From 64825980aca7e1b8d8d7235d48fcb448eb22ff66 Mon Sep 17 00:00:00 2001
From: aniket-ak <aniket.cfd@gmail.com>
Date: Sun, 11 Sep 2022 14:31:00 +0530
Subject: [PATCH] Changes to plot. Contributing towards issue - 217

---
 .../L5_RemoteDataScience-checkpoint.ipynb     | 710 ++++++++++++++++++
 L5_RemoteDataScience.ipynb                    | 233 +++---
 2 files changed, 802 insertions(+), 141 deletions(-)
 create mode 100644 .ipynb_checkpoints/L5_RemoteDataScience-checkpoint.ipynb

diff --git a/.ipynb_checkpoints/L5_RemoteDataScience-checkpoint.ipynb b/.ipynb_checkpoints/L5_RemoteDataScience-checkpoint.ipynb
new file mode 100644
index 0000000..68c5601
--- /dev/null
+++ b/.ipynb_checkpoints/L5_RemoteDataScience-checkpoint.ipynb
@@ -0,0 +1,710 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lesson 5: Remote Data Science!\n",
+    "\n",
+    "<b><u>Instructors:</u></b> Ishan Mishra, Phil Culliton\n",
+    "\n",
+    "\n",
+    "In this lesson, we're going to see what it's like to be a data scientist working with remote data through PySyft. We'll be making use of the same tabular COVID19 dataset that we cleaned, annotated, and uploaded in Lesson 3."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import syft as sy\n",
+    "import numpy as np\n",
+    "import matplotlib, matplotlib.pyplot as plt\n",
+    "import os\n",
+    "import pandas as pd\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Log into domain\n",
+    "\n",
+    "Here we log into your new node using a non-admin data scientist account. If you used a different email / password\n",
+    "combination to create the data scientist account, enter it here."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Connecting to None... done! \t Logging into local_node... done!\n"
+     ]
+    }
+   ],
+   "source": [
+    "ds_domain = sy.login(\n",
+    "    email = \"sheldon@caltech.edu\",\n",
+    "    password = \"bazinga\",\n",
+    "    port = 8081\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Check privacy budget\n",
+    "\n",
+    "The privacy budget represents how much noise the data scientist can remove from a dataset when accessing it. Domains will set a privacy budget per data scientist. More (in this case, 100) can be requested using:\n",
+    "\n",
+    "`ds_domain.request_budget(100)`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "100.0"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ds_domain.privacy_budget"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### List datasets on domain\n",
+    "\n",
+    "There is only one dataset attached to this domain currently - let's take a look! The following command shows the data scientist:\n",
+    "1. The name and index of the available datasets.\n",
+    "2. A description, as entered by the data owner.\n",
+    "3. Any assets contained within the dataset - usually tensors or groups of tensors - and their names. In this case we just have string indices.\n",
+    "4. A unique ID - this can be used to access the dataset in addition to the index."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       "                #myInput {\n",
+       "                  background-position: 10px 12px; /* Position the search icon */\n",
+       "                  background-repeat: no-repeat; /* Do not repeat the icon image */\n",
+       "                  background-color: #bbb;\n",
+       "                  width: 98%; /* Full-width */\n",
+       "                  font-size: 14px; /* Increase font-size */\n",
+       "                  padding: 12px 20px 12px 40px; /* Add some padding */\n",
+       "                  border: 1px solid #ddd; /* Add a grey border */\n",
+       "                  margin-bottom: 12px; /* Add some space below the input */\n",
+       "                }\n",
+       "\n",
+       "                #myTable {\n",
+       "                  border-collapse: collapse; /* Collapse borders */\n",
+       "                  width: 100%; /* Full-width */\n",
+       "                  border: 1px solid #ddd; /* Add a grey border */\n",
+       "                  font-size: 14px; /* Increase font-size */\n",
+       "                }\n",
+       "\n",
+       "                #myTable th, #myTable td {\n",
+       "                  text-align: left; /* Left-align text */\n",
+       "                  padding: 10px; /* Add padding */\n",
+       "                }\n",
+       "\n",
+       "                #myTable tr {\n",
+       "                  /* Add a bottom border to all table rows */\n",
+       "                  border-bottom: 1px solid #ddd;\n",
+       "                }\n",
+       "\n",
+       "                #myTable tr.header, #myTable tr:hover {\n",
+       "                  /* Add a grey background color to the table header and on hover */\n",
+       "                  background-color: #777;\n",
+       "                }\n",
+       "                </style>\n",
+       "\n",
+       "                <table id=\"myTable\" style=\"width:1000px\">\n",
+       "                  <tr class=\"header\">\n",
+       "                    <th style=\"width:30px\">Idx</th>\n",
+       "                    <th style=\"width:20%;\">Name</th>\n",
+       "                    <th style=\"width:35%;\">Description</th>\n",
+       "                    <th style=\"width:20%;\">Assets</th>\n",
+       "                    <th style=\"width:300px;\">Id</th>\n",
+       "                  </tr>\n",
+       "                \n",
+       "\n",
+       "          <tr>\n",
+       "            <td>[0]</td>\n",
+       "            <td>COVID19 Test Results</td>\n",
+       "            <td>Positive/Negative COVID19 Test results</td>\n",
+       "            <td>[\"0\"] -> Tensor<br /><br />[\"1\"] -> Tensor<br /><br />[\"2\"] -> Tensor<br /><br />...<br /><br /></td>\n",
+       "            <td>09df738f-e4c9-4b90-944c-4a6b69ab0d16</td>\n",
+       "          </tr>\n",
+       "\n",
+       "          <tr>\n",
+       "            <td>[1]</td>\n",
+       "            <td>COVID19 Cases in 175 countries</td>\n",
+       "            <td>Weekly data for an entire year</td>\n",
+       "            <td>[\"Country 0\"] -> Tensor<br /><br />[\"Country 1\"] -> Tensor<br /><br />[\"Country 2\"] -> Tensor<br /><br />...<br /><br /></td>\n",
+       "            <td>bc0d27c4-b18b-4810-a348-05fe3bf8a950</td>\n",
+       "          </tr>\n",
+       "        </table>\n",
+       "\n",
+       "        <script>\n",
+       "        function myFunction() {\n",
+       "          // Declare variables\n",
+       "          var input, filter, table, tr, td, i, txtValue;\n",
+       "          input = document.getElementById(\"myInput\");\n",
+       "          filter = input.value.toUpperCase();\n",
+       "          table = document.getElementById(\"myTable\");\n",
+       "          tr = table.getElementsByTagName(\"tr\");\n",
+       "\n",
+       "          // Loop through all table rows, and hide those who don't match the search query\n",
+       "          for (i = 0; i < tr.length; i++) {\n",
+       "            name_td = tr[i].getElementsByTagName(\"td\")[1];\n",
+       "            desc_td = tr[i].getElementsByTagName(\"td\")[2];\n",
+       "            asset_td = tr[i].getElementsByTagName(\"td\")[3];\n",
+       "            id_td = tr[i].getElementsByTagName(\"td\")[4];\n",
+       "            if (name_td || desc_td || asset_td || id_td) {\n",
+       "              name_txtValue = name_td.textContent || name_td.innerText;\n",
+       "              desc_txtValue = desc_td.textContent || name_td.innerText;\n",
+       "              asset_txtValue = asset_td.textContent || name_td.innerText;\n",
+       "              id_txtValue = id_td.textContent || name_td.innerText;\n",
+       "              name_bool = name_txtValue.toUpperCase().indexOf(filter) > -1;\n",
+       "              desc_bool = desc_txtValue.toUpperCase().indexOf(filter) > -1;\n",
+       "              asset_bool = asset_txtValue.toUpperCase().indexOf(filter) > -1;\n",
+       "              id_bool = id_txtValue.toUpperCase().indexOf(filter) > -1;\n",
+       "              if (name_bool || desc_bool || asset_bool || id_bool) {\n",
+       "                tr[i].style.display = \"\";\n",
+       "              } else {\n",
+       "                tr[i].style.display = \"none\";\n",
+       "              }\n",
+       "            }\n",
+       "          }\n",
+       "        }\n",
+       "        </script>"
+      ],
+      "text/plain": [
+       "<syft.core.node.common.client_manager.dataset_api.DatasetRequestAPI at 0x7f8cdf177e50>"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ds_domain.datasets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Select the COVID dataset\n",
+    "\n",
+    "`covid_ds` is a pointer to the dataset above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "covid_ds = ds_domain.datasets[-1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# covid_ds"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Access the tensors in the dataset\n",
+    "\n",
+    "1. Create `result` - a pointer to one of the selected dataset's tensors."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = covid_ds[\"Country 0\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "2. `publish` uses the privacy budget approved by the data owner to access the data in a noised format that does not compromise the original dataset. `sigma` is the amount of privacy budget the data scientist plans to use."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "published_result = result.publish(sigma=10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "3. We call `get()` to access the contents of the `published_result` pointer created above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 20.36059984,  -4.51776778,  24.72009878,  -4.10369886,\n",
+       "        -3.99953019,  -1.52853664,  -8.57334853, -11.46661451,\n",
+       "        -3.93007558,  -3.34337279,  -6.34113351,   8.11105867,\n",
+       "        -1.33446001,   1.54988534,  -1.74731316,  10.94968118,\n",
+       "        -4.18407181,  11.053728  ,  14.02111948,  15.72678123,\n",
+       "        -6.78550978,  -0.54426026,  -9.29221552,   8.34622636,\n",
+       "         4.72325502,   2.2939497 ,  16.73812719,  11.56644329,\n",
+       "         0.36282267,   2.10618151,  -5.06248208,   9.82546457,\n",
+       "       -28.11540579,  15.56327769,  -2.07683255,   9.00114408,\n",
+       "        18.1470788 , -15.56721089,  10.09122308,   0.44838369,\n",
+       "        -8.74232021,  -1.88763032,  11.72396343,  -8.49524268,\n",
+       "        -7.79950777,  -7.89260896,  10.89659894,  -3.85218352,\n",
+       "        16.78912663,  12.53181193,   3.93738974,  -4.88011253,\n",
+       "         0.77412627,  -2.27740378])"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "published_result.block_with_timeout(30).get()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Great! Now let's access a portion of the dataset in the same way.\n",
+    "\n",
+    "Note that we are setting `sigma=10` for each object. In this case each object represents a different country's weekly COVID numbers - each country is a \"data subject\" or \"entity\". We pause between each `.publish()` and `.get()` call to allow the server to receive the request and prepare the necessary data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "100.0\n",
