+n3d2N6F9i4jPtqcjyeumgwJCZMEYqMFBATiYqIgpcR3aSW47KSRkBJIjI/Bz/vL8KfUcYiK6k4SVFLfjoH9YpHYLwYCQJfRhJgo4XUG+eJdRXh7bQ52PnmZ3fZsLdpeiDOPHYJTxgxyefuewnq8vyEXj1x+AsYM7o8oAdy/eC9OGpWE3JpWfHDbmXb1sALBwWWKCHsK65HULwZDE+IwLDEeR6ta8Pxvh3Bj6jicfMxAtOj0aO004s5Pd6sdKvUx9/9uotdTK10Jhw4z0LN2eWtOLW77xJwHseDlWSzqQUSa1RfaZNIOy3GX5Xtxa04tjh2WgHFDE1BQ24bB/WMxZEAcSurb8frqI7jprPFIGZ6AP3ywwzrjNi46CqMH98Pt5xyrero1Ik84uNw3mUwSi3cXI/XYIegfG42U4QOw4Ug1vt1dwjpQRAGKjhKYMHyA3Vncd557LBZ5qU1g6+C/rsSAeP8zI3NwmcgFk0lifXY1ph83FF0GkzXv9NGqFlQ06XC0sgVRUQKzTh2Fp5dk4YzxgzExORE/7i1FRZMOd5x7LJ748YDKj4K0IKlfDA7Mu9Lv+4VDhxkIvF02GE244JUNqGzW4dqpx+Dtm87oheiIiIIj0ttkinxljR12xa8OljdhR14drjn9GLR2GtA/Lhobsmuw8Ug1cmta8cmdZyGtsB5//yETgDlVxNTxg1Hb0oldBfVIio/hmYMUFIFOMAiHdpltcs8ZTRIC5oKTifExSOwXg/ZOA7LKm3DRpGSc8/I6TExOxDs3nwGd3oSPtuThnOOG4deMcjx82SQcKm/G33/IxHHDByC/tvdzpRNFgkB+9OPgMlEItXYa0KozYOTAeKdOVItOj6NVrZg6bjD0RhPya9oQHSXQLzYKOr0JCXHRaOrQY/6KbCTEReOfV5+Mnfl1+GZPCdKLGjDj5JHYXVCPFp0ek0Yk4UhVi0qPkhz1ZuOstkDaZaNJ4sNNeXht1RG8e8sZ1qJKRERaFcltMlGwVTXrMKh/LPrFRkNKCSmBqChzXuq2LgOGJ8YjSgCf7yjCc78dwv9efBwuP2kkhiTE4cudRUhOisd1Z4zBxiPVmL88G0/OOglPLeGkjUiV++LMgAqLhUO7zDY5vBmMJvyyvxz/c8YYREUJVLfoEB8djUEJ7tMHbM+rxYikfjh+RCLKGztQWNuGti4jxg7pj8T4GBwzuD/WHa7C5FEDkdQvBiuyKpFR0ohv00pw8/RxaOrQ47jhiXh3Qy4A4Plrp6C6pRPvrM+17uOUMQORVdbstO+p4wZjf0lj8J8I6lP+eOZYvPZH/2shcXCZqA9rbO/ClpxapBc14JmrT0ZUlEBudQvGDU3A0cpWCAGMHtQPA+JjkFvdik+3FSApPgbjhibgh/RSZFeaB7Bf/J9TMHdJlt22375pKlKGDcC1720DAMw+dTTSiupR1dwZ8septnAaXBZCXAXgbQDRABZIKed7Wt/fdlmnN+LuhXuwPa8Os04dhfdvPbNnARMRhUA4DGIA7CsT6fRGRAnhU7GpvcUNmJicCCGAg2XNOGP8YNS0dGLNoSpcfGIy9hTUY2lGObbn1eH0sYNw/++OR1ljB57/7RAuOH44tubWYmLyAFQ06dDeZfQ71qdnn8SUJQCOvjAzoOJg4dAus02mYJFSornD4HFg29ftOE5yO1rVgpqWTpx//HCU1Lfj7XU5uHn6eEgpERcTheYOAzYdrcaIpH747UAFMkoaceqYQThQ1mRXeBAALj9pJAYnxOKH9FKnfX/913Pw1JIDKOAMck3Lf2mW29zOnnBwmYhCqq3T4DKHT0l9O6KiBAxGE44dNsBu+aCEWGuCeSklShu6T+20NHwGowlRQqCkoR16o0ReTSv6xUbjxJFJGJwQi+YOPXKrW3GoohlXThmFC1/dAAD46q9n4+Gv9+GVG07DsMR4/HdTHt64cSr+8WMm+sVEIb24Afk13V+ACXHRfh1A5L00C9G92DgHkxAiGsBRADMAlALYA+BmKeUhd/fxt102miSe+SULmaVN+Oyus6wpZ4iItCwcBjEA9pWJtKapXY+B/WN8TvugN5pgMEr0j4u2W96i0yO/pg1dRhMmDB+AYQPiUFTXjtGD+6FFZ4DeaEJ0lEB8dDRqWnUoqG3HeROHITY6CnExUegymNDRZURMtIDeaIIQApmljWjq0OOc44YhMT4GH2/Oh0maZ0Uu3F6ILTm1ALoHwRf/5WzsL2lEVlkTHptxAu77Mh3Txg/B9+mlGJ4Yh9rWLgDA5FFJ1gko7liKVz49+yT85cLjAnhmw6NdZptM5JlOb0R8TBT0RunyR6bqZh2adQYcPyLR5f2llGhs12PIgDiv+6pp6YTeaMIxNimiLH7NKMeFk4ZjQHwM6tu6MCKp+0xzS2HK+JhoDEmIRXSUQGJ8DI6fuwJJ8THYOudS6I3mVKr5Na1IjI9BUr9YtHYa0NTRhcW7irHucDXWPHYRjCaJhLgYpBfVQ0ogNWUoPtlagKOVLfhj6liUNLQjq6wZx49IRJfBhGGJcSip78A9F0xAXEwUvk8rwahB/XDhpGTk1bRiaEIcfjtQAYPRhDOPHYL8mjY8/n0Gzps4zNqGnzgyCXNmTkZSvxhrXQYAGDc0AdPGD7Feb+00oMtgwlAfnktXOLhMRKRBKg0unwtgnpTySuX6kwAgpXzZ3X3YLhNRXxCpZ5MQEYUrDi4TEWmHr22y/+epEBFRuBkDoMTmeqmyzI4Q4l4hRJoQIq2mpiZkwRER9SXK2STvAZgJ4GQANwshTlY3KiIiIiKiwHBwmYgo8rk6Z9PptBUp5UdSylQpZWpycnIIwiIi6pOmA8iVUuZLKbsAfAPgWpVjIiIiIiIKCAeXiYgiXymAcTbXxwIoVykWIqK+zqezSYiIiIiIwgEHl4mIIt8eAJOEEBOEEHEAbgKwVOWYiIj6Kp/OJmGqIiIiIiIKBxxcJiKKcFJKA4C/AVgF4DCA76SUB9WNioioz/LpbBKmKiIiIiKicBCjdgBERNT7pJTLASxXOw4iIuo+mwRAGcxnk9yibkhERERERIHh4DIRERERUYhIKQ1CCMvZJNEAPuXZJEREREQUrji4TEREREQUQjybhIiIiIgiBXMuExEREREREREREZHfhJROxalDH4QQNQCKArz7cAC1QQynJ7QUC8B4vGE8njEezwKN51gppeYrM/WgXY6U16m3MB73tBQLwHi8iZR42CaHFuPxjPF4xnjc01IsQM/i0Xy7zDa51zAezxiPZ4zHs17tK2ticLknhBBpUspUteMAtBULwHi8YTyeMR7PtBaPVmjteWE8nmkpHi3FAjAebxhPeNDa88J4PGM8njEe97QUC6C9eLRCa88L4/GM8XjGeDzra/EwLQYRERERERERERER+Y2Dy0RERERERERERETkt0gYXP5I7QBsaCkWgPF4w3g8YzyeaS0erdDa88J4PNNSPFqKBWA83jCe8KC154XxeMZ4PGM87mkpFkB78WiF1p4XxuMZ4/GM8XjWp+IJ+5zLRERERERERERERBR6kTBzmYiIiIiIiIiIiIhCjIPLREREREREREREROS3sB1cFkJcJYQ4IoTIFULM6cX9jBNCbBBCHBZCHBRCPKIsnyeEKBNC7Ff+Ztnc50klriNCiCuDHbMQolAIcUDZb5qybKgQYo0QIkf5P0RZLoQQ/1H2mSmEmGaznTuV9XOEEHcGEMeJNo9/vxCiWQjxaKifGyHEp0KIaiFEls2yoD0fQogzlec7V7mv8DOW14QQ2cr+lgghBivLU4QQHTbP04fe9unucfkZT9BeHyHEBCHELiWeb4UQcQHE861NLIVCiP0hfH7cfb5Vef+Es558hv3cD9tkz7Go3i67+Zyr9plyEw/bZfexsE2OEIF+hv3cB9tkz7GwTfYtHrbJnuNRpV0WbJODKtDPsJ/7YJvsORa2yb7FwzbZczzsK7sipQy7PwDRAPIAHAcgDkAGgJN7aV+jAUxTLicBOArgZADzAPyfi/VPVuKJBzBBiTM6mDEDKAQw3GHZqwDmKJfnAHhFuTwLwAoAAsA5AHYpy4cCyFf+D1EuD+nha1IJ4NhQPzcALgIwDUBWbzwfAHYDOFe5zwoAM/2M5QoAMcrlV2xiSbFdz2E7Lvfp7nH5GU/QXh8A3wG4Sbn8IYD7/Y3H4fZ/A3gmhM+Pu8+3Ku+fcP3z9B7phX2xTfbvdQl5u+zqc67mZ8pNPGyX3cTicDvb5DD98/QeCfJ+2Cb795qwTWabHDZ9ZbBNDtqfp/dIkPfDNtm/14RtMtvksGmTvXzGVW+Xw3Xm8nQAuVLKfCllF4BvAFzbGzuSUlZIKfcql1sAHAYwxsNdrgXwjZSyU0pZACBXibe3Y74WwCLl8iIA19ks/1ya7QQwWAgxGsCVANZIKeullA0A1gC4qgf7vwxAnpSyyEuMQX9upJSbAdS72FePnw/ltoFSyh3S/En73GZbPsUipVwtpTQoV3cCGOvp8XjZp7vH5XOFQOxFAAAFPUlEQVQ8Hvj1+ii/YF0K4IdgxKNs70YAX3vaRpCfH3efb1XeP2GMbbLr/arZJgMqtctaapPdxcN22XssbJPDXkjaZbbJfmGb7CYetsm+xRPqdpltclCxTXbeL9tk+/2wTXYTjwd9qk1W4tFsuxyug8tjAJTYXC+F50YzKIQQKQDOALBLWfQ3ZWr5pzbT193FFsyYJYDVQoh0IcS9yrKRUsoKwPyGAzAihPEAwE2w/1Cp9dxYBOv5GKNcDlZsd8P864/FBCHEPiHEJiHEhTYxutunu8flr2C8PsMANNp88fT0ubkQQJWUMsdmWcieH4fPt1bfP1rFNll7bTKgrXZZy58ptsuusU0ObyFvl9kme8U22Tdsk91TrV1mm9xjbJPZJnui5c8U22T32Fe2Ea6Dy65yfshe3aEQiQB+BPColLIZwAcAJgKYCqAC5unwnmILZsznSymnAZgJ4EEhxEWeQu/teIQ5T801AL5XFqn53HjjbwzBfJ7mAjAAWKwsqgAwXkp5BoDHAHwlhBgYzH26EazXJ9hx3gz7L/iQPT8uPt9uV3Wzby28t9XENllDbTIQVu2yqp8ptssesU0ObyF9rGyTPWOb7OPO2SZ7o0q7zDY5KNgms00OBNtkM7bJDrTYLofr4HIpgHE218cCKO+tnQkhYmF+4RZLKX8CAClllZTSKKU0AfgY5qn3nmILWsxSynLlfzWAJcq+q4R5Crtl2n11qOKB+Ytir5SySolLtefGRrCej1LYnwYSUGzCnCD9agC3KqcXQDl9o065nA5zXqATvOzT3ePyWRBfn1qYT6uIcRGnX5RtXA/gW5s4Q/L8uPp8e9iOKu+fMMA2GZpqkwHttcua+0yxXXaPbXJECFm7zDbZJ2yTvWCb7Jla7TLb5KBhm8w22RPNfabYJnvGvrILsgdJ0NX6AxADc8LpCehO0D2ll/YlYM4z8pbD8tE2l/8fzLleAGAK7JOK58OcUDwoMQMYACDJ5vJ2mPMNvQb7BN6vKpdnwz6B927ZncC7AObk3UOUy0MDfI6+AXCXms8NHJKnB/P5ALBHWVco953lZyxXATgEINlhvWQA0crl4wCUedunu8flZzxBe31g/rXXNiH+A/7GY/McbQr18wP3n2/V3j/h+OfpPdIL+2Kb7FtcqrbL0FCb7CYetstuYrF5ftgmh/Gfp/dIkPfDNtm3uNgme46HbbKHeGyeo5C2y2CbHMy2km0y22S3n3G1P1Mu4mGb7CEem+eIfWXbGAL9QKr9B3PVw6Mw/xowtxf3cwHM08AzAexX/mYB+ALAAWX5Uoc3/FwlriOwqawYjJiVN2mG8nfQsh2Y88esA5Cj/Le8MQSA95R9HgCQarOtu2FOep4Lm8bVz3gSANQBGGSzLKTPDcynIlQA0MP8S8s9wXw+AKQCyFLu8y4A4WcsuTDns7G8fz5U1r1BeQ0zAOwF8Htv+3T3uPyMJ2ivj/J+3K08xu8BxPsbj7J8IYD7HNYNxfPj7vOtyvsnnP/cvUd6YT9sk73HpGq77OpzruZnyk08bJfdxKIsXwi2yWH/5+49EuR9sE32HhPbZO/xsE32EI+yfCFC3C6DbXKw20u2yWyTXX7G1fxMuYmHbbKHeJTlC8G+st2f5QEREREREREREREREfksXHMuExEREREREREREZGKOLhMRERERERERERERH7j4DIRERERERERERER+Y2Dy0RERERERERERETkNw4uExEREREREREREZHfOLhMRERERERERERERH7j4DIRERERERERERER+e3/A2s0QhiTAXlzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZcAAAEYCAYAAAAgWciCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XecVeW1//HPmkIHARnpSBEURAUliL2hIGiMaT9JLDEmxly9iYlXgxpLYuPG2BITDcZubIn1BkURC2JAHBApAkqvwkgfytT1++PsGc7MnKmcOfucM9/36zUv9n52WwflOXvWfvZ6zN0REREREREREREREamPjLADEBEREREREREREZHUo+SyiIiIiIiIiIiIiNSbkssiIiIiIiIiIiIiUm9KLouIiIiIiIiIiIhIvSm5LCIiIiIiIiIiIiL1puSyiIiIiIiIiIiIiNSbksuSdsxspZmNDDsOEZF0kix9q5ndbmZfm9lXZtbbzNzMsuJ8jVvN7Jl4nlNEJFlF93lm1svM8s0ss5Zj3jeznyQmQhERAWise1+R/aXksoiIiCSMmT1hZoVmtjP4WWBmd5nZAXU4tidwDTDI3bvU87qnmtnahsYtItIUuPtqd2/j7iVhxyIiIiKpQcllERERSbQ/uHtbIAe4FBgBfGRmrWs57mBgs7tvauwARUREREREpHZKLkvaMrPmZna/ma0Pfu43s+bBtk5m9m8z22ZmW8zsQzPLCLb9xszWBSPqlpjZGeF+EhERMLOhZjYn6JteMLPnzez2GvY/1czWmtl1ZrbJzDaY2bfMbIyZfRH0fTdE7f9E9PlqGulbU/8abL8uuN56M/tJ8PreIZXP4+573f0T4JvAgUQSzdV9npHAFKBb8Mr2EzH2udTMFgV/R8vN7GdBe2vgzahj882sW3XXinHeb5rZwuA7430zGxi1LeZ3hpkNN7NcM9thZhvN7N66Xk9EJFpQluh6M/vczLaa2eNm1qKG/TsE97l5wf7/NrMeUdv7mNkHQb81BegUta3er1ybWYaZ/dbMVgXfN0+VvY1iZi3M7Bkz2xz0oZ+YWedg24+Cvnqnma0wsx826C9IRCQJNKCvXmRm50StZ1mk9NvR9bhmNzN7PbivX2pmP43aFvNetKZ+WaShlFyWdHYjkdFwQ4CjgOHAb4Nt1wBriYya6wzcALiZHQpcBXwjGFU3CliZ2LBFRCoys2bAq8DTQEfgn8B36nBoF6AF0B24GXgEuBA4BjgJuNnM+jYgpGr7VzMbDfwaGAkcApxS28ncfSeRxPFJNezzDnA2sD54ZftHMXbbBJwDtCOSqL7PzI52912Vjm3j7uvr8kHNbADwHHA1ke+MN4D/M7NmtXxnPAA84O7tgH7Ai3W5nohINX5IpI/pBwxg3z1tLBnA40Te9ugF7AEejNr+LDCbSFL5NuCS/YztR8HPaUBfoE3U9S4BDgB6EnmIeAWwJ3jo9yfg7KD/PB6Yu59xiIiErT599XPAuKj1UcDX7j6nHtd7jkheoxvwXeBO2zc4rrp70Zj9cj2uKVKFksuSzn4I/N7dN7l7HvA74KJgWxHQFTjY3Yvc/UN3d6AEaA4MMrNsd1/p7stCiV5EZJ8RQDZwf9Bn/Qv4pA7HFQF3uHsR8DyRRMID7r7T3RcCC4EjGxBPTf3r94HH3X2hu+8OttXFeiKJ8wZz90nuvswjPgDepoaEdR39P2CSu08J/h7/CLQkkgip6TujCDjEzDq5e767z9zPOESkaXvQ3de4+xbgDiomJCpw983u/pK77w4e3t1B8KDPzHoB3wBucvcCd58G/N9+xvZD4F53X+7u+cD1wAXB6OciIsmLQ9y9xN1nu/uO4LhSYLCZtXT3DcH3kohIKqtzX03kQd83zaxVsP6DoK1OLDIXyYnAb4K3AecCf6diziPWvWhN/bJIgyi5LOmsG7Aqan1V0AZwN7AUeDt4HW88gLsvJTI67VZgk0VeO6/zq9MiIo2kG7AueAhWZlV1O0fZHDUpU9mIhI1R2/cQGWHWkHiq61+7AWuitkUv16Q7sKUBsZQzs7PNbGbwauA2YAxRr3s3UIXP6u6lRD5T91q+My4jMmJlcfC64TmIiDRcdF8a3edWYWatzOxvQZmKHcA0oL2ZZQbHbQ3e6Ig+3/6I9Z2QReTtwKeBt4DnLVIq6Q/Bw7hdRB7eXQFsMLNJZnbYfsYhIhK2OvfVwX3kIuDcIMH8TeqRXA7OvSV4iBh9ze7BcnX3ojH75XpcV6QKJZclna0n8jpgmV5BG8GovWvcvS9wLvDrstdH3P1Zdz8xONaB/01s2CIiVWwAupuZRbX1ivM1dgGtota71LBvtf0rkVh7RG3rWduFzawNkTIaH9Yp0tjnaA68RGRkcWd3b0+khEXZ35lXd2wtKnzW4L9BT2AdVP+d4e5fuvs44KCg7V9W+4SFIiLVie5Lo/vcWK4BDgWODV6HPjloNyJ9dIdK/dH+fp/E+k4oBjYGb9v8zt0HEXnj4xzgYgB3f8vdzyTyNuFiIqWbRERSWX36athXGuM84PMg4VxX64GOZta20jXL7lFj3ovW1C+LNJSSy5LOngN+a2Y5ZtaJSL3RZwDM7BwzOyRIEuwg8mpziZkdamanB0mKvURG9ZVUc34RkUSZQeQX9V8Ek318m0id43iaC4wxs45m1oXIiNzqVNu/EqnndqmZDQxGYdxc3UksMjHgMUTqSW8lUiO0oZoRKVGRBxSb2dnAWVHbNwIHlk0yVQ8vAmPN7IxgVMc1QAHwn5q+M8zsQjPLCUY6bwvOpe8TEWmoK82sh5l1JDJXyAs17NuWSH+0Ldj/lrIN7r4KyAV+F9SOP5HIQIv98RzwK4tMFNgGuBN4wd2Lzew0MzsiGDW9g8jr2CVm1tkik6W2JtKn5qM+UkRSX336aoiUrTsL+Dn1G7WMu68B/gPcFUzSdySR0cr/gOrvRavrl+tzbZHKlFyWdHY7kZvnecB8YE7QBtAfeIfIjewM4K/u/j6RxMQE4GvgKyJP+W5IaNQiIpW4eyHwbSITJm0l8irxy3G+zNPAZ0QmpHubmm+Gq+1f3f1NIpM0vUek/NCM4JiCqOOvM7OdRMpgPEVkYqnjK72mXS/BK4G/IJIM3kqkbt3rUdsXE0mALA9mxq5TySN3X0JkEsQ/E/luOBc4N/hvUtN3xmhgoZnlE5lQ5QJ339vQzyciTd6zRPrm5cHP7TXsez+R2vBfAzOByZW2/wA4lkgffAuRfnh/PEbkO2QasILIw7b/DrZ1Af5FJIGxCPiAyMPIDCIP69YHcZwC/Nd+xiEiErb69NW4+wYi98rHU3siOpZxQG8ifekrwC3uPiXYVt29aHX9skiDWcXyjSIiIpIKzOwJYK271zQLdejMbCCwAGju7sVhxyMikmrMbCXwE3d/JwHX6gt8CWS5flEUEamzRPbVIslGI5dFREQkrszs/OB16w5Earz9nxLLIiIpYTCwUollERERqSsll0VERFLXDWaWH+PnzZDj+hmR2sfLiNRw+3ldDzSzh6v5TA/HM0Aze7Oa66gUkogkPTOLe/9vZr8GJgLjg/VY5883s5Pi9TlERNJZQ/pqM/thNccsTGTsIvWhshgiIiIiIiIiIiIiUm8auSwiIiIiIiIiIiIi9ZYVdgAAnTp18t69e4cdhohIo5s9e/bX7p4Tdhy1Ub8sIk2B+mQRkeTSWP2ymbUApgHNieRB/uXut5hZH+B5oCMwB7jI3QtrOpf6ZBFpKuraJydFcrl3797k5uaGHYaISKMzs1Vhx1AX6pdFpClQnywiklwasV8uAE5393wzywamB3Vvfw3c5+7PB/M7XAY8VNOJ1CeLSFNR1z5ZZTFEREREREREJG15RH6wmh38OHA68K+g/UngWyGEJyKS0pRcFhEREREREZG0ZmaZZjYX2ARMAZYB29y9ONhlLdC9mmMvN7NcM8vNy8tLTMAiIilCyWURERERERERSWvuXuLuQ4AewHBgYKzdqjl2orsPc/dhOTlJX6pfRCShlFwWERERERERkSbB3bcB7wMjgPZmVjYXVQ9gfVhxiYikKiWXRURERERERCRtmVmOmbUPllsCI4FFwHvAd4PdLgFeCydCEZHUlVX7LiIiIiIiIiIiKasr8KSZZRIZZPeiu//bzD4Hnjez24FPgUfDDFJEJBUpuSwiIiIi0kBm1hN4CugClAIT3f0BM7sV+ClQNvPTDe7+RnDM9cBlQAnwC3d/K+GBi4g0Ie4+Dxgao305kfrLIiLSQEoui4iIiIg0XDFwjbvPMbO2wGwzmxJsu8/d/xi9s5kNAi4ADge6Ae+Y2QB3L0lo1CIiIiIicZCyNZeX5+UzbuJMZq/aEnYoIiJJwcweM7NNZrYgxrb/MTM3s05hxJasSkqdm15dwJotu8MORURSlLtvcPc5wfJOIjU8u9dwyHnA8+5e4O4rgKU0wqi5v3+4nJ8/MzvepxURkQaYvWor4ybOZFleftihiIjEXcoml3cXljBj+WY25xeGHYqISLJ4AhhduTF4ZftMYHWiA0p2c9ds4+mZqzjj3g/4w+TFuHvYIYlICjOz3kReu/44aLrKzOYFD/86BG3dgTVRh60lRjLazC43s1wzy83Ly6u8uVbL8nbxycqt9T5ORETib/ueQmYs38zOvcVhhyIiEncpm1wuozSAiEiEu08DYr3OcR9wHeoyq1VYXMpf319GUYn+ikSkYcysDfAScLW77wAeAvoBQ4ANwD1lu8Y4vErn4+4T3X2Yuw/LyclpQDwxTysiIiHIiHTKlGogg4ikoZRNLgd9M+qbRUSqZ2bfBNa5+2d12He/RsmJiDRVZpZNJLH8D3d/GcDdN7p7ibuXAo+wr/TFWqBn1OE9gPVxjyneJxQRkQYrSy7rLTkRSUcpm1wWEZGamVkr4Ebg5rrsv7+j5FLRiq93VVh3jfITkXoyMwMeBRa5+71R7V2jdjsfKKuH/zpwgZk1N7M+QH9gVmPEphyGiEhyKEsul5SGHIiISCNI2eSylY/H0F2ziEg1+gF9gM/MbCWR0XFzzKxLqFElkf/5Z8UB3RPeXBxSJCKSwk4ALgJON7O5wc8Y4A9mNt/M5gGnAb8CcPeFwIvA58Bk4Ep3L4l3UGa6SxYRSRYZQeZFZTFEJB1lhR1AQ6kshohIzdx9PnBQ2XqQYB7m7l+HFlSSe/yjldxy7uHVbi8qKeWet7/gv07rR7sW2QmMTESSlbtPJ3YVijdqOOYO4I5GC4rIQAy9fi0ikhxUc1lE0lnqjlwuSy6HG4aISNIws+eAGcChZrbWzC4LO6ZktDm/AHdnyucbY26fNG8DvcdP4p1K20/833fpf+ObPPzBMr7/8AzydhYkIlwRkQbRyGURkeRRnlxWWQwRSUOpm1ymrCB+yIGIiCQJdx/n7l3dPdvde7j7o5W2927qo5YXrt/OMbe/w9kPfMhPn8qNuc+Vz84B4CdP5XL185+Wt6/duqd8efFXOznrvg8qHLc8L5/e4yfx2ZptjRC5iEj9GLpPFhFJFpkqiyEiaSx1k8uaAltEROogv6CYm15dwO7CYr7cmA9EksN18erc9dz278/ZnF91lPLW3UUV1m98JTJX19+mLdvPiEVE9p/pZllEJGmYymKISBpL2eRyGdcLfyIiUoOH31/G0zNXMejmt9i4Y2+9j390+gqueGZ2zG3vLt5XOmPG8s0AzFu7vWGBiojEmWoui4gkB9VcFpF0lroT+gV/qm8WEZGavJC7pnz5rjcXN+gcn6zcGrP9Ny/N59pRhUz7Iq+8bcuuQlZv3k1RaSlTPt/IT0/qS2aGRhCKSOLpNllEJDlkquayiKSx1E0ua0I/ERGpxQ2vzG/UiffydhZw3b/mVWjbXVjCyXe/V77euV1zzh/ao8I+d72xiL9NW87KCWMbLTYRadrM0I2yiEiSKMtfaOSyiKSjlE0uUz6hnzpnERGpaG9RCZt3FfLsx6vDDoWi4orfU1t3FfK3actDikZEmgrDlFsWEUkSKoshIuksZZPLmqNERESqc9hNk8MOoVz099X8tds598Hp5et7Ckto2SwzhKhEJN3pXllEJHmUlUgrVW5ZRNJQyk/oJyIikswe/mBZ+fInK7dU2Dbw5sms2bI70SGJSBOhN/xERJJD2fQbJcoui0gaStnksib0ExGRWBqzxnJDLMvbxexVW9lTWEJxjFlcluXl8/bCr3jo/WUxjhYRaRiVXBYRSR6mshgiksZSuCxGUHNZt80iIkKkzvLuwhK+ccc7YYdSxXce+g8AXQ9oUWWbA5c/PRuAn5/aL5FhiUgaM9MgDBGRZLGvLIY6ZhFJP6mbXA7+VN8sIiIAF0ycydw128IOo0Ybtu+t2hj1PVZUUkruyq0c1+/AxAUlImlpy64i9hSVUFLq5UkNEREJR2bZyOWqL7GJiKS81C2LEdwjFxSrdxYREZI+sVydS5/4pHz53D9PZ9wjM5mzemvMffMLirnhlfnsKihOVHgikqJemrMWgGlf5oUciYiIlOUvSjQ6TkTSUMoml8tc//L8sEMQERGJi8Vf7QRg044CluXl896STeXbSkudwbe8xbMfr+bR6StY8tVOTQojIrXSpH4iIuErL4uhezcRSUMpm1w29HqfiIjsv2P7dAw7hCpKSp0z7vmASx//hGc/Xk3ezgKe+XhV+fYHpn7JqPun8cDUL0OMUkRSge6ZRUTCt6/mcsiBiIg0gtRNLus+WUREAlMXbWzwsScPyOHhC4+JYzT7L7+gqHz5hlfmc+rd7/HR0q/L28pGLH9aTfkMEZFyumcWEQmdymKISDqrNblsZj3N7D0zW2RmC83sl0H7rWa2zszmBj9joo653syWmtkSMxvVmB9ARETksidz9+v40YO7cNu3BjOwazvGn31YnKJquPeXVKyRuquwhLcWVk2g6/cTERERkeS3b0I/3byJSPrJqsM+xcA17j7HzNoCs81sSrDtPnf/Y/TOZjYIuAA4HOgGvGNmA9y9JJ6Ba+SyiIgAfOsvH+3X8a2aZQJw0YiDuWjEwbg7E95cHI/QGuzNBV/Vab9iTTkuIrXQLbOISPj2lcVQcllE0k+tI5fdfYO7zwmWdwKLgO41HHIe8Ly7F7j7CmApMDwewYqIiFQ2d822Bh9745iBXDji4AptlkJPL2cu38I7n2/k8Jsns6cwrs9wRSRNpFKfJiKSrsr6Yk3GLCLpqF41l82sNzAU+DhousrM5pnZY2bWIWjrDqyJOmwtMZLRZna5meWaWW5eXl7lzXWJpd7HiIhIeikqafjI3WMO7sBPT+5LdmbKTj8AwE+eymVXYQkj7/0g7FBEREREJAaNXBaRdFbn36jNrA3wEnC1u+8AHgL6AUOADcA9ZbvGOLxKD+ruE919mLsPy8nJqXfgSi2LiMgHS+r/cLJM+5bZcYwkfOu27al1NMynq7eyaefeBEUkIiIiIhBVc1m5ZRFJQ3VKLptZNpHE8j/c/WUAd9/o7iXuXgo8wr7SF2uBnlGH9wDWxy/kspjifUYREUk1hXUcudwiO4MHLhjCG784iTvPP4JTBuRw13eOqHb/u797JMMO7lCl/e8XD2N4747l6z89qQ83jhlY/8AbyR8mx64VvXVXIV/nF3D+X//DqPumJTgqEQmTbplFRMJXlr9QWQwRSUe1TuhnkfoTjwKL3P3eqPau7r4hWD0fWBAsvw48a2b3EpnQrz8wK65RA6ZbZRGRJm/itOV12m/xbWeXLw/q1o4fHNurxv2/N6wn3xvWkzmrt9K6WRZ/fHsJUz7fyMhBncnOymDWY7O4dtShXHnaISzPy+eONxbt1+eIlymLNnJ9jGT30NumlC9v3V2UyJBEJGQakCEiEr7yshhKLotIGqo1uQycAFwEzDezuUHbDcA4MxtCpOTFSuBnAO6+0MxeBD4HioEr3V2zDImINDIzeww4B9jk7oODtruBc4FCYBlwqbs3fAa8JFJUUlrrZH4/O7kvvxzZv8HXOLpXZPTyX35wNDv3RpKypwzI4bUrT+DIHgcA0DenDU/+eDiXPBb356j1tjxvF73HT+KyE/tw0zmDwg5HRERERFBZDBFJb7WWxXD36e5u7n6kuw8Jft5w94vc/Yig/ZtRo5hx9zvcvZ+7H+rubzZG4BqFISJSxRPA6EptU4DB7n4k8AVwfaKDaizPz1pd4/bzh3bn+jEDadWsLs9Ra9YsK4MD2zQvXz+qZ/sKE8uedEgnfnxCH6Zec0p5W6c2zfb7ug316PQVDP392wC8u3hjle2FxfvKibgmlhFJa3rbT0QEzKynmb1nZovMbKGZ/TJov9XM1pnZ3OBnTONcP/Jnie67RCQN1XlCv2Sj22QRkYrcfRqwpVLb2+5eHKzOJFIHPy08O2tNjdsvHHFwgiKBjAzj5nMH0S+nTXlb7m/PTNj1Yykrf/H2wqrJ5Vc/XYe7M3vVFvpc/wYffNHwiRFFREREUkAxcI27DwRGAFeaWdlrXvdFD6RrjIuXDUr409QvG+P0IiKh2v/hXGFRdllEpL5+DLwQdhDx8nV+QbXbpl5zSoVEbyK9/z+nkldDbAA/ObEPf5++IiHxLNqwo0rbdS/NY/32Pdz/TuQXnHcXbeSUATkV9vn7h8s5eUAOAzq3TUicIiIiIo0leNN6Q7C808wWAd3DjUpEJD2k7Mhl9DaJiEidmdmNREZs/KOGfS43s1wzy83LS96RrFMXbeTbf/2IvJ3VJ3DDnCyld6fWfKN3xyrt039zGotvG81nt5zFjWOrTrrXGPYWlfDZ2u0xt5UllgFeyI2MAn965ireX7IJgNsnLeKcP09v/CBFREREEsjMegNDgY+DpqvMbJ6ZPWZmHao5Zr/vk1s3y+SyE/s06FgRkWSWusllERGpEzO7hMhEfz/0GgrsuvtEdx/m7sNycnKq2y10Vz37KXNW1zyRX7LUs5t89Unlyz06tKJFdiYHtMyuUK+5MV38aN0mGdxbVMqaLbu56dUF/OjxT8rbo2szi4iIiKQ6M2sDvARc7e47gIeAfsAQIiOb74l1XDzukzMzjBLN6CciaSh1y2KIiEitzGw08BvgFHffHXY88VCXvGyy3Lgf1qVdqNeftXJL7TsFTvrDe40YiYiExfW6n4gIAGaWTSSx/A93fxnA3TdGbX8E+HdjXV/JZRFJVxq5LCKSJszsOWAGcKiZrTWzy4AHgbbAlGAG7IdDDTIOahpNe1L/TgB0aNUsUeE02N8uOobszH2Z8lk3nsG44T1DjCi2guKSsEMQkf2gPIaICFjktbFHgUXufm9Ue9eo3c4HFjRWDJkZljRv14mIxJNGLouIpAl3Hxej+dGEB9LIimvIlPxm9GHceX423dq3TGBENfvwutMojfGLxKjDu/DlHWMqtN317SN5btaaRIVWrTVb9g1yP/S3k1k5YSwL1m3nP8u+5vKT+4UYmYjU11/eXVplwk4RkSboBOAiYL6ZzQ3abgDGmdkQIrM6rQR+1lgBZJiFOi+IiEhjSdnksrpkERGprE3zLHp2bBV2GBXEI55nf3osRSXOJY/VrYby/qpcIqO01Msn97v85H64O3uLSmnZLLN8n1+9MJf2rbK55dzDExKjiNRNfcrjiIikK3efDsQqrvZGomLIUlkMEUlTKoshIiIpY9oXsWfnvnbUofztomPo3al1giOKv6d+PLxK2/H9OnFc3wNDiCai7w0Vf+/609SlDLx5Mq/NXVf+3+SVT9fx+EcrQ4hOREREJPllKLksImlKyWUREUkZd0xaFLN91OGdGXV4lwRH0zhOHpDDwt+NKl9vmR0ZHZxRh4kME2Hh+u3c984XAPzy+blc/NgsVm3eVWGf1Zt3s2nn3pjHb84vwFVvUERERJoY1VwWkXSVsmUxRESk6VmWl1/NliTJvMZJ6+ZZ/Gf86XRs3YwW5cnlip9x3PBePDdrdcJjG/un6VXarv3nvPLlqYs2ctmTuQAs+v1oxr88j+JSZ+TAgxjc7QDOvG8at513OBcd1ztRIYs0KjPrCTwFdAFKgYnu/oCZdQReAHoTqeP5fXffGkwq9QAwBtgN/Mjd54QRu4iIJE6maeSyiKQnjVwWEZGUUd1kfl0PaJHgSBpft/YtyxPLEHmVckjP9gB8dvNZ3PXtI8q3PXzhMQmPL1p0TdeyxDIQlM5Yz6R5G/jVC5/x7uJNANz02kKWfLUz4XGKNJJi4Bp3HwiMAK40s0HAeGCqu/cHpgbrAGcD/YOfy4GHEh+yiIgkWkaGxZzkWUQk1aVscll9sohI01Ld7Nq9OraidfOm8SLOq1eewMoJYzmgVXZ5W/OsDEYPTo2SIHe9ubh8edT909i+pyjEaETiw903lI08dvedwCKgO3Ae8GSw25PAt4Ll84CnPGIm0N7MuiY4bBERSbDiklJ2FZSEHYaISNw1jd/GRUQkpbl7lUnlypx+2EEJjiZ5zLz+DNpHJZpTTUFRCbSsGP+mnXvJNOPANs0BWJ6Xz4Gtm1dIqIskKzPrDQwFPgY6u/sGiCSgzayss+oOrIk6bG3QtqHSuS4nMrKZXr16NWrcIiLS+FZu3s3KzbvDDkNEJO5SNrnctkXKhi4iIvU0Y/nmareNP/uwBEaSXLpElQO553tHcc0/Pwsxmvob++fp5O0sYNaNZ/DR0q/JLyjhplcXlG///XmHc/NrC+nVsRVXnNKPVz9dx4tXHBdixCLVM7M2wEvA1e6+w6zaWvCxNlR5NcPdJwITAYYNG6Z39kREREQkKaVshrapvAItIiLwg0c+rnZbdF3ipuw7x/Tgm0O60f/GN8MOpc7ydhYAMPyOqTG33/zaQgBWb9nNDa/Mr7J9b1EJ23YXcfULn/LABUPp3C79am9LajCzbCKJ5X+4+8tB80Yz6xqMWu4KbAra1wI9ow7vAaxPXLQiIhKGwd3bhR2CiEijSNmayyIiIkd0PyDsEJJKdmYGKyeM5bdjB1ZoPyONSocsWLe9fPnkP7zHiLumMnP5Fo69cyqvfLo2xMikqbLIEOVHgUXufm/UpteBS4LlS4DXotovtogRwPay8hnx9KPjewOQmVHtCGoREUmg9i2b0TxLgyJEJP0ouSwiIinrrz88OuwQktKfc+WIAAAgAElEQVSPT+hTvjykZ3v+NG5oiNHE1zl/nk5+QTEAm4KRz2V+9ULVsiAL1m1nyVc763z+PYUl3DvlCwqLS/cvUGlKTgAuAk43s7nBzxhgAnCmmX0JnBmsA7wBLAeWAo8A/9UYQbUJ3vJzzYItIpIUMjOM4hLdX4hI+lFtCRERSVk9O7YKO4SklBE1UvGP3zuK1s2zWDlhLAC9x08KK6y4GXzLW8y9+cyY24pLSsnK3Pfs/Jw/Twdg2MEdWPH1LmbfFPu4Mg99sIw/Tf2SDq2yuTQqSS9SHXefTuw6ygBnxNjfgSsbNSig+pLPIiIShuxMo7hUD/xEJP1o5LKIiCS1slGqUj8HtW0OwCEHtQk5ksYx5PdTYrYfUk3N6dxVW9m8q7DW885buw2AgmDk8rbdhfz1/aXc+cYi9hSWNDBaERERaeoyM4wSJZdFJA0puSwiIklr6aadDL7lrZjbXvr58QmOJrV8NP50ltw+utrtV4/sz8oJY7n85L7lbecN6ZaI0Brd3qISeo+fFHOU9tf5BRSXlPLZmm0s3ZQPREph/OW9pRSXlPL+kjwAyioJXPrEJ/xh8hImTlvOwJsnh/ZLYXFJKf87eTGPTFtOn+snMXlB3Ev0SppRNQwRkeSSlZFBkcpiiEgaUlkMERFJWotrqJV7zMEdEhhJ6snOjP38uFOb5nydX8DVIwcAcMOYgYwffRifb9jB4O4H8Msz+tOnU2v6XP9GIsONq8NumlzttmG3v1Nh/Z1fn8IVz8xm6aZ8OrZuVt6+bttuAJZuzK+w/1c79tK9fcvy9dmrtvLMzFXc+/2jsEasQ/DGgq946P1l5evX/nMeowd3bbTriYiISHxlZWrksoikJ41cFhGRpFXd/feyO8ckNpA08tbVJ/HW1SdXaMvIMAZ3PwCAvjltMDMW/b76Uc/pZOS9H5SPYN5btK/sxTMzVwNQWmn454PvLq2w/qPHZ/HKp+vYsWf/y7fcMelzeo+fRHFJaZVyMJoASEREJLVlZqjmsoikJyWXRUQkaUUn+6JlZmimqoY6sE1zDu3Sttb9WjbL5LdjByYgouRR+VXV6/71Gbsq1Vl+btZqVm3exdJN+fz6hbnsDraXVEpCF5eUcuMr8+k9fhLvL9lUp+s/8uEKAK5+YW6VcjCVB0XrV1Opq8YcUS8iInWXlWEUl+gbXETSj8piiIhI0rruX/OqtD16ybAQImmaoss/NAV3vrG4wvqLuWtj7nfK3e9XaSspdf7y3lK+0bsjR/dqzzMzV/GPjyOjn3/0+Cd0aJXNiz87jv6da0/s/3ue6inL/ivLKbuKL4uIJIWszAyNXBaRtKSRyyIiklLOGNg57BCajLLk1JmD6v53PqJvx0aKJrm9Nncdd7+1hO//bQa3T1rEhh17K2zfuruIp2asqnLcTa8u4L0lm9ixt6jB1964Yy9LN1Vfn1yaNqUxRESSQ1aGUVKqMlcikn6UXBYRkaSk0XbhO/6QThzWpS3XnDWAd685hYkXHcOS20ez4q4xPPvTYzkiqNMc7f99o2cIkYbv9kmLypef+M9KSmOMTHpzwQY27dzLwJsmM2/tNopKSnl65iouffyTmK/JXv5ULjv2FvHL5z/lVy98VmFbfkExR982hc35BRx751RG3jutyvGlpc6keRvK/y19unorz368mu8/PKPGzzJ5wVfc/84XMc8X63NJclNRDBGR5JCpshgikqZUFkNERJLSWwu/CjuEJq9di2wmR03+1zenTfny8f068eAPhpaXiDiyxwE8f/kIWjXLYm9RKde/PB+Abx/dnZfnrANg5YSx9B4/KXEfIERl9ZOjfZ1fyM+ens2eohK++eBHHHNwh/Jtw+94p8r+b3++kSNvfbvaa2zZVcgxt+87bujv3+bTm88qX3965ipueX0hV512CAXFJTFjiuWKZ2YDcPXIARXaB948me4dWvLuNafW6TwiIiKyT7bKYohImtLIZRERSUrbdje8TIAkxsEHtubi4w6mb05rXr/qRFo1izyzHje8Fz07Ruo1jx99GAC/++bhQP1KbKSjT1dvK1+evWpr+XI8ftncWunfzMagNMeD7y2tU2K5tpHJBcWlLM/btX9BNtDeohJ2FxaHcu1UlV8Q+ftSHkNEJDlkZhgl6pRFJA1p5LKISJows8eAc4BN7j44aOsIvAD0BlYC33f3rdWdI5nc/NrCKm0/P7VfCJFITX5/3uCY7dOuPY3iUic7M4OVE8aWtz9y8TBufm1BzPrDEl8btu+tdtsfJi/m0hP6kNO2eXnb0Num0Dwr9riDmn4Z3lNYwo69RXRu16LKtrydBXy2Zhsj9/OhwvA73mHH3uIK/y9Jzd5euDHsEEREJEpWhlGkmssikoY0cllEJH08AYyu1DYemOru/YGpwXpKKCypevN93ahDQ4hEGsLMyM6MfZvRoVUzADJUDDbuVm/ezfK8fL7YuJNXPl1X7X5/fX8Z37jjHdydw2+ezNMzVrJ9TxGbdhaU7/OX95aWL3//b9XXab7gkZkce+fUmNsu/PvH/OSpXAqKS2Ju31NYws2vLWDn3iIWbdjBfVOq1noG2LFXo5ZFRCS1ZWYY7mj+AhFJOxq5LCKSJtx9mpn1rtR8HnBqsPwk8D7wm4QFFUcnHHIgZspGpoOT+nfigalf8sLPjqNdi2xG3V91MjppmJPvfq9e+y/Ly2dXYQk3xXhT4O63lnDlaYcAFUt4VPbZmm3VbluycScA1c3P+czMVTw1YxWtm2fx+Ecr2FtUypWnHUKzakZQi4iIpKqyB7jFpU4zPWEXkTRS6527mfU0s/fMbJGZLTSzXwbtHc1sipl9GfzZIWg3M/uTmS01s3lmdnRjfwgREalWZ3ffABD8eVB1O5rZ5WaWa2a5eXl5CQuwrn595oDad5KUMKx3R1bcNYZv9O7IoV3alrfPuP70EKNqmmp7YOPuzF+7vdrtZXWdAb7OL6h2v4LiUn7x3Kcsy8vnW3/5iOV5+QCUBFnnklKnsDjytsK/562vcOw1L35W84cQERFJAQvWRb5PdxXobRwRSS91GRZSDFzj7gOBEcCVZjaI6l+1PhvoH/xcDjwU96hFRCTu3H2iuw9z92E5OTmhxvL5+h1V2g5qW7Weq6Su6KTmLecOYtIvTqTrAS358LrT+P15h/Pwhcfw1tUnc3Sv9gA8+IOhYYWa1soSutV5de46zn1wesxtSzftrFAO46XZawF44qMVvJi7hkUb9v07fmbmKl7/bD1n3PMBc9ds4/53vgSg7P+Cj1dsKZ947teVkskvzVlbvjxj2eY6fS6Bddv2hB2CiIhE+e4xPQAore51HhGRFFVrWYxgpFvZqLedZrYI6E71r1qfBzzl7g7MNLP2Zta1bOSciIgk1MayPtjMugKbwg6oLqKTUmV6dmwVQiSSCJee0Kd8uWfHVlx8XO/y9Zf/6wR27C2iXYtsvtq+l4feX8bmXYUhRJmezn7gwxq3/+qFqqOGN+3cS5vmWYy8t2I5k7veXMxdby6OeZ6731pSYX32qq2Uljplzxgql9boPX4Sz/70WI7v16lC+9bd+m8vIiKpqWwuimLVXBaRNFOvgnZBLc+hwMdU/6p1d2BN1GFrg7bK50rq169FRNLE68AlwfIlwGshxlInO/cWcc0/Kya0OrVpFlI0kgzatcgG4Ccn9WX2TWdyeLd2HNWzPecN6QZEJgb8+8XDWDlhbJhhNhnD75jKmffuX53sddv20PeGNzCqL8vxypx1bKuUTP77h8vZW1TC9x+ewU2vLsDdWZ6Xr1eMRUQk6WUFdZZre2tIRCTV1Dm5bGZtgJeAq9296pCyqF1jtFV5NJdMr1+LiKQDM3sOmAEcamZrzewyYAJwppl9CZwZrCe1bbuLqrT933+fGEIkkqwm/eIkXrvyBMYN7wXAhG8fychBnQFYOWEs1446NMzwmoR4lVwoKq3+F+yNOwsY8vspFdrmrN7GYTdNZtbKLTw9cxXvLdnE6fd8wCWPzYpLPCIiIo2lbLLaohIll0UkvdRaFgPAzLKJJJb/4e4vB83VvWq9FugZdXgPoOLMLCIiEnfuPq6aTWckNJD9FKsO3QEts0OIRJLdiL4H8sG1p9KrUsmUK087hB8d35vDb3krpMikru6f8mW126Z9UfubbT9+IheA3FVb4xaTiIhIYygri1FUorIYIpJeah25bJEZdx4FFrn7vVGbqnvV+nXgYosYAWxXvWUREamrkkp16B6+8BhaNavTs1Bpgg4+sHWFyQHLtG6excoJY1lx1xim/+a0Op3rzvOPiHd4UotCjd5qNDltm4cdgoiIRCkri6GRyyKSbury2/oJwEXAfDObG7TdQOTV6heD165XA98Ltr0BjAGWAruBS+MasYiIpLXKc5yMOrxzOIFIWjAzenRoxcMXHs3QXh3o3K4Fy/PyOf2eD6rsq2ScpJP2LbPJ21kQdhgiIhLIVlkMEUlTtSaX3X06sesoQ4xXrd3dgSv3My4REWmyKmaXY41KFamv0YO7li/3zWnD4ttGc9hNkwG45LiDufj43vTt1Jq//OBozjq8M/1vfLPC8Vec0o/xZx/G/LXbOffB6QmNXaQhTh6Qw5eb8sMOQ0QkKZhZT+ApoAtQCkx09wfMrCPwAtAbWAl8390bpdZSs6Ashib0E5F0U+cJ/ZKZx6jPKSIiqamwWH26NL4W2Zk8+ePh3HLuIH533mD65bTBzBh7ZFeyMzO47VuDefXKEwDo3K45488+DIC+Oa3R8w5JBV0PaBF2CCIiyaQYuMbdBwIjgCvNbBAwHpjq7v2BqcF6o8gvKAbg4xVbGusSIiKhSJPkctgRiIhIvIz504dhhyBNxCkDcrj0hD4xt1004mCG9GzPR+NP5+1fnVLe3rp5FivuGss3j+pWYf9//OTYKue453tH8fCFR3PLuYP48Lq61X2uzVtXnxyX84iIiDQl7r7B3ecEyzuBRUB34DzgyWC3J4FvNVYM89duB+CBqdVPZisikorSI7kcdgAiItIorh11aNghSBPXvX1LDmiZXaX97u8dyQfXngrA4d3accIhnZh6zSkcfGAr/vKDo3nh8hF855gejB7clUtP6EPPjq347OazKpwj1kSDt513ePnyM5dVTVgf2qUt8249q0q7SGUafCEiEpuZ9QaGAh8Dnd19A0QS0MBB1RxzuZnlmlluXl5eg67bslkmUHXyahGRVFeXCf2S3gdfbOL0wzThk4hIurnytEPCDkEkpuZZmRx8YGte/Nlx9D+oDQD9ctrwwbXVj1A+oFU2715zCsvzdnHygByaZWXwzq9PYeS9kckFp117Gr0ObMX5R/egZXYmmRnG1SP7s27rHjZs38v0pV8D0K5F1WS3SGWu4RciIlWYWRvgJeBqd99R17k93H0iMBFg2LBhDepgWwfJZRGRdJMWyeWvtmsmbBEREUm84X061mv/vjlt6JvTpnz9kIPa8D9nDWDU4V3odWArANo033d7dvXIAQCUllZMFS67cwz9bnij4YGLiIg0MWaWTSSx/A93fzlo3mhmXd19g5l1BTY11vVbNU+L9IuISBVpURZDREREJFVddXp/+nduW+M+GRlGZsa+0VWZGUZO2+bccu6gCvuNG94LgI6tm/HzU/ux4Hej+PO4obzz61OQpkVlMURE9rHIEOVHgUXufm/UpteBS4LlS4DXGiuGFtkauSwi6UmPzkREJGnsLSoJOwSRlPHJjSMB+N3/fc7PT+3Hb0YfBsAF3+hJ706ty2tFnxtMPti2eRY7g5nqywzs2o5FG3YkMGoJw5zVWzm6V4ewwxARCdMJwEXAfDObG7TdAEwAXjSzy4DVwPdCik9EJGUpuSwiIkljV6XEl4jUbuWEsRXWj+rZPuZ+d3/vSK54Zg4A8289i+zMDFpkZ/LO5xv5yVO5AEy95hTOuOeDxg1YEiJ64PJT/1mp5LKINGnuPh2orsDyGYmI4axBkXmiyuZqEBFJF2lRFuPzDdvDDkFEROLgl8/PrX0nEWmQ0YO7ct//O4pZN5xB2xbZ5a/njhzUmY/Gn861ow6lb6fWLL9zDJ//flT5ccN776sr3bF1s5jnPntwl5jts25IyO/rEkP39i3LlzPqOGGViIg0nhbZmWRnGiODJLOISLpIi+TyMzNXhx2CiIjEwfSlX5cvt9GkJyJxd/7QHhzUrkWV9u7tW3LlaYdgZmRkGK2a7fv39+IVx7FywlhWThjLnJvOpHlW5PbxzvOPYETfjuT+diR//eHRALRuVrGe5EHtWpSX5RjRtyNXnNKvwbFXHqEtNTs4mCASqH6snoiIJFR2ZgZFxaVhhyEiElf6zV1ERJJS+1bZYYcg0uRVSFAGltx+dvnyD47tVb487drTaNMii46tm7Fu2x6yggkI/zxuKNeNOpSeHSPn+vGJvRl+x9Qq5339qhNolpXBa3PXc/7Q7px13zQAPr7hjPLcaK+OrVi9ZXeVY08ekNPgz5iujuyxrzxKcYlm9xMRSQbZmRkUl6pPFpH0ouSyiIgkpSN7HBB2CCJN2uLbRternEKvqER0dEkGoDyxDHBQ2xacPCCHLu2a06FVM47t25HTD9v3ivBho9uVL2dmGJ2jRlrfMGYgVzwzm24HtOBvFw2jsKSUx6avoHXziiOmpaLXP1vPn8YNDTsMEZEmLzszg8ISjVwWkfSi5LKIiCSl7xzdI+wQRJq0sprMjeGpHw+vdZ9YZTD6d45MgnT1yAEcETyAOubgcCeqM7PHgHOATe4+OGi7FfgpkBfsdoO7vxFsux64DCgBfuHubyU8aBERCUWzTFNZDBFJO0oui4hIUpi6aGOF9dMPOyikSEQkWfXLacPC342idXLVZH8CeBB4qlL7fe7+x+gGMxsEXAAcDnQD3jGzAe5ekohARUQkXFmZGRRp5LKIpJm0mNBPRERS37uLN1VYt3q8ji8iTUeSJZZx92nAljrufh7wvLsXuPsKYClQ+zDuOFAyQ0QkfNmZRpHq4ItImlFyWUREkkKp77vRPkr1lkUk9V1lZvPM7DEzK6vd0R1YE7XP2qCtCjO73MxyzSw3Ly8v1i71ct2/5u33OUREZP8sy9vFpPkbwg5DRCSulFwWEZGkUBI1c/Yd5x8RYiQiIvvtIaAfMATYANwTtMd6JSPmEDZ3n+juw9x9WE5Ozn4HVPntEBERERGReFByWUREksKLuWvLlwd318hlEUld7r7R3UvcvRR4hH2lL9YCPaN27QGsT0RMpaV6DVtERERE4i+lk8tjj+wadggiIinBzH5lZgvNbIGZPWdmLcKOSUQkXZlZ9E3q+cCCYPl14AIza25mfYD+wKxExFTiSi6LiIiISPyldHI5K2Pfm4VvLfwqxEhERJKXmXUHfgEMc/fBQCZwQbhRiYikBzN7DpgBHGpma83sMuAPZjbfzOYBpwG/AnD3hcCLwOfAZOBKdy9JRJzKLYuIiIhIY0iu6bbrKbo+58+ens3KCWNDjEZEJKllAS3NrAhoRYJew66rPYUJya2IiMSdu4+L0fxoDfvfAdzReBHFVqrssohI6Ib0bM/cNdvCDkNEJK5SeuRy62YpnRsXEUkId18H/BFYTWRiqe3u/nbl/czscjPLNbPcvLy8hMa4q7A4odcTEWlqlFwWEQnfoZ3bhh2CiEjcpXRy+ewjuoQdgohI0jOzDsB5QB+gG9DazC6svJ+7T3T3Ye4+LCcnJ6Exbs4vTOj1RESamqISJZdFRML2Qu4aAL7cuDPkSERE4ielk8u6RRYRqZORwAp3z3P3IuBl4PiQY6pg1P3Twg5BRCTtNMtK6Vt9EZG0tWbr7rBDEBGJm5S+4zy6Z4ewQxARSQWrgRFm1srMDDgDWBRyTNV65rJjww5BRCQtTLzomLBDEBEREZE0l9LJ5QNaZYcdgohI0nP3j4F/AXOA+UT6/omhBlWDo3oeEHYIIiJp4dRDDwo7BBERiWFXgSazFpH0kdLJZRERqRt3v8XdD3P3we5+kbsXhB1Tddq20INDEREREUk/OW2bA/D8J6tDjkREJH6UXBYRkVAVFpeGHYKISJMwa8WWsEMQEWnS8nZGxnd8tHRzyJGIiMRPWiWXN+7YG3YIIiJST3NWbw07BBGRJuHr/KR9aUVEpEn43jE9AOjcrnnIkYiIxE9aJZd37i0KOwQREamnT1dvCzsEEZEmYdL8DWGHICLSpLVpkQXAxh162Cci6SOtksvuYUcgIiL19b+TF4cdgohIkzBpnpLLIiJhOrZPx7BDEBGJu1qTy2b2mJltMrMFUW23mtk6M5sb/IyJ2na9mS01syVmNqqxAo9lT5FmXBURSSVe6anghG8fEVIkIiIiIiKNq2WzrLBDEBGJu7qMXH4CGB2j/T53HxL8vAFgZoOAC4DDg2P+amaZ8Qq2Nt99eEaiLiUiInFQUGkyvwuG9wopEhGR9NS9fcsK67sLi0OKRERE+uW0DjsEEZG4qzW57O7TgLpOLX0e8Ly7F7j7CmApMHw/4quXwkpJChERSW6Vk8siIhJf/7ziuArrD0z9MqRIRESk8gM/EZF0sD81l68ys3lB2YwOQVt3YE3UPmuDtkbz36cf0pinFxGRRjRrRV2fXYqISEOYVVzfW6gyciIiYbHKnbKISBpoaHL5IaAfMATYANwTtMfqKWNOs2dml5tZrpnl5uXlNTAM+P6wng0+VkREwvXekk1hhyAikta6tGtRYX3h+h0hRSIiIiIi6ahByWV33+juJe5eCjzCvtIXa4HobG8PYH0155jo7sPcfVhOTk5DwgCgZ8dWDT5WRETC9ezHq8uXH7hgSIiRiIikp8qj5HJXbQ0pEhERERFJRw1KLptZ16jV84EFwfLrwAVm1tzM+gD9gVn7F6KIiDQFQ3q2DzsEEZG0dGyfjmGHICIiIiJpKqu2HczsOeBUoJOZrQVuAU41syFESl6sBH4G4O4LzexF4HOgGLjS3RNa2G3n3iLatshO5CVFRKQB3CtWTTr4QM2eLSLSGAZ1a8fHqnEvIiIiIo2g1uSyu4+L0fxoDfvfAdyxP0Htj1c+XcfFx/UO6/IiIlJHM5ZtDjsEEZEm4aaxg3j8o5VhhyEiIiIiaaihE/ollRF9973qd/NrC0OMRERE6uq6l+aFHYKISJOQkRFrzm0RkabDzB4zs01mtiCq7VYzW2dmc4OfMWHGKCKSqtIiufzXHx4TdggiIlJPa7fuKV/+yYl9QoxERERERNLcE8DoGO33ufuQ4OeNBMckIpIW0iK53LF1s7BDEBGR/fDbcwaFHYKIiIiIpCl3nwYkVfH5ddv21L6TiEgKSIvkcmUL1m0POwQRERERERERSW5Xmdm8oGxGh+p2MrPLzSzXzHLz8vLicuEXZq2Oy3lERMKWlsnlf+auCTsEEREREREREUleDwH9gCHABuCe6nZ094nuPszdh+Xk5MTl4is3747LeUREwpaWyWUREREREdknU5P6iYhU4O4b3b3E3UuBR4Dhibz+65+tT+TlREQaTVomlwtLSsMOQUREajBj2eby5QcuGBJiJCIiTY/qfIqIgJl1jVo9H1gQViwiIqksLZPLz81SWQwRkWQ27pGZ5cvHHFxteTsREYmTJy79RvnyCRPeDTESEZHEM7PngBnAoWa21swuA/5gZvPNbB5wGvCrRMQycuBBibiMiEjCZIUdgIiIND4zaw/8HRgMOPBjd58RblQROW2bhx2CiEjaO6l/fGqEioikIncfF6P50YQHAnRr3zKMy4qINJq0Gbn88IVHhx2CiEgyewCY7O6HAUcBi0KOp1xWRtp8FYmIiIiI1KhtC43xE5H0kja/0Y86vEvYIYiIJCUzawecTDA6w90L3X1buFHto0mmRERERKSpuOS43mGHICISV2mTXDZTckJEpBp9gTzgcTP71Mz+bmatK+9kZpebWa6Z5ebl5SU+ShERERGRNKfchYikm7RJLouISLWygKOBh9x9KLALGF95J3ef6O7D3H1YTk7j1eac8vnGRju3iIiIiEgyU25ZRNKNkssiIulvLbDW3T8O1v9FJNkcip8+lVu+PKJvx7DCEBERERFJuE5tNJm1iKQXJZdFRNKcu38FrDGzQ4OmM4DPQwyp3KUn9Ak7BBERERERERFpIE1TKiLSNPw38A8zawYsBy4NOR4AzhzYOewQRERERERERKSBNHJZRKQJcPe5QT3lI939W+6+NeyYADIyVHRORFKbmT1mZpvMbEFUW0czm2JmXwZ/dgjazcz+ZGZLzWyemSW0RFFWVJ9bVFKayEuLiIiISJpK2+TyWwu/CjsEEREREUl/TwCjK7WNB6a6e39gKvsmUT0b6B/8XA48lKAYATiqZ/vy5a27ChN5aRERiWHJVzvDDkFEZL+lbXL51tcXhh2CiIiIiKQ5d58GbKnUfB7wZLD8JPCtqPanPGIm0N7MuiYmUvjB8F7ly56oi4qISLV27i0KOwQRkf2WtsnlnXuLww5BREQqKS3dl86YdeMZIUYiItKoOrv7BoDgz4OC9u7Amqj91gZtVZjZ5WaWa2a5eXl5cQmqXcvs8uVj75wal3OKiEjDqUSciKSDtEou//KM/uXLJaUajyEikmzO+fP08uWD2rYIMRIRkVDEyiLEvGl194lBrfxhOTk5jXZxEREJT4apZxaR1JdWyeWrR+5LLrte9hMRSTqfb9gRdggiIomwsazcRfDnpqB9LdAzar8ewP9v777jpKrO/4F/zlaWpVeRtiggioogYkGNYgcjGn8pmETTNBo0+k1igr0gSGwxKjGioqIoNgjq0nsvCyws7LJshe29t9mZOb8/5s7utDv1ztyZ3c/79YKduXPn3mfuzpw989xzn1McqqAuOLtPqHZFRERe2HFKmytTiIj01KWSy8LmrJ+ZE2ATERERkT6+A3Cfcvs+AKttlt8rLK4AUGctnxEKw/ryihEiomUaKLYAACAASURBVHBS2dimdwhERAHrUsllWwYTs8tEREREFFxCiC8A7AVwnhCiUAjxewCLANwkhMgCcJNyHwDWAMgFkA3gfQB/CnGsodwdERF5sGzvab1DICIKWIzeARARERERRSop5RyVh5xmLZVSSgBzgxsREREREVHodNmRy0REFL769YzVOwQiom7vaEGt3iEQERERUYTr0slly+AQIiIKNyP799Q7BCKibm9/XpXeIRARdUs/mzpC7xCIiDTTpZPL7SYml4mIwoXtCb83f3GJjpEQEREAVDYa9A6BiKhbGj+0t94hEBFppksnl01mJpeJiMLFEZvLr88d3EvHSIiIuq+fXto5Wm5fLkcuExHpYRyTy0TUhXS55PKN5w/tuL0mrUTHSIiIyNa/Np7SOwQiom5v2pgBHbePFdbpGAkRUfc1ZmCi3iEQEWmmyyWXh/aJ77idWdagYyRERGSruLZF7xCIiLq9qUkDPK9ERERBNcQmb0FEFOm6XHK5R2x0x+0lO3J1jISIiGzlVDTpHQIRUbcXF9Pluv9ERBEnOkroHQIRkWY89i6FEEuFEOVCiOM2ywYIITYKIbKUn/2V5UII8ZYQIlsIcUwIMSWYwbty1bkDQ71LIiIiIqKIMLxfgt1928lWiYgoNGKYXCaiLsSboQsfA7jVYdk8AJullOMAbFbuA8BtAMYp/x4A8K42YXrvBpuay0REFH5GDkjwvBIREQXNlFH9Om6/tiFTx0iIiLonIZhcJqKuw2NyWUq5A0C1w+LZAD5Rbn8C4E6b5cukxT4A/YQQw7QKloiIIt8/775Y7xCIiLq1YTajlxdvzdExEiIiIiKKdP4WXRsqpSwBAOXnEGX5cAAFNusVKst0U9Nk0HP3RETk4LyhvfUOgYioW/vHLRP0DoGIiIiIugitZ/RwdW2Hy0JuQogHhBApQoiUiooKjcPotPJIUdC2TUREvuMEJkRE+ho1sKfeIRARdXvD+vbQOwQiIk34m1wus5a7UH6WK8sLAYy0WW8EgGJXG5BSLpFSTpVSTh08eLCfYXg2/4f0oG2biIh8lxgfo3cIRERko6SuRe8QiIi6nZK6Vr1DICLShL/J5e8A3Kfcvg/Aapvl9wqLKwDUWctnhNLBp24M9S6JiMiN8obOznNstNYXzRARUSDe256rdwhEREREFKE8Dh8TQnwB4DoAg4QQhQCeA7AIwFdCiN8DOAPgp8rqawDMBJANoBnAb4MQs0eDe8frsVsiorAmhIgGkAKgSEp5eyj3XV7fFsrdERGRDwwms94hEBEREVGE8phcllLOUXnoBhfrSgBzAw2KiIiC4lEAGQD6hHrHi7dmh3qXRETkpc/3n8HCuy7SOwwiom4pq6wB4zjhNRFFsG5xbfL2U8GbMJCIKBIIIUYAmAXgAz32v/Z4qR67JSIiIiICAAghlgohyoUQx22WDRBCbBRCZCk/+4c6rl3ZlaHeJRGRprpFcvm+pQf0DoGISG9vAvg7ANVrn4UQDwghUoQQKRUVPClHRNSdtBhMeodARBRsHwO41WHZPACbpZTjAGxW7ofUK+syQ71LIiJNdYvkMhFRdyaEuB1AuZTykLv1pJRLpJRTpZRTBw8eHKLoiIhID+/fO9Xu/o4snlQkoq5NSrkDQLXD4tkAPlFufwLgzpAGBaClnSf3iCiyddnk8qSR/ezuW8pBExF1S9MB3CGEyAewAsAMIcRnegRyiUPbTERE+rjpgqF29785VKhTJESBe3ltBl78Pl3vMCgyDZVSlgCA8nOIq5V4hR8Rkboum1z+47Xn2N1fvv+MTpEQEelLSvmElHKElDIJwC8AbJFS/kqPWMYO6aXHbomIyION6WXYm1OFPaz9SRHove25WLo7T+8wqAsLxhV+w/slaLIdIiK9ddnk8o3n24/GWNfNJpMqrGlGeX2r3mGQRqSUOF3VpHcYRAH784xxeodAREQq5ry/D/d8sF/vMIKusc2IB5aloIx9ZSICyoQQwwBA+Vkeqh1fO35QqHZFRBRUXTa5HBdj/9K62wysV/9zK6Yt3Kx3GKSRD3bm4UevbsOJ4jq9Q6EIJ6XcJqW8Xa/9D+/PERpEROFi1ICeeoegi9WpRdiQXoY3N2XpHQoR6e87APcpt+8DsDpUO75l4lmh2hURUVB12eQyUVdyMN8y70RBdYvOkRAFJkroHQEREVndcL7L0qLdSOBzsuzJrkRts0GDWIgo2IQQXwDYC+A8IUShEOL3ABYBuEkIkQXgJuV+SIwemBiqXRERBVWXTi7fPWWE3f2HPjuEpHnJLC/gg/TiemxML9M7DOrAiSkp8pjMne9bIZhdJiIKF8/efoHeIehCQJu/Ra3tJtzzwX785qODmmyPiIJLSjlHSjlMShmrzEfyoZSySkp5g5RynPKzOlTxjBnE5DIRdQ1dOrk877YJdvfXKnWXN5xgstRbM9/aifuXpegdRrfHfBxFstZ2k94hEBGRC939hJ8M8Jy9UTl5mlXWoEE0RERERJGpSyeXB/eO1zsEIk0F+iWISA+cMImIKLI8sfIY0gq77jwPWufU2T0jokBJftEjogjWpZPLRF2FVpdvEunh+e/T9Q6BiIhUXD12kNOyLw4U4Mfv7NIhmtAKNJdj7Z0xJxS+VqcWYU9OaCd2L65t4STc5DPbMnJERJGGyWWiCMIuB0WiHacq9A6BiIhUvPfrS/UOIeS0OmXfzauKRIRHV6Tinvf3h3SfVy3agllvdf2TM6St4lpe6UdEkatbJpcXrMlA0rxknCyt1zsUIq+ofXkpr2/FigNnQhsMERERdRmJ8TGqjyUfKwlhJKEnNTptr9V2iKj7OlZUq3cIRER+6/LJ5byXZ6o+9uq6zBBGQhQ4x8su/7AsBfNWpqG0LnRnuisa2nD72ztRUtcSsn1S1/DIjLF6h0BERD6Y+/lhNLUZ9Q5Dc9aT9oGXxeDQZSLSxn+35+gdAhGR37p8ctndLNil9a0wmswhi6WuuR2Pf300rDrpre0mtLab9A6DPFB7G1c1GgAARnPo3sdfpRTgeFE9lu09HbJ9UtdgZC05IqKwtOpPV6k+ZuqCBYW1Tgp3wUNERCF2vIhXVRNR5OryyWV3ThTX46XkjJDt7+0tWfj6UCGW73dOypnNEvctPYA92aGdcOKyBZsw4Zl1Id0naU+PLzX8IkW+unvKCL1DICIiFyaP6q/62NaT5SGL48NdeXj+uxMuH5NSaj7hlaetNbYZMX3RFhzMr3b5OGsuq/t032lOakfkhfFDe+kdAhFRwLpFcnnsEPUGe9WRohBGYuFqtERdSzu2n6rAnz4/HNJYGlrDZxQ1eRYONf34RYr85a4tJiIifR16+kaXy/Mqm3C8qA4f785zeuxYYS0MRu2unpr/Qzo+3pPv8rF3tmTj3CfXoDGEVwAeL6pDUW0LXl3vvpSe/r2z8PPM/45zUjsiL8y8aJjeIRARBaxbJJfXPXqN6mN1Le0AgB2nKpw6x+9tz8HLa0I3shngaNBIseLAGfz0v3tCtj+1yzf1TPSGQ6KbiIgonAkh8oUQaUKIVCFEirJsgBBioxAiS/mpPmw4hAb2ine5/M1NWbj97V14/vt0u+Vnqppxxzu78cL3rkcaa23FwQIAQG2zIST7s+Opy8MuERH5adLIfnqHQEQUsG6RXI6JjsK7v5yi+viRMzW4d+kBLFp70m75y2tP4r0ducEODwBHg0aaeSvTcDC/JuT7VTv5EMqTEh2Jbn6RIiIi8sb1UspLpJRTlfvzAGyWUo4DsFm5Hxbumjzc63WrlSRvWlFoSx9o0ufxst+9L7cKANAWwjlaiKh7uW784I7bnAuJiCJVt0guA8Btbi43qVQmRcurbPRqW18cOIPNGWWaxOVIhjBL2GxgSYyIofIlSI+TEjwRQkREFJDZAD5Rbn8C4E4dY7Fzy8Sz3D6ekl/d0X+09lkjuVvgqdv95qYsAEBhdXMIovGsoqENqQW1eodBRBoSNl+uTleFR1tDROSrbpNcBoBHZox1ufz+ZSkAgK2ZFfhsn/Nke46eWJmG33+SomlsWs9a7Q2N50QJWFl9K5LmJWN3iCc1jCRqvzI9SlSE2duHwlQoT5gREYUhCWCDEOKQEOIBZdlQKWUJACg/h7h6ohDiASFEihAipaKiIiTB3nzBULeP/7//7sVjK1IBAE1tlhF2RwvtRy6nFdYhaV4yDuS5ngQvHERqQnzmWztx5+LdeodBREFyy5s79A6BiMgv3Sq5/NiN4z2u8/T/jqOsvjWocbhLBHbnNMyh05YyE5/u9ZzgJws9TkpE6hcy0oeBlxITUfc2XUo5BcBtAOYKIa719olSyiVSyqlSyqmDBw/2/AQNREUJLP/D5W7X2ZBehmV781Gq0l/epQwS0Poqv2BcOeXtyXnPJZdD04OvaGgLyX6IiIiIfNGtksvRUd71Si9fuNkpwVxS14L7lh5AQ2u73/v3tlNcXNuCLw+e8Xs/kco6wJFlF3ynx+BQjkglbxzSoTY5EVG4kFIWKz/LAawCMA1AmRBiGAAoP8v1i9DZ9LGDPK7z7OoTTiebs8sbcLyoDlFBnppBi+5Hx2XoXm6LfR4iIiIidd0quQwAOx6/3qv1bEcGHC+qw783ZWH7qQr8cKzE73170y8VAO55fx/+8W2a34nsU2UNXsYTXh1l66gPJpedhdMh6fg+Fl5vHwpT3xwq1DsEIiJdCCEShRC9rbcB3AzgOIDvANynrHYfgNX6RBgY2/6alBI3vrEDt7+9q2O5WeP6a7b7236qApml3vV3XW5Lg3hssU9ERIHwNkdBRBSuul1yedTAnuibEOtxPdtO4u1v78KKgwWaxeCulIFE5wSD/vRTi2tbcPO/XNdquv61bbhswSY/thoaHSOXwyqVGl7C7YQAkSeVTZb2bPTAnjpHQkQUckMB7BJCHAVwAECylHIdgEUAbhJCZAG4SbkfVvIXzfJp/f029ZWjlCxw0EYuQ+K+pQf8rk1a02TAvtwqZVv2tpwsQ2u7ycU+PcUU3o4W1IbdnCarU4vwyBdH9A6j23ltfSZuemO73mGQg1E2/eSPd+fpGAkRkX+6XXIZAN742SSP6+RXNblcbpvbS5qXDAD4wycHMXf5YQBAZaOftdBc5FP9SbHWNquPds6rbArrWm0dh9bHF366qgkzXt/m/7EPAoPRjH98c0yz+t1CZTg3R3k7O1PVzCR8GNlxyjIJ1Q0T3E8SRUTU1Ugpc6WUk5R/E6WUC5TlVVLKG6SU45SfYTnznacEs3WuDAD4xZJ9To9r/adYq8EHv/xgP752cVXNscJa/O7jFLz4Q7rTY5HerZi9eDd++cF+vcOw8+iKVHx/tFjvMLqdd7ZmI6u8UZNtvbnpFP761VFNtkWdnv/euQ0iIgp33TK5fMP5Q5Hx4q1u11E7k/7kqjSnZZsyypGcVoIdpyow9aVN2HIygAlMZPcdnWp93b5+dfhgZx5yK5qwJs3/kiVa25hehi9TCvD8dydCsr9QvmOsX+7C8V16IK8a1766FV+nsBRDuPHmihEiIoocy/e7nx9k6e48LNubj5omAy5fuAnHi+pCE5gHJ0vrO27b9rlrlAEaBdXNTs/x1DfvTn33vTlVyKnQJjlJke3NTVn49jD73MHQndoUIuoaumVyGQAS4qLxqytGBbwdo8nccTu1oBYAcPh0Lepb21HbbPB6O3Z16zqW+ZZmLaptwWmVEddayiprwPs7cj2ud/U/t+B3Hx/0efu+vm4rLf4G51c24YOdnl+bt7QaWay2GT0GLofzaOmsckv9xSMFgU8idzC/Gknzku2+hEYqIcRIIcRWIUSGEOKEEOLRUMfwwLXnhHqXREQUoBkThvj8nJeSMzpuP7v6BHZmV6Ksvg3vbs/B1ykFWJCs76g8f/uZWqttNmDOkn2aXeUWKnPe34cbXmdZBa2U17diZ1aF3mFQGPjPL6d03B7zxBq02+QZiIjCXbdNLgPAr64YHfA2/r05q+O2tasqIXHx8xtwyYsbXT5HuhnzGUh+dPqiLXhIKc8RTHe8sxsL1nR+cZBS4qiSWLdVWNOCLSd9nwDd1y6/lt8R5ry/Dy8lZ6Dez8kUg00tga7H2W1vd9nabgpZfFrW616bVgoA2JUVXjUK/WQE8Fcp5fkArgAwVwhxQSgDiI/p1n9uiIgi0gf3Tg14G9Y+QJQQePybY3h/Z2D1RP3tUkgp8cHOXJhUJhoMpK/i+Mz7l6Xgkz35HffrWtpR02Q/6OTrlELsza3yasBGOKtvbQ/bfnMkmL14N3794QG9w6AwcMvEs+zu/3PtSZ0iISLyXbf+tj/hrD54etb5AW3j7S3ZHbdPKrNWb0rvTKhKKVHR0IY2owm5ldqOKjaZJd7YkImMknoU1jhfwhcsLcpEJ9ZO+NLd+Zi9eHfAE4X42qdfd7wUbcbOSVe0SGA2thrtYimvb8U/vjkGg1HfM8dqCXQR5ElzAlVc24IJz6zDZ/tOh3S/vJLMnpSyREp5WLndACADwPBQxhAVFR4jxYiIyHtRUQIn57svJefJC0r9ULPNH+eKhjYkzUvGigPuS2vYCnQwwcnSBrtR1Y7cXTnoa7diY3oZnrMpjTbphQ2YPN/1oJNgqWpsC0kpkouf34CLn98Q9P10VSV1kTVynYIn2qGv/MGuPDS1GXWKhojIN906uQwAf7jmHMy6aJgm20pWav5mljV0LPt032lctmATfvbePrtRvBUNbcitaESDmzP9nvrQG06U4q0t2bjt3ztxo46z/mYqZQMCTXBbR3R78+VhT04lHvzsEF5dl6ltaYjO4ecAgOe+O4EvUwqwKSOAOtoachz1rme6zt0IfCvrxJjJIaqHbX3vMLmsTgiRBGAyAKeZfYQQDwghUoQQKRUV2lyi2a9nLOI4apmIKGL1iI0O6PnVyojdkyWdZabOVFv6B1+lFPi8PV/+xBfWNGNPjmXww/oTpe63pdxx2beKwH7FzLd24va3d3m1bnFtC4prW4IcERF5svieKXb3Jz63HseL6liDmYjCXkDf+IUQ+UKINCFEqhAiRVk2QAixUQiRpfzsr02owfPOPZODtu2dyiX1jmUjLluwCTNe347Zi3cDsO/Iqv3t2JVV2XH2sq6lHQabOkyt7b6PrA30T9Qr6zORNC8ZXymTpwX6N0+669Q7qGmyJOWLbDrCars/XdWEP36agtZ2k8oandT2rfffc0/HJJTxdYyWDsM+jm1pGnImhOgF4FsAj0kpnYpJSymXSCmnSimnDh48WJN9DkyMw03nD9VkW0REpI+8l2cGvI2cis4r+O5+dy8AwCyBdcdLsDatBCn51W6f788J9ete3YZ73t+PJ1el4c1NWU6Pu+rLuBrk4KlXodYn+uLAGfxZZZJwb7ftr7L6Nq/XvWrRFly1aEuQIiEib8262HnQ2+1v78LKw0U6RENE5D0thpNdL6W8REppLco2D8BmKeU4AJuV+2FNCIFTL90WlG3nlLufTTm3wr5UhpSyo+yEbee2sKYZv/pwP/729VGcKK7DpBc2YHVqsebx+uLdbTkulxdUN6OuWX1E9rvbcpA0L9luMkTAJrnsxdBla/Iwyot1n//uBNafKOsYueINx1HUviYrQ5bc1GHosj+7DFUimiOX1QkhYmFJLC+XUq4M1X5b280Bj3ojIiJ9CSGQtUD7vrKUEg9+dhgPLT+M//ffvXaPtZvMSD5W4jRiz5cRfEalvvLn+z2X33A7J4qfHYsnVqbhu6Ou++vuurBXvbwZT6xM82uf5L/KxjbWjybdvXTnhU7L/vr1UafvzkRE4SQY1yrPBvCJcvsTAHcGYR+aC9Zl267qLLuadMxVQtV2vaY2S8I5u7wRGSWWshu+zCycWdrgeaUAWbvd17yyFTc4lOkoqG5GtpJof3uLZeRIm0Md445ad17sy+zLyj5w/D1YfwfhkqxUj8NzgBUNbT7VNtSClhPskf+E5Y39IYAMKeUbodx3a7sJPWJZFoOIKNLFRmvflqvMrYfVqUUY99RazP38MDZnWMrKeRp8kFfZhI92WyYLNJul6sR9tmzX8OUKukDszKpA0rxkpJc4XUDUobiuFV+EuM9GwNSXNuHyBZv1DoO6uV9dMRpDesc7LR/71FodoiEi8k6gvUQJYIMQ4pAQ4gFl2VApZQlgmUQKwBBXTwxGbc9ArZ47HX+7eTxSn70pqPtZsMZ+MpH61vaOkg2O3eCHPz+sWo/Ol4Tn6lTnS2mCOclHZaP9pXjXvLK1oy60dbSxWW0kitKrf297Dv729VGX27euK+DdSGfLc7xazU7nyGUfn6fxVxNvX6M7D312CPNWpqGgOrDa2BqEEhG6WGmN6QB+DWCGUsYoVQgR+DXOHjQbjKhqMmC5FyPGiIgo/J0/rA8euu5cDOrlnPjwh9rf2m9tLgGvaTbYPXa6ynU/5qf/3YsXvk9Ha7sJD352COc+ucanWNKUfrEWE/q5s+GEZR6PlPway7al5btA0rxkbHBRF1qNySwxd/lhHDlTo2F01OJFGb1IJKXEtsxyzyv6sD0KngNP3ehyedK85BBHQkTknUCTy9OllFMA3AZgrhDiWm+fGIzanoGaNLIfHp4xDv16xuHyMQNCtt+Ln9+gOiHfD8dK8PdvjnXczypvxDeHfJ/8xLGfnHysBPe83zmfV11LOxpDNButNRbHASWdg5EF6lra8fLak/jmUKHbbdmWxdCyj+NYoiNcOlCBhGFN+Bu9GMkTiSoa2lDfYnkPa/EKj7v5khlppJS7pJRCSnmxUsboEimlb9+6/bAxPTwmwiQiIm2sffQa/OPWCVjz56s12d7xItejd6Ns/vQ6Xqx2rND14IjGNks5AymBDV7+/bHt31lrMrv6q69lN9BVt8J6dd9ilZJzrqw7XorktBL8aflhrUKLKHUt7Sita9U7jIixIb0Mv/nooGbb+9rDdzQKXN7LMzF2SC+n5Vcs3Bw2302JiKwCSi5LKYuVn+UAVgGYBqBMCDEMAJSf2p0iDaEv/3il02ytwVSr1ChuNrg+W247KmFfrvsJT1xxrE2cW2FfC3rSCxswZf5Gu2Xl9Z0dNrM3lxaqrPK9Q625KA8JWyGAez/c7/KxjnisI5c1L4th+en4RUZKS7zeHActtBlNeH1DJlqU94Pay/Sv/rE2r8GX7YTiqF22YFPHVQFavMSD+RwJFKijBcG7OoKIiPQzpE+PoG5/W6b9VY1qkzLXNbdj4ZoMtJvMqlfG+craF3zx+/SAtuOJ7ahtf0pyzP38sN1zw0FqQa1XE2hrYcZr23DFyyxh4a2yem0T8TkV7ucVosAJIbB67nSn5aX1rXh3u/cnooiIQsHv5LIQIlEI0dt6G8DNAI4D+A7Afcpq9wFYHWiQepl18TBkvHgrXpw9UZf9X/Dcuo7b81xM6uFLX9KplrCL3qvBoQbytIWdHTbrCBBv6tc5esRmluxvDhWqjly2fUFHVUaldKzqohOuFpkvI087k8nOyeuZb+3COSqXWBbVtmD+D+maJZ+X7zuDt7dkO3Uc1LbuzReLUqVTGWiJAl+++HSBQb8cGRAA62iLJ2dO0DkSIiLSWt7LM/E/F4kPre3PrcaEZ9Z1zGNiMnf2VxeuycCSHblIPlbSkVye+Nx6r7etMswBALBUqd8MWEol3PD6NqfBGf6wHbhg3c/d7+6xPOZHvylcyniV1rXizsW7VSciPHS6RtOSfFVNBs8rdXEGo9mpn2o2S7S7mPhN6y4551UJjcT4GOQvmoX5DvmIV9Zl+vW9nIgoWAIZuTwUwC4hxFEABwAkSynXAVgE4CYhRBaAm5T7ESshLhr3XpmE/EWz8NnvLw/pvj3ltHz5g2J7eWGb0YSNGeoDylvbTTjvafsJA1raLeUGPt6Tr/o8CekxEfe3r4+qjly2jjSJ8qKvYn2q44jsQDlP6KfsDxIZLiZe2XGqAnXN7XhsxRF8uCsPRwpqNYnDOtlhm9H96A9fEuet7ZZtOo4k91ewuzMNre2obXb+4lBa1+rxfRYuX7S6uwGJcQCA6WMH6RwJERFpTQiBS0b2w9HnbsacaaOCtp9vD9tffv/WluyO261KP+mxL1ODXis3p6IJ723P7bgvpcQbG085rdds8K7MnKsu3JEzoRv5q7X6VstVmI4J5K+VuWPufncPbn97lyb72RRg2S2zWQY8B4k/pJRYebjQaUCPPyob2zD+6bX4cFee3fJHv0zFOFcTv3WFER/d2K+vTHJa5mtdeSKiYPI7uSylzJVSTlL+TZRSLlCWV0kpb5BSjlN++l7DIUxdPW4Q9syboXcYPmk2GJV/nR3V855eh6NukqAVDW0dyU3bZQBQ5TBRn6MVBz3Xg25Sajs75sZ3ZlcCAFycbLez7ngp/mqd6M+HftI/vnU9ksIda/LWrBLTvUsP4IFPU2zqGEvlf++Tm9U2Iy+MJjOS5iVj2d5828155LjaBztzkeZh9Le/OutQOz/2/HcnXH7R8ifXe+lLm3DJi/alWjJLG3DFy5vdnuTwd3+kPetJqZ5xMTpHQkREwdI3IRYv/+QinHjhlpDve3Vq5wlzrUbxVbjp61r7d3uyK3HHO7uxZEeu0zrXvbrN7fatAxHUzpNvP+XbROeutvPpvtM+bcPKmiD2h1rJuse/OWZXas9Xh07X2CWT//zFEfxhWUrH/ZyKRo+DMRwt2ZmLa17ZilNlDX7H5Y/1J0rxl6+O4t+bXfSVfVRSazmmq47YT9quNojE8SuT0dMXLg+Yqw69/EWznJb9c91JXmVJRGEh0An9up2z+yVg/WPXIiE2Wu9QvFLX0o5L529y2fl1pd1kRnJaidPyhWtOenzuU6uO47tUz6NirYnrdcdL8J9tnaNPko9Z9us4K7ijBz871HFbQHjduan0kBi35VRz2c26+/OqceSM+y8KatafKMWU+RuxL7cKANCqHJsSpeCq2wAAIABJREFUZYKS93bkYvY7u1ST6Gov/aXkDPz4ncBHh7jcp5vj/fGefLy1OUuT/bga1ZGnXBK7N6fK7XNXOnS0SR9NbZYve4lxkdFeEhGR/xLjY3BchwRzQFz0244W1OLmf7meaNs68d6Dnx1CmkqJh/IG9/1NtQkJrd7e0tmPktLzVYGuPPO/4z4/BwC+8mKQiBrrQAxXVxXaltrz1d3v7rFLJucrfUGrG17fjqdW+fZ69yv97lCPXq5rsSTvKzy8R9wprm1B0rxkHMi3jN9Se3vkVTZ1vF8B5/67t5NedidCiHwhRJoQIlUIkeL5GaG36S/X2t1/d1sOxjyxBnXN/p8YIiLSApPLfjjvrN7ImH9rSCf881duRZNPlwlOmb8Ri9Z6TiSr2ZvrPuln65nVJ/DKukyn5Y6d0qR5yfhgpyU5XuNQX81uNnGb3tWWk2XILHUejTDuqTVImpesOoLCsQ6edYHtts9UqXdEO5/mXcb7YJ6lY3is0JKcdlUGwrb+tNoXDF++d3izqsnsefJCd6OzTxT7P2r6ypc349Y3d7hdp81oxurUIp6pD3NLlUs1e/eI1TkSIiIKhV7xMchacJveYXjNOqCiqLbFbvmpMte1la0DJOpbnUtf7FGuwHOnRWXiblvHizrLsI15Yg3+tcn5pP3OrM7RzeUNbXh5bYYmfaKGViP+78tUjyfxXekcuRzcIa2uXuU+H75/AIHHKKXE1sxyv+da+Sql0O8TAAeU7w4rDljmUFGbwPL617bhxjc6T5I4fjdxNdJ/d3YlGrwcvd6FBy5fL6W8REo5Ve9AXBk7pDdyF850Wj7pxQ2alFshIvIXk8sBmHXxMOQvmoX8RbOQ+dKteofj0i8/2O/T+g0uOsu2QpHKq25yPpu/YE0Gmg1GTJ5vXyah2WBymcj93ccpuOXNHThWWGvXSWo3WV7B/ctcn4x27Gt21Ie2WXbHYvURwb726637W7jmJOb/kI6r/7nV9XoqXTjr87WuMXzuk2sw862dKrF4NuutXdiYXuZXx7OkrhUnXZwYsLX9VAUeXZGKnVmev8hZHTpdg3XHnUflU/BYJ19K4MhlIqJuIzY6Cpv+ci1Wh2CyPy0UVDdj+qItXq0rJfDT/+5x+dg7W7NdLrd1/rPrPK7j6NO9+U7LHAdQvLc9FxklDThd1WS54s2D1IJaJM1LRm5Fo11CasmOXKw6UoQ57+/rKGPnqygBLNmR43lFHyXNS8YjXxzBaTeDPHzlbz5+TVopfvvRQXzkqUybA9v+vL+lS/zNi3t6XnWTAb/8YD/mfn7E/Yqku6gogW8evNJp+fin1+K19ZmaTTBPROQLJpc1Eh8TjewFt+G7h6fj+vMG6x1OUMxdfhjvbtO+swgA2eWdneTDZ5zrQUsJl6OcDR7qhd3xzm4czK9xWp5b2YSXfkjH7MW77ZZbaydbJ1PpHMnc+Ue6NkiXHTlOyOGKY1fBn5maPXWkrcl4Twle63bUJtjTYkZ1TzydDLF197t78OBnh33eR7BH4BAREXU1Y4f0xqSR/TB6YE+9Q/HojA+lEdJL6l32KwHfaz4X1rR4XgmuB3a46su1m8z40avb7K54U/M/pXzYrz88gPE2k3ibbDZsNEl8ceBMR0kyTzon5hZeldPzh1aTUlt7dsV13v0OHM393NKfLK71/Pyy+lbs9mJUu686Bph4+bbz1Ju11q3OLHWewNzd/rsYCWCDEOKQEOIBxweFEA8IIVKEECkVFb7VRtfa1KQBOPWS81Ui72zNxjlPrvG5DjkRUaCYXNZQTHQULh7RDx/9dlrHiOa/3Txe77A046oWsxYa24y48Q33ZRAAuJzETUpp17n5dN9pPLXK88R9Da1GfLArz2liQ2vi+JpXtiKnorGjQ+/tZIA/e28v5i73nMA0myVufGM71h4v9Wq7ah24dqXAnVqS9bpXt/p8meSfbOIvr291LgNiM5o7p6IRV7y8Ge+5qOkt7W5rcwZd645sbkVjQJPMEBERkbrtj1/f0Seee/25eofjkq9X+akxS4lvDhVqsi1bUlpO5M//Ib1j2Ue7nQckOA6YUHOqrAFGpf/oWA7Ets942YJNeGJlGu602a7taOaTpfVotLn/yR7LSFxPfbWkecl2g0rU7DhVgRmvb/O4njf7VPPs6hP4Qikvoaa4tkW1nq0A8PKaDJyuUk/Az3prl2bvMft9W/vj3vWxPR2jju3ZbK68vhWz3tqJ0rrOvrLRZEab0fWVo13AdCnlFAC3AZgrhLArcCylXCKlnCqlnDp4sP6DyeJionD02ZtdPnbe0+uQNC855HXFiaj7itE7gK7u4RnjMPf6sdh2qgKDe8Vj4tl9UN1kwKUvbdI7tLBR3+L/SOBNGeUY2ie+476/9ctcJWBveN31ZC6eJKeV4OpxgwBYJjRrbTehR2w06prbUdXUhnUnSvHrK0bbTbLhfaCWHw2t7ThRXI/cCktn9tV1mfjKxeVR+VXN+CqlAD+/bJTLze3PrcKyfafxzpzJHSN0bSeosU7A4mp2YqBz1M3u7Eo8+CP7L43BKIfsuE1rR9nfiVFmKL9j6+srq2/FT/6zB8v/cLnfMZIFJxYhIiJbj98yAeOG9EZaUZ1XV2tFmoP5NaqjmgP1m48O2F1RVlzn34nxotoW3Pwv9QEd1vJxQOfVgXU2/XTbeVxufdO+fNq3hy2JdU8TFgKWmsNWJXUtGNY3oeP+da9uxcUj+uFYYS3yvSyB4arPue54CYb06eHxuU+sTMOcaa77yQBw1aItGJgYh0PP3OT0WH5VEzZllGNrZjk2/N+PXD7flwnF/eFNf/tYYa3HgTKdpfY6fXGgACeK6/H5/tP4y83nAQDGPmUZ6f7IjLH+hBvWpJTFys9yIcQqANMAeB4BpaO+PWORv2gWkuYlu3z8mle24rYLz8LCuy5C/8S4EEdHRN0JRy6HgBAC1583BBcO7wshBAb2iu8YxXH8hVuQFAGXDAbTVV7WuVNTVm/ptL2UnOH3NsY8sabjEjctPLHS0oHbfqoCE55ZByklJr24ATNe345X1mWixMcvBY5jAx754gh+sWRfx/02kxmFNc04VdaAv39z1G7df3ybhm2Z5U7bPHS6Gj9fsg/Jx0rQ5GGCmd98dADtHkqQBEurhwkpW9tNuGyB65M1TW1G1Hs5MQkA/O3royiqbfG7Dh512pBuGZV/4/lDdI6EiIjCxZ2Th+OZ2y9A6rM34brzBuNnU0foHVLYq2tpR3WT84TP3rp8YWcfyXFibG9lljZg9ju7vJqQ0BtLbK54u/LlLfjnupM4WlCLi55bj/yqZnynQfmLBz87jJ/8p7M+dmu7CWvTSrAxvQzbT9mXNHCVmGtobe8Y1VyletwsPfRTZY3446eu53NxsbpL3l5paB0MkllmOdkgAZQ3tLodaPGwSh3lZoMRP3p1Kw7mVztPao7OhLO14ovjSPeuRAiRKITobb0N4GYA/o1a0sHR525GQqzrOU7WHi/F5Pkb8asP9qOwhiOZiSg4OHJZZ73iY5D852vQ2GbE5Qs3IzpK+FyzjQJj7VCuSfOuRIU/xjyxxu5+Rol39cysmpXOvPXSt1MO9ZCb24yqkwECwGf7bC/5k9ibU4U57+9TXd/RtswKZJc34vxhfTo6nyeK63HLxLPcPs/6Xj6YX4PcikacM7iX1/u0uvaVrShvaEPK0ze6fNxd3e3JL26EwWR2OfLaVdLaOkGg7czbWsy+3h09/s0xAMC4ob11joSIiMJNv55x+Pi30wAAf7jmHLvRtFePHYRdQahRG8nK/bxCC+gchAEAR874N7L6ljctv587vSy94at3t+U4zevi7ahlwLuyGC98n+62BMbn+zsfazGYcNHzGzxuM8pmv+tPlDk9btuH3JTu/HizobOsyJgn1iB7wW2IiXY/9stktu/3Zpc3YtoC91caqh2fE8X1OF3VjEVrT+LdX02xRg3AcgXaGxtPKUssy2zLonTBohhDAaxSkvcxAD6XUvo+A6dO+ibEImP+rfjy4BnVUeq7sis7vi/mvTwTre1mTrpNRJphcjkMJMbHIDE+Bifn34roKIHY6CikFtTCaDJjyY5c/Hb6GJ8SgRT+fJ0Y0VrvOrWgFj+/bBSaHRKjWR5KbDgmYB3fT8W1LRg/tDeeXJWmOmGh0STRbjLDqGzLtl71zqxKLHW4xNVgNOMemxpz9y9Lwea/XofM0gasPFyIebdN8GqyPOsXqjSVyyzdbUEt8dzabsKEZ9T7i8wna+cvN3WduvNERKS98UN7OyXF6lra8f/e3eOxf0O+eWb1iYCerz6CV18F1Z0jautb29GnR6zTOp5qKy9I7qxp/foG50nEAUv/8ec2Vw56mlj8f6lFHbf/sCwFi35ykd3jP357l939Y0V1mDKqP3738UFcPKIvHrvRuQ/ly2TWgKU/bjS57tha+7sCzjWXH1p+qGO9FoMZeZVNXk1gGKmklLkAJukdR6B+ftko/PyyUaplMqxsBz59//DVuODsPoiO6oKnDIgoZJhcDiM9bC5luWRkPwCWmWABYNWfrsKFw/siNjoKuRWNiI+NxvB+CdibU4Xs8gb8eNLZ2JBehqyyBry/s+vVsetqTpZ6nsjElS8OFOCLAwU+P2/HKfczGrurv2dlNJsxfdEWu9EzZptR9l8etI/rX5tO2d3PqWjC8aI6/OajA6hsNOD+a8/BoF6WetnHi+owtE8PDO4dDzWvbcjEQ9fZ13U+dLrGbgJCbxTXtiC92H7k+O8+PogtJztLh9iPXPZp8+Qg1sMIHCIiIkd9E2Kx8S+dNWznLNmHvblVOkZEkeLi5zcgxo8kmW2JONuJCq1+OFbsVF5iW6Z9/7qqsc1uXp19OdV2jzt2KXMq7CcC/Ml/9iB/0SxsOVmOLSfL8aPxgzF6YCIG2NTKNbu5wvXxr486LZv0wga7Wtm2sVhHVgthX3P51fUnsSen8/O2dHceljpMImlQSVhTeMhdOBNCAHtyqjxOKPnjdzpPcjwyYyyuHjsIl58zMNghElEXw+RyhJg8qn/HbdvSAleeOxBXnmtp/H82dSQA4KlZF6CpzYj3duTil5ePQmpBLf746SE8esM4TB7VD7/56GBog6ew4qrD7I27bOrWWf1wrKTjtrX2mzv786pR2WgZ9bJo7UmsTi1C1oKZuF0ZubHusWtUn3uiuN5pFnZ3EwJttUkW286UfN2r25xGmtgmlgH7SQ0XrMnA/deeA8By7Koa2zB6YKLqfgl2s4oTEREF6osHrkCzwYhX1mXiN1cl4WB+dUf5JSJHxgBLDLoaBKJWt9iWY7L4yxT7gRfWOVncsZ0Q+a7/7EHSwJ5Y9afp+POKIzAYzW5LpHzt0E8G4DKxDAArDpxB/56WpPXB/JqOms1SSize6vkKy/9u71znkz35+PllI3GmuhlZZY2YMKw3zvWjFB5pJ0o5wTJ97CDkL5qFyS9uQI0Xk22/vSUbb2/Jtls2fexA7M6uwtOzzkdifAwySxvw9KzzUdHYhpWHi1BU24IFd17o1RWpRNR1iXCoJzp16lSZkuLFJAjkt8Y2I3rFW84lpBXWoX9iLEb0t0wk2GwwotlgQmJcDJoNRpypbsbrG06hR2wUNmU4TwRH5K8rzxkYkSOPHr/lPLy6vvMSSbWadt4QQhySUk7VIq5gCqRdnrv8MJLTSjB/9kT8+sokbQMjItJQd2iTu7LWdhPMUiKvsgnfHS3GmIGJuGhEX8x6axde++kkDEyMw28/5qAKihzD+yV0iYnz8l6e6XeyMRLa5Uhtk1sMJpz/bPBKSf/nl1PQ1Ga0JKBvvwDL95/GwbxqLLr7YpilxLbMCsRFR+GCs/vALCWG90uAEAJtRhPioqOYoCYKQ962yUwuk0dSShhMZsTHWMp2LN6ajfiYKMTHRqOqsQ1tRjOG9e2BZ1efwKWj++PQaf8mCyGKFJeM7IePfnMZ+ttcpuitSOgwA4G1y9Y6b7kLZ3aMnCAiCkfdoU3u7g6fqcHYIb2QGBeDVUeKcNfk4YiOEnj866NIOV2DSSP64n+pxQCAudef69WoTSLyLGvBbX6VR4uEdrkrtMlGkxljn1qrdxiqjr9wC44V1GJ7VgVGDeiJPTlVuHXiWWhpN+Hv3xzDjAlDIKXE+/dOxbPfncCzt1+AHrHRaDeZ8dHuPFw9djBGDEjAiaJ6VDa24ceTzkZlYxu+OVSInVkVyCxtRGu7Casfno7RA3oi5XQNesRGY9SAnujdI6bjvWswmhEdJTpqUhuMZuzJqUR8THTHFeSA5WTn21uy8MiMcR1xuHv/1zQZfPouWdfcjjaTCUN69/DziPpPSgmjWbLcYZiSUgb1xAyTy6SrzNIGfLI3Hy/NvhAAMOGZdXjv15fi+glDnNY1mSW+PFiAJ1d5vlSMKJz4M4I5EjrMgP/tsu1kiYGM8CYiCoWu3iaTd2qaDGgyGDGif09IKbE3twqXjxkIAdidJC2qbcHAxDh8vv8MXvwhHfdfM4ZznRCpyHjxViTERXte0UEktMtdpU0uq29FlBBoajPiute26R1Ot9AzLhp3TR6O5fudJxn96o9XImlQT6Tkq88rNH/2RPRPjOso1fPkzAlYuOYkLkvqj9d+Ogm3v73L48Sff7lpPEYP7IkFyRm4etwgrDxcpLpuTJToKDV0WVJ/PPijc/Hw50fQ0m7C2CG9MHpATyy46yLsy63C0D49MOf9fYiLjoLBZMbdU0bg2vGD8OiKVLxwx0QkxEYj5XQ1HrtxPJoNRmSVNeKh5Yex8K6LcPelw7HjVCXuX5aCUQN64vFbzsOZ6mbERgs8cO25aDeZsTu7Esv2nsYD156Dwb3j7crvFNY045V1meibEIsXZ0/sGBFvMJrR22aSV6PJjBe+T8dD152L/j3jcOh0DfomxMJgMmHyyP5IK6pDWX0rxg3tjWOFtdiQXoY/XD0GYwYl4tcfHsBvpydhw4kyzL1+LPr1jMWHu/KQWdoACYmHrhsLg9GMyaP6YapSf3/fEzfgiZXHYDRLvP6zSdiVVYlX12fih0euRnxsNGqbDThT1QwhBA6fqcGcaaPQp0cMjGaJtcdLcOP5Q3EwvxpfHSxEu8mMG84firsmD0dcTBSiowQ+2p2HF75Px++vHoOLR/RFXHQUesRGo0dsNEYOSMDwfgkwSwQ0YSeTyxSRpJRYvv8Mfn7ZSGSVNaJnXDSSBnXWt21tN6GpzYjE+Bi0GEworW9F0sBErDh4Bq+tz8S7v7oU9y49gIevH4ujhbU4b2hvfOCmLi9RIJhcdvblwTP4x7dp+NvN4/HwjHFBiIyISDtdvU2m0GtsM+LTvafxx2vPgcFkRrPBhN49YhAtBBrajDCZJTJLGzDn/X0ALOUDHv78CJLTSvDw9WMxeVQ/PPfdCfz5hnFoN5nx7aFC9O8Zh80nWaqOIou/V7BFQrvcFdvkxjYj4qKjEBcThQN51cgoqcdlSQPw/PcncCCv2vMGiCisnXrpNsTFBO9qEiaXqVsxmSWW7srDz6eNRG5FE15ZdxK/v3oMzu6XgK2Z5fgutRjP/Xgi5v+QjvSSegDAvVeORs+4GLuJK4gAJpddueVfO5BZ1oCjz92Mvgmxnp9ARKSjrt4mU2RoN5lRWNOCMYM8Txh8IK8aq44UYuFdFyE5rQS3TjwLMdFRaGozIiE2GkcKajFyQAIG9IzD/311FGf37YH42Gj0iI3CvtxqzJ50NhauybBM9FXVhJgogcNnakPwKqm78fcKtkhol7tzm5xd3ohRAyxzN8XFRCG1oBZ/+SoV5w3tjbXHS3WOjojUzJgwBEt/c5nPz2NymSiI2oyWmZfjY6JRWtcKIYDBveIRFSVQVt8Kg9GMkcofXSuD0YyKxjZECaCq0YA1aSWobGzDzy8bhZT8anyVUgCDyYwrxgxEv56x2JNThbsmD0dRbQs+2p2PcUN64ZEbxqG+pR1P/++4Hi+bHDC5bM9gNGPK/I0Y1CsO2x6/PkiRERFppyu3yUT+sL2MeP2JUiTGxeDycwYgJkpg1ZEiXDNuMKqbDDiQX43vU4vRt2cs3p4zGYu3ZuPtLdn4283jcbK0AXtyqnDHpLORWlCL1AJL8nrOtJFYebgIbUYzAGDSyH44WsDEdlfF5HL31dDajighEBMt0G6SSIyLxrbMCgzuHY/3d+aiusmAd391KS58bj3e+/WlaGg1YkT/BORUNOKpVfyeSxQME8/ug+Q/X+Pz85hcJurCWgwmxEYLxPhRVL/FYILBZMbSXXm445KzES0EqpoMuHB4H6xNK0WP2CgkDUpEeX0bRg/siYTYaBTWtsBokvjZe3sx4azeOFnagL4JsahraVfdzzmDEmGWElOTBuCbQ4WBvNywNGpAT+z4u+8JVL06zEKIWwH8G0A0gA+klIvcre9ru2w0mTH388NYf6IMy343DdeOHxxYwEREIRAJSQyAfWXqfsxKjU/bsgqnq5oweqDn0d2nq5qwIDmj4+rEnnHRKKxpwfs7c/HkzPMRHxOFZoMJ7SYzFm/NwV9vHo9HvjiC0QN7okdsND63qYXKutr+Y3KZAtHaboLJLNHabkKP2GgkxscAsG8HCqqbERsdhbP69kB9azsO5dfYzfFkMJohhGVbiXExiIoSqG9tR58e9ldX5lY0Yk9OFS44uw+mjOrfsby8oRUb08vw6d7TeP1nk7DycBHOH9YH1503GOnF9Ti7XwIGJMYhv6oJPxwtwT2Xj8LXhwpwyYh+eEipmTyifwJuu/AsrD1eiuLaFvRNiEVNs/136KSBPVFcZxmgZnX9eYOxI6sSN0wYgg3pZT4fP7WTd1v/dh3uXLxb9Xv8n2eMRWFNC0YO6Il/b87qWD68XwKKalt8jqM7G9a3B0rqWvUOo8P3D1+Ni0b09fl5TC4TUViz/rF3nHU2r7IJAsCwfj0QH2OZBERKCSmBhjaj5TlRUUiIi8benCrExUQhSgDvbc/F/deeg0tHd3YIfjhWjJomA6aNGYj61nYkDUzEH5aldPyh3fn361HX0o7b396F305Pwq6sSiTERaOioQ0f/3YaoqOAD3flYUjvHkiMj8bCNSfRp0cMfjJlBJ6/Y6Jfr1uPDrMQIhrAKQA3ASgEcBDAHCllutpz/GmX7353D847qzcW3HlhUGesJSLSSiQkMQD2lYnCRbvJ7NR3dWR7haMts1n6VIM4taAWowb0xIDEOBhNZlQ3GzC4Vzz251Vj4tl90LtHLOqa2xEfa5nAqaqxDQfza3DRiL4QsEzE9cTKNPz15vPw9aECHCusw+f3X474mGgYTWYYzRKz39mNF2ZPRFxMFOJjolDVaMC9Sw8AAKaPHYjfXDUGb23OQnpJPe6aPBzxMVFYvv8MJo/qh99NH4M+CZYJrYb16YEvUwoAAIN6xWHxPVNw+TkDfTiynSKhXWabTJ6U17dicO94t9+J8iqb0Cs+BoN7xwNAx+eyR6zvE2GGyrrjpcipaMQdk852ulJ7xmvb8KsrRuN3V48BYJlkLyE2GgN7xbvcVl1LO/IqmzC8XwIG9YoDABwpqMUFw/qoHoOG1naYzBL1LUaYpUSzwYQnVqXhidsmYFrSADz1vzT88vLR6J8Yh+H9ElBe3wqDyYwR/TtjzaloREJsNM7ul2C37XaTGVFCqE5+Z81JREUJNBuM2JxRjlsvPMvub0JruwlCdLb/maUNMEuJ84f16Vin2WBEdJToWCe7vAGjByYiNjoKBqMZsdEC1U0GxERHoW9CLPIqmyClxDmDe+HwmRpcMqIfoqIEKhvbkF5cj2vGDUJruxkmKdErPganyhpwML8a90wbBSEEFm/NxsUj+uKacf4N/mJymYgoDOmUXL4SwPNSyluU+08AgJTyZbXn+NMu+/qliYhIb5GQxADYVyai7iMS2mW2yUTUXXjbJvt+TT0REUWa4QAKbO4XKsvsCCEeEEKkCCFSKioqfN4JE8tERERERERE3QuTy0REXZ+rrK/TZStSyiVSyqlSyqmDB7NmMhFRsAghbhVCZAohsoUQ8/SOh4iIiIjIX0wuExF1fYUARtrcHwGgWKdYiIi6NaUO/mIAtwG4AMAcIcQF+kZFREREROQfJpeJiLq+gwDGCSHGCCHiAPwCwHc6x0RE1F1NA5AtpcyVUhoArAAwW+eYiIiIiIj8wuQyEVEXJ6U0AngYwHoAGQC+klKe0DcqIqJuKyR18ImIiIiIQiFG7wCIiCj4pJRrAKzROw4iIvK+Dj6AJQAwdepUp8eJiIiIiMIBRy4TEREREYUO6+ATERERUZfB5DIRERERUeiwDj4RERERdRksi0FEREREFCJSSqMQwloHPxrAUtbBJyIiIqJIJaTUv4SbEKICwGk/nz4IQKWG4QQinGIBGI8njMc9xuOev/GMllIO1joYrQXQLneV31OwMB514RQLwHg86SrxsE0OLcbjHuNxj/GoC6dYgMDiCft2mW1y0DAe9xiPe4zHvaD2lcMiuRwIIUSKlHKq3nEA4RULwHg8YTzuMR73wi2ecBFux4XxuBdO8YRTLADj8YTxRIZwOy6Mxz3G4x7jURdOsQDhF0+4CLfjwnjcYzzuMR73uls8rLlMRERERERERERERD5jcpmIiIiIiIiIiIiIfNYVkstL9A7ARjjFAjAeTxiPe4zHvXCLJ1yE23FhPO6FUzzhFAvAeDxhPJEh3I4L43GP8bjHeNSFUyxA+MUTLsLtuDAe9xiPe4zHvW4VT8TXXCYiIiIiIiIiIiKi0OsKI5eJiIiIiIiIiIiIKMSYXCYiIiIiIiIiIiIin0VsclkIcasQIlMIkS2EmBfE/YwUQmwVQmQIIU4IIR5Vlj8vhCgSQqQq/2baPOcJJa5MIcQtWscshMgXQqQp+01Rlg0QQmwUQmQpP/sry4UQ4i1ln8eEEFNstnOfsn6WEOI+P+I4z+b1pwoh6oWY+hyOAAAHeklEQVQQj4X62AghlgohyoUQx22WaXY8hBCXKsc7W3mu8DGWV4UQJ5X9rRJC9FOWJwkhWmyO03897VPtdfkYj2a/HyHEGCHEfiWeL4UQcX7E86VNLPlCiNQQHh+1z7cu759IFshn2Mf9sE12H4vu7bLK51y3z5RKPGyX1WNhm9xF+PsZ9nEfbJPdx8I22bt42Ca7j0eXdlmwTdaUv59hH/fBNtl9LGyTvYuHbbL7eNhXdkVKGXH/AEQDyAFwDoA4AEcBXBCkfQ0DMEW53RvAKQAXAHgewN9crH+BEk88gDFKnNFaxgwgH8Agh2WvAJin3J4H4J/K7ZkA1gIQAK4AsF9ZPgBArvKzv3K7f4C/k1IAo0N9bABcC2AKgOPBOB4ADgC4UnnOWgC3+RjLzQBilNv/tIklyXY9h+243Kfa6/IxHs1+PwC+AvAL5fZ/ATzkazwOj78O4NkQHh+1z7cu759I/efuPRKEfbFN9u33EvJ22dXnXM/PlEo8bJdVYnF4nG1yhP5z9x7ReD9sk337nbBNZpscMX1lsE3W7J+794jG+2Gb7NvvhG0y2+SIaZM9fMZ1b5cjdeTyNADZUspcKaUBwAoAs4OxIylliZTysHK7AUAGgOFunjIbwAopZZuUMg9AthJvsGOeDeAT5fYnAO60Wb5MWuwD0E8IMQzALQA2SimrpZQ1ADYCuDWA/d8AIEdKedpDjJofGynlDgDVLvYV8PFQHusjpdwrLZ+0ZTbb8ioWKeUGKaVRubsPwAh3r8fDPtVel9fxuOHT70c5gzUDwDdaxKNs72cAvnC3DY2Pj9rnW5f3TwRjm+x6v3q2yYBO7XI4tclq8bBd9hwL2+SIF5J2mW2yT9gmq8TDNtm7eELdLrNN1hTbZOf9sk223w/bZJV43OhWbbIST9i2y5GaXB4OoMDmfiHcN5qaEEIkAZgMYL+y6GFlaPlSm+HrarFpGbMEsEEIcUgI8YCybKiUsgSwvOEADAlhPADwC9h/qPQ6NlZaHY/hym2tYvsdLGd/rMYIIY4IIbYLIa6xiVFtn2qvy1da/H4GAqi1+cMT6LG5BkCZlDLLZlnIjo/D5ztc3z/him1y+LXJQHi1y+H8mWK77Brb5MgW8naZbbJHbJO9wzZZnW7tMtvkgLFNZpvsTjh/ptgmq2Nf2UakJpdd1fyQQd2hEL0AfAvgMSllPYB3AZwL4BIAJbAMh3cXm5YxT5dSTgFwG4C5Qohr3YUe7HiEpU7NHQC+VhbpeWw88TUGLY/TUwCMAJYri0oAjJJSTgbwFwCfCyH6aLlPFVr9frSOcw7s/8CH7Pi4+Hyrrqqy73B4b+uJbXIYtclARLXLun6m2C67xTY5soX0tbJNdo9tspc7Z5vsiS7tMttkTbBNZpvsD7bJFmyTHYRjuxypyeVCACNt7o8AUBysnQkhYmH5xS2XUq4EACllmZTSJKU0A3gflqH37mLTLGYpZbHysxzAKmXfZcIyhN067L48VPHA8ofisJSyTIlLt2NjQ6vjUQj7y0D8ik1YCqTfDuCXyuUFUC7fqFJuH4KlLtB4D/tUe11e0/D3UwnLZRUxLuL0ibKNnwD40ibOkBwfV59vN9vR5f0TAdgmI6zaZCD82uWw+0yxXVbHNrlLCFm7zDbZK2yTPWCb7J5e7TLbZM2wTWab7E7YfabYJrvHvrILMoAi6Hr9AxADS8HpMegs0D0xSPsSsNQZedNh+TCb2/8HS60XAJgI+6LiubAUFNckZgCJAHrb3N4DS72hV2FfwPsV5fYs2BfwPiA7C3jnwVK8u79ye4Cfx2gFgN/qeWzgUDxdy+MB4KCyrlCeO9PHWG4FkA5gsMN6gwFEK7fPAVDkaZ9qr8vHeDT7/cBytte2IP6ffI3H5hhtD/XxgfrnW7f3TyT+c/ceCcK+2CZ7F5eu7TLCqE1WiYftskosNseHbXIE/3P3HtF4P2yTvYuLbbL7eNgmu4nH5hiFtF0G22Qt20q2yWyTVT/jen+mXMTDNtlNPDbHiH1l2xj8/UDq/Q+WWQ9PwXI24Kkg7udqWIaBHwOQqvybCeBTAGnK8u8c3vBPKXFlwmZmRS1iVt6kR5V/J6zbgaV+zGYAWcpP6xtDAFis7DMNwFSbbf0OlqLn2bBpXH2MpyeAKgB9bZaF9NjAcilCCYB2WM60/F7L4wFgKoDjynPeASB8jCUblno21vfPf5V171Z+h0cBHAbwY0/7VHtdPsaj2e9HeT8eUF7j1wDifY1HWf4xgAcd1g3F8VH7fOvy/onkf2rvkSDsh22y55h0bZddfc71/EypxMN2WSUWZfnHYJsc8f/U3iMa74NtsueY2CZ7jodtspt4lOUfI8TtMtgma91esk1mm+zyM67nZ0olHrbJbuJRln8M9pXt/llfEBERERERERERERGR1yK15jIRERERERERERER6YjJZSIiIiIiIiIiIiLyGZPLREREREREREREROQzJpeJiIiIiIiIiIiIyGdMLhMRERERERERERGRz5hcJiIiIiIiIiIiIiKfMblMRERERERERERERD77/+/7xClq8UF9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in dims_range:\n",
    "    plot_losses(histories[i].history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results (old)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "history = {'history': history.history}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, len(history['history']), figsize=(len(history['history']) * 5, 4))\n",
    "for i, (title, values) in enumerate(history['history'].items()):\n",
    "    axes[i].plot(values)\n",
    "    axes[i].set_title(title)\n",
    "#axes[-1].set_ylim(-2000, 50)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, _, feeds = next(batching.batches(vae, adj, labels, target_func,\n",
    "                                    adj.shape[0], 1,\n",
    "                                    p=1, q=1, neighbour_samples=None))\n",
    "\n",
    "q_preds, adj_preds, v_preds = zip(*[vae.predict_on_fed_batch(x, feeds=feeds) for _ in range(10)])\n",
    "\n",
    "q_preds = np.array(q_preds)\n",
    "adj_preds = np.array(adj_preds)\n",
    "v_preds = np.array(v_preds)\n",