+      "100.0\n",
+      "100.0\n",
+      "100.0\n",
+      "100.0\n",
+      "100.0\n",
+      "100.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "published_data = []\n",
+    "\n",
+    "## \"countries\" 24 and 129 had the best / worst rates of infection\n",
+    "for i in [24, 129] + list(range(5)):\n",
+    "    result = covid_ds[f'Country {i}']\n",
+    "    published_result = result.publish(sigma=10)\n",
+    "    published_result.block_with_timeout(30)\n",
+    "    published_data.append(published_result.get())\n",
+    "    print(ds_domain.privacy_budget)\n",
+    "    \n",
+    "published_data = np.asarray(published_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(published_data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Load the dataset portion into a Pandas dataframe.\n",
+    "\n",
+    "Let's plot the noisy data as well. In comparison to the data visualized in Lesson 3, it is impossible (thanks to differential privacy) to tell which country is which - but the machine learning properties of the data remain the same."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(<AxesSubplot:>,\n",
+       "           0          1          2          3         4          5          6   \\\n",
+       " 0  -9.833561 -12.503679   7.312809   7.634264  2.620031   4.375316  -8.681149   \n",
+       " 1   3.590716  -3.192295  12.123297  14.251509  3.938863   5.196938  -4.702345   \n",
+       " 2  10.194094   4.637922  12.947128   2.678012  2.551203   1.655953   6.788397   \n",
+       " 3  10.106603   3.533539   3.336405  -2.156499 -9.655276  -6.100833  12.218338   \n",
+       " 4  -7.596951   1.266932   6.322146  15.643185 -1.971637  15.163951  -8.089668   \n",
+       " 5   3.672352  -2.360708   0.695067  -0.294227 -6.259315 -11.886869   0.240608   \n",
+       " 6 -14.840725   2.808249   4.226200   6.540279  9.244155  -4.734709   8.711110   \n",
+       " \n",
+       "           7          8          9   ...         44         45         46  \\\n",
+       " 0  13.949932  -0.971629   6.438579  ...   6.463240   5.142694   0.586377   \n",
+       " 1  -2.929093  10.316789 -24.431360  ...  11.464577  -9.301523  -2.706431   \n",
+       " 2  -1.744677  -0.217865   4.810912  ... -11.176771  15.674695 -13.229944   \n",
+       " 3   2.032437  12.049405 -14.390362  ...  -0.317001  14.071396  -7.690719   \n",
+       " 4  16.300680   0.861664 -12.294572  ...  22.245837  16.199615  -1.202774   \n",
+       " 5  -2.292421  -9.551080  -0.235352  ... -14.109408   6.640437  -5.933882   \n",
+       " 6 -18.739149  -1.331823   3.094665  ...  -5.972000  -2.124487 -12.684752   \n",
+       " \n",
+       "          47         48         49         50         51         52         53  \n",
+       " 0  0.427759  -8.542896  19.037798   2.881072   3.532160  12.297418  -0.032577  \n",
+       " 1  3.297207  -6.424987  -5.884559  34.084204  -4.347983  -0.775201  13.325330  \n",
+       " 2 -8.371709   1.515872   6.925025 -12.667002  -4.244882  14.664057  -2.669900  \n",
+       " 3 -6.922452   3.676471   5.480034 -12.466030  -9.810918  13.716452   0.771330  \n",
+       " 4  9.273757   7.411406 -12.482497 -17.655120   1.882460  -1.856446  11.452568  \n",
+       " 5 -2.586010  21.038853   6.598631  -9.984508 -11.237145   0.881598  16.646657  \n",
+       " 6 -7.943207  -9.999542   2.910167  12.373889  -0.161397  -1.348607 -10.537487  \n",
+       " \n",
+       " [7 rows x 54 columns])"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_df = pd.DataFrame(published_data)\n",
+    "data_df.transpose().plot(legend=False), data_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# data_df[\"total_cases_per_week\"] = data_df.sum(1)\n",
+    "# data_df.plot(legend=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Let's focus on two countries\n",
+    "\n",
+    "One had the best (lowest) infection rate and one had the worst (highest) infection rate."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_df.loc[1].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_df.loc[0].plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### And extrapolate out 3 more months"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_extrapolated_country(idx):\n",
+    "    x = list(range(53))\n",
+    "    y = data_df.loc[idx].values\n",
+    "\n",
+    "    plt.plot(y)\n",
+    "    \n",
+    "    z = np.polyfit(x, y, 2)\n",
+    "    f = np.poly1d(z)\n",
+    "\n",
+    "    new_points = range(12)\n",
+    "    new_y = []\n",
+    "    for x2 in new_points:\n",
+    "        new_y.append(f(53+x2))\n",
+    "        \n",
+    "    plt.plot(range(53, 65), new_y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:Internal Python error in the inspect module.\n",
+      "Below is the traceback from this internal error.\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Traceback (most recent call last):\n",
+      "  File \"/opt/miniconda3/lib/python3.7/site-packages/IPython/core/interactiveshell.py\", line 3331, in run_code\n",
+      "    exec(code_obj, self.user_global_ns, self.user_ns)\n",
+      "  File \"<ipython-input-39-2b0c9118e4c9>\", line 1, in <module>\n",
+      "    plot_extrapolated_country(0)\n",
+      "  File \"<ipython-input-38-ce3c55da4d76>\", line 7, in plot_extrapolated_country\n",
+      "    z = np.polyfit(x, y, 2)\n",
+      "  File \"<__array_function__ internals>\", line 6, in polyfit\n",
+      "  File \"/opt/miniconda3/lib/python3.7/site-packages/numpy/lib/polynomial.py\", line 634, in polyfit\n",
+      "    raise TypeError(\"expected x and y to have same length\")\n",
+      "TypeError: expected x and y to have same length\n",
+      "\n",
+      "During handling of the above exception, another exception occurred:\n",
+      "\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/opt/miniconda3/lib/python3.7/site-packages/IPython/core/interactiveshell.py\", line 2044, in showtraceback\n",
+      "    stb = value._render_traceback_()\n",
+      "AttributeError: 'TypeError' object has no attribute '_render_traceback_'\n",
+      "\n",
+      "During handling of the above exception, another exception occurred:\n",
+      "\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/opt/miniconda3/lib/python3.7/site-packages/IPython/core/ultratb.py\", line 1148, in get_records\n",
+      "    return _fixed_getinnerframes(etb, number_of_lines_of_context, tb_offset)\n",
+      "  File \"/opt/miniconda3/lib/python3.7/site-packages/IPython/core/ultratb.py\", line 316, in wrapped\n",
+      "    return f(*args, **kwargs)\n",
+      "  File \"/opt/miniconda3/lib/python3.7/site-packages/IPython/core/ultratb.py\", line 350, in _fixed_getinnerframes\n",
+      "    records = fix_frame_records_filenames(inspect.getinnerframes(etb, context))\n",
+      "  File \"/opt/miniconda3/lib/python3.7/inspect.py\", line 1502, in getinnerframes\n",
+      "    frameinfo = (tb.tb_frame,) + getframeinfo(tb, context)\n",
+      "  File \"/opt/miniconda3/lib/python3.7/inspect.py\", line 1460, in getframeinfo\n",
+      "    filename = getsourcefile(frame) or getfile(frame)\n",
+      "  File \"/opt/miniconda3/lib/python3.7/inspect.py\", line 696, in getsourcefile\n",
+      "    if getattr(getmodule(object, filename), '__loader__', None) is not None:\n",
+      "  File \"/opt/miniconda3/lib/python3.7/inspect.py\", line 725, in getmodule\n",
+      "    file = getabsfile(object, _filename)\n",
+      "  File \"/opt/miniconda3/lib/python3.7/inspect.py\", line 709, in getabsfile\n",
+      "    return os.path.normcase(os.path.abspath(_filename))\n",
+      "  File \"/opt/miniconda3/lib/python3.7/posixpath.py\", line 383, in abspath\n",
+      "    cwd = os.getcwd()\n",
+      "PermissionError: [Errno 1] Operation not permitted\n"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "expected x and y to have same length",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_extrapolated_country(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plot_extrapolated_country(1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### We've done some data science!\n",
+    "\n",
+    "As you can see above, again, the data is obscured by noise, but the trends / modeling move in the expected direction for each set of data."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Congratulations!\n",
+    "\n",
+    "We've done data science work with a dataset on your node - a dataset that's protected by privacy enhancing technologies!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.7.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/L5_RemoteDataScience.ipynb b/L5_RemoteDataScience.ipynb
index 25749aa..247bef9 100644
--- a/L5_RemoteDataScience.ipynb
+++ b/L5_RemoteDataScience.ipynb
@@ -2,7 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1a49837a",
    "metadata": {},
    "source": [
     "# Lesson 5: Remote Data Science!\n",
@@ -16,7 +15,6 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "e01d0573-872b-4aef-a44b-3060ee72fea9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -31,7 +29,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71e5107a-90ea-40f3-9239-d9f92ab165e5",
    "metadata": {},
    "source": [
     "#### Log into domain\n",
@@ -43,14 +40,13 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "234dc92d-0d4d-428d-8b4c-41c3e91e056b",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Connecting to http://localhost:8081... done! \t Logging into new_phil_node... done!\n"
+      "Connecting to None... done! \t Logging into local_node... done!\n"
      ]
     }
    ],
@@ -64,7 +60,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70d17a6e-145a-4c0c-9c56-b4154ef166c9",
    "metadata": {},
    "source": [
     "#### Check privacy budget\n",
@@ -77,7 +72,6 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "ec021724-1a82-4e4b-abc4-ccea399cc5f6",
    "metadata": {},
    "outputs": [
     {
@@ -97,7 +91,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "263aa7de-4f25-4a60-9f4e-dc2184c04d5a",
    "metadata": {},
    "source": [
     "#### List datasets on domain\n",
@@ -112,7 +105,6 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "d7a97e0a-f7e9-418d-bd6c-8623bfa6f01b",
    "metadata": {},
    "outputs": [
     {
@@ -153,9 +145,7 @@
        "                }\n",
        "                </style>\n",
        "\n",
-       "                <input type=\"text\" id=\"myInput\" onkeyup=\"myFunction()\" placeholder=\"Search for datasets..\">\n",
-       "\n",
-       "                <table id=\"myTable\">\n",
+       "                <table id=\"myTable\" style=\"width:1000px\">\n",
        "                  <tr class=\"header\">\n",
        "                    <th style=\"width:30px\">Idx</th>\n",
        "                    <th style=\"width:20%;\">Name</th>\n",
@@ -167,42 +157,18 @@
        "\n",
        "          <tr>\n",
        "            <td>[0]</td>\n",
-       "            <td>COVID Synthetic Weekly Cases</td>\n",
-       "            <td>Synthetically-generated COVID weekly case dataset</td>\n",
-       "            <td>[\"0\"] -> Tensor<br /><br />[\"1\"] -> Tensor<br /><br />[\"2\"] -> Tensor<br /><br />[\"3\"] -> Tensor<br /><br />[\"4\"] -> Tensor<br /><br />[\"5\"] -> Tensor<br /><br />[\"6\"] -> Tensor<br /><br />[\"7\"] -> Tensor<br /><br />[\"8\"] -> Tensor<br /><br />[\"9\"] -> Tensor<br /><br /></td>\n",
-       "            <td>cb441fdc-aefa-4a44-8f1e-fe61c4e0eb3a</td>\n",
+       "            <td>COVID19 Test Results</td>\n",
+       "            <td>Positive/Negative COVID19 Test results</td>\n",
+       "            <td>[\"0\"] -> Tensor<br /><br />[\"1\"] -> Tensor<br /><br />[\"2\"] -> Tensor<br /><br />...<br /><br /></td>\n",
+       "            <td>09df738f-e4c9-4b90-944c-4a6b69ab0d16</td>\n",
        "          </tr>\n",
        "\n",
        "          <tr>\n",
        "            <td>[1]</td>\n",
-       "            <td>COVID Synthetic Weekly Cases v6</td>\n",
-       "            <td>Synthetically-generated COVID weekly case dataset</td>\n",
-       "            <td>[\"weeklyCases\"] -> Tensor<br /><br />[\"nextWeekCases\"] -> Tensor<br /><br /></td>\n",
-       "            <td>8d1e7ac7-a562-4f05-805f-9f6cac0a0d54</td>\n",
-       "          </tr>\n",
-       "\n",
-       "          <tr>\n",
-       "            <td>[2]</td>\n",
-       "            <td>COVID Synthetic Weekly Cases v7</td>\n",
-       "            <td>Synthetically-generated COVID weekly case dataset</td>\n",
-       "            <td>[\"weeklyCases\"] -> Tensor<br /><br /></td>\n",
-       "            <td>32ea0eaf-5c47-4b27-8d2b-7a899e227dcc</td>\n",
-       "          </tr>\n",
-       "\n",
-       "          <tr>\n",
-       "            <td>[3]</td>\n",
        "            <td>COVID19 Cases in 175 countries</td>\n",
        "            <td>Weekly data for an entire year</td>\n",
-       "            <td>[\"Country 0\"] -> Tensor<br /><br />[\"Country 1\"] -> Tensor<br /><br />[\"Country 2\"] -> Tensor<br /><br />[\"Country 3\"] -> Tensor<br /><br />[\"Country 4\"] -> Tensor<br /><br />[\"Country 5\"] -> Tensor<br /><br />[\"Country 6\"] -> Tensor<br /><br />[\"Country 7\"] -> Tensor<br /><br />[\"Country 8\"] -> Tensor<br /><br />[\"Country 9\"] -> Tensor<br /><br />[\"Country 10\"] -> Tensor<br /><br />[\"Country 11\"] -> Tensor<br /><br />[\"Country 12\"] -> Tensor<br /><br />[\"Country 13\"] -> Tensor<br /><br />[\"Country 14\"] -> Tensor<br /><br />[\"Country 15\"] -> Tensor<br /><br />[\"Country 16\"] -> Tensor<br /><br />[\"Country 17\"] -> Tensor<br /><br />[\"Country 18\"] -> Tensor<br /><br />[\"Country 19\"] -> Tensor<br /><br />[\"Country 20\"] -> Tensor<br /><br />[\"Country 21\"] -> Tensor<br /><br />[\"Country 22\"] -> Tensor<br /><br />[\"Country 23\"] -> Tensor<br /><br />[\"Country 24\"] -> Tensor<br /><br />[\"Country 25\"] -> Tensor<br /><br />[\"Country 26\"] -> Tensor<br /><br />[\"Country 27\"] -> Tensor<br /><br />[\"Country 28\"] -> Tensor<br /><br />[\"Country 29\"] -> Tensor<br /><br />[\"Country 30\"] -> Tensor<br /><br />[\"Country 31\"] -> Tensor<br /><br />[\"Country 32\"] -> Tensor<br /><br />[\"Country 33\"] -> Tensor<br /><br />[\"Country 34\"] -> Tensor<br /><br />[\"Country 35\"] -> Tensor<br /><br />[\"Country 36\"] -> Tensor<br /><br />[\"Country 37\"] -> Tensor<br /><br />[\"Country 38\"] -> Tensor<br /><br />[\"Country 39\"] -> Tensor<br /><br />[\"Country 40\"] -> Tensor<br /><br />[\"Country 41\"] -> Tensor<br /><br />[\"Country 42\"] -> Tensor<br /><br />[\"Country 43\"] -> Tensor<br /><br />[\"Country 44\"] -> Tensor<br /><br />[\"Country 45\"] -> Tensor<br /><br />[\"Country 46\"] -> Tensor<br /><br />[\"Country 47\"] -> Tensor<br /><br />[\"Country 48\"] -> Tensor<br /><br />[\"Country 49\"] -> Tensor<br /><br />[\"Country 50\"] -> Tensor<br /><br />[\"Country 51\"] -> Tensor<br /><br />[\"Country 52\"] -> Tensor<br /><br />[\"Country 53\"] -> Tensor<br /><br />[\"Country 54\"] -> Tensor<br /><br />[\"Country 55\"] -> Tensor<br /><br />[\"Country 56\"] -> Tensor<br /><br />[\"Country 57\"] -> Tensor<br /><br />[\"Country 58\"] -> Tensor<br /><br />[\"Country 59\"] -> Tensor<br /><br />[\"Country 60\"] -> Tensor<br /><br />[\"Country 61\"] -> Tensor<br /><br />[\"Country 62\"] -> Tensor<br /><br />[\"Country 63\"] -> Tensor<br /><br />[\"Country 64\"] -> Tensor<br /><br />[\"Country 65\"] -> Tensor<br /><br />[\"Country 66\"] -> Tensor<br /><br />[\"Country 67\"] -> Tensor<br /><br />[\"Country 68\"] -> Tensor<br /><br />[\"Country 69\"] -> Tensor<br /><br />[\"Country 70\"] -> Tensor<br /><br />[\"Country 71\"] -> Tensor<br /><br />[\"Country 72\"] -> Tensor<br /><br />[\"Country 73\"] -> Tensor<br /><br />[\"Country 74\"] -> Tensor<br /><br />[\"Country 75\"] -> Tensor<br /><br />[\"Country 76\"] -> Tensor<br /><br />[\"Country 77\"] -> Tensor<br /><br />[\"Country 78\"] -> Tensor<br /><br />[\"Country 79\"] -> Tensor<br /><br />[\"Country 80\"] -> Tensor<br /><br />[\"Country 81\"] -> Tensor<br /><br />[\"Country 82\"] -> Tensor<br /><br />[\"Country 83\"] -> Tensor<br /><br />[\"Country 84\"] -> Tensor<br /><br />[\"Country 85\"] -> Tensor<br /><br />[\"Country 86\"] -> Tensor<br /><br />[\"Country 87\"] -> Tensor<br /><br />[\"Country 88\"] -> Tensor<br /><br />[\"Country 89\"] -> Tensor<br /><br />[\"Country 90\"] -> Tensor<br /><br />[\"Country 91\"] -> Tensor<br /><br />[\"Country 92\"] -> Tensor<br /><br />[\"Country 93\"] -> Tensor<br /><br />[\"Country 94\"] -> Tensor<br /><br />[\"Country 95\"] -> Tensor<br /><br />[\"Country 96\"] -> Tensor<br /><br />[\"Country 97\"] -> Tensor<br /><br />[\"Country 98\"] -> Tensor<br /><br />[\"Country 99\"] -> Tensor<br /><br />[\"Country 100\"] -> Tensor<br /><br />[\"Country 101\"] -> Tensor<br /><br />[\"Country 102\"] -> Tensor<br /><br />[\"Country 103\"] -> Tensor<br /><br />[\"Country 104\"] -> Tensor<br /><br />[\"Country 105\"] -> Tensor<br /><br />[\"Country 106\"] -> Tensor<br /><br />[\"Country 107\"] -> Tensor<br /><br />[\"Country 108\"] -> Tensor<br /><br />[\"Country 109\"] -> Tensor<br /><br />[\"Country 110\"] -> Tensor<br /><br />[\"Country 111\"] -> Tensor<br /><br />[\"Country 112\"] -> Tensor<br /><br />[\"Country 113\"] -> Tensor<br /><br />[\"Country 114\"] -> Tensor<br /><br />[\"Country 115\"] -> Tensor<br /><br />[\"Country 116\"] -> Tensor<br /><br />[\"Country 117\"] -> Tensor<br /><br />[\"Country 118\"] -> Tensor<br /><br />[\"Country 119\"] -> Tensor<br /><br />[\"Country 120\"] -> Tensor<br /><br />[\"Country 121\"] -> Tensor<br /><br />[\"Country 122\"] -> Tensor<br /><br />[\"Country 123\"] -> Tensor<br /><br />[\"Country 124\"] -> Tensor<br /><br />[\"Country 125\"] -> Tensor<br /><br />[\"Country 126\"] -> Tensor<br /><br />[\"Country 127\"] -> Tensor<br /><br />[\"Country 128\"] -> Tensor<br /><br />[\"Country 129\"] -> Tensor<br /><br />[\"Country 130\"] -> Tensor<br /><br />[\"Country 131\"] -> Tensor<br /><br />[\"Country 132\"] -> Tensor<br /><br />[\"Country 133\"] -> Tensor<br /><br />[\"Country 134\"] -> Tensor<br /><br />[\"Country 135\"] -> Tensor<br /><br />[\"Country 136\"] -> Tensor<br /><br />[\"Country 137\"] -> Tensor<br /><br />[\"Country 138\"] -> Tensor<br /><br />[\"Country 139\"] -> Tensor<br /><br />[\"Country 140\"] -> Tensor<br /><br />[\"Country 141\"] -> Tensor<br /><br />[\"Country 142\"] -> Tensor<br /><br />[\"Country 143\"] -> Tensor<br /><br />[\"Country 144\"] -> Tensor<br /><br />[\"Country 145\"] -> Tensor<br /><br />[\"Country 146\"] -> Tensor<br /><br />[\"Country 147\"] -> Tensor<br /><br />[\"Country 148\"] -> Tensor<br /><br />[\"Country 149\"] -> Tensor<br /><br />[\"Country 150\"] -> Tensor<br /><br />[\"Country 151\"] -> Tensor<br /><br />[\"Country 152\"] -> Tensor<br /><br />[\"Country 153\"] -> Tensor<br /><br />[\"Country 154\"] -> Tensor<br /><br />[\"Country 155\"] -> Tensor<br /><br />[\"Country 156\"] -> Tensor<br /><br />[\"Country 157\"] -> Tensor<br /><br />[\"Country 158\"] -> Tensor<br /><br />[\"Country 159\"] -> Tensor<br /><br />[\"Country 160\"] -> Tensor<br /><br />[\"Country 161\"] -> Tensor<br /><br />[\"Country 162\"] -> Tensor<br /><br />[\"Country 163\"] -> Tensor<br /><br />[\"Country 164\"] -> Tensor<br /><br />[\"Country 165\"] -> Tensor<br /><br />[\"Country 166\"] -> Tensor<br /><br />[\"Country 167\"] -> Tensor<br /><br />[\"Country 168\"] -> Tensor<br /><br />[\"Country 169\"] -> Tensor<br /><br />[\"Country 170\"] -> Tensor<br /><br />[\"Country 171\"] -> Tensor<br /><br />[\"Country 172\"] -> Tensor<br /><br />[\"Country 173\"] -> Tensor<br /><br />[\"Country 174\"] -> Tensor<br /><br /></td>\n",
-       "            <td>c0f71066-0ca1-4062-a356-bf5793ab9070</td>\n",
-       "          </tr>\n",
-       "\n",
-       "          <tr>\n",
-       "            <td>[4]</td>\n",
-       "            <td>COVID19 Cases in 175 countries</td>\n",
-       "            <td>Weekly data for an entire year</td>\n",
-       "            <td>[\"Country 0\"] -> Tensor<br /><br />[\"Country 1\"] -> Tensor<br /><br />[\"Country 2\"] -> Tensor<br /><br />[\"Country 3\"] -> Tensor<br /><br />[\"Country 4\"] -> Tensor<br /><br />[\"Country 5\"] -> Tensor<br /><br />[\"Country 6\"] -> Tensor<br /><br />[\"Country 7\"] -> Tensor<br /><br />[\"Country 8\"] -> Tensor<br /><br />[\"Country 9\"] -> Tensor<br /><br />[\"Country 10\"] -> Tensor<br /><br />[\"Country 11\"] -> Tensor<br /><br />[\"Country 12\"] -> Tensor<br /><br />[\"Country 13\"] -> Tensor<br /><br />[\"Country 14\"] -> Tensor<br /><br />[\"Country 15\"] -> Tensor<br /><br />[\"Country 16\"] -> Tensor<br /><br />[\"Country 17\"] -> Tensor<br /><br />[\"Country 18\"] -> Tensor<br /><br />[\"Country 19\"] -> Tensor<br /><br />[\"Country 20\"] -> Tensor<br /><br />[\"Country 21\"] -> Tensor<br /><br />[\"Country 22\"] -> Tensor<br /><br />[\"Country 23\"] -> Tensor<br /><br />[\"Country 24\"] -> Tensor<br /><br />[\"Country 25\"] -> Tensor<br /><br />[\"Country 26\"] -> Tensor<br /><br />[\"Country 27\"] -> Tensor<br /><br />[\"Country 28\"] -> Tensor<br /><br />[\"Country 29\"] -> Tensor<br /><br />[\"Country 30\"] -> Tensor<br /><br />[\"Country 31\"] -> Tensor<br /><br />[\"Country 32\"] -> Tensor<br /><br />[\"Country 33\"] -> Tensor<br /><br />[\"Country 34\"] -> Tensor<br /><br />[\"Country 35\"] -> Tensor<br /><br />[\"Country 36\"] -> Tensor<br /><br />[\"Country 37\"] -> Tensor<br /><br />[\"Country 38\"] -> Tensor<br /><br />[\"Country 39\"] -> Tensor<br /><br />[\"Country 40\"] -> Tensor<br /><br />[\"Country 41\"] -> Tensor<br /><br />[\"Country 42\"] -> Tensor<br /><br />[\"Country 43\"] -> Tensor<br /><br />[\"Country 44\"] -> Tensor<br /><br />[\"Country 45\"] -> Tensor<br /><br />[\"Country 46\"] -> Tensor<br /><br />[\"Country 47\"] -> Tensor<br /><br />[\"Country 48\"] -> Tensor<br /><br />[\"Country 49\"] -> Tensor<br /><br />[\"Country 50\"] -> Tensor<br /><br />[\"Country 51\"] -> Tensor<br /><br />[\"Country 52\"] -> Tensor<br /><br />[\"Country 53\"] -> Tensor<br /><br />[\"Country 54\"] -> Tensor<br /><br />[\"Country 55\"] -> Tensor<br /><br />[\"Country 56\"] -> Tensor<br /><br />[\"Country 57\"] -> Tensor<br /><br />[\"Country 58\"] -> Tensor<br /><br />[\"Country 59\"] -> Tensor<br /><br />[\"Country 60\"] -> Tensor<br /><br />[\"Country 61\"] -> Tensor<br /><br />[\"Country 62\"] -> Tensor<br /><br />[\"Country 63\"] -> Tensor<br /><br />[\"Country 