    "\n",
    "q_pred = q_preds.mean(0)\n",
    "adj_pred = scipy.special.expit(adj_preds[:, 0, :, :, :]).mean(1).mean(0)\n",
    "v_pred = scipy.special.expit(v_preds[:, :, :, :]).mean(2).mean(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(8, (crop / 100) * 8))\n",
    "im = ax.imshow(q_pred)\n",
    "plt.colorbar(im, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, (crop / 100) * 8))\n",
    "\n",
    "n_features_plot = crop\n",
    "\n",
    "im1 = ax1.imshow(labels[:n_features_plot])\n",
    "ax1.set_title('Real labels')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(v_pred[:n_features_plot, :])\n",
    "#im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted labels')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAB7oAAAN+CAYAAACLpARNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xm4JNlZ3/nfm3mruva9u7qr9xVZEkxLIDW2B4zNgJax3DzjQSA2Ixs0XjBmEWYZDLINNmYQAgYMIyQQQghhhEcWQriRsAHDSGijtXSrW71W19pd+9ZVXZURZ/7IrBvveaPixM1a+t6s+n6ep54nsyIy4kTEiRN5IzPfn6WUBAAAAAAAAAAAAADArBgsdgMAAAAAAAAAAAAAAJgGH3QDAAAAAAAAAAAAAGYKH3QDAAAAAAAAAAAAAGYKH3QDAAAAAAAAAAAAAGYKH3QDAAAAAAAAAAAAAGYKH3QDAAAAAAAAAAAAAGYKH3QDAAAAwCVkZr9mZs+Y2ec6ppuZ/YKZPWpmnzGzlz7fbQQAAAAAAJg1fNANAAAAAJfWOyS9sjD9VZLunPx7g6Rffh7aBAAAAAAAMNP4oBsAAAAALqGU0p9JOliY5V5J70xjH5W0wcyue35aBwAAAAAAMJv4oBsAAAAAFtf1kna45zsn/wcAAAAAAIAOc4vdAAAAAADwXvG3V6cDB6vFbsaCffIzzz0g6ZT7r7emlN46xSLsHP+XLqxVAAAAAABgls3g/ZH7Ukql6LaLjg+6AQAAACwpBw5W+th9Ny12MxZseN0jp1JKX3YBi9gp6Ub3/AZJuy+sVQAAAAAAYJbN4P2RLc/3OildDgAAAACL6/2Svs3GvlzSkZTSnsVuFAAAAAAAwFLGL7oBAAAA4BIys9+W9FWStpjZTkk/LmmZJKWUfkXSByW9WtKjkp6V9PrFaSkAAAAAAMDs4INuAAAAAEtKklSrXuxmXDQppdf1TE+S/tnz1BwAAAAAADADLrf7I5cCpcsBAAAAAAAAAAAAADOFD7oBAAAAAAAAAAAAADOF0uUAAAAAlpikKlGaCwAAAAAAXMm4P9KHX3QDAAAAAAAAAAAAAGYKH3QDAAAAAAAAAAAAAGYKH3QDAAAAAAAAAAAAAGYKGd0AAAAAlpQkqVZa7GYAAAAAAAAsGu6P9OMX3QAAAAAAAAAAAACAmcIH3QAAAAAAAAAAAACAmULpcgAAAABLTq16sZsAAAAAAACwqLg/UsYvugEAAAAAAAAAAAAAM4UPugEAAAAAAAAAAAAAM4UPugEAAAAAAAAAAAAAM4WMbgAAAABLSlJSldJiNwMAAAAAAGDRcH+kH7/oBgAAAAAAAAAAAADMFD7oBgAAAAAAAAAAAADMFEqXAwAAAFhyalGaCwAAAAAAXNm4P1LGL7oBAAAAAAAAAAAAADOFD7oBAAAAAAAAAAAAADOF0uUAAAAAlpQkqaI0FwAAAAAAuIJxf6Qfv+gGAAAAAAAAAAAAAMwUPugGAAAAAAAAAAAAAMwUPugGAAAAAAAAAAAAAMwUMroBAAAALDk1GVQAAAAAAOAKx/2RMn7RDQAAAAAAAAAAAACYKXzQDQAAAAAAAAAAAACYKZQuBwAAALCkJElVojQXAAAAAAC4cnF/pB+/6AYAAAAAAAAAAAAAzBQ+6AYAAAAAAAAAAAAAzBQ+6AYAAAAAAAAAAAAAzBQyugEAAAAsOfViNwAAAAAAAGCRcX+kjF90AwAAAAAAAAAAAABmCh90AwAAAAAAAAAAAABmCqXLAQAAACwpSUmV0mI3AwAAAAAAYNFwf6Qfv+gGAAAAAAAAAAAAAMwUPugGAAAAAAAAAAAAAMwUSpcDAAAAWFqSVFGZCwAAAAAAXMm4P9KLX3QDAAAAAAAAAAAAAC4ZM3ulmT1sZo+a2Q+dY/pbzOz+yb8vmNnhvmXyi24AAAAAAAAAAAAAwCVhZkNJvyTpayTtlPRxM3t/SunBs/OklL7Xzf/PJb2kb7n8ohsAAAAAAAAAAAAAcKm8XNKjKaXHU0qnJb1H0r2F+V8n6bf7FsovugEAAAAsKUlSvdiNAAAAAAAAWEQzeH9ki5l9wj1/a0rprZPH10va4abtlHTPuRZiZjdLulXSf+tbIR90AwAAAAAAAAAAAAAuxP6U0pd1TLNz/F/qmPcbJb03pVT1rZDS5QAAAAAAAAAAAACAS2WnpBvd8xsk7e6Y9xu1gLLlEr/oBgAAALDkmKpzftEXAAAAAADgSnFZ3R/5uKQ7zexWSbs0/jD7m+JMZvZFkjZK+shCFsovugEAAAAAAAAAAAAAl0RKaSTpuyTdJ+nzkv5TSukBM/s3Zvb33Kyvk/SelFJXWfMMv+gGAAAAAAAAAAAAAFwyKaUPSvpg+L8fC8/fNM0y+UU3AAAAAAAAAAAAAGCm8ItuAAAAAEtKklQvqEAVAAAAAADA5Yn7I/34RTcAAAAAAAAAAAAAYKbwQTcALAFm9idm9h0Xe1lm9s1m9kcXY7lXGjP7ETN722K3AwAAAACAWWJmt5hZMrO5yfM/NLN/8Dys901m9q6LvSwzu8nMjpvZ8GIs+0piZl9hZg8vdjsAAJcvSpcDwAKZ2ZOStkqqJB2X9F8lfVdK6fhitqskpfRbkn5rsduxlJjZV0l6V0rphtJ8KaV/9/y0CABwLpVssZsAAABw2Qr3OE5I+qCkf34p7nGklF41RZu+I6X04YvdhguRUnpK0prFbsdSY2ZJ0p0ppUe75kkp/Q9JX/T8tQoALj/cHynjF90AMJ3XpJTWSLpb0ksk/fAitweXwNlvnQMAAAAAcBk7e4/jpZJeJulH4ww2xj1kTI17KwCA5wNvUgDgPKSU9kq6T+MPvCVJZnaVmf2MmT1lZk+b2a+Y2crJtI1m9gEz22dmhyaPi78odst9uZl9xMwOm9keM/tFM1vupn+NmT1kZkfM7Bel5iteZvbtZvbn7vnPm9kOMztqZp80s69w04aTct2PmdmxyfQbJ9NeYGYfMrODZvawmb3Wve4dZvZLZvYHk9f9pZnd7qa/yL326ck6rjWzZ81ss5vvSyf7Z9k59sGbzOx3zexdk3V81szuMrMfNrNnJtv0tW7+15vZ5yfzPm5m/8fk/1dL+kNJ2yZlx46b2bbJ8t87Wf5RSd8eypR9w2Q56ybPX2Vme83s6oUcQwAAAAAAlqqU0i6N/1Z+sTQfifaTZvYXkp6VdJuZrTezt0/uS+wys584W8p7cj/hZ8xsv5k9Lul/9cu3ENdmZt/p/mZ/0Mxeama/KekmSb8/+Vv9X07m/XIz+/8m90Q+PanSdnY5t5rZn06W8yFJW7q2se++TGlZ1i7Ffs57Dm7+e83s/sm9l8fM7JWT/y/tw283sz+f7MdDZvaEmb3KLXOTmf26me2eTH/f5P8/Z2avcfMtmxyHuxWY2VeZ2U4z+5eTeyl7zOzrzOzVZvYFG9+3+RE3f+f9KDP7s8lsn54cr29wy/9BM9sr6dfP/t/kNbdP1vHSyfNtk7Z+lQAAOE980A0A52Hyx9CrJPnyTP9B0l0af/h9h6TrJf3YZNpA0q9LulnjP9xOSvrFBa6ukvS9Gv+R9dclfbWkfzppxxZJv6fxt663SHpM0t8sLOvjk/ZtkvRuSb9rZism075P0uskvVrSOkn/UNKzNv5w+EOT+a+ZzPMfzexFbrmvk/SvJW3UeJ/85KR9ayV9WOMy79sm++WPJ18U+BNJr3XL+BZJ70kpnelo+2sk/eZkHX+l8RcNBhrv538j6f9x8z4j6e9OtuP1kt5iZi9NKZ3Q+LjtTimtmfzbPXnNvZLeK2mDQrn3lNLvSPqIpF+w8Yfzb9e4nNq+jrYCAC5A0rg016z8AwAAmGU2/pL7qzX+W/usb5X0BklrJW2X9BuSRhr/Xf8SSV8r6eyH19+p8d/gL5H0ZZL+98K6vl7SmyR9m8Z/s/89SQdSSt8q6SlNfmWeUvppM7te0h9I+gmN72O8UdLvuS+dv1vSJzW+H/JvJZVywPvuy0yzrHPec5hs38slvVPSD2h8f+ErJT05eV1pH0rSPZIenrThpyW93czOvtn8TUmrJL1I43szb5n8/zs1vp9y1qsl7Ukp3d/R9mslrVBzz+pXJ6//UklfIenHzOy2ybyd96NSSl85med/mhyv33HL36Txfn6DX3FK6TFJPyjpt8xslcbH4x0ppT/paCsAXPG4P9KPD7oBYDrvM7NjknZo/IfNj0vjUl4a/2H3vSmlgymlY5L+naRvlKSU0oGU0u+llJ6dTPtJSX9rIStMKX0ypfTRlNIopfSkxh/onn3tqyU9mFJ67+QD4p+TtLewrHdN2jJKKb1Z0lVqspK+Q9KPppQeTmOfTikd0PiPtydTSr8+ed2nNP5w3f/h+p9TSh9LKY00/pD47DeH/66kvSmlN6eUTqWUjqWU/nIy7Tc0+WNs8g3m12n8h1uX/5FSum+yjt+VdLWkn5ps93sk3WJmGybb+Qcppccm2/Gnkv5I4z/YSj6SUnpfSqlOKZ08x/R/JunvaPwB/e+nlD7QszwAAAAAAJay95nZYUl/LulPNb6PcdY7UkoPTP4G36Txl8a/J6V0IqX0jMYftH7jZN7XSvq5lNKOlNJBSf++sM7vkPTTKaWPT/5mfzSltL1j3m+R9MGU0gcnf6t/SNInJL3azG7SuNz6v0opPZdS+jNJv9+10tJ9mfNYVumewz+S9GsppQ9N2rwrpfSQmW3t2YeStD2l9KsppUrjeybXSdpqZtdNXvuPU0qHUkpnJuuVpHdN9se6yfNvVfneyhlJP+nupWyR9POT+zUPSHpA0pdMtrN0P6pLLenHJ/uxdW8lpfSrkh6R9JeT7fs/e5YHAEARORkAMJ2vSyl92Mz+lsbf9t0i6bDGH7qukvTJ5su2MklnS1Ct0vgPmFdq/ItkSVprZsPJHzCdzOwuST+r8beiV2k8dn9yMnmbxh+6S5JSSsnMdrQW0izr+zX+o3Kbxl8IW6emHNeNGv8iPLpZ0j2TP37PmlP+h5P/cP1ZSWt6lilJ/0XSr0y+KXyXpCMppY91tV3S0+7xSUn73b47+8fTGkmHJ+W9fnyy3IHG++2zhWVLbj+eS0rpsJn9rsa/fP/7PcsCAAAAAGCp+7qU0oc7pvm/kW+WtEzSHnfPY+Dm2Rbm7/rgWirfJ4hulvT1vjT3pB3/fbLOQ5PKbX69N55rQaX7MuexrNI9hxslfbBjW0r7UHL3VlJKz07mW6PxFw0OppQOxYWmlHbbuMT83zez/1fjD8T/xbnaPXHgHPdS4v2WNZPtLN2P6rIvpXSqZ55flfR+SW9IKT3XMy8AAEX8ohsAzsPkm7PvkPQzk//ar/EfAy9KKW2Y/FufUjr7ge/3a/zL6XtSSus0Ll0laUH1PH5Z0kOS7py89kfc6/bI/eE1+WV51x9iX6FxiajXStqYUtog6Yhb1g5Jt5/jpTsk/anbrg1pXJbqnyyg7V3L1OQPn/8k6ZvV/43jBTOzqzT+xfnPSNo62c4PqtnO1PHSrv8/u9y7NS7n/tuSfuFitBUAAAAAgCXK/428Q9Jzkra4+wLrUkpnI82yexMalwbv0nmfQO2/y3dI+s1wP2J1SumnJuvcOIlbW8h6S/dlFrysBdxzKN1bKe3Dkh2SNp2tYncOZyvmfb3G1ep2LWCZC1G6H9Wl797KGo2rEb5d0pvMbNPFaCgA4MrFB90AcP5+TtLXmNndKaVa42+kvsXMrpEkM7vezF4xmXetxh+EH568if/xKdazVtJRScfN7AWS/AfMfyDpRWb2v5nZnKTv1jgPqWs5I0n7JM2Z2Y9p/Ivus94m6d+a2Z029iWTPOoPSLrLzL7VzJZN/r3MzP7aAtr+AUnXmtn3mNlVZrbWzO5x098p6ds1zuR61wKWtxDLNS7Jvk/SaPJN669105+WtNnM1i90gZMc83dp/Efd6yVdb2b/9CK1FwBwDnWymfkHAABwOUsp7dG4PPebzWydmQ3M7PZJtTtp/CX27zazG8xso6QfKizubZLeaGZfOrn3cIeZ3TyZ9rSk29y875L0GjN7hZkNzWyFmX2Vmd0wKXf+CUn/2syWm9n/LOk16tZ5X2bKZfXdc3i7pNeb2VdP9tP1ZvaCBezDTpPX/qGk/2hmGyf3Zb7SzfI+SS/V+Jfc7+xb3hRK96Ok9vFaiJ+X9MmU0ndofE/rVy64lQBwmVvsex5L/f4IH3QDwHlKKe3T+A+IfzX5rx+U9Kikj5rZUUkfVpN//XOSVmr8y++PSvqvU6zqjZK+SdIxjT9M/x3Xhv0af2P3pyQdkHSnpL/oWM59Gv9h9AWNS3CdUl4i62c1/uP0jzT+Q+btklZOsqu+VuPcqN0al9L6Dxr/YVc0ee3XaPwH4l6Nc5j+tpv+FxrnN31qkvd0wSbr/O7JthzSeN+9301/SONfZT9uZofNbNsCFvvvJe1MKf3ypKzWt0j6CTO782K0GQAAAACAJe7bNP6Q90GN/9Z+r8YZy9L4XsV9kj4t6VOS/nPXQlJKv6txPva7Nb7P8T6NS3NL47+9f3Tyt/obU0o7JN2r8ZfO92l8D+MH1NzT/iZJ90g6qPEH16UPefvuyyxoWQu45/Axjb8g/xaNq+j9qcZly6XyPuzzrRrnaz8k6RlJ3+PWeVLjX5nfqsK+Pw+d96Mm3iTpNybH67V9CzOzezUuHf+PJ//1fZJeambffNFaDAC44lhKxWoiAIAZZmb/UNK3pJT+zmK3pYuZ/TdJ704pvW2x2wIAWBpe9CXL07s/sHWxm7Fgd9+885MppS9b7HYAAADg4jOz2zT+4v5cWqI30ydV++5KKX3LYrcFAHDxcH+k39zzuTIAwPPuRZKeWOxGdDGzl2lcXuvexW4LAGDpSJKq3vg/AAAA4HnxYklPLuEPuTdJ+kca/+obAHAZ4f5IP0qXA8Blyszep3FJqDcvdlvOxcx+Q+Py7t8zKf0FAAAAAACwZJjZ90l6q8q544vGzL5T45Luf5hS+rPFbg8AAM83ftENAJeplNLXLXYbSlJK/2Cx2wAAAAAAANAlpfSzkn52sdvRJaX0qxrnZwMAcEW6ZB90m9krJf28pKGkt6WUfupSrQsAAADA5SPJVFF8CsBlgHsjAAAAAM4X90f6XZK9Y2ZDSb8k6VWSXijpdWb2wkuxLgAAAAAAgKWGeyMAAAAAcGldql90v1zSoymlxyXJzN4j6V5JD55r5uV2VVqh1ZeoKQAAAFhq7vqSZ+cff+EzqxaxJZe/Yzq0P6V09WK3AwCuQFPdG5GkuRWr01VrNs0/Hx440b106/4PG+QTU53yWVN4XmCD5jcSqa4X/LpW+xa+yvJiLWyb2xbf1snE7nkLy7mYYpuK+9BaB9W9MG+fLVuWTz5zZuq29bFhaHsV2u6bG3afzQ3z146qi9iyhbFl+W3PdGZ0kRacHycbNtuaRqPOafG1cd7WapY3xzidzo9v8bxstc8dx0E4LqdPFxpQ/o/sWRxzQl+Zpr1TjU9+31dT9LHCqTZe2CVY54W4SONp7I+tY+HHyLlw/pT6a98xtMJgEWddvryZVOqfYblxTJQbE1vj+xR9rjiWxXMtLnfgz/e8r5SX29mcycyFaaW+cgHn2gUpXdu8nvaUx5G4rIWtUsrHyNZ17iLpe3+iFVc1k06e6lmY29hpxsvQ5xTeG/p9WnrvMtX1ve/Yl8690nh1AX2X+yOXp0v1Qff1kna45zsl3dM18wqt1j321ZeoKQAAAFhq7rvv/vnHr9h29yK25PL34fTe7YvdBgC4Qk11b0SSrlqzSX/tNd87/3zjOz/aTLT8pmP8MFvuhuDgqquySXW4aZp9OFOHG5Thg7DB6uYLafXx4/m8xQ8HCh+STHOzPbZnef5hRv3cc820VeHLc+FDqPpUsx8GK1Z0TutrQ2ufeWHbBmvW5C89dqz7peG4ecltpyTNXXt99ny0e293+6b4AN1v63BN/qOU6ujRfLHuGMcvUww3bshfe/Bwd/suRGHb5rZckz0f7X26+3UWP4TovqFuy5Znzwcb1s8/rvbty6YN163Pnsu9tjpwMJ8W9svcthvnH4+e2pmv0/X1+kT+hZhW+9avbaaFYzp6ape6tMaYOAa5D4f8h5NSu68MVjXrrZ99NpsWX5v19Z6xwu/f6sjR4rzZOufKt8Sz8Sqc/8N1zTldHY1j4hQfkk31AdUUHzoXxP5YnziZL9eNmcNNm7JpsW9n7QtjV/yAOjvGYVyOXxaYu971++07lM8czkW33uF1W7Np9d5nmsdhfG+1138JJpyHww1hP7jzNp5r8cs1tmpl87r9B8rLPXioeV38gkxQOv6tvuL2r82FL0iNwhek/Dnedx0p9d/4BYCw3oz/MkC4zrVmXenGvTiOFLa7/MULabimGSPj2NVuhDs2Pe+fskmrw/uT+OW0u25pFvuZh4pN8P2u9WWbQpvidTl+oO6vJX5fS1J9shkrhhs2ZtN83x0v2H1hJpwjrS9FFY55abzq3e4C7o9cni7VB93nepeZjShm9gZJb5CkFeJXPAAAAAAadVrgN/8BYOnqvTci5fdHlq/e2HoBAAAAgCsX90fKLtUH3Tsl3eie3yBpt58hpfRWSW+VpHW26XmqkwEAAIClgF9xAwCuAL33RqT2/RH/K+493/fX5x9f97MfyV83CrdS3K9b6p5fzE1TKrL0C+T46yX/a7ZSydnh2rXZ8yquo/gL7+7yn/GX6yXT/CKyVQL7ue5fDrV+TR9+BZ/9Cjq2IR439yvp4bp1+XLDr1f9r29bPyot/ApycPvN+XIfa37oVPf8uq60D+vDR/J1un5lK8Iv18Ov6/yvyoZbNmfTWr+KXNv9S7zsF9xxPbGPpYX/GiyeT3FbvaowrXc9rt/Nbc1/nV5aZ+wA2S/H/S/rpeKv4Pp+nJz8DxJLFREUfn0Z+2MsT5s96Sk5XZg39h2/z4ZXb8mmjfbsVZf4S8xsnOn7RecUvzKcu7U5F0dP5D84nOYXvIr7053Hff1xeMetzbyPPlFcj69kUB/Lx7nhhlDR4VD4xWe24PyYjp58qpkUfg2aznRfV1q//i6YJsagVXnBHePYnlb7Tua/mC8u1y9nml/sxxiO+FoflxDa1/plux/zL6AvR369sfLKYF0zhscS89XTz2TP61Pd16RpqsjM3RAqouzIK2YUlfZDmObbZKEaTXzfM3eguX711YXIKi/cdlO+3Mee7Hxd7HPDTeHLle7aG9srN4bH5ZQq5NgLb8+nffYLne1rtbc0Xi20HD6uGIP+Wc7LxyXdaWa3mtlySd8o6f2XaF0AAAAAAABLDfdGAAAAAOASuiS/6E4pjczsuyTdJ2ko6ddSSg9cinUBAAAAuLwkSdU5K/4CwOzg3ggAAACAC8H9kX6XqnS5UkoflPTBS7V8AAAAAACApey87o1YU3zPlysffPEXZbPVn3lomobkqyiUz47lKrNSp7FUZCjTWSrp7cUS09PISiDHNk1RWrVVzr00b08Jb9+GOpRwjuVUbeXKZrmhdGmpxHwsc2rLQ0nfabbHlZWvHnosn+j2YSxrO00pW192fTxvs85S+eEoliofrF6dTy/1pdhfSyXxI7+tsYZ3eF6sel5oQ7HUriQdaMqMj0qln1vrjOX93XJDY4eu/LQUSsXG4x33g19P37lX2PetcsTFEvOhtPHRvGR2ttxQ9tbv3+pg2J/hOPnyytPEN0TZWBvP0XCcYrny8oJdOerYb0plr3vO4Viu3Ivryc7NsP+qKUqDl/pG31hxvqW2B+E6F8ftolJfD/vB5pr1TDPu9Y4N2cSecc1PH3SXtW+/Lj/fS+Wpp2lTvIa3runnydbk14ZSnEKrVLnbLz4G5FyyY9HX51yMQF0Yq6QFvM/oWE+9fVc+LY7/vk3xPC2Mg1WIR5m7duv84xgL0uoLfnx66PF8WiETo/WeI7yPyMbQvmuOPzYXUHYfs+NSlS4HAAAAAAAAAAAAAOCS4INuAAAAAAAAAAAAAMBMuWSlywEAAADg/JiqxHdyAQAAAADAlYz7I334oBsAAADPu/t23z//+BXb7l7ElgAAsIRYng+ZRk0+Yczktpe8KHuePt1M9znQkpRO5BmYWc5hyJi0ZeFWkctatGGYt5AjGqfVhfxJn2Mq5VmmcZ0x+TPbXyHPcbB6Vfa8dvsh5nCWMq6H69dlz6uQ/evbGJfTapPPyIz5zSFb05a7fN/Teb6rzxCWpGqarNosPzXmLpfzSbNZl7mc8JhrGjO6B4VM4VJ7Q3vqEye6X1vcznxZg3COtHKifY5oIeNekgZr184/rg4fzucdFjKc47SYgeyW1TrX/P7tyRCPr83WEXJYS5nTpW2x5SG/9/SZzjbF5Qzi+XXgYDNvzLgPGa5Zru0wz623Ffm8dqZpU6rCPgqZ9/XJJnO2tU6fP13Im500yq2kkJ2rcD71cestjV1xva3xvQ7H1J2nrX4TzoNsTIrjdBivShnIrTFyZdOXWud75JY7DBnNfr/44zl+XeEDo57c9awvh37TGvem4I9/K897ijGydT11+6G17xWW67dtrifHvHStiH3dnyfxOuf7XDzX4jjiryPP5f2+DtflUvvi9dOP/7E/tq4rxe0O+9edB62+Eq9tN1/btC/015hjnr3nGOX7KK4nucmt/PFwLLJ+F/pcdeBQ57SWrB+Fa9eZcP13TWrllJf6fd/7nNK8RHZflvgaAAAAAAAAAAAAAABgpvCLbgAAAABLSpJU851cAAAAAABwBeP+SD/2DgAAAAAAAAAAAABgpvCLbgDAZc3nAEtkAQMAAGApszzrtJC96jO5JWnHD98z//jmN38qX2orj7p7WswyHbjMzJhr28rszFdafu7bE/NIs4nlDNwsFzxm3Mb95zIbY6ZwSXX0eP4fMYezynZoPmvIrq2OhkzkbOb8qc+ybOV7xv1SyiNdnWfXZse4lD/akzdry5sM15ghOtyyJV+n3+6Y0V3alkLO9njB3edIMde6L4s8rrdrOT2vi3nkWR8N/bOUPz0I+cP18Sa7OI3COkP75m7cNv949NTOvL2hvw5crnXMUvXHuyVkHs9tuzZ7PnpiezNryOROMR/dTwtv35fgAAAgAElEQVTbkkI/m9t2XbOOPU/n8x4P5202sZy7nmVgh9xYP2+qy78h683P7pi3PWbH89Stt9BXx7rH0HhM/Xk8vG5rNm20fUf+YrfeYcg8rsI+G6wq5G6Hc3GwcUPnvMPNm/L1HGxyg6sX3Jwv9q8edm0N+yCMy9l52XvNcfs7Hpe+rHK/znC+n3e+d2vMCbnWrq+0xq7CtsbltK4j/thMMy4v785sTrFvhGzlgbtuD6+5Ol/lvv35cgvX5frkyex5No7s3lNsQ7bPwv6L1/vWddsvJrTp1LXNOXTVp0Imd8hL99eD6kj+nqKVc50dm9A/W+OKv/aGvpGaaYPlMQe+Ds+bx633lHHM8e8jY978sthX/AvD9TNe7/229ZzTuDzwQTcAAACAJaeKd/sBAAAAAACuMNwfKaN0OQAAAAAAAAAAAABgpvCL7glK2y4e9j2AS4kxBVgcXN8BAJieDSwrFV4Xyt7aypXZc1+ufPc/eWk27br/+2P5a10ZzFg2fHjXbdnz+rGm5HAs/zhYUSj/HUoZ+9cOQvnZeltegtQefap5EvdBLAU7bEqD2opQ+vmOm/J573/QvS6U8Axl2H1Z2eGqfLnVsWP5cl0J0lhy2Ib5fhhuaUo6V/sPZtMGK8P+9H3h0KFskq1Zk7/WlQ6tQ8nmWP7XH7dUdZdlHWxYn02qDuTtzcpyx5LtoTypL+maSqVgg1iOPpZaHV6zef5xffhI/tpYjvp0U/fUQilwnSyU4Q8GoZ/JHfNBKOEcS7r7csCDcA7H9tauzLAvVS5Jg40b5x9X+/blywnlXjVq9tlw08ZsUjympeiEdDovZZwd4zrEGjwd2uRK+NYhCmCwLu/Lcv21VQp4WTjH3Xkbz73hTXkp68qXbQ/LjbJjE/eDf16H8u6l9obxqP5MHj8R2+8Nb78le1497sbIcD4NY5l717dLpZSlvP/W+w7ky127Nl+u79txu2MZYT9WhPa24h18CepQytiXKh+vp+mDg+2hdL0be1NIS2gd08J52bpWnGi2O5YCHywP82Yl5sM6z8RGOWG74zGt3HgQp6VYytyX6Y7bEtqQlZUexHLf4RqZlfAP+2FVfi2Lr+1aZ326e5qUX5NGO3fl02IpeLfvW6W2Q6REetbtoxizMkXZ61a/d+9X6ntenM/7kc9mz+tl7piHNsQy8tkx7Ykxya5J4ZgOQnsr9z6jGP0R40dCv5rb2rzPie+t6mOFKJgYwxDf/7ltbUXVtDSvjddlFVItMLv4RTcAAAAAAAAAAAAAYKbwi24AAAAAS0pKpirxnVwAAAAAAHDl4v5IP/YOAAAAAAAAAAAAAGCm8IvuCXIjFw/7HgCAyw/XdwAAppfqlGVZZlmwMXfzRJ796/NdYyb3yVflmd0rPvDxzjZUDz0WG9XdhlZ+opsec5jrZt46Zj0//Uz+3D2eu+7abFqW36qQMR6zKj/3iLrEjM7WdJ+tWdpOKcteTak7Z1eSRnv2dk6r4nqOHu1un8/olFTH3HAvZHbWpwp51G7eOq6/rsKsLus97Ptqf57v67M2Y4b08Jo8o320o8lSjtmkcd9Xz+zrnJZinrsT87zjtpXUp57Lng9dtnodjkvc96XlKOWv9fnDMQO32p+fB9liQu7uaPceNzH03dg3fL57mHcYMtt9ZndcZ2tsqP3xD7nrIfs7mxazacNz/wuuuM7RE9vDwprtsZiBGzObn2uOTau9bsxpTSu197MP5+0J+z7PvA/Z1I8+kb/U5yOHsawqjBsKOeClcyRmZ9d1HPeacz4uJ+7PbH+Hcy0s1UfrtgzW5Hnufr0pZP/WpX4V2ueXm50D53xx93Wudf6XxDGnMFaUjqnP65bUvg769haOoVS+NhRz14Msvz2IfcV8tnbYJ/VzYVv8e4dwDrfa7q9lhWmxvRbPkVGrh3aqn3uuc9rwr76Qzxu2ddX25jimnutRqpr9EvOn6xN5fygdi1YeuV9H7CuuTUnh/d0o3+7Rrt3dq5zL89Jb16RS+1LT57L3fpIGK/Jc+HSmWW7cJ7g88UE3AAAAgCWnVvmDAgAAAAAAgMsd90fKKF0OAAAAAAAAAAAAAJgpfNANAAAAAAAAAAAAAJgplC4HAADA844MbwAAziGlzlzuVj5mzJR1T2MGYszknrt+2/zj0c5d2bSYy5pGLiMzZoiWshVjTmg2KWT/rluXPfd5pKO9T+cvniJT0gaFNhSyNMczNMtq5Q0v8HVTmyYn+kh3Zus0WaotWY5xON5huVkeadzuVv90z0N7fCa3pDz3tm+fFPtgdx51zJSeqm+HNlUHDy3sdVGsQhozxs905ycP1q5tmlPKZ4/LnWY7Y050oc/1brc7pq0c6xOFYxzP95jhG3POS23yxz9mSIfc+PRc1TlvNl/MkI8K2dQtvt8Xxs++NhVfF/t9ad6ePOdsjAzjafs6UthPPdvqlfp6mqJv2/I8W72Yyz3FWDDV+TXNekrL7WmDz3BuZanH/OlCTvj59jkp7w9xOaVc8LhPstz1uN0hLz2bHqeFPpftlwu5hhf7SrmfD57aM/+46ulH/nwqXSdar+3ZD6VpPku99f6p0F5blp9rvWPmQueNOeuxH03zPgKXBT7oBgAAALCkJEkVxacAAAAAAMAVjPsj/dg7AAAAAAAAAAAAAICZwi+6AQAAAAAAloqOEout8tOhBKUNfFnmcilLX6589NVfmk2b++NPdr5usGJF3tRCydGBK3PZmjeUxPSlynuVSlDGcqSxLGtJqexpTynT4eZN84+rAwcXvs4LEUoD+3LgU5UqL6hjedKwH3yJ9MH6vPx8q7T6NGV5C8d4qrLspfKvqVzKdO62W+Yfjx5/sjhvXl4774PDTRvzWZc1sQLV/gOheQsve+xLOMfz0m69MZ/3kSeaRcby/sN8naX9Gcs952Wwu8taT1bcudzWtFLJ2XBMfcnxaeIIYnvja32cQml8Ko5zyvdvb4Xuacrr+j7X05eHG5s+GEtX1ydOFNYRnk9R0jn2o9IYOXfLTdnz0ZNPuTbE3+h178RW/yz0h3TyZPiPUnnnUmn98jk73LB+/nF1+Ej3chQiRfaEyI5p+kYs9/3ss+f32otYhv1iXZP8SeT3rSRVRwvl5/v2n9vW4ZbN+XLDOF1cTOH6lJVdP9dr3Tge42dsRT7OJBfZ0CrvPU2p/WCwenUzaxgbhtuunX88emJ7cTl5e8I5G8/pnvGre7k9/ZFy5VccPugGAAAAsMSYqkTxKQAAAAAAcCXj/kgf9g4AAAAAAAAAAAAAYKbwQTcAAAAAAAAAAAAAYKZcVqXL79t9f/b8FdvuXqSWYBrTHDeOMZaSWe+Ps95+cAyxtPX1Tz+dvosoSar5Ti6AK5XLBzWXw2zLQ2bjsvyWTn2yyYYd3nVbNq166LH8tW65MZN79w/8jez59b/QTE9VnrVoIZ9WLv83xfxEt13DdWvyacvybFUbNteA+kSeL1ofz3M4B6tWNU/iOm/Ls1/rzz3UtOHqq7Np1f79eRvctsXs19gGn0dtYVs0yHNOh2vXNus8fDibNnft1rxNBw81y43ZxG4552p/JuyXgX/tmTzf02eKtrb7VJ556/NI65CPOozbsq9pX8wJjnmkqWqyNS1kkftpUp6nWh85ls8bs0tdH5y7cVs2qdq1J3ue5XKHzN7hmtXZc113TdOGJ3fky42Z7f44hqzSuL8HPt93X8iJdbmnrVzoR7vzUwch6zXm9/qMVlXljFOfGxvHp/pEnoHsj9vcNVvyBYVc29HOXc1yw7RB6Pf+tfWhQ/m8d96at8ntl8HKPNc89kl/3sYMdA3c+BSynlt56e6YplvyPld/5iHlMzfrjP1+eEP+2tF218/C2DDcsCF7Xrn9EvdfHMOza87q0M/P5PvIZyLbypX5vGGs8GNkbG+1Mz/37O4Xzj9Onw77KBj49Ybxfvhsc15UO3bn6wj9deDO6fr4iTBtXfa8OpaPM9m8Yf/GZZWMdrv9EMYGn7Mu5Rnjdcgib+XGu2xoC9ejVIdrQxgfsuXEXHOvlaUeJ7v1hr7tr21xW6LhNc11u3r6mWxa9l5A+Tkdx5HSPqtDlnord7s0LoZt8/0z3ZH3T3v0qez54b9x4/zjte/Lr+d16HNZP8uH/1b7srEkHP/YV6qjzXk6COf/aPvOc69f7cx7P/amnXvz9sT9VxeuZfG9gR+DwnW51bfdeoabN+Xr3KeZw/2RfuwdAAAAAAAAAAAAAMBM4YNuAAAAAAAAAAAAAMBM4YNuAAAAAAAAAAAAAMBMuawyusl3nE3THDeOMZaSWe+Ps97+y8n5ZhVzDLGU0T9xoapk/TMBwGXGBgMNVjc5kz6XMYV81JhzmmVMPhYyelOerZ1G+XPPZ3JLkl54R/O6+x/sfN14Bpf3GfITBy4TtfJ5rT3L8RnMkqQ8CjrLGI4Zx3ro0e51xCzQmO/t88Zjfm/gc63jcYkZk9m2h3XWhf0Ssyvnrt7SMWd7ua1l+bxP677etqbUebZmqppj3Oqfywq3HEOeaytL27U/1eWc6Gp/k10d85HTmbAfUrOsOmReZ8cwCm2oT+bHYnimeW1fX/E5snGd6Uz+PGbQ5gty51cKxyXsT39exEzuVn91x62O+yTk+dqyZYVp+fH3ed7VoTybfrgxz5T2bYp5s3HsGK5b08wb2lB9/hF1qeI+Ctm69WF3jONY5nOMQ19uZQz75zGTO/BjRTyfskzuKJzvVcgqz2Y92Z2dLinLGB6E4zLan+cGe60M5DN5pnCWBV7FcSRkCs+5fRrOvZgp7s+ZM1vzTOHlH232WWsdKbTXndOxH7XGBre/bVl+zUkhm9zvl7ic1mv9MU/lfh/3S7acqvv6XhznFMaH0O/bC3P7YdidjzzmrxWhDf7ci9eueH0q5GPHDHF/PvVlf/t91tpHhWtk61p2pntMHzz8RLEN2eviNTGu1vWr1rlW6FfDdXnefLyWZdPitcIf77BP4juObOwtvFeV2u9tPAuZ8X6/+PeU0jmOsWuvf58wy7g/UsYvugEAAAAAAAAAAAAAM4UPugEAAAAAAAAAAAAAM+WyKl0OAMAsosQzrkT0e5QkmSq+kwvgCpTqWvXx4+eeGEsMh1K7WbnSUKq8VA60Ve45lD315cof+7/uyabd/saPnrutUrvc8yn3PJYCLbSvPnykPK+fFMpGx33kVUfzUrCxJK5/bSzhObzr9nxhzzQlfavQ3lYJ10LJ2VapUC+Uka33hTLCpXLlpf1d2Pet/RnKE/t+5ktyS9LoyafCcrvLERdLw0aFbSmVQI3qU+VStn5/2yCee/l7lNGTrqx02J+tks4nTjTTQp8r7ZfBypX5rK79czffmE/bf7BznbEfDTeuz55XB13Z67Atww1h3qNurOopMe8NXvyC7PnogYfzGUqloUNJ394YhC6x38exwpevjmOZO0/nrt2atyeUyM1KDJ8O5YjDcoc3bpt/PHoixk+U4wi61jlecHfZ6Bit4Mscj/Y8veA2VIcPd06TpFQsHR2uOR//bPdyYjSAa9PcH+exG90FvM8RE3DPC+cfD/78/nzmulQKPBzTQizDYO3afLHHQslpX+Y8lE8fhBLO2bUilpEuREG0ypEXztvhmrwUfLxmZqsolBQft6m7ZHoxniKW5T/Y3c9a74l8Kfiea0x2nFbn290q7+3aG0u2D1r7rBkjY2n1uG3r7/t8MylcT7MxXCGeIB7/GCPiXxf6XLFUfLyWveRFzXL+6oFsWvt9pDumMaIljIP+vUO8LrfeD5/n9b79vmHhL10quD/Sj70DAAAAAAAAAAAAAJgpfNANAAAAAAAAAAAAAJgpfNANAAAAAAAAAAAAAJgpZHRfBPftbrI7yJsEAADotxjvn/w6n8/14vzUie/kArhCdeVphhzLVvavyyss5iWGdcScw1ZusBMzuU+/8mXZ85V/1eTKVvvyrFrf/mHMKg3Z1D7PM2aVDjdvyp5Xh5pM7JjRGbOU/XJb2b8hQza5TMe5W2/Opo2+8Jg6DWIb8ueDTRvmH9dHYl5mKQs2ZOuuXJfP4HMv+zLa/XJCP/L722IudMz3dNuawjFs5QT7aStC/mjMLvXz9mQ0++l9ebl+v7TyXGNOrHsed2crz31Zs8/S6ZA3XMqmDXnDw3X5Ma2ON7mspXzX0fYd+bSYR+qzvpfnmczVgTzP248ddTgnskzuIGa0t/LmXRvqkMndyh93r415szHnWGeaYx7b294PTX+wZaHfh8xmf/xjDvfomf3N470hxzrm5VY+zzf2ufylo8efbJ7ELOVC4vQg9MfWfvB9sJXn231dideNmAWfXD56Ctm6qYrnQTg3/TrjfimcM63c4EKudbaD41gwCNnKf/FpN28+Le7PuRuun3882rkrNDDfbp+B3ho/g9J2t86ngtgfSuuwlXmmtNwxb+U59+RcL9Rww/rsee3GueIxVH7epudC3w3bXcwNj9dEd77FPOzSdsfrXHWkO8e8d4y8vhln6s8/0rkcKR+nW/0m9HX/PigVzh8p3/ZWe0MudzYtjjluPa33GOG4FPv2FH2u9V7BXTviGFMYTpc07o+UsXcAAAAAAAAAAAAAADOFD7oBAAAAAAAAAAAAADOF0uUAAAAAlpQkqeI7uQAAAAAA4ArG/ZF+fNB9Hsh3BAAAuDCL8f6J92wAgFlTyqMs5phGhYzmllZGZvdrfSa3JI3u2Db/eBiyKutTLvvzeJ6BGfNyfaZszBRu8dnKMXd3mu2OfM7lNNmkrXzswmtDTqwNY8bkFPnOG5vc0+rgoXIbfWbz+jwXunY5zKmQnT2eYeFBlz57dbAqz2RWIaOzlbN+Jj+mg9XNsqojIQe4mHnenRk8rew49fW5Ql+K50XW/mn6ciGbPGYnRz5r1ZaXc+yz3O3YV6Y4Z+qQ71xaTuz3WfZqzJ+Nmb1Z+8OYU+or6/NccDvQnF+tbPfCcWrlD5fE5cb96dbTOqbT9JWQBV7MNT6dnzPmstXrk6fyaXEs9ufbhYzLwYL3aTy+cTt9pnCx30j1ocOF9eTtuZjjTMb3h7DOmJfsz+PW8Q3vI6Yay85TO8+90OeiwrzFrOe+bSldywqvreM5MZe/XynmRMflTjE+ZOttvecIOezLXNZ22H+DmJfu88lje0tK+zcsJ14Ziu9lS8uNY9eZ0x0zTtnHMLP4GgAAAAAAAAAAAAAAYKbwi24AAAAAS0qSqSr9Ag4AAAAAAOAyx/2RfnzQfR4oewkAAFDWF/Xip/PeCgCACZNszpUrP91ditHPN/4PV7RvEAr4DWLJzKbU5SCWaY2lIv1rQzndat+B7HlWrvyOW/LlPPCwa2ooR1wq0R3KWtaFstytUsuxJLIv2b1uTTapOnCwc7n10/s6l9MSyyevzMt0l9Zjq1bl/zEorCeU4kyhdHC+4Hw5/pjHMuet8qoF2byhXPZg5YrseXXsWPM47oNCWeZYhjf25cqVWp+mbHipxGyrTbEccShXO1jdHLf6RF4+t1WWv/Ylp0M51XB+ZWNBodRyFI/hYN0UZe29sM5Y0tlvSywx3zpufjnhPI1iTEP22jDu2QrXpr5S+14s4RvOPV8GOe3Ynb+2dF4Gfp+Vxrnxcn0Z9nKJ+axvTFEeexiiCrLzR/l50TqH9+3vbEM8pvXx7uW22hvHjrVNqfi4nFK/n9t6dd4Gdz0qXUulc/TtwrSsvLPF+IlQTtmXo07l8sn5Me3pK34/xPEzRheUFlOII4jn2lRxKfE9hxPLfecrCdEUK/I+qGWuH7lrinSOfe/P8cI1RsrP/1iGvxUj4NfZNxYU9oMtC+fMmu4+2FqsG/dasRFBqe/Xh490TrMYG+O2pfUernR9itPieww/Pb5/in0wO5/CGFl4n3upyvBjaaF0OQAAAAAAAAAAAABgpvBBNwAAAAAAAAAAAABgplC6HAAAAMCSU/OdXAAAAAAAcIXj/kgZH3QDAADgoiN3GwCA85AWnoPZysD1uZwxu7CQMVmfCnmUIedw4HIa61PlTOFsusvklqQj33TP/OP17/7LzvZEMeM6hQxkn3vayoWNWZA++9nniUvnyPBs9mHMZG7lSLqszZhVOU3GbFxPK/fSC9uW5cZGYdtax7yrPfXCcy1jxnWK+Z7FFxfypqfJ0p5iPcV929Om1vl1pjlurezSQgbucPOmbFJ9LO8rWbZqK3e3O380ZiBXh450zlvKGI7H3yy81p8jo7BPCusZhMzjeCxKWdY+O1uSBllWcb6PWvveT4vjbGGsKLYv7L9BGK+y9p5nXz3Xa6fKS/btOR7GiXhtcP23ivOGfu/bMBiE/lk8f8r9VScL2bpxf7txJp3Kj3ftn4e2x0x231da414po7mUCz2l0muLedmtfRRe7JbbGk/Dvi+d/y1TZMoPVjf7O4VM6VT7vpMvJ77PsUK/L+77OH6GvPRWLnf22u7ztnUeFnKiUzxOYZ/Zc65NIb+7pV54/nTxOBby0uujxzunxX3dOg/cfon7qLU3S+1vHbdSvnuhD7be33XPitnF1wAAAAAAAAAAAAAAADOFX3QDAAAAWFJSkqrEd3IBAAAAAMCVi/sj/figG8CSct/u++cfU/YWAAAAwBXHlzZeu3b+cXX06LnmPqdBLIl84GD2PCtlGco9DtetyZ5XvsR3KP/o2yflpW5jCWdfrvzkvS/Lpq38Lx/Png9Wr26adzovVR2XO9jYbGssaz7YuCF7Ptqz1y8om6YUSpD6bQ3rnLt2a77cp59Rl1giNyuRGksBT1H2tlUO1Je2jWVEwz4s8csZXntNPjGUlB7tebp5XSi1GstG+9KmsQzvYNu1+XIff7Jpw+aN+bSwr30p3ljWPJYGr9x50OpHa9bl85bOt7h/fZnrvnK/vkxroWxsNAil4Evl54vllGNp3VCWOZs3nCM2zJ/Xp11J5Fj6u1DuN5bE9mWNz9WmbN5wPpVeN9ywPm+Se17t2ptNa5VLd+235cvL8/qXubFLksydezGGoT52LJ/X9clWFd5C6fpWufRQGjpbTF/Z+NK1IV5XjjTtb+2TQSxl3N3Xi+1vlRwOZc8rVxo67s9lzTgzuP3mfB2PPBmW093vS+XpYyn9uN3ZMe0rN5+V4T//UvWt+AR3TG1QLjHu552L4/LOXfl63P5tjffL8zHe9/V4rSiWow78taN1DYznqb/uxRNqmuNUGDMH4XwvHSe79up8MY88nq/GlSOv4/kS+v1gXXMutkaGwnWlHefS3R9a52wpYiSOK77PLQsfP07zPidGlWQr7YmCcOdxa7sX/pYIM4SvAQAAAAAAAAAAAAAAZgofdAMAAAAAAAAAAAAAZgqlywEAAAAsMaZaPeXIAAAAAAAALmvcH+nDB90AlhRyuQHgysB4DwBAB5eDWIXMUc9nE0t5lmG9Lc+CTCHXeLiuySNuZRHH/MyOtkntfNIss7OQYxszufd/55dnz7e89SPzjwchB3wQcndHO3a69edtr7ZtzlfsM7oHPTcM3bYO1uX5zaO9T8e53XLzLMj6RJ5H7LMs4z6K+ejpVJN7Wp/Kcy0tZri6PMqYl1oU2+tfuzfvNzEXOstLjVmaMdfUie2rn9iez+C2bfTM/vDikFW6ckXzZFOeyV4VstNjlnYxkzuKGaOFLNBUyJturbOQR1xPcUxbObFuuYMVeZZqK2M4W1Ce39pqg88mX3Dr1M4FL2RKt5oU8+YL2e+Kx3jn7mY58RgW8mf9eThebuGY7tuXN29jkzFvG/OxK2Z0Z8ct9IVSXnIrk7uwLa0xO15HfC5vHO+PHe+ctzf7t5A/XWx/Tw5v6zg6w/VNfnL14Beyae2caL+tedsHIX+4jv0hW07+2jSa6szoaI/a+8GNOXPXX5dNGu3aU2heXO4gPG3WU5WucwrjeMwxX5NnV1d+3njt9dtayMOWyvnTrbHBb1s8Z1PMpu9cbPF8j9f31n5YtaqZNOrJpj7dfe5F1cFD5WVlbXLvDULu9nDzpux5tf/Agqa1DELRaL9DQ58rnbNTCX23dIzP8yzEjKF0OQAAAAAAAAAAAABgpvCLbgAAAABLSpJUJb6TCwAAAAAArlzcH+nH3gEAAAAAAAAAAAAAzBR+0Q0AAAAAALAUlXJjYyayY48+lc8bppfyiG0Ysxa781JbWcDxeYfB6jy/02dyS5J92YvnH9ef+nw2LebaZu0J+2S4fW/23Cc4TpNjHXN3i2JOZNxnhfVWh48seDWtfR8zcheqkD+aenJCW20oLdfvh57lhgUVp2Z9eZqc7cJ29ylu9zR68mjzlS58n8X8YX9etPKQL2A9mQvZn1Nktrbm9fmvMc/3ZJ4pny+ovJ1+H5bG2tLrpHy8Gq5eFWfvFto32r23Y8b2vDGr3PfXVib3FNtWGrumOiem6WN985by0g8cbJ6Ec6213YXxqT5V6EfR+Z4/Uy+3GRdHO3ZevNWUh9tM6RzJ9n1cR+na2zOO+AzxVlvjPkoXKQt6GrHvuAxvO3pVnDt/6c7ubPW+9ZTnXeA5EqeVMrmD+L5s7rpr5x+P9oSxK173zvc4TXHNsZgLvwhdA5ceH3QDAAAAWHIqik8BAAAAAIArHPdHytg7AAAAAAAAAAAAAICZwi+6AQAAAAAAlopY1rGDxVLVvo5nKO/ry0hK0mjv053LrU88mz0fbtncTAultVOdl88cLG/K4sZStrZyZTPtdF7mdLB2bd4GV6589xvvyaZd/5ZP5G0YnWmWsyqUBj59Jnvq12PL8xK+1cFD+bxXuTKjg/x3Iq3yz76MaDh+sWSmLytsoZRxCu21FSuadYay3IOVK7Ln9YmmTaXSxa3plm+bLSvcKgzLHd50w/zjasfu8nJcaeA4LZaYTmea9g7CPoolUrO+cyYc761XZ8+rXU1p2Nh3W/z5FEtDh/LUgzVNKf7q8OF8OWH/+nPEVuSlbOvjJ7Lnvo3D9evyeVKAoIsAACAASURBVN1+iOW843KzZbbKhOf1f31p69Zy4nrcORLLEdenussTt84JNzZI+bbFczr27frZZrxKCude3L9ubIvLaY1BvuT4hvVhOe78D9uSjRsKY12MhQj8tsYxsjXvmqY/VDHOIV4b3HGL517rPHWvTWGci+fMcN2a+cex77bGIHcODW66PptWP7Wru73xeIcx0hus6N73tnx5nD1v7w3XNY9P5Nvduu6VSm+H892fb7Hft8q9F679cdt8v281IYxPPo4kxlHE9xHZeRtqg7f2odu2eI5UR49nz4cbm+l1mOYN7ro1e56ezMuyZ9fIEAvSek/kjoV/nyBJgxd9Ufa8fvARt5JQEz1eI3359J7YhSwqYPPGfGJ4z6G7bmkef+6RfFrhWPjrpdR+b5BHF5TP/+pI8z5jEMdl3+fCvo+qffub5YSomnY0gOtzoRx56b1Ma8w+0X1ODDaGff9M56yYYfyiGwAAAAAAAAAAAAAwU/hFNwAAAIAlJclUp/I3xQEAAAAAAC5n3B/pxy+6AQAAAAAAAAAAAAAzhV90AwAAAAAALAFmlmX4+mzomMlZTBgO+a4+L3G8Ive7h5CJWB8P+Zn+achWHG7e1NmEOuRPJp+PG3NtYwauy5yNmdz7Xv+l2fOrf+3jnW2I+Zn1iSZH1kKWbis30uWwzl27NZ9WyEdt53vmWeBZfu6ZQna28lzuVi5szCP3TYi5oSFPM8uNnQuZsj7XNuYNh0zZ0ZM7XGPDOsN+8OuMedOtbevJ/8xm9TnmIVN49NTOMLPb1nicUk9mtxf6b5YbHpeTQh98zq03bnd8rdsPMZu8le/rhazyLMc+ZtN+7qHOeZVHp7f7VSGHu7V/vWGe9RuzoLP2hXOtlTHrcmRTGLtaY1nWvLzfl/avhYzZ5DOGz+T7pIrZ2u6Y1tt3qKSYgRtygis3NpTyxVvrKB2zqC+j2YlZ6q3ceLcfqkcez6eFTGmfBd4aG2LGtOsPrVxz675+xtzgrE19Y4HP0o7jXuSOYxr1LLewrDi2lcbI1r73OczhmpOqsM/6tqeDz3YerzT01wMHm0lz3R9HVQ9+obiewZomFz4dK+fYZ/03Xt/DuJftz1aOeXe2+vDqq7Np1b59Yd5mPE17QjB0XM9z7tj0HAfz7Y3Xo/j+xB2L1vi5KWRXuzz6OO7JL7fnHMmuTyE7vXWeFpZVykBvje+hz/njX7vtwuWLD7oBAAAALDkVxacAAAAAAMAVjvsjZewdAAAAAAAAAAAAAMBM4YNuAAAAAAAAAAAAAMBMoXQ5AAAAAADAEpBSyrKhs+zCkMkZc67zTMSQeXqmJ8vSiVmrpTzq6lDIPSzlSrqs4sHGPNt7tGNnnLt52SjPG46Z3Ae/+WXzjzf+5seyaYPVhRzrM4WMYynb96M9e7NJMecy2/chbzK2f5pjUdLKFHa5ttPkTZfa4/OPJWm4Ls/W9jnBreXGDGnXf6uevEyfBdzO4cz7vc9EjVm/SqEN6fzyZ6NSpnhfXrLftlZW6SDPMvXnUzGTO7avlRPucqJjNm37xc3DafpqzAwu5a7G7Z5C3L9ZNnBY5/COW/P1rmoy5+vPPpxPK3SN0a7d3RN7srQHq1yG/IkT3cuJWnnt3bO2MrlLxyJmp8dc28IYHvt95Z8XMqNbbYiTSv2sZ7kLPi/i9TPkBvv9MFgTroFxDCrso5j9XZ90QfcXafwZL6swxof1tPK9F7qcOGtp3LvqqmxSfeqUumTXKinfnz3jSOtYOK2x4dChznnbjSr0z0IfM3d+n8vczTc27dm1tzCnpJjhXeDb1HsOuP6QTufvR6pdezpfVu3fv+D2RP69QrwetfpRSbGfx+tcYewK78NweeKDbgAAAABLSpJUJ4pPAQAAAACAKxf3R/qxdwAAAAAAAAAAAAAAM4VfdAMAMKPu231/9vwV2+5epJYA0/P9l74LAMCYDQZZ6fCs7GkolxrLf/qyzbYiLyMay9XmZa5DKdtQDrJUarlV/nVZc5vJv07KS46mE3k59Fhy2peyjaXUI1+ufN8bXp5N2/pbn+t83fDqzdnz6pl92fOBK9ttq/IS3tX+A/m8K1x54lCWs1XS1ZUOtWVz5XndsmK5z8GG9dlzVc1xrA4fzucNJcjrU748fn78/TGNpd9He5/O53Ul3FOV98/hli3Z8+TKNsfS79XxvKRz1s/6Siv7UrdhW/xxkfJyuhb2daucdqFkanzt8OpmW0c7d3W+btwIH0eQb1vpfCqde63StWFsyEr6nslLuMYSw770clzucNPG/LVHXcnsQb4tdTzHB90lqOM5XiyJH8owD2+7qVnnkzvy5Tz2ZOdy+va9H4OGG8N2u1Lhsd+3xlpfKjiUpm+t0y8rjsvTKPTd0ngk5edmjC6I+z5bbjyG4Zy2OddfY6nysF/82BzH5Tjv3I3bmuXGMtIHm4iE+sDBbFKp3HM6lY+18Vrmz0WbW5ZPi2WZC8cxjiO+P9jKfFuq0P6S1rh3ulS2uXv8b5UYL2xLax2FGIYou46E4xLfG9jyZn9n748UYgzCa3v73Pqm1Har5HmhfP7oqRC7EpZb7Wmumb7tkjRYnZ9fR/+XF8w/Xv17eQxLK5bhhqbfj7bn415RGIcHsZ+5/tsan/yxicc3qNwYGZfTKu9fiMdpRem4Yx7fPymMxa2xGZc9PugGAAAAsMSYqlIYIQAAAAAAwGWP+yN9KF0OAAAAAAAAAAAAAJgpfNANAAAAAAAAAAAAAJgplC4HsCBkAQNLD+chZhn9FyVJUp34Ti6AK1BKrZzBLjE/2b8u3XFTPu1zj2RPbdBkbaZRyOG8Lbz2oUeb1w1jxmw+VieXI9nKOfXZzxs35E3fludlD7fvbZ6E7M+Yu+j3Q8zk3vcNL86eb37bR5rlhAzZmIHpc6wtHpOQT5llP4f86RSzNTdvmn8cc1dbCaguI3V49dX5tJAF69fTyuENGZg+c9jnDUt5LmtseyuX0/eHsI/qQs5yFHNCs/bE7Qw7aW7bdU0Tntmfz1uF/FmfYx9zd8+EzN5UyJQNma31IZeJ3pNN6/tvOwM17+t5Tnx3VmmrfSG7tD5+fP7xcEN+7ilkdGc5rOGYjp7O85KLudthfPKZ3cXs1ynV25tM9HjuDe68NV/PU7ubJ60817yvDLc0Y1J6tjubOo4bMVPW5zCnG7dm0+rPPJTPm7U/5NqGbancuBwNfSa78szz1nauCXm57nyLOeuDFd259q2M+5jJ7PpKzKaOfC53X1+pdu3pXE7pXFMdx4Zm37dyi2P2sxs74nbHzG6pexxpjW1+XIlj9tZrsuf14SZ/PPa5uNzWtmfT8vb6rG2fWy1J1eHD2fMszzucT60+6K63cf9m16cwtsaxLBsHT4Qc+JDn7cfT1nU5Xq/8+4Ep8sUjWx7a67an/uLb85k/+pns6boHm2zwvjX67G9Z+Js5tDc730LuuoVjLNevWvvMn3thHa1x79Ybmye79mbTqqPH1Sm+D4v53f495unuzPhouGVL/h/PLPilSwb3R/qxdwAAAAAAAAAAAAAAM4UPugEAAAAAAAAAAAAAM4UPugEAAAAAAAAAAAAAM4WMbgALQpYqAAB4PlXqzn0EgMtVSinLey6J+alZZuL9D553G+rPPdQ/00QxWzdkbfpsxdGePLNR4blPfxyErM865HKW+ExuSaq/4iXNkz+/v/xitz/TcwvP6Gztk5CJWe3Lc46z1xbWU+3P86dbGdMhl7WkOnSofyblWbnjlYTM7so6p7Uye322ZlxRoa/0Ge3a3T/TOcSM1mlyWFvnqHXvh1Lea99W1iddNvQU+6SVa+rEY9/KYS30o5itnB3jePxD9ns2LS53ecw17hb3vW9/fSr0uc8/suDlxnGm2n9ggS/Mj29r3/vnffve98mwP6sptsVnckex35fmjUr9Km5LNHBZwNWBg+XX+rEijqdhrCjts2y+uJyY/e36fdUzlvp5W7nQcVyZRqH91dPdocJ97S2u8kz4D9efYyZ36xwvXP9L/ap1DffnUBiH61Nh21wfHL7wrnydDz2Wz1voR8MN6/NZzzTT04kwjkSF8b6Vu+6fhEzuln1ufAjLbY29Uxzz0ryj7Ts6p9VTrKM1Njzw8IJfm5nmvcAU18TS+65Zwv2RMn7RDQAAAAAAAAAAAACYKef9QbeZ3Whm/93MPm9mD5jZv5j8/5vMbJeZ3T/59+qL11wAAAAAAIClg/sjAAAAANDPzF5pZg+b2aNm9kMd87zWzB6c/G317r5lXkjp8pGk708pfcrM1kr6pJl9aDLtLSmln7mAZeMKct/uvFzYLJfIvpy2BQCw+Px15XK7pkyzbZfzfsC5pWSqE8WnAMyMi3Z/xMw0WLFi/rkvtxlLotogL2Foy5vXtcqyhrKdpVKWw6uvzv/Dl3QN5Uhj2VZvsG5N9rw+4l5rYYwP25KVhg1ljVslPF3J0eHVm/Npx0OJVF+u/J4vzqeFsqK+nO5g86ZsWqmMbNwntqy7PLFvuyTNbc33fX2oKR0bSzYPrwnzHmzKnpZKDEt52fNYYnywZo2bL9/3rZLD7likUKJ9eMctefu273QLCuV9C2WES6W/Yxtimfg0inV53WJX5P2ob59lr129Om/Dtq3zj6tHn8hnju11/Srus3he+L7TKgXvxTK3oQ8ON2+cfzx6Ji+BH8cGvz8tlpENBhs2dC4nRiuYP8apzpezrhBPEI5/PJ+G114z/7jatSdvYNif6UyzD2O57NK2xuPt93dWXv5c7XVjWxzDi2W5Q3ssnCP+nInjSKkM/2Dliux5fTKUgnf7d7Am3+4U5vXrtZUr8xWdzs+9+uhxt5KwbeFYDG6/Zf5x9YVQjjoYrFrVzHv3ndm0ZY81/aE+fKS4HLk2xFiI2F4/VvRdl2XNGOr739R6xsFsleEamY2L4dxrjUHZxIXHMLTK8BeWG/uyDZvztH4ujA3x+r+mGXNiOf/Wct17oliGu/L9Ue3zYsHiPomTXfut53x65t475h9veUcecxDfs/nS63FbIr9f4vjZusa788SfW1I+LremxRLzrp8NYn9clq+z9jEXoc8N163Lnld+3ni9jO8j/fjaKomumXM53R8xs6GkX5L0NZJ2Svq4mb0/pfSgm+dOST8s6W+mlA6Z2TXnXlrjvD/oTintkbRn8viYmX1e0vXnuzwAAAAAAIBZw/0RAAAAAOj1ckmPppQelyQze4+keyU96Ob5Tkm/lFI6JEkppe5vmE5clK8BmNktkl4i6S8n//VdZvYZM/s1M9vY+UIAAAAAAIDLBPdHAAAAAOCcrpe0wz3fqfYXhO+SdJeZ/YWZfdTMXtm30Av+oNvM1kj6PUnfk1I6KumXJd0u6W6Nv9H85o7XvcHMPmFmnzij7pJZAAAAAAAAS93FuD9ymvsjAAAAAP5/9u491pM8vev7U1Wne/p+756ee8/uzO7srrF38eL12lJiYmMbJTFCDpFBSUAhgqA4SARFAhIBIn9AFIECCUm0OBaECGzkyGRt2YwxF6EIr9lde4x3dnbn2jPT09P3+226f1WVP7p96nk+366nTp3TM31O9/slWT7VdfvWt771rd/+zpzns3Ed+J3/bXPn//6EW3e3rBAtKL9kZs+b2Q+Y2R82s5+qqmqP7uRVveYtzFBV1SYz+0Uze7Hv+79xl/VHzOwX+77/juw4u6p9/ReqH1x1OwAAAADc3a/2P/f1vu8/f7/bMccTn9nT/8mf/XfudzNW7C/9rl/YcH0M4N66L9+PJBmuRfZrRjMmJcPTZyYW+dhJ1nfBt3fOd1FFtmKy75xtRfOJj4fl9rU3x48j5/F5lSFfeI1tyqzpXqz4JBNtD5nC8rc0SYbsunAv74t/hvS6J3KuV9yGLKNX5wLJGL5nYyPrs7U8p2rGcTWPPGw6JxN5RgZy2E3yu9Pn/8Oa96YO5XPh24nrWu151tLee3Wtc46TZSsn78C10LFajE/Xfs017iTzPB2fqxzLSnO3m8cOh+XFu8dWddz7Ysa7TLO+s89Tk/d0Bp9H3V6ReSR7r9yj8TklfM5xOfVma/w84sfrGp695uDBsNyePj26Ld+PfPiy70eqqvqimf3lvu9/5M7ynzcz6/v+r7pt/g8z+0rf93/3zvI/M7M/1/f9V8fOueq/6K6qqjKz/9PMXvH/I66qqsfcZn/QzL6x2nMAAAAAAACsZ3w/AgAAAACTvmpmz1dV9WxVVZvN7CfM7MuyzT82s99rZlZV1QG7Xcr8TUssZSsnfL+Z/adm9ttVVb1059/+gpn94aqqPmu3/9z8qJn9yTWcAwAAAAAAYD3j+xEAAAAASPR9v6iq6ifN7EUza8zsp/u+f7mqqr9iZl/r+/7Ld9b9cFVV3zSz1sz+277vz2bHXfUvuvu+///s7vXUf2m1xwQAAACA3sy6u/5PDQBYf/h+BAAAAMCH4UH7fqTv+18y+d9Jfd//Rfdzb2b/zZ3/W5G1/EU3AAAAsCovHn9p+ecfefyz97ElAAA8eIq8xJuSG+lzDyX7Ufe1zmV0a3al5l5qTnPY2GUvzshSLbJKNfvR7Vtv3Rq3vSHbumvV/NGQyW1mS08/Oaw7cSptU3vpkluZZL/ebsTw40TecL+QXFbfhp07YhtuuRzROZmsae6y3M9ec0LdejlnvWVLWO5u3HAr15Ahe48y26ulTXFVkpc7mQtdD9v2H8i1aPuS8VEtyfPl26TZpUn7iud9RoZ4eMbl/mu+c9WMZ7Rn/al9X22OyyHnuphTpB+S9qWy6zazPpkrejcnTj7Dvh+mxu6crPcZ2bWhX7Q/9TyuDVUdzxmuW9Rb5XnXrPLs2oqDzdjW9Uuzc2dsw/VhztG5VO+3b3+Rj6y/W/Jt0udZn1O/akY+umZyl/ciP1TceeX50378ap8tjr238lPqM9P65yk+7/5iijzs7DPGjLExOY+49dk4V8U7OhkPxWcZ/040s+7jTw0Lv/lyel7fh+m7S+l8pffJ978cJ+Ry1/quSu6b9H21afzXkUW294x5r8jkvg855ri/Vp3RDQAAAAAAAAAAAADA/cBfdAMAAABYZypr+wfrv8mtqupHzexv2u0cqp/q+/6vyfqnzezvmdmeO9v8uTslvQAAAAAAwEPpwft+5F7jF92473zpUjPKlwIA8DDgfY+HSVVVjZn9bTP7fWZ2zMy+WlXVl/u+/6bb7L83s3/U9/3/XlXVp+12ZtWRj7yxAO4/XzrWlXjUko7N7l1hub10ZVi3TUpkSsnUUEJVS1lultK7rgxyKF1pZkvPPhPb7kpFdidjGcnel2KVMqz1LrkWX4Kyjl/sLR1+NCwv3j8xnH5bLF1e6XW7stL1/n3xnCdjeXJfrvzij38urNv1D75iY7Qsp5YGrffsdifJS6/2rrRpe+GinCj2S3Nw/7DtKSnhmWj27In/UI+XPW3PnoubbhnGWXf9emyelJGv3X3U0tq9jZcyT0tBWyy1X5RhlWfGl6TV+1SUf83K6ft7aGbmyr22WUyA0HLEWo84KyMc7r+WlNfzuGutd8b73Z45G7f1/SlljvX59/e4khKzrZaK1nLFjpbhD2WvNVpBn6fdQ7nqTp6RdFwl5ZNV9R2fiP/wjVeHQ0qflKWWk/LJct/8eOj7iVgIt7rZsT2sClEKtw827Kbl8W1c0ddPPR43cO8c3bbati0sd+fPu3PGNuhz4I/V3cjHdoirkGe6boZ+aS/GPmkOyPx/+sywn5TS13LazaHhHbSQ90Y2zos5JiPjvhjLWbSCvl937x02lZLo/VUZv8n8n5Xa9+8Cs7uVsnYRI/vknePmaf855m7HrXyJ+XPn47qs73X+1D5zMQyT5dPDOinL3Wjp8mFffW90p2Kbrj09jNetvzl+SjMptZ9EnJiZNYcODs2R56DSucO9D2p9hv28rO+qoiT++JxjUho+fS6yOVPKpxfvdDeuikieWDUeDwj+MwAAAAAA+HB9j5m93vf9m33f3zSznzGzPyDb9Gb2O7/p2W1mxz/C9gEAAAAAAGw4/EU3AAAAAHy4njCzd93yMTP7gmzzl83sV6qq+q/NbLuZ/dBH0zQAAAAAAICNiV90AwAAAFhXejPrtGTj+nagqqqvueUv9X3/Jbd8t4vRapF/2Mz+bt/3f72qqi+a2d+vquo7+j6ppQkAAAAAAB5YG/D7kY8cv+jGfUdGJwAAADa4M33ffz5Zf8zMnnLLT1pZmvyPm9mPmpn1ff9rVVVtMbMDZnbKADxcXDanz5RWZWbz8AVYe/lyXJfkBBenv3JldF3ziY+H5cWrb4wfSHMtXRuKnO0TJ8fbI9nPRU6wy3PVvGHNcPQ0k1vbW7tMR83kbj75XDzWt19f/rnIn5as0pBzuQZFHvGc/FenPX9+dF2Ra6lt8PdGxlhx3CRTNss1Lq5L7qnP4dRM7oyOqznSvtcxp/nZ/vme+tK6d2NHj9vl2cXhMD4Dd6KPwvM1MW/0Os9k2yZ9VDy3TpG7Lrn27bkLw4L2STWe/Tz5vLh9u5e+ObpZvWVLWO7b+N8nhmzgqXvmc241JzjJYS8yuZXr7znzRJGP/dqbo9sW90nbn9DnYM6+YbxqXrrj8+7NzDrJKq73u8xuybHuZC7L3lc6Puc8p57OvUXmdfJsav+1Z8+5A4+/l83iZ47Je+qurciqT7SnTo+3QdpXHDc5T5bDPTWP+OVZY1m7U54vfx+LeU7GxvZ//sqwavyMt491Jfkcoe9i/azj3RzP904/q2jGedK/xX2R3O16587hnPpOyZ4fzbFPPi/P+WyAjYuMbgAAAAD4cH3VzJ6vqurZqqo2m9lPmNmXZZt3zOwHzcyqqvqUmW0xM/kmCAAAAAAAAL+Dv+gGAAAAsO60D9B/k9v3/aKqqp80sxfNrDGzn+77/uWqqv6KmX2t7/svm9mfNbO/U1XVn7Hb1cn+WN/P+BNMAAAAAADwwHmQvh/5MPCLbgAAAAD4kPV9/0tm9kvyb3/R/fxNM/v+j7pdAAAAAAAAGxW/6AYAAAAAAFjvNG+2kaxinzkpGYhZvmvjs0mtzC4N+ZSnzqygoXfnM1IXWWakmsoJdu3TvNzuxo0Vn6beti0sZ7m3PpPbzOzif/K9yz/v/r+/IltPpW2uTrVJMjFXmdFdHDfkGK88K7fIlNVMzOw+zilg0n84/VnQLFvfhCQ3vN4ax6Dep9Y9X0uPHgrrFvp8+edWrlszUTNZxmy9fXtYTnNZkz6Zcw+rWjKZNdfYZ7TrOjlPs3vH8s/tpStxW81w9f2g8+nmmOEcx76MOTe/6n6dzhs+jzyZh8tz3jtLhw4s/9yejXnT92reKO6TCPOKjMfiXTYjozs7bhhHE9fZ+dxofX+mDUieCbH0xONhefHe8biBn0d27Qqr2jMz3r1ZDveM57TeLW04F8fOrHl7pf1U9L08e8k5s3E0NY/49jVPPxlWLd48OnrOshEyt910406vrZiDNg1teP5jYV372ptxWzeH9os1FADTDGzfJp1rn3t2aM8bR8O64tlLx4bc01suw7uO97Dc1X/OzfPms2vBg4m/dwcAAAAAAAAAAAAAbCj8RTcAAACAdaW3yrp+5X8hAQAAAAAA8KDh+5Fp/KIbAAAAAABgvXDlFmtXDlrLcJflfl05XS0NrF+OuTKO7dlz8TCbYile3572wsW4TstM+vLKUioyLW2rx/HlKbNzyHk6KZet5Z19eU29zqJksztvUSb8ZiyD68uVf/D7f09Y98gvfzUeNyunmZXtlBKjc0pXzxFKkE6VEXVjTkuVF32f3P9qaVNY9mWGGynv3foSw7by0sWTpsqg+k1l7PSLofRqd+1afhzXp1qqXMdZ/cyR5Z+1dG1a3jm7b3KdxbifU57cn0d305K4/jBdPE5RNtyPJb0WPU8y71k9/vwXpE0rnYOKiAPtv6QflC97P3lf/L2YGLuLEyfHT6r7+vLKE3NOmE/1Hsocmc7/WUnnqZLDft9s7Mo9rJp4znrHnuWf24vjsRWFolzy+HmLUuXK9Xd7enyeM8vn6eL978d2VqraYvlv/Wwwaz5V7j41O2Jcgn+Glp6S8u5vvxuP469VrqXW47rPK+kcI2aVKtf+TOaKekuM9+iuXw/LlYtPWbzxdn5e35/6jtRomOR5yqIrdMy1r7812hyd0+NJ8s8RacTMWuIy0jky3xUbE6XLAQAAAAAAAAAAAAAbCn/RDQAAAGDd6fhvcgEAAAAAwEOO70dy9A4AAAAAAAAAAAAAYEPhL7oBYJVePP5SWP6Rxz97n1oCABuPn0OZPwEAuK2qa6t37Fhe7q5cGdZpRqfm3LpsTc0fnUXyPX1+suas+nPe3mDYt9q6Nazy11K7LEqzPI+2yN2tJM/Z5SP7THMzs14zHF2fFbnb7jiq6PtbmvU75HAWmdzf87vi8le/MX4e7U937f0HkgUq7Q9Z1Ul+++0NhvbqOf1xKskU1ezasK/cp3r3rrDcXRruv7avbK/LhT99VtqeZL9LDmetY9Bloup1Fxmj/fhxi3zf3fuG9mqurQjjTvtBco3NZXjrtfhtNXu6uKeb3TM8kWtazcjhrVwmbn8lPsPdB11Y9u3X56fZuycs+0zpNG/YzCwb99pel61ezJF1XPY58cVzacOyzhvltu6Yk8+luzbNtU3ysqeu26t37oynlJzgcI4tcZ62Lt5TP+6KfORzcSz7jGTNRy6y6d2xusuX4zn1Wt34aA4djNu6+apvpe06j7jxq+2xTuYKf8/lHup49dfdXbtmqeTZK8Z9yF3uZF18R1a++XptyVys7720TdKGbH7trsdMZv9ctsclT17n9O3DmPSfKW4vJ58j5Dg6C4bPOclngSnF54ris4LbVvro5jMHln+uj70nG4+/g7qJLHV/bcXYLjLm3WcO/Yy5KeacBzpP33TZ5Fu3pOf0faR9X7zDb7i5Q8d9ZirP6JpoQQAAIABJREFUGw8EftENAAAAYF3pe7O2X/kXrQAAAAAAAA8avh+ZRulyAAAAAAAAAAAAAMCGwi+6AQAAAAAAAAAAAAAbCqXLAWCVyJQFgHE+g9usnDOZQwEAKPVdFzJJQ16yZBXWksPYXhrySJsDh8O6xfsnVtyGRjJcQy6z5MTW+2K2bthPcyP7JKNTs7VdhmuRE6rZny5Lt7sZ8x2b/fvCcnv69LCfZr0WGY4uY3LP7rhGM8U9zVmVTO5Tf+qLyz8/+qV/E7fVPPIse1fP4/tFMptD3rSS/vR9WNdJhrBJnqasa89fjM3119atPFO4ajSjOa4PuezPHYkrXz+aHFiurbt59+3MyuvW5ctXRrctDuXzifUeJvsW+b5Znq/knPZuONQ7dsTjagayO27x/MgzXfn2TjxPWab4wmWRK91Wr7t3z6LPojUzq3fFa/Xt79s8A9ufp3k0Zj8vjrv5tHgmxjN5G5lH2gvxGfEZ8npczcf18142FpTmGmcZ0zrmmr1747buWjUfud4m+d5ufOgo12z6ySzrkX01q9hnDBc54JIbHO6F5KPXW+L7yc/TmjfeW9y3OTTkLndH3wnrlo48HZYXst6rNkv2s5w3rJNn0V+7ZkZrprgfd0UuuD4jvp/0OcjmA32H+22ncpfDtnJOba/T3bgxuq4475w85yI7u5HVw/r64P6wbvH2u2F509nhGWr1+ZfPQeGzzlSf+WfazzFm1uyRz3D+2dOhcSt5R+oc5OaV/maeeZ4dN3vvaV8Xx/VzsTzTtvKPINhA+EU3AAAAgHWnI4MKAAAAAAA85Ph+JEfpcgAAAAAAAAAAAADAhsJfdAMAAOCeozQ5AABr50sv9lJiOCtX2545N7puSnvhgjQiKQd6UdqkZVDHSKlNLafqVdulBG62rZSnLcqnr/CctzdIyjKvdL+78OXKq888H3d9+bW4sZbXdjope5yVbc1kJXC1zGnBt0/Lo8s9rjbH0vth06Tc89R1db79L39bdpZ9XfnStAzrhGLsTJWOHT2QtE/jCPw9nlHmPH1mtXR1sm975my+aTJ2im2Te7zq/rO8JHr2/Gelym8fzEUt+PiGu+27Qq0eRyX3LR2vc0otJxENZmb9YuXl86vNQzl1nSu0HHkgZYTTsTHFl9rO5pEP4j1r9RmuxqMV5pRS17GclSPP1hWHnfGsFc9TUhq8uN/+3kyM81AS/YOpKBC3St+n2Xk0qiB7b+t1z3guVj0G5RzZWKku5XNvdWk8EmUqwiFrU3gWZ0QtzJqXta/d54F+aq6dY4XPe7nf6t8x2Dj4RTcAAACAdaW3yrqe4lMAAAAAAODhxfcj0+gdAAAAAAAAAAAAAMCGwi+6AQAAAAAAAAAAAAAbygNVuvzF4y+F5TnZkGvZdyOZc50PS59gZXQ8eIwN4P5gnsZG5scvYxcAgDuqyqpHHhmWXZZlkWup+c0u9rDeuiWsamdkYi4dfjRu6nJli/xJzWFuhszWalvM1u5v3hp+lvY0u3bE9rpsYr+fmVm1NP5VVu37zjR9NuaILj16MKxbvH8inmfTZlsVyZ+tmkbWDzdKM7mv/offHZZ3/Mo3hm0lo7c+8lRY7k+eWf65yGGW/MysD30mdrNvT1inmc315k3DfgvJ3fyuT8bjfuP1u57jdoPG85EryX3XqM1qybVBc4zlXvidmz27w6pWMs8zteTGV08eHo7z7TfjxvKs+b7X56CWZyY8b/q8ayb6yDnMzOqdO4f2Xbgwup+ZhflHj6PPYphnNsVtO82j9fdR7n/9bBzL7atvuAbF++/vt5lZc+jA8s+L4+/Hc2qfuXtRPAPynPpc20raUG8Zrru7cSMeR8fcnDxvdx6dN3SshHE/Y36vZI7ULG3fL83BA2Fdd+ly3Ndl5DYH4raaj+6f4+JapE3Vpz4+nPO3XrFMvXXr8s/Xf+AzYd32b55c/nnxznuyX3xHZhnYxXyV5f3KmKuWhvuY5qxPKJ5FvedOs3tXWO6uDNnPOq70uNWW4V5MzYlh7Oi4LzYe+kzn9PrgoaGtMm60P2v3WaEYYzo37N+7/PPi5Km0eT5vfjIP3V1r+X6Sd63v782xfTrfH/tDR5Z/Pvw/H0+b0BwaPr+0p06Pts/MrN4yPqdX27aG5e7y8IzXO3aMr5O26zzdXXVjTp7vWt+9yb1J39P6uSGZ74t1eCA9UL/oBgAAAPBgaK2a3ggAAAAAAOABxvcjOf5zBgAAAAAAAAAAAADAhsIvugEAAAAAAAAAAAAAG8oDVbp8LfmOD0s25JzrfFj6BCvzII8HcmKxGuRjA8CHpzezrqc0FwCEvEfNWd4smZ23hrxUk0xEu3TJVqo9d37F26rQBs2uTDJF+xvjmZjVlpil2iXX0mm2pmar+lXn86zifuEyxTWHdw7pB5+7rrmRPpPbzKz9zueGTX/tt+JxLsR+6K9fdwvj120Ws3WLrGKfPyuZzMVx3Hn8Mc3MmmMxN7Tz92JObrFmnMt5snFVZOn69iZjbkroazOrTgz56FPXlrY3W6d8DqucU3Ni9d6slGZya9tDjrWOc+17v6vmGF9P7oVs659LsxXk6Y4osnQrzWEelkNW+l32lZWjq3wOsNlELrTcs1rnQT8naVZtcWKX/a3Pu3L3uHgXFOPK3QsdY9oPzXDttbSh0+z3Y0O2djGX1eNZ6ttePRPWdafPugUduzKO3LUVOdYyBfW33LE0D3l7zC72ucaT/H2U6y7mjWSO95ncZvo5It6X4rjZnJ+Nsyy3vDhOfKY7l7tcPCOSId9fH38X69yQ5XLrPdbzpNxY6if+92rvu1ee907eI7vfSuZpHfcX3ftfx4I0yZ+nGNvJdet7buyYtw80/re04XOhmXXn8s9egb7/s3NmY3DO+Fyn+H5kGn/RDQAAAAAAAAAAAADYUPhFNwAAAAAAAAAAAABgQ3mgSpcDwGpQchqrsR7GzXpoA7BajF/kKut6/ptcAA+hvg/lbJtdu5Z/bqUEqpba9CU/u/OrLz9eSXnSUCJXy2eusiSy6m6Ml2zWUuVpuV9Z1xw8GJbbM0Np225GOfLWlVadpCVyP1h5Oer+ltxTV6783H/+xbDuwM/EUuaz7oW7x82B/WHV4sRQNriVErgquxetlo2tsxKkWvbalRifKk2dlQrPyvvKcettUnJYylWHw0pft3Oet6xN6ZgcL8OutDztnPLJc0qBh+d2Tnl/ud+LY++tfFe5ttaXwdU+6cfHRvPckXic196M59k0zKf6XKbtW9oUm+AjEKb61rc/m4ez/e6yb1aGPS0Nvlj5WGgvSDliLb3trl3jKLSscHvmrI0qyvS7/V5/a7qhv7OflLkOc86caAXZdlap8qJRWUn8PI4ibLqW97J7ZvwzYHaX5yAptZ6VOS/ec66UfRE/ovsm11aUI3fbNvv3hXXt2XPpeVZs6r64/mwvSuyK7Lv9V19e/rkotK3jLPnMlL0Ttf/SSJk0omHlc229Oc6JU/fYS+/TnOd0xvOzfvH9yBR6BwAAAAAAAAAAAACwofCLbgAAAAAAAAAAAADAhsIvugEAAAAAAAAAAAAAGwoZ3Xe8ePylsExuJAAAAHD/dDae7QYAD6pq0yZbOvzE8nLnMh19BrdZmSnsw0qrHTviquvXw7I/rkmuZbVzZ1heOnhg2O/0mbjt1l1hOeSGa/ajO4/mRGouuF9fb5U8V81Sdpmo9Z7dcVvJgvR92ByS/O5Tp8NyvdP1YRX/TqSTzO5q0/D1ms8bNTOzTbLsrlWPUx95Km57YbhPmsl97Cfj91ZP/q3fWP65yDFtxvOx+2txbFSPPDK0R/qzOxdzeOvdw1jpNc/7hY/FbU8Mubt6Ts2bD/dfxqNmATf79g77XY35w8U4c/em3rsnHveMZIG6+6TZr0W/HHls2PYbr8fj1HHsVE8O29qp+Dx10oc+I1VzTv097a7H/OZ6X7y2avvwzHTHT8RztDENNlyb9t+WR8JyeKa3xnXd0WPxuP451mdC2tu+8fZwir3yTMu80j03PDPN6fg89ZKJ2166Mqw79r60b6uNqXdsD8vVI8M80umYuyFzjusjncP7W0nesPZRRufPmzF/2h+rds+LmVkrc7q/1v6pw/E4x07G87jxWj31eFz37vHYxk1u/N6K7Wv2xPv/weeGuWPTv4rznp+fzMwq9z648n3PhnU7vzaMwf7ylbDO5Dj+XdFLnm8lz56fZ/SeVttkHLnlxZtH47pa5hX3fOmcqO/71meBy/up2SXvfzcmtb1WVyvetpd+8OuLuVZy2PurbqzoO/KwexefPR/Xada3n4tl3tPs58bNZcV7TtoQrkU/u2hWdT3+btB3rf/s1RzYH9dJn134oeeXf971//yGxY3jPN0cfnRo3rnYZ9X2OF/1/jOSZJXbUmxve+LUsK3Me/791Dz2aFjXvhffK9recMonnwjL/pza90syr7TvxXk70M+y/h7rPY3DYcPg+5Ecf9ENAAAAAAAAAAAAANhQ+EU3AAAAAAAAAAAAAGBDoXQ5AAAAgHWl783antJcAAAAAADg4cX3I9P4RfcdZHIDAAB8dF48/tLyzx/V5zB/zo/yvAAArFR/65YtXIZu5bIgNbuwlTxKn2VZS+6uz7EuSE5ke+bMyIZ2+5s2T7JgfZ5ur/mZSUZnLxmjIX/4ah6m6HOMTa5bs1Z712eaa9lLf7YuP7c5KNmat26my16RR+pzjSX7sz8Z+97ne2qep8/kNjO79b2fHk7xLyXfUzO7fU64Zlf682vutuS5tmddrrX0df2tN2MTXP9qPnp3KWYp+2zVVnKW9Tydz11exPFYSw5vd2MYk92JmDdcjG2/Sp8RySqvXP5vp7nLnfTvq2+4HSe+tHZt6j6IYzvk58o52pOn4rauH4pn70Z8TtvTQ1Z9LTm7mo+u2cBhleSltn4sSXsrvcdufRhjZmWu8TeHcba4di3dNpziej6v+LGjucuL993Y0fur99T1Ua/tS2Rzyl3P41dJtnLnzltct4z71mVD633Redrnrmsmu+pvjL+DKmnD0r9w89dSzIX27xEzM3PXtv2fy1h216Lze9F/rg3VJsmmlj4L72J5fkzftcm8omOnS8ZHq3PkwWEOrZp4X9ozZ+PO7r4Vc61kNvs50rTPROXmRe3fKusznTded58NprLp3XF0XtZ7GuZpfU4TU8cN2yZz4O0Nhnm7uxrvr34u2/3KoWHdxPPfnhzm6WKuSObB7v343vPPsJl8RpLPBr5fFkffSdsX9tPjvB/zvIv+dhbvyLzinye9L3qeifGLBw+lywEAAAAAAAAAAAAAGwq/6AYAAAAAAAAAAAAAbCiULgcAAMBDgVLlG0vX89/kAnhIuRKbfZdsl5XlvXJldJ1ZLF+clY28vUFSelUa2Eo58FFS1jgrMVmUWtZS2659WlpZS1d7WZnY2xu48smnTicb5or2Jv1d3LcZ5bR9ufLquz8Tt/36y6PHTe+/3qebUiI1KSPaaSlbd6yp/mwvXEzXhyYkJV47LSvs26glZ/uVl7bVcR/6JXteLJYR7yfKnIdtpT/Tsqz1+PM1p5yr3sNyg6Ts/YxSwSkZV1oSPfShbNvs3hWW/fygx1F+7PRaCjpTjKthrNTbt8dzaBnuOfx5pK+L53SVpt4NrX/2klLgk+dJ5pXJEu6+vH8W0SHPhJbI9uNIIxDmXEuxre+XOceZ4CMGCvrZoL81uq6IBgj75e0Nc4ncfx07RYTHyLb9ByuPAlCVlLn3Y6f4HCHtK97TYWX2GWhGdMFEXEL13ql0fTitjtGMnx/0PiVzfNonU9x5mn17w6oVf040m+j7e/c8bRR8P5KjdwAAAAAAAAAAAAAAGwq/6AYAAAAAAAAAAAAAbCiULgcAAACwrvRWWddX0xsCAAAAAAA8oPh+ZBq/6AYAAMBHjrxsAABGrDTTU3JZff5rkf06kZ8ZVybnnJPDWmRVDstzMmSLtupxnXrr1rA8mcP9UZiTBT0nc1Izhn3OqWRy3/gPvicsb/nFfzN+XJfhmmZy626Sh675zumYW8u4WnV+bszZrqT9Ift5Im/a5z3rdRa5zNddbvjEcX1+ar1tWzxONrb1uMmcUm/ZEs/ZDv2iObBLhx8Ny4uTSU5wdm2au715c2yD70Npb5FN654vzd1uL16K2/rs5xn5s1mObbNLcsAvXRrZsrxnzZ7dcV+fTT81zrP+zZ5TGUf1gX1hefH2u+PHTZR56BfDcrVpuMdF7vaMZ7jIWu7cvum4l+ddx1yWR5/di6n7lFzb0seOhOXFW2+P71fkbnfj26bzSpesk/PIcZq9krV83mUtT7Q3PG/yTvRzb3Efiv4cjlM8P5eu2Ji15E03Bw/GY7nPV8U8LNfWvPDxoX3feiM9T7VpU7LyHv2Cs5hP5b2c3P/QhiQrXfctMrmLfSfGpN91s59HpO0T71M8+ChdDgAAAAAAAAAAAADYUPiLbgAAAADrTmeU5gIAAAAAAA83vh/J8RfdAAAAAAAAAAAAAIANhb/oBgAAwEfuxeMvLf9MXjcAAHcXsisn8pJ99q/m7nY3bthK1Tt3xn0vXx49Z8FlOBaZzTPaEA6pmaxJ1mZ3I+Z7ZpmiszJa16KfkT+p1+rzM6cyOpMcZs3kXnri8eWf2zNn4zl9PxS5sLHvfe6u3t+i7y9cGG3frBzzD8la7r/PPdaM5s7luarJse36qbt+feUN0gzspSH7VfORi+cyyWHtiszrYWyXz/v4PdQs7TnqrVvjP3RDGzQXPj2OZp5f1/nJPbdJHm2RyZ1kNi89eiisWpw4Od7AOdnzKmmDXmenmdxuX71PRZ6v27bsP2nCnIzkJCc4yxSut28Pq0J+smYTJ8+Tn9dun/PWyJZrs3jzqJw4meM/qvzh5H0V5vApM/LSi882GXe/i0xubXvyTizmSJ/9LPNIe/r0aHPSzHgz6998Z/nnZkccn63/bGVm3f49w8L7J+KJsgz0Oe9Lve7kGU8/R06dM/ssOJXD7mnW+4f1OQ0PBP6iGwAAAAAAAAAAAACwofAX3QAAAADWld7Mup4MKgAAAAAA8PDi+5Fp/KIbAAAAHznKlQMAMMKVcaw//szyz+233pANpUynKxXat6svDWy3pExrUv5Ty3bWu3ct/9yeO28rpiWyfdlTKRtcLcXlUIpZSpd2Uho07DdVLtVdd7NnT1jlS6BPKco0u+WpMpy+f5sD+8O6/losvdu50sBFeV/hy5Vf/PHPhXW7/sFX0n1DG5JyxK2Uufb9UOw3pyzvnJLO2bhaAy17P6dktjd1n+LGqy9l7Z+RZteusK4ove3PI9+ph1LQZrF09UQ0gS8HreXTs9LgSttQSVnclaoPxuepO/rOyJZm9TYp4ZuUo8+kpcrvpSwKYOoZcPdfx6fGWvjy3/2t8bLmKzqv37Ue9i0qaWvp5U3DHKnzaVaOOlOUKs/KXq+lxHxx4nt4LC+UuY4dmsZlqLW0z+07J46kLMPv2i/tKUpt+3uelPM3W31J7KyUvlmcF6ui9H98TuvLw7wyGXji+2Hi2rIoAH2mw2ebNURMhPutcRNzYmw+qpL9eCBQuhwAAAAAAAAAAAAAsKHwF90AAAAA1p2u57/JBQAAAAAADze+H8nROwAAAAAAAAAAAACADYW/6AYAAMBH7sXjLy3/TF43AACOy1Ps3nh7+HfNKtRcxpAb2uXbJlmbaUanHKfv4nG6S1eGTZN8R83ozDKOfQarWZ6trefU9nn1jh2xDZrn7fuolv7T87rr0f4rrvWm5L/6U2p73X3UfN9Z2cSSG+rzSDWTu/7OF4aF12NucZHRnOSEFve/CNsdb1/MaM/Hbr1t23j7PqR8T80jrrduGV2XPbea9Z3lxOr9Xm2m7JpyV+U++SxlzZvVnOOwrPNIltErtB8qd6xexkaWP7x4+105cDLO6nhtvg2rvg93MyP72WeeV1tinxRzmVPkGOt8lDx71eZNcVt/34p5eXycFdnf0qa+XXn+sO//Yk7086nOMfocJGOwGEf+uP3EeznsuIaM6xnv8Dnz6Zz3fXpOHStLcaz45794z/m5Q/szeaa17WHcTLVX3av7pvO9uxf1ju1hVXvhouybjFc5rn+/pvfQzGr33HbymBbvTL/uumRpJ/OTn4/MzPpbw4naCxekQfm1jZ7zLucNm2Z588Vxxk+JjYu/6AYAAAAAAAAAAAAAbCj8RTcAAACA9aWvrOvzv54DAAAAAAB4oPH9yCR+0Q0A94Ev2WtG2V7gYfUwzwUP07UCALBSVVNb48pbdllZVuXKXtZ7dsdVly7F87gyjlo2XMsp+6/VtGx4tXVrWO6vXx9tni9X2hw+FFeeOBW3zcpTauli14Z6+7awTo/Tnjo97KdleItS8ONFEIsy0r5ctZZ3lrLCtSuD3El/Nfv2xBO5ssLtlavxOHKPe79eS7hrWWEtHeq5cuXXf+AzYdXWf/ly3LYbSsVq2dhm/9646eWhrL1NjDnfn0W514txLHc33LHkHjZ7Yn/6fbWv+2vxXoSSrnLcWu/p3uFY3fUTlvHX6kuem5l1Wj55hWNQy2f7cu5mFsoyF6Vqk5LD2vdpafUijkCPO/4VdH1gX1hevHNsdFuTssf1/qHv+7NJeXwza3btGrbVOUb6vvLl6JO4AX2WGu0z3/daCrgoaz/c76rJYyL6rGx4VoZZy7BLNIS1rrS+zO8mZfn9vFLv3hXWtedjWeZa51vfBn3nuLGt764iNsAdt3r6iXjgs+dHz6n3u/eloDV+QNSbhz7sFzI3yP3v3LxclOjPynLreExKgWv/1bvivehciWx9H+k7248zfZ92V+Pc4edBfZeVZbqH8tU65tL4CekHP87as+fiOv3cc364/1mMiZmWAk+ed7P0/anjPMwz+tlFyn1f+/ThYdP343tEkz9Cn+m8Uo+Xp9d3TqX36eTwWUzvk++j8N61vO/1faRjO9xzeSaWHo2fFX2ESxopoOs1qkC6DA8GSpcDAAAAAAAAAAAAADYU/qIbAAAAwLrSm1lnlOYCAAAAAAAPL74fmcZfdAMAAAAAAAAAAAAANhT+ohsA7gOyaQGYMRcAAICobztrJZN0WZarLDS7ssiC9dmFkomo2Yt+3yKH9/LlFbcpkAzU7kYSmKg5jIu4r8/d9fmNZlb2mbvWoo9UP1z35LYJzZTW/g7bnjm74uN25y7Ef3C5nEUmt56zl/Hgj+vyMjWTu3rq8bjtG0eHQ8p9WZyMueshb1rGo+7rM4bb80nO7oRiX39cvafJfSmeEcmRLXJlEz7nutPcZe2HTJLDXLTHt1/zxiWH2WftZv1XyPrP8nzvYl3SXs13XZw6MyzIuNIMXJ+XOzV3NW7emTPPtbJtyKfVoF3l1veLvD/Dbh+MP89q1li9cmVig5XPp92N8TaOvvPMyjFXvK/ccV99Y+XHUe64zd69sX3yHPRJhHN74eLouiJTWJ737Pnvb43nsOvz054+Pb7t5Yk8d9cPmt+tz1c2lrJ5u2ivX9Z3tpyzPTd+3OK6Z+j9eYrPDTJ29fOUXyXjvN6507VP3u9ynK2/9uqwrea5i/SZSfqwGGNXr9qYYl7286nelzNnbIzOiem7QsZj8ZnOH2bifRmm2znvVmxY/KIbAAAAwLrT9ZTmAgAAAAAADze+H8lRuhwAAAAAAAAAAAAAsKHwi24AAAAAAAAAAAAAwIZC6XIAAICHzIvHX1r++X7lhK+HNgAAsO5UMcczZBBO5M9WmzfdfT8zq6pNYblz2YuaG1rkiLYu71EzZossy2F91Yxnii/ej7mLWXZp8/STcd+j74Zln1WpxzFtQzuUfaweeSSsKvJGXaZ0vUW21ezSkf3Myn7oF7dGt603x/vkM4U1L7PevTMsh4zcibxkP3Y08zjc4y7eb5/JbWb2/n/1Pcs/H/5ffj2sa/btifteHvJ+i0zhiVzWYEZOdL1lSzys68Na77/kxIc+knxcPW612W2rGcKSc+zHg/a9jsneZdlnz1O9Y3tY1lz4qnEZvRPZr+l59u+L/+D6s78Rx2e1e1dsk8unrbdK/8k5s/zZatP4fFVktkoGus/aLuYKeRazOTIl19JdH8aVHydmZv3NOK6qJTeHZ8+lWZp5r/y4qjTzPMuu1bFQZMoPc1lz4EBYp5m91Wc/PSx88/V4nFvyvvLPiD57O+O85/uweKavx2c6Hkiy6n2W+oGY0V3LfO/niqVnnwnrFm8fi+fx9614H8nz7+eRm5qlLX+r6N+1U+PT7yvXXeQw61wcjpPkpU9loPv3qb7n3BjUZ6STecXvq3NMf03u01X3Tpfnxz9rZnFO0nHT67OX0OP6nPNm147YvisxH/vWd35s2PbXvxnbJ+/7zmfBF585dC7zYyW2T+dT/9kmPBMWx4p+/izmKzcn6XtNj+vn5V7mmPqR8c+uqvis5dukz08+ZWKD4hfdAAAAANaV3sigAgAAAAAADze+H5lG6XIAAAAAAAAAAAAAwIbCX3QDAAA8ZCgVDgDAOtWXpRtHSQnSUHpbyjQWpTddydFayn92l2KpZV86tihlqeW+PW2DO05R9lLK03rtu8fjPyRleovymUX5X1cKXPtZS1u68xSlyqU8tS/NWZaCTcq99rF9/WLlZYV7KXualZGdKtMdVL7MdRw32h5frrz63Z8K69rfeEXal5R/nSi9HI+zwufD8utMSzablJjX496M6/zI0dKq9Y5YrtaPSS33rSWcfZ81+2Np6MWJofx/dzn2rZbaD2WQtbR6+gzLeLwc54bwXOjzc/LU6GH1nFpON67UeUTKXPvS5dr3WubazTM6V9TbkiiDpGx0IZm/i3LUci/CHFnEOchx++SZkfLToV/kuDr/+wgE/dvB7JkJ0Qlm5bX95suj+9bbY+n97qqb22QMFlEArtR1UXI6689b42Xt+/PnpYFJDMdbb8d/kPaGcuSCP6vWAAAgAElEQVQTZcLD2NYYhh1JuWe9L0UUxHg/qCxaYc7cW2zrxmt3I3mHT8zLnX+Ekjlmin7m6NwzXXw2mHHdWja8X7jjytyl17r53SHeYSHvn/bM2bAcxlkvxx1/dZWftZLPhuE5tBjZoe/WpcOPhuWFvzcaISGfXbJ77suua/tUOnay+RIPDH7RDQAAAGDdoTQXAAAAAAB42PH9SI7S5QAAAAAAAAAAAACADYVfdAMAAAAAAAAAAAAANhRKlz9kXjz+UlgmoxOI7uUz4o+lx+FZxL3AOMJGxngFAKBULTXW7N2zvNxduLj8c5EbKcvNgSHDt9ocM2+LfEeXvdldvBSPI1mLtmn46mhx9B1p7/jXSvXWLWG5d22ayir1mc3VJjlHP54b7fvAzKy7FK/NZ+Q2zx0J69pX34hNcnmU1datcVvJcPXXo31SZOCeH+5pkY/5XZ8Mi82x08N+mkf6wsfieb715vLPmhOty83evcNx5f77jNZm/96wbiFtaPYNY1Uzud/+S18Iyx/7698Y2pPlQptkbVZJxrmu11xbyZT3mdLNY4fDusW7x0bPo5ny+nxd/aHPLP+89Re+Hs/psnS1TZXkt+vY8Vng2vf+OFP9WX9iGCvda0fDOs0iX3rmKdcgyei+FrPqm2eeGNZtkmf41Xiearu7F5JVe+N7PxGWN/3K14b95Pn3mcdmZtWTw32sXo95yZrn7K9Hj2P1+N+CaeZ5tW2YD4psapXleYtsPs3Wle+G8Tzaem98ptszZ+J5Hhmutf+ueF/qV47G87qM+eYJeZ7efjce1+Ww65jT98Gpn/y+5Z8P/e1fC+s0L73euWP552/9pefCuuf+4ZAj3LzxfjynjOXezQ3FHL4jZoi37r2sc4PKMuSL+6Rz3Uj7im1l3mvknaNzUHpOP1517GbvaX2ekqx61RzYt/zz4sTJ2LylONdWn/74cIp/+624rontq3fuHLaVXGiTudfPp+2FC3Fb7SM3BhsZGzoX++epkm2Xdu0My9/+08N8+vE/G58fbUPz/DCnt6+9GTeVfgjtdX1tFp9hs3jttXzu8e/P6nOfieteiZ+f4vtTnqfDh8JyyLmXsdx/73eG5erXh88R9fb4ftdnJP8cYXgA8YtuAAAAAOtKbxUZVAAAAAAA4KHG9yPT1vyL7qqqjprZZTNrzWzR9/3nq6raZ2Y/a2ZHzOyomf3Hfd+fHzsGAAAAAADARsV3IwAAAADw0btXGd2/t+/7z/Z9//k7y3/OzP5Z3/fPm9k/u7MMAAAAAADwoOK7EQAAAAD4CFW9ZtvMPcDt/2r5833fn3H/9m0z+4G+79+vquoxM/uXfd9/cuwYu6p9/ReqH1xTOwAAAIDMw5pr/6v9z33d/dJlQ9j9wqP9933pJ+53M1bsn/y7f2vD9TGAe+tefDdiduf7keaHh+O6rMX+1s2wbZHZ6rbVjEafTW1m1ruMbs1E9JmSqpdsXc0YDlmxSTZt0T7N83T7FjnLSR6xZkqG6zTJ0pbrLPJT/XGTrOfbO7v2V5q7vEm2Ha5Nc021vT7nVNctHYp55D7DuejfRbxvIatY8zz9ZtJH3fUbcb3L3tQx1uyM+aOVz2F9K2Ypp7nbksmb5trqWM4yj6Xv03uq+yaZ3cX4nNGm7Dko2uAzj3VuSHKDNS9Vr9v3S6UZ3W1sT9XUo+s0hzncR7muWsfZDTfOJBdY55yQw6tZxPocuGe82R+zaousbXdezegOfabjRNvr5/Di+Y7LIc95xlhInx9Zr+OvaJO7TzpWitxl36aJd07oBzmO3lPfBh1H2Xw1610h85PPJm4OxLm1u3QpLOt7MLRP+iz0w9TvYPzY0fs9NQ+OHUfbp/dJ7384pT7/Ml79Zw4dV8U7Z/z5n3O//fxU5GFrG7KccO0/32czstOVvu/99ei4ak+fjk34zheGJvz2t+OBk89pxXjMrk00u3aEZZ8/X+znP7vodco7yPdZkRl/VbK0dV8vyYUvJPOeHudX25/dcP/bne9Hpt2Lv+juzexXqqr6elVVf+LOvz3a9/37ZmZ3/v+h0b0BAAAAAAA2Nr4bAQAAAICP2Jozus3s+/u+P15V1SEz+6dVVX1rJTvd+R9+f8LMbIttm9gaAAAAAABg3VrVdyNmfD8CAAAAAKu15l90931//M7/P1VV1c+b2feY2cmqqh5z5blO3WW/L5nZl8xul+ZaazsAAACAzMNSqvyB0Jt1/crLxAHA/bba70bu7BO/H3GlGastvjyllB/X0qBuudfyuVqCVvf1x72pJShdMUAttbsl/mK+3jaUDi9KAfv9tMSolg33pXal7VoG05fazMpCm93+s/thx6QEplkodVn0yYwYwKlyxWFbLbWabXstlv9sDh1c/rk9dVo3l53HS6IHel86LQU/vq+Wle3fGspKX/lDXwjrdvyjr4y2r3n+SFjVvvpGWG5eeG5Y98pr8ThS7tc/Q+l1TyjKf/trnSgj7Z/bosR4L+W+w7p43Kzca1E2PJRwTcq7mlm9cyhl2/kytlbOOf1ivMT8nBLJ3c3kuifmnPbiUFa6KLUs4zeUBpcy/AUfn7Bvb2zSsfGS2FqWub/l5vMiLkGeJ9+/U+WSfYnxZnyM6bGKdaof2lQ839Km5rlnl39uX38rbjpV2tivMy1PnI3t8WtrtXR9Mk8XZe6d7N1lZlZvH8agHqe/KWW5VxsZOyeyQckYTGMOknLfWV/r+qltrU/Gdp98HtH4ERcb0OySzwJyL3yUSVbG/vYGSQl3ibnwc2R75mza3vCuTcacmVl9ZZiTuqlx4z8rZOW8zdLYA42c8Ir5dOGuJSs3bhau28/Rum7S1LU56TtnxnHWLb4fmbSm0uVVVW2vqmrn7/xsZj9sZt8wsy+b2R+9s9kfNbP/dy3nAQAAAAAAWI/4bgQAAAAA7o+1/kX3o2b289Xt/xJnycz+Qd/3/6Sqqq+a2T+qquqPm9k7ZvaH1ngeAAAAAACA9YjvRgAAAADgPljTL7r7vn/TzL7rLv9+1sx+cC3HBgAAAAAAWO/4bgQAAAAA7o81Z3QDAAAAwL3UGxlUAGBmeQ6n5HCHHEbJZPT5zWZmi3ePjZ6jyFb1eb+ybXc95kSbz8EscjiHXMb68cPxOG+9bWM6ydIt8ryd9srVsFxv3RI38G2SPMcit9xlOhYZssm1Ff2XZBNP5pom6zQ3vLskOZjZcZPcdT+uNJu0aK8fg5M5oUMfaSb3hf/si2F5z//1a8s/F5nce3aHZZ/LrZnX2vchoznJUp1SjHvfn/3Kj1ttznOMlx4bnpPF+yfivv5ainEkSZW+TRPZ5Fk+cdG/bm7Q3PLsOZ3Mn/abaobwrXitPkd2Kne93u0yfffGcWRvvhOX3XheHI99nz+nmhI6zMVpn6iJrPcwP019ZvaZ948eCqvaU6fjady8OPWMtK+9OexX3Kc4lpsD+92O8f3Unj8/0vC7SN5XRTa9m5+a546EVd2b4++cLNPYTHK59T2smfLZc1oc2O1bXKf0b3asIkt7/B2ezukzntN528oz4nfV90iWsy6fDfS4Ppe72b8vbrptW1j22d86B+pz2854jv2c2d28lWxp1l92n1+Szxi3l4cx2nz6E7F933w139fprlwZb8/EfOql74apz0TJuE/fyzqW1/BO3wj4fmTamjK6AQAAAAAAAAAAAAD4qPGLbgAAAAAAAAAAAADAhkLpcgAAAADrDqW5AAAAAADAw47vR3L8ohsAAAAAAGAd6q5eTVZKHmGSkRkyuc3SbOV7lnOY7Ld482j8h6TtmslbZJe6HGnNrc7aNCsvd0ZfazbtrOzSrK9lnWar+uzq9sLF/LiaI+357N+Jvs9yudP8cWmPz+Q2M6s+95lh0998Oawrrs2fU/te1LuSPppjTn8mfIbs3YRc7qls3RWa3C8Zg1n/ri1/Otl0Ksc+5KPLcSU/ubs45Nj3SRZ5se9U/rxvzpJkNpvLvJ4Yn82uIUO8vXQprpwxN2Tak6fiP9yrcTWV/X7m7PjKLOd6IrM37VP3XLavvpGf042j5pMfC6vaV14bP8fE2Fhtf07N9yH7e+qdncy9UxnjqewZ0fu20udpRkbz1PPktedlvp96/ldLM9q3PLL889Qz0vvPexPPtB8PRSb3HJqX7t9lM+aVkAMvxy3WpQea8XnzAcvgxtpRuhwAAAAAAAAAAAAAsKHwi24AAAAAAAAAAAAAwIZC6XIAAAAA60pvFRlUAGBmzYH9yz8XpV+TEp/Vps1xlZaOTEqHVk0sZdpn28p5qmb4e4pOShlXS5uWf2727w3rFqfOyJG75Z/q7dtGz29m1l254k4S/54jLac8o2Rr0Z9JydTm0UNhuT0d71vVDPet72LpzaqWe+ruhV5LvXNnPM9FKXW8Wm5c1Tu2x3OcP7+q49xedqWBnz8SjytlhX258vf/7PeFdY/99X8dlpeOPL388+LoO2mT1lSu3Km3bAnLYaxPlVOdU8p+tfpufN2M0sCzzDnunD7QqAI3j5iZ1b5k/xmZR6Qf+s7ND1PtdfOBH2NmZou33x3fT885o3R1eyWJqsispfx0VrpYN33kkbDcHDo4nPK09L28R0KZ/j6f90IXzhmfST/4Ut+3zzF+v4tS5Xpc38B7WQp8hlkl0cM9lrkhmysmD+vfZRMbu37wJfrNYpn+5lPPx3VSltu/iydjQvx1f0j3YYof983e+LlH36f14eGzQ6fxLiorRz9jfl16+omwHN6hc8ZyFuehxyn2/QjuTTHff/invNf4fmQaf9ENAAAAAAAAAAAAANhQ+EU3AAAAAAAAAAAAAGBDoXQ5AAAAgHWnpzQXAAAAAAB4yPH9SI5fdAMAAAAAAKxDPpe73h7zkrurkufqMgj7VjIPk5zTIrtU9x05h1mZ/d3fcueRXEafp7k4eWrF7esuXx5vj7ZJMiTT3NCpzE7fn5oFmmS2tqdOy7p+bNNCsS7JYW0vXEjPE2SZnUW25rA8mfud5YQmmZ2ayd24nGWzmKWtmdz9F78rLC9+7bfyNq6SzyPub8X70N24ETd246HeGnOMNdfY37dKcoz1WQznuVeZ13KcIm9cry3jzqvZ2To3hPNqRnMj80o/Pq50fmrPnhvdNs2YLXJj48Pn702R/Z70dzF/zsnSXW2O8Fryh7N9db6/GefBxbvHhk31PaLjKOszzcvOpHnZ45Or3pdq8+a4QZu8P5M+msr+9uuncrV1rgjH/eCDZMckm9ps3vjw/TsRvJ1ejz7jrh98JrfqXn0zP6e+i8M5ZA7y2xYZzePt07Gh87+f26a2Ddnv+s7Wz0iX5TNdaGBsv5+fivsw412Rzm0ybpaeeWrY793jcs5krMwYf8X76Ka+R/zzvgGDtvGhonQ5AAAAAAAAAAAAAGBD4S+6AQAAAKw7nVGaCwAAAAAAPNz4fiTHX3QDAAAAAAAAAAAAADYU/qIbAAAAAABgvXAZic3Oncs/F7mWSf5sc2h/WJXlRmu+Y3NA9nU54UWu5aaYT1lv3+raeyWeM8nzrbfGXEZ/rbXrAzOzSjIc29Pu2iR/cunxx8Ly4r0hV1LzUIsMVHetk9v69k1kntfuWJ0cp8gY9ftKzmWzb29Y7lx/FzmmM7Is623bhmPeSHJhpySZvM0Lz4Xl9pXXRrddOvJ0WNZM7mt/8AvLP2/7+V9fefuy/GabmYnrckO7a9fiOl32uy00+zXJvM0yZqeynz257lmZ3IksO3dyX81oTsZrtSk+Xz4jt7t8OaxbOnQgLC9OnBz2qyV/eiFZ4O5eNAcPhnXtmTOj7Su4a1l67HBsz/sn4rZJnrfOg90VmV9HzqmKHGiZn8Kco/O97NscGvql1WvJsrTVjJzwWdsm/al547PyfuskH1lMxFzHbWfNOcnz3688J17f4dn9n0Xz3V0/Fe9Tdy90nLfnz8fDJpnnxRyUXLfyx5q6p2E/vWfJGFx6+smwavH2u3FT9/nJ5CNbMX79fZrIH8/6odm/Lyy3Z88Nu8nY0PZmwucgyYz3Gefapnv1PiobxN/6Pgy4ywAAAAAAAAAAAACADYW/6AYAAACwrvS9WdeTQQUAAAAAAB5efD8yjV90AwAAAAAArENFuXIvKeHaXbgY/2FGCdLuYiz/W7tS4VpWUktQthfdcnLOosTovj1x2V/3rXiO7vr1sBzKa0qd2PZUUmJYyyUninLkSYnZouyplhV97sjw88vfjvvOKP/cX40lsYtyoKsUSm9nJbDN8nGVrNNS5UX5XNcPi6PvpE3w5cqr7/5MPM7XX07aN6OmsNIyqFk55XtlThnhrHTtvWzrnDZlZYRntKkoOd3OKGXtjzOjPLEv53t75xnj3rWhKFU+ta9TlCr32049p363rDy2xbLSxbbS14t3j423IbmWpadiCed+ayxl3b76xoqOU5w3O+fhR8Py4uSplR3TzJrnno3te+3NFe+7pvLf94qfr6Ss+VoiB+I5Zly3PrNu2/bChfQ0GgWSb3wf+l5Lw7vPDu3xk7p13PXK1VWfx5sTc9CeOz+6zurV/1J1zvy6Ws0nJQLl26+Pb/xRvKMxS1VVP2pmf9PMGjP7qb7v/5qs/2Nm9j+Z2Xt3/ul/7fv+p7Jj8otuAAAAAAAAAAAAAMCHoqqqxsz+tpn9PjM7ZmZfrarqy33ff1M2/dm+739ypcflF90AAAAA1p2e0lwAAAAAAOAh9wB9P/I9ZvZ63/dvmplVVfUzZvYHzEx/0T1LPb0JAAAAAAAAAAAAAACr8oSZveuWj935N/XjVVX926qqfq6qqqemDspfdAMAAAAAAKwD1aYlWzpwaHl5ccJlOk5kYPosyCJTWnNtk3xXzXrubyU5l5pVvMLc42b/vrDcJnmp9aMHw/LinWNxg37IgvR54mZmfTvenslMa9cvU7m2Y/uZmdVbt8b1rx91jZC+rZu47PtTttUMzNpl62qWekrP6bIsmz0xO709H/M8s/z2etu22F4/BmXczMpdTWgm99Uf/0JY3v7zX3NN0HG/8kzRalN8vqol1w9XJ3JWtb9DI5LnR+6/79+Qq36Xc/hrrV6IuabdN741esriecr6aOKe+mdeM6+1P+c8byFTWtrXntHzuCx46eu+G88Nrzdviqs+SO5Tkt+u/Vk8p1nedDLfz8rD1feI3rfwnMozon3k1ldNHHN6//36xbH3LOXHr2brJu2vH4n3yc//i1NnRve7c6LRdf17Sbb6RH9qJrbXHIzvtvb06fHjzsib1ozm/sbwPBVH0f71fa/z0Sqz6XV9No6m+HFUzDEfPxKW2zeOrug4Zmb17l3DfjI/zRHmGIttrLfK+NTPIHuGNthEG7J+6C5fjhu7e1o1sa/1s6Kfk2bNw3rdLvs9/Sxg+fxVfJZ111pkcs/4/ISPxIGqqr7mlr/U9/2X7vx8t4deb9IvmNk/7Pv+g6qq/ksz+3tm9u9lJ+QX3QAAAAAAAAAAAACAtTjT9/3nR9YdMzP/F9pPmtlxv0Hf92fd4t8xs/9x6oT8ohsAAADAOlNZ9+BkUAEAAAAAAKzCA/X9yFfN7Pmqqp41s/fM7CfM7I/4Daqqeqzv+/fvLP6Ymb0ydVB+0Q0AAAAAAAAAAAAA+FD0fb+oquonzexFM2vM7Kf7vn+5qqq/YmZf6/v+y2b2p6uq+jEzW5jZOTP7Y1PH5RfdAAAAAAAA60B/azGeyz2RgRlyL2+uPH96Oic6yU/OMoWTjM45GZjte+/Hf0gyUDXzVnMjZ8kyRWforl8fX5llSkobVJatOSvfVTNanfbiJTlpPG6XZHjqdYdM0Vsxo1Ovpd61e2jDhYuj55jiM7nNzJpPDfnU7Suv6+YrptmlWa5xmbU83OMi13gRt212udzYS3IvHJ9TbXZ7HonHHZb7b742ehyVZkibxWexlzlHrjvkD4v+ZjKPiGop5txaku9e5ES7rPJinR43bDsnq3g887joz2Jfd1ydG+Q5nZXLnZ5zxrXZ+LZTc6T2d8pf6+Tz5OZ/zU6fMX/e/l3LbT6v2WzifVW8l8c3VdkzMSfzWnVXrsi+7jlN5vtiffG8Jxc3kSkf9p1qwyrP2b7+1ooPq89Pe+78sDDx7OXHjfOgzvFx49j+6sq14efNknmt7xz3POncpe9X/4xnH+cmJZ8bi7zx2r/v5X004/NUNs9p9nfxWSubT9fSD7gn+r7/JTP7Jfm3v+h+/vNm9ufnHJNfdAMAAABYd/oHpzQXAAAAAADAqvD9SK6e3gQAAAAAAAAAAAAAgPWDv+gGAOAB8eLxl5Z//pHHP3sfWwIAAIBVy8qKO/XWraP7VTu2h1WdlH8OpSSlluXSU4/HfU+fHX6+EctnlqWXh/KVRTlNX2qzTsqum4VSocW6pFy6lnAuyn+6NtRb4rZFqW3X/mrTUrptpihd6srIaonRZs/usNy7/tYy4fXePbFNoeS9/l3LyktDh/bsi+fQEr61628tMdo8dji2wO2rZYx1eVa5cl+SVMaGjjNfrvzGv//dYd2WX/xqPG5W9lhK4jdPDNe6eOc92Vra5MaklnQtSpC7kuhaatn3mZa1Vc3Bg0Nrzp8P6/QvxJp9e4d11ydKbbuxXTVxzLWXrujWy+rNcW6oH3s0LC/eentYt2VL2oTKlZmudAw+8Vg87tvvupPG57LS+cCVf64fka/P+/Gv04sS3W4uq7fLvHztmo0p5g2da28l5fITtYyxTmMu3KGWDh0Iq9rzF2Ib3PhstNz3hbhtiC6YKGO+9OQTyz8vjsnzpPfNzc23vv87wrpHfvud5Z913Bely+th/Lbn4/xTlEh2960sgR71riT6ZAnsOtk2iexQS4fleTrpSqRPlUB3bSje03rf3L7Z/FSQNvjPMvoZo5grDh9a/jk8z3aX+AFfsnuiXHYWrTHn+crUO3eEZX1nnvnhjy3/vOfvfyU/lhuTxfyfREzovFJtTj6n6ZzjPz/t3BmPI/c/Pv/xOMVnLz8PStuLecXFqRSfw2Y8I3gw8YtuAAAAAOtKb2YdpbkAAAAAAMBDjO9HplG6HAAAAAAAAAAAAACwofCLbgAAAAAAAAAAAADAhkLpcgAAHhDkcgMAADwAfM5gkjGoWZaBZusWeZ/j5Q/b994Py5ojGdYlmaNFzqVT75DcxUuXRra824HHszZ9ZuztNkjbXXuzfNzb+96868+Tqqn88fFjZdnUmhPbnol52aFfZNwU2c8Tmc7L212TDEzp++7GeIbz4t1j8R+ynNPknk7KxmAydjWT+9Sf+mJYPvS//ethQe+pjIf22PEVtccs9r3el+bQwbDs84mLbOWk7zXHuD19emTDUnvOZRnPuS9yzqwfqh0x+31x9J2RLcvrXHrqybivn6/knJrhG44j+dMLn3E/0YYgyRs2i/NMp/Ny0r/1vthH7ankHs64T50++7Jvmo+d0ExuPW72LKr0vHKPq2rIGF76F78R25RkSGs2uc/61nNk74riuvQ5mMOfV8ZVkZfduXWbNod14RmW4zafej4eZ3Psl+rG0C/ta2/FdZKBHd6RE/e3+u7PDD+/Eo+b9W93Q+7FO25sSCZzv5C8eafMkI/v2uyzzJznq96+PSz7a1ucPJUed/8vvz60b+Kc3dWryz83zz0b1rWvx/71nwf0OrPPNkXuurvH3eXLcVt5P2WKbO1Ee+lKWG5cNnjxuZFM7ocev+gGAAAAsL70a/vOGwAAAAAAYMPj+5FJlC4HAAAAAAAAAAAAAGwo/KIbAAAAAAAAAAAAALChULocAAAAwLrTWZLlCQAPMh++6Wn2p243p6ah23bpY0fCqsWbR8f3m5HDW2Qyu3POy+Qe6Y+7bit9sJbMRt/+qb7Ntr1HuZFFjmmWeS2KrPLVnlP4bNgiH7Xoh3tTc3O1eeMFaU/I5DazD37/71n++ZFfjnnexaF8Pq3cl6VnnwnLi6NDbrS2PeRNSxuLbOVEluerapd5alZmr4bjJpmtxVyQPf9nJV9+hiL7fbXH0UzuOXOb0+zfF5bbM2fHN5Zj1lu2xNXuHrea57sW/tomrmtOLvcs2RyZjJWC3Kc0P90fUjOk5ZzhWZyTN589E2riuM2uIUda35HZcbOcZdW+8tqKty3Os8Jn4q77fv3l4edVH8VW/5lDMrkLWbZ6dk4djy47e67e7zvj816Ryb0G/n21eOvtsK45eHA45+nTsTn6fnL3YnJ8umttdsSM81beR+2VVfbvGsbuesL3Izn+ohsAAAAAAAAAAAAAsKHwi24AAAAAAAAAAAAAwIZC6XIAAAAAAID1Yqxs61pKlSeKUuVJedU5JZHvVfvu2XHu13nnlOWdc9gm3qe0ZO5qy3ZOtD0rSerLmk9tO8dqy7BPkmv15cqXnnwirNPyzr58sd6HNApA3aPyqulY0FNeubL646Yl+8fHeTF2O902mVjkuKF8/lrG2JyIBKe7OF7qfXJfLbs9I45g3oncHD71XGZtWMvcle2r67JS6/eqjHjWnhll+Oc8a1PPdyjT/CG9N2bJynmbzZqvsjlylmTOmfVOzE6hx5G5wa/v24k+8O2t5O9N5bj1oQPLP3dH31n5ce/h2NBy5cGcmJBs/k+e08lYm3sUBYMHE7/oBgAAALCu9GbW92RQAQAAAACAhxffj0yjdDkAAAAAAAAAAAAAYEPhF90AAAAAAAAAAAAAgA2F0uUPoBePvxSWf+Txz96nlqzMRmsvAKwXzJ9Yz6bGp1/P2EWpso7SXAAeRlUVM2d9/qPmRGrOocu5rbc8EtZ1NyRbMcnWbHZsj5teH3Jkqyb+vUT1SDxPaM/NW/IPrv2SgWmSc+kzGzVT1jQn3OVGansqyTn1mbj1drnOq1fjvu689Z7dcdsLF2MbXM6ttlf7rPf5rpI3XW/fFre9fn34WfJGtU3tuQtux5XnDVebNbN3OE8xjq5di23YsmVYJ/e72rxp/Jyb4tjt3HXeboQfy/eSnYUAACAASURBVFvitlmusWSg6nnCWJmRIV5kcn/uM2G5Pnp8+ef2woWwrsgqTTKQNRvWj2ddl2WZ6twQaP6s5K6GfXXbm7GPQpsmtg3rJJNbx33IDdccXrm22s1X7UWZ15LnoFqS8Snb+uet3ibPpZuvtP+KXOPsWZRrq7duXf5Zn7V03Mi1ZLnbmilcvEfceh1z9c6dcVv/3E7kI2fjQc8TnmOd73UedPNDMZe5aynmLtfXuq11mv08/neC3VRuseYyh511vI7nGqfzoIy54r5td+PqSnzP6bOYjtcsk1vHffYZY9euuKn7jFFkXhefe4axruNcryV8lprIovfvimKsyj1Ms7+Te9G4DG4zs/bUmbB888l9w2EmMrr9nFTMFTqvuM86Rdulz3w/6Wek8M6R/tPnybepmD+L/k3yxmeMq2yOLNyHyPu14/uRKfxFNwAAAAAAAAAAAABgQ+EX3QAAAAAAAAAAAACADYXS5QAAAADWnaR6HwAAAAAAwEOB70dy/KL7AUTOJQCsDpnXwL0z9fzwfAEAUKqaJmQv+yzoXqIJNS81row5fs3WmO/ZnjvvTirF/h47FPd1mc2Lo+/G9m7SfEeXayu5u3ZryHDui9zi8YKDtWaGX74s+w7X2hyMGZjd+Quj21aPPxrXvfG2nNj1oebNat6ny5HsFzGrut69Lyz3l33+sOSPPnk4Lp8YMjzb8+fDuu7IY3Fbd9w0S9kk31MyZms3Vuq9e+I5JQvUZ+LqHbz6QzHHevuvvjx6nOL+u8FeZOBmGcid5g/Hce/7pXki9nV77Hjc1ufEay700bjtm3/mheWfn/nL/ya2z+I9Xjo8jLv2dMxoXXUWrObqynHq554ZzvntN2VbyVrd78arnL/avDe2z2X/9ttjX1fffisu7x5yecMzYGZXf/BTYXnrPx760OeUm5Vjufv4E8O6347jys9Htzcez3cN121m7anTw4Kcs3HX0l2K81GR2V25/OyJ++TbqxnymhPdt+5YWa6yWfjtyNKTcd7oZAz6Z3rxez4Z1tX/9mg8rM8xf/qJsK57PW5bu/tYPNPSD2//d59f/vmZv/r1uK3mu7v35St/4UhY9/SLQ79s/Vffise5FefpcFx5f1od29e5bPIi61vGXMiQlzm8mMsS4X4XK+O6ek8cy50/r4zlymTOfGR4N/Q3Yx8Vv2Nzz5PPuDYzs1ay1V3/+kxuM7Pm0YPDbidOxvYsxeffXvjYsO7Vo/Ecku/dPDbMtd2JU3FbzbF2ueHtGZmXi5zwpbv+bFbO2dWWR0bX1c8+FZZf+4+GOfT5r0h/6jvy427fb7wWN21k/Lpr9c+LmVl/7Xpc9p9fNC/df9Z64bm47v3Yv3Z9PEu6PhKvu33j6F3PYWZWfe6FsGy/9W23Ut+X8kzjoUPpcgAAAAAAAAAAAADAhsIvugEAAAAAAAAAAAAAG0pVlIu6D3ZV+/ovVD94v5sBAACAj4iPCqCM+YfrV/uf+3rf95+f3nL92Pb84/1zf+O/uN/NWLHf/rH/YcP1MYD1adb3I1VSnnJbLBvuS63qtkWpyM2xZG4og12UHB9vg5ZlrVw52F7Kz2o54lAaPDuHxRLuRVlzLQ3rSxdPHDc2ULbV0tCu3HdRlltl58naq5tuiaWiO19mNtlvUlZOV44b+v5KLEddliP3pZZX/11kMban+ju0yd1HbZ/2md92aty7Y33wI787rHrkl786uu/S47GMdHsqlswtSuSPkfY0Wob7nCvhP2dsTIz78NxOlM8OZXun5hxf2lq3XdoUlzcPy93Vq2FdvV1iD/z6qWvz85WW8HV8GXMzs9bFTZjFEuRFad21fCefjU/d1Jd/l2tJy+PPmCO11LqOXX8v9D6l96KII5BS0e56ivdIct+yeaSRWJBW3yuuH7Q92fuzaE82r8x412Z9Uhxr4p42B/YPqz6I97B4v2ZmfDYI93iqnLubZ7Svtay9H4NT49Oft94c55juRiy1Hkp46/N/8VLc1LVR75M+B0sfOzIc5733Y3ul3L8/1uS4yvpU5+3ss2HjI1pk3kjm9ErWpdEFM2IYpvjPSHoP+X7kw3c/vh/hL7oBAAAAAAAAAAAAABsKv+gGAAAAAAAAAAAAAGwoS9ObAAAAAMBHp+/N+r6a3hAAAAAAAOABxfcj0/hFNwAAAD5y5HIDAFCqmsaaXbuXl0Pea5KXaBYzE4vcYs3LdJp9e8Nye/bcePs0CzTJd602ybaay+jXZbnBRdZz3DbNDdXj+qzKLJPZLGZBai6ktCFc61pyd+fkJ9cTGdN+0yyreA1t8Lnc9Y4dcV12X+bko+uuPm/YzGxORnc4T54FuvTsM8s/L948mhwnHkszuS/9ke8Ny7t+Zli/OB5zWIuxHtYlGb06F1y7Ls1LxobkEYf7JtdZLUnWq8tTncyJDQeK15nmz8oco9m64byaBZuNcyV91JvPHx+/lu7q9dF1RfvkOGvKm5/xzDRPDFnwi7fejiuzvOQZ5yjyx0V2bbU800Umsj9PMs7SvHGVHKe9dMlWqmjPTRmfPjd64l3WHDq4/HMnWe/p+3POdU+0Ibz/ddtsrBSNSsZOtt+cd6CeMslkLzK5iw1c9veO+L40GY9+vLZyn3QOChntRTa1bOvyvTXXut6zOywX583M6NOlJ59Y/nlx/ERsg5uver2/t+Lz75/hYiTouyzLaJ/zGU50N/M5CQ8eSpcDAAAAAAAAAAAAADYUftENAAAAAAAAAAAAANhQKF0OAAAAYN3pyKACAAAAAAAPOb4fyfGLbgAAAHzkXjz+0vLP5HUDAHBHVZlt2nz3dRN5qZXbbyovNe63qWyD43MZJzNv/b5dP75uRvZrvTm2r/sgZitXm11/yTmLzE6X6Vjkjeu2mhU5chwzs9Zla+p+c7LK0zZpXvKTj4Vle/WNYZ1m3l4fz7wtGzHcp9C3dpcsZZ8NLf2n+cMhq3RWpmwcj+2FCyvfV++hz2GduLbF0XdX3Kalw48O+504Gdb5TG4zsw9+9Hcv/7zln/5WbIPkyNZbtiz/XOSNumxd7U8dR82uXcs/a/5wdzXJhS5ywcdzzacy2v219K0cRzPGfT9MPE+1v7YzZ+Jh9+4Ny/451eP4fGQzs8Wx9+7adm1vMSdKe/381UlMcHdjfC6YyrGvtw85wlPzss/lLvLc9Vl05/Xj2sxs8X7M7A27TTxPzb7hXoQcaCvHdvPpTwzbvvLa6DnNLPR388LHYxveHu5hkcktwvuzyO+W8dqP527rvktHnl7+uchHFz6XO3tPTNH5v785kU8dNvbjLLluPae+u5JxVW/dGlaF50Bzl+U5yN45ZaPcvkU2+fhc1p6Td4y0IcuQ1/P49hafBW7FPuo+NuRj91/97bCuKMk84/OJb3+zZ09sg7733Lyn2ivDPNPskvn+powN/1zKtr087931625lvC9+njMz667NeF+tIe8dGxOlywEAAAAAAAAAAAAAGwp/0Q0AAABg3Znxx34AAAAAAAAPJL4fyfGL7v+fvTuP1SNL7/v+nKpLNve9yW5O9/QymzQaKSN5rMVGAhmCMVYSWA4QO5azKE5sJUAEwzBsWDESJ3ACwzCSGEjsGJgkimwEkuM4iGUoo7QTw7ssaUZSS7NP93Q3u9nc96XJ5n2rKn+Qc+t5fof11H1JNnkv+f0AA91i1Vt16tSpU6X39n1+AAAAeOg2c7lyX3bdbHOfCwBgYxkWi6qs67dpaVAt9+vLeKalQc3MXIXH7tx5WSelWF0J0mVKomoJ1/bggXFBSldqOWVf9rJsi8c0KbUZ2pCUDTUz898RDlpaPVGaWBJzkJzElSOH135enInlk6vyqkkJ96pkbkaP4/arJVG1hKcfS1XZa1eCuNkeSzb3SWn4QcaY9llYJ+X5i5anT8qTzpZeTvjPah9VY3uJ0sHd2fFarByNJeUXJ06GZV+u/MSf+ExYd/Sv/npY7n0bZGyHsuZSSrfs3h3b50t6z5UjT8r96j3jr7GWQNf5yrfRl1I3q6+hL12u17toGWFX7rnRkv0yjlaOjOXJdbx2p86EZV9qu78s85Nrr55Lr+X9d7nSuzrXinBNZ8bfvUYgVPOejgdHy/Cn5dR1bOjzKiu1LGPQlyuv7neZI/0Y7L7+rbAui6rQUuu2TJzCxPHNzKyN+10cOz752Wrs+PGaRIiYSbn65BqaWbhOpZVnmd7+rp/aDz8X1nXvxrksi6PQ9vo5vr8mpfb98ykrVW5x/GrfV9uu+v1azs117a68XHb2TlTNQT42RM5NoypWzrrS9e6dwsysOx3np/CONPN+4sd6dS76rjBxDLP4PtC5edfsLmPZ3af99RthXfWe458zMiCr2JXsN726zre/ih+Y3g02L0qXAwAAAAAAAAAAAAA2Ff6iGwAAAMCGo/81OgAAAAAAwJOG70dy/EU3AAAAAAAAAAAAAGBT4S+6AQAA8ND5nOvNlnG92doLANhk+rvnNFdZxJqt7LIhq3zU4YYsD+7H6TxHM8lwlLZpLmPnszdl2/7qNZukGaPus1WeZ5LDWOc3xyzweEz5249BM2aTfEfhc7nLFsnH1Rxzf5yZHFaf7605zFW/hJV51neWBe6zf3vZrsrzdmOuyrzWjGafyz7E66JZpZkqfzjL1pXrNixcvqtkqbaHnw7LC59HqxnnMs78WOqq7HTJuXbnqpnc3e/8zrC88hvfHJug2arD9Fe6/cWLk+1dJtNcc22rLFiXl9vsnB67ety5/OmYNx/HRrP3YNzv5avjfuUeUT5zut23L67UnOgLsQ9D81x/dldifrfmz3c+lzvLuLbYL9q+7tKl+NEkJ7hqr/+c3vvShvbggfGY2gc6Z9r0vKjHCWNSc5hXtoRlP29Xc44+20LzpvOnq/3Ic659+pBra+zrbLxW/SlZ5e3e8RnZyX3ZXb0almNWsTzndNn1ob9md9u2c3Nz2b59sn23/2Fsw+LNY3kbQoazZCvLfFVujdetyol3+/E50Hfbj+8jvaYrHzoalhcnxjm8GhsLed677HK9p6v7Nsmb10zp8A6iee6a2b19vI/7k6fTbf17RvPyh8M6n3FvFp/NzVa512yajo3ususX7ROZg4Yrybb3w7/vzb5rjWOyPbA/rpPHNB4P/EU3AAAAAAAAAAAAAGBT4S+6AQAAAGwogxUyqAAAAAAAwBON70fm8Yvuh8iX6DSj7CUAAAAAABiVrVts5ejza8uDL814PpZTrUrZ+pLTvZbhlnKVvhywlCNt9u2Nxzl9xu0ofsnWVWXFx1KRVYlpLSsZVk4X0KzKnCZlzk1KWTZSprW/MZZwr8pevi+lll0faTliG6T88zB+tnnhxbhOS1k73aXLsX1apjVR9cswXZZ70NK7SX8HVali2Y0vVy6ln0Op8rus91aefSYsL06emtx2rjx1xpfa1/G4OP5u3Djpo6p/XQndqq9Fs20szaslkX2pcjOzk39s/N7w2f85fqeYjZWqPLm7Z5Yq/T6z33Au1ySaILunpe91fsrK+/eXY7lnfx/rPd08czgsd++cmG6DXtPr49ymkQLpfarj3LV/5ZkjYVU1zn0J/IvTpdOrQy5RCr6Kd5DS291FNydV11DOzUdgSExE9cxxx1kqYkLovBf2lfR9/QyMY7k7d2G6PVXMheuzqsS4PEduSGxIWDn92WbnzrgqucahPL7l5d376xKBoO3TWIbMTKRH2NTPHVr62+2nv55EcphZuy8pBe/fVczi+NRxo8/0JrlHpO8bX2K8Kq1e5T1M79dk00vj3DZ3T/vxOzy1JdnSYv/Kfqv7wsfGpPNcbP2QXLf2Oz4alrW0eqZs1fe0sf3DLb3f9T4d12dRFHh8ULocAAAAAAAAAAAAALCp8BfdAAAAADacdf6tGQAAAAAAwGOL70dy/EU3AAAAAAAAAAAAAGBT4S+6HyIyuQEAAG7jvQgAgNpwa9UWbx9fW145MmbMLiSPUnM4m11jpmcv2dlVnnOiO3t+cl2WeX37QC4TU7JffX5iszXmQmpupN9Pu3dP3PZqzOgN+ciauyvZuqF9mhme5IZWma3Jtt1rb8RNtc987mWS51mLeZR1H7r2aqaoZgz76yZZm5pVnPGZo+3BQ2HdQvNSPTlmnVUs/ZJ8NmxbZd7G5e7KlfFjev/IeVdj0h8yybGtslU1Y9pnl8v11kxUn8t9/Kfiu/PRv/zLk8fIcpjL1phNW2XXuqza6h7Wcd+4/FnNek1yjleOPB1Wpfmp0kfVfsN9KnnjJ+K48p+tMqWlX3yfVlm1rh90fuouXbIp3dlzk+vMzJqd432q2clZ7nqWh670mraH47WwGzfXfuxkrs1U98/Nm3EDn5e9fVdc1ce5LfS3jrleMrB9TnSV0ZtkiGf3iIzlonNtkkfc7N4dt/XZ9XIu2XNQj1Hlu586PdmG9HkvudrN7n1hOeRe67wic2Y1JsPGMoe7a6HnPXTJs1bnyGRMZveIXu+yJZ5LmkctltnWH7d659D71rcxecdQzekLYbna0h+nui7T+9Uc+/BskI81zxyO/3BqfP4Px96N66pxNY6HYTX2UdVn/nP6LJvrXzz2+EU3AAAAgI1lMBuG5EtuAAAAAACAxx3fj8yidDkAAAAAAAAAAAAAYFPhF90AAAAAAAAAAAAAgE2F0uUAAAAAAAAbQGmakKfcX7o8ua3mcPpc7mb//rCuOxezYX2OaJV5WYUvjlmR/c3pLO26gbpu3G+V35rIMrmV5nD2N9Z/HM1+DTmSmv0q2/rsUm1flRuZZkonmchZnqfFvErNiV4mU9R/tsrrTrKzNTNWc8F93qfmcC6V/aqSMahtCB+TrOJlxqTP+r59oOnM7uwaN9u2yabTubEhk9vMLvwHP7T284Gf+RdyCBmfPsu0n85knaPZumEMzuWjuvOuxork2A8+W7eJY25YxP2GeVCuQ3ZNy5aY71qNQX8fyLa+f+v5c4lcWB03q2M+sd57VV76MobpPupOn7FJM/nYXpVxLnOQz/BeJn+8uv5autedW2mTbfW6yJxe/FSred5bkl+fyJzYX5e51h930Hxx2a9vk5zmIrtO2qQt02NZhUxuM3nmxLkiHYPJs8Esf+fw91eWnX7buL56Polw3nIu+i6z8vKLaz8v3jyW7jfkbmseuvaZH0v6HqF95s9V38Oq8Tv+uDh5Kmtu/Nhs/zr6nrPT5c/LPbx46530s167Z09YDs/TmXHkNbKf0sb+Dc+ZKpt83YfBJsIvugEAAABsPPw/oAAAAAAA4EnH9yMpSpcDAAAAAAAAAAAAADYV/qIbAAAAAABgAxj63vrr1+c3vL1xXHQlfbuzZ9OP+tKhWj65Kvfryq2uvPB8WLU4JuUqM8uU9A2HX3/J3vsqeV2VtpwuObuMpdqkkvKfVVn2ZNt7lZW8NTNrdu0cD39VSsMuUy59mT7KrpPQNvhSt3PnthR/L0r7qlKx7lyXKZeu+/XlyttPfjys6772WjymO1ftraost5SVD5r491L9tWvug0vc37JtNlaqsZGU067KjydV2vU8tVy17++sT0I5XzMbfJ/oMWfG+dC5ksjLjI05vs+WmSeW2La7Js8tvcbLnI/77Ozc4K/TEvNIfb3Hsd1ISex0LpuLn/CH0HL0Wt7dx5YsMX9WTcrmtrn5M7ufsv6duf+rEv/+o9mco9v6NszNDVOfu4vFG2+t/Tw3J/p9aR9ZK58N5dPz+6m/eGlcqMqc68b39ryfvUfWOVfcz3tNl4yFZZ4jc++597pfbF78ohsAAADAhlNl8AEAAAAAADxh+H4kR+lyAAAAAAAAAAAAAMCmcs9/0V1K+YSZ/e/un142sz9vZvvM7I+b2bfrB/y5YRg+f88tBAAAAAAA2KD4fgQAAAAAHo17/kX3MAzfMLNPm5mVUloze9fM/i8z+6Nm9leGYfhvHkgLAQAAAAAANqgH+v1IKTEfMmT/SlE+zejuxwzCskWyNVen8xTLSzF3u7x+LH7WZZn25y5U7Y3LYxvrbOLVZF1sn++Dsi3mmtpqzFYdfPZiH3MYtR987qnmcFoTz2W4tf7c0LifeG5ZP2huZJ0x7K6p7Kc5sC8sd6fPTLahytrU6zbBZ8aa1bmx3eUr47Z6nZQbG1k+biULWjaL56I5nNIP2X1QXbdmOvu3ymX1+b57JbP5vRuTny2747b9xYvxsz4LVseRy67XTO6Tf+qHwvKz/92Y5619lGVT63XRe8K3aeins35V1n/Kn6eZWbN1S9yg3TYeUnONNS99RT7r17WxDWX79rWf/Tg3i/PKcCNeX8139vOX7qe6/922et7an74PdXzqfdvsH+eKxcnT0oZ4f7X7xm3r9sq96NrfbN9mGd/GKpt6586w3N8Y87znnmWlmZ7LQr/IWEjnti0yTjTz2o9X7RMZy6F9eo9oe7vpfOxq2yQjuXqOuP02u3aFdb1myvt8dG2vzpH+PpA+mmv/lGrcyz3SbHP3u+S+t3v3hOXOzaftwQNx3YU414Y5/MXn4ravv5m2KazS8enfZZL3ETOzxrfxfHzX0nOt3l98G7L8eblPq3Hk+n8wfZeZnqer/Hn3rGjlOafPkT7kmEvfzmXKr3Pbqr/u8fUOG9uDKl3+I2b2rWEYjs1uCQAAAAAzhmHz/G89Sim/r5TyjVLK66WUn57Y5g+VUr5aSvlKKeXnHmR/Anho+H4EAAAAwAPzqL/zeNDfjzxoD+oX3X/YzH7eLf9UKeW3Syk/U0rZf7cPlFJ+spTyxVLKF1ft/bttAgAAAACb3p2/8PxrZvajZvZJM/vxUsonZZuPmdl/ama/exiG7zKzP/nQGwrgQbi/70eGm3fbBAAAAABwF/f9i+5SylYz+/1m9n/c+ae/bmYfsdtlu06a2X97t88Nw/C5YRg+MwzDZ7bYTHkjAAAAANi8vt/MXh+G4Y1hGG6Z2d8ysx+Tbf64mf21YRgumpkNw3DGAGwqD+T7kZKXfwUAAAAAjO45o9v5UTP7jWEYTpuZffv/mpmVUv4nM/vFB3AMAAAeW6+ceHXt588e/fQj3w/wMDBea75PzJ7sfhnMbBjWlx+6SXzIzN5xy8fN7Adkm4+bmZVS/rmZtWb2Xw7D8P88nOYBeEDu+/uR0jYh47fzOY1DnhO88vzRcWERcy4XJ07GA7m6gv1rkj+pbdo6Zhv216/LSs1EHPNKmz17w6ru4uVxM83hlP0Mq9MBilX+pM+J1cxjzR912oPxD+wXpyS71uWRVjmxkkea5qVKpvCQxURrlqXbb3/1atzvzpgx6zMytX1ZVnHW1zaTl1pal2MtuZvNx18Oy/1rb03ux4bpPOel6Hlq7rrrz/bpp8O67uzZuO1MNLjXfPSFcT/feCOulGzlds+YI9udOxfbKznc/nz0nvH3pV7vkMltZjd+7Heu/bz97/5aPIZeU58pq5mskl0c5iDZtpOM2TDm5Fzap5O8eZ0bpL3t0wfXfu6PSeaty9k2k0xczRvW9rt8X51rQza5RZqlW+U7Z1bd3JZknJvlc45m//rlKg9b5vT+2rjcfiLew5oF7zW7Y/azzqdZZvNwK87p/e/+nnG///Q3Jz93u5HjeL38B78vrNr/D8Z7sb9wKR5Tr4vPptbcdc219nNx8gw0MytPjfN09fwUYQ69j9q/fm4wMxvc9c8yuW9/2J3PTP546EO9T5Pxqfdeu2fs3+7S5bipjFefY29yr3WX4jX2c5nOR2kbXpM5PKE55llmvPWxP/XcTvzYi2s/H/4fT6THbQ6Mc2Z35myypeUPM5mLs1x7f21WXng+rjsl/322G1fdtTjuNUtdr6O3cvTZsNy7Nug8l2enb/5Q7sfw+5EH7kH8ovvHzZXlKqU8OwzDt/8/qH/DzL78AI4BAAAAABvVoVLKF93y54Zh+Jxbvtv/V6r/3/iKmX3MzH7YzJ4zs39aSvnUMAyX9IMANiy+HwEAAACAh+i+ftFdStlhZr/XzP4j989/uZTyabv9xc1bsg4AAAAAHjfnhmH4TLL+uJn5//T9OTPT/1T/uJn9yjAMq2b2ZinlG3b7F99feKAtBfCB4PsRAAAAAHj47usX3cMwvGdmB+Xf/t37ahEAAE+YB1We+Ekuc4zNh/Fao0+cwcwer9JcXzCzj5VSXjKzd83sD5vZH5Ft/q7d/mvQny2lHLLbpczXXzsPwCP1wL4faVoru1w5S19udaa88+Lt42s/twdiWe6sPKmW3mx8aVDLy/02Wpa7G0tkdhcuWlzpjqP70WO60rFa5rj5rk/Ebb/89XFhNZbAbfdJSWRXjnhxJpaNrrjSwc1u2U9Wjnim1LIvg6tlZLX0atq8E6fiYV1p4Kwsr1ks4+lLad/+h/HaVKVB9dz8tZFjhFLlJuXftbzrEuVTq7Hsx5KUey7f8dH40a+OpZf7izI+lyElxkO58pmS092VK66Beblff021HLEvg1sVbJU+8uXKj/+53xXWPfcXf1na4O6hIZ7noCVmQ5njvNRy+8zhtZ8X7xwP62ZL7/o2SIn87rj77warcZ5ECsg17JNy/+2Rw2HV4qQryz1zvb20BPbd2uCbI6W/Qxl+uYc72W+Iqrgh11DmYj83dF9/Paxr9+2Vbcc2aKnyZkeMVqjmEr8fiaNIy5VX98z42T0/9ythXadzR9hPM7mqitaQUuZx43zcZ+XKq+vm5wY1Nw/6VTru/TWey2Tw+9VjZmM9m5fls1reW8uVh49J/5X02Sul1bNy1XIuoXx+EvVR7Vf7pJH71I0lH0tjZtadOx+Wj/7CW2s/J4Xfb3/WzZkrOj8lMSx6H+qcNLi5oyqB7+bexbF3LOX6UOfaboln7+LdvIT7uul4fEBpKQ/V4/f9yAM3PasDAAAAAO7bMAwLM/spM3vFzL5mZn97GIavlFL+Qinl99/Z7BUzO19K+aqZ/UMz+zPDMJy/+x4BAAAAAADwIDK6fpWRaAAAIABJREFUAQAAAACJYRg+b2afl3/78+7nwcz+1J3/AQAAAAAAYAZ/0Q0AAAAAAAAAAAAA2FT4i24AAAAAG85M5B0APJaGW7ds8fa74z+4/EfNR+0uS56ny6fszl+QddP5nqWN67Jc5na/tEGPk/FtkFzLLL/VLGaKhkxu3VIzhGU55FgvZlIwXXs1S1M1O8dc9SyT1azO5b1XPg/d7C75yU6zbVtsg9t2mVzYZvv2yU31Gmrubsx+XuIhrxnnyblUbUrGyjCTddnsHvNUNUu9ykBPsoD9fszM+uuun2bycv0YHfrpPitbJEtV+t73oWZy3/zXvz8sb/vFMc9b7xHNFPbXfO5+8rncVd60nFvZ6u5TyeSucrh9nrLmNycZvdpHWQ5vlhO78vxzYXlx/N2w7Per42jlpRfCcu+yv/tbev9M5y6n97DF8VGNjSSrWmVZynpNdT5on3563M/ZmMmuGb6zc3PYOJlLknVlRY7pn0k6xpL2VGNZ8r39uelc0F26FLf110nH7lJzpswr/fQ9sowsJ76S5Hlnc9kcf8zZec+pnhsyh4csbcmtDnO2WdqH2bnNvUf4Z7ieW9n2VGyTe4+oMrlVci30faR1ed/d6TNxXXIPV9x4rTLvk/5r92pufZwzG9cP+Xujpe+cmxXfj+T4i24AAAAAAAAAAAAAwKbCL7oBAAAAAAAAAAAAAJsKpcsBAAAAbDyU5gIAAAAAAE86vh9J8YtubDivnHh17efPHv30I2wJAAAAAAAbQ5WP2sSMUZ9daJJ5qtmwnuZs+rxpM7OyZfzqqLtwUY6Z516G/bg2VZmNVaNchrhm5yb5w9p2PTefrVyeempynbZXt9VsyJDLLfmTRXOD/bIELupxsvY1mtmeZGZqnrclbQibSd/3N27E9TLOvJUXno/tc/nDze6YgVplvSdtyjK5l9Ee2B/bIGM7y1LXrNrm4IFxP5JrmmayL5GXW5okF1bzfHUMJhnNPpPbzKx85lPjwm99M6zrb0jmvRuv1T2iWfV+vpJc6JXD8VqEzFntoyQ3XsenzpExqzi2Icv3rfpz69ifmsld5Tu7a6N9tHjzWN7ebN0SmbOhDSszvwpoxvXF9a3ZXZ4j7lx9tq9ZnWte3eN+N5oFv38cD93Fi7KxzJnufJoX45zTH3PXRnKry9Y4t4VDyP1UZUG79VW+fJI3Xp1LlimfjQWz5TKws3lGx3bynE4zuefmMn/d5Fr453Y1b8h+Vz783NrP3bsn82O6PqzeTfQ+veWuafIeo/ut8tCFn7ebvfLMkYz2937wI2s/P/V/fyG2T8akz3vXZ0yWG589s83k+SV9798xWvfMM6ufn9kzvNFnhetvfc9N3730HVju6Qf1roDNg9LlAAAAAAAAAAAAAIBNhV90AwAAAAAAAAAAAAA2FUqXY8PZzOXKfdl1s819LvhgMVbwIDCOsJkRVYJcsWFYfzlPAHhslFjqMlTFnCllOqy6sqJaGlzLSGZlRuWzvS9XKvvRcqC+pK/uJ5RTlbLBWfnPsk3KeUs1ylBGVkurJiXSq5Li1QZjG6tyn0lZzjm+5Gd37nw8pJYcvZWUU9aS866MvF6Xqiyz7/9kKDS7Yin4qvRu2GdeYtr3d69l+D8gVWl9V8p0uKEDaYlrquPBXwvth+ze0/sguRaz5f7DfuJ+S+uWh+nSymYWypWv/ivfHVZt+Wdfjvt19+ZwU0rru9K6ZlIaeFWOuUQJ95T2Z1LeuSoFX6SUtZ+TtBz16vScWN3Dbt6bLYnszZQm98eprmHWn3ou2ib32UbvYY2RcHNvdU9X5fNde9+P56aRE9Ymf5eXnNuwM97vzZ4xIqG7GNunc1t/ZizLXM0b2Twsz66hj20PZbkl8iKdc/T6V9fCjTO5ptWzzY0PnUeqUuta9nydtBx1FRuSzF9pSXTRnRpLa+vnqrL8bj4YFkl8h0nJ9rn2uGtevRvotfBt0vL5su1i29je6RCTO3q3r+R663qNI9B5O2uf329/JcYYZHPDXLn0tMz5jh1huXPPEb1HeknwePzw/cgc/qIbAAAAAAAAAAAAALCp8ItuAAAAAAAAAAAAAMCmQulyAAAAABvPvVeFBQAAAAAAeDzw/UiKX3QDDxAZo1gvxgoehEcxjsgFBwAA+CCVOmf222byHcvWMSNRs53bfXvDcnf5ivvcVku5zM5qP5LT6PNei2R2ljLup0gGq2ZKx4NI1neS9dke2B+WF6fPhmVtkzRw8jhVtmr22Zms5+78hcl1et2yc9Xs8u7SpcltV545EpZ7d/2rc3NZ8Fl+r5lZ4/LGh6syFt67EZe7cfxW2apb4hj0+Z73Y6nsYpFlIPu8aTOzstWNO83HXtF8d9cPkoerudHhuE3cT+Pud2viMbV9tsXNDTdjNnm7Z09Y7l12uWZyX/jx7wvLh37h69NtuCHX388jLjvZzGy4LmMwuU6a2VrcctG54pbk8rp7U/u+3ROza/tr18eF5D5ceeH5sOwzhM3ivDfIHL5y9NmwvDh5evycZn3rGMyylPUZ4o6rWcq97sePT+3PxXRWdZHrYtevh8Vmt8vLlnnFjzkzs8aPJRkL2me9m0+by/GYnb+G0vcmx/QZw4PM4eFeM7P+5tgvOh51zgznpnNDOz2fdmfisytTZd5vmc6J1+e9ttePu7Iiz/DqmTPmnvcyrywz14b7Sz8nfRay1WUsh+ttZqWRa57t173bdBfiszTLmNZ7opEMbP+uo893tXLDtVfm+/bAvnhceb7GRky3t5e5Vp85fjz3kt/tn9NF7onq3Hwb9N1167a4rfts0bFbjU93n+p8lOXaz7yX4fFA6XIAAAAAAAAAAAAAwKbCX3QDAAAA2FgGs2FY4i8BAAAAAAAAHjd8PzKLv+gGAAAAAAAAAAAAAGwq/EU3AACbFHnZAAAAj5dikunoIwinsrvvtp+5/ES/TvI9NYezuHxfzeSuD+z+2iTJfu1vSZZikp9Y5WrfnM7z7q9cjZ/VzGOXXdzsi5mXJhmjPj+1SO7mcDUeJ5B8zOIzRc2s+JxgyZ9stsfsSt9enwtrZmaaG+rHh2RValZ5yMyUTFTts5Rrfy+ZzO0LH4r7dbngw0KzqPPs0rijpH1zOZy+j5Lc1dttcveF9pF8dti5fXJdlQ0cmiP9IPdMs82NB8nA9u3vr8X7UtsQ8p7lXDSj3d9vOheETG4zu/j7PrH28/6//82wTjO6fZsGuYebQwfDsrn7SzNvNc+59RnJmqVdZVVPZ23rHOmvRSP9YG7O1EzuKi/ZX38Zn4sTJ2NzfX5ydS4yBl2W7fC+bKtZtZ5k4Np7cXxm511kvgoZ3jpvaE5wN50/rPdB/50vjgtfiDnxPsfcLPbD9U8eCet2unHWnTsf26P3sJuDNMc6Uz1b9d6zsY/qnPX40e6sa+PM8173FY5Z5PnvD6TP5TI9B+m5lS6ZyzRTPnn+Z/OT5sJXQvtuhVWape6z1hu5ppo/PSR57sNqbFOcT+N10nlvcOeq40qXrz437ldmHBs0U96fq74T9Ul79fkk10n7JTbCXUN9V5G5IfRhK+e9e1fc1s33up/2+efCcnfy1LifFbne6diRsUtk92OJv+gGAAAAAAAAAAAAAGwq/EU3AAAAgI2H/9IaAAAAAAA86fh+JMUvuu+g/OuDRX8CwPr5OXOjz5cbvX3YODbiu8BGbBMAAEFTYjlLX05by1FujaUjQ2njXktvajld/21Z3FbLnofSltKGxpcNtli+2pdgNzMbFtOlS6vv7txxqpKYypde1fLOypcN19KvWhLblSQtWbls2a/JpqEkqlldktiTssKhpK+UVh+2a3HT9Wtceepe9hvOW8rRaunlUIJaS7hukWvsy97KtkXOO1xzLdms5UpXY/nauLGWrnbliWV8VqWW/VjXkuhV6XJ3L2rZW7neza6xbGt/PZYNb3bK/eRKkut5my/bq9dFywb7c9Vt5T7wpcu1xLjeX75c+eqnXgjrVn71a/E4yb037I7nHe5T6b92757Y3pV2ctuKu8ZViXmZM8Mc1OncO16LLBaikswxZjLutby3jjl3/auy0doPvj+1ZLOMFX8vlm3yjKmiK5L+lmeFlsjP+BLZg4zXZpeMFXfdBi2f7vq77hO53u5aaElsS0qZV885Ke/duOiK7tLlyfZVtPx8tq2u26JzxThGq36QMejjM/SaJZX/01Llc9uGsuJaLl3jHdzcUfW1lNP2c2R1TQd975l47zKry7u7PqzK3Gs/6HJYF9vQPeWOI+3Ta7HyjCvT72JBzPIy8u2O+N7Q6/tV9p7m+/69WKK9Konu53gZc8NVmUfC+5OM5er+cvsqM7/1HabfOfB44ioDAAAAAAAAAAAAADYV/qIbAAAAwAY089dzAAAAAAAAjz2+H8nwF90AAAAAAAAAAAAAgE2Fv+i+g4zGB4v+BID1u9c5k7kWG9lGHJ8bsU0AAHhD11t35cr8hmbWS5blytFnxnWnz8p+s3DNmHPYX4/Zi5qfHLbV3FWXr1hlP2Y5jIlec4I1+9Ptdy7zeLh6dXLbKrvYZT93iyVyeDWb9v3p9lYf1QzcJOe0f+t4WPZ5moPmu2qbbk6Ph8Gda/9+fp2Kz0s+fSau/OZbk/utsj+zHPYqU3r91yLLKu60r7NMXG2D5L2Wb7yZNELuLzcGqwz0LFtZzzsZR3ou3fkL09vqR6+PmfLN7t3xkDduTC5rJveN3/PdYfmpX/rCuKCZt2+fmGyPjo1OlsuW6fzkjGa7D51kYrv96vUeVmPGeFyZ3O8671U50W69XMPBYvuaHePc5q/ZXbm87/7GzWTDeK6LEyfz/fr76czZZMPY3u7ixbCubI3ZysOXX5/cT9mxPSx3bt7Z8Y/jGOz8s0MyejUv22fTa+5yf02zyR3Jwx5uxedKlcvtrLwUc+0Xbx6bPo5y17TZGttQPdv8WJp59voc5irHXjPl/X7nMsX9fSBh352bE6u5Vsb94K5FWdG+j/dpeAfR+VLaV3bvGhfm3sH8vJzNBUJ7vpcs8KN/fxzL1RNa2r84dXpynb+Gtw/s3suqdzb5G1h/bsl7Y7Wfpr37hlZnslefnTi+mVl/9vz0+iw0vtrvEtti0+IvugEAAAAAAAAAAAAAmwp/0Q0AAABg40n+UAkAAAAAAOCJwPcjKf6iGwAAAAAAAAAAAACwqfAX3cAD9MqJV8MyWaAAAAAAgPUqTWPNjp1ryyHLUDMmJd/V53tqxmiVn+nzFGU/mstYtj1lk5bI2l5q23tUmniMKqvUb6s50UnGaJUFKvm+mWZ7zJT1OaJVlqa0vw7q9PuNubbdtZmc3gmacRyytCVDuspL1vxMv1/JRzeXKZ9mxs/JsqlljLUHD4Tl7myeI7zu4+hhXVZ5r1nlotk2XjfNaK3GQziIZqmuvw/9+G2fORzWLd6JWe9+bqiyqSVrNeTCS3+FTG4za7/zY2s/d197Le5nyxJfT2u2bjv2y9BpH0kGtrvHq7Et5+bv8SwHfJm5YHZMZXOkzE+zudwTn63OO8nzbQ/sD6u6Cxent5U8905yjjWXOzTvVsyfXzn6zNrPi+Pvxv3o/eWzqg/J/X7i1NhUyXoummvt7kUd9/o89fNg7/Ol78Jnf+v8uXjjrfSz8aD6/B+vaX9Tntl6jf2563NOD3MrGc/D+vOol5mn/fxU3U/S3qw/h246J3qufbN59FO0fdL35t8zepmPJNd69fB4DzXfyOcK32d+DjSrnytp+8Tgb8XsGkrb9d3LT71V1rvOy2mDlvgT5iwXHk8EftENAAAAYOPh/zcFAAAAAABPOr4fSVG6HAAAAAAAAAAAAACwqfAX3cADRKlyAAAAAMC9Gvo+L1fuaDnIxpdPvnItbpuUp1Yrhw+F5e7ipfEYn/qOsK7/yjem2yflXhtXcrQqs52UU9WSmNbKuSSlVqvy5GFBymcm5VQrSdnOugRyLPealqeWz4Zy1VqWU8s9ZyVpq3LPruS0lopdosS8L58exq2ZmZx3Wq40Kzm6TDlSWdedvzC5aSOli8uufZOfrcvcyzW+6u43ba+UHB+6sR/aPXvCul5L8bqxvXLk6bBuceq021BKimvpYlcqXkuVV6VsXXt17LZ7dsX93hzbm5XANovlyk/9yd8V1n3oZ75sk7QcvZTTHm5Ml+mtyr1bP7mu2S7xBO5aZKX2GynZrXEJ7a6JKIqZ/S4V9bBMSXTtk+Q4/eVYfry6D/w1nyk/3z49jt/u3Lm4Xy17fCUpB57NZeelPLrr3yqSY0uMlCi/87vHhd/8WljXPH807vb1N91+5Dn30RfCcv/G226llHBO4jIqct1a97zXsvBVxIC7NsP78ZjNjhgx0d+4Md2EZF6Zm4PCvCLXYpn7IIxBfa/J9qN9L88j/75SvVMsE2Mh5+3L8peZe7pZnY4Y8CXbzeK9p8+Nimu/xgRU71dJG9tD47thL9EEem5+XOn7nsauNC99eNz2tTfCOn0GhfYtM+9RxvyJwC+6AQAAAGwsg5kNH3yWKwAAAAAAwIbF9yOzKF0OAAAAAAAAAAAAANhU+EU3AAAAAAAAAAAAAGBToXQ5IF458WpYXiZ3+34+i42Ba4hHwY875hwAAIAnWCkhK9LnUfY3Yw6jz+Q2i3m5jWbpSi7jcN1na0p2smRDtvvH7OKFZHI322POqbYxHNPlZzY7Yy7oILmgftsix9BtQ3skb1Rzg4vLZW72xGzdkHms2+6O/dmdOz/dXskm9/1nZrY44/Jppe+bl56Pbbgx9ufi+LthnR2I+y2SpxvWSZviSs2Qdtfp0IG4TrJA/fjUTPObP/jxsPzUPxlzmDUntG5TsqqVPF+fR9trDq9kyt4a+7t59khYt3jrbZuimbc6fq//yHeu/bzjl34rflbzU32mcJbXbrFPuwsxh9ffe1U+uub5Pj2Ole7M2dg+ObeVwy4DW3JXB8mfbg4dHNftlnvv7ROxSe5aaCb3iZ/4VFg+8j/88ngMyabtNe/15THftbx+LKyr5rZ2+j4okhvrr5tmUzc7x74fdF7eqZnH0xniK0cOx2PeHLftrlwL63zWt1nMva3uCR1XLp/Wt93MrLsc70U/roZPvhzXfSvOQZ2bc/oXn43HvHg5LmdjXcbr5c+O99Ou//OLcdMt08+n0/9abO+Br43jtfn1r08f38zst7852Z7hdMwU93nPZZtkJx+LfRQyxN/XsRKvaZYLr+cdcrk1x37/3rDcu7GkmeKayb3yoTGPfHHiVGyfZn/LfRFXyt9WuntRP1c++ZFxs69+K35OMqSbw2NOtEl+c3f6TNzv9vG5XXbIe0TyvBw0z1lzq925NXL9q/c0Nx80B/eHdUXmhrd+79je539VstR1DjriMu/fkbm21We663tpryqrbj5o4n66c+N94PO6zcxsNeaa+7lB3xP1fWrhcrnbPfG9tv/4h8Ny+dJraz9rfrfmjYf3Ms2Mn3kFwebEL7oBAAAAbDj6HQMAAAAAAMCThu9HcpQuBwAAAAAAAAAAAABsKvyiGwAAAAAAAAAAAACwqZQqd+AR2FMODD9QfuRRNwMAAAB47Px/w9/59WEYPvOo27GMp158bnjmP/8Tj7oZ6/b2H/uzm66PAWxM6fcjmhP5oL7PaSRnU3KOw3Hv55j+OHqMze5B9dEy5q7bg/BBjbn78SjapMdUSRs0GzTN5V7m3JIxpzm8g+Snhm0lA7vKFM/aFz744K5D+R3fNe7217+Sb+v6VzOEKx/APbJU/818trj+7W9OZ3vflw9qvp8buw9ojkz7e4n7R/Ox++vXJ7aca9A93rN32dafWzWO7me+X+bZ+0Hd4w/hGdnujxnYWY55Oj6TfPHKEucyN+Z8PnV3ZTpD/IMU5lN5VjU7xrzx/r33ltjp+p+f1bNLsuqXGvfJmOP7kQ/eo/h+hL/oBgAAAAAAAAAAAABsKvyiGwAAAAAAAAAAAACwqazMbwIAAAA8WK+ceHXt588e/fQjbAkAABvMVLlFLXOqJZFd2d7SxjKnw2JVjuH+7kFKQVb7daUjZ0siz5WovAe+XKbZkiUz0x1LKVgtT3qPfaT7LU3sk6VKV2sJVafdvzcsd+cvTO/nQZWKza6vtLVskT5adec915++jz6gc2m2bQvLS5WKzkoO34r3RHW93fio7tPsftL+deNKj1GVe02um7Z3mXu42b598pjLlEBvpBx178qVL37kd4R1W/7xb8m+fL/ENrR7doXl7tJld9DY9812GQ+urHB2v1fnmY1XOaZ+tnGli+2DKl2udB70dCgkZYPLVnk23M/195+Vey3bb1nZErfV516yH1/2erhxY7o9d2lTkPXnTNnl6l5c4rNBNQaT0ttVI9y5yX7SeTo777k2JKXV2yOHw3J35uzd22r5u0H1HpGVqs/K+etx555P7tz6GzP39JFD425lzKXzTFaG/W7r/aZLRGuE8TlXhj+JlMjeiR7oO+VGiFrBQ8VfdAMAAADYeIayef4HAAAAAADwQXjU33k8wO9HSim/r5TyjVLK66WUn062+zdLKUMpZTbvm190AwAAAAAAAAAAAAA+EKWU1sz+mpn9qJl90sx+vJTyybtst9vM/oSZ/ep69ssvugEAAAAAAAAAAAAAH5TvN7PXh2F4YxiGW2b2t8zsx+6y3X9lZn/ZzNaV5UFGNwAAAB46crkxpxCrBeBJNZX/mOQCm5kNLp+ybJF1mlXqMyg1L3X37rDcXb4yuR/d1mc4avajz8/UvMwq19jngst+dNm3QbNVlc9hrjKkq+zXMVM0zeQ2k2smq/qZ/Ey/KsmY1Txn0zZk2c963Vy2suaahnElbdfz9n0YMritzuz17S3b5PrLZ30fVX2StSHLuL3LvryV558Ly4t3jruDTuePmkl/a3slc9S3t+i9t/dgWO4vXx33I9dwWExnPzdbpQ2u/VUfzeW7+v1qzq3LnG337gnruiRTtj2wP6zqr03n5Wom98mf+v6wfPR/+dJ4iFWZ52SObA+N/TtIXu5wK37WX+Pi7hczM3N9qPOGjnufP91dvWqZ7so415Ytknmt48iPQclv1zzkMJ8m+bh63Lmsd3+u1f2fzZmarSx978+nrMzk2Id5L/bD4Jqk977O/+YzhaVPdNx7mvXc7ov3gX8m9Tdncrb9dRzits3OnfG4ft6W699sk8zzm+MYLa3c3/LZbE6vcrbD+0meA77y3IfWfu5OnYm79XObzGUhk9viXFtdp+3b4mfdfZrld5vF+7TKZK/ur/HaNDI36Pwa5o4+9pG2adju7qeZZ1l4ht+UOUjGtj5ngupdYezTag7S+SA0SPbj3h30ulRZ5UlGe2Y2X9ztt90V7x+7vO7DbCiP0fcjHzKzd9zycTP7Ab9BKeV7zez5YRh+sZTyp9ezU37RDQAAAAAAAAAAAAC4H4dKKV90y58bhuFzd36+2399sfZr/FJKY2Z/xcz+/WUOyC+6AQAAAAAAAAAAAAD349wwDJ+ZWHfczJ53y8+Z2Qm3vNvMPmVm/+hORYJnzOzvlVJ+/zAM/pfnAb/oBgAAALCxDOb+m14AAAAAAIAn0OP1/cgXzOxjpZSXzOxdM/vDZvZHvr1yGIbLZnbo28ullH9kZn86+yW3Gb/oBgAAwCPwyolX134mr/s23ydm9AsAPIlK21q7Z+9d13VXroVlzYZdOfrsuO5mzECUhMmY2ZlklZqZtXt2jW1wed1mZiaZuD4/s0hOaKNZwOEgkj/t8h2rDGnJxPRtal/+cNzNsXfjZ925tc8cjvs5cXqyec1eyS2/cCkst3vHPqryPDVH0mW6ag5ne/hQ3NZdYz1m/9Hnw3Lz1TfGz1WZ19ImlxWqWe8+z7M5uC+sW5w5F7f1OcaaW/3cM3H51PhZHUeaG+zb2+yL90N3/kLc1Gcia363nFvICZdM6cW7J22KZpU2kvfZf2TMny1fezOs01zTZs943P5SDAodLscM53Bvau6yz0/XXNM2ZqK2T4/Z1N3xE2Fd1T7No/btkazi1i1rlrL2mc9P1nzsRu/b11wfytj1mdxmZlc/+8m1n/f8g2+GdYNkf/u5pMrSlmvqx2hTZbKPbeqz3FqLeb96zCrP18+DmnmcZOCWLZK7vaq562N72yNx3lucjPNecfnuzQsvxv3KfBoy2j/xclz3xtth2Wcg67NL7/HV7xjntvYLX4vbSlZ148b29U8eCet2/vY41nudc+Sa+nuxur+v3wjL/vpn+d1mMs9o9rNu666/Pgu6c+fTz4b9yLk1W8exNMhzuGhGs58j9d1AMqbDc1vnXu3fCxfHjx06EI/p7wMZ56aZ7O6zw/E4Z/dyv2fPhiqbfKebyzTrWd9PuvF+q+7h5B5vDx0M65o98b3i5O/av/bz4a9O3+9mZuXF58afX3srrkuyq3Vs6/uJhTky5toP743veys6j+i7gT7T/SE/9GxY7k6eGhcaef98Nr5H+HFUzSO7Y38O7j13LqMdD9cwDItSyk+Z2Stm1prZzwzD8JVSyl8wsy8Ow/D37mW//KIbAAAAAAAAAAAAAPCBGYbh82b2efm3Pz+x7Q+vZ5/6H/UCAAAAAAAAAAAAALCh8RfdAAAAwAZAqXKvmA3TJc8A4HE1dF0s65yW+44lMn0JWi0bqeWJwzop/9hfvBjX99Nt6LUUq2/vjVjuNZQK7fMyp379YFLC81os4e6P2b/1Trrf/uZYRrTTUtVSytT3mZaY1vb7svJzfV9WxnKgg5RIXZyYLp+tY6E9G9u08KU5S2yDlqetrls4zHic4byUqpXz9u3XcVRePyY7duXS58ana0N37tzkOjOz/mos9z3VPlWVp9Xy334/Uj63uyzX9Etj31d9K9fCn08jpdV7iRzwpYOrc3ElfqtxLmVa+2NuWecUaV/v71st76vXyS1nc8zt9dN/a6VjJc450tcSl+DLla9+z4thXfsuXrIQAAAgAElEQVTPY5lzf+5acrhLrls1R/r+1VLLnZRazuZw5e5TPaZep3CImZLY/rPd6TPppsOtsX/7r72W79fRUuXaptDf0icaR9D8s7FMt/aeXjc/tp86Fuf/hT+O9F+za1dYDvO9lMDWsV2Vhvf7leXwPNVrKP3gj7M4FUvKtwdjue/QZ4M8j2RO9M8ca5L7XdqkJeWrfkniE7I5qZfogrhhvp9B41PCtlJq24/B6pkYP9u5ktjVPZs8R7SUvr9/VH8lXpf+epynn/2lsf2L5JloZtZ/c4wq0TgX3a9/9nbn83Lf4TjJnK7jU/vXD0kf12J2l+ufPHsXx2NcQmifxjnIu2F415p5Pm0OfD8yh7/oBgAAAAAAAAAAAABsKvyiGwAAAAAAAAAAAACwqVC6HAAAAMDGs0SlRwAAAAAAgMcS34+k+EU3AAAAAADARuEyCNtDB9d+1pzosi3m+/p8wvbDL4R1izc1LznJGP3YS2G5y3JaNfdSMofDIV1eZivZnyY54D7DUc+zlxzG9qNje7tvvRXW6bmYPxfN5JYc5rBOcsKrrFWfMdnkX7U1e8ZsWM2m1TbFRkhOrGaVurzKdu+esKpLck1VlZfu122JufD+umnWp16nsnX87GymsM/eHPrpdWa2cviQO4jmYcf+9Tmd7YeeDesWku+bkjYNq2OGq2a29pJP2u7fP66TLG3VPHN4XDhxKu7X5XlrF1V5xC7D1bf19rKMe9+/msl+Sw6UjVflG6mfq05g1O6JWcr2lM57Y/9qJvc7f+b7w/ILf2fsw+5bcU5cOXokLHdnxiz1sjVm/9oN17/adplb/T0zfO8n4ra/JhniPkdWruHKkcNheZFlbWtueJKBW9pWlsdrM0g0sb+HzeJ9rPsxmSv8PD5ILvTQ6/NoejxUYyfMvdIGt5+q7TfjHNTuH59JIa/Z6nPL8n71/mr3jHNxd2VmHk6uk+Zjh/EhY66Re6T3860++/VZ5pb763KdkqzqlReeD8uLt49Pblu2SO62z11PsujNzJodO1z7Yp8027eF5c7Nbf5zZnfJiU7eifS9xo97bYM+P5uXx3exfk/M0rYvfnnymMqPI7OYw171mOac+zkoec+pdqPP6SQfW+fB9pMfH4//Xuzr7p2Yux3er/QemBuvybZDcv1Nbic8HihdDgAAAAAAAAAAAADYVPhFNwAAAAAAAAAAAABgU6F0OQAAAICNhwwqAAAAAADwpOP7kRS/6AYAAMBD99mjn37UTQAAYMPzudyaj1lWVyc/12k+ZpZzKOv61yXPO6M513PZy9/+mGR0d8dPTG7bX89zjIcdSS7429P7XSarssq8lBxOf22q6yRZtVUud3KcTHfl2vS6S5fiPyT5o8q3X3NBBx0rLie06k/J0gx5vppjKpnivcsUH/okk9fMFqdO2xTt+9KMbVoqk3uOa5Nmtiqfl75y5OmwTs+le2ccv8Ni+n5XZSVmSs9lgceNkzGo42jI8pGz/UoGcyvZ74txrHRuDjQzaw8djLv15ybt85ncZmZv/aFn1n5+/i++GQ95Mva9HyvVvZbdTzLufb73oJncImQ/yzGycV7vaDrjOstZNjMbkmEWspTNwjXvJXe7ysv156ZjTHN3/Wd1XTY+syxymXP0nugujuOs3bdP1sXM7jTHXvK7Z3O510mzv7M+GrokNz7raz2mZpFXed7j3JxlcutxqnGUtUHGa5aPnvX13LycWe97jVndvvK+O9dX83erwc0zmguv5+bHs38O314p48E/O2Rdf236PSKd5/Rek/l/+JY7V3m+z81BKd+mYf3vS9X8hMcSpcsBAAAAAAAAAAAAAJsKf9ENAAAAYOOhNBcAAAAAAHjS8f1Iil90AwAA4KF75cSraz9TxhwAgDtKLEnZPn1o7efuQiyfmpYnlbKXRUuMd9NlhJvt28Jy58teSinLskW/VnLLUsLTl6vs3o0lhatypO44VZlwKWXdf+kbrkFSuDApc5qVH7+9QXHbxlLQc2W6w6pW+3667G19rmM/tB99Ma47fjIs+9KcWvZU+7fZsWP8+elYCtqX9M5KlWt7q5KtW2M56mbXznHbGzfDOtsfS9kPvry79q2USPUlpqtrKCWcQxtlPyuHD4XltCS6jIdwjJkS4/6eGW7GkrhaMtmX+NX9+rLss2X43blWY0Pb6+4h37dmcTyqar/SpjC29T7NaElcGTt+nGlJ5O5bsVSwL1f+3h/4/rBuxy98MR7HnWt1bklp8FbL8F939+XcnJPNe8n8pP3ZbJXS9TfHPtNy/tl1qktXN7Lo2iDl57Xcc+jD2XE19u/cXNbu3j1+SsZGdi9Wc7rbtr82U+baz9syP2nf+/l+mfu0Kg2djLlloin0vBuJETE3zrS8e1XCOysdrf2ybXyv6G/pnON+nonv8OOhGgtJyfn2yOG47szZ2L6nxgiUfq5UeVIKXu9/X9LdH8PsLvf0of3jOi2Xn/B9e7t5Ehvgyt7r+FR+rtDoEj8eqogWvafd+2mzJR5zdm7zNBIjuffSiB48EShdDgAAAAAAAAAAAADYVPiLbgAAAAAby2BmA/8VNgAAAAAAeILx/cgs/qIbAAAAAAAAAAAAALCp8Bfdd/icSDOyIgEAAD5IvGsBADBvcdJlWUveoGYga+6hV+Un+5xgyaPUnNuQkVrl8E5nIvscaP1s/bnpjNHGZbCa1TnRPia0znOV/HG3ryL92Ukua9hXlo9qci00b7aRvzHJMiarbPVxX91rb8Tdbt+etinjs2z7t96OK32bkozz29uO59bsiPmjet6dz91Wb7w9va4aG5K7vZgeO5r96/Npy7bY3iqTu0muvyw3Bw+s/dydPS/NlRzZw0+P2546k+63uEzX7H6v8rslF94va/5sllVsJa5r98QxN/is3V7z0OVedNei2S6Zrdtjxmzn2tjIukHyfX32eyfntnL0SFhenByvsWZyX/iJmNl94Gd/xS3Fc2mS65LmO89kk2c55lWurR/bMsb692Uc+c82eeZ9dk9XzwqXrdto++JerbhsYM3S1mvs781q3pA50++rPXworOvOjfdilSks93/pprPJm507w3J/fbzG+szR/OnGH2fQuWv6+blUvrC+G+j9v2187g034zXszsasaj/nVM/pZfKSZfz63GjNc47vBnHVyovPx/1cvLz2c3fpUljXXb4Sm+DGZH8hblu9nyyRcx7OVT6n97+fH6o5XN5Pbn1ozBjfai/H/b797mRz5jLF/XH1naiaD9y5Ze9EZUs8F+XvoeHGjbgffXdx6/WeaOQ+7f2+dD7NMuOXub7YtPiLbgAAAAAAAAAAAADApsJfdAMAAADYcAr/4TUAAAAAAHjC8f1Ijr