64\"] -> Tensor<br /><br />[\"Country 65\"] -> Tensor<br /><br />[\"Country 66\"] -> Tensor<br /><br />[\"Country 67\"] -> Tensor<br /><br />[\"Country 68\"] -> Tensor<br /><br />[\"Country 69\"] -> Tensor<br /><br />[\"Country 70\"] -> Tensor<br /><br />[\"Country 71\"] -> Tensor<br /><br />[\"Country 72\"] -> Tensor<br /><br />[\"Country 73\"] -> Tensor<br /><br />[\"Country 74\"] -> Tensor<br /><br />[\"Country 75\"] -> Tensor<br /><br />[\"Country 76\"] -> Tensor<br /><br />[\"Country 77\"] -> Tensor<br /><br />[\"Country 78\"] -> Tensor<br /><br />[\"Country 79\"] -> Tensor<br /><br />[\"Country 80\"] -> Tensor<br /><br />[\"Country 81\"] -> Tensor<br /><br />[\"Country 82\"] -> Tensor<br /><br />[\"Country 83\"] -> Tensor<br /><br />[\"Country 84\"] -> Tensor<br /><br />[\"Country 85\"] -> Tensor<br /><br />[\"Country 86\"] -> Tensor<br /><br />[\"Country 87\"] -> Tensor<br /><br />[\"Country 88\"] -> Tensor<br /><br />[\"Country 89\"] -> Tensor<br /><br />[\"Country 90\"] -> Tensor<br /><br />[\"Country 91\"] -> Tensor<br /><br />[\"Country 92\"] -> Tensor<br /><br />[\"Country 93\"] -> Tensor<br /><br />[\"Country 94\"] -> Tensor<br /><br />[\"Country 95\"] -> Tensor<br /><br />[\"Country 96\"] -> Tensor<br /><br />[\"Country 97\"] -> Tensor<br /><br />[\"Country 98\"] -> Tensor<br /><br />[\"Country 99\"] -> Tensor<br /><br />[\"Country 100\"] -> Tensor<br /><br />[\"Country 101\"] -> Tensor<br /><br />[\"Country 102\"] -> Tensor<br /><br />[\"Country 103\"] -> Tensor<br /><br />[\"Country 104\"] -> Tensor<br /><br />[\"Country 105\"] -> Tensor<br /><br />[\"Country 106\"] -> Tensor<br /><br />[\"Country 107\"] -> Tensor<br /><br />[\"Country 108\"] -> Tensor<br /><br />[\"Country 109\"] -> Tensor<br /><br />[\"Country 110\"] -> Tensor<br /><br />[\"Country 111\"] -> Tensor<br /><br />[\"Country 112\"] -> Tensor<br /><br />[\"Country 113\"] -> Tensor<br /><br />[\"Country 114\"] -> Tensor<br /><br />[\"Country 115\"] -> Tensor<br /><br />[\"Country 116\"] -> Tensor<br /><br />[\"Country 117\"] -> Tensor<br /><br />[\"Country 118\"] -> Tensor<br /><br />[\"Country 119\"] -> Tensor<br /><br />[\"Country 120\"] -> Tensor<br /><br />[\"Country 121\"] -> Tensor<br /><br />[\"Country 122\"] -> Tensor<br /><br />[\"Country 123\"] -> Tensor<br /><br />[\"Country 124\"] -> Tensor<br /><br />[\"Country 125\"] -> Tensor<br /><br />[\"Country 126\"] -> Tensor<br /><br />[\"Country 127\"] -> Tensor<br /><br />[\"Country 128\"] -> Tensor<br /><br />[\"Country 129\"] -> Tensor<br /><br />[\"Country 130\"] -> Tensor<br /><br />[\"Country 131\"] -> Tensor<br /><br />[\"Country 132\"] -> Tensor<br /><br />[\"Country 133\"] -> Tensor<br /><br />[\"Country 134\"] -> Tensor<br /><br />[\"Country 135\"] -> Tensor<br /><br />[\"Country 136\"] -> Tensor<br /><br />[\"Country 137\"] -> Tensor<br /><br />[\"Country 138\"] -> Tensor<br /><br />[\"Country 139\"] -> Tensor<br /><br />[\"Country 140\"] -> Tensor<br /><br />[\"Country 141\"] -> Tensor<br /><br />[\"Country 142\"] -> Tensor<br /><br />[\"Country 143\"] -> Tensor<br /><br />[\"Country 144\"] -> Tensor<br /><br />[\"Country 145\"] -> Tensor<br /><br />[\"Country 146\"] -> Tensor<br /><br />[\"Country 147\"] -> Tensor<br /><br />[\"Country 148\"] -> Tensor<br /><br />[\"Country 149\"] -> Tensor<br /><br />[\"Country 150\"] -> Tensor<br /><br />[\"Country 151\"] -> Tensor<br /><br />[\"Country 152\"] -> Tensor<br /><br />[\"Country 153\"] -> Tensor<br /><br />[\"Country 154\"] -> Tensor<br /><br />[\"Country 155\"] -> Tensor<br /><br />[\"Country 156\"] -> Tensor<br /><br />[\"Country 157\"] -> Tensor<br /><br />[\"Country 158\"] -> Tensor<br /><br />[\"Country 159\"] -> Tensor<br /><br />[\"Country 160\"] -> Tensor<br /><br />[\"Country 161\"] -> Tensor<br /><br />[\"Country 162\"] -> Tensor<br /><br />[\"Country 163\"] -> Tensor<br /><br />[\"Country 164\"] -> Tensor<br /><br />[\"Country 165\"] -> Tensor<br /><br />[\"Country 166\"] -> Tensor<br /><br />[\"Country 167\"] -> Tensor<br /><br />[\"Country 168\"] -> Tensor<br /><br />[\"Country 169\"] -> Tensor<br /><br />[\"Country 170\"] -> Tensor<br /><br />[\"Country 171\"] -> Tensor<br /><br />[\"Country 172\"] -> Tensor<br /><br />[\"Country 173\"] -> Tensor<br /><br />[\"Country 174\"] -> Tensor<br /><br /></td>\n",
-       "            <td>f1e37695-43f1-4d44-9242-b0d62391e406</td>\n",
+       "            <td>[\"Country 0\"] -> Tensor<br /><br />[\"Country 1\"] -> Tensor<br /><br />[\"Country 2\"] -> Tensor<br /><br />...<br /><br /></td>\n",
+       "            <td>bc0d27c4-b18b-4810-a348-05fe3bf8a950</td>\n",
        "          </tr>\n",
        "        </table>\n",
        "\n",
@@ -241,7 +207,7 @@
        "        </script>"
       ],
       "text/plain": [
-       "<syft.core.node.common.client_manager.dataset_api.DatasetRequestAPI at 0x7fe573adffa0>"
+       "<syft.core.node.common.client_manager.dataset_api.DatasetRequestAPI at 0x7fe6483afb10>"
       ]
      },
      "execution_count": 4,
@@ -255,7 +221,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "81d3dffd-b4e2-4f51-b8d2-bc54029dbafb",
    "metadata": {},
    "source": [
     "#### Select the COVID dataset\n",
@@ -266,7 +231,6 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "b6e02425-e5ba-4b09-af2f-dcb535d6b5c9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -276,7 +240,6 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "b049e413-7754-4d0b-8875-cb220c94f307",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -285,7 +248,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "970dca10-da81-4f63-b73e-1c3322d9d4ff",
    "metadata": {},
    "source": [
     "#### Access the tensors in the dataset\n",
@@ -296,7 +258,6 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "016d9fb0-30fa-4da5-8f4b-b015921d5d7f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -305,7 +266,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93b04a87-89e9-4f3e-843a-9a24044ef6fa",
    "metadata": {},
    "source": [
     "2. `publish` uses the privacy budget approved by the data owner to access the data in a noised format that does not compromise the original dataset. `sigma` is the amount of privacy budget the data scientist plans to use."
@@ -314,7 +274,6 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "c79c1042-c168-4846-960d-1c04b33dbbfe",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -323,7 +282,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc49d4a2-12e2-428d-a2ca-55d33ea1caa7",
    "metadata": {},
    "source": [
     "3. We call `get()` to access the contents of the `published_result` pointer created above."
@@ -331,30 +289,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "b71f2d2f-a2ca-4c4c-89e2-97746ed033c5",
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([  1.87962505,   4.71938444,   0.21009209,  11.6951488 ,\n",
-       "         1.65871529,   7.51741406,  -2.69433908,   6.69456906,\n",
-       "         9.47428484,   2.95521849,   6.6730533 ,  -5.14659351,\n",
-       "        17.93966438,   2.96712695,   1.68368624,  -7.09433619,\n",
-       "       -19.40986988,  -5.46137163,  -4.09276642,  13.18786713,\n",
-       "        17.52276474,  22.4753219 , -23.93438919,  -5.97426366,\n",
-       "       -10.57195696,   8.46965483,  -2.20720727,  -3.57068655,\n",
-       "         2.16387452,  13.52685285,  -1.19839955, -10.9106257 ,\n",
-       "         4.29427713,  -0.13939782,  -7.40138386,  13.52924455,\n",
-       "         3.6314732 ,   0.54333269,  -8.26701998, -13.7421667 ,\n",
-       "       -17.83994344,  -6.27095021,   2.80863972, -11.48666258,\n",
-       "         9.6186131 , -16.55402525,  13.72067735, -17.28392862,\n",
-       "        -4.05404757, -10.67938915,  -3.42309606,  -9.16542317,\n",
-       "        -3.10181604,  -0.25535211])"
+       "array([-16.34512897,  -0.76874072,   8.94160385,  -2.86360519,\n",
+       "        11.48464248,   4.79776175,   9.22738113,  14.67901938,\n",
+       "        -5.17073903,  -2.39433176,  26.95728823,  -2.93825974,\n",
+       "         6.91121666,  33.05174875,  10.6389361 , -14.89214296,\n",
+       "         2.41590717,   9.41186028,   6.45240219, -10.30461465,\n",
+       "        13.47104111, -17.118761  ,   9.96613097, -12.97765754,\n",
+       "         4.352756  ,  -1.88723747,  16.46219502,  22.37293218,\n",
+       "        15.43228752,  15.93725993,   9.7245202 ,   5.54380528,\n",
+       "         0.96675156,  -5.91290138,  10.15322963,  -6.73342711,\n",
+       "        -3.39376163,  13.22025898,  10.61325591,   9.85462437,\n",
+       "         4.61468472,  11.79531866,  20.72872374,  -8.84816441,\n",
+       "         6.14543496, -19.53848655,  15.00552282,   2.10546584,\n",
+       "         6.93656154,   7.74530264,  10.74555441,  13.22408498,\n",
+       "        10.54486947, -14.77981264])"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -365,7 +322,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1934519f-b545-4d0d-bfeb-5047810bead1",
    "metadata": {},
    "source": [
     "#### Great! Now let's access a portion of the dataset in the same way.\n",
@@ -375,8 +331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "e168badb-9544-436c-a5da-c545da7e715b",
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -409,8 +364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "dd79a501-6a69-4aad-8090-0ccc9d95c1b0",
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -419,7 +373,7 @@
        "7"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -430,7 +384,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba1b5f83-8e9d-435c-9f61-eab3d15572a9",
    "metadata": {},
    "source": [
     "#### Load the dataset portion into a Pandas dataframe.\n",
@@ -440,51 +393,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "c8e687fb-9a07-425d-9ccb-64cd5d6a2d79",
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "(<AxesSubplot:>,\n",
-       "           0          1         2          3          4          5          6   \\\n",
-       " 0  20.336905  -8.964656 -2.982325  10.859373   5.490088  -1.173325   2.693699   \n",
-       " 1  -6.128690 -13.911575  2.626617  12.566412   4.911579  -3.845937   9.437008   \n",
-       " 2   1.371150  -3.700766  8.279892  -8.007940  -0.912172   0.194758   3.440402   \n",
-       " 3  24.991676  -4.794710 -0.667047   0.743543   6.049031  13.066630  14.961670   \n",
-       " 4  -1.400285  -7.923442 -8.091082   3.726426  34.372218  -8.666324   4.028763   \n",
-       " 5   9.683693   1.340415  2.241332  -3.487355  10.334584   1.303773 -12.435732   \n",
-       " 6  -4.006095   8.412063 -1.585492   5.913141  16.689908  -8.757812 -14.523390   \n",
+       "           0          1          2          3          4          5   \\\n",
+       " 0   9.481362 -18.632678   6.756951   5.892989  -2.540833   8.296458   \n",
+       " 1   7.082357   8.321465 -11.664442  18.353414  14.911279 -10.817210   \n",
+       " 2  -9.538784   7.555124  -2.649051   7.962429  -5.133487   9.832815   \n",
+       " 3 -26.553822   6.762125  -5.722407 -16.015365  23.717878   3.325515   \n",
+       " 4   1.726153  -0.917682  -7.607352 -19.925127  -0.721189 -15.737935   \n",
+       " 5  -2.763774  -6.605447   3.232266   0.587894 -24.953676   0.334485   \n",
+       " 6  -6.294841  -3.375475   0.120590  -7.431844  -0.548445   8.169470   \n",
+       " \n",
+       "           6          7          8          9   ...         44         45  \\\n",
+       " 0  -2.867811   5.055335   7.732582  -1.425831  ...  -9.665399 -10.314332   \n",
+       " 1  -5.724178 -10.055625   4.046313   0.365739  ...   8.528330  -2.283645   \n",
+       " 2  12.503979   4.945934  -7.237577   4.483784  ...   3.901969  14.282255   \n",
+       " 3   3.398913  -3.821760 -20.711080  -4.869981  ... -15.055313  15.551879   \n",
+       " 4  -9.827923   0.363591  10.306353   3.890328  ...   3.618391  -6.327653   \n",
+       " 5  24.723399   2.362015   4.589876  14.881364  ...  -1.228689  -8.495471   \n",
+       " 6  -1.030553 -26.223606 -10.312706   7.077716  ...   6.235545   8.034653   \n",
        " \n",
-       "           7         8          9   ...        44         45        46  \\\n",
-       " 0  -9.795669 -5.619013  -3.486675  ...  8.072695  -2.876978 -7.555695   \n",
-       " 1   8.366968 -2.278678   7.517804  ... -7.568879   5.685375  3.052952   \n",
-       " 2  -7.312792 -6.719416  -7.905397  ...  9.455157  22.467539  5.925469   \n",
-       " 3  20.595809 -6.638701  -1.254496  ...  3.641747  13.607257  4.160950   \n",
-       " 4  -3.296568  8.948958   4.032766  ... -9.105121  -5.144218  1.019476   \n",
-       " 5  -7.018836  2.712449 -14.644314  ...  8.092646  -2.664616  0.421414   \n",
-       " 6  11.204030  6.967486  17.121681  ... -3.987955   6.548862  3.968059   \n",
+       "          46         47         48         49         50         51         52  \\\n",
+       " 0 -5.754763   0.580117 -16.574341  -1.196309   6.194791   5.748872   6.071581   \n",
+       " 1  7.422535  14.785573   6.442871   7.242138 -16.360532   2.513163   5.523788   \n",
+       " 2  1.139327   5.713184   1.675931  -9.262144  -4.295637  -6.199109  11.306674   \n",
+       " 3 -8.043038  -7.042260  -9.098863 -24.116065   9.916316 -15.979886  15.435703   \n",
+       " 4  1.582811  21.906160  -0.881638   1.867394  18.413488 -17.595134   8.081029   \n",
+       " 5  8.567759   0.319226   7.871997   4.756047  -1.266104   1.597338  -8.942957   \n",
+       " 6 -2.274637  21.518185  -8.964437   3.394593   7.698967  -0.782836   0.441304   \n",
        " \n",
-       "          47         48         49         50         51         52         53  \n",
-       " 0  6.163197   0.657244   6.995522   8.539384   7.510291   6.401523   9.131963  \n",
-       " 1 -5.662325   3.755135   5.259989   4.081813   2.294437  -1.378383   2.477861  \n",
-       " 2  6.255276 -18.542731   7.226785   1.458280 -15.884218   9.274611 -13.721612  \n",
-       " 3  8.728846  15.814909  13.126770  15.093443  11.260606   3.461493  -0.786025  \n",
-       " 4  8.247414   5.094191  -0.036105 -15.232789  -7.120206   8.294720 -15.700254  \n",
-       " 5 -0.187400   5.944428 -13.169132  -1.339957  -1.416009   9.221461 -13.140464  \n",
-       " 6  5.439363 -14.932491 -14.367184  17.864755   2.847410 -16.724201   6.841550  \n",
+       "           53  \n",
+       " 0   4.580279  \n",
+       " 1   4.673555  \n",
+       " 2   5.305824  \n",
+       " 3   6.745726  \n",
+       " 4   1.488042  \n",
+       " 5   2.055734  \n",
+       " 6  15.901497  \n",
        " \n",
        " [7 rows x 54 columns])"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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VLD6Yzpg2/vRp5HXd80XVdfx6Jo/uAXKeauvO5kldOfV6Hz4e05y2Qa5siyvkQn41OqOFIQuOsPRQBmkltXd1Ua7vFZ+KwkZG28HBDXB215KTs5Q6fQHBQc+h1WaQnfNNg6/xe1r2DcAzyIFDKy+iq70z5VmsKWZR7CJ6+PegZ0DPeyKfUqpkQvMJbByxkS6+Xfji3BeM2jSKI/lH7sl6fwcNYcmbgKmiKDYCOgIvCILQGJgB7BVFMQLYe+n/e0JCQTX9PztEWsm/Kxvlsz2pZJRp+GBUM+yUshtuM75LCE39HHlrUwLV2n9ekKiyqIA1785CKpNx/6z3cHT3uO19fSOjeXDORwydMhOTwcDaD95izXtvUJqTde8Evoo6o5mpv8biYa/kjSGNb7jN0sMZmCwWnApOsXLlSoxGI54OKu5vG8DCh1tz9s1+rJrQkbbBLpSrDby3LYm+nx6i20f7eWNDPPuSi9EZbu8uJSehgtyke9Mrvq6ugKzsr/D0vI+wsP/h6XkfWVkL0WrvbcM1iVRC78cbYagzcWjlxTvad96ZeZgtZqa3n36PpLuCr70v83vNZ0nfJQgIPLfnOV7a9xL56n//LNs/reRFUSwURfHspb9rgSTADxgO/HBpsx+AEX92rZvh7aiipKaONzf+890avxGXV83SwxmMbetPt4ibK0aZVMKHo5pToTH85T1T/oiaslJ+fed1zGYz9896F2dvnzs+hiAIRHbowhOfLqLnY89QnJ7Kj9NeYudXX6CuKL8HUl9h/u6LpJWomTumOU421yvVcrWeFSeziVRW4+ukpKysjIMHD16zjVwqoUOoGz891YFgN1sCXWyYPawx0d6OrInJY/z3Z2g5ZxdPLDvFD8eyyCnX3lAWi9nC0TWpOHnY3JNe8WnpHwEi4WH1tlZExOsIgpyLF9++598ZN1972g0OIS2mhPSzt+e2OVl4ku1Z23m62dMEONx9sPVO6ezXmbXD1vJy65c5UXiC4RuGszh2MXrzX9+UrqFoUJ+8IAjBQCvgJOAlimIh1F8IAM+b7DNBEIQzgiCcKS29u/JjN3slrw6M5lh6OVsu/PODJ0azhWlrL+Bmp+D1wTe2IK+mqZ8TT3cLYeXpXE5k3FvFd7toqipZ8+4s9BoNY16bg5v/n6vIlMrktBk8nPFfLKX1fcNIPLSPbydP4NivP2Osa/iCo5jsCr4+nMG49oH0iLzxRfa7o5nojRaiLTmMaXsfbZu25ujRo+Tl5V23rUou5e1hTcip1KHWm/nm8bace7MfPz7Vnoc7BJFdruWtTQl0/3g/vecd4J0tiRxNK7tc2Zx45FKv+NHhSGUNGyqrqjpDcfFmggInYGNTfwFRKb0JC32F8opDlJRub9D1bkSr/oF4BDpw8JcUdOpbu22M5vrKVn97f55s+uQ9l+33KKQKnm72NJtGbKJnQE8WnV/EiA0jOJh78I93/gciNNRVXBAEe+Ag8J4oiusEQagSRdH5qucrRVG8pV++bdu24pkzd9dUyGwRGb7wCKW1evZO7Yn9Tdwf/wQW7E1l3u6LLHm0DQOa3F6hi85gZsBnh5BKBLa/3O1yFs7fgU5dy+rZM6kqLmTMa+/gF/3HF6o7paqokMO//MDFE0ewc3GlywOP0KRHHySSP3/eOoOZ+744jMFkYecr3W/4WanWGeny4V48zGXMCLSnSYYb8mAHVmj2oVQpmTBhAnL59db/xB9jOHCxhL1Te+LnfG1VZmaZhgMpJexPKeVERjkGkwU7hZROoW4oE2po6+HIE6+2bdBWwqJo4fSZERgM5XTquBup9Eow12IxcSZmFHp9KZ067kImu7cdLsvy1Pz6wWnCWnvS/6mbF5sti1/GpzGfsrDPQrr7d7+nMt0OJwpP8MHJD8iozqCHfw+mt5v+p1I57wWCIMSIotj2Rs81iMkgCIIcWAusEEVx3aWHiwVB8Ln0vA9wd+H120QqEXhneFOKa/R8sTf1Xi71p0gtrmXBvjQGN/e5bQUP9T1TPhjVjMwyDQv2/X3nZ9BpWffBW1QW5DH8f7PuiYIHcPb2YegrM3hwzsc4unuw66sv+Gn6y2RdOPenj/3RzmQyyzR8PKb5TY2B5ceyUOvNtJYV07TCG0EhxZhVy8hGfSktLb3ObfMbbwytfz3mbE647rkQdzue7BLC8vHtOf9mP759vC0jW/txPqOCrdI6ZleUMOjzw8zdkcypzIoGmUJVWLiW2toEwsOmX6PgASQSGdFR72IwlJKe8emfXuuPcPe3p+19waSeLibj/I3v2os0RSyOXUzPgJ7/CAUP0NGnI2uGrmFqm6mcLjrNiI0j+PLcl+hMf3/67+3QENk1AvAtkCSK4tWflE3A45f+fhzY+GfX+iNaBbrwYLsAvjuSycV/YEsAs0Vk2toL2CqlN8zH/iO6hLszpo0/Sw5mkFRYcw8kvDVGg54NH71DcUYaQybPILh5q3u+pl9UI8a98wlDJs/AUKdj7XtvsPaDtyi7y+DsiYxylh3N4rFOQXQOv/GEJY3exNLD6fhLqnjEuzVilRG3xxqhCHJEeUZDu1u4bfycbZjUO4KdCcXsT7m5XWOrkNGnkRfTuoYzvkLOnBA/Zg6KxtlWztJDGYxdcpzW7+zmxZ/PsjYmjzL1nfuETaZa0tI/xsmpDV5eQ2+4jaNjc/z9HiEv7ydqai7c8Rp3SuuBQbgH2HPg5xTqNNcnEnxy5hMsooXp7e59sPVOkEvlPNH0CTaP3EzfoL4subCEERtGsDdnb4PENOLzq+9ZYkVDWPJdgEeB3oIgnL/0cx/wIdBPEIRUoN+l/+850wZGY6eU8ebG+H9cEPb7Y1mcy6niraGNcf+Dsvmb8fp9jXC2lTNj7QXMf2HaqNlkZPO898lNimfQC1MIb9fxL1tbEASiOnXliU+/osejT1GYmszyaS+x6+sFaKoqb/s4Gr2JV9fEEuhqy4xB0TfdbsXJbGrqzPSy1eCRK8e2pQeqcBdcRoVj0Ztprw/DwcGBjRs3YjRe/8V8plsooR52vL0pgTrjrTNrjm9IRypIGDW2Ec/2CGPlhE6cfbMfix9uzcCm3pzMrGDqr7G0e28Pw788wvzdFzmfW3VbKcOZWQsxGiuIjHjjli6gsLCpKBRuJKe8gSje23oFqVRC78caoVcbObL62jvS4wXH2Zm1k6eaPYW/g/89leNu8bT1ZG73uXw34Lv6Pvb7J/Pc3ufIqs6662OW1up59+PVvL1wW8MJehUNkV1zRBRFQRTF5qIotrz0s00UxXJRFPuIohhx6fdfMmXB1U7BtIFRnMioYFNswV+x5G2RU67lk50p9IryuDyE4m5wsVPw5tAmxOZV3/NWt79hMZvZ9sUnZJ6Pod/TL9Coa8+/ZN3fI5PLaTtkJE99vpRWg4aScGAv3770DMfX/oJR/8fB2Q+3J5NXqeOT+1tgq7ixm6bOaGbxvlR8hGqesG2CIJfgNLh+WIfcyw6HngHo4yoY3qr/Td02CpmEOcOakl2u5etDN+/VU5RRTdqZElr1D8Te5cpF31ElZ1AzHz4a04KTM/uwZVJXpvSNRCoR+GJfKiMWHqXde3uYsvo8m2MLbmgBarWZ5OZ+j4/PGBwdm93ydZHJHIiIeJ3a2njy8lfcctuGwCPAgdaDgkg5WUTmhfr2FlcHW8c3HX/PZfiztPNux+qhq5nebjqxJbGM2jSKz89+jtZ44+ypm2G2iHw9+ysm7/2KZy5suCey/icrXh9sF0hzfyfe25pEbd3fn1suiiIz1l1AKhF473dDKO6Goc196BXlwSe7UsirvLMP1Z0iWizsWvIFF08epcejT9G878B7ut7tYOPgSK/Hn+GJTxcR3LI1x1av4LuXJxB/YM9NK2ePppXx44lsxncJoX2I6w23AVh5MovKOjOjHaQoSyw4DQhG6nClCtaxZwAyDxtsT2lp07wVR48eJT//+lzqrhHuDG7uw8L9aeRWXP8eiaLIkV9TsXVS0Kp/0E3lkUgEmvo5MalPBOue70LMrH58/mBLukW4sz+5hEm/nKPVO7u4/6v6dguJBTWIokhq2gdIJErCQqfe6qW8jJfnEFxdu5GePg+9/t53aGw7KBg3PzsOrEimTmNkeeJysmqymNlhJkrpP3c4ytXIJXIeafwIm0duZlDIIL6J+4bhG4ezK2vXbXkRRFFk67T3Gbp1KbN6PMt73YbfEzn/k0r+tyBsqVrP53v+/iDsqtO5HEsvZ8agaHydb90H+3YQBIF3R9ZbZ7M23Du3lCiK7Pv+axIO7qXTmIdoO2TkPVnnbnHx9mXYlNd4YPZc7N3c2bn4M36a+QrZceev2a62zsi0NRcIdbe7YWXxbxjNFhbsScFLUDPW6Ifc3x67DvW5/6KpfmaoIJfgMjIcc6WezrLGODg4sGHDhhu6bWYNboRUIjD7BkHYtDMlFGfW0HH4nfWKd7VTMLylH5892Iozs/qx9rnOvNArHJ3RzMc7U7jvi8N0eG878w66kydOxcjtFZoLgkBU5NuIooGLqe/dtjx3i1RW77bR1RrZsuY4Sy4soVdAr39MsPVOcLdx572u77F80HKcFE5MPTiVCbsnkFF987s40WAg9sUphG/5ibd6PEWavR8K1+tjPA3Bf0LJiyYTtXv3YtFdiXa3CHDmwXaBLDuWRUrR3xeELaqu472tSXQIceWh9g033cfPub4VwoGU0nvmljqycjnnd26hzeARdBoz7o72NVdXU/jGGxS9//5lBXmv8I9uwkPvzmPwS6+i16hZ8+4s1s+dTXlefQfP97YmUVit45OxLW6ZevrL8XTK60TGOzggqRNxGVHf5tdUWkpqz14UvfMuoiiiDHXGrp03uhNFDOs08KZuGx8nG17uE8GepBL2JF6xjk0GM8fWp+EeYE90x7vvFS+VCLQJcmFq/yi2TOrGqdf6MHd0E0IcL3K6uC2zdrjRas4uHv7mBN8cziCtRH1Lg8DWNpjgoOcpKdlKefmhu5brdvEMcqT1gEB+LF+K2fzXVLbeS1p5tmLlkJXMbD+ThLIERm8czadnPkVj1FyznbmqirQnxqPcu4O3u43nnHMkAaGFjO7+8D2R6z+h5LUxZ8l74UUudu5C3ksvU715C2a1mmkDonBQyXjjbwrCiqLIrA1xGMwW5o5ujqSB+4I/1imYlgHOzN6cSIWmYZsqnVy/mlMbfqV5n4H0ePSpO3IxqQ8dImPoMKrWrqNy+Y/kv/oq4g0s3YZEEASiu/TgyU+/ovvDT5KfnMgP/3uRHz7+hI0nUnimeyitA29u1Zot4iUrvo77auyx6+iDwr8+b7x04ULMZWVUrlhB+VdfAeA0KBiJrRyHM3patby522Z81xAiPO2ZveVKEDZ2Xy7qiobvFe/pqKKz9wEmNF3AvkmO/PJMR8Z3CakP7G1Nou+nB+nxcX0hltZw4wtvUNAEbG1DSEl5C7P53k29+g1TqyIy3M7Trngg7tLrewf925BJZDzU6CE2j9zM0LChLEtYxrD1w9ieuR1RFDFkZZH5wIPUxcYyo+sETrlFE+avJTu8DbsKqu6JTP8JJW/buhWB332L04jhaM+dpeDVV0nt1JnaKZOYa5NFSnIOG8//9UHYzRcK2ZNUwtT+kQS72zX48aUSgQ9HN6NGZ+TdrYkNdtyz2zdzZOVyorv0oM/Tz922gjerNRS+8Sa5E55F6uRI8K+r8Zw2jdrtO8h76WUs+ntfGi5TKGg3bDTjP/+aRn0GUXLmEE/k/Uw3TSxGw83X/+lQIqV1As+qnJHaK3DqHwyAPiOTql/X4PLQOByHDaX08y+oWrsWia0c56FhGPPVdHdqcVO3jVwqYc7wpuRW6Fh0IB1tjYGYHdkEN3fHP/rmsYG7wWCoICPzc1xdu+Ht2YdOYW7MvK8Ru17pwZHpvXh3RFMivexZdjSTqatjb5ihI5EoiYqcg64uh6zsRQ0q33Xymg3MjfkQPxt/Gmd25+ia23etms1a8vJ/JivrK0Tx3g9Uv1PcbNyY02UOP933E242bkw7NI23Fo8lfexYNGUVTO72IrEeIXg6mPHwDkcwirQ9dW/Sov+5ZaF3gCCXY9e5M3adO+P9xhvozsdSu3s3tbt2EXjwED8LAslnwyl4cgweA/sj977349TK1Xre3pRAC38nxncJuWfrRHs78lzPMBbsS2NkK79b9sG5HeL372b/90sIa9uRgc+/ctsVpppTpyic+RrGggLcnn4K90mTkCiV2DRpgsRGRdHsOeQ99xz+X36JxLZhW+jeCFtHJ/Y4dWZ/gBOvOF/k5K8/kbBvB90efIxGXXsiSK7YN2azhYX7UvESBPrq5Dg/EIrEpv6rUTr/UyRKJe4vvIDUwQFzeQWFb76F1M0N+x49UJ11Qbs/n2Ej7uOnTSs5ePAgffv2vUaWTmFuDG/py1cH04nINWA2WOg8KqzBzzkj8zPMZs2lvjTXXpj9XWx5pGMQj3QMYumhDN7blsSCfWm83DfiuuO4unbG22sE2dlf4+01HDu7hpcVuBxsXdx3MVK5N2d35hDexpPAxm433Uenyycv/0cKClZhMtUrRYOhlIiIWQ1aKdxQtPBowS+Df2Hv12/i8+U68p3h7UFdyTO6oxIF+pbZs7a5hef3aXAPdr4nMvwnLPmrESQSbFu3wmv6NML27CZk3VrEhx7HTltD9YcfkNazF5kPPED5N99gyL53HfjmbEmkts7IR2NaIJPe25f5hV7hhHrY8dr6uJveht8OKcePsGvJAoKat2LI5OlIZX9sA1jq6ij+4ENyHn8CpFKCVvyE5//+h0R5JUPCZdw4fD74AM2Jk+Q8MwGzWn3XMt4uuxOLWXs2j4f7t+HRWW/zwFsfYufkwvaFn/LTa6+Qm3Cl8GfZ7hhKDHKekThgE+qMTcv6C6X27Flqd+/B7Zmn0chyMFKL3+efo4qKIv+VKdTFxeE8IhxEcL5gvqXb5rX7GuElSsg+VUKTHn64eDfsnV2tOpn8/F/w83sEe7vrFffVPN0thFGt/Zi/5yI74m/c6yk8YiZSqc2l3PmGd3UWqgv5+sLX9AnsQ1e/rrQbEoKLty37f0zGoLv2MyyKIlVVZ7gQ9wLHjvckN/c7XF270qb1KgICniQ373sysxY0uIwNgSiKVHy5kIDP1mGIbMS04W0olDYDUUZv92K0PTx5Yl8NTnUijbveeHD8n+U/p+SvRhAEVI0b0/SN6Rx+bQET+02Dp54Dk5mST+aRPmAgGcNHUPrlQupSLjbYh3lvUjEbzxfwfM9worzvbT8QqG+O9cHIZuRW6PjsLrOJMs6dZtuCj/GJjGb41NeR3aAvy+/RXbhA5shRVPzwAy7jxhG6YT22rVvfcFvnkSPw+3QeuthYcp54EnNV1V3JeTtUagy8tj6OaG8HJvWuV3j+jZvy8HvzuG/S/9DV1rB6zmus/2gORVkZfH0kB09BpK8ox3lEOIIgIIoiJR99jMzDA+X9XTgTM4YTJwdQpjlAwJKvkLm5kfvsRMxVhTj2D6YuuYIe/m2xt7dnw4YNmH4XbPZyVDFO4YheEFGHNeydjCiKXLw4B7ncidCQl/9we0EQeH9kM1oGOPPKqlgSC653EygV7oSHTaOq6iRFRRsaVF6Aj898jCiKTGs3DQCZXErvxxqhqdJzbF0aABaLnsLCdZw+M5yYsw9QWXmcoMBn6NzpAM2aLsDZuS0R4a/h4z2azMzPycld1uBy/hksej05L0+lbNFi8kPa8miz3lRUjsWsDSM05ASH3RcQnzcLnV0hY15tTXCzG1dg/1n+00r+al4dEEWNhx9vOrQleM2vhO/dg9fMGUjs7SlbuJDM4cNJHziQknnz0F24cNcKv6bOyOvr44nycuCFXg0/vu1mdAh1Y1z7QL45nEFcXvUd7ZubcIHN8z7APTCYUTPeQq669QQe0WCg5PPPyRr3EBadjsDvvsX7zTeudcOYDHBgLhy/4td1HDgQ/wVfoL94kezHHsdUdm/mvL61KYFKjYF5Y1uguKqjoyCR0KhrT8bPX0K3h54gLzGeFTNeplHRKR43ibj0CEDuWX8OtXv2oDt/HvdJL5Jb8iOiYItS6U98wkskFc/BZ8knAOQ+MwFVhBy5nz3aHbkMGzCE0tJSDhw4cI1M2QnliIU60j2kvLfn4m33mL8dSkt3UlV1ktDQKcjlTre1j0ou5etH2+BoI+OZ5Wcov0HbBF/fB3B0bEVq2vsYjVUNJu/R/KPszt7NhOYT8LW/Yr16hzrRom8gyaeSOX96LkePdScx6VXMZj1RUe/QtcsRwsOnoVJd2UcQJERHv4+HxwBSU9+loHBNg8l5t4gWkZzj6cQOegDtru3ERfbmlZ7+aI0hgJSJPUL5JORZuqc/SKVNMRsj5rI0/0tqDPfGJ99gXSgbgj/ThfJ2WHU6h+lr4/h0bAtGtb5SNm0qLaV27z5qd+9Gc/IkmEzIvL1x6NsXh379sG3bBkF6e77pmeviWHU6h3XPd6FlgPM9OpMbU60z0u/Tg7jbK9n4Yhfkt+EmKkxN4dd3Z+Ho7sHYtz7A1vHWSqIu5SIFM2agT0rCacQIvF6bidTR8dqNytJg7VNQeL7+/4EfQsfnLj+tOXaM3BdeRO7tTeCy7xo0RrI9rpDnVpxlSr9IXupza7dFSUE+b739KaHVF1FI5HQY8wBtho5AJkjIGDoMpFJ8Vy1mybYXWHT+SVxUNiwalUx16VfIZI6Eqp5BPWExypAQfOYuomzZRezaenNQkkBsbCxPP/00fn5+WMwWVr13GrPRQvjjETz4zUle6BXGqwNu3lrhdjGb6zhxcgAymT3t221CEO6sS2dsbhVjlxynRYAzPz3V4ZqLIkBtbRKnzwzHx+d+GkX/+fx5g9nAqE2jAFg3bB0K6ZVCs9raBLKzl1FUtBlBYsLFuQdBQU/i6tr1D/3tFoue2NgJVFQeo1nTL/H0HPCnZb1TNNV6ko8XkrHtDGGHPkNhqCFnzEO86ZdAWeYDCAj0jvbkIZk9yUcKSfFXIB3ijFvdBn69+CudfDvxVd+v7mrtW3Wh/H+l5C0WkVGLj5FXqWXv1J43HBRhrq5GfeAANbt2ozlyBFGvR+rqikOf3vUKv2NHJIrr54ACHEsv46GlJ3mmW8ht9Ym/F+yIL2TiT2eZMSiaiT1uHTArycpg9ZyZ2Ng78sDbH2LvevOAl2g2U/7td5QuWIDU0RGfObNx6NPndxuJcH4FbJsGMgUM+Qzi10DSZhj9LTQbc3lTbUxMfRaOszOB3y9DEfDnW7eWq/X0n38IX2cb1j3f+Q8vcvN+3MiCBBkvGTQE2ceRlXIOB3cPWgdHYvvtcgIWLWRO1nnWXIxARAAElAK8M9iGIMV81OpE3ISOyKedx6FZRxxGTENzrATHJ6JYuvVHVCoVzz77LMnHijn4cwoDn21KWCvPy+0Idk7uTqjH9bNw74TMrIVkZHxKq1Y/4erS6a6OsfF8Pi+vPM9DHQJ5f+T1LRBSU98nJ/db2rRZjbNTmz8l79ILS/ni3Bd81fcruvh1QRTNlJbuITd3GVXVp5FKbXG0GULMr82IbN2GHuNuXrz2e0wmDefOP05tbQItW3yDq2uXPyXr7SBaRHKTK0g8XEBmbBlO5Uk0T/oWqUqJ9v2XeC7/W8ouPgsWG0Ld7XhGcKDsYjXV7VxYHCpwrFNjAlQKksqT6tOAXe/uwm9V8lcRn1/N0C+P8HinYN7+g06QFo0G9eEj1O7ejfrAASwaDRJ7e+x79cKhX1/su3a97KLQGkwM/OwwEgG2v9wdG8Xf1+/92R/PcCCllF2vdCfI7cYBvoqCPFa+NR2pXM6Db8/FyfPmOcr6zEwKZ8xEFxuLw4ABeL/9FjKX3+Wc66pgyyuQsA6Cu8HIJehVCqQWAdnKxyD3FDy0CsKvXBh0cfHkPv00gkpF4LLvUIaG3vU5i6LI8yvOsjephM2Tuv5hLKSgoIAHFhxCLTqyOToQ/yeakptwgQM/LKUkOxMnZGxr/AhndTaEO+TxVq+BPLYpHk8EihEZGOrEyz1PU5j/FVKzDY5f6fAMHobgPhqJXEbtYEdWrPyZzh07k7fXBmcvW0ZObY0gCJTW6un9yQFaBjqzfHz7u84KqdMXcfx4X9zcetC82cK7OsZvzN2RzOID6bwzoimPdry2zYLJpOHEyf7IZU60a7cRieTuRhMWqAsYvmE43fy7MbfL2xQUriIv70fq6vJRqfwJ8H8MH5/7kcsdObI6ldh9uYx4pRV+Ubc/HtporObs2XHo6nJp1XI5Tk73plOqplpP0rFCko4WUFNWh8peTnN5HPabFqEMDaHo7ad4KfEDtNnPoFP74KCUMUG0R1pmoMUD4TwgVjDOx5WPohqmL/097yf/b6KpnxOPdAhi+fGsGwacrkZiZ4fjwAH4zfuEiGNH8f9qMQ4D+qM5fJj8l16uL76aNInqTZtYsPEcORVaPhjV/G9V8ABzhjdFIZXw2vq4G8YWqkuK+fXdWQDcP+vdmyp40WKh4sefyBw5Cn1WFr6ffILfZ/OvV/DZxzEv6UJl3layew4lrk0QR+If4MjRjpyOHYdpzBLwiIJVj0L+lWHdNs2aErh8OaLJRPajj1GXknLX57z5QiHb44uY3C/iDxW8KIp8t2EvuaIDD0iUeI+oj50ENGnOAP9IonMrWOE1gLM6G/oEHmDJiDC6dQ5ieEtfqqUCj6ts2J1RzZMrGqPy+g6Vgy8Vz5vIdtmAWbsVU6kOrzwlLVu25NiJ49ToKuh6f8RlZe7hoGRq/0gOp5b9qQHt6WkfA2Yiwv/8+OT/9Y+id7QnszclcCz92liJTGZHVORbqDUp5OZ9f9drfHS6fgThSFcpR491IS3tQ1Qqf5o1W0TnTvsIDHwKubze9ddhRCiOHjbs+zEJo/724xdyuRMtW/6AQuHB+djx1KqT71re3yNaRHISytm+JI7lM49xcmMGDm4q+j3ZiMGeJ7FfvwC7jh1J//BpXkicjaxqOFq1D4IAIzQKVGozw15uycZL3smXgv6a4q//d5Y8QLXWSK95Bwh1t2P1s53uuBJVNJnQnompz8XfvRtTSQlGQUpJRDPaPDIShz59kLnd3PXxV7DiZDavr4/n4zHNub/tFWtBXVHOyrenU6euZeybH+AZfGPr2ZifT8Hrs9CeOIFd9274vPMucq/6CY6iaEGjTaem6iw1KcupVsejsZMhXnoZVaoAnBxbYGMbTHb2YtzdetMs6E2EZQPAoIHxu8D9SlBan5FJzpNPYqmrI/Cbpdg0u3XXxN9TUltH//mHCHazY83ETn+YspqYmMgrP8ZTINqxq28TfPoGA/WxmZODxzCjw1Pk2rkyNnwTnRWnydwRSPO+gwjoN5r7Fp9mXFt/BqgFpifmUojI8+19GNZsH7k5XyGpEvFJHoy9dizycWEsWbUMlUrFlOkvIbsqJdVktjDsy6NUag3smdLjpoPcb0Z19VnOxNxPcNDzhIXdXhOyP6K2zsjIRccoV+vZ+EJXAt2uBNJFUeRC3LNUVByjU8dd1wQ//whRFNme/BXTTy1isJOB/k4SvL2GEhDwBA4ON3drFqRWsn7eOZr18qf7A5F3dC46XR4xZx9AFE20ab0KW9vgO9r/an6z2hOPFFBbXm+1N+rkQ+Ouvjg6ChRMn0Htrl04P/gAJx5sytun3iFA2p/4uJ4ADKpT0MXBniEvtkDtJKPTiaQGteLB6q65IavP5DJtzQU+ub8FY9rcfe/qOoORSW/8RKO0swypTsaclwcSCbatW+PQvz8O/foi97nzAdd/FotF5MGvT5BSXMueKT3wcFCiralm9eyZ1JSWMGbWu/hGXu//E0WR6nXrKX7/fRBFPGfOwHZYL2pqY6mpPk9NTSzVNbGYzfW57jKTBUfRHceQUTi5dsDRsTkKRX0qWGytFm3hcrR5HxMW+irB9n3hu/6gsIOndoPDlYCrIS+vPrWyspKAr5dg2+b2fL+iKPLM8hgOp5ay9aVuhHve2sdtNBp5Z/43LK8I5ClbO2a93h1BKsFiMLNv4tvMcIimXOXE6EY5DAqcR+PIJSTsuMiFvTvwjYzmQvOH+fVsPvum9sQmX8Mbq2LZbtLT0tmWjx5UUXz+WQyOGhxSm+JQ8jK7KiupdIyjW7du9PldDCMmu5LRi4/xbI9QZg5qdFvnW3/OFs6cGY1eX0zHjruRyRou5z6rTMPwhUfxdlSx9vnO10zO0unyOXFyAK6uXWjRfMkfHsts1lJYtIGM7GW8lVmARJCyuMN4ggMeufwZ+SMOrbpI3P48Rk5thW/E7bttADSaNGLOPohUakubNqtRKW8/wC9aRHKSLvnaL5QhWkT8olxo0s2X0BYeSOUSTKWl5D7/AnXx8XhOn8a2dhI+OvMxrd16cfrUfWgNZlrVSXkswJNBzzZDZS9nWkouvxRWcLxjI/xVN47t3Q1WJX8DLBaRMV8dI7tcy77/3TgIezt8uvsiX+xN5bsn2tIryhN9Sgq1u+otfH1qfc66qlkzHPr1w6FfX5Qh96769feklai57/PDDGjqzSfDI1k95zUq8nIZOeNtAps2v257Y0kJBbNnUZV5ELr5Q99Q1MaL1NXVd8cTBCn2dtE4mh1wij+Co9qCbe9PEFo8cN2xNpZU8mJiDhbRwkK7r3BQ76NVy+9x1ang+6HgGgJPbAUb5yvrFxeT88STGAsL8V/4JfZd/jhwtjYmj6m/xjJrcCOe7vbHPv0jR44wf2sJiaKSA491wKuxO4YCNeu/3MfbBhMSi4VhncMY6jcFudyF8OarWF9YxspzcfiePcIANzfeLo1kcHMfPh3bErPGyC/fn+eD3BIEQeC9fgH4xz5HVbNCZFon7Gumkmtvd022zdVMWxPLurP57JjcjXDP26upKCxcS2LSNBo3noeP94jb2udOOJJaxuPLTtE72pMlj7S55k43O/tr0tLn0rzZV3h49Lvh/nV1BeTmLb9clXqgzo8NpZUs7vMlXf173JEsRr2Zle+cBEHgwTfaI79DV2hNTRxnzz2CUulNm9a/oFDcupWEpuoqq72iDhsHOdGdfGjcxRdnryt3NnUpF8l9biLmyip8P/6In9wvsjh2MX0C+pMUO4yUYjV+JoG3mgTR55FGSOUS8uoMdDqRxEM+rsxtQCse/h8oeaNez8n1q+gw8gHkytvvRR2fX82wL4/waMcgZg9vesfrJhXWMHTBEYY09+GzB68P8OgzM6nds4fa3Xuou1BfYamMiKhX+P37oYyKumHQTRTFBivR/mJvKl/sTOB/4gF0+ZkM/98sQlu3u7SOBa02i5qa85TFb6Ky8DhGHxNc+h6plL44OrXE0bEFTo4tcVAEIt31dn0GjX87GP0NuARft+b3+WXMvJhHU8GEk9nIaQHmS1/HTVJDh3abUOUlwc8PQEB7eGQdyK/k5ZvKysh56mkMGRn4ff45Dr173fTciqrr6Df/IFFeDqx6thPSP3C71dbW8vmnP/CdLoRHvZx5e3Jn1EcLWLo1mQUWLcE1RYzo24LRXcv4JeF7LjhN4UCtCqMINjoNOhs7WscdI8Tiw7ZiBTsndyfSq14xXzyayytbEkgQzYz1UDDmxNtoR5dg9rTg5TqW3fudUCgcePbZZ69x25Sr9fT65ABNfJ34+ZkOf/i+m0xqjp/oi0rlT9s2qxGEexNWW3Y0k9mbE5nUO5yp/a9kuFgsRk6dHobJVEvHDjsv30WIokh1dQy5ud9TWrYLAA+PAchcB/PYvjfo5t+NT3ve3RzZ/JRKNsw/R4s+AXS9/9ZpsTeisvIk52OfxM4uktatfrxuYLnFIpKbWEHC4Xyy4soRLSL+0S407nrFar8a9eHD5E9+BYmdHX6LFrJAu5Wfkn5ieNhwjAWjWXW2ADsLLO4WTbchoZff09+s+BMdG+HXgFY8/D9Q8hf27GD30i+RyuUENm2Bd1gEXqHheIVGYO9y6yv3Wxvj+fFENpte7EpTv9srJIF6n+rIRccoqNKxe0oPXO1u/aYZCwup2bWb2u3b0V24ABYLUhcX5IGBSJ2csBj0mEtKMRUVIXV1JeiH75H73f0Eqd/Qaut4Z/JU3Kpz6D1xIoHNbC+5XOpdL7/1/xDqQFnmgHuTwbgG9sTRsSVK5VV9cPJjYO3TUJkF3f4HPaaD9Fo/siiKfJpVzMdZRXSSmOjw9XvITEYSegwlNtqfd5mOg104nduuQpq4uT6XPnoIjF0OV/XIMVdVkfPMBOqSkvD7+CMcBw267rxEUeSJZac5mVnOjpe731YDuE0bN7H+uMBRJByY0BnpgTw+vFjIeox0KEygV6Q9BWOHsSo/i2rRHmcBIpPO0DQ1liHdu/NedikxzTsTkJmGJsOGblFeLHn0yveqrkLHR9/EsKyimsaaKj6I+RJtv1o03euQybyJiWlGixZjrnPb/Hgimzc2xPPFuFYMa3FrX3da+sdkZ39F27brcHJs8YfnfLeIosiMtXGsOpPLgnGtGHqVXFVVZ4g5+wCBgc8QFvoKxcXbyM37ntraeGQyJ/x8H8Df/1FUKl9e3vcyxwuPs2nEJrzt7r4e4uAvKcQfymfU1Nb4hDvf8f5lZfu5EDcRJ6c2tGzxHVKp6pLVXkDikcLLVnujzj406uKLs+eNq5Irf/mFonfeRRkZic+iBbyfuYQNaRt4pNEjhNTdz7RtSUhF+HZQM3r2vNJaPLfOQOd7ZMXD/wMlr6mqZPfShaSfOYHKwQG9WnO5M52di2u9wg8Jv6z87Zyv+PaqdUZ6f3KAIDdb1kzsfNtB2CUH0/lgezJfPtSKIc19EQ0GjCWlmIqLMBUXYywqrv9dUozpt79LS+FmLXdlMuQ+PiijotAcP44yNJSgFT/dNCf/j7BY9FRXxrNj4RIKEgpw7lRDcPPfeqpIsLePxEbtiWljLLIkAz6jnsf96QkIv+9XY7HAsS9g3ztg7wWjlkLw9W4UiygyKzWf7/LLGGwj0HjhHHxDwmg7eAQHV3xHrMyOwkGRPCf9FIvrKPq1/BhOLIYdM6DNE/U59VdZsWa1mtxnJ6I7dw6f997DeeSIa9b7rbDt7aGNeeI2GsAVFhayZuEWPjP5cr+PC0/XCsxS13ACE8GWUvTN3cn080cmiLS0nKSv2YTph324eXgy/NVZuPr6c3L9ahafi2d3j+HYJpVizDOz8YUutLiq6M1oMPH1m0f4Hi2O1QXMP7oIMVpF7XMS6ixFFBRE06vn5wQEXKlhMFtERiw8SnFNHXun9sBBdWPXoVabzYmTA/H2GkLjxh//4Tn/WfQmMw8vPUl8QTVrJna+xgiKT5hCcfEmZDInTKYqbG3DCQh4HB/vEUil9QryUN4hXtj7ApNbT+apZk/9KVkMdSZWzjmFVC7hgdfbIbuLDLaiok0kJE7BVtGFyriXyYqrvmy1N+nmR0gLd6SyG98ZiWYzJR99TMUPP2DfsyceH33Aa2fnsDt7N8+1eI62xhE8uOYcFmDeoMaM7nntZ3JaSi4rL/niG9qKh/8HSh7AYrGw//uvOb9zC90fHo9vZDTFGakUZ6RRlJFGRUFefbEOYO/qdsnSr/85XWvH9G2ZfDSmOWPbXn+VNavVlxR3EabiEtLzyxmX70UHYwlvZ27FXFyCubz8uv0ElQq5lxcyb29kXp71f3td+tvbG5mnF4JCjubIEWp37UZ9+DBiXR1Sd3fMZWU4j3sQn7fe+sNzF0URnS7nkoV+jpqaWGpqksje605lmhNBPbSYwnw5mOnBE70G09K7OeUffU712nUoIyPxnfshqkY3CPzVFML6CZB5CBoPh6Gfg831wS+DxcLLSTmsL6niCRcb/Be8ja2DA+Pe+QQbB0dMBgNnNq9j1+5d1A1V0MdmN5mu0xjfYgKSvbPhyHzoMQN6zbz2PdVqyXtxEppjx/B68w1cH3oIgLxKLQM/O0xTP0d+frrjH16YRVHkp2+XczrNi22Y+VywZbbCQInehDHaEXOQA02NdYxrHEZo0euYK45z4fsAQlp25L4Xp6K0veSSsFhY8/6bnKisZV2vsYgnq4n2tGPHpCt+5rM7szm+Pp2ej0Twyb5UyrLjeP/4UvAORvi0KcUVv6LXu9Chw2LcXNtd3u98bhUjFx3lqS4hzBpy44yTCxcmUlF5jE4d96BUet7ynBuK0lo9w788AsDGF7uiIo3c3O8pLNoMGJHJHGnS+DPc3Lpf42rSm/WM3DgSqSBl3bB1yKV3F/O6mtzkCjZ9dp6W/QLpMvrOWoaoK+ut9uysn3Bp9D2ago64271Nk65+OHncupeQRaMh/9VpqPftw+WxR3GYMomph1/laMFRXm37Ki3LevPw1lhqJfBsp2BmDr+2/uY3K/5hXzc+jLw3A8r/80q+pqaG5cuX07lzZ3L2biU95hTDpswkon3ny9sY6nSUZKZTnJF+WflXFOZfVvxmqQqjRUlbH1fczCJOtWokxaWYiouxaK5MdrEgML3rc2Q6+7Iscy3e7g7IPb2QeXkh967/LfPyQu7lhcTR8Y586xadjtq9+yiYORNFQACGjAx8536I0/BrZz8ajdWXs1xqas5TU3MBo7F+TrpEYoODQ1Oy9tuTfbqIDmNG0vX+p1DrTfT79CCtyzOYHPMLpuJi3J5+GvcXX7jx3ULyNtj4ApjqYNBcaPXoNZb2b2jMZp6Oz2J/RS3TfJ1x+PIdjHV1PPTOJzh7X5tVVFNawu6fvqUyfC9+dnlskL3D3I4jcN42Gc7/BIPnQbunr31N9HryJ7+Cev9+PF99FdfxT/LItyc5n1PFjsndCXD942ZfSUlJXPgxlpkOrri5qigt0CKaLJgaOTMm6yRDL16gz3dLKSk+TXzKIxSc9CA09AU63//wNS2JAdSVFSyfNgmduzdfB/RFn2PhwcFhfNA1Cl2tkRVvHsc3wpnBL7TAYrbw/c8XOLJrK1NPr0AT2hrl+0PIK3gflVJLYNDThIa8gvTSTNOZ6+JYfSaXbS91uy7Xv6LiKOfOP1afpRQ88Q/P+WaIokhunYFAmzuJXdVnAQU7lfBKqw9RyRX4eI9GqfQmPeNjoqPew8/vwWv2+Sr2KxaeX8jX/b6mk+/dVeLeiP0rkkk6UsCoV9vgHXpr96rlUl57wuECsuPKEEUIaOSCX7u9VNUtxs/vYaIiZ9/yO2osLib3uefQJ6fg9fpryO4fyot7XyS2NJa3OryNZ1xT3jyWRobCQqcQV3559vpzfTUll1X30IqH/wdKvri4mI0bN1JQUICHuzvy4hw0mWmMmjgZD1v7a90nxfXWuKmoCF15GTUyCVU2SmpslVTbKNFc9SbYSmS42Tvi4emFZ2AoXlGN2KJ14u1DBXw0ujlj2zW8bw2gbPFiSj//AkVYGIaiPNy/f4c6l6pLCj0WrTbz0pYCdnbhODq2xMmxBY6OLbG1Defwz8uJ2bKe9sPH0O2hJ4D6C0jMrPew37oWjacvTb6Yh03LltcvbtTBrllw+hvwbg5jvgP3Gwe7Ko0mHr2QwdkaLXNDvZEsmUtZbg5j33wfn4ibl6Onnz9IYtFLaOQ2zDe8zRdRkXQ4MRMu7oT7v4cmI67ZXjQaKZg+nZpt28kf8QhPiy14b1QzHu5w8wHYv5FVq+Gtdfs47uaDWmtCHluBIBGQOylYZZONzYKP8V+0EHWAHyePPIatTwWBTl8S3emq3icGLax5EpqOgeb3k3k+hnUfvIVH2y7Mrm6K0U7J6OGRDDlfR8qRQsa92f6aVsKJCSWse3s+o+M2kBTdE9PDXTEYfsTHJxVb23CaNP4YR8fmVGoM9Jp3gEgvB1ZN6HhZ+VgsJk6dHoLFrKdDhx2XLwp3itEiMjUlh9VFlTzq68a7EX4oJTcP3BqNNRQUriYv70cOZ3nw1YUnuS9ay2cP9UehcEIURc6eexi1OplOHXddTovMq81jxMYR9AzoySc9PrkrWW+GQWfilzknkSuljH29HbIbjHNUV9ZdzpBRV+qxcVTQqHN9hoyTR/2M5bS0uWTnfE1w0HOEhf3vhmvVJSaSO/E5LGo1fp/NR9+uCRP3TCStKo0POszFvMebNcmF7Lc14emg5OiM3te10sitM9DpRCKP+Lrf1IoXRZFt27bh4eFB+/bt7+p1uZWS/08MDXExGBhSUEBaVTVn9HpKlbbIvYNZs2QBPWJTsDPU+8Evu0+8vLBp2wZHLy/8vK64Uj6PrWZ5XDFfDfbDtqaQoow0SjLTyE1LgrQk2LeVWpkDj7j6EZSnIUtZhldoODb2DddO2GzWYRrmB1tcqSvJouQ1HQWlk6EUFAoPHB1b4OM9GkfHFjg6NrsuU+DYrz8Ts2U9LQcMoeu4xwHQnT9PwYyZ2GdlEdt+AO/69GKDbzjX3fAWxdcHQ0uTodOL0OdNkN1YoRTqDTwYm0GWTs/SJoEYf1hIekYaw6e+fksFDxDWsgeulcuIOTuOh2WLuT9tJi8pRzPFrxzJumfA1hVCrgx0FuRyfD/+GC0y/Db8xJvtyhnX7r6bHl9jMrO1rJrV+eUcrVYjBgYgT6pCkaNBKhFwkElZMaIR8sffQtG2DdmCmYOfvELU2DI8XMYS3fp3za2OzIeLOyBtD9i5EdKyN22HjuLM5nU81N6XH0vdWRVXyFGZjDd7+F7XK75xE0+Cl77JlkdraZa8l02/2FLd9j6Mxlwiwo9xJmYMQYETCAmZxPSB0cxcF8eG8/mMbFWvFPILfkajSaV5s8V3reDVpvo7rgOVtfR0ceDHgnLianV82zT4OutSq80kN/cHCovWYjZrcXZuz/h+TyBzC+LL/em0O13Bk12c6nutRM3h5KkhpKZ9SJPG9Qp97um5SAQJ/2t7Y+X5Z1DYyOj1SDSbF8RyeksWnUbWxzYsFpGc+HISjlxltTd2pevYCIKbuyP9nfINC5uG0VRDVvZiZDJHgoImXPN87b795P/vf0idnAj65Weq/J14ZscTFGmKmNf2C0p/VRJXUMIBBxNyqXDThoBfZBcjQeClwJu7144cOcKZ06fo3vHP9QW6GQ2i5AVB+A4YApSIotj00mOuwCogGMgCxoqiWNkQ6/0ei1ZHyb79+Lm4EOjlSbq3N2ccnKi1d2SPXzCjBw4mtFWrP3SfPBdhZE32QeYnWFg7ceRlX2+dRk1xZjoLVu1HW5hNC7GSIyuXX97PydMLr5BwvMIi6n+HhqOyv/PGU2pNKnFxL6LVpqF4SIHb+wJe6wOoowhnny4Ez12K5BaW15kt6zm+5mea9OhL7ycmIBqNlH65kPJvvkHm7UXg98twb9KKDz49yGvr4lg54ZI/WxTh1New6w1QOdWnNYb3uek66do6xp5Pp9pk5udmodRt+InkMyfp/eSzhLfreFvn6uLSmkbRsxFSXudJ48984jqe2JLhLFUVo/zlIYQnt4LPlewRUZDwRuRwOlysZODp7ZS864zXrFmX3SkWUeRYlZrVRRVsKa1Ga7bgW2dhYH4hOZlS0s1mpAK42yv4+ZmOOK78nrLycnIH9+XUV58TPcyCRCIjqsm1/djFikzEI5+Ra+qIu10ZtqsfRxi/k64PPkpeYhzyhO14+j6A5lwuBb1DedvORJhaRyN7m2uOY+tsw5D33iR2Sg3DErfxmXIsGdpgAny74htwjKzsxZSV7eO+6I9YGeDMe1uT6R3tha1MTUbGZ7i6dMHd/cZ56X9Eid7IwxcySNTo+DQ6gId83NhWWsVLSTn0O5PCksbBdHWxp6LiCLl5yygvP4ggKC5VpT6Og0O9j3lKP5GUYjXvbEkk3NOebhEe2NmFExT4DFnZi/DxGU2c2sCB3ANMaTPlT2XT3IrAJm406uLDuV3ZeIU4UpanJulovdVu66ig9YCg+mpUd5ubHuO3C5TJVEta+lxkMkf8/B5EFEUqly+n+MO5qJo0wX/RQgpUOp7Z/hi1hlrmNVlIxvcGauo0rHExIppgyaNt8HG6fq0cnZ5fCst51Ncd3xu5aUwGMg/8iOrI90yTZaOqKwOGNeArdelcG8JdIwhCd0ANLL9KyX8EVIii+KEgCDMAF1EUbzmO/W7dNafjU3lqxQUeah/IC4Na4qCSYzAY2L11C2fOnkOUSGjWrBl9+vbF2dn5lsf6rbjm9+6YdWfzmLI6lreGNubJLiHUqdUUZ6ZRnHHpJzON6uIrfUicvLzxCo3AKyQM77AIPEPCUNndXPEXFW0iKfk1pFJbGjeai6trVyq+/pbSzz7HccRwajZsxPPV/+H21I2zFH5LI43s0IXBL0/DkJpKwfQZ6FNScBozGq8ZM5BeuvD8Vu37/shmPNTUFjY8D6k7IWIADF8I9jcfIRhbq2VcbDoCAr+0CMVwYAcHf/qONkNG0vPRO8+gSEqaSUHhak4pZ/K5oS1tsmNYlfUWtjYKJM/srS+a4kre9kejm9HjwCoqvv0Op5Ej0b0+i19Lqvm1qIJ8vRF7qYSBZjkDTldSq73IhjovTmFBAAJcbVjxdEd8zBrS+g+gyt2Fo642tB7aD/y/xstrCBHhr6FWJ6NWJ1Ocm4PHrl34WlJYpZmDWefKgz4zUNjZIDy9hyqdwI/TJ5Hl3pq1sua0rztL4ogh6CRSFjUOYoD7tT5jURQp+/4CJctmQ2kKb3V8khIfb74c3g7fsHySkl/HaKzA1vUpHlkVzSMdwxgX9Sv5BT/Tvt1m7O1vvyPjb6Rp6xgXm0G50cTSJsH0cXO85rnxcRmkafU8LNvOAOO3KBUe+Pk9jJ/fOJQ3qEpV602MXnSMopo6NrzQhRB3O8zmOk6eHIQRKR8UylBKlawZuqZBgq03Q68z8enso5SrDYSYpQQ2cqVJNz+CmrtdZ7XfCovFwIW4iZSXH6JJ1Kfw7Xkqf/4Fh3598Z07l9S6XJ7d/SwW0cI7fp+R/GsNCjsZ3zsZyK7S8Wz3UGbed+Nq5f8l57K6qD4v/rKS16vr7wiTt2BJ3oHEWItRUCCNHoik+QPQaMhdvR5/iU9eEIRgYMtVSj4F6CmKYqEgCD7AAVEUb/kpvVsln5hXydNf7abAZIeDUsaD7QN4sksIvs42xB85yMZVv2By80YildKuXTu6deuGnd2N86pFUWTskuOkl2rYN7UHzrYKSmv19Jt/kDAPe1bfouhGp66lJCOdooxUSi5l9dSUFl9+3tnb53cWfxhylYzUpLepvbgCL6MPvpYQpHoNRA5EjBxK1oQpGAsLUbVogebgQQKXLcOuw7V+u6QjB9j25TxCWrRm2CszqPr+B0oXLkLq7ITPnDk49Lq2oEgURR7+5iT2eYdYbL8UaV019H8X2j9zw+DqbxyprOXxuExc5TJWtQjDGHuaLZ99SGSHLgyZPP26IOVvn61b3T2ZzXpizo5Fq82iPHgZU9KhUXkSa+MmIygckD67j3zcue+Lw3QKdeO7J9pRbTSz4tcNrNNZSAiLRAL0cHVgjKMD7fYUIkmvIStU4PWMSrIv9eALdLVhzcTOeDqqyJg6Fd227Zzu6EvTx/qBYwzV1THI5e4YjWWIZinlyQOxSQtgmMu7pHsNRBjYnVMbCxDSQhjt8TpS7yiEJ7aRdDqGrQs+ZnXA4xilMKpmBwcenUyi3szMUB8mBXpec/6maj1FHx5Be3QehsoCpnaeQJ6LL5+2CqfXcD9S09+lqHgDteZQfozvyfMtvsff/2GiIt++6Wt4M05VqXk8LhOpIPBT81BaOl5VsVlXQF7ej6Tnb2CR+RFOCl3o7aBhcfPWOClubgED5FZoGfblEdzslax7vjOOKjnl5Qf58NAEdtQo+Kb/N3Tw6XDH8t4u1Toj83al8OPxbARgx4TORIbeWcuDqzGbdZw/9hiS+XGoEgVcnxqP59SpXCiP47k9z2EjteE1m09I3laJZ5Aj+31gW1IxrQKdWf/8jauyc3R6Op9M4jFfd973U0HKdkjeAun7wazHonIhzhhArm1z+jzzDiJSbBzuLFHjav4uJV8liqLzVc9XiqJ43TshCMIEYAJAYGBgm+y7nLu6Z88eNh4+hzG0O7tT6tMZBzfz4ZluoRjjDrH3p++wb9mREm0dcrmcLl260LFjR5Q3qJBNKqxhyIIjjGsfwLsjmvH8ihj2JJaw7eWut116/hu62por1n5GGsWZqciqs/CxqcXPsZpA9yoc6gyX24GKTgEISgcoSQSgTtWarJ9KsevaCUN2PubaWkLWrr3cLCzt9Ak2ffo+ftGNGfLgE5S88RZ1Fy7geN8gvN544/qOkQAmPdVb3sDp/BLy5cH4Pf0zeN267fKWkiqeT8wm1FbJyhZhmDIvsubdWXiFRnD/rHeR/S5Dp66knEOvfoNYW0PLHt64jB6Fwv/GxV06XR6nTg9HqfTELupHxicU4VN6jl/PT6bGYMd78insFaJ566m27KpRs7OsGr1FJMygo8+W9QyXW4h+bArVm7IRTRYKu3nz1IFEdGYJBsBeKWXzs47IzBcpOLYdh9kX0HS1UPPglRF9Uqkd7u59MFS2JGFnAOpSE4/6v4qtnUjlk4f5/GAuvcN0VBzehSJJwWDX9yCiP4kBn9TXaEjVbPa+j4HaMzSz5HLuqWlsqdIy2suFeVEBqK6yLtXHCqhYfRb92U/R6zS80nE8aXZ+PObgwPSn2qCRHiMxaRZGYzkmUUHProdQqe5sQPu20vr3y1ep4JcWoQQoBdSai9TWxFFecYSyst2Iooin50D8/R5nVW0g72QUEKxS8l2zEKLsbj0d7Hh6OY9+e5LukR4sfawtBZo8hq8fTDMbM4sHb8PW9o+D4neKKIqsO5vPB9uTqNAYiPJ2IKmwlsc7BzF72J1XrP+GMT+fnInPok9Pp2acQNSkH0jWmnh5/8t4Kr2YWPs22SerCWvtSWEjW2ZvTcLJRs6Jmb2xUdzY4/3emROYkjYzwxCDMu8kiBZwCoRGQ9AG9mLpzjgMJgtPP/00To6OrHhtCq5+/gx+6dW7Ood/tJK/mj+TJ18WH8/CtWvp2rUrUa078f3RLFaezkWtN9Ex1JWOpnRMB1fSevRDlFgkJCcnY2dnR48ePWjTpg3S301+mr05ge+PZTFjYDQfbE/m1QFRdzfOT10CeWcg/0z974JzoK+vMjVKBWrsFRTUeJGWY0+hzgGdWYGbypf+nfvi4ZmMrHA75QdyKL3giO99zugySzA4tCbg25/JTopnw9zZeASF0je8CZWfL0CiUuH91ps43neTwGRZKqwZD0UXiPe9n9EZg/n8kU4MbHpz/+lPBeVMS8mljaMdPzYPwVJaxC9vvIrNVbnwV5NxNIN9y86T7JFLnVxNZFEIzZO2EBJpi8v9Y3Do3RvhdxeF8vLDnI99Ei+vIfhGfMwLSTlIUnczI3Mp37kOY5NvPzQqW1zlUkZ4ujDW25UWDjZUrviZ4nffRerRCIcRUzjTXsGrO4qRiiY0FjkgMKXNQpq41bcxdl4sR5UiICweiktoB9SaVHJyltK8yc/E73Ei8XAB9q5KhrY9huuFd0nu+TWT95hon7kFsyDDv2lTXCUGvAor6On0HUnmfiTYTaGmeDnfSTtS5+DFuPRleAX4UzJ+Kh/llNLKwZbvm4Xgpax3X4gWkdLFseizstAd/gitRGBOp4c4Kw+msSDlk16RODc5T1JK/RfeJImmS7vP/nBA9298k1vEG2lFNFXpeMdpD1LNWWrVyYiiof54Jhs0mpbIpH1xcQnD1dUVV1dXLkqVvHCxAK3FwvzoAIZ73to6/vF4Fm9sTOC5nmHkyr/kVNFJXvPWE+TWmpYtljVYaw5RFIkrKOOtLWeIzS8i2EOC3qKlWF2NaPBANHizeVJXmvjefsX6b+ji4sh97nlEvR6veXNIUsxDW1fA/CIZtvLGjM16heJUNW0GBiFv6cKYJccRgG0vdSPa56rPvShCcQIkb8WQuAlFSXz9455N6l0w0YPBuzkGo5Fly5ZRVlbGE088gZ+fH2e3b2L/918zZPJ0ojp1u6vX6D/vrtHFxZN1//3UBgeTEhrCg59+ilyloqbOyMpTOSw7mkVhdR1e0joaF59g8uNDcA0OZc+ePWRnZ+Pi4kLv3r1p0qTJ5cBmTZ2Rnh8foEZnJNLL4fbG6Rl1UBh7lVKPgeqc+uckMvBqgujXmhJ5GRnGw0g9m9MoaD6WczLKj6dRXplHlbyc5OLjSEU5Pb3G4uLph11EFeVfzcZYWkHowCKkCgtZ+kg25fvi5OZJl4o6TKfPYN+zJz7vzEHmcQOrTxTh7PL6ClOZCoYvxBgxkOFfHqVMrWf3lB7XNWkTRZEvskv4ILOQ3q4OfNM0BLG2ml/e+B+GG+TCqyvrOLQ8joS0fA6HrCTTLaH+1C1Sgiub0qioOZ3iiwnUXMT3vm44jxmNMuxK5edvU47cQ2ZzXNqfL7KKqTCbkVlMdCw7j/u5FIaHBtPjwUeQ21ioyj1PydHDGC6cRLklg/XtuvCN73CcldVU6l2QSUxEudfy+dAqEvdcoHLPRdonFOP24ot4vvgCFouRY8d7g8mD1K1T0NUaaN4ngPa97JF/3Y5smyY8kjWKocU7sHNyokziiE1FNjLRDIKEHl7FtHVJJjtwFKqer/Pxu/NY4zmECU1tUG6ZT2SHLkgefpZJybk4yaR83yyEFg71LhNDoYaSBeeQu1dSufxNquztWTXwEXZrA5Bg4ONuc3F0cmR9en+6ev6AvcJIWOgrBAY+dc2IP1E0o9GkUVMbR3VNPF+WebDW0IU24ileYD52MiUODk2xt29KRoaZ8+cqsLV1xdbWhaoqLWq1+pr33OLsyo6o1uSo7BmMnkluNni6u+Pq6orqd7N/RVHk9Q3xrErYgW3Acqa2mUofJ7iY+g5Nm3yBl9dgRFFEa9JSa6hFY9RQa6hFbVSjNqipNdbW//7dYxqj5vLjtQY1NYZaRG7cU14iSqnNeBmF6M33T7anY+jtt/iu2bmLgunTkbm5EbDkK5Th4WxJWY4uew62EhnVZ96jOteVXo9E49LEhV6fHEBrMPPeiKY83DEILOb6YTjJW+p/KrMAgUz3lqxw6sSEfk/g6X1F5ZnNZlatWkVqaioPPvggUVFRqCvKWTZlIr6RjRg189Y5+7fi71LyHwPlVwVeXUVRnHarY9ytkjdUVJL0zY8otqyFkhJEV1c8HnkYl/vvR+bhgdFsYVtcIV8fTCehsBYbs45xrb15fkhbKgpz2Lt3L8XFxXh7e9O3b1/CwsIQBIGxXx3jVFbldU2agPpy//LUKwo9P6b+Sm655AJwCgT/NuDXFvzbgk8L9JZa4hNepqrqFF72o/FKeQh9Yi0AqkZuyNsLlCl2UlORwekfijDWSujd/HEcSu0xVxegPfguts2bYQqsYFs22MkNjA24AFVyJK0ewObhtxBsb2B96Sph88uQuBFCesDIJeBYr5zj8qoZvvAID7a/dvSbRRR5O62Ar/NKGe3lwmfRgWDQs3rOzOty4S1mCxf253FiYxopDqc4EroOo9TEY/5PMaBVT369sI7tmdvRympRGe0IL2tNq2x/WqZkEexjwnP0UJT9+7FHa+Tbiwc5bfTHjAw7nRmxqo5HxR3MTv2CWI+mZNjWYuNuQG53pT2EVHDj16Mj2apuTuuKVFLs/fC1tyfVYGHxiBAKV35OdXEh/auMKNQawnbuQGJrS2bar2TkzCDv8IvYyLvS8+EoPIMc0ayeiDJxNVPUz+KtK0fu5IJzcCiCREpuZR3lVbW4SowotdWMUu4iWp7DOm13cuSNWGeIpkzhzoygIgrOHiesVVsUHbrxZo2FahFed7NhoJMNMpkM3Yli9KdLsG+kpeLTOZS6uVI+6VVSa/bR2X8t+2MmM7r5fTxx9BQzu2zBQ34Ce/vGeHkNw6AvoqY2jtraRCwWHSZkLBVe4ghdGGGXzRsBAi5OzbCxCUKj0fLrr7+SnZ1NcHAxfv67kUhEnJ074OkxBomkDdXVGioqKqioqKCkopK1tm6cc/fFuyqfbhdPIjNrkNpKUToqkdvLkdpKEZQCBpmRjTlbMVsEWnq2QirVU1Idj9ZsxCixR2PUYLnUYuRmSAQJdnI7HOQO2CvssZfbY6+wp1YjIy7XgKZORrSXBxqdnNwSC11t3AiqUGCqE9nWaAkWkx/qnKcRRfhozLXzm2+EKIpUfPstJZ/Mw6ZFC/wXLUTm5sYvyb/w/sn3GarqTk/HY4gWGVEhy/GOiGTQ54fILNNyXxNPFnWorFfqKdtAUwpSRf33qtEQcgN70ymhgsd93Xnvqrx4URTZunUrZ86cYfDgwbRrV1/tvOWzuaSdOcEjcxfg7ut3y5jYrbjnSl4QhF+AnoA7UAy8BWwAVgOBQA5wvyiKFbc6zt0q+d/6cjsqJPQpPMXAjFME5meAXI5jv364PPwQNq1bA3AoIY93f9hFqtQbpVRgVJsAnuoShKYok/3791NVVUVISAhukW14cWM2Pk4q6oxm9k9sgnPlhauU+jnQV9cLoHQE31b1yvw3pW5/bV5sReVxEuInYzKq8cl+GvuUtkhsZdi286Au+iJFNesoLz8IiIiiFIXchazdgVRlWxjy/HTcdd5UfPcNJRfWczI6FKnJSI/iNPxa2uAUbEBQ54NEXp/62GQkRN0HKkfIOgrrJoC6qD7vvdMk+F2A9L2tiSw9nMnqZzvRPsQVo0XkleQc1hRX8oy/O7PD/UC0sGne+6THnGL41Ncvp0oWpldz8OcUcksKOBmwjBSvDLxqg5nZfBZu0Urs5faEu4RTZ9Tzw4YNbM/ZSpZrHGaJCWedJ17qdhiVTYgPi0Bjo8JDMNCJvXSy7ENSq8PPoZxC0Q0hw59H8rezI6QrRouaygIDMp0PLYe8xLxkO/Yml9BOoWHmmnepdvBk1tDpOCosDEr8FplczqDOvamb+wnec2bjNHoMsftzKax9DFFixKyejY0HlFeUo8+J4VHt1xynDbupz9W3k4O7XIfU0QeTwpHCKg3FVVqUiHjKTTxo+glvSvieMcSK4WwxNKGFNJ9W8oLLr7FOrmBnk/YUObnTJjuZtlnJ3PzrbEGQgN4iQypYsJGasUjr8PHMxD8gDonEQnFxOLW10aiUzkiVLpzSO1FgEmjv6kQHV0dkMhkymYza2lrOnj2LwWDAPyAfvX0SOtcOGGWVlFRfQG2oQY8Ci9wTk9QZndl82epWGzXAH+gHERBANDqA2Z4AGyUuKilKIQUnVSgBnr1xsXXBQelwjRJ3UDhcVua2MttrLNjMMg1vbozncGoZjX0c6dfYi++OZBKqExhoUWFRmwhs7EqnUeEs2LmUdbLv0OU/QIRtd5KKanmpTwSv9I24oVUsGo0Uzp5N9Zq1ON43CJ/330dQKvkm7hu+OPcFwyyP4h/TDpfAYrzbf4hC6c43iW+yL7UGf4WGPcppqIxVoHCAiH71rpjwfvXfNWBKcg5riys50bERPsorLsmjR4+ye/duunTpQr9+9amwWbFnWfv+m3Tq152MylI8nB0Y8Mybt369b8J/vuK1qEjN4m9jqQ5UcSijhAqdBT91KQ8XnaZL2gkUdVoUkZG4PvwwTkOHUKuu4Ys35xBj15hEVSgGs0ifaE/GdwlCUpbOsYP7cK7LxklSSw8/M3U5ZwkQSusXE6T1QUr/tuB3yVJ3j7xOcf6GKFrISFpAVuGXKHTe+J57AXunSKQdINd2FxXl68FSRp3FlfNlndmc3AobuZbJbb7FQaml/Fw0+TEig1+ahquvP7+88hxYzHTMKME1Yjgy/5Y49W2MXUgpstytkLABavJAqgTnAChPB5cgGLMM/FrfUEatwUT/+YdQyiSseaELky7msqe8hhkh3rx8aUTZvmVfcX7nVno/+SytBg6lTm3k2Po0Eo8WkOd3ngOeP1EnF2mXN5gmQZFst/uZAk0BAgJDw4YyqdUkvO28yUuu4OeVZ9nndZZ851NgqPeVy8VIIitb0dekxSvoDCrXdMyiLaHB4+qnB6kiyFo1h06FO/jGawpNbVpx5PR2Vio6UK50p6WfA+fy1bxUkom88AzzWtzPqPwttPRT0HP882S9+RbVtnbo+g4iK7UApWMSTVvsIiWlMyXFYUgkEkSZiif03+JBFTGGKIKUJXhQgQoDRpRIMZIR/T8MvgP5enUJ2x0teDmr+CDKkWanH0IhVXOqUSDvn3mYDEkA48s3IKurAYmAvYcX3k1asDakBXsEFd1VEqY5SKCghsqD2UgiBDS5MRjOZaCLENBHKjCbLYgWKUazHJPBDoPZAQ9XGzw8jmBrl4FW609OXh9yq1RYzGbsBRHBbMZsvuLasGChXFVOoW0hBbYFaORXWnTIBTn2chVKwYRc1KISLDgoHHGzD8PDMRpHlSsai5JVJXVUmpU8GuDPKG9fHJQOqAQVuaW5TDwykVb2rehgGsW88+Aqq6OfNJHIsBP4+F7k/LlBGI2+l/3+rq6uuLm5Xf7bzs7usjKuM5pZtD+Nrw5moJRJeK5nGHEF1cSdK2GwWYWjTsQ9wJ7OI8MJaOxKyskiMuNL+cQwk2JFOU3F9/FzcmVNTB4jWvoyd0xzlLKruptWV5P38mS0J07g9txEPCZNAkFgfsx8lsUv4yHNSzjGheEb4cygR72py/iGty8UsSFjMHKM7HKeS0jjdtBoaH2x3u8KBbN1erqcTLrOio+Pj2fNmjU0adKE0aNHI5FIMOrULH/lGQR9NREBevZKujE4WkW7B+9ulON/XslXFGrYOP80oihlwMRGfLriB0weEVQovDh/sZAu2TEMyzxGSHUBJhs7FEOGYte3O2u//RKFbwjK9r3IijtGuDGFTspMQsyZyC75AKtwIF8RzlZtJKOG3094iy6g+ON+KaJFpDY5k6SMGahtY9AVtielfDx6j4t42u4myL4+MBNf1ogDeV0o1LVEaajFSdBh6+JJYnkVL7RYRqRrGursMNJ2KlAgQTQa6ZhegFerttgPfJLaXYnI3KNBEFCGOmHb2gMb+XEku6fXB32h3gcfOQCajIKI/jeU/9DFUh5dfhr3Xv4USCzMjfTnMb/6POkzm9ddzoXv8fB4ko4XcnxdOlXGSs63WMt52Vn8Kl3pmv0sqe5niA3YRyffTvQK6MXFsvNcyNuMl0KBrdsgzostuWAORRQkBJQaaVZ1DlfPNZxTqykx1yK1yAipaE7jkgia+pcQJC2mRZv/Yaxyp/ZAJkbn9wnSxfBC1DxOpweg0epx0xZSrPLiAfR0U5n4yViOo1lDuKEYrYsLpquUnmCRIRftaNlxK0pVJX7m57ApS8CUdoAQcwYSASwiVEl9ce4wmmqbUDb8sguDTscYv7M4StWsyWlKgc4Vx8AQTmkdKFJ68VILH7qlv4ResGVbE29eOzuNXnYVvDm8Odu++Bi9VoMogsVi5lzLruzr0B9/YyUzLGtwlR3DIlWDCE6/SLE7IqXq/mCCnhuPoIjm3Y21bE2tpBVSnvNzo8/TLSmp2kTSxXfQmw2skTzOo80m0tOtPvBYoalg0bZFHCs5RoldCXpBjxRo7hxNZ68+hBBC/Il4aqtqCQ4Opk+fPnh7O1BUtIH8glVoNBeRSm3x9ByMn+9YLDbNmJRcf+Ef4+XCR1EB2EgEXtj7AjHFMWweuRlPW092xBcy8aezjGjpy4yeziQl3w84o9NOpry8koqKCqqqqq6ZO6xQKHB1daVY6sHmAhVlOugb4cTAJl58vSOLZuUQapRi76Kkw/BQotp7I0gEUs8Us+vbBBChxr2Qn8PnYqjswJaHPmVXYjEf70yhfbArSx5tg4udAkNuLrnPTsSQm4vPnDk4jxyB2WLm3ZPvsj55A4+XzECR6UF0WCU9nZcizT/BDnMbJhqnADC59Q4mjfwAqfzmtS6/WfEnOzbG+1KQPTs7m+XLl+Pn58ejjz6K3KSBsz9wdO1qTuS70KOxkW10IioykrEPjvtn++QbgrvOrilPx7KkJxnaNmQau6BuGkZCdiJTpkwBmYKTGRUcTCkh7/BJWp/fS9f8C8hFM/nePkhCDLT1T8NRqsMotSPWEspJYwhJkkhad+yFk6mahPMxGC1QahPIvEkPYGd7fR6x3mQmq0zLxbxqEmOLKKs4R6fGS7BV1rAlYwByiZGufidxVtagMblSIfbH1mkEYT5hBDor2bD6Z/JLS6keNIo4k8DY6ip+2Z9Ex/CD9PA8SuraEAwaGdH+YXSIbErp/Pn4zvsEY24eZUuW4/LYDCwmbxSVO3CRLwKpBHOX95GFhSEkrK/3x2tKQW4HUQPrFX5438sDO4r0RnocSqBaIjI7wJtnI+t99inHj1zOhe90/wscWplKYXo1pY2S2O78PQaTjm4pUUTUTKQwLJEmgz3oG9CZmvLdPHd8MblCGAa7ruht22OR2GBjLqEx8TzgYUNQbjOSdhhR2Mrp83g01Z4FvLt/OSm1h7HItNgYHOr998U+tEwuIyTCB+fnBrFx01I+quqFRCrQ2aYYV2MZdsIVH71FBJlEhndxAU46HXbVtcj0coqDB9C+SQlePuc453SKiHQ1gfl1aEUl8UIYrUilRi8jxu8V+j73P9JjTrLty3nYODgyctqbeLjZoV/YGzQlHFU9SbHOQlFGGhZT/doBzkZGeZ+ixOTD/+zu51RtKxZ3qyUsWMnWj39BqrTg076c2gIz58ytWdvhUWRmE2MOrqSFrgbvPheROZmwWeCPfWIKdm+9SdC4cYiiyOpTOcxaH48NMNPWAZ/RkUwvT+JR80Iaiecw2bWh0KYHB/POcLbkLBbBgp1gSzN7C01UddzfbiF+HldaRZhMJmJiYjh06BAajYaoqCj69OmDh4cHNbUXKMhfSXHJFsxmLXZ2EXj7PMBqQ0/m51bT2F7FBJcc3j06lf+1/R+PN3n88nE/35PK/D0Xef2+RgyLSiQ+4WUiI98iwP8xoD74WFVVddn/n1pQzookPUk1CpwFHR1k2fhIay+9kRJkFhs8PN0JjvTF3cMdFycn1CeyOHIEnGqzCU1bT2Kjx9gbdYA4n8OMP9mWx7v0JcZsx5yzauR+vixtp8L82v8QLRb8F3yBXfv2GC1GXj/8GvtTj/B46iSEam862v9Ia7t1CD7NSfAdw8iT4RjMMKIZDPWZjJtrV5o3X4JEcn31avalvPgn/dx5N6Leii8rK+Obb77Bzs6Op0b3wzZ2GZz9kQq1heWZbQlpGkGmfRCiKDJx4kRsbG5dn3Ar/vNKviY/mdy17xKpPozcUIVBtOGiGIK8xVCiWnWpD4heSmHMqdBxVNsYTYaSqMwc3HXVlNg4cyq8NXbjHuOni2p0BjPhnvaczqrEXiljZHMPFCVJmItTkcgUNGndATzDSC+rI61ETVqJmuxyDWYRQKR3wGEejFqP0WKLSfDFTnoRAQFnlx4EBTyEq2t3JJL6/FqLxcKqVas4UlDC6XY9UVWaaFtjIcZPyatyNXXvvU+Zcx1aiQK/XsWUnXUhusODhG7bjTEnh5BNGyl68y20Jw8T9kIjZHm7MNq2oFz9CiaDOzI3FbZtvLBt6YqsKgYS1kHiJtBV1PsVo++jKHwoo2oDKDJJsImtIFImZ83EzhRdTOLXd1/HMziagOZPEHcgnzrbWnY2WUqBJJvQQpGu6d2p9HgAWXN7HFtJuViZSo5OTbrJnVqJJ0iUKDDgJ2YgrT1IddUx4EogLsAQTs+LD2NX64quUSnfqLPoFBjKwGYWtsZvJtYUh0Ww4Kh3JkgdgK66Jef1jXEVtAxSJKAT5ZicPOhToUJvqGGhqKLGouJN32w6RwZRtOhb5FnF+PStw9m9PiR0oakblc4yatKHszQrAFu/Zsyu+YAow0lifF+i1VNvc2bLeg7/8gM+YZEMf3UWds4umI0WNszexEDZq9jamhGe3I7ZJZTMlFQWrNyLWJHICJcYestSSLVxYVDVZ3T2PcXjTVahLrQjfUsALoH29H5uMC6uLUmvceXp1GKKLQKj035lWMRqsvf7QEUkUWcScKpV47PoS9x61hez7Ukq4sUfYtB42WBu5oS/IZthrlmczN9K1qW7NldRhZc6mDGthuDLMkymSlq1XIaT041ddXq9nhMnTnDs2DH0ej0tWrSgZ8+euLi4YDKpKSnZRn7BKmpqziMICjIdn2RubXcU+TPxUTmwbeRa5JIrWVkWi8iLv5xlR3wR3z3eDqe6aVRXn6NTx10olV6XtzOYLHxzJIMv9qYiIPBSnwha+ziw4ofT+Kt1CLI6XIKkqFwtVFVVYMnMJCAjA5dygaToCdjoyvCtWYvCR0FQQCuOFXnxRYtvcdTK+WRpFQqTHgCzICARRVCqcB40EJtmTUFZzYdlqzhhkfFA0gSkRkf6RuwkrHMkRA+mVObNkAWHKanVE+Fpz6YXu1JRupak5Jl4et5H0yafXZPhBPBKcg7rrrLi1Wo133zzDcY6LU/5XcQ1fQNIZIhNRrHmvA1FeUW49x3GxbQ0xo8fj7u7FFHUY2t7d+NB//NKfmd8MY+XFiKzmOhcdY7hJQcYWH4EN1MVBkFGho0/xfaBmLya4ekZho9fI9z8mmMQFcSt3kLl99/iX5CBUSLlkG8L9jfqgU/HNjjYyLmQW0ViYb1loRRMNJfm01hWgkaUc8Hsj8nWjyCzhECNmWC5keCO32O2iUEQ5IiiEaXSB1/fB/D1GYNKdW3rXVEU2bRtG0tLakjyj+LlLDMjM+oQRDAhUlt4ilPV+6lSCEjbRBPWaj8Kasnd541o7EjX3Ttx6NEd7xdGIy4bi0ylx9JxMtL+b2AxCejiy9DGFKPPqAYBlGHO2LX1wibaESHvKCSsw5y4Gam+mhqZPcaowaQ49OaxAza81s0b7brPqHNpSZVLR8oFKfHee6mUbUEQjcik/SjzHINRfq1f0g41zoKOUk02TZ08eDqiOwPdnbC9lH5qMptYlbKKr2O/RqPTECwLxsvkjVOuD/Z19hjktYgSI8KlsKRBYqDQKZ1su3xK5dWIooBCHUq7klYM1GhpYnOKhzpPJ6TGnp6xK9FIDIy2T8Rfl4JUbyJtqyc2XmacwwzYDH4GU+vOHE99lqNF97EsbgAvdA2i+YWl9Kn7gXLXzrg+v4E93ywi4cAeojp1Y8Dzk5Er6s/x3K4cjq1LY9R4J7wPjsWChYIBT1BBATU1cRgM9dXNQdlawrO1rJd2YqrmBZ7WL0NVXIdorn8NHNzcadZnIL6R0dgEh/F8WgFHqnQMNR5g7GaRWq8qChPO0z4xE6XRTFqfLnh1645Xo0a8kHqedMt5lNpzSMRqJKKEli4tCJX54KM7SJhrKba2LTGbCzGbdbRs+f1tTZDSarUcOXKEkydPIori5cpw+0utMNTqFAoKVlNYtIFfyuFojYEqz9d4Prwt08PDkVzlZtAaTIxefJy8Si0rxwdTkjECd/e+NGu6AIBjaWW8sTGe9FINA5p4MXNAFFs2pqE9W4GdKOAU6cTQRxtha6qmessWajZtRp+aitrBn7OtJiOT1OHr+gtVSnvSxADkEpH+A+9jc3w8a6QL6JQ9illtByJs/Qn13n2olXboFVLcdGowXTEwzBIZelsPnJqE4NA0GkVQEPgH8eQpHbHFGlQyKdtf7nZ56lh2zjekpX2Ar89YoqPfv+xa+b0Vb9Bp+P7rLympUvOkuAo/GwO0HQ/tniEp7iLbvviYkPuGcyEznxYtBHx8jqH4PAtFaBhN39v2h+/VjfjPK/nqrJN8uWMK4WZXKpXeZCrCOE8ngi0p9NIfolf5UbwMFdQJCva7tmeLRw8OuHfB3s4FD7kMGzNIjx6l05H9dE29gK1RT6qTH1tCu3DQryUGmQKlXILBZMEigosCuiuKcDbm4iLa0k4VjnvHDAok32Ox6AABN7fe+PuNuzRM4cZTbFYfOcY75XrCDA68k2LARW3GtrUH+oQdqJOqOK4qokyfT6vwUeRIdRBiJDBiHxZDPEVn3TDs9aJjZho+natxinYgZxsQ0pnAb75BuKq4y1RRhyamGO3ZYsyVegSlFNsWHpxv5MDEonxaay5ynyWPsqoicmUuZKv8yJT7UmLjjkkqRTDXYl/5AyrtSSzyIJwNg3GX+CJoPfGUFhIe8iuBdkpa+vbH3b07Y7c+hpPSiZVDViJDRkVFBWVlZZSVlVFeXn7577q6ussyWgQRrckGN5MDUqMNom055WH55DmXYNRlUpc3gvhqb2y8N6CwycEsNSAzywmpaEGr8lD6GLNpanMAR2kpNUIguZpo6mJrUeVkk9C6Mc1ySpFotWS83QhBdYq55z7g7fvaUbTmS9qrVxHoVIdhwjE2ffU1eYnxdBw9js5jxl1u1VBccJJD69fg5FeAnUcO0ooc2sRWY5IJJHZsgcqjDQ4OTdiV6sLH+yx8Z/MLXUy7mW58lmSlB880WoagaU1ZvCNluTlXPgSCQFBvI5vCu7NLuI8OJVrmGxwIGhfNuvnzcFv3MxfCYE9TJXmeesxSEalZimNtACZtc8pqWtBPMOAuTyM6Kpw2bUvIzVsEiISEvERI8Et35Oetrq7m4MGDnDt3DplMRufOnenUqdPlHPnMqjRGbxpDaycnqh1GcFjoRTt5NvPD7An16nH5DjWvUsvwL4/iZCPn8yEJlBR8SnDEV3x+xJ1NsQUEutry9tDG2JUbOfhrKnZ6Ea2jlBFjg/HIPkP1ps1oT50CUcSmcQTSMCf2aEYgYGFU1HIcOo9kp6QrhsQdlKXHkYMfwcEBfKXbhkGRw0PnZtAyYQeNPJPwbpKO1KIlGzvecPHBLyuC9hmNcJVUEeheh6UwF2NOLhaDgXmtH2RvYL2ufDNvL/1dzSiCglAEB6EICqKAHWRXLyMw6GnCw2YgCAKTk3LYUFLJyZZ+eMT9xKoDCVw0+fCAwxmiu4+CFuOwyBSUFp3g1zfnIzjIKHeJxNGxlOYtDuO4zQe7zQVU9e5Ap0Xf3/Z7dTX/eSV/KGUbL5yYjp2goHNNR/yT+9GqUxTxx7OQiHKGv9wSfV0s+rj1+ObsxFlfglGQcciuNZudurHTsyuV9i4gEbCp09Hv5BFGHNxFSGEetSpb9oV3ZKNPewrt3JFIBAS5gFEi4CYx08PlOP3C16JSGAAJPt6jCA17BZXy5hWkoijy/pk4VpbqeeWikf5FZmQeNriMjKByxQLKf15BXNe25NdWUddiBP0MUfjqRNRCHflulXj2PU114a9EnNWh22aPulZF4juL6GEoo+KNWbhNfBbPyZMxWUQK9AZy6wzk1RnJ1enJKtOQW6klVTRRoRCuy8t1tGjxqykiTJ9LkD6fGmM6hxRZ6DHzkLQLPXbsoaJDKzISx2Pjmk3bMSkEBj+Ik1N9m9SpB6eyP3c/y3otI3H7IdIKKrBc9RFzcHDAzc0Nd3d33N3dUToqWZ6xjj0lmxhd1Z9xJUM4rxMp01uIaOtJ1NBgJq48S0pRDc/6/0wXUzxONbUYZGo22jmxy94OjdSCrcGJiLI2BJa2xEvng+h3gv4/r6a8RwtOuihQpBTRrqwU7WvVFJS0omefRRxc8D4OZacZ7hePptN0Vm7LpLaslAETX6ZRt3oXicFQwcWLcygu2QyAUh6Is0tzHByb4aKR47B+JoKjPzy5DezqA9UbzuXz2pqzrJR/TGMxnseM02kmu0D7nqdRKn0oPd6ZjDPxdBw5FlFWTZ3T59RkObM+bwh7uwzGpSqBDvk7KXEtJVusb3rnqpZQp2xOe507oYmVWCrKAKiT2ZClCsCi8ubZ8ED0bT7DggEbmwBqa+Nxd+tNdPS717hKboeysjL27dtHYmIiNjY2dOvWjXbt2vHSwZc4V3KOzSM2YytqWJx6nPmVEbiK5bwq/4bOvh3w9bkfW9sgTmVW8NDSE3QKdWFcyGvU1mmZc/I1nu7WiJHB7uxckYypqI4qwUgr/2Kal5xFvX8/osGAIjAAx7YBODkkYNQWsq7yQ/SCCyPHu2EOb8as9fHsSqy/c/q1Sx7ErOA4bSg3V7ExOIao4lC657xEhP0penYtpySsA/ef/YZmmR1oUdSDgP8j7z+j5CjPrX/4V9XVOc709OScNBppFEY5ZxQAIXLOJptgbAO2sbEB2+CAwTZgmxxMzggQklDO0ihNzjnPdM7dVfV+GA6YY87zHJ//h7NeP9datUa9utTVdYddd1/33vuaksq6G6aiM0w8lFRZ5i+fnObRAxO01/N1Y9w1fJB4dzfxvj5Ifm2BgVEinhbHWFSOUL6cX8YlZjrj3Nr7ONs0szgiVLNuVgFVyxfh9h7E7dmPx3OY7t1mRhudKNMrUTBxwXlzGXx5J853PmY4zUHK/T9mxrqz/6V++o/4twf5vp4e/vj3P1DraKLP1IdONVA5sIhC7zJMQQsGVeQdc5x+SUFAYZGhiwtNx1maOEBKYggZDfvkSgzTN3KgbpiOpJ5JF12FvrOLzA/eo+jIAQRFoaZ4Kh9ULOaEuRQ1PtFuillCmwaWlBgGUSTXaGR2UQFlaalk6bVk63Vk6rUYv0xXDMbi3HS8mfT2KN9vimBRRGwr8rAtzyM5NkzbGWupmzednoCH1d+5DeeSVVx0opXSvij39MZxjCTRafaRaniCOEl2W0sZ3Z3H4YIqtlevJl8TgJCb8bJyhgXNl/sEX0emTotBI9AViZOByGXDSYp7o2RGZDoSnfhGzWhIwZfSxY6stxm29zE5nuDhkTEK1CSNpioOtv0ES5rCprtnY3V8rQf4tGEzr+x+jvNNm+js6SeajDNVtuEijlOMkJZiwZSdjaawHE3RZDQOI3EBLntiH9f6YsxMGNlvPcnbJTu5On4BI6d6eEpbQlQQeVJ6nOWa08gieG2ldPYKaKTVmMX57J68nZd8nfitfaiCgjOUQ/nITOa2Gvi8qp7mzGZUVC7WJViQHsfyiIEj+RWoiTg3TW1GkAw8Wz8JNDrO+cH95EyacBUcHPyEpqYHkGU/Yw0byEq/gmWX/Kd51LUPXj1/gkZ7zeYJq2bgcMc4339lD68qPyWVce4KP8BCdTeTzukhFnXTt20OvsEg1VekENMfQVv4a3Z0HGT7wD788sTegS1ko2BQR9yykPtf+Yjx7Bycd91C1uSpPPDWIbIGD2OM+BHDIYR4BADBKjCpeBaTzliPlHqazp7HEUU9k8ofID39bE4FozQEI5zpsuPQ/t+dxgcGBvjiiy9ob29HZ9Zx0HiQC5dfyFVTr/rqnKNeP9fXtuJNqlynPs0SdpGSsoDsrIt44Xgxf93TTYreze+W/RyT9TpGj51N78kR9OFWUuNHKfPXoib8kG7DOKsYvcuLGKtHFpLEbLk0h6eTVBPkTDbgifvod4+hFaO4LEncQQdjJ/O51XoEubeX3j1OXpmp573FApf3X4Gtdw5ml5ZPC5+jqG0Oee7JHNMliU6x8pcrZ2M3Tewn7Gga5voXjyFpBMozLLx7yyIMXxYkUZNJEgMDE4Df1U28uwt3/efIfaOI4yLiP6xiEjoNaqYeNStJ3Bkh6VLR5KWDvZp9f+/EPGsRQ8EoC8sK6fv0Y2afakZ1ODBOKscxdRrpd3/v/9on3xb/9iB/8P2dPLy1gcK0MDrDAEftnfgsHWgUibLhhUwbWUFqPJWctTlMn5FBRooBrU5CkgT6Gg/w2Zt/5VzDMVyJAVRBZCCaSkc0h7IFP0NpsZAcHSXm3kqiZR+CL0rUqeHEnCK2ly2kJZzHuNuBqgqoIqgpOmSXESVNj2qSvlopp2o1mEQRTzhO9XiSKT6FLJOWsgV55GZaydZrafvxPRxrOo3PqGfpFddRtWET/bE4pwIRft7Wjz8WY2mgBa+aoEefy7A+BfUfVuKCqqJGZfThOKUjfSxfMI3iDBd5Bh15Bh3ZBi3P9I7ycMcgUwwRikJ/59jAPvKCeWzovgrF50SRvYQzjvFJ+R68SoDZehuXpfaTMR7H1FHAjv77MIleNua8gSZ3LQnDbBIhG9HBAIo/wSlNF8elDmyqgXVCCq7s6cieEHJQRUn+sxmcIsRBVRBRMKQFSYjNiP6T1CTMfF/eiIMgv+Rj3KKLz40lXDT3HRR5DO/+DcxJnEeNmOB4QOF1a5y79S/grIjxXDTJqNiHoArkeisoG5mKLaawcN3r9Pm0hN/IBQRKSpo4y+jmrZ4pNEtOgmcXkZdbTo5kRz/4EXrpOFF3PsGOW6icu5DKRdlotN+ih2jdBq9fOqGbuPI90E3kcDtGg9z7/Kc8Ff4hMSReGv8ZRc5mKs8doaNnD7sP5dCZEmQoUyaiJNBr9CzIWsBk4xxeHs2hx+okRQSvrHDHa0+xcf9+huxmjhdkoIoaYgYrcs5kzl1bwZHmF9lbV4Xd6yEvNoigyogaidzpOVin16HV9VErzOcp9Qb8goMUScMPijK5KjsN7X+jeH1TaxPPvPcMtqiZNJeVxYtnUVyUhSyHSMpBPFEfL/b2MBD2UK0boSx+iE5PKt6YDbMURaeJkW32YNJ6ICYhaJPw36jFraoCSsKIVm/FHdcyFpLQSham2AQMnk7GbAEyRmIYDqYj700gKHG2rV7DUxX1mIlzefQGki1p6BMmBASWXlJOqw3uffc0+akmXrhmLtGkzLlP7UdRQCPAJ3cuocD57S61yAlo+BDl4J845OwnYlVpHF/GrLEGhOFxpBEB7agW7bgOYTT6DS1ZZ2EBNVWV2Id6UCJhlnYNY4glQFHwZGaScsklVN7wnW+/7v8l/u1B/sSpYX743F4qhk+TZQuQyLYTFBK0W3tpd55CVEUqhhcwc2AVlvjXsn8FlTescdyiwq1YKNL2Mkmzjxx1JyZxCFWFgDaPoSwdI9luYhodpppyzPv8aNtHUbSQmDUDcc0N7NCl82HbCJ2+yFefrxNl8tJ15E/KosEkogTiGGUYMQh4df8MFrpYFHvYjzMlFbfOwEg8+Y33NapMdnSEVFEl6ZEpT5qZkhCQ0l6j6LVGMpsDjP/iCR5vVzk9HCYr7ueuC+dx/txCFJLcdvoEH3v1mMJHMI09RbYpg7MiV6A/noscVwjEdtOw4CTHtZ3kSgKXOcOkh1JIP5iJRToTtzIFqwg2UQXlP4AhiSQN06cbYBtuYorEVGmIs7S7abnwCbT2PCY7J1bGakIm2d+L3Hwcue0UiSE3qmJGVl3IqhNZTUPGxtvE+RMxJiHyCCbMqkBcgaiQJBxvwDy5E1lQ6K1bT0CR2Jwt0paMs3/xaYy7H6L7yFQaBYXvXbMEffgwiuBGp2iYYYmRW38Wzm4rU4d3sXTWcTpDqbwnzqN3pZ22YBeZQg/nOmIYRNji03I84qIotYRCeyHzs+ezPHc5BulbHBrr358wfitaBpe9+ZVQZjwY45fPvsFDnh9yRJPFG8pKRopa6KAXBRVjTKQk6OS6c+5lccFSjNIEjW7n5mauNoSJawRWO8xM2/Ex5Y0NTNq3n/b8XPpnT8PvDcF4P+KXSGJxpjJuzuVowIRF0pFpjiMFu0kbH8BV5SZr7iiKoiMpb2K7o5K2aIBCXZJNaVqK9cmvADuZDE78OxlETgZJykEC0VEUOcy3DNtvjWhST1TWI4kadDGZgbATj2qm1NaJPRpC356OzukCIYTs6UeOqciadJLWUpL6PGJRieGuUqKBdFTtEYa9jUhKHLsQQ00mUNSJ8ZdRPUrWnDGsr0loTtoIrahC9J7gxvxL0eS/Qs6YnbVtP0CnWgGB0iKYMy1J55CX5/a0oQoCx7On4FNEoorAo9k+VpsjqIkkqpxETSYhKaPGQqgDp4mN1hIjTkynpU4qw7xqAHOmD8OnBqR2O2kp+UgYQZZREgmUcJigx02XVqKuJA+D341GVqnuGSPN72f/nHn0F+aDRkSfkPnRLx/67zXwf4p/e5BXVRUlqRIbHWfkoQfpbKzl8OLFJHR6XAU5bBvdQ5vzBCBQMTaPi3Iuo8hZyEddo7zYOcxNeemskSUcYxEMcZmwqZ+x9NdJF4+S6Y1iCU+IaUaUUgbsVkKTuwi15yN9XICr7zSSEsdnLaA/Zxmd6TM5YIZarUxChP/QfYuoTEXDJCGOQ5FIl+wE9BFG4rWMquOEzHZEQYd/0gLiZiNFKSbKXRbyDVpyOz4jb/+vSBcV7p/yE94wTuOBFC0DH72Ly5nGhbPOoPPEfZierCVZZCPlwsdoUmM8eqCNNkcuNnOMUG6IUMFU7JE9XJbiY7lhLcNbBEZ7gqRmCZySH2VvyTAhkmxKlHNpYBPGERei+vWKJqao6NONWCalos2xoE1R0Lp3cnTf39ntqSSGnvXCXoqFep6ZvIhXQu1oRInvTbuZK20ViD2HoPsAau8RhOTEw9CvZmDKL0XSiCR9gzw4vJSXldWsEVu53zFAgzcbv5pBTlyLQ0jDKIrov2XlGZcEzGlG1LFGwq3dDDslXs2Yg6fSRpdUz+TkY5wKK8QAS8zBGQGFyyNt1J9eR9zTT6R6Lo4pDVhza4nHC/HrNjEShrHRMSK+CGpIxav1MmofZUrFFM4sPZO5WXORxH9IeZx4daL4ecVZcOGLyILI6bHTbO/eyfun3yMgTdhgpIYyWJidRqm+BudoGu2fppI9OYeL7n8KjUZinyfAtbWdGMIyC4MqHzpFpmkUqvd8xryjR6lobsb1vbuQz5/LoSNXEx61kG66jpa2fnwdrWj9XgCSgoagJYPstFyKitKQ1R7UtC0YUwPfPpEEPVrJjEY0I4omBAwIGIgkFfZ5TpIqZTBTPwMloWHcG2PAHSUa12AQ9KSgYzRs5INQMe1JF1qLwMJYE5fs+pC80TGCWhO3r7iTqFHHT5f9lsABE57Wf3aN1OoNSAYDgrQSRSkkRA390XaKjEEmafrQJ31ozXYUqZRYYz/mvgHU60LEylT63sxmPGBDFQX2pi6geXI9Oksd5+0rJWc0isY4h3DqMvSRAcqaX8QaGOaBBTfQkFqALEqc3bGPW09/AIAsioQNRkJGExGjgaDJQNhoIGQyEjYaCRmtjBkcJCx6glMgbNKjjDiJqRbCOj1hnZ6QVkcclerT+5l9aj+KqKFmxhLmdHSycec2Tk6fTuPkCvpTXLSl51IYT/LS1ef/C8j3D1337w7ygWiCD08OMCXbRkWmldjmj+n67W85MKuakbQ09DoDRNI5aTlCU/phVEFhkX0Vu2pnUK3P59GIDiUeIVJei69wLwHlJIIgoVOnU795lMkF81lQpSN+8jnM/okJomROZ7ewkD81F/Bjl4Jtx2bk3i6wOZBWnIlv8Xoe9CTpbhrDp4CWJFoUwkwIKSxqgtxQJwWRPqqMDpbseht/yVLaKi4h7I+DChadn9UpfyZHOMqocQkt2T8lqnOw2eOnX06ywqol2HASk8XIkqWLkDf/CMNHJwlcbCVNvJdxf4COng5+XDkLOSZhtor8Ynk5GW0xBo8Nk2bUYE4b4hXz++y21FEczeXugSspSeaB7CfRU4dQmsNOXzaRhMpCl5G0mDzhuTMjHcNMF5/UbeP04dOoBplrLcdQvUfJTyaRAK8lDZ8gkB0YRQuoCCi2CiLeMgJqJQ8lirnihlUsLEkjGEty+2vH2dk8yo2VCleInxNu3U2FMMFEickSW8JX0Bc6GxGRgsmf48ip41DPbQTdem6amYfojxGsaUSjsyDqvvb992XvZWjqcziO3UqjXmKr5hNOWwaQBYGcUD5Tx6qpEk2k5B1jXNbR3VMGXzr8S5JEWloaDoeDzp5OYuEYSSHJoGkQX4qP2VNmc1bZWUxxTkEQBMIH/8SBvb9kV04lezRJPDEPkiBRnT6LZIOHX4Z3MhpcyciyFmy2SVTPfpqtr