/oBgAAAAAAAAAAAABsKvxF9x3kRAIAAAAAgEdquEtu5x2aKak5pyEfWzIQq2zV98csw3bPHjmQZKBecsfR/Ol+OhOxf+89aZ/77Ez+qM9/rDK5J/rHzGxYjfni7aGDYdlnts4ZknPT9ocsU/mctinL99R8dL9+LhPT5wb3N28mW5ppzvXkMSU7t5UcXp8NWl3vqoFJ5rX2td9W1lU57Ml4qPc79n1/7dr05+722eSY3Zkx57Zqn+Q7L46PWavtgf1xPxcuxs+6LOBqzPl7WjN65f7vLl6c3LYan2FlvE6aP5vlROt49cep56PpjFmfh2xWZ1WHXF45t+7MufhZd/01vz1mcpu9/6OfWfv5qc9/IbbX5Qg3kkWvubHNi8+Nq27E8/RjwUyyoYeZfGS9h3wTJHfdb5vNMbc3ddm62dgQcznBeh3DMeWzfTLuq/a6TPnFiZPptmGV5k+7Pmp37w6ruisx+zkeP5l/TOZFvYbCX7eq7+WzpR37Rd8NOnlmmn8eVFna0/PKyjOScX/qdFhO5+kVmQeTZ6Qlfbh4463pY8r1bXbE51U2jrKx7XPKzfL5qdpv9Y7kzk2uk7Zh65feWvtZnwXLZEzrHJk9KyrhOHGOaXaN74rhmXKX/frnYHf+Qn7MrDnZfJVlcuu21Txyz03CBsYvugEAAABsPPw/oAAAAAAA4EnH9yMpSpcDAAAAAAAAAAAAADYV/qIbAIAJr5x4NSwTcwEAAIAPnCvN2ewcS11qCe+0vGY3U0bYrdeyrM22WP4zK0+qpU2HvWPJ1+GdE5PHLFulPTellLEr6dnu2xvWlZ07w/Li3fE47f5YCnp474ZNaWQ/WYnk8qmPx21f/arszZX4rErMxuX2yNPjpy7Hvi9SXtOXvdUyp82u2P6yYyxXPUiJ9qr0qiuvrOVezZViHm6thlXVGPQlUrVk87Y4PsM6Kdm9OHEqbuDG2cqLH47bvvV2WG6fHvtTS6Q2W2MJ56Fz5f2fkjLss+Xe3X6lBK25a1yVRNfyuu7+0uufHUdLw/t7WsdGp+PKXaf2yOGwzt8/tzd2Y1DGrs4r/hoPsk5Lzob26vykx/HrpAyvlmVv3Hod50Wuf3dlvDb1MeOyL1d+9j/+obDu8P/6G2s/VyX7tXz662/auvl7SCsMJ6Xhi9xrep+Gz+lzIynhrVZk7NhTYxu6U2fCqkaO012bLl2uc8dseWW/qZZp9+taN5d1WoY5zp/dpUtrP2ssSDUGfUzETGl9fw+lJbBtuVLxvmS6PsP1ee/PVeMHNKrEj4eFlP6vGzH2aXXeyTjS+dMf018zM7NB5k9/nKocvs4rfm7o8jLXJZlHqpLz/l6UsVu2JL9qa/Ky8f1LR8cFLV0u/HuRzvdaTt+/6+i5NZ/4SFjuvvKNcZ3ew0kEhvaD7299h+uvx/eybNxn0QA6l+n195+t5on132rYRPiLbgAAAAAAAAAAAADApsIvugEAAAAAAAAAAAAAmwq/6AYAAAAAAAAAAAAAbCpkdAMAMGGjZ3KTIQ4AAPB4KW1r7Z5da8uaFepptmqWR7lM9qfPaDaLObyaR6sZnuW8y3BMsj+rXNh+Oj+zynO8cm1iyzybtiLZn9Xq3q3/8jfzffl8yiqbNOZ7hjzqXjOPY152aIMe8qmYw7o4eTpv44QqY1ZzL9dLzttnhpvF/Oz+eJ5r7C2OvZNu251zY1Cuaf++XAu/frj3r0T1/mr37hmPqRndymdDS/6o5kaH+01yYrPMWc2J9fudGydlq8/+ns5HNTMzn62reehzn3WanTJWLo3zVXWemv3tMn2rvOwbMq7c9R9kvGoe7eDi6X0mt5mZfc/Hx5+/8KW4TvOm/XFm5hw/jnxm9O396nx6jyGz2p86X7n2t5Jj3V+6HLd146rKvNaMYd8vOt/Ls6L92Mvjfl57wzIhC/g7Yt5w/61jd93O7C5Z1aWZ3LY6ph9nel00x96Nq7mM7vyg05nXc9tqhnOwqtfCzTNzx/T3k2YpJxnO/c3YD+1+lzd9UcaY3qd7xnvE9Nm1M2Z/934MJlnfulydS/J+ou3TaxyOU2WIxznz/UPjPLhNcsz1OT34PqzmHHn/c21qJC97eFOer94WybW+Ob6PNrt2xXWrq2Gxd9sOcr2XGcvN7t1xv+4db5n7aViszm+ETY9fdAMAAADYcEr+XSAAAAAAAMBjj+9HcusqXV5K+ZlSyplSypfdvx0opfy/pZTX7vzf/Xf+vZRS/vtSyuullN8upXzfB9V4AAAAAACAh4HvRgAAAABgY1nvX3T/rJn9VTP7m+7fftrM/sEwDH+plPLTd5b/rJn9qJl97M7/fsDM/vqd/wsAAB4gSpUDAAA8VD9rH/B3I0PXWedLc/uSmVK6uCqZ2fvSsFISeUssc+3LOGrJ3v5GLBXuy2KuPHMkrFqcimWQh6zEZ1KeOiVlbatSq26/VclZLRXs+lDPs9kZS+/6z2pJZC0x7ss9d1dimdiqZGZSvtiX+5zTX5cyzUnft77cq9Vt9EI5UB1zS/Clym/v+B7/FOleP7csGZ/twQNrP/eXY0l8LZnaXxnX+/LTZnXpfV+CdpnrUu3XlXAtO2N510HGduhBGScrzz8XlhfH33UfjH2/8sLzsb2nzoyb3spLw/pS21qOVkvblqTcc9X33frnyIy/h83MmiYpie7KlV/+t38wrNr781+YPEYrZYP7l2Lfl4tunGnp8mQuq8qYy1huto8lkbVsdMX1mUZnZOXSi5Z7FqEs+8VY1rwqK/7GMbcyLznt4x18qXKzvLRx2S4xEe8l47cqDT0es3q2rmpp/fE6tYcOhnVaCt6fW6/3UzK/V32SPQfn5nR3/f24MavjCTotZe9U7xX+WmjEhC8jn71DWIyq0OdwVfbcm3n/KL70vpYfb5PYCDmX6j3Ct09jV+Rct3/r/HjM3bE0uN6LfnxU7ZP9+lLs3QWZV2TbLDbAn1sV0aH3qbv++l6j49XfF/reoO85aYl5EfZ77nyyJR4X6/qL7mEY/omZyRuq/ZiZ/Y07P/8NM/sD7t//5nDbr5jZvlLKsw+isQAAAACeEEPZPP8D8ETguxEAAAAAD92j/s5jg38/sq5fdE84MgzDSTOzO//38J1//5CZ+ST743f+DQAAAAAA4HHCdyMAAAAA8Iist3T5Mu72K/uqzlAp5SfN7CfNzLbZjg+gGQAAAAAAAI/Eur4bMeP7EQAAAAC4V/fzi+7TpZRnh2E4eaf81reDWY6bmQ9tec7MTuiHh2H4nJl9zsxsTznwkAJ3AAAAAAAAHpj7+m7E7C7fj/hc2XvMSK4yGzUn2tH8RM299NmaVc6h5l4meco+77NIjmV39mzcrcs91azP7pbm0bpihZLJ2+yI/+FAyNqVvvXZydoGPc+hi8fpfbaybFtfiyRXMskYLisxH1VzjcNxJVO2yn5eZ156u0uu09WrsoFrbz/z1Z4/pGYnS3vLSju5bZU/G1ZKG6ps3c79GPejebRppqdcJ58FrOMo+2yvWbCS9+vPvUsymwfJS63ycZPs95DJLfvVLFWfyW1mNqwmYznJx9bc1WZnvE8HP870fpIs7dhAmRuq8TDuq8o8vybXzY8dvV/cOs3kXvzwp8Py1l/+ytg8zTT+zbjchTlHi7AmeeMz93Mvme1BkjGsucBpBrrcTzrvVePXb6tzm8+51ntN5s+Q567PhnAMybGWDOylcsyn2mpWt9e1qdd5WPflz03HfZYFXs2fcdk//9tPvBzW9a+9GRvR+uz32Nc6jkLmuIyj7kLMYfdtDPO70jEmGdJNlv0s856fl6vrL+NIs6GzbcMxZb/hHcMsnLfOc70+T12G9+J0nGsrrp+y9zvddm6dz+Vu9+2N6y678auZ3Do+3biv3sPk/kqftYPkjftpMJuPZL86Nmz6kYhN7H5Kl/89M/uJOz//hJn9gvv3f6/c9oNmdvnbZbwAAAAAYNawyf4H4EnGdyMAAAAAPhiP+vuOTfD9yLr+oruU8vNm9sNmdqiUctzM/gsz+0tm9rdLKf+hmb1tZn/wzuafN7N/1cxeN7P3zOyPPuA2AwAAAAAAPFR8NwIAAAAAG8u6ftE9DMOPT6z6kbtsO5jZf3I/jQIAAAAAANhI+G4EAAAAADaW+8noBgAAAIAPBiXBASDkU2oWpJlkgbqM1LJFsio1w9HnZbYzGbhZzmWSl6yZiD67skiWart/f9zWZVdWuauaKbtjm9s2nmeVy+jb0Eju9iDLIQNV1ml/+qzIPsmQnpN8Vo+pGbhZVnm9s/U9ZKsca83a1Azf8OHYBp/DO6zqeWp7ff6o5KNmufC6TvszuU5Vtmqmyhjf4n6UrFLtw61uW81A16zSdWapq7JNxv3705nDWT7yILnrpci4ycZZMsY0+z0fR3K/67ziz20mN7a4vu+vJ7nVZta8+Nzaz93rkmOcnLfP5DYzO/vvfO/az4f+xq/H3eg84vZbzU96y/g2aF/PZNdmwn2wznni9iFk2+ze09xdfY64ca/z3CD7TXPik/YVjS12x2m/86Pxs2++E5azuaLZvi0sh7E9kz8d+yhes/oZPvZRI/eTPjP9Z/vXj8k66T/XT+3BA2FVd/Zs3PSye04vpjPPzeJ1qsd9MoeL/tZ0HnU2FrJ3FbM4zvQdKLveWWa8mYwHvUey9sxkioexM/ecyO7/Mp1q3F26HJb983/2een328vxtT3Z+1P2vF/iXWtInoGbCt+PpO4noxsAAAAAAAAAAAAAgIeOX3QDAAAAAAAAAAAAADYVSpcDAADgoXvlxKtrP3/26KcfYUsAANgc6vKuyd8ufPTDcflL34jLruSjVpEcXjwa/+G3vz5+TEuDV2Vlx7qKVRlRX45WypqW/XvDcrvTlchu43n2x6SM7PXr44KUhh2ePxLbcPHiuE77U8v0+pKZ2tdaMrOqK+xXxXXtvvFcu8tXJj9nFkuoaulNLa86uFKizU4pDS1lRleOHF77eXHq9OTxq5LSWo7ct09LzItQWl/Ku+q5hbLx1Y7idVp59pm1nxcnT4V1zTYpI3xzPJ+qj/RclylB7/plblz1/tRmSpWvPDOO3+7suenDS1nbbFw1u3bF9ly7Fpvgrk11XarJIik5nJScXapMvNzTnYs1MLtL1II/5Pd+Ii7/2pfGz2kUhNzj5UZS6tadi7+fzepyv75c+aV/6/vCur3/26/E3SbllZvviufSf/nrE1uarTwb573FuyfGBb0u0r9+Tq9KTKslSpv7e6SOQJAy8oN/juTzShbvEfpT7ueqvL8rr9x97XVpzz2WflfZM1uPI9v6yAOzOJd17rl2+7PTpayr/kzKqXfnLySNza9NXT7dzVHJXFGNDenPds84f+m9lpa5l/5sd0tshJ9XZsqch/bLPaDvPd37YxvLZz4V9/PFL8fd7hjfi4bTMyX5kzYsE+9RRSQkQz0v4S6l6/+l7xzXffmb0r4l/u52mTkmiWzQcWXxsYfHBL/oBgAAALDhaAwkAAAAAADAk4bvR3KULgcAAAAAAAAAAAAAbCr8ohsAAAAAAAAAAAAAsKlQuhwAAAAPHbncmEVpLgBPqqlMwrmcaL/qtyW/NcnsnP1scswlokvjbiRnV5fvlWZ06rn4DFfNNa7465BkcM83Kl43zRVNm/D+dE5wlYHuhNxyq3OEs1zuuKP8vEMO61yWpuvD4f376c84ljWX2/M5ttU6zRuV9vt872o/VSaqu8ZDvC5V5uzN9WU/m+XnVuWRZu3zx5d7beWlF+Ix3zw2+dmVo8/GbU+cHBd0fkomB82i9pnxZmbdxUvjtsk9YDaTDe8yuavPzdz/i+Pvpuu/rX/pufgPvxnvb59dq5ncb/3XPxSWX/zP/sX0cTSTO8noDZncc6o53S0n+c1q5cXnYxveeCss+2z4ar5f4vmU5k/Pzel+2yxDegnNzpj1rHNvvE7xnihbYr58s32cc7orV+J+b97HnJnNzZpd/tSYXa73nrY3zejO+lPas/LsM2s/p3Oexedn+/GPxHXf/Fb62bCt9G+ze/fYvGyONluqP/09NEgmd7XbK9PvQe3BA2E5zU/P2qeZ4nKd2k98dDzGNySr3s8Hep6y3/7Vr063IbHy4ofD8uKtt8OyH4PV+MveifW+3Kz4fiTFX3QDAAAAAAAAAAAAADYVftENAAAAAAAAAAAAANhUKF0OAAAAYOOhNBcAAAAAAHjS8f1Iil90AwAAAAAAbEA+P1ezc6u8TJd7W5qYY1rlZWZZi5KBWla2rP3cPn80rNMc1sljiNn2+d1oxrFmK/v9SPavz+Su1mvWq+ZauvZre02ywH1ets9Zvdt++xs3po+ZZdXOZWAnlskFD22YyV32Y0PzMrXvw25m8nDbPXvWfu6uSbZmNl7n+nOJPux9Pq3sp9m+Pe42y0tPxqvPAa+OaRb6v9kZ7wNbHbOfhy6Ox7Ltqclt9Rj9SclrT+7bhWxbtrq81KrtJV92BslAL27bxo0Fszpbt/h7Ue5Lk/kg3P8yFvK5It4H7d6xTeVizNXtZF7294zOT5rJ/cbPfXrt55f/yKuWysayXsMkL736qMsqns3Sdm0YLlxM99tfu7buNsQGzeSE+zYtc95yTf3117HQy/gM6/T+Tsa5ny/N6jmzSzKvq/Hp59DqXovn1jw1Hjc7F7OYXa7PXs01j8eU9wZ9RvaDX4if9c/Muevt1msmdzWfunP196yZWZH5dHHCZYNXz7l773v/7tB+6Ll4zHeOx23dfKrvd5rJ7bPUm9274rbnzkubpsdk81R8VnSvvTn5uXbXmEffydzQ7tsX93NxnA+KHCPLftdMbhXumSXe4bL8bjw+KF0OAAAAAAAAAAAAANhU+EU3AAAAAAAAAAAAAGBToXQ5AAAAHrpXTozl+D579NPJlngSleH2/wDgSaflyjNVee2wUks8Tpd0rUqOulKRVXuyMqN6DF/mVg+flcTVcqlZucpqx1rK1m07V1rZncswyLqk9HZ/XUptV+V0px9wVd8nJVLLFimnmpS9XaqEt1tXWi0xHz8XyuUnpcrNpHTtTHu0PHW+4/Wdi5nFcvTS180BKb16+szkbrVcsZaZTblz1zLiWfnXwZe8t1gOVkt/a4nsrGxrf2t1cp1+rrrG/jhzJYfDjuL1765IWWv/WS1rnpUGnyuf7se2nktVpt/fe3FVd+nSuOB/vst+0nlZ+HLl7Udfisd8/U3dfNoSfa/Xbbg5XbI/u9e6yzP3rO+XYYkywsuUHM5KlS8TW6DlvdNnzsx+3WfTOXpGmD9n+BLTZjKfyvVeefH5+GF3Ty/ejqW1tfx3iMSQfkjjKaQ/0wgUlVzjKvrB8XOpmZnpcnZIPZcsLkPHdjPOM92Zs/mBXOTEsEjmZYvvRYPGe1QbTz97qz5L5sgQI6KRLBpzMNFWM6vnnHu8LzQKQMdGWmJ+E37PwPcj8/iLbgAAAAAAAAAAAADApsIvugEAAAAAAAAAAAAAmwqlywEAAABsPFomFgAAAAAA4EnD9yMpftENAAAAAACwEZSYi5jmXAqfy9t+5MWwbpl81/a5o2F5cewddxANCJS8TH+vDNMAACAASURBVM1BnFonObYrR5+JxzxxKtmPFCdMDtl8THJuv/ba+LEsD9ssbW+aMZtkfZvFjGHNptRs5WbbtnE3mhu7jCXyacPH5nJhfT6y5HdXGchZfu4yGeKi2b177ef+mmQ96378tZDrP5uf6mleejuOjyGPVs1zjjXv2X9MxmeVw+0lucZ6Xapxr1nb2bauH6r7ydaf2Z1mCmsbNM/Vt1euy8qRw2F5cer0uB85l2q8+v1q27OMXpkT/VTRfNcn4pZf/rpN0Tm7/eTH4/qvfnPys9k11utUtsbM85A/L2OhtLF/w35lP1Ve+jJZ22n/yqZtMl6TeyS9f6qNl5g/72MuS3e7Ra7p+679mpfsr6G2Sa5DlY+d3P8hk3tZbr+aWx+eM9m9ZmbNU2OOdZYvXZm7LkuMuWWO48+t/diHwzr/PmJmNmwfz23u/cSvn303SN7LsuNU97QfV3qe0r7w7pJkp1f7WuJ+WSrbW9/h8FjiKgMAAAAAAAAAAAAANhV+0Q0AAAAAAAAAAAAA2FQoXQ4AAABg43kwlf4AAAAAAAA2L74fSfGLbgAAADx0nz366UfdBAAANp4hyeWuMiY1H3ss2te98XZcpZmtPp9UsgtDJveyXL5ingUc2744/u7kLptde8Jylt+ruq+/Pr1Ss121331WZJIDXhnyrOosV7KsbAnLS+VyZ5niS+TjhgzxuRxbf5wstzz7nNly+b0i5HLP9b27xkvle84YOjeeZ7Jgm51jHrXmGE/e+3fbbyI977lMbnctqv1IZrvPDR5uxf5sduyIu71+fbK93bXpdWquTd7i9JlkR0lO8O1/GDfdIlm1fuwkmca6nyqTe4k8Z83k7n7P96393P7D34i7SbLUleY5+/6tcuEH2Y/br17/Kt/bjxUZ91XOdvGZ97JfvW5ujtJMYQvXVJ6X+vwM8308RpqXvMR9ObvfLFN8LufYb1uN5eS5rMf0c/Ey5yayOajZszes6y4nz3TNH7+1OrmuPXI4bnvh0rjpUnnO95Gzrtu652L/+rF4GOmjcmWcB+fu4fTZrO1P8qmz/aRZ7zN94t9distVv70yfnZYvffn/7rdxzsGNg9KlwMAAAAAAAAAAAAANhX+ohsAAADAhlMozQUAAAAAAJ5wfD+S4xfdAAAAAAAAG1BaRlZLTvpSkk1SalVpyeklynY2UpLSl3AeFqu6+fi57dvDcn/jxuQxu6tX42d3746flfXrNawmfSLaXTvDclo+fa7EaFL+c5lt07Ky91Gms2xz11TKEQ/vJ2VuRVo+t5U+0pLIyVhOz037fplS4EuUp9US86EM8lxJ16SEt5Z4DeWKl2hfdt7tnvVHAaT9Z3E8aBne7DyrEvM6HqSqdNw4FictW1z57CXKOy9TPj/cE2KutHZ63ZYpiSx8ufLZa+qOk84xll9znbf9eK3KT0t/hrljmftUJfPgctc/mT91Xs7KSM/Ny9l8v8x53w83h85FF5QVt+19lPvOzq3XqIJl5vtkcujOns8/m7mPe3HdGumj96WP0vc0aZ/vJ32Hq8akXxf7T59l/pr7mA2zmTk9UcUaPIy+xhOJ0uUAAAAAAAAAAAAAgE2Fv+gGAAAAsPHwH3sDAAAAAIAnHd+PpPiLbgAAAAAAAAAAAADApsJfdAMAAAAAAGxErcthXCLPc6lMaf3svn3xsxcvrv1c5fBqJuo6sxezTO7qOG3M7KwyuZMM1FbyvEM/LJHfuUz/3Vf+5DL507diBnrZutWtm8nE9PuSrOLQv1mOrZrLVvVZustk085dp0eQ97lUdm1C76cHpdmxIyz377239rNm3qeqvOHpXOsq+3kJy2U0x4zZYTW5/jom3WebrTGbtn9/Oru2mnPChjP3iGvDyrNHwqrFuycmt9Vxr2PF95nOT/2//L1xt//0N90H7/1+8ePIzMz88jJzxVyutV8/l3l+r+ejY1lzjjOPImM46d8qZ3kRnw15f+r9dI/38RJ9kt7vSQa3mcXrJtesaAa239Xc+LzncbT+/fpntFmdKT+8J+9F6X5n+snzc4m+RyTzdnW/LyF7tlXHfAj3U9kS+94ezCMcGwx/0Q0AAAAAAAAAAAAA2FT4i24AAAAAG8tgVsigAgAAAAAATzK+H5nFX3QDAPD/s3fvMXfc+X3fv785D8mHV5EiKWl1l3blXa0vu3b3AttI6jRJ122KuEEc104R5ILCNRCnBtwAiesiKVykCNzWCdAETV3EdZo6duwabZ3YgRrHdhzHu/betOtdaXUnVxQpivebRJFnZvoH2We+38+P853nkBL1HD7vF7DAGc6cmd/85je/OTpnn+8HAAAAAAAAAAAsFf6iGwAAAAAAYAPSDMdAM0ZtyGzs3rq87mPM9u0Lyz6Tu95YMm8XydZdQMjwnMr+TfIdF8nWrjJw/XH1GJL9u3LPgbXX89ePr/uY040azx8vWyQvfZE8Tb+vRbJpRdm2bdhNNlb1mFO5uxtBkpectd/3iZnZ7IH3heX5K4eHt8nYrtJes/xX32cyHpt9e8NyGBvVOJLc2Cx/PMuFnbhHspzYhfJ9dT7w86DuN8l37y7HObLKlF1nBm6zfXvc71uSs+v2U2Vyq+SYVa5xMjeETG6Lmd3N7zwtO5bx4Pphoez0W5HlZU+NjaQfUtLXzerqsCDPue7SpfUdf6INKw/cH5ar8eD3pX2SjOXqnr2VvHQvybiffO/NWmQe0bcm47W6T5Pn5UKfiaauk7sW3cWL4/sRzY4dcbe3kJcdVBn363/+z/bfvfa6PXU6rtTs70Xmjpsc99Vuks9w6XMNdwx+6AYAAACw8WzA77wBAAAAAABuK74fSVG6HAAAAAAAAAAAAACwVJb+L7qfOjqUXPnU/R99D1sCAMDN4VmGzYhxDwBArcxmNttz19pye/bcsFJKeGrp6rBuayxHbI2Ulbw6lJXsr8SSjs3u3XFbV4rXv+/agcZLpM7u2hOWu4tD+Vct76xlOcvKluG1lui+LCWyXTnVRvbbt50sD6Usm+2rYV1VGtSV0Cwrse+1DGZ7ary0qfZnKF+qZYOl/b4Up7avuTuWV61KJvtttQyqL20vpUFDCd8m/n1MdZ389ZeyoY2Uf+1c+Vctazq7956w3B5/w9YrLZ+ejE8dK52+1/VLVd5bymevPDiUJ2+PvR7W+VLlZtfu8bX9dPH6V6XM/bZasjsprT4/FsvnNzt3DptKrEE/vxqP6a+jlHDWPjN3b/ZyX+pxwn6lPG2zM5YVbs+Pl/gtMpf5sTM1bvy402tazZFuXtT70scpVPNRZpGS0rJt0dgIpxobWsrclSt/8099Iqzb+atSytyNydnBg3GVlHCO82lewt0/D6oxKM+V2ZNPrL1un30hrKtKzPt++fAHwqrmpVdHj1m2bgnLvjx5dYykfLaed7Vf99xLS5VbfO7VJfrXXyJdn/9hLMs40rnYj/Uix+yuxLkiZC1oiemk7Hk1lt18MFViOsxlyTNbj1k9HzXuwX0eaM/lkSfZfFqNHf85YnV8HjEzO//vP7n2eucv/37cjcxBze5dw25Onkrb6881+9xoJs9Q6c/29HD/V89EeY542ifp5z+NFJDPLtYN66vy6DKuygLjCncG/qIbAAAAAAAAAAAAALBUlv4vugEAAADcgcigAgAAAAAAmx3fj6T4i24AAAAAAAAAAAAAwFJZ+r/oJtMRALDseJYBAADAzKzvOusujWQtawZmJ3mEkg0a9ntlPJ/QZ5Oa1fmJPivUZ4iamfVXx3M5q5xd1/4qi7jar8sUnciU9DmSmiE627UzLLfnh+xNzdas+PbmW8b8R8k17TUbNOReSoZ4cp00k7U9cTJd7zUH7g7L3eFXR7aMfTiZ5+kyMhvJZG9PntTNR7VvnIj/4PtQc1f1PtAs27CfJLNV82aT/tN8T80c7dy1qHJDmyQTdyJ3198ns3tiXnKaRy05p+Ee1+xc7SO/G8kt7yRT3N50eam6TveVnHd7LrkWWf9ZnUfupbnWmtlaZQr3blu5ptK/Y++rJFnPU9tq7nLItZ3K/nZt0kzu8uT7436ffmbtdXsiuS/1EDp3aT906+9PzeWOm8p+526MurabmbXptZBzcedW52OP3yOa/VykH6r5wFnknva50GaaayzzRnItqnMT/r297Ffnvezc6h27Nug17JLnntwj/rldZZFX4yq5/n3cbzgXOWadRz2+bd/HcbXywL3Dpqdjxr1mjN/1uWNrr+fadrlu7emztm7u/tKxkc2Rym+r86dmaftz0+vda7Z6cp2qHHbfHh2P8ryKG+uzdnxTLK+l/6EbAAAAwJ2n8B+gAAAAAABgk+P7kRylywEAAAAAAAAAAAAAS4UfugEAAAAAAAAAAAAAS4XS5QAAAAAAABtB38dc3g88tva6ffGVuK1kjPosQ81LXESV2ZjkMlYZiUmet29vldk4l4zekePfUOePKdnJSWaj5k9X+Y6ap7teSZ7rtdWuH+Z5BmrI5ZT2NJo/nuR7zzWT2+dVVlm67pjtRPavP/6p0/EQmvXu81MlH1XHXMhA7ScyZf2Y02NmucFyaisPPhCW50dec9tK7rpmzEtWbKA5zEnO8Wx/zFJvz5wbFqYy5f1+9u6NTbg4ZHRX2dSqcWOwyjWVTHl3H1f3k/Z9ct7N9u1hWXOPw24kL7dsHeaZXnLXyyzei71bXd1rct/2/rppJrffVtZlWcrVOJex0ezePay7LPnoklXr2z+VlRzOVebeTnKtz/z5b197ve8f/37ckfaDu5+yZ4HZVNauPCt8pvBUDrQbV1lOcHV9Jc+5cXOHPjea7atxvz7zXlRzQ3Kdqkxuf49oe7UfXN/reWsb/L3YfOTJeMhjJ+NyMxy3PRnn9Oo5nbS34rfVce/umapvZd5oVt11kjHl7x8zs+7ChWE38myo7kU/HnS+1zkzmcu0H+avHR1WyXOiume2uzZqG/T6u88DK48+HFZ1r8dxFcbz1HXyh1iNfZbdw+l+dsr41Bz7LFtbP4e5saOfgfxzzkw+G+jnSJnKcGfgL7oBAAAAAAAAAAAAAEuFH7oBAAAAAAAAAAAAAEuF0uUAbspTR59ee/2p+z/6HrYEWH7cT9iMGOsAANTKyorN7h7KF1flymVbb/a+e9dedydOxW2rkrnjJZyLlN5t9g1lkOfHjsf9tONlpbXca+vLSiYlcFWvZYz1vU7REsiXxkttVqW/pXymLzFelUS/nJTTlrKsZTUppytmBw/ENp0+MyzMY/v6h+6Lxzl3flg3VcrYl6PXbV3JVO3P/uJFafCwHy3m2n/kG+Juv/T8sO5tKa2bjKNKVU57GDtVCdSkxOzKPbGvQ6nyqSbI/TT/+AfXXje//XTcWMb2yn3DfTp/Pd5P4XrLe1tXhvfagVwbZMy1biyYmc0++Piw7msvWsZf82aiZLsvbVtW4/0+P3ostuHufUNzpX39hx8Py/a5r7gGxVVVGx55dNjvsy/EbZPboNrPDi21P17ifebmjk5KyutyGJ9a+lnK8vpSy9XYbZLy/hP8trODB8O69sSJsOzLlZ/+C58I6/b/3Bfift39Vu7aE9YViTIIZLzq7H/uz3587fVd/8dnxvdjsWz313/kI2HdI784jMHukMQ3yD2clXfO+rp6tuq4cnEEVanyjMYEJNEUVQlvLWXuzqf78nPy5qTUupZhzyImpmpB+z7Vzxy+pLeULtey9v7zSZHy8508n8K5yLaWxE+kUSpmcU6fiDjx7W+kfLptjed2+E8N9+aD/12cy3Q+WHnkwbXX81cOp9v6vtd4jO6MPHPce6sICbdOoz7a18fHtn4OqyI6ZA7y/Hmamc0PHxned/Zc3FivRZh71z9fYnnxQzcAAACAjWf8Nw8AAAAAAIDNge9HUpQuBwAAAAAAAAAAAAAsFX7oBgAAAAAAAAAAAAAsFUqXA7gpZKve2XxmtBnX+91G/2IzIpseqd6sUJoLwCbUz+chrzBkTGrGoGT/zg8PGaSz3bvDuq6TSdXnf2o+tmTTzk+eHN125ZGH4nuvDNmW7YmTcZ07ZpUTeSFma/rs117aHvI8dVvJlPQZwmYxy7TXLF3hj9s8dH9c+cLLo+/TPG/rYnbpbJ/LKpZs1e685DDrdfPHOSJ56WX9f8vix1IjY6X43FDNNVXdeAZm8+yheMyQCz+es62K5JpqVm1YL7mrOnZ8jmx75uzoMSvSPu2z5suHhv0m52JmNj/2+rCQZKlek+TedkmuueT7ti67erb3rrhOck59zq3m42p2bfG5xuclv134/HHN+m1eivno4cz0PDU3/PB4tno1V/ixoznMmu/urNx7T1juXJ9VWd4Tmb1xR8m5yTgqMznvflhuXK66WT2vhHVJJu+1HQ9jRzO57cMfiG99Zsh77y9KtrL0fZX36zSSVbz3l7447Fc31nxvd90e/rvxe6zenVv1HNH/0HD9XfW1zIP++dVqFrn0Z/vGeP5wJZs7qrlifKx0l+NYbravDuvkuVe2yD2S5FNXn0FcG6r87uQzx+zAgdhePwdVWfSxPd3588M6uff02RvaoJnn8z7ZdoH/CO3zbPJ+PqwvO/aFdfM34mekB37T3UMTz8j26Os2Srad7d2z9lrv/+r56jLSq3XuXmuPxeNrnnummoMS80Nfj/+QXZvsWlT9ue4mbBx8PzKJv+gGAAAAAAAAAAAAACwVfugGAAAAAAAAAAAAACwVfugGAAAAAAAAAAAAACwVMroBABXycgG825hnMIkMKgCwxuXptidPhXWaVeyzC6uMVs0uTHIO24ms3bCbc+fDcnFZsVVepsv37M5dkHXjuaCzPbvSNrRJtm7VR37dVP60t0ifSI6pLhe3XGUIV+9N8lIlE9fnsLaaG6x8dq1m57qszWyMTbZPcmJDRusHHouHTDLPZ/ccDMvzV4+Mrtd1Wc5pNjamaJ9V2bXr3tF4hviN19/sft2qqXHv+2hiHMVcVslo1Tb4MSf91co8kqmzny+PbHmD3G2X/1sayWHOruG2eEybJTncWU7s1PXMrluWjyxZupZkdE9m6frrL/3nM7nNzN764x9Ze736q58N6xptkz83uS+7y+PXcIrvl+rcsv5OruHUfvpkzNU7e4f+g+YWcqP7K8M8XY/78Tk8u4d1fZbJrdu2J2M2tRX3d5hTmdfZM11z2N017q9OjPtufH32WWaR69KdvyD/EI+55cjwGW8+tV/t72xT91lBx3azZfynQf/508ysPf7GsJ+bfeYt+t6Fxv0m+PJgE5zireAvugEAAAAAAAAAAAAAS4UfugEAAAAAAAAAAAAAS4XS5dhwnjr69NprypoCAABsUpTmArAZlRLK0HYXLoZ1gZRene3YMbpOy31WJX19E1z5cbNYtrM9ezbuR8pT+zLCWmK4aYa/tdDyyUXb68uca4luf55moV90nZ63Pxc9z/ZsLOHqS4Fr6dKqlKkrB1qd966dYdmfTyclsGcHDoRlc/2gfV8euj/u95Ar2y1jZXbXnritu05VKWvXZ428rz11erS91boH7ovvPXZ8eP3iK2Fd1p/diZPptu2x193KeN7VuHLlXrVPtH9Tst/m4QeG9r7yajymlAYO42Oi/Kx/r5aC9vtpkzL2ZmbN7qH8//z142Gd9ufs3nuG5p09F7fVe0/KIHvtGyfifnfvHhakXG736PvCcv+FZ4Zjanl/Ga+zDz4+7Oflr8f2ynUK99tM7lPph87Nke3rb8Rt3T1dtAyvlAauSjo7K48+FLc9fWbYjcZCaD+4+7Qq/a7PCqeReS+dI+Ue0bgEX678/A98Mqzb8/O/F5ZXHn907fX8ULxHmm1b4vLBYV6ZH3kttk/nV3dftB96JKybPT+Mh+o5opEYblxV5bGb+HeCnXvuzQ7sD+v6NyXWwO9XogBW7rs37tfdb52WjV+JfeTnBh3n2T1TjccSz212cDgfvYd1WxsfZvWz2J1PFT/wTe8fFj73TFin59Y8Ntwz/ar0iZTWD3EZ+/bFY8p48HOZzjFVKXt/f0mfFJnbfPvLDvlsJcc5/YceXHu95+fjuF95LI5te9vd/xJrUz1PXen66rrofLpnuOf7CxLZ4s5bI0V0Wz/XVtdQP49cGEq6a7l0a6UMvxtHel2KRiL4e0jH7rLi+5HUHXKVAQAAAAAAAAAAAACbBT90AwAAAAAAAAAAAACWCqXLAQAAAGwoxcwKpbkAAAAAAMAmxvcj0/ihGxsOudwAAAAAgE2p70M+6Gzv3rXXreZGSo5o6zMwk8xjs5iZ2GvGrOZuX71gY3rJT/T5lN1FyXfs3Td0zUzWxf2EfU6ci6dZxdaNb2tXYnZyaJ+ZdZeGfWk2cdVnfp1el9Nx2WdkVttKznXoF2lf/+rR0Tbotq1kLQdVnu9wbdozyfvMrD3p8rPlmPPDr9qYKm9WsmtjcyRn+/LluN6PJe2jbKxoJne//m+Q9fp3Lx5yC8mYM8mqnbpPXT91et4+f3Si7T6XWzNauzffjNu+5saVjo1Lmmvr+n7ivNvz58dX6jhz59NXWcWSpe1yuXVb2xKzgLP9Zj2o+eity9JWmkeb9cv85UPJUaPq3Bbo+9Cct2KGdHbPFJmPsnxszeS2T35zWJx/5svjbboc29+9esQdNI5B7YfwXPzsV+K68EaZ38/H51OYg5KMc6X5yNV7k3vT35cVPe/5+PNK5yNdDrnrOp/KfkMut7S9rMh7k3m707kiI9ctHiOOjTaZa5udO0fb0J4Zv2dvSR/b0L8ty+51kfld5/u7f+OVtddzfZ7KXOGvqe6nmivcWCozyZvXz0G+T6vPaUOb2uNv2LrJ57vs2VvdT4uQZ0Mcv+OfMXHnoHQ5AAAAAAAAAAAAAGCp8EM3AAAAAAAAAAAAAGCpULocAAAAwMZDBhUAAAAAANjs+H4kxQ/dAABg3Z46+nRY/tT9H32PWgIAAHAHKiXkoKa5kpKf2OxYXXtdZXSWWNDP53LO9t8d1nXnYpZucTmsVa6t5Hv6Zc1hzt6X5Zj2mhOq27plzRC1JuacNnftWXtdZbRqzq3r324i3zPLy9RcW0tyo4u012bDe+v8Ycm5vjyepV4kqzi0Mcn3bbbGY2iWbvnoh4d9fvGrcZ1ef5fTqdmuswP7w7LP6dQM6ToDN8l31zxanz9cZdVK7ro/juYYS7Z6yHCerYZ12v7Z3fvcG2MbdJyF6yTn7Y+p+d1ZRm/VnoMHw7LPiS9b4tfGze5dFjce+l73q1ngfi7TY5q0t8pwdfT+8v2g16Wsxmzt7PoXHes+3/ei5A27+XTm5hSzG7Q9ZMjHsdrsiv3ZXXRzkszZep/6a6O5wBltr3WSXa33m1+X5HuvPP5oWKWZ3Mf+y+9Ye/2+n/p03I+cq58HdSw3q/H+6t0YtEYy731+t06t9xwIyz5zWMdYei0+EbPIy5eeH2+DXEN99rY+qz55Hl070Eh7rM6xjw2S+VLmNj8X92/K9e7ie3t5jMdGjOecV/ewmyuqbG85b3/fzv/wR+Kmn39hvD26H3nWzh5+cNjvoVfTbftu/POKPjP9+NTrovNV++AwLzbn4/O8PPZQWO6eH/K8rZdnl3LjN9wvVs+D5ucVaV+4pnpPZM9hOe/ZffeG5flrR9222n/j90x74kTcNnnuVc933JEoXQ4AAAAAAAAAAAAAWCr8RTcAAACAjaU3K5TmAgAAAAAAmxnfj0zih24AALBulCoHAAB4N/VpaWtPy2mGkp9a5jQpT+1LFV/bsZQcXWd7zCyUQV2kPHldjnrYtnn4gdicF14eP7yUxPZl183kXJPSqmYW+qy3WbJhXhazKvfuF5rx0tpmZo0rvVmkZK9dzerGShukX9JtFynx+cyLyX6kfVrq1GvHy56m40asPPRgWJ4feW18t1PjeoHjdv4aT7yvut88GZO+rGzZHstc91pG2q/TMvdZe6T8a9xP7KNW96vzjN82KfffnjyZN8r3YTI3XGvjeN9XfeTnQZ0/34rl31NuP2m8hJlZP2yr5dy7C+NxA/59N1ztz3uij8Ix5TxDae1q44l7xB1Xyz0rX668+04pOf1vvxTbNE/afzm5Tgv0w/zY8fhWNx6qsvZSejlEOHz2K3FbucbZvTj57A0HXeA5LMJcp1EgEmvRnR3Kp1dz5AJz4iLPe//ZRUvTV7EM7vXst74Qt83aI/3X7LkrLM9fOewOIvOI7jiJtdB4Dz9Hll5+hpP3Nq8O5fNbjRD46nM2amrc+88yVQSCxJqs99mh81PSBr2GXfZcnvis4p9Xs73xGrZu7JpRrnwzonQ5AAAAAAAAAAAAAGCp8EM3AAAAAAAAAAAAAOBdU0r57lLKc6WUF0spf/0G63+olPIHpZSnSym/U0r58NQ+KV0OAAAAYOMhgwoAAAAAAGx2d8j3I6WUmZn9fTP742Z2xMw+W0r5lb7vn3Gb/ZO+7//B9e3/pJn9lJl9d7ZffugGAADAbffU0afXXpP9DgDAdb3kYiZZkH0n33iV8YzR6rsxFzq58ujDYVV75FjcNOR0xrBKPU5cGYsI+szmZvv2sK5L8oa7r8c8xypT0mc6JpnBZjFrtcpdTbIpNQ+978ezlPW8y5Z4nP7K0F7NkNRM8e6Ky7mWoNDZ3r3xvT4f/YrkXC6QreozUsvW2Nft+fNxty7ft9m5M65L+lMzz6ucY59rqn2v497nj26P/XdLknuvGvfumms2ebPANS0rW8Ky31fpOlk3nj9aXQt3TG1fNVfMx6+p5jvrtQnrtkrWrmtD9T6dK9w9nfafmTUup1Uzj7M5Utc122N7Ywa2FER17dcc4+oauvXVPJdlMk/w160aC7pfPz41kzsZgzprNFvjufns3WabrtMM36ENmsl99Y9+W1je8hvDfydWAck6l7m5olmVsXJ5uIbps8riddKxUGTZkrlN7xF/D/ks6hvx8201f5bkmaPnVo17t6zZP3LEtAAAIABJREFUyjq/XvXbjvd1RbOf5fla3YthY7cbOW/dTzjXTuauKlN8GDt6X2qeczg3vS0XyUdP+qg6F932wL5h1YWLsQmS2e0/K+jzvup71y9V/vxM596kvSP7NKs/K/jxW+0nme8rSfZ3e/7iurfFhvMJM3ux7/uXzcxKKb9gZt9jZms/dPd97z9w7rR1/MzPD90AAAAAAAAAAAAAgHfLA2b2qls+Ymaf1I1KKX/ZzH7UzLaa2b83tVMyugEAAABsPP0S/Q8AAAAAAODd8F5/57HY9yMHSimfc//7QXcmNypnUhef6vu/3/f9+83sr5nZfz3VPfzQDQAAAADvslLKd5dSniulvFhK+evJdt9bSulLKR+7ne0DAAAAAAC4RSf7vv+Y+99Pu3VHzOwht/ygmR1N9vULZvYfTx2Q0uUjyI0EltvtuIf9MRY9zq28F4tZpK+X7bpoe72N3nYAtWWbg7B+pZSZmf19M/vjdu0/7D5bSvmVvu+fke12m9l/YWa/d/tbCWAjKFu32soDw3c/80NfH91Wc0SbfUNmc3viZNw4iZjUY5SPfjgur7h818/+QViX5gTv3h3/4a0hL7PKqs2yFCULMsv6nB3cH9/6xonR4zTvfzSue+7FuOxzojXzUs47LEtOZLNLco4la9MrT74/vvfI8bXX7clTYd3b3/p4WF75zS+4Bk2UG8kysFuXa7otz7z2eZ+aP/vGD39HWL73f/ncsNAlmZxmMXe7S7YT7fMvxX/QDFS335UHHwir5kdiFnzoQ92PZIwe/vHh/5v28E/ER7jPMTYzm334G4b2PvtCPKTkZ4f96LhJMsQ1J7j7zm9Ze938my/KMeNYnu3b5xbieTZNXO6efHRoTisZ4l+J99PK/fcN685fCOvOferJsLzrl4Y+1Mxe7furHxrmy+Z34j1iluU7Sza15jv78Sz39OyJ4d7rXj4cD6F5s8l1WkiSu13R47hc5tmTT4RVOgb9DXfuz348rNr7S3HseM3BA2G5e/VIWPbzTD+P7QuZ3Gb2F599ee31//bBR+J+tsQsYD+/ft+nvxrW/eTPfe/a64d/8vNxP1Xm9dCfVR6yPueSuaHKQH7wfcOCPmNEzIXP84bDfav38P67w3J7+sxoezXfOZVlVet+NS/bjVd95swODM/t+fE34n7ked986LGhOV/5WtoGf5+2L7wc1ukz3T/rprLUmx07hm1lrq22dbn2Otf6ednM7PBfGdY/8n3JfG9m9s3uPv7cV8KqKj/b5ZM3jz4Y2/DK+GfMOvN8uBaXvjdWmd71/4zPDXoNZ088HJbDc1vG+aU//YmwvPup4T+duwvxOVL1ETayz5rZE6WUx8zsNTP7fjP7s36DUsoTfd///w+oP2Fm8rCq8UM3AAAAgA2n3FklwT9hZi/2ff+ymVkp5RfM7HvM7BnZ7r81s580s796e5sHAAAAAAA2ojvl+5G+7+ellB82s6fMbGZmP9P3/VdLKT9hZp/r+/5XzOyHSyl/zMyumtkZM/vzU/vlh24AAAAAeHc9YGavuuUjZhb+r/CllG81s4f6vv/npRR+6AYAAAAAAHeUvu9/zcx+Tf7tb7jXP7LoPkt/K2VT3iF7yt39J8sffa+bAQAAANxxfr3/Pz/f9/1S5T1vf99D/eN/4Uff62as2zN/+0cPm5mvE/zTPoeqlPJnzOxTfd//Z9eX/5yZfaLv+79yfbkxs98ws7/Q9/2hUspvmdlf7fve1XkFsBnsKXf3n2z+2NqyLzlZlcTNLFLCMSuBa5aXK12kDf77p6n2+RLjq7FEe1XKOGuClJHNSozfUlnhrA0TZc/jxutvk+7XX8eFxkrShrI1lgmuytwuck3H3jfRhvds22w32vdunPVT49P3bzY+lZZIDqWg4/u05Pxkm9Yru8a3cv8kJearJkjpavP9UJU5H2/vZN+vdzzreSelrCfvS//em513zW7b3JYeU2VtSNo727MnrGrPn1+0ZTc+xiI2wG8n1T3iMx2mxmAyVyz0nM6OMzVe1zv3Ts0F2X7ei3E/xceEbJHPAjJf+RLuGlVyS252HlykP5PrpnN2FdFxO66TtO/X23/K9yPvsmf+9o/e9j7mL7oBAAAA4NacnPgPuSNm9pBbftDMjrrl3Wb2TWb2W9czA+8zs18ppfxJfuwGAAAAAAC4sYn/265ZKeVnSilvlFK+4v7tvy+lfK2U8uVSyv9VStl7/d8fLaW8VUp5+vr//sG72XgAAAAAd6h+if437bNm9kQp5bFSylYz+34z+5W1U+37c33fH+j7/tG+7x81s8+YGT9yAxsM348AAAAAuO3e6+883tnvR95xkz90m9nPmtl3y7/9SzP7pr7vv8XMnjezH3PrXur7/qPX//dD70wzAQAAAGA59X0/N7MfNrOnzOxZM/vFvu+/Wkr5iVLKn3xvWwdgAT9rfD8CAAAAABvGZOnyvu9/u5TyqPzb/+sWP2Nm3/vONgsAAAAA7hx93/+amf2a/NvfGNn2u25HmwAs5rZ9P+LyChfJWp7tv3vtdXv6TFjX7NoVlrsLF/xSul+f95tmNKssP3OBTMbuygJ5js07lLv7DurbW8jaTTJQNYe5u3RpdDdpTniSw9lfnY+uMzNrdu8ejn/xohy0kcWbzIlVC+Q5p/ud2k/S91X7u2G/VV8n11/XVe91+63a0I+P5eq6hYMskKUs267c/76wPD92fO11s2tHPMyO7WG5Pf7G6H41u9Z/Xa05tjonNjt3Dut0fpIx6Puwui43me+b3ltm1i8yPhfJ5c7m06Tt6RibkmWnb5UcXrluzerqsJvLl+Obpb0+01czuftv/0jc9jNfXns9c/ORmVn35pvD+/Rek/aaW1/1id4yPn9Y5uFFnpH63tCGao65+efIQrnLfr3O4bP43qqNzmzvXWG5PXtu2E92z0ycZ1nZMrxelb5/663x/U7Me427FtX4zPLRpY+arVvipq3bdmLOKe4eqdqrc1mffG5bYD5Q/tos9Pkpu27S1kY/u7j+1rFhmiHu76+pjPb1tg93jPX8RfeUv2Rm/8ItP1ZK+WIp5V+XUv7QO7B/AAAAAJvJe11qawlKcwHYkPh+BAAAAMA7573+vmMJvh+Z/IvuTCnlx81sbmY/d/2fjpnZw33fnyql/Dtm9n+XUr6x7/vzN3jvD5rZD5qZrdoOXQ0AAAAAALAU+H4EAAAAAG6/m/6L7lLKnzez/8jM/tO+v1YroO/7t/u+P3X99efN7CUz+4Ybvb/v+5/u+/5jfd9/bIttu9EmAAAAAAAAGxrfjwAAAADAe+Om/qK7lPLdZvbXzOzf7fv+TffvB83sdN/3bSnlcTN7wsxefkdaCgAAgqeOPh2WP3X/R9+jlgCL8+OXsQsAWFbv+PcjpdS5nddp5qnmRvpcbp9jaXaD3NBEsz1m64a8X81SXSDv1WdXhtxKq/NT0yzYJN9z5aH7w7r2tWOjx2l2xL+erzKuXd6j9onPfq3apFmajeSaJhmTVd+7bTWSs0j7zbdJ9ltdFzd2NB/ZjzPNG+0uS060a59m3ja7JRfeZbRW2aQ6XrNs+iybdDLX1GXrynmXoucqOa2Ozxs2M2tcHu3cZ1Gb1Tmivu+bPDe2uHzSXs87ydKu9jsbrk0/zzPvq4xUpzt1Om7r+7CL7Wu1H/x5S+7qbN/esDx//biNknmvObh/aMLheF9m80iV5/xWvN6+n6rxmeQ5V5nNV9efP5xlzGqfhTlzkdxl2Y/N3x7dVufIKi/dzb2au9tKTrzO+YFe011D7np7Js4FPpPbzKx87JuG12+cjetcP/QXL8Z10g+dn8uyvhb91fGcarM887h6pvvrJH2i93SWj63tD88gmRN1PghzjoztyVx7x2dym8X7ouh85Z4dneRsZzSTu5LMOXrefTKfVs8cv20vfdJoZvtwnJkb19e2jce5+K0PrL1efe1o2oaVB4dt5/I5x0w/LAzXvBobwj97q89I/jOGjs8kv716pjTjf3erY0znlXC/5Y/PON9W13TivVhKkz90l1J+3sy+y8wOlFKOmNnfNLMfM7NtZvYvr09On+n7/ofM7A+b2U+UUuZm1prZD/V9f/qGOwYAAACAEYX/AAWwwfD9CAAAAIDbje9HcpM/dPd9/wM3+Od/OLLtL5vZL99qowAAAAAAADYSvh8BAAAAgI3lpkqX34mWufzrMrfdrG6/t+znsmztz9xJ1ykzdQ3fqX5YtrFCieF31yL9m227Wa/Tst1Pi7iTrmk2fy7y3veiH25ljN3J4xMA8M4rW7bY7H33ri3PD786rJRSkVoGs/3QI8Omh2Pp3/5CLNvauzKOWnLaHn84LF69dzjOyr/6fNxPUqp85d6DcdvLQ5nW/sKF0fepZlVLgY6Xte53rI6uu7bB0N72o0+EVeV3vxSWQ2ljKXNtUro8lJGVEpmze2I/+PLPWn72re/6xrC84/mTQ3tffCWsu/gdj4Xlnb8xlF7utH+lZHKzc7imWj43lJh9+IGwzp5/Ke7Hbauln7/2Nz8Qlj/048+uvW6lfVU57XAQKbVa1XB3/a2l4LdJOfK3h/de/c5vCutWfvMLo03Q0qt6zzz7Xz269vobfvRUbK5c49mH3r/2uv1a7M+q5Lg/Vyk57EvFZmWMzczO/ZlvW3u95598Jt22efShYb87pUT7uVje/9KHh7mql7bv+NfPhuXmwN3DtqfOhHXH/8TjYXn/zwxlz7VseJnFfvBt2ObnS7N67Lj7QMfr7J4DYXl+VMsBu23dNexeOhzWZfNTFrtQtTcr0W9xDFYlsJW/Lz4c70t7+pnYBFeu+Os/8pGw7uG/G/+7xpcZ9s8fMzP77FficuPjHeJY0Tn++z791bXXP/+hGEehJed9ufJf/fQ/C+se/6UfWnv95E+9FtZ1J6XAir+/5F5rdsT2+ZgLjXfodQ5yc2j7wgLprnL9+2683LNqHnsoLLcvHlp7XZp8XKU0CsLdT41GAVySGAFf7l/795EHh0O8dCiuc7EQZmZvfnKYK7b9i/E528zMPuGep5//WtyvlMRuDg73//xIHCsqlPQueUn5ZrubQ2WsvPnxOO+t/Mjrw8I/yyMlzn770Ge7fim2typP7pb9/G5m1h+Vz4qudHk2lx3/4U+G5fv/cZzv2zPDHK/3xOU/Ej/nbPvVz7oGxG2P/7lvCcv3/dPhOmqEjEnZ83ALaZwD7kj80A0AAABg4+G/RwEAAAAAwGbH9yOp9f/fgQAAAAAAAAAAAAAA2AD4oRsAAAAAAAAAAAAAsFQoXX7dMuclLnPbzZa//d5GP5dbyQnd6OembjbPdWrbd6oflq0/l629dzJ/Lcj+vWbZznuR+WnZzi2TZcov+t7b7VaO/163fZkVSnMB2IyuXrXu9TduvE5ylnvJIyxffG5YJzm23RXJQHZ5hZrvOnszZtdu/cyQe1uleyY5st2583HZZXQXybye3SV54z7HWnMiNSfUO30uNk/6yNvyUszgnUuGo8/wbWaxfRXJ6QxtkH7Ics13PhPzMrsTp0a2NNv9uSNhuU3yNLV9Ptuyymj37ZMsZeX7yGd7mpl94OfjOAp5mpqXWeVwu+vWjV9DM8v7vpXx6Y677Q++Hla1SYan5q7quHr4qW50XbWvwy5PVe9pvZ2S/PG+T85b2rvvXw3ZwK32l457175mz66wrr0YM7p3untar0N7Oc4r7VGXPyt9dPezkrXq5yfJb+8l1nrnl4+uvdZ7+AYz1uh+25Nyr7l9aS64z+WezMf2u5wYG9l8Wr03mUcyzUsxx1zHvb9PH/nFOEf2ydiZPS/3kxy3v+ounB5TxspP/tz3rr1+yH53tH1mZsXty2dym5ntfG24bu1r45nr13bsMqR1zsmecxPXv/t6nvccj5Nd0/Vna/fH5DOEa38/z8dNeD5Nzb1Od/Fi/Ad5Toc5SeZ7nxOtz0f/WcDMbMe/Ge7bVtpXtsRn2ezQsN+5PJ/6Vp45J066lXkfdW+95Q4qn0dkrIS8bPkctuMLh8Py8198/9rr91u8n3RO3/u7w32s855u6+9azeS2q/LZ0G+bzDGayV3lZfv9yD2y89kTYVmm9ODe342fQXz2d/254Rby55cE34/k+ItuAAAAAAAAAAAAAMBS4YduAAAAAAAAAAAAAMBSoXQ5sIlspvKpm+lcsfxudrwyzpcT1+0a+gEAgFrf99Zdvjy9ocWy0dfe7MuT3nwb2lePhuW03G5StrMqOe7WNe9/JB7zmefjtq4kpZbWrkpkunK6nZQ5DWVDLZb07M7GMufKlzZupfy4lkgNZbu1LKuUz/Zl2/u3Y9/OtcxtUjq2vxBLxYbyoFMlPZPS9dV7vaRMeFmRcvRSGj4rKjr7wKNhuX3+pdH9VuPRncvKffeGVfM3TtqY7kwsiVodZz5+E+kY3P7bXxvWjb7rOtf+qWOWlS1u3Xj8QEVL1Z8+O9Uqt9/hDNoz50bXmcVy39V1kbmh2Gx02+bzXwvLWXVW3ydmEpEg561zh/Z3OGZyvfUezubE6preZCnoqfLJi5SyDu/S54Zy1607FMucZ6WMOylrX7V/fOqo5umHf/Lzw27kmmrf965k9pM/FedPX6781J/7eFh39z/6/dgIP+9pSezsPtVnoMYRXL2Fh/FN6n1pbbN4LSaiC7xmdTUsr/ezybWNdT4YHwBV2XMvKa2f7dPMbP768fGVMpf1k/fbWJvkPtSS7e76l23bwrr2eCwx/8Q/unvY68R1at25VfNa1Ybh80kvfd3sivEU5q9x9vlDn1V6n4aDxPu7Ox5Ll2cRHd0fPGdjSiPH1LL8yX5xZ+KHbgAAAAAbD/89CgAAAAAANju+H0lRuhwAAAAAAAAAAAAAsFT4oRsAAAAAAAAAAAAAsFQoXQ4AAIDb7qmjT6+93gh53b49ZhujTZtab5TmArA5lRJyHH2+Y7M1ZtNaI3+74HNONcdUln12reZ5FjlO6V2mtOaNSkaiHjdsumPH2uvuhUPxGFnmte5n5874XnfeVc5uJ/mZsyR/WnIk/X5nB+4O6zrJ7I7vk3xMyYZstg+5p630p19nZtZfGXKZq4xmyfv0eZQ+B9ysziquMly9ZBxV3PXvr8bz7N+Mx2h271573V24ENZ1Lx+W/bprKrnA1bm4LPi5ZJ5WOdEuy1RzTbsr0r9JvmezfXvc9urwXj/OzSztwypDWs/N57vq2HXnpmND2xBy2Ks+kXHv7v9mV7zXTPOdfZs0v/tszPf2+y1bpP9Ecfe4ZshXY9tdR82b7S/H9/p8X836Lqvxfgpzr/SDz6MuyT1rZlZcF1XHuCLznOY9+22rbHrX35rnq/tx2+r8rnN4mONlzJUiH87d+mZP7PvufMwCnt1zYO31/FiSnWwx71f/c6C6Z1wbupOnR/epmdxvfs/HwvKuf/GlYZ/b94R1rc73bn6qnsuzVdnWZZ7LvKcZ2D4LvrqnZb5fJC97tmc4Hx1HIfPapD+rey/2fRhXWY65yWcO/Tzin+F6T4iQcy33mj4/uzDuY9s7mRvijmTcbxn/+ayaI+WZHp7/cq9VfbbqlnWe3hq39cdtz8S51kz6Vz8r+HU6d7hzr545vq1Z/8kxdT/V5zR3rtnz6Fr73P2keeOaKe/GR5nJecrjfinw/cgk/qIbAAAAAAAAAAAAALBU+KEbAAAAAAAAAAAAALBU+KEbAAAAAAAAAAAAALBUyOgGAADApkcm98ZSrv8PADadvq9zsK+byuT0+ZlVvqdk14ZsQ80f1jxal8vbfvLDcdt/+6Ww7PeluZA+a7fOm5XgQZ83/eD7wqr2hZdl2/G/4dBszZD3u5J/JRaytE+cjOv2S2b3GyeGdbv2xmO6PF8zyS6WfEzNIw751NpHsq1fr2NI95ty16bXjE4dKz53XfJnNQe8m8r79vw17eR9rXxC0H6JR5Vldz6ScZ+OFVGNX3edqvdJ+0LOrWSVzg4eCMutyxyuc239QjwXzd3N+qjX/vX7ceParM61DvOMZsommcLl498cD/Tl5+N+XR/O9u2L22q2uruftI9m++4Kyz7LVufI0sp84PJ927Nn4zqfj/6m5gRL/ri/h7o4Hqsc44k5Kb45Gfd97AefXdtdivORzkE+C1ozmtNj6pxzNWYtt8ffGA6pueDV2E7+Lk8zpn2msz4L/NiW3GWfyW1m9rW/8y1rr5/8sefCupVHHgzL81cOu+PHQ86eiNt2h161MdUz3ecjr4xnE5vFeWS2P94jvezXZ4xr1vfsrphHXtz4bSXzXK+pHzvVnCjC80Cuk8/lrrLIJYfb53Jre3oZN/7+Cs/SCYs8C1oZ9zq2s88n2mcrJ4frNO9lrpDs8u7c8N7Zwf2xTe5eu/Zety+5h6vnsrtnyqpke7v5S8eu/yxwbf3QZ1XWt1yLlXsPrr2eH3s9tl3m6dB+uaersRLu/+X/CZTvR6bxF90AAAAAAAAAAAAAgKXCD90AAAAAAAAAAAAAgKWy/H+3DwAAgKVDqXBMWn+FOQC4sySlhINGy0oPZSW1fG4oVT6xn05KbfuSn83vPB3fK2VvtVzx2H7qcp5SYtqXQL/01ug6M7Nm11Ays78cS4z68uNmZq0rQVq2bg3rtNR26/qh2SplZLVEpjsfXybWrC6DGvp74lr7kp9aYrpPSmJX5T51v+vcVkugV2WkDwzL/Zkz8RhShnl2YCjL3Z6KJXFNyrTOPvj4sO2zL8RNsxK5JS8b27gyvb6MtZnV1yK7TloG15Wrne3eHVa15+N4yNrfnYklsv21ycqGa7lf2yLburE9FRvgywH7ktfXNpUx5+4hLa1b3V9+/RefjW3IyvvKfanlvn3Ugs5d7ek4Jmd7945uW5U9d9fRxzfcaFuvkzlo9uQHhvY8++Lo+8ziPTMVVRHGelq+30L5dL0v9VxCuXItRz8bLzmu17+KZXDbailjnaer0vt+P3LvhX1pSWx/38o9XLbHkt2+XPnzPx4jOj7wY5+N7/V9KOfSvXRotL2zPfGYOjeE92lZ7uq+HebM+evH4zp5poc+krmhPR8/G8x8WX4tKS9jJx2v0obZ3e7eOycxF1fdONJy/lmZexljVal9t16f4dW2Yb8yH+lzxd9v8uyyIp8V/Pqr+XO5d22s5vuqbLz7zCGlyjNVPIKWFff9n0UtaN/LPG3JONLPHPPjQ0RGiPa4wbZx5fjnRm2jjqulxfcjKf6iGwAAAAAAAAAAAACwVPihGwAAAAAAAAAAAACwVChdDgAAAGDDKZTmAgAAAAAAmxzfj+T4oRsAAAC33VNHh4xP8roBALimrMxstvfuteUqy3i9NHdRhYzJmJ/Y7Io5on2S2ag5l73PwNbc4G48W1Mzhn3eZ3dWspSFzx/XXGDNyw6y3E0zMx+BK/mOneRR5w2UPNrV4Vw1i7bOnx3fbdk6nsOcZVWaSe6l5i5rhqfTynk3/piSyeqzk83MuiSPtjqOz+XWLPok13z2gcfCcv/a63G/7n5qduwI66pc4GS8lpkUyGxcXuqFmD9b0VxRf8gqY3bYr15vn/1etV320+zaNSxMZF77jNROsuirrHpP7j1/X5rFe7N56P7YhuMn47LLo9U+qa7bpfH8cc2C1vEb9rszjlefn5zdE1m+uJlZ/8qrbmH82ptJzvHE/OTPbSp/trvk8sj1ftIce5eXrfvtr8pxfJuaiaKxfixr1rNkdBd33L66J6QJ7po3O+SZ4/pbj6nPhpVHHlx7rZncZ/+Tj4Xlu37uM25Hku2+/+6w7Oecam7Qa5GNjyoL2vd3XOfnBm2j3pc6rtqzZ0fX9Rbb22fjVbQnT41u6z8r1Ndb51437jvJkJfz9rnxmiGuWdB+fq3m04nnadhU5yDfpql7xG87MVdUme2OzpG+H6rPGDa+H517fd/r3Fq1z9/DV7KxK9dUssj1vvX7ne3eHdZV95deN9zxKF0OAAAAAAAAAAAAAFgq/NANAAAAAAAAAAAAAFgqlC4HAAAAsPFQbQwAAAAAAGx2fD+S4oduAAAA3HbkcgMAUOvnbczl9hmemk0sGY79fPgGrL80kTGZWCTncOXBB8Jyd2bI9wy5sKLZvj2+7/LbI1veILMzyWz2WZRmdWa331eVw6ncfmf33BtWzV8/nr/XH3Mec46tSbJM9ZpeHc/P1GucZXam11/zu12GZ7M1FoLs5VQ099RrNVvdXbdmp+QsZ7nWE1mlfr/tCy/n2/pjTl3/0Ib8/umyfPQF9xW3ddm6yf1UkQzUtH/1kJKRGvZzORljU/t191774itxpd7T4Y15f/m89P6qZArrPZHMp1n/+gxhM7Pej52psbHIOAsHyfcb8rMn8rxjg/JrmPWD5k/3bw33fzaH63GrcaRz/E22P2t7lWMuY27+yuG115oLHDK5zWz2wQ+svW6fezGsC1nUU/oF7iftk+S9+syMedTyvndw7Kx32+r5n90jmhPu72ld9/b626fzXDbvTbUprott8M/MMtXXx08Oq3S8LkD702d29/5ZZWY2i5+RLDnurbQpkLHRJ2MlO2Z7/vy6D9msrsZ/eOvG22G5UbocAAAAAAAAAAAAALBU+ItuAAAAABsPpbkAAAAAAMBmx/cjKX7oBoDEU0efHl1H2V1k/NhhrAA17hEAAG6glFBmNCunqWW5zZX09OWnzSwt912VLtXj+PZIGe75kdeSN8b9ltnQhpsu52uWlkQtK1vCclXK3J+LljXWUrCuz+bH38jb5M9Vy5FKGemqFHsmKbVcXf+kjHh6jZOSuP08Hxsrjz2y9tqX/jXTcrmxv6tS2tn4lPZpWeG0nGpSKnZqP369ruvkGvpSvDrmqnHmxkORMvb1mFxnyfnqGnbr3rbqBz93yH58CVwzs/7KMB/4EuJmZrYl3ov+muvYKKuxNHh38aKN0fLU2qZUMu/5+cksXvOqJLZ7bzXOFyiB3OzcGZu3QEnVhUB0AAAgAElEQVT09Pon21Zlo7WUsX+b9EmI1RCzA/vjtlrC+xPfPLz+7FdG93Otkcm8p2Xkrw7XqdkqY87fpzIPV9v6yybnbXJf+nLl3R/61rBu9uk/iO1LIiX0eeXvt1sqE61xFH5MTpTPDvOefo7ISpcvEMmgYy4cc2oOdNdx5f4YKaJjLn3WSj+s3HvP2uvp570bS1PRGr49ek2lDd1D9w0Lp8+GdRobkN2L1X79vKLXf4F4h4U+RySa3btj+9x8r3NOpfioiom51rU3i1nBnYPS5QAAAAAAAAAAAACApcIP3QAAAAAAAAAAAACApULpcgAAAAAbS29WyKACAAAAAACbGd+PTOKHbgBIkBuLm8XYAXLcIwAA1EopVra4vMosW1PzM122YbM15hxWOaxJvqvmJ/aXx3NOzSSf0mcga+atz4LUTGbNufRtqo4Z+ZxbzeSsMrtdG6p8ZI3adP+Q7acil6k6jrlzr7KUJUd255A/rLnWZUfM2jW/vspsXuDbUZ/nuytmCLdnz4Xl+eEjN3zfDXfrx/UVOe8s+1XGSpUbGw5Sdb4sJw3U4yyQketzgqvs9Cyzeybb6rm5vPQq1/TSmzfc7loj5LyTHFkdy/6+7buJfHm/bRuP0V9508Y0H3gkLPeHX5NGuX6Q6zLbu2d8v7Lsr8u1Nrr+rDKar9qYKsfc7afKiZX2NttXh2O8Gfsky/6uG3GT68zivCznXZLxWefLjx+nfzN5xphZ+dLzw2vJVe/eivm5cQzGNvRXxnN5+2ye0zlmthoXn3hw2PSlQ3Gd5iO7LGjN5D75Fz8elvf/w98fbUM6dqT/ml27wnK4/7P5U/clc0NZkfvrviGruj32emyvxW3DnF49e+WeSebT8FxOcsuvNXBoQytZ2uUbn4hv/dKzw4J+5pA+C/nek5n37uXEZwPfR83jD8djPvtCWG6uDH3UavtOnJD9Ds8OvUcWyV2vrpPLss6fOfrZRe531y/Nnjh22zPnRret7okqU96No6nPkSFLfeIewR2B0uUAAAAAAAAAAAAAgKXCX3QDAAAA2HgozQUAAAAAADY7vh9J8RfdAAAAAAAAAAAAAIClwl90AwAA4LZ76ujTa6/J6wYA4LqmxOxll61dZVcKn13aT+Ra+wzH2d67wqruYsyNDfmO86uyTvIp3fosS7nKrZ6PbzuVExvyXass4ixLO+/P1AKZ0prZPLvnwNrr+aGvx20lL1VzuQPN6A655ppreXN/BqRjoeJzzOU8Nfsz5BMnGaJmkucqfV1t6y95lU0+fp00b3YhmqXussz1mul9sPLokNMaMs7NbHZXzJ/u3f3fXbwY25BcU72/yjaX9S650D4P2Sz2fbMzZrRXWcru/prKcy/btg37eVnG/Wz918L3iZlZcX3WnTkT1s32xP5sz58f9tNKlvbqtrAcxqu0r3HnUvWfZEhrnwWL5G5n9/BURrdvj9zTmp3s769Gs6nfiDnBvk2ah67t9es1z1nHWXnwfcMxn3sx3W9o78MPhHXd14fs96p9TbyHu0OvDtvKPdueOm1j9PkUMrnN7O3v/ra119t+7bOj+6l3HNuQ3f86J+r8FDKwJ+61zp1rlqttZmatD6vWZ7q8N8sJd/OVfsaorrd7b5WH/cLh8bZWnw1ktX7OyLhn0tSTtbjz7l95Na7TZ+TWm/uZzs+tZvX95c9N8+a7c+OfMfrLb8s/DH3Y7NgRV12J181nbXfnzod11ec/zeV2mu3xc07n53/9HKbzoFvfrK7GdfExgjsEP3QDAAAA2HAKpbkAAAAAAMAmx/cjOUqXAwAAAAAAAAAAAACWCn/RDQAAgNuOcuUAANT6eWvtyVM3XpeUd6w3Xn8ZTi0xXLfJlTLevTusS0trZ2Wjp0qiOpNlzhc41/A26c+yJZbe9uU+p/p+5YH7117PXzsa1oUSyGbWSbnyrE2Z+cuHxlfeZKlyfW9VGlZL5LoyuFW5VFlOD7nAeFhk21RWft4slqCf2Lb1JbO1fKqU6Z2/Ml5et5XS26PtMQvjXkvXmpRe1nLlYbdyT/s26NitSiK7azE5j/jxIOdSjRXfh9L33WW5Fv690ve+VHnVHr3XtLRxs76xPTuwP7ZPj+nPVSMl5Jg+CmJyLvDnOnG/Z/OTCtf0+Bt5G/z7ptqb3EPV+NRy5dlxfXtfeHnd78ueXVXJ++w5V+04nqcvV37pT38yrNv5y7+Xvjeoxo57PmVlwuW9U9cprNc5R9q30Fwcxmgc91l0SbWbpP3VfLUIH+eyb19Ylc7LEyXRu8tDdEFVYlz6r3n2pWHdVN8v9HlwOLeqDL/OHb7Uuhyj+ZYPDc358tfi2/SzgT/E1Dhx56ql1dsTJ3Trccm5+OuAOxd/0Q0AAAAAAAAAAAAAWCr8RTcAAACAjYcMKgAAAAAAsNnx/UiKv+gGAAAAAAAAAAAAACwV/qIbAAAAAABgAygrM5vtHTIKqzzF7L0u/7G/KpmIU3nE2X5ddnWayf0uWSjPWzMwF8mJXiTzUkzl3norjz48vC/J6540keEZjvn4o2E5zff2JPOyuhY+w3uB9twus4MHw/JCeZ9Z+3VdluedZMhPZgG7/m+2bpFVw1e6i4zz6phnz8YNkuznMovZvyGeVnKBVx57JCyHMSd91OzcGZazTPHULWTT32z2ezeRTZ6NIz+3mi02B5WZyxCfaHuYn+Q6ze6Re2SBXG5v5b574zFfPx6Ps//mnmvqVuZ4r1ldDcs+w7fKdte5zd3TPlfdLL+Gmsl9/K98R1i+93/63dH3TmVBp25yLi6N3O/2Ds3xcp/6+3+Re7+6hleuxg18+ybmhtm996y9ru6B7Nk2sd+Vhx5cez1/9Ui6rbl72vo4rjUD+2bnq8k5Mlmvudzhbe0tPO9df04+o5PnU90o/vx5s+GHbgAAAAAbTuG/TQEAAAAAwCbH9yM5SpcDAAAAAAAAAAAAAJYKP3QDAAAAAAAAAAAAAJYKpcsBAAAAAAA2gH7eWnv6zLq21XxX65KahpLL6rMLVx64P6yaHz0WN3WZo4vkRFbbtuvPtQwWyH72ubVmZn1y3vWbF9hWZRnNst+FcrmTPMpmNWbVdm++Obqb+SuH173fsNnE9S5bhzFY5cJrf5bkb20WyHpdJKM3zfucGFc+yzrLzq4bmGcg+0zn6pppH7ks4E7P023b7Nghb4vn0l8Z7mHNH14kJ7pxOctmZu2JU6PbVmMuHFSyf+Xc/DX2bb+2MvZRyKrWnNhsXFW5yzED2WcvZ30yOSf648gxmu0xY7hdIKN7oUxc19+aKV3lEet9Gw6a5PdOZJW3Z9x6OYafR8wmcrf1vG+yvX0rmdc6HsLGST62rsv2I+NRM7nbP/Jta69nv/kFOc5tqlmc9efNZnIr6aNFcrm9Xvsku04Tz/f+zbfWXvu532wisz2ZN8wklzvrWzNr9u1de131iT4bFsmqXkCWVe4z0X2m/WQbJs7bv7d6vuv8n+2XTO5Njx+6AQAAAGws/fX/AQAAAAAAbFZ8PzKJ0uUAAAAAAAAAAAAAgKXCX3QDAAAAAABsBEVK8boyuFWJ3KzM7VSpSGd+7Li8d7x8cp+VRxdZWfN3q+RkkVLAlpTzVo2UzOyuXHULsWSrltdsfJnrrFz2orLSu1lJzwX2k75tojxyaMPkMVyJ16wM67r2tU7ZfidKzIdytQvcT9p2LekcyjJPnHezc+ewn6qUrTuGjHOdK9JxpPNIUoa/fUPGtr+Ot1DWuBpn2dzRS4n5ew4Mb3v9uG49buL6p/Or342fJ26wn1DaWMZ9VRL53eKOO1ny3LcxKwUt6tL60g/J+KhKlSdlmRcpDZ/p5/G6rbdUfb2ficiGBeYyX6789F/69rDu7p/59Lr3kx5zKgrEvXeR5/2UEEeQlaaf3NHQv7qftOT4xHXo3xpKl9v27XFlWtZexucikQL63qtuTMoxdUz6yImFIhsmVFEGTnNg/3CI147GlWnpcombaGSudfdQ9bnmVkqiY9Phh24AAAAAGw+luQAAAAAAwGbH9yMpSpcDAAAAAAAAAAAAAJYKP3QDAAAAAAAAAAAAAJYKpcsBAAAAbCjFzAqluQAgSLNJxWzXzrBcZcH6bEPJc5zt2xffe254b7MqOdYLZGD73OBFck2rY/osTdGeOh2WZ/feE9f7/EnpP83a9TmSvWleZmx/e/Lk8D7NUpec07LV9YNkjFbv9dmbmt+8Y0dsQ5b3O5XLGhoxnLfPrTW7QXaty95sdsX29HKdQj9o5rmed5LRnOb5VhvLhwm/7QK5oVXfr8Ys+L7t3KYxJzjLo9VrWGW2uveu3HdvWDdPslRTi2QIL5KBOrWtP472/Ra5/v7+krHic8vNzNqTp9Zez/bfHdZ1F2OuedjvVJ5zmsvr3qtj2WXnmsUs6GZrvJ+6y+P3QTVvaB9lOcdZPras0/5M83KTsVPNFZKBnWW/p2NyYu4K83Snf883fo2bbdvkH5Iccx0ryT3T7NoVW3Dxom/suvermdyX/vQnw/LOX/49d9DYRzrOsvnUtsR+mN03PDP7M+fCuvbChdH2VqRNxV9j6fswzrI520z6MPZf+nkku58tXvPeX7Mbtck3R55dNtPPCsPrlYfuD+vmh1+N+9rhssEn5iff3urZpW9NcuyzZ7zODd2Zs27D2CcrDz4Qlucuw1vnLtP762bnhup+Gv9cU12nqzfebiPj+5Fp/EU3AAAAAAAAAAAAAGCp8EM3AAAAAAAAAAAAAGCp8EM3AAAAAAAAAAAAAGCpkNENAACA2+6po0+vvf7U/R99D1uCDYsMKgCbUT+Rp+klOcutZNPWxxmfZDVb2R9nMpPb5ylq3nB2Xpq16LI3q2MukDHcnT03ui7NqTaJslzgmFP541m2bp0NO34czUudHTw4rDtxQvYzkUc8cswqZ7fqB3edNL81zdZM8rBtIs89ae8kv63keS7SRd3ly+vfONvPJblPk5zr+evH173ftM+m+svdF1Wu6SLH0Uxc19+zu/aEVe2ZM3mbfPOSOag9dTr+wyJ55KLMXPbzeudku1GO/bCfqXGTZ9Pn89W6SR9U/XmTme3VXFFlLSe71Vzj+fqz1Be5Np5ei5CtrsdcIAu4u5T0Z/K+KSGT28xm97osbXned28l40wz77fGTHnNjb5p0ofrnjOTMXZtR+N9mI6Fief9zaqOqctuHpx//Ui+ryQDu+oXdz6Tzy5/7vrs1fnKv03HUdKH8yOvja7LPvPcqE3xzcl8tMA1vdl5YsPh+5EUf9ENAAAAAAAAAAAAAFgq/NANAAAAAAAAAAAAAFgqlC4HAADAbUe5ckwpi5QiBYA7VVIKPCvLO9u1M6yqSpknJR+7rMzkVFnRpDx1VoJy5YH3heX5q3mJz/VqduwIy+1UCc0xizyTqpLNC9TEXoSU0y2z5G9ZbvKZWqSsrZYgTUuM38JzvCrhHg568+WoM6F0seUlXbNrnJZhrg4az2W2/+6w3J48Nf7e20HP5er6z6XZuiUsd5eHa1qVKl/kmlYxB/59E6X/F5hP/dzRnj8/3hwt7y7ta9xcPFmi/WZL+FZtin2fjmXZrz/vRcqaT477rMywvDeUf75N/z0w279vOHwVE7BIrkE8z4ViGDIy5/hy5Rf+g28K63b/8y/FJrmy4TrH9FdiyfnZvqEfNI4ijeWQcX/T8QQT1zvtz3fq2fAOPmOa7atrr6tS4DpfdclxkjY0O+PnvSoS4yb5tpvJfJDMG9W279IzexHVPH31xtttdHw/kuMvugEAAAAAAAAAAAAAS4UfugEAAAAAAAAAAAAAS4XS5QAAAAA2lv76/wAAAAAAADYrvh+ZxA/dAAAsqaeOPh2WyTzGMvHj904eu9ynAICFlPVnelY5rPMhdLDXHD/NiU6yaptt2+Jb2+G9/hg32jbke2uWbojzjJmN89eO2ZgqO1nzm13OZbMaMyU1UzrsV88zyR/W9mbZoLqtFblOvv1yXTTXtHM5rHrM2Z5dYTnkOWuGdJaPq9x7mz2Ss3rixLreZ3aDjNZzLuc4G49mi2U0a86pb9Lu3WG5u3hx7fXKfffG9p1eZ4as1XnEzd4h97Y9eTJ/r4y7QM47zAWS31q2uHVJdrpZzFqvxrlcC3+cotdli+zXj+0tksl9KeY7Z+cy23dXWG5PnfYHCeua1dh/fr+tZApnc5nSjHu/L52DfJ/pfFRW4n76Ky4fO8vgNgtje7ZLcnclL1v7MKyTeTrMT1tlPr0S87v9+VS5u5dlPvXZ9Lpfma+qjNywYxkPLke6PXNu/H0W78XmsYdiG469Mbx+6610P73Lsda5rMi4D/fbAtd0cttwEHkua+a9y3vWTO4r3/mNYXnlN4f/Hu3OXwzrmp3b43HdcaoxlmbIx3uryuRO3uvvU71HdSxnn490DJoby9n9YmbW7HTZ9BdjH6XPJ1mnzwZ/nWZ3743rzsaxffkTT6y93vpb8ZrqPNPsGp7/RT73mGSBh/GrzxGZT0Muuz6Hw1iWVTtkHIWM7jgnNtvlGdgN19znyZvl2d/pnGL552fcmShdDgAAAAAAAAAAAABYKvzQDQAAAAAAAAAAAABYKpQuBwAAALDhFDKoAAAAAADAJsf3Izl+6AYAYEmR9YtltlnG72Y5TwDAO6SXLMYkS7vKqnY5iFUeqeZ9utxDzX7trki+a7IfVWVkegvkZYZ9Snau5qV27ly17ZqXGd8obdAca9f3zV37wqqQIWwW+qXKUpYmhPbLNfSZ3DfaV1inebk+B7NPrqFK8rw1Q7TKKvXH7GLWbyd5yeFtSb58dRzN5E6uk26b9dH8uOSNL5Bjrrm2nc+jnbhHQiaybNsmOfHVfpL8eZ0ben+PT+W3u/7UjFMdj73P5dV5Q/bb23Dc6h6W3ODQRsn+1ZzoZqvLiZZx1WkfJdemrMY8d3NZsY3kZce8eekTGcvV2E7a02wb2t+ePx+3zXKC9Zom56mZ3FX73fq+ytZdlW2Hc9Ps9yw/t352yX1werifdA6vcneboV/aFw/JgdzYkfOc7dkTj+muafXc0Bz2LT7zXvpTrlN8nk/MZYksb1hzjX0mt5mZfezDw34+90x876X4WaFP+qHPmqvnJhv7zwZF+sg/t/WYk9ffr9P5U+aOuC6Oh+7Sm6Pr6vurHd02+1xWNUG2XT3kPlfonCPPYv9sqzLFq/vf3YvSJ1l2fTVXJOO1+kwUdiRz+MTn07CtfD4Nb6vmAv2w5Z5lel1wR6J0OQAAAAAAAAAAAABgqfAX3QAAAAA2HkpzAQAAAACAzY7vR1L80A0AAIDb7qmjQ0k1ynsDAHBdKaH8biiLKmUZSyMlUn1ZYS29qiWHtSRltl9fHrLJy4hm5SH9eZVGymdmJbq1rOUC5Z1TWVlTiyVTey3LnJUR1vKeUqY5lFeVNlQlc5M2apn4zpc61hKelpVwlXXu3MrqtrjpBRk3bqxkpYrNpD8nyv3GUqb5dQrb9louW3QjsQBmNnvyibDcPvvC6CG1xHy43xYoXVtmsQ1lu5RED+V0k36Qc2l27Yr78aVtk+ut9H6uogncfVuX7JX9ur7v3x4vBa3bKu2zMD802TiKbarK51dl7odtq+vtyb02++DjYbl78fBwDB33IpSgnigx7++3qoRvck3rctRxv81HnhwO+eXnYhPeiiWy/bOijmxI5jK9LloT25375Lm5+6t6rszdcbKS4mbWbHNz3RYpga+loW18HtH7PZ33MtUcLtx4mO2/O66SKABfrvzC9308rNv76zLPufa2J06lTZjdc3Dtddm5I6xrXz0a2+A/c2h5cveMrCIZpB+are7zkYyNRtrgr1t1v+t85cdnMndVJq5/2M2FvMR4cZ8N5uckukD4SIQwdq0uZe/7XvtBo2F8nzb7JLLl5MnR9lRtcNexkedaFa2RxHCk8+DEdfJzZPXsSqZ0LC9KlwMAAAAAAAAAAAAAlgo/dAMAAAAAAAAAAAAAlgqlywEAAABsOIUMKgAAAAAAsMnx/UiOH7oBAABw25HLDQDADfR9yF4sLvdQcwx7G89A7TXHuk+yS7UJSV52lYG4fWdc7/Idq/bOJec67CjLMdZMWck5TfKcy0xyOV0T0vO0mFXZ+6zk6phCcyM159jn2sp10JzrLPNc84h9Tmt76vT4+0R1TH/eb70lG0vObZatWWWXDueaHdPMYi7nVJa6y3euMnCzbFW5hv3W9X9FWuUR+8zeqfzhsJ+4PLtrT1zv+r/ZvTesa8+cGT1mlSmcjVflc6z13tPr7a9xcg+rZodk6eo4S9s3noFc7SfJfm/23hVWtSdOjL9Xs7+vjl/T7oVX4iH92J7I3fZWHn0oLM9fPhT36+cG3a8OLHfe1b0myjGXw6vzvWSphzm9aNavzPeuDVUmu/RvyHNOruENjzNG75E345zu7732/MT949ukOcsrE9na66VjY0vMQG5c5nB/JfZBszNmIneXhvtCM7kvffv7w/LO592z4w25J+RcW12f8WNQn2tuOR1jFrOfVafPab+fRfLRF7HAfF+KfB7RDebJcyTR3H9fWO5krgjH1M8jW8afe/2bC3zu0dx1Pz7l82j6uUal+ej6zNHPuflchzsPpcsBAAAAAAAAAAAAAEuFv+gGAAAAsPFQmgsAAAAAAGx2fD+S4i+6AQAAAAAAAAAAAABLhb/oBgAAwG331NGn116T1w0AgONyB9MM5CS7uNkasyC7y5flGOMZo81qzALVLNNAshZDFqNkq/os3SrjWDNa3al1l6UPksxGzRTuJLu0yrJNhKxQbd/b629DlUfp+1vaU6Tvzbdfsj976ZfqGntJhm+WY1nlmGtGp9uvnneVC+/2Ve13gexi3TbPMU/2q31/eZ1Zv2bVuZVtQ+Z0lf2seen9eFa5zeTvkVyfhkxus9h+7a8FMoVVep9qtrpb32xfjetkXPncZc3SXnng/rA8f+3oaHs1UzZc/+y8lbSvbIv3np97NWM2zZDX+8D3oWZe6zF9NrWO62Qsay50n2SIp8c0s9IMY7C63kke9uzg/rCs+c2zA8P67uw5aW8yJieuaTXv+LfqPJO8r2wfcq1nkv3bnj072ibto9l994Tlzt3/kznRyX2q+50ffnVYt29f3I88//tz592O4nmHTG4zO/WJg2uv9z734nj7pmTzjJ7b/rvXXrdnzqXb+jasPPpw3PRSnFf83Ftm8gyX+6vZMczh3aVLIw1fB7lP/Wex5uCBsK478lpcPuCeHceOp4cJ87Q+N+Q6Nbt2Dce4GPPn9f4fO8aN9htWyWeX/twwf/q+NTNrL1wY3c/kGHPjodkZ99vJfv1nuCL3hC3wuMfy4IduAAAAABtLb1YozQUAAAAAADYzvh+ZNFm6vJTyM6WUN0opX3H/9t+UUl4rpTx9/X//oVv3Y6WUF0spz5VSPvVuNRwAAAAAAOB24fsRAAAAANhY1vMX3T9rZn/PzP53+fe/0/f9/+D/oZTyYTP7fjP7RjO738x+vZTyDX3fJ3WEAAAAsNlQrhwAsIR+1m7H9yNj5ZW1XPKKlCf1ZWWbyb9r8I3N17s2zHbtDKuqEpRJSVdfRnbl/vvifl5PynQmJdrrTaUk6l174nF8CVotibxAmV7dtnHH0VLVWT9oKeNWSvqG/fhS6mZWtsZl82XutdxrVgq8OtAwHrQ0aC8lp8O6qkS7jFdfalXLpS9UElfGQ1oiV7Z1x9Fy+e0Lr4zvZ6LkfX8lufeK3otDm2YPPxjWzF85PH4Q7SN3bukYk22n+jorBV9WtOz1cN4acZCVlFbzo6+Pr5T2ahlxX8pcy8Z3UsrYn5u2V/e7ct+9Q/veOBnb5PqzcSWvb7SfUJZZ5gaNpvAlfudfP2Ip1y+TJbF9xID2p9w/7UlXajuLBbj25uF9Uqpc78v+zeFapHEOSser3E9ZeXI/7zWrsbR+J32fnnfSPj1+eyyO5TDXaVxCM34v6n57LentaMnmKnLARyCcOBXfLNfNlyu/8qmPhXXb/tXTYTmLvVjouXfaxTLofJn02fzQ19Nt/XGqR4G2z81lWmpboxZ8GzVKwaTvQ3yKxliI5rgrta6ftc6fD8v+KO1LyXPD6vERVM8nt18tBe4+c+jc1b8Vo1OyuVaP6aMXFinvr2XYlf8Ml32ew51j8r98+r7/bTPL78TB95jZL/R9/3bf96+Y2Ytm9olbaB8AAAAAAMB7ju9HAAAAAGBjWeD/4lv54VLKl6+X7tp3/d8eMLNX3TZHrv9bpZTyg6WUz5VSPnfV3r7RJgAAAAA2q36J/gdgs+P7EQAAAADvjvf6O48N/v3Izf7Q/T+b2fvN7KNmdszM/sfr/36jmhs3PLW+73+67/uP9X3/sS227UabAAAAAAAAbGR8PwIAAAAA75H1ZHRX+r5fC08qpfyvZvbPry8eMbOH3KYPmtnRm24dAAAAAADABvWufD/iM0mzjNHLMROx2TlkOnaSl1jlUfoMUskfrfIoHc2JzPJ+s/zO+ZHXRtepKotajxOyqWMQZ8jkNovnKnmes/fF3PDQRs2blXOLGaMTedM3mZet2ZX91i269ajZvn1hOcsq98vdJcnW1Lb7c9X9SP+GMbdIJvet0Db5/pQc3irzPrtOss4fpdc8VM2N9bnGrx3L2xvaN34PV/eaHtNnonZ63ppNn+Tursb/I05ph/ut1+7S7Nd+2O90png/um0VttsNy93FS3LI8Sx4zZjVPpu/ftzWo8h9qPNne0Kyq/17t8S5rb8y3OOzu/bE/Zwdz2ie5PosZAbbja7/sF5z1rP+zHJ3rx3YXbeJuSKMUdm2zCRjPMwr43/Pp8/Lqu/d/Fr1iSXtq+aCJJt+attkztG85LCf7LrYDe7NsHJ8jtRM7jM/8PGwvPcff3rdbSrbhrmjz+KSJ56Pvs8Wmrumtk2eSc2uXbGJ7lo0e/eHdZpV799bPU+Vaz1JAzkAACAASURBVGN2vc3MGjfv6NiunznjfZpmV+v9pPO0X1XlcI8/a+tGJJ8HFvissPLow7FNb5wcbx/uSDf1F92llPe5xT9lZl+5/vpXzOz7SynbSimPmdkTZvb7t9ZEAAAAAJtJMbPSL8//AGxefD8CAAAA4N3C9yPTJv+iu5Ty82b2XWZ2oJRyxMz+ppl9Vynlo3bt/7R4yMz+czOzvu+/Wkr5RTN7xszmZvaX+z79/w0BAAAAAABseHw/AgAAAAAby+QP3X3f/8AN/vkfJtv/LTP7W7fSKAAAAAAAgI2E70cAAAAAYGO5qYxuAAAAAAAAvAtGcnqrHEbJLuwuDfm0i2RX3mx7FuZyI8sWaZ/k5Yb81Kl8xyTDMc2YlSzQ+atHxo+RZciapX1U5Q9n/XAl5nAHcp6aXV7cuWl/tmfO2M1oJJO5yrnMxkaSBT05Hn0fNZI3eytjOexIctevJn0/lau+QJ53OKZe7ypb1WVgL3DeU/dXWLfAfhfJic4yzqt8dL1PfZzzVJaue291rymfOasFNv4/9u49RpMrve/7c6p6ht0zPT1XzpDD4XWXqxV3tVqtqF1JgS3HWmnlXKQYtmJJUBIrDgQjUhzEMAIhQhRY/wSw4T9iRAYkwI4vAWxJK0QW4lXorC6xYXulvXHXXHKXw8uQnBlyOPf7cPqtqvwxVNfz/M7Uqa7puXT3fD/AAm9N1Vt16tSpU+++L/v5aXv9tdBccJ+zLn1S74uZve35PmtXx1hpzK0pk1v5sS7dV8wxH+v70n6zc11NQ2+impATPnafhh3JNXX7yZ6f+uwt0HvPmkJ/TmpvYWxPyDGu9z8YljVTOhxS2quZ3PVHvq3f9kh8fuqzIsx1hVzw0XMJc+LqP5uMznOuTZPu0xPvFnfrc7mrhXlZdzksh3E28rkr+zwYVq5+XOnniOKzovSMnEKyv4vXZsLnz9mRN4cPKfe03ep8hHWNH7oBAAAArD+364cVAAAAAACAjYrvR4qq8U0AAAAAAAAAAAAAAFg/+ItuAAAA3HXPHX9+5fVnDn78HrYEAIBNwpecHSvhW9xP/JuIVLv9jpURL/ElR7U8ppQr9SUy6107w7rm/IWwXD3Ql9dur8d6lKX2TinvPlrCu6RQ9rh7r1AuWd+rpbalvaFPSyWGx7j3tlevrnrbbJWWVp9SEtmVXtXum9QePW+3vKby/nKdfLniUulXPW5+zAkn689Vx0bp/hobC25bf2+Z5eVyw7nonFMqnztlPJbuCbMYbSDHnHv80bA8e7MQT1AYg5PGSnafTqiRO+U6Db1v7L1jZY3D/B/7Oi8xf5v+urBUNn5CGeZqx46420uXBrfNrqkbR2MxIfGNE+69O0We2XlZ9n592r7tth3WlyuvHpSS/Ucu6+Y9vafDToefl2Yj86f2te+XKWXib6N6aXHldXdt5Nmwo9/WTp0ub+viXUZLipfmlVv9TDc2L/vD67yxls+Rt+heHBN3Hz90AwAAAFh3EpW5AAAAAADAfY7vR8ooXQ4AAAAAAAAAAAAAuGNSSj+SUvpWSumVlNIv3GT9X08pvZhS+npK6fdSSo+P7ZMfugEAAAAAAAAAAAAAd0RKqTazXzGzP2dmz5jZT6aUnpHNvmpmz3Zd9zEz+6yZ/a2x/VK6HAAAAMD60r3/PwC4Hw1lemq2ouZyugzKatt8XFXKlB7Jgr3lbMNCDmfaGr+Oqha3h+Xm9Jn+9QXJWZXzDnmqcsxaMlubC32+91i+bMgCXZ6Q36z7KeVTriGHN83Ha5xcnnaWXarXopBXmua29G/T63L27HD79Fykf7vOHXMst3ZCJm4xf7SQXbymzE7tv8YdZyQv2V+balvMyy3epxOyfouZ0hPGwlgGbriHslzg4X7Q9mVz2QR+X7rfSZnc0oY05/qpcG6aY96cifdItbDQ7+Z6zNLV/vVzxVhmfDnrvaCUjzwimzNdv2Rj+bJkNBfu01Jetqp37QzLzbnz7phy/xQymot9NtZHxflzQp77FIVM5HrnUliVzdNu7m3eOl4+TuE+1XPx85Vmcqfv/kh871de7NdVw3NZNxuZw0sKn4nybSfk2k8h+20v9f2SzXuqHc65Vt1sefCY2bn45ZF5L67S+d4taN8W7hmdN7LPRLfrHim5Xdf3Xtpc34980sxe6bruNTOzlNI/M7MfM7OViaLruj9w23/BzH56bKf8RTcAAAAAAAAAAAAA4E55xMzecstH3/+3IX/FzH53bKf8RTcAAAAAAAAAAAAAYC32pZS+5JZ/reu6X3v/9c1KNdz079VTSj9tZs+a2Q+MHZAfugEAAAAAAAAAAAAAa3Gq67pnB9YdNbNH3fIhM8tyFVJKnzazXzSzH+i67r2xA/JDNwAAAO66zxz8+L1uAta5tPqYMgDYPFIKGcnd8vXhbTU31mmvXhtcZ1bOgs3zM1efG1tSbe8zXNuLF8O65r3h76/q3ZLJ6vK7M5Ib2Vy6PLDhuJATm0aCEX3upWRe5rm2hX0Vrmm2qWTg+vaOZt4W8nJ99mdz7ly5Ef5cu5HM67DtyDjyeZ9yTSdl4I5ldvtVmin75W8MHjM7TMiqXv1YSVu3xFXXC+cm+61c/rzeT0Wl3Fo5zmiOeWm8lvpBc2FL+d6ybu5QrG7aukzsYsa5tKmSjPtO74Plwrhy7W917tL73+1nbP7M5gqvuk25ttrXpXtk7Dr5sVKYw8ebpG3wx43H9JncZmbJZ6Q3hRxuuffT1q1x26tXV17Xe3bFY546fbNm31Qx135CTnCS7Pek2c/X+md8lsldOFfNiS+1KctWljZl+/LrXCa3mdmZn/neldf7fvOFsC7MXyOZ3KF/C7nlai3PxCmqxcWw3F661C9INnX2XHHrs8x7ndsK+fMlmo895TNH3JGMMc3zLtx7/jOlmRWf98VrPPZ83wy53GITfT/yRTN7OqX0pJkdM7OfMLOf8huklL7LzH7VzH6k67p3V7NTMroBAAAAAAAAAAAAAHdE13UzM/t5M3vOzF4ys9/ouu4bKaVfTin96Pub/W0zWzSz30wpPZ9S+p2x/fIX3QAAAAAAAAAAAACAO6brus+Z2efk337Jvf701H3yQzcAAADuuueOP7/ymjLmuKnNV20MACbz5SuLpSvNLG0d/opHS4wWSxJLactSCd96Vywr3l3ry9e215fjOlcaNm2JZWNNy166MrjthUthXVaCtFDut1qI5YlbV+5bS3h2WYnsvqx0paVs3z05eMx6cXs8ppaR92Xj5TpkZePdNdYy9lnZUy0zXFrnyn+W+jNtkXVSnrhypbfbaxPKXGuJUW2fuxb10lJY1Vy4EN9aKl2sY8NfYy29+tLr8b3+tZQj1jb5a5yNRhlX1cJCv0pK62ftdWVbKylzPqlcudtPVmI2K62/+tqoIQIh289waeBs3GfldIfnnOadWMG03rdn5bXea9n4dfOgzk/ZveeuW1ZG2M1zWh43zWmJcXecsdK6hXtE21ct9XNvNo4KZc3zea90j8RV9b59Ybk5darfVEqBqxgFUS5P7c+1m2n/xmvqS3p3Oo9o2eOh9tw46MrL9rzcW9LecA+759pNFcqwZ9fftTcrBS9lw6cIZc/1+ms/+DbJ3NXFWyZuK32t49WXK3/vUx8K67b83lf65u2U+f68zPfu+ut9mUeV9P1dLo+vY25CLICO5eXYSX6sJPk80pyJJee7+f4eGothCHNbUygbbvI5Usar9qF/bzEmRKMesv51ER1z8dmVyQZW2HH5veGY+jlnOM7FCodc1/h+pIjS5QAAAAAAAAAAAACADYUfugEAAAAAAAAAAAAAGwo/dAMAAAAAAAAAAAAANhQyugEA2CTIPMZGwhjFmEQGFYD7lcuKrJZ2rLzWzMYsa9dlaWueb5J8z/aa5Eb7bTVzMuTwxszOLBu2kP3dte5vLTSTUbNKp2iHcxiznEufVVzHv/3I80ddNqTmpRbam2VISx556CPNb35wf1huz53v96MZkw89GJdf6a+FZnTq9fdZxaWs2iwDVfqhlGXqs5PNzJpTZ/wb5ZiDu8n6U4X8eb0uhSxgn51qNp6JGraVLOj6QH8tZkePld/r853l+meZwm4Mdk3MKvXjSvPbVb20uPK6cWPqZqrtfcZ8dn01W9vn5UpGcyMZ4j6nNcvofuYDYbn72kuuQYXMa5PrL7J1fnzo0NCccHfufm41M6t3D+dj543wx4wHnXv4obity/CdvXYk7kYycEN28ZT5U3Ns29hH/vpr7narY8fnWn80XkP74gthMeQEX5Y+y7LA9668nr1zIqzL5jbXxurxQ3Hb4/1720uX4vs0q9rPicsyPvX56eaKLMdYx3Yhb9z3tdlN+mWgfWMqba/Lo9fcer2n6739vK0Z0pmRrPXQBjcf+ExuM7NLP/6pldeLv/GF+EbN/vaZ19vj88kKc47J56VsbF9e/fwfyL2XfbZy7a/lc5nei5c/sGvl9fyLspv5mO+d5vtr3F2XDy+Fsa152dl7XXtbXVdojx4zjGXN2da51vWhfuZQ4fnZab78cJ536bPpRsL3I2X8RTcAAAAAAAAAAAAAYEPhh24AAAAAAAAAAAAAwIZC6XJA+NK/ZpRWBbBxMF9hI6HUPoo6W1sZWwDYqLrOOlceuivMhVk5alcqstUqp1oiuaCdUKZby+mW3zdcVjIr2ezaW33oybCqefHluG3ypWG1JLaUVnX7bd8rtEf21VyIZW+z/boSpHOPHoztPR5L75bKa7anz4RlX141uy6nY1lZX5K2ey9e707fW+LKgZZKv2v7tO+15HCRjk/Xv/W3Px03ffm12KQdfXn/5ty51R/y2oQ+EVoGtfHnWhjL2bKMo2ohloP15V+1ZLeWXi62b6Rc+dAxM9LecBwtcyv3f6m8evfiq4UGjZR398uFcTS23yy6wO9GYg6as64/x9rn2qBleWdvv1N+r1eawwsl728s99dirMx9uP46FkrH+ZLUWi7sV8se69w2O/Hu8DE1PuPq1ZXX6dUj0rzCs0tKgfty3zqXlebPrFS5loaeDQ+s4r2WHagQy6D3msYc+PgROReN1ghjOytzX7i/ZMxpmfYwp+9cCqt8ufJ3f+77w7r9v/JvYxNcefJWS5XrZyJ/rjIX1Lt3hWXd12plpev1M4jvF+lr7c/Fr7/dr5K5InsW+3Mbi+woxCf4UvVmZs2p08P7cculEu1jSmX4p0SIjD5rw0E3wfcKfD8yir/oBgAAAAAAAAAAAABsKPzQDQAAAAAAAAAAAADYUChdDgAAAGDdSVTmAgAAAAAA9zm+Hynjh25AkBMKAAAAAFgPGp9VKjrNxHV5hdXWmBOa5VFPyfkrZIGW8qbHcljjyuFsxe7I0WLzfJs0b9TnVpvFXOasjzRz0mfrzsfszzxHsu+H2RtvDe4nU8j6NitnWU7ab+l6l7ZtCvnSVs651qxaP1Y01zYfV/1ylskumrNni+tjo9w1za7/6nPsddynOZfvq/dloQ2as13MJ9WxoX0YVsb+rLZv748xlgtcHFfDhUFTJfndVshP1WNUw8esD+wPy827J+MGLnNa83JVlp/rzD3xaFievXakf9+Eea80l43mz5YyZkv3ael9ZtOyv/34nJA3rWO5Wx7OLte5Nss5biecmz/Erp1huTl9xu20/Mxr3X2rY7nY92Nj43Zl6pbuS6HXKVwbGQvZNfXtnZC7PJoT7TTnL8R/cMfRTO7mz3wiLG/54rdWXutclmWpFz67zPSzlT/XCWMum1MKY6UdeVa1u3f0u1mMGd32jW+FxZC7nuWCF8acrGsvXhrediyjfZXrshx7nSsK8/Ka5r3iflb/VmwclC4HAAAAAAAAAAAAAGwo/NANAAAAAAAAAAAAANhQKF0OAAAAYP2hpBgAAAAAALjf8f1IET9032eeO/58WCaPGgA2LuZ0AACAzSVVlVULfTZjKQNZc22rrX0mtmaVms8qtZhHqpmi9f4H43tdvmJz5lxsr2Rgh0znLTHfNbkcRs1kbSXX2GekauZxtbgY33upz5hMkructknOpcvITYu74roso7svgpgWYt64adZuIde02i5tcH3ULcdsymopnlt3tW9TlmMpOZeh7zVbsxvOy83zpvtrU+1cioc4EzNGfc51K3Hi6ZkPxH84/EZ/yKtXbbU0d71bjgfy7R3LAvWqh2L2c/vmsbhBIVM6yx//8FP966+9NHhMbVPIIjbLrlu9q+//9uJF2dNwRms1H8drchnzSXJs9b1zjx1aed28E3Nsq8XtYdlc+3U/3aWY/ZoecG2Q61Lt3xeWZ0fe7NsgmdzZNd23pz+mZP9Wcv/78ZHlxJ49H/fr7hGdr6ql/ro0p07Fde48zeLcVsv93ZwbPqbel6X9ZrnQhWxdn9duZtZejfNe5ceKbnsh9m93vb8XqydjxnnzypHYJD/uTeh4+PCT/TE1m1jvPefKp54Ky9v+dd9Hmo+epD/N9edopnBprpVtk1uvc1eRZgoXrqmOzyzz3N2blTwj20KutWaVdyb3nht3ekzVFZ7/aWGhb4/Mcz6T28zsnf/qO1de7/97Mc+7+vgz8ZgvvOyaKqNO8p3TVvccuT4hZ33sOlm/r+qpx+Oa194Iy6c+0X9u2/N/fGH4mGZW7d7dN0/6LPs85T6nVfJZRj+D+Jxz/XzXvdf3Wf10vNfa19+0IbV7ppiZdfI5ImS2S1/Xe3bHbd1701b9bCCfkdrh+d7kEmNzoHQ5AAAAAAAAAAAAAGBD4S+6AQAAAKwrycwSpbkAAAAAAMB9jO9HxvFD932GsrYAsHkwp2MjY/wCAJDr2jYrsTq47Xux9KYvOT47KmWYC2VPaylz3pyI5YqntCGsy0otu3VahlvX+7KSUhq0uzhc/lXL8Nrly2GxfuZDK6+blw4X2+D7SEt2r/Z9ZrG0upkVy6A2UmK+SM611KfZNb7g2iTt8fsZa0/ypc1l3LRf/2bc2B2nXool0fW6+RK/Y+V+S+etJYh9G2ZvvBXXZSVnb/6+m7UpvXykfy3lVDO+fLaWBpZzac4Oj7tQelne12oZfl32+5HS8M2xtwfbY1Lu2Zeu7hotgR9LJPuSuCbHNC05G944PD7NzLqjb9uQVu7/8D4ZG825c7JBf9xsP25Zy8RnfR+OEUuV1x+K5f2bl18dfG9WYrpUTlmjCvx+tIS3jFe/PmlZ48K92M1LSXGZB2d/ui85Xf/hV2TbWFa4fUHmDt/eeRmDLgbhgd+N+20K8QMm5Z3Duekzp9UoiL7v5w4eiMeUeTCbgxwdO53bb6fXu1BrObsnSnPiyLN37onHVl77CAGzm5VEH44uyLiy/BopkFy8h5Yu13vPlyt/+7e/Paw7+OOvSPtcufRs7pJoAB9HcDLGJSg/Z+ZRGlK6vnbxHq/HZ4722f7f7z+3zeT+rj764bDcvOg+v7TDY+zGxv14zuISlLtOWSlwv8vDr5X347d982j8hyxaxX020M8q8tkrRCBk94iohuM9sDlRuhwAAAAAAAAAAAAAsKHwQzcAAAAAAAAAAAAAYEOhdDkAAACA9aXryiUZAQAAAAAANju+HxnFD90AAAAAAADrQYo5mOH14vawaStZi+3JUyuvK8mjzHJjXXZhyGu2PD+zdRmoPh/RLM+9DPmusq3PKtVcWJ/1e+Mf+i/zdD+q2rFj5XVz/kJsn+YPf7PPwM3aV8hwzPKGZzHf1e+r0ut0KWaMdm3nF1Z9HG1vltnrcmV1P3qN/XGznFiXtVxpXqZkl3ZXrtqQ0nVrNL+9lI8teblZHxVyg+sPPBGP+8rrw/uRaxr6U8dKK7nRPoe3tE7ofuceORjb6/J+ixmjVdxPvTNmoIf8aenr7Lx9+ySTt5GxXG3t+7BakHEk93TXuLxUzceWXON69+6V15oprcfx95deU922udDPD/WuXXGdzB3VNvdeaa/PFG7Oxnk4ywJ2Obd6vTWT29+LY5nc9YH9/X5Ono5tKGW/6/WXHF4/n7aX4ryRZTS7sd69GPORq+1xHqy+3GcKa9p0do/48SxzpM/kHqPzfziEjte67xft+7RFzvu9vr3NKen7jzwdlw+/0e9XxnIrOeH+XOuleA/re+M1lTlSn6/uGlfb5fl+WfZ72fVvtfpnZJaBnuUw9+em84i550F2/8i1qD7+zMprzeQ+/Lc/EZY/+D/8Ub8fzZvW+8D3r/anzv/umePvQ7P8XgzPWp2XJX86HFPGrubW+89p2f0jz6DQBnd/39g23l/t1f6zoo776tE+v7159Uhcp58F3djuPhGz1NPXXo5tcP2tn5fmpH9n7lmh81Hx86jOBcMfG7CBUbocAAAAAAAAAAAAALCh8BfdAAAAANadRGUuAAAAAABwn+P7kTL+ohsAAAAAAAAAAAAAsKHwF90AAAAAAADrQRfzFkMmpuZsS45kyGnUfEzNz2yHc4M1W9fn3moecil/uLhOM7mzPM/CuUhma3O2z7nUHMYsf9hnf2+VjFbNH9U+G9iPvreR7PQp+6n37g7Ls0JGc6352Wf6HOZSbrW2qZQF3J4dzhA1y/NdPc0C9RnI1cJC3M+V4f3kmcI6dlz/Sn9qjmjckSYF63qXPyx9r+OsfvjAyuvZkTfL+3Xt7ZbjPTI7/vZgG7L7Xa+b08h18+0dHRs+l1f6PlWSl+zbJ/d0Nq4K0sJiWNb2h3U6P7k8Yu2TpnCuWR9J3mt7+fLwukK2bum6dIV518ys1Tm+tK2733U+Lw5tXSn3TOvzkguZ3GaSXSz79f03St5bP/3UymvNMc/maT9eP/mRuJ8jJ1Zez945Eda1mv1dyLzOnld+nVzv7msvDW6bKYwHnyc/Sq6hZsr7/tXc9ey4p8/0CyPjNdDndPG9se/DZwy9f/RavNDnO+tY8JncZmZzTz6+8nr22pFCe+S4hee7mYUx17hn9E3327ln7YXY95prfek7Hlp5PT/2HPHHGJtrfR9ek/Ga5Xu7z5/X5bPWK6/3u9Q5sfA5wr74QmzOYpzvffu1r5tTmnk+/FwuZciPPvewKfBDNwAAAID1h9JcAAAAAADgfsf3I0WULgcAAAAAAAAAAAAAbCj8RTcAAAAAAMB6UShXXORKh1Zbt4RVWUlcX+5VSowWS1KOtafUdl/aVMvnlkqpF8qPZ9sua9l1Kb3rSltmpTYL7dU2ZPt15T99KeUbu437LZUnnhXKoNZ798RjXrkaN3B9WGrfjX9Y3RjTUsU32WBwVXtpuHSxlirXc2vOuvLvOja0vYXxUKLnVu9cim3QEvT+vTLO2nf665aVz89Krbv7IBtyUqbXtTGUib6xsn+pZe21P305YlHNxxL+bSgjWy7vXvmy4VreuXRdqnguaVssZW+uvHK1bVtsn5a5D5ENsf+y97py2vWB/XGdLwUu+5py/xTvPS3vLPwYzMq3awnnUile7QcXFdBevapbx7e6csrdspQC1nLfrvR+vTvGLmTtLz5z4vOqOfxaoYHS3/6++PI3w7pZoY90nvb32ujzs6Qavk8zeo8UYhiy/ZaemYV5W/s6e2bWbtxL00vP07Ey5/69Wfv8vDcyv4c5UUp/63j15crrZz4U1jUvvhyWwzO8dJ5mxXMtlvuX+V0/gyy+4Ertj3zWKpXTzzd25b4LZe3NrPwZrzQnFratpFR5Vj7fjW19BmYK80ipDRn+MnpT4i+6AQAAAAAAAAAAAAAbCn/RDQAAAGDdSfyX1gAAAAAA4D7H9yNl/EU3AAAAAAAAAAAAAGBD4S+6AQAAAAAA1guXKzh36JGV17O3jobNsvxZl72aZUpmuZeFbGXNri4p5fDqus7lKWY5psNZi9VHvi0sty98c2DLfL+aI1nv2rnyurkgOZFZ3qPrI80JLWT2dtJ/a/kDHJ8/qznLmgUajqnXP9txIQt2Ap/3mmUGa9bmciHXVMayFTKlp7RXc61L/VLK5M53LHnJ/vqXspPNivdeN4vn5vO+05Z4vdtrw/dpc2b1+cjZ/V7Kb5eM6dCGsaxXv1/Nej5/YXBbn6t9U65NSWOMrw5nKzfvngzLOp+WruOt3nv1ju2xDRfieaftrg2acb2G+zTkmo/MveGekXlOx2c4xqXydfLZu9XSzrBO772Q5zwyl3Wz5X6/mtncuHORMVe6f/Se8PehmYwNHedjucEla7jGq93vWLbypKzqEp0jC1n1Pi+93r0rrJudeDfu1/Vvd13nnOG/59RM7tP/zfeF5X3/5Cv9fqd8BhLaR5ojHjeWzxV+jtdz0TnT9We9b29Y15w6PXxMGZ9rusZOtT3ObX7ebi9f0c0H2zSWC3/L99edurewrvBDNwAAAID1pTOzlv9DCgAAAAAA7mN8PzKK0uUAAAAAAAAAAAAAgA2FH7oBAAAAAAAAAAAAABsKpcuBiZ47/vzK688c/Pg9bAkAABsXz1MAAHKprqxe3LGyHHK5JVtVM0bnDj688rq7cjVueyVmJHbXhzNG85zTPjTR56HerE0+YDHPEO/zcpPkNxdii6198XD8h0L2b71zKb5XcmO75T5/slqYj9tKH8Xs30Le6M3a5Fe5HOsbb/b9KXmeWyUL9nohJ1i2Lbav8N4sj9SdS5ZxLfmYvg9buYh6/RvX95qz2V2N47VkSqZoJePBZ1ePnVs2tn0bJC+7WuqPo1nqxcGtWbUyznzOuY7PuaeeWHk9e+1Icb/10mLfnOvxHtax4sec9lG1K2Yrd+7+0vGYdiyG5dnxtwe3zRTuJ52ffK51lk1eyGXV/ZS21THnl9Oi5G7L9fd92Fy8GNuwY0dYnh1/Z7ANpT7J2l46b5n39P7xc2Q2H2nZXH/PVIX2mVn92KGV17PX35BGxXHmc421fdnzyZ1r9eC+uN+Tp2663Si5J9LWOIf7jO65A/vjWyUfOdxf0oZa3uuf2zonjs3pXrVdnr0+I7k0H1mct3WuKD17M7rOP1dkrPj2BwRmVwAAIABJREFUtXKPZGNja3/v+XnXzKzTzznu2ab95zO5zcxO/9QnVl7v+Ud/HI+pzwr/OSibw+W54Y6rz8RO+nN5fz8fVIdHrtPCQn+IM+eK24a+17lX72nfJn2O7O7n//b8hbgb/fxU4Ntuln+Wje2R/vVzg34+Gsk1x+bHD90AAAAA1h8iqAAAAAAAwP2O70eKKF0OAAAAAAAAAAAAANhQ+ItuYCLKqwIAsHY8TwEAyHVNa82FCzddl5f7jn/a4UsDZ+UetaysL/e9b29Y1Z47Hzd1pWOr7bFMb3s5lgYP61ypclUqN51vLOUnC+VSm7NSuljKnnaXC6XAtSS269+sxLhsG8ryShnprNx7of1ZGfGCrOT0hD5d7XHGStX7a6zjsTkn5VRL103LfRdk5ZQL553t17Xflx8ePaaWrpWSqc2pvkRyVlpbS1u7MrO1rpN7PyuD6/jyz2lL7JPqiUNhuTn8mtupRBUsxhLjodyv9G1WItffm9fkfh+Yx8zy/svKSvtxJiXlWxm7ybdxQnlq3Y8KJXJl29AvY/vx41XvWS3ZWyq1WygFPabevbtvgpQc1v71+500dy2X55/ZkbeG9yOnUnyu6Dhz7Z0dPSaNKowHLYnt4wjk+Vkqyzw78e6qj+mvg5lZI++tfSluKe/cXbo0uF8dC61u69s0Mm5832upbTVlDvVtmPT815iL6/090pw8GbctlFbPnu9y3/py5Zf//LNh3Y5/8bX43mW/30JZc2lDI1Eqem5bXnqzf5uW95YxOKVUeOj7sWe/70Pt+4f7UvudPltL40rncCnLX3rOTZmDzChVfr/jh24AAAAA606iNBcAAAAAALjP8f1IGaXLAQAAAAAAAAAAAAAbCj90AwAAAAAAAAAAAAA2FEqXAwAAAFh/JuQsAsB9SbNVfeaoZL12s0I+8qnTYVmzLH32Ypa7XcjELGW/aj5qtm14n+SN15JV7vM+tT2l/YpibmgqHNPyXO67oi1k9soztH7wwbCcZZt6pedvJ5mdfpyNZQi75Sxne0o2+UgWcJEfD6WxK9t2mp0sY9Lfb1mGcCFTOMtZ1XG22ix1ycptXnl9cNs0tyUst5dXn/WaZZUvF/qzZGys+P7OxpH0vW+T3JdJ8tInjTO/bWG+yvpE2jAlS9fPvaM5xhM+Jzdnzw4fU/LdJ2XX+/Y25bk2VS77W6N0J8zT2bUo5ZqX2rOlkNk8Njfcouw6yLk0Ptc+O8/SvDxyPxUy70s0S7laXIyHnZLRfbsU+qF0L47dT/69msmdnnosbvziy+4g5fHnc9dbmX+69+K1SC6Xu9EMbKXjw5twjbPs8sLnqXQiflaMbyyMz5Fnw6TM9sLnnPviu4P74RzXgL/oBgAAAAAAAAAAAABsKPzQDQAAAAAAAAAAAADYUPihGwAAAAAAAAAAAACwoZDRDQAAAGDdSURQAbhfDeRpZjmGpVzbNShmrU7JUi2ZkiFZlfOxJyllRa6H7MMp2eXV6jORu8uX73x7VCHHutoRs16bKdnJs+XVt+E2GcthLmUVV5IT7TO8s7Es/V0t9O/VrGffpmw/hbGc5eqW8nxH5pRiRvOU+6kwVvIcVjlOM3wfFDO5x3KNvcK4H8umLh5D2lDKx71d81O1ffvwMfW4I8cstle3bd2+Rrattm1bed3q3KVj0rXRv89MMqan9N9ohrw/Fxm7emqlOVPXlXKXpxi7Z1ZLzq29ePEWG3RnjObLT8gm98+Vbln6z2dym1n1nd/e7/ZrL0mj4gDw83Y2V8j17tx8P/rsvdXPYmnC5ykZR83Jk4P7WVOGfEnhONn1L302WA+f724Dvh8p4y+6AQAAAAAAAAAAAAAbCj90AwAAAAAAAAAAAAA2FEqXAwAAAFhfuvf/BwD3o6GSlGNlTW9T6fKMK1+a6lhG0pcuNjNrr/elI0slx7V8blae1r9Pyn3WDz4Y27BtfuX17M2jg/u5sTP3cJH+THNantqVwRwrT+uNlRQtlAbO+qwrbKvltH0bpVRtVvbal5xeSyn4gnoxXuPGlb1tTp2+5f2mrVKudELZ80nc+BgrT+37s9LzPnd++H1S1lzpdfN8KWi9D0vbjo5PN4/kJdulNKyfG/S6LMu4Khy3mpfy7v68pXRttbAQj3O9L1c8ZV4ZLb3r108ora7XItxfY+VzJ5QNX/V+zEL726vX4rpiPII8cwplw/M+Kux35NyyNnql4xTO2yy2PbtP/Xid8iyVbdPclri6sG1eYvwWx5UqllpffcnptCUes9q1Nyw3J94dbkNJqRz12Hm692qp8vrA/ltvn5/L5srj3pcrv/CT3xvWLf3TLwzuN6s7rffeltX/TBfK+1+Lz8BqYT4s+3mwWoyxIX7+zJblXvP7zebWQjny7J7IniOF9+pzxbWvWKre7M59Jr5X+H5kFH/RDQAAAAAAAAAAAADYUPihGwAAAADusJTSj6SUvpVSeiWl9As3Wf/XU0ovppS+nlL6vZTS4/einQAAAAAAABsFP3QDAAAAwB2UUqrN7FfM7M+Z2TNm9pMppWdks6+a2bNd133MzD5rZn/r7rYSAAAAAABgYyGjGwAAAMC6kswsrSWbcP35pJm90nXda2ZmKaV/ZmY/ZmYv/skGXdf9gdv+C2b203e1hQDWD58z6DMcNc9Rcg19nm6Wna05xoVMTNNcXpddmuWanr8Q2yBZjIHPPC7kbmr7VHPy5KqOYWaWtkreZyHPuZT3mGUV67a+/doGyd30+9IM5pClPKYuZLYXs2rlOJpr6cZZtTVez/ZaHIP+eqc6HiPPBe+3Hcu8LuUGZ9nPpczzLZLvqdmgzqR850qzq/s2tedljBWuRSUZ3Vk2cSG7NOSP1uV87JD9Xsk9URpzMsayfOyrV/uFkbHr55lsfrpWyFmXa6qZsj7Dtbser2+W9+vGXb1zKbbhUrzeIQN9y/A8ko0bHffuGo/mlvv7VDOuJ8yRGXecrE+68lyxWnkfxfb7uUTnkWwOKtA5ySrXv/pc8feInlfpHkmSKazzVSF/fHRuKyjOkTrfFzK6s+eV39dYlnr4/BHHWPNu4dmbNSKOq5ANvRzv0/ZaP++NfjYoZGk3J08PN2ck+9v3Wek5oW3STO7qYx+Ox3nxlX7d9m1hXXvpUtxvISc+ybNC58GwX3l2+XMPc7bdJAM7LMQ26PwajzF8z+hnA+sK41NkzzJ/ncbutWI2ffmt69Em/H7ktuMvugEAAADgznrEzN5yy0ff/7chf8XMfveOtggAAAAAAGCD4y+6AQAAAGBt9qWUvuSWf63rul9zyzf7k6yb/ifZKaWfNrNnzewHbmP7AAAAAAAANh1+6AYAAACw/rTjm6wjp7que7aw/qiZPeqWD5nZcd0opfRpM/tFM/uBrusKdTwBAAAAAMB9YWN9P3LX8UM3AAAA7rrnjj+/8vozBz9+D1sC3BVfNLOnU0pPmtkxM/sJM/spv0FK6bvM7FfN7Ee6rnv37jcRwHoUciU1d7OYVTuc36g0qzLL4XUZic0FyZTUffnsas1d7Ya/oau2SXaly5jMsh8lP3Pu8f6/I2rePhHWJcll9KU0xvKnQ3slx7aYl6m5lpoxWchdzrNVhxbyrM1SHm394Q/ETV97c+W1z0c1s5ilLnmQ1Y4dg23oZuVM0ZBdPJKlneb792rmcSmrvpTJbJb372D7lFwz3Y9vr8m9l92nPqNdMrmzbFifR6tjw22r2fPan+F9I7mmPqtY+1OzVrt6OM83489bsl6z7NqLF91K6WudnwpzXfXU4/G97/Xbzt48GtdJVq21hQzkucLX6XLvVQvzK6+b985LA+XcpmSpF3Kis/xuP36lfXOPHAjLs2P9f4eZz73Dc3g2PrVJjXvvSCZ3yPOWyxv2YzE32Pe1tknnYZ3bYj66zGWaP16IcNZt/Xyvc+3co4fC8uytOCaLx3R9qOet88qU3PXY93Kf+pxtM2sv93NmvSTrJPPe51HrZ4wwHvRzQpZJ3K9PteS167PXPbf1/tHnk/l5UY5ZLy3FFvhnhfStz+Q2Mzv7k9+z8nrv574V21B4HqlsjnftTyafDbQLCxntqS30t35+cs+c7BlTxW3rxb7PdCxkCrnT1QP6Oc2N7cJnKaVzma3+IzI2EDK6AQAAAOAO6rpuZmY/b2bPmdlLZvYbXdd9I6X0yymlH31/s79tZotm9psppedTSr9zj5oLAAAAAACwIfAX3QAAAADWnVT4r7s3oq7rPmdmn5N/+yX3+tN3vVEAAAAAAGBd22zfj9xum+qHbl8C02xaGcy1vPdO7GezoTzpxsfYztEnAAAAAG6nVFWhjG/yZUSlbHhWatdpP/XRsFx/9WXZoC9XqeVJuw8+Fparb73ebyvlsrXkeKkUpy8Vmx56ML5vJiWmL7iyont3x/28HdMdmmPv9O/TcuTfEUt22xe+3m+7uD2uk7KylSsNWu3aGY956nR8rysHWs1LSVRRPbi3f5uWgpf2mytX2py/EFbV+/aGZV9GVsuaN998Nb7XnXvS0vW+X6S8a3MynrcvV5uVaJf+rd1Y6XxparvJGHSlVuvd8fo3586F5bnH+vK/zfFYur5akP7063bEUruzE4XUEC0Fv39fbK/vQykFm5cVd1/FaunVarhEelaiO5RalvtHyif7NlU7Y/l5HcvVTtffWgpYrlNpDsqKyro2aPn+Su7xMD9pGWbpX38ftBdkXC1JieTn3+iPKWM7Oxc/t8l18WWONc5By7D7ku7p2Tgvd196ISzXj7ix/O7JuO7pOC+3r/Tnko0bORdfNjrJ/NSeOTv43qyPtsXr5Ps7bYt9nTQ2wJV7T93c4DqzeD9lY1n26+eybP504zUrVa3X1FuWOuGVlHt24zeL/ngqXqfu9bcG25CVKi+UYp579GB8ryu9r/dIvWfX4H7ai/I5IsU+qx50c9vpM/G9l2O8gy+Z3l2TeU7L+7u5LEmp9dpfNymJ3Z6N49PHEbSub83Mqp1SYtzfm6XrbfGzTKNl12UOj6XAJd5D7n9frvzw//htYd0HfvGLYfnKB/u5bP5IHBsaOeGf01lpcCnTPvfIw/1+5Nmbdsex0r7ezyv13j1x3TmJXvDt0TgXF4lQn47P7E4+7zWnTg3uN48YGI5hyJ97rry/fIYzQsI2JUqXAwAAAAAAAAAAAAA2FH7oBgAAAAAAAAAAAABsKJuqdDkAAACATaB7/38AAAAAAAD3K74fGZWyWvf3wFLa030q/eC9bgYAABsKOfHA3bHR77XPd5/9ctd1z97rdkyxtONQ9z3P/ty9bsaq/f4f/k8bro8BrE87q73d987/RyvLreRGB5rnmQpF+9pmeJ2odsQMX5+J2l6JGZ1ZG3wOt2Rt+rxfzTUtKhxD1ZqlXcqU3B4zpNvLlwe2NLNKsse1PwvZqppbXjp3zTwPmehy3prRneWGlxRyLv256TXslmNOtM9h1fOae/ihsDx7+x27LcauhVcan5opKjmspf2kOcm1ffLRldfNyzEPvfRe7c/SOMrGvd925LtdP9aL41z2q2M329RnQUt2djZ36XVz6gdlLBfz0mMfzT3UZ8HOTsRc6ynzXnGsT7mGd0np3ivJ5hiZ0/1+Nde2OROzdotzhWQKh7x3Ha8yNtr/4GP9qn/91bitXIva5TJf+b4PhXXbvtLnDeuYynLBtb0lvv0jz6dJ12nCPV3cTencxvZbmoPUhDaGftC+9s+gkXu22J/Sdp8brTnb2vZqvs8NL37uMovjdeSzQGkOrZ5+Miyf+85+Htzx639UbELtPqc1Fy4Utw3HnI/56MV+KYzt4meVkf1k7y08k+qlmLse8tPHPocVxiffj9x59+L7EUqXAwAAAAAAAAAAAAA2lNHS5Smlf2Bm/4mZvdt13Uff/7dfN7Nve3+TXWZ2ruu6j6eUnjCzl8zsW++v+0LXdX/1djcaAAAAwGbWrekvGQDgTuD7EQAAAAB3F9+PjFlNRvc/NLP/3cz+8Z/8Q9d1f+lPXqeU/o6Z+VpQr3Zdt7HqOQIAAAAAAJT9Q+P7EQAAAABYN0Z/6O667l+9/18iZ1JKycz+czP7s2tpxIc+dsWee67PPizlHmpG4hS3ul99XymncUr7ble+45TcyLFt/fq1tG8tbVrt+6a+t3RuU857Le3dyKaM+1vte3W7xuCU/axljlmLW+3P27nfO+F2zQVj753ShinHuFN9dqfmvdt1r92p+30tppzb3WjvlPG63j436HHv1H7V3XpG3mobStfpdn4WvNU23Kt7DwDQuxvfj9j8A2Yf6g8xd7rPXtQM4fbxmIF87aE+97DdErMKt70RMxCrN99eeZ0ks/Hc9z9qQ3Y+91L8h0cOxOW2/2uTdjFmIKf3+jzFSvJ87fpyWOyO9u3z/XFjP5LL+XafvXrh0x8Oq5ZePBu3Pdkvv/tjHwyr9v/GN8Jy+4G+H648FvO8t/9+7Ie0tc/sTZI/ef3xfWF5y+n+WqQL8boc/fEnwvLO1/tz3f752L5zn346bvvS/n6/xySPdkvMlG737lp5XV2UfEx3Da88E8fYwr97OSwvf+yplddb34oZ4d/6a4+E5af/kTvmpZiB2kkbOpfZWT20v7ht2r7Qr7sk57Ir5numS30e8akffiqs2/u7rwy3YX+8htcP7QnLh/9ifw99+O/G3NDufMxPbZ/q+2XuZMyQ7xbknjl3sV/QrFeXc9uejdnJ1d7YvuM/9sTK64P//Eg8puTRXvneD6y8ns3HxMu5q/G+vXio/1q5eSDOOQf/ZRyDy/v7TNlqOfbRkR9aDMtP/G+uTQdi33cLMQv67e/fvfL64d+N41x1Fy71C/t2h3XXH9kVlrf++yMrr9snD4Z17+3rx9zCq3Hcmz+GSNsWwnJ34WJc7zPP5yVDXseGnzskq7i7Inm5vnk//O1heeeX3g7L/jhv/PkHw7pH/iDeX1uO9ud+5k8dCuv2/P7rYbk51O+reksy2OVavPHf9efz1Esxv12fV5e+y91P//07Yd3LX+3H8tP/KN4T3Xz8SWTulHvWbpVxtEV+PjlxauVl+2icI6vr8Vq0W13m+Uuvxv3IPV3t7sdgtxyfidnY8fd8G//K89on47Nh/siZfj/L8vycxXux3dfnslcnzsRtNfvbzR1pR7yHTZ/x7ly7+XgPX/5Af96LX4/jsd29Iyyf+kTfvv2/f8xKLn1Hf20WXzgR1nVyTf38tOWlN8O6tCB97+9FHRvav86VD8axfH1nvP6z/6K/n+r/N94T+rni+I8+tvL64d84HLfdHtvb7uw/v1x5LPbnlkuxvVu/6sboQfl8d7zvw3d//Jmwav+/kXnwqLsXZQ4/88n4TN/zL/rPU10Tx82xn/loWH7kX55ceZ2uSr64ZHT7eTBpfnccZtgk1prR/afM7ETXdf6OejKl9NWU0v+XUvpTa9w/AAAAAADAesf3IwAAAABwl62mdHnJT5rZP3XLb5vZY13XnU4pfbeZ/XZK6SNd113QN6aUftbMftbM7LFH1toMAAAAAJtJIoIKwMZyW74fmd+ypKsBAAAA3Mf4fqQsdasIMX+/NNf/3XXdR92/zZnZMTP77q7rjg687w/N7G90Xfel0v6X0p7uU+kHV99qAAAAAKvy+e6zX+667tl73Y4plnY80n3yEz93r5uxar/3r35xw/UxgFuznr4fqbbHctrtlb4ssyUp4NfG8qS+xGOaGyn3O+tLqFZSPrO9fFk3H5S29OVK/T5v/EPhu6lKSjbruYSDpOF1cpykZVil/GvxOKJ+ui+D3bz6hhxTSriu4nu41fD9aWbWLV+/Lfv1/Z0qKQXaxD7xY2f0mvprU1p3s/W3SvbrS0N316W/9Jh+3I2MhTCWpByxlkxtXbnf+kAs4dqek1LmPq5A7wM/ruR+r6T0civlyUP7powjbcNQe266vnDvybgK2z4gJbzluiVfEln3I8K2Uu7b38NmZs0rsfS25+fBSko2z96JJZL9ueoxs/YV5sgk42psX55vb3tVyprfrvt05B4ObfDPKrvJc0XWF9tQOGbxffqMdOM3eybK2A59P+X5VLqHzWL7p2wr9P6qFvvPCo1EKZTmvXoxfsZoLsZS+1Pm6dL1H9rOzCw9GaNUmhddfIYcvziXTbj+lZQqz9p7i/Ogjiu9x+s9fbnycz/0obBux6//UeGY5eswZQ4qqff1pdebMzEuI5ufpjxHfJ9NefZP+dwg236+/c0N9//d+X5k3FpKl3/azL7p/09cSunBlFL9/uunzOxpM3ttbU0EAAAAAABYt/h+BAAAAADugdGa4Smlf2pmf8bM9qWUjprZ/9J13d83s5+wWJbLzOxPm9kvp5RmZtaY2V/tuu7M7W0yAAAAgE3vdv01FwDcJnw/AgAAAOCu4/uRotEfuruu+8mBf//LN/m33zKz31p7swAAAAAAANYPvh8BAAAAgPVl9IduAAAAAAAArC+aG1nMS1Y+A3c+ZuC2msPp103I5F7t8ce3Hcn+nbBfn/cb8o/XqDlcqEqvOdFT8jJLOdFT+mVKlqU7ztghqp07Vl43p07f+jHvVC6nHmbKNZ/Uv30ypB6j2rUzLrvXzYl3ZT+l/OFCRq+8rZTJrfT+L2Wr1nt2xW2v9sfJcmxLGcKSu11Jvmtzoc8RHrtmXeuOI8esl5YG96vaN4/Jjofb7+fB9mq5r0v3eL13T2zf6eGiH9l+Slnawl8b7XuTXPNwnAn32tyTj4fl2WtHwnLIWv7Gtwbblx03ywkvZWtL9rs/F81z3irbuuz3Yr6wyK7hyZPDG8scru0N88hYGwp9pFn1zbnz5X0NKN0vUxVzuefnh7eTsRLe99EPx2O88M3VN6gwvxcz4s2KOex6f/n5S69L9l6XT66Z3Ff+s0+G5W2//cflNvo2TMjlrnf3OeHN2bNhXfaM98coZdOLamE+LPv5NMtZl8+yPj999DqFHfGX0PcDfugGAAAAsL50ZmnC98sAAAAAAACbDt+PjKrGNwEAAAAAAAAAAAAAYP3gh24AAAAAAAAAAAAAwIZC6fL7zHPHnw/Lnzn48XvUEgDAWjGnAwAAbDIphYzCkOmo+Z6Sa1stbu/fd/VqWNc1sd6hzz3srkmm8I4dYdnniGpmo8/WNDNrry+7dZIF2/ZtqJYk1/RM3G/IEN8aMxuT5Mb6/Mn60MG437dPxG1dXmYt2cnN+ZhH6jPPNVOyuRSzylOV/EJcV8dl30eagVvvfzC217WpvRavf/3QgdimE3027GhGu8/+lqxSP64qlxlqlme2tj77Vc/l6afitm8cdQuSl9np+BzOCdZxH+4RzeEtbKvnluXPhwzs2AZ9r33A5Q+/+EpYleXj+r6vYvvSFskNXi5kq/om6dwgOaeVy9Zu3o0Zwu3Fi3Fbf/+3cl2uxHklbe3vkTkZj7N34r3n7yfNjK0OxHFvfpxp37uMVjOz9MShvrkvvxbWNXJuWSbyKulc4efMcD+bZdc0XBs5F83k9vm+PjPabGTc6zEL+cPVjsXYhjPnZIN+X3OPH4rbHn8nbuvv4/ekvdLX7cuvD7Ypyw3/jqdXXnZfeiGuk3ObO/TIyutz3xfbu+vfvrXyupHx6J+XZmbteX+d4pxdylbOrqHce2E/krtdyl3Psoq1DYVM5GoxXmM/XseeDX6caapx5e53M7P2Wp9PP5at7PtU57nkPyu8Fz+PZJ9zfIb0i4fjOp2XfXvkftL+LGY/F+5pPWZ237qxrWPOZH4//qOPrbze//eOhXWayX35L/SZ3dt/q5zX7ftwbA70n/FKmff6OVE/R/qxrvtJ+tnQPXt13NRyHD+nl+61bF9yT9vqI8WxgfBDNwAAAID1p9OvVwAAAAAAAO4zfD9SROlyAAAAAAAAAAAAAMCGwl9032coawsAmwdzOgAAwCbTdaGkZv1UX8qyfSOWstQSj6H0tpR3zcprurKSWYnRa3GxXXblfwtlw/W4rZRP93+JMuWvLrLyzdVwG2ZvvBW31XKVTnPh0mD7bhy376NmpNxrN+vfWx/YH9a1Utq2VFZYy0qX/nqnlXLvWha3qBsup+z7s70qg0H5/u3idWoOvza8rZTdrZ/5UHzviy+7/cp1KZT7VVqeNpTPlhK59QefjG14xZValjZkpW1fcCV0C9dXJRnLlbvfzcy6B1z5/BNxHM3eljLSBX5czcn41BLjoZR5oW/NzMyXq5XS/3kZ+f76t9L3zVvHh4+hfS8lctPhI/1rLWsuu/LnlsUuSJtC+/TcfBlmLSmelWx2rRj5azxfVryTeARfJjrTrb4Ob3PqdHH93BP9GJy9/sYt7zcrtd0NxxFouWfTcuUFs2Nvr7xe/M34jJz5CAwpn9ycjZEC9YN7+3Un3l318VWnMQJalr345r692dylzz03zVTbY0nspGP7Uv+sq6Q91cGH4n7dfdq8Gq9/aQxmzx+dO3y/NHr93T0zMt93fn6SvtY+0zneq/ftDctZCf9V0vlIJVcju5V7Wtv38G/0z5FmZK7w5crf/J+/L6x77Jf/bTyO60Ptz9L4LJUu18iLeq/E0fjPPTJHtjqfhoPE89aYmHCPjI05f//Xso7S5ZsSP3QDAAAAWH+ozAUAAAAAAO53fD9SROlyAAAAAAAAAAAAAMCGwg/dAAAAAAAAAAAAAIANhdLlAAAAAAAA64XLnWxePdL/u+RNp61bw3LIe5Sswvay5ByGN0ompmaDbumPk2ciyt9PSE7zkPZ6OfPaqxYkb1TzkYsHWkMQYymfuJCfmeW7TtlPFbMsQ8iwZr9KLqtN6ZdSG0J7pO3SPp+73Gk0cZZdPDw2Qia3KuRu6nK1Y0dYpTmiYfzKfkMm95gsf7rfl89rvyl3HbtO2vDSYd26f9vqW5fnRDuaya18Lmt2zXR8unMp5bmalfN9/Tgyk7Ek1ylticfxx20vyz2g97/bVzeSgVvsB5eJrZktu25JAAAgAElEQVTM5Z2Wx/JYfvbgvkbOZYr2HTd/jd17vjl6/Qv5yNn9o+/1z6DC/X5Df2cU5xx9VklIbymXu9q2LR7Rz7UjfVTshxLNny5MANnz/arca65Neh+2rx2J25aeV4X7P1MYK9n95K/bSH8WPzu0q78PJt1rhfPMPp/ItQjXbaR9aftCv3By1a3LMrnnHj0UlmdvHXUHkXz05eHnso6V0mfBkMktsntAx1FJYeCPPXPCfF/4/IHNgx+6AQAAAKw76TZ+aQcAAAAAALAR8f1IGaXLAQAAAAAAAAAAAAAbCj90AwAAAAAAAAAAAAA2FEqXAwAA4K577vjzK68/c/Dj97AlWLcozQXgfjWUX6iZnRpV6fIIi5miZuWsVc051VzusK3khm/pj9tdj+/rSvmUWda3y8DNcheHt812+8ADcVOXFZmdZyGHs97/YFgu5blmmcJzW+J6l3utfVTNx/a2V68OHqaT/OkwbqbkBst4q7b27c36XvbbvlcIjtXr5I+juZtreea7/m4vXRo+ph53wjhSleaju/Zn47yQE522bg2rsrxU394pfZSdm9vPSM5uyEcu5fWa5FjreU/Ipu+awjjSPGfNmPVjVMaVz5S9sW0/aWpfZ9fCzRV6vf260RzzKdewlLut/emvsXZ16f4vtc/MWp+nK+Oo3rUUt73U5xF3mp1cam9pzFmcM7O8+axf3H5lTvct0OdY9my4PjwGs3naPV/12Topb3yKCfnYmmPvf/7Rc8kOs7jYH0KfMaU5ckKeu34+CW0a6aNwbo0eU67hlBz7W8y810zu0vWfe+ThsC5kZ5tZu7OfZ8byp/3nF12n+60/+GR/jCNvxRPQz0Hv9e3N2lD4LFgan9m9VsgFz0zJei+8V9tgEmO/YfD9SBF/0Q0AAAAAAAAAAAAA2FD4oRsAAAAAAAAAAAAAsKFQuhwAAADA+tKZWaGKJQBsVmmutnr3rpXl5vQZt1JKYldar9aVjqxG/q6hVOZa9lsv9eVqGyll2mkZxWZ15Z+zsuFantZvK+Uzs3KavmSu9kmhXLqWd83Kcvpy1OcvDO4no6WW5TihHLluq+daKE9a7d0T9/v2CffGkTKyfr2WI3fdUC3Mx91o+VRfYlj6r94X2zc7cdJuiwklclMtZa59Ve4JpetVdi127ewXrr1nJfWu/v7Wsse+bLyZlpGW+780NuS6hX1qjIHw+00LC/G9l+W9btt6m5TdL5R0bqXMdZrX0rbl8spetdiX+21Ox77P9uPjHaSvs/LpbltfqtwsXu/mzLlVt3XK2B0rGx/3UyjZLMfJ5j0tZe1Kgdc6x5w9G9/r5nstR62xFr5/9V7Te7F64tDK6+aV163Ev7d64tF4zOP9nNhprIHyfaTPGHmOdH4O11L6sq3vw/A8l2OOGrvGnj733Hs1SkPLxmfxD6s1UmrfXyeN5AhtGrlH/NzWnDsf1+3YEd/r5mI9T33u+egCvd8zfh5xpd7NZGyYhftJ40aq+ThPX3msb//818pluUNsRBbvEvvQlyuvvu0Dcd3LhftLIzAcjXMYe66E3U6Jjdm9Oyw35wrzbanM+ZRy6esV34+M4i+6AQAAAAAAAAAAAAAbCj90AwAAAAAAAAAAAAA2FH7oBgAAAAAAAAAAAABsKGR034Lnjj8flj9z8OP3qCXw12I9Xof13j6sDXMBANw65kyUJOssTcmtA4DNou2su3ptZbHe0+cTNmdiPqrmJ4a8VMkYzbIWNe/TqR6QrF3XnrFMaZ9d20p+pvlcXjm+ZsH6LFPNlE17JLPx2Nv98SWbOO1cCsuzN/qsyiQZvSYRk/7c0mLMozTJGPZ5n5pdqX3mM5qzzOttMRM5ufzcLGN0TnJt3blrxmh2HJ9rK7mmPmszO+/Ll+N+/LWRa9pJVnW91GeZah5ylgvrxuvcY4+EVbMjb8b9+gxcuUd0fIZ1mtE8IRdaM3C7Kz53vRyi6a+N5obqJ5+QXav9q+PBr9PMVj83SKZsK7mxYT9yDVMl+bmuH1rNtS3ku2b7KciuoeS7mlufZfSKYv5woU2aa9u93s8jmvVrlbTP9YOed5at7uZe7c8s19Zd07Hc5RBOL3S/nmZyJ3k2VO7+17Gc5bD77PctW2VdHCvt62+6dcPtUz6T28zMlvs26LhPmmPs+0yOmUz6r3btl77W8dqed/fXGv6/TXaNC/NVlnnvcqO1r4uZ7foZYybXdOtwP5Q+c2iee+fGSpYLfzHes8Ws5bYwR8r8mc0rmmte2Nbft5pxH/rEzJJrU9q9K6xr5Fm25dKt5UjrfZn1kc9Hl0zuc3/pE2F55//5hZXX1VK8Z/znMs3kLs1B+plS573SWM4yuf09pHOtBFiHuUPnkeEpcd3i+5Fx/EU3AAAAAAAAAAAAAGBD4YduAAAAAAAAAAAAAMCGQulyAAAAAOsPpbkAAAAAAMD9ju9HilK3DjpoKe3pPpV+8F43AwAAANh0Pt999std1z17r9sxxc7tB7vv/fafvdfNWLV/+eW/ueH6GMD6VPx+RDJFsy+8/PoJ3/VopnQrOcyT2nAn3ItjTlXq+zvU/iyXUzOSPc2y1FzhW27E3T/v27bfkf3MPfn4yuvZ62+sfl+6n0OSMX702OrbuFpyfceyoL36wP6w3Jx4d/gwkq3b+gxvzSYvXRfp+1KGa6nt2b7WMsZucVzVTz8VlpvDr636kPW3fVDe6/Jzb9c9uhYT+qReWgrLzYULcVfuGhfnqrEmFfKSJ7ldc+KU/Yz0p78XS/fhpuP7cMp1yDKahd/XlM9PasJcNum9ot61c+V1c+58XLd7d1huzp5d9X6nuPwXPrXyevtv/VFY5++9W77vbsZdx7mDD4VVs+PvxG39c2YN8z3fj9x59+L7EUqXAwAAAAAAAAAAAAA2FH7oBgAAAAAAAAAAAABsKGR0AwBwH3ju+PNh+TMHP36PWgLc4Mck4xE3tR5L0wLAHZaqyqqFvjxw2rpl5XVzPpaCzcp2upKOWXnXthvcVkuVZ6XMr1xx74v70VLGVvdt8m03M2svXOp3M1uOb9u7Jyw3p073x1hYCOuStK85dapfV0sJZ+mH1pXMzcowa8l2V5J0dFvXL6N9n8LKsKpaXIzvvXp1cD/Volynpi/T2jVS/lXKwVbz8/2C9Fl79Vrf1C1yLlJy2PdLNo7kuvky11lpbW2vH2cjpYHTlq1uW9lvoUTy2FgplSvXe8Rc+1s5ZlZ6NewotqHeGcs/+3uvW5ZSsb4fpE86kz5zYzlt3RpWZSWS/bY6Nq6tvj+L11RV8e+wSmVxw/U2mWfkmHotfBuyUtuXNLKhvze1tLptcfOylCr35YfN8hLEYd23Xon/4PtexqNeNz82inO2SuW/eavm+3Nt3fxjlsclVO5cu4uXLK6U8XD9+nCTdM7UsePXydjwc5AeI8yZOm/o/e/O29o4L2fjKKyUuXXHjtgGd890y8N9YDYSG6DX2M3T1cJ83FjuNd8vlZTA7mSs+H5pLl6M+x0ZO3HT4ZLe2XP5uvs8oKXA5Zj+maRzYva8ui5xCiX+OFo+vVT2XPtEIxzce7PPOafPxG0PHuhfy7yhpcp9H2b9ee3a4Lba3mopfubw5crP/ZffF9bt+sf/zobovOzHevi8YTe5n1x/Z9Ee2efc4c8GlXzmDHOF3O8Wu2jj4PuRIv6iGwAAAAAAAAAAAACwofBDNwAAAAAAAAAAAABgQ+GHbgAAAADrS2c3KkZulP8BAAAAAADcbpvs+5GU0o+klL6VUnolpfQLN1n/p1NKX0kpzVJKf3E1XURGNwAA9wEykLHeMCYBAMh1bRtzUV1+5txDB8K2zemY2WhdnwWZ5UJrPqnLWq0PPhTWzd44Kvt1+dPf9ZG4269+wwZptuLAPs1iJrfK8mYL+bOa31rK+s0ypTWH2x0ny+QW9QefXHndvPJ6WFfKrszapJmoBa1kCpfOVTNGNcNzaFvNsTU9F595rjmcku8b3jebkDMpY3fu8UfD8uyNt1a/L3dumgOs/Vc/+GC/IJmizYULg/vVPtNx5bOgNVu3OS/79YeQzNu0fcfAlmapjn/X5HOiNcc4nKeZNSdP9tvONAM3Xn+fR1scf6Lety8e89SpsFzMXdbrdmXZBhXyTHVeya7bYp/hrfm45u4fzU7Waxhy7HXu0oz2xX5fmhmuWcp+zI3OTy4buDkjWb+aw+6Pk8qZ9yFTupRjfLP1JaUcWp3LSnnkU7TDYznLn/frtT2XpT3uHqk+9uG47de/GZb9HFrt2xu3PXtO2tvfB1kfaG6021bvtdJ10lx4k88VpWeZRlWHdROeVTr/d+8N57dXjz4WlsOzeGT81btd3vzD+2OTTsTPJ36O1Dm8ux7no27WL7eSu531/fETfXvk+utnJN+HY/N06TppTrjP89ZM7sN/91Mrr5/+a38U1mX56O6Y3UiutG9vvVcy5OW9rWuvPguyzzX+mk94PuHOSynVZvYrZvZDZnbUzL6YUvqdrutedJu9aWZ/2cz+xmr3yw/dAAAAAAAAAAAAAIA75ZNm9krXda+ZmaWU/pmZ/ZiZrfzQ3XXdkffXrbp+Hj90AwAAAFh30sh//Q0AAAAAALDZbaLvRx4xM1+O56iZfWpg21Xjh24AADao544/H5YpBY31jPEKAMC4NFdbvasv3ejLSs7eORE3lrK31dYt/YKW8DYpvepK0M5efyPuZ0csiZxc+cemVKpcaKllLTO5+h2NlMT1tFx6WyhzWihVnu1L67Bq6fVXjwy3aYKsTb78txyzfjiWsp8deXN4x1rKtitcC3ec9losVZyVwHclR7VsqJa5txcO94colFIdM3vr+C2/15+bjnMtG+/L02ZkTNYf/mD/vpcOh3VaerVeWuy31VK2hbGelQJ2Y2OsbLgv966l3vU8fZnr9sKl2Dw/x5hZcmV7uyuxVH3pfmql9HtWyty3aaTk8NyBvszw2Bzpx+9Yud9QrlzaUC3217C9FPtI79NiaW25nxo/BsdKf0/4wcM/R6aUNZ479Ejcz9vvxPe6Pqz3Swl8X9bcLM5BMv/os+HyX+x/79j+2VgiOeOu8Ymfj7+THPwnL920rWZmncxtYf6Svs4iHErkRg2l66VUufJtaI/JPFe63tlYKTdxtbRUfdHYs9f3qbTXl2wvxmqYWf30Uyuvm8OvhXX6HPZluMc+f7QucqCTct6ZCbEBWdyDo8/7d3/8mZXXe//+Hxf3659f+uwq3dMataDzU+lZ4suV+3vUzGz7bw23V8dR6bOXzuH10lJYDrE8Y3Pg5vlReKPal1L6klv+ta7rfu391zebpdZ8wfihGwAAAAAAAAAAAACwFqe6rnt2YN1RM3vULR8yszX8V4w3VOObAAAAAAAAAAAAAABwS75oZk+nlJ5MKW01s58ws99Z6075i24AAAAA6w/lxgAAAAAAwP1uk3w/0nXdLKX082b2nJnVZvYPuq77Rkrpl83sS13X/U5K6XvM7P8ys91m9p+mlP5m13UfKeyWH7oB3F1ktAK3D/cPNhIdr/55wFgGAOCGbtZYc6bPhp2SXdk1LhtUM0VnkrVZyL3trsasXf+1mm+PmVmrGZ4+U1gyMX3OaXrggfi+KhYc1MzJW1XKgtT8aW1Tt9xnVWpGq8/+NIu5liFD0sxMsspLWaXZdSnk2jbHYl7u7eIzRatdO+MxT50Ky/4azz0UM8Pbl16Ny4Xc0Cw3eLbsFqSPsrDqYaX96jXMrn8hn7ZaWIj/8LbLI9ZruLwcFtvr/flo/qhpG1z+a/XQ/rBudiRmbXt6Ls077w5smfPzT5qLmdzd9XguoY90zpHM3uTug5T1USGzXa+/7Hf2rhuTWY61jBX33qT3pfL70oz75eHxWcrkDeP6Ju+td+1aeZ3l7o7ksBe5c9E26Bzp6bgp5Rx3Fy8NrruxgbsWmoG9NfbZ4j//av+2keznVPf78pncZnG+z8acCFna8gwsGpnD/T2TPTe0P7vh/GHNS58dPbbyWq9h2hbnJ5/RXumzV59t8/367mr8zFHMmy/ca2bxfsuekb4NI9e7ff3NwSbouWWfT/y2pazqbB7RZ1A3uK3Omf75r+1r5B7f/29O9+2R69JJP/iM+XrvnrhfzRh3farXMJvj3Vysc1na0o9fzeR+97/9vrB84FcLmd3XC/O9yK6h74ex6+TovWfLN98Od0/XdZ8zs8/Jv/2Se/1Fu1HSfNUoXQ4AAAAAAAAAAAAA2FD4i24AAAAA60y3aUpzAQAAAAAA3Bq+HxnDX3QDAAAAAAAAAAAAADYU/qIbwF1FDisAwIznAQAAg9xfbIRc7pH8WR/hPHfgobBuduz44DFU9fSTYbl56bA7RiFTVMm6Yo61nMvcw337m5OSCy1ZtT7nWDMv05OPxuN841uDx8wymUOurZzLhH7orkt2aSF3u3WZzKNKWdU6ViTfs5QT7jM627Nnrcjtd3ZCcqBL2bXZ2JDAzEIfKZ+9qWOj0+xnl1XanDtX3G+pvVlW7VWXPy15w+Eelja0Mo66CxeG26M523pN/X40A7WQKVvKny31340N3BgcyZD2m2qmcHN++LyzXGOZO0L2r3RJ/cyH4ntffcNtq/OnZj/Xg+v8Nc2y3bXv3ViuvvPb436efzEsN4X7rZqfH2yDyvqscG2KucsTrCXXOpt7J/DnVuo/naH1urUu81gz2afko5cyj9cie4Y72TUsXFPNPNb5qjvfr8+ecyM55yWhD2U/k557Be11eY4U5r3bdUylfVYv9p9PukcOxI1f+GZcPvpOv+3IuPHrs0xuVXpW6DUeOMZYmzST+/qf7b/rmf/qG2Fdc/JkfHPps0Fpbih9xtD1ib/1vR9wlQEAAAAAAAAAAAAAGwp/0Q0AAABgfemMDCoAAAAAAHB/4/uRUfzQDQAAgLvuuePPr7ymjDkAAO9LydKWvpRoeuYDK6+7b74WN5XytO3VvpRtVyhra2bhGFkJb1c+80/a1K+UssHSBnPlfk3LMrvSpWmLvE/KEc/e7ttQbd8+fAwz61ybkqyzY3IuTpWVrpU+c6Uu05wcU0tthx3HbauFWHK4c+VVOykpmpVBXu77rNoaS+IqX4K03rM7rGvOxJK+/tzTwkLc1pX0zkpMa2l4314tKS3XOLn2a6nqrNyv718tl52VYR8uVqnt9/1pJvsVpTKtut+glftJVtdLi/2ml6Xcs5RerT/8wX4/bxwbPqYeY8eOsNxc6sv06j1SKl2b3U9aLr9284je7zoe3L58e8zMKhmDvgy27kfvp3BMKUecrsg9vbMvI1xtkTEnpbd9OeB61864rStzrfNGNjbceOheeHmg5e+3191PWgI9Kzld2LZ4jJFS8NX2vv3t5dWXNR8bK/642melNk3Zb1cqeyzziO63VKo+i58oqNz9bWbWurlutAS6v/9lXtP5NJyblmzWOdH1md5rcU6M41dLok+ZK7J4EtdGne9LMRxZKfDHDq28bt48Grf9RIwGsC++sPKyWpTrUhrbpagPs/A5SM8l1bHvWzfX1adjXEar+z2wr39dirEwuWe07wtzhdLPQY07rsYl+PtrLG7Alyt/879+Oqw79Hfi55HifVEsR776UvqlsYvNg9LlAAAAAAAAAAAAAIANhb/oBgAAALD+rP6PJwAAAAAAADYnvh8p4i+6AQAAAAAAAAAAAAAbCn/RDQDABuUzjs3u35xj+gGbBWMZAGBmZlWfO9j+e5fpqlnamq3pMpDbi5fCumIGsmaBSpahz3Bsr8dsas09DImJmoHqFzQDVfMTfZ6q5q5KHq3PitQ87+ZC7IdAMnpNc2N9JmqWN6p/N1L4M5tOU5r9fmLGZCVZwO2ZPtNTM3rnDj0SD+NyzTWTW9sb9qXZ5NVwVq2eS8hz1dzlh/aH5eat44P7WUt+ZikvPRsr7jpW85LRLhnNXpYhLPutnnh05XXz6hF5c7zGIaN95Lyblw4P7qde6vOmNTtd21e7bOrmrI4NGYOFPNe0NWa2ph197m0nc47m+8ac4Lifaofk57prkaok6+J4nXvk4cF1zVsx19xnweo11az6cEzNUnfnovtpr703uG0pT96snCmdN8rdQxPuJ83r7TSH2Y2deu+eeMizw9m6lRtjZmbNuZhHXD90oN/PUcmbl36pn36s38/Lr4Z12fis+vde+w8/ElZtf+lkf8wTJ8O6LBfY9Wc2p+h1cxnO1Y4dYVVz9ry8dfU5wsX3leYKnZcXhue2LH9clsNcMjJe/frss4Bmq1thPPt8dJm7suxv/2zTzy5fezkuu1zu9lLhs4DF7PLSs+DGjvtrk42Vbvg8u5l8tnLPTzOzM5/sn5k7X30jbitzZnLPL58Df2Nj6TP3WTHrz0I+tn7mCIeQtut1a07295tmcl//s/E7jq2/338Hou2p9+yO+3X3l94j9YP7wvLMfSbKctexKfFDNwAAAIB1J5V+GAAAAAAAALgP8P1IGaXLAQAAAAAAAAAAAAAbCj90AwAAAAAAAAAAAAA2lNStgz95X0p7uk+lH7zXzQAAAAA2nc93n/1y13XP3ut2TLFz4eHu+5/8mXvdjFX7f176XzdcHwNYnyZ9P6IZrj6DUHJ3iznRutv5mAXZugxnzWXMcni9NbQhNqhwnmPHVKU2yHF8RncnWZWay2rLfU5nm2V9b41NWI5Zlrdq0n5v9VqMvM/nE2dZn7fr+t8rfjzomCuNs0Keb/Ze3baTrHfXZ3fsepfORd+n96Jv74TrWz/9VFhuDr+26vdm92nl83JnxW1Lc0eWw17IrvXqfXvDcnPqdLkNhfb4a5xd37XcT1Ou8S0a7T/fhrFjTtl2tbQP5N6bO/DgyuuZ5Hlnucb+2sh+09yW4W2nPMtU6d7TTSXHXJ9Jq6Vzjh5ztffIjUa59hfmufFGFcZG6R4Z63u3XrOfi+c55TPHyD1c79q58rrR3O279fwsPPeK85MqXCedK678x59Yeb3wz/94lQ1dhUIb+H7kzrsX34+Q0Q0AAABg/dloX4gDAAAAAADcbnw/UkTpcgAAAAAAAAAAAADAhsJfdAMAAAAAAKxzScqRajnt21XutVTmtL323uC6zO36y5Mp5V3H2lDqIy3Lqv3rm3TxYvyHQnnibrY8uG4tumYN/bLqg5RLw3Zt4RqvpbRy4b2l0vqTjJScrRe3r7xuLoyUkQ3jSsryFst9D5cfVsVS1tlYnlBGfOdSWG7OnR/c1pfzN5N7ZMI11FLl9VJsQ3u1v6bZeWclhwtfbU+YOyaVYXaa02fKGxTaMPfEY2F5duTN4f2sZT71ZbonjLkpKld22Swv4e5Leo+WPS6ca1Yi3c+DpT7KyifH+3L29jv9ugkxAcWy5qLeuycsNyelRLp7xnfXR8Z9wS3PiWbhPr5dMRtmVmy/j0QpxqGYhetYy5hrL12Om7p7OitHfmdugzXpmuEoiGxM+s8Vt/GvfOcOPrTyenb0WFhX793dr3vnRHlHhTbpXOvLlS//cKx0veXzXw3LpUiZKW3A5sQP3QAAAADWl87MSl+eAwAAAAAAbHZ8PzKK0uUAAAAAAAAAAAAAgA2FH7oBAAAAAAAAAAAAABsKpcsBbErPHX9+5fVnDn78Hrbk9tvM53a/4prifnS/jHt/nmab+1wBAGuX6trqpT53MuTlaslCyf4N+bma35zi3zmUcqN9lqqZWZrvc0PbS5dk4+FcXs1S9W2Ykv1ZzGSVY/qsT7Ob5H36fE/JBc5ymP25Sf8V81KlT6qFhXKbHM0cNZf/qlnAc48eDMuzN4/2C2PZlH7s6Lm49s8d2B+PIbmc1QP9WGnfk4zz7/1Y3O0fvTB8zAlZmu311WeeZ2PHZYNm2dQX4thuNIfd03vvuz7cH+MrL8Zt5Vyr7X32t8+ivpm01eWRamZv8Y1xDM4dfHjl9ezY8bBOz9vnBOv9pJmo9aOH3EK8R9qTMaPZX+NuOWa0th+KWdXdV15yDRrJUn94OFO2OK7kGlZunjOL/a2Zsv9/e/cXK9t1Fgb8+865vo7sOI7tGwyKDU4bg0pRFShyEQhERWkdVOGS/sFRRS2KRCMlEggemrQPrXjij2gFElClSuS0AhKaEtUPNE4CVXmgSZNQtyEkbkzqJDd2bBw7TmI72PfM6sMZ37P32mfWnLnnnD2z5/x+0tWdmT2z97fXrL323LXv/r6d6667/Hj2TD3GLD6e6niaNblPUqcPLh0jO+1y7ptu6S0axNvdn7120ePBuN1VfcfP/P07Lj++9t0f6r+3qom90+mvj/1Yf8y5+Y+euvx49rEH+5s83z/Pdc+J9fmxNY4MNMb/uiZ3rXeM1323ca6tNb/jqt+vUvt7lRiGQXW2u0qB7Gqbuzce1Inee/Kp3rL6fFXXie+ttvX7pPH7qI4pz9f13KuxonOOLFV7dftuRMTnf/zbLj/++l/5o/56q5h2O2PQXlWbfNC+3d89N9zQW7T3pS/1nl965KBWfd1XSuP306w6N/TOFY3vMKL/26auyf3kPXf0nt/4joN63sfqj2wlF7oBAIANU/xjFQAAADjjzI8sI3U5AAAAAAAAAJPiQjcAAAAAAAAAkyJ1ObCVtrkG6jbv21nlO+UsOiv9/qzs56mQmgs4g8psFrNnnjt8WV3jtKqtWbolHAc1Ghs1RevtVPWze7UhVxibS11TvBy9tnJ/+0ePfVDzuBFvswZz/dm67u5gw4uXz77Wr13Zqtnbq8m+xN7nH+2/0NjXQR3Rqp7movXUNblrvbqc1fZ7NbkjVqsF27JCfddWXeC9p/s12bs1TyOquqf191/vy//u1P+tv4eqzmmvXu6S9za/p5ZqvbNGv6prU3fj26vqgue5fl3jvUcP6rkO2ro1VlS1VfNjn+ovX6GvzLp1elepa1xtY/bcc4vfW2+zM3YM6jfX3bN1XF5V1/ddoQ77lZotOX467XLpMxf7y5P41ygAABR8SURBVBr7sqyv7t504+XHg1rV1Xqvu/+gzv2gOas+2a2J/PXv+mRv2d5T/RrOPTvVvX+tfWvW5K7XU9Wfr/tV77Pt+vP99R793Duou95buOTY6m5nlfiWaYzbg3PkoniiX5c7q3rtlx57fPFnl9Qmz2697BXGkbo/1jHNvtb5TVKtZ6+q5/3K9x0cF/W31K31HlH9flmhb9Q1uYefnS1cNuvU0h78vmv1q/o7fGrx+Siv6o+nvZrcEXHutlsvP7706YcXb3NbmR9pckc3AAAAAAAAAJPiQjcAAAAAAAAAkyJ1OQAAo7v/kQcuP5bem0NJzQWcRaX0UwB3U13WqSEbqTiXpsRtpM+u17tz/iBdcS8N52G6n22lmK5TgdbpXzv7slOllJ599av993bir9NelufrFO7dtKx1ytlG6s0laU+b7Vm1Qze16SAlbqtdlqWcbcRQXjh6+vfeKuu0zCukkd+59pre81krVXwrxXStsWz3W17de7734EP9mK45iKlOKbz35X4q85XUfalrhTTcrf5bp5/fednLLj8epIKuQ2ikMh4s6/b1ujzCpX75gV4q86z7/dFT2a7SPwd9spsyuz5OB9tdMLZGNMeDXlrjapuDY2LZWNFdT2NcrtPEn1Ra8zreuj13Xnrt5cerlFJolQmI6PfR3Zdf31/25f6Y3hwrBmmlO59r9OXc6X/fg/NI49w1KGvQGSsG38sK338zRfYK58hac9xest7uuD1oo+NojumdfVmWYrwzDtbp8pv7vWQcrlOQ9xdWZTk6v68GpV7q46D3nba/w3yusz/V91T37VYMK523W+1dl9Lo7tsqZSLqUhXVsdg93AYlEKrPdtOVP/u6v9Fbdt0f9s/3e098MbaO+ZEmd3QDAAAAAAAAMCkudAMAAAAAAAAwKS50AwAAAAAAADApanQDADA6dblpKhExU4MKOKOOWtO3ru94bvEUz85LXtL/aKPW9qCWaV0zsfveVi3wuvZjq2Z3Y59nz1R1V1u1tZfUie2vpr+fOze9ove8W1N2UDv5L6rtnFTdxMG+Ndpst2rf1r6vUie604/KknNxq954qWpg9+oP7zZqfx5DXZO77oO9utyr1GivVXVD69rVR/5sXau6rhPbibFelruNe5dWqXle2Tl/UBt6VpetrWt2r/K91TF1FzVqttbqfrbTqZ9c6prCq9R6b33/q+xnK/hl9Zu7MbXWs6LeuaE+9qrxffbVZw6eLBvDO/Fm/f026gQPan8P6kYvPkZa/WjwPXXiLZf66xmcE5/vHMPVNvdaNcNrdRu19mXw2SPWsV5V93scnAv68bbqo5+77Rt7zy89/Nmjx9CqVd1ts2W1tF9YXG86r766/95WberBh7sxLe7n++vt9JX6GGltov4d8fwx+sqiz8WS/R6sd/E40z0XRLR/N65ynO6+4kLv+aVHv3D09XbUNbkfe903955feOv/WBzPFKcZzI8s5Y5uAAAAAAAAACbFhW4AAAAAAAAAJkXqcgAAYMOUE03ZCAAAADA95keWcaEbAIDR3f/IA5cfq9cNAEewpL5rv15uteyFqq5fo2bnoO5uo0Ziryb3YGFjQu449ZEb612lZnBdx7JbkzsiejUd6zq2AyvU1mzWz7zCWtoRR4jxiLrxDbZRly5ttHdrP1fpY8fSqCl8rJq3Dc3avxH973hpDeTO86qNLn3hscVBHKO+a7MOa6s+8rIJ+G5MdU3Zuj+0jqeqzcrXDvp9nuvXlG2OT619qbbb6su7F27qPd974ouNdS5po53FNe+Po9u+WY+9jfeu0o9m9fhTfbY7lgz27TjHf+d4ajZv3c9bx+UqNe4H9cWr9r3S9R7DoH072x2M6dV786rznWX9Npo9/sQxgjqhsbcxfs6efXbx55Ye71d4AbF1jqnN6vG+qv397HNH3+ylxTXlV+lnuVuNp53+0OpHx6k3P6jJfYW1yeuxtleTOyLO3XrLwTY/d/HI62W6pC4HAAAAAAAAYFJc6AYAAAAAAABgUqQuBwBgdNKVs9RppTEFmKo6rXUj7fHONdf0P/rMM+11dezedGPveS89ZJUSc5D2spX2tps+tf5cFUPuHLx354YbestmX3q6/9kqvWrX7oULvee99OTL0nt2nufVV/cXtdL0Lltv93ur054OUrovTl0dK6RpX0k3/up7ikEq0068dTraVkrfFVK0L00521rvkrTXTavE2P1YK/V3rfr+d2/s9/W9J59a/NlGutdu+uGIKoX3khIITYPfZp34VylH0EhrHbEkVfhLr+1H0ElXXKdAH4yDzzVSA7fGqzolemfMqdPntsaKlcblVVJiV1rf/yCde2NMb6YuHmy0vpeu37evOBX7sv561LTHdZ/brfZlp5FavQ6pU55gcLxX/b753hW0jpF6Wa2Xuv78+cY7I/L8QV8fpC6vUoP30tGvUI5isC9H/N0Q0e6fzXGvdpx/Z66Qyr47duy8/PresrpcSnY/u+x3ROd4q/vyoF06Y1J5oerbrXP8svN/dxt1H+zEN+gby87TV6pqs2668m4a84iI+OzJbHJ05kea3NENAAAAAAAAwKS40A0AAAAAAADApEhdDgAAbJYSETOpuQAAAIAzzPzIUhtxofsr8dQTHyjv/kxEXIiIJ9YdzxmhrcelvcejrcejrcelvcejrcejrcfxTesOAICjWWl+pFVa96vHCOLPG8saJXqX6n62UTozIvr79vgK26i1PnsQz/K2XqW06rJ5yJMqrd0oN3ws3fiX7XdrXw5vh9V/+53kvO5Jtf1JxVSvZ5WWacVwcHwN2/skS7ufVDu8sPwtlz29wnufWf6WhVYZr/btt3XrmFllXD5O2x4t3sO30xrT13GN5fD+etCvrzSmVfpcbZWx96TG6Va8q+zLsmPi8HUdPm5faRuu8rlV+mer34/Vd+vtdGNa9lvm0Yg46jlyb8Hjw7TGpNZnV/ndc5zj6aS0vuNhTW7zI1toIy50l1JeERGRmR8ppXznuuM5C7T1uLT3eLT1eLT1uLT3eLT1eLQ1APSZHxmfth6Pth6X9h6Pth6Pth6X9h6PtoYrtxEXugEAAHqK1FwAAADAGWd+pGln3QEAAAAAAAAAwCo27UL3W9cdwBmircelvcejrcejrcelvcejrcejrQHgcM6R49HW49HW49Le49HW49HW49Le49HWcIWyuOUdAADYINefv7l89813rzuMI3vvxV/9qHpqAAAAwEkyP7KcGt0AAMDm8R9yAQAAgLPO/EjTxqQuz8w7M/PBzHwoM9+87ni2SWbempn/LTM/kZkfz8yfmr/+rzPz85n5wPzPD6071m2QmQ9n5sfmbfqR+Ws3Zub7M/NT879vWHec2yAzv6XTfx/IzC9n5k/r2ycjM9+emY9n5p90Xju0L+e+X52P4f8nM79jfZFPz4K2/qXM/OS8Pd+TmS+fv35bZj7X6d//bn2RT9OC9l44bmTmW+Z9+8HM/DvriXqaFrT1uzrt/HBmPjB/Xd8G4MwzN3K6zI+My/zIOMyNnD7zI+MxPzIecyPjMj8Cp2cjLnRn5m5E/FpEvDYivjUiXp+Z37reqLbKpYj42VLKX4mI74qIN3ba99+WUl4z//N76wtx6/zNeZu+mKLhzRHx+6WU2yPi9+fPOaZSyoMv9t+I+OsR8WxEvGe+WN8+vnsj4s7qtUV9+bURcfv8z09GxG+MFOO2uDeGbf3+iPi2Uspfi4j/GxFv6Sz7s07/fsNIMW6Te2PY3hGHjBvz8+XdEfFX55/59fnvFo7m3qjaupTyo52x+z9HxO92FuvbAJxZ5kZGYX5kfOZHTpm5kVHcG+ZHxnJvmB8Zy71hbmRM94b5ETgVG3GhOyLuiIiHSimfLqU8HxHvjIi71hzT1iilPFpK+eP5469ExCci4pXrjerMuSsi3jF//I6I+HtrjGVb/UDs/wD4zLoD2RallD+MiCerlxf15bsi4j+UfR+MiJdn5jeME+n0HdbWpZT3lVIuzZ9+MCJuGT2wLbWgby9yV0S8s5TyF6WU/xcRD8X+7xaOoNXWmZkR8Y8i4rdHDYqJKPupuabyB+BkmBs5ZeZHNoL5kdNlbuQUmB8Zj/mR8ZgbGZf5Ea7cBsx5bPj8yKZc6H5lRHyu8/xi+IfGqcjM2yLi2yPiQ/OX3jRP+/J26aJOTImI92XmRzPzJ+ev3VxKeTRi/x/WEfF1a4tue90d/R8D+vbpWNSXjeOn659GxH/tPH9VZv6vzPzvmfm96wpqCx02bujbp+d7I+KxUsqnOq/p2wCcZX53jMj8yCjMj4zP3Mh4zI+sh/mR02duZHzmR+AYNuVCdx7ymlsjTlhmvjT2U2D8dCnly7GfOucvR8RrIuLRiPjlNYa3Tb6nlPIdsZ+q6I2Z+X3rDmjbZeb5iPjhiPhP85f07fEZx09JZv7L2E+x+Jvzlx6NiG8spXx7RPxMRPxWZr5sXfFtkUXjhr59el4f/Uk4fRuAs87vjpGYHxmN+ZERmRvZGMbyU2J+ZBTmRtbD/Agcw6Zc6L4YEbd2nt8SEY+sKZatlJlXxf4/4n6zlPK7ERGllMdKKXullFlE/PuQbuRElFIemf/9eOzXRLojIh57MU3R/O/H1xfhVnptRPxxKeWxCH37lC3qy8bxU5CZ90TE342If1zKfu6XeZqoL84ffzQi/iwivnl9UW6Hxrihb5+CzDwXEa+LiHe9+Jq+DQB+d4zB/Mh4zI+MztzIuMyPjMj8yDjMjYzP/Agc36Zc6P5wRNyema+a/+/DuyPivjXHtDXmNR7eFhGfKKX8m87r3fowPxIRfzJ2bNsmM6/NzOtefBwRfzv22/W+iLhn/rZ7IuK/rCfCrdX7X2/69qla1Jfvi4h/kvu+KyKefjGFF1cmM++MiH8eET9cSnm28/orMnN3/vgvRcTtEfHp9US5PRrjxn0RcXdmXp2Zr4r99v6fY8e3hf5WRHyylHLxxRf0bXpKRMxm0/kDcDLMjZwy8yPjMT+yFuZGxmV+ZCTmR8ZjbmQtzI/QZn5kqXNr2WqllHIpM98UEfdHxG5EvL2U8vE1h7VNvicifiwiPpaZD8xf+xcR8frMfE3sHyoPR8Q/W094W+XmiHjP/r+d41xE/FYp5b2Z+eGI+J3M/ImI+GxE/MM1xrhVMvOaiPjB6PffX9S3jy8zfzsivj8iLmTmxYj4VxHx83F4X/69iPihiHgoIp6NiB8fPeAJW9DWb4mIqyPi/fMx5YOllDdExPdFxM9l5qWI2IuIN5RSnlxL4BO1oL2//7Bxo5Ty8cz8nYj409hPkfbGUsreOuKeosPaupTythjWDozQtwE448yNjML8yHjMj4zI3MjpMj8yHvMj4zE3Mi7zI3B6cp7pAwAAYCNcf9XXle++MJ157/d+4dc/Wkr5znXHAQAAAGwP8yPLbcQd3QAAAD3+Qy4AAABw1pkfadqUGt0AAAAAAAAAcCQudAMAAAAAAAAwKVKXAwAAm0dqLgAAAOCsMz/S5I5uAAAAAAAAACbFhW4AAAAAAAAAJsWFbgAAAAAAAAAmRY1uAABgw5SImRpUAAAAwFlmfmQZd3QDAAAAAAAAMCkudAMAAAAAAAAwKVKXAwAAm6VElDJbdxQAAAAA62N+ZCl3dAMAAAAAAAAwKS50AwAAAAAAADApLnQDAAAAAAAAMClqdAMAAJtnVtYdAQAAAMB6mR9pckc3AAAAAAAAAJPiQjcAAAAAAAAAkyJ1OQAAsHmK1FwAAADAGWd+pMkd3QAAAAAAAABMigvdAAAAAAAAAEyK1OUAAMBmKSViNlt3FAAAAADrY35kKXd0AwAAAAAAADApLnQDAAAAAAAAMCkudAMAAAAAAAAwKWp0AwAAm6eUdUcAAAAAsF7mR5rc0Q0AAAAAAADApLjQDQAAAAAAAMCkSF0OAABsnDKbrTsEAAAAgLUyP9Lmjm4AAAAAAAAAJsWFbgAAAAAAAAAmxYVuAAAAAAAAACZFjW4AAGDDlIhS1h0EAAAAwBqZH1nGHd0AAAAAAAAATIoL3QAAAAAAAABMitTlAADAZikRMZOaCwAAADjDzI8s5Y5uAAAAAAAAACbFhW4AAAAAAAAAJkXqcgAAYPOU2bojAAAAAFgv8yNN7ugGAAAAAAAAYFJc6AYAAAAAAABgUlzoBgAAAAAAAGBS1OgGAAA2SomIMivrDgMAAABgbcyPLOeObgAAAAAAAAAmxYVuAAAAAAAAACZF6nIAAGCzlBJRZuuOAgAAAGB9zI8s5Y5uAAAAAAAAACbFhW4AAAAAAAAAJsWFbgAAAAAAAAAmRY1uAABg45RZWXcIAAAAAGtlfqTNHd0AAAAAAAAATIoL3QAAAKcsM+/MzAcz86HMfPMhy6/OzHfNl38oM28bP0oAAACA6ZC6HAAA2Dxltu4ITkxm7kbEr0XED0bExYj4cGbeV0r5087bfiIiniqlvDoz746IX4iIHx0/WgAAAGBjbNH8yGlwRzcAAMDpuiMiHiqlfLqU8nxEvDMi7qrec1dEvGP++N0R8QOZmSPGCAAAADApLnQDAACcrldGxOc6zy/OXzv0PaWUSxHxdETcNEp0AAAAABMkdTkAALBRvhJP3f+B8u4L645jBS/JzI90nr+1lPLWzvPD7swu1fOjvAcAAAA4IyY4P/LE2Bt0oRsAANgopZQ71x3DCbsYEbd2nt8SEY8seM/FzDwXEddHxJPjhAcAAABsmi2cHzlxUpcDAACcrg9HxO2Z+arMPB8Rd0fEfdV77ouIe+aP/0FE/EEpxR3dAAAAAAu4oxsAAOAUlVIuZeabIuL+iNiNiLeXUj6emT8XER8ppdwXEW+LiP+YmQ/F/p3cd68vYgAAAIDNl24SAAAAAAAAAGBKpC4HAAAAAAAAYFJc6AYAAAAAAABgUlzoBgAAAAAAAGBSXOgGAAAAAAAAYFJc6AYAAAAAAABgUlzoBgAAAAAAAGBSXOgGAAAAAAAAYFJc6AYAAAAAAABgUv4/AVr7ErkIVW4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2592x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=((crop / 100) * 18, (crop / 100) * 8))\n",
    "\n",
    "im1 = ax1.imshow(adj.toarray()[:n_features_plot, :][:, :n_features_plot])\n",
    "ax1.set_title('Real adjacency matrix')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(adj_pred[:n_features_plot, :][:, :n_features_plot])\n",
    "#im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted adjacency matrix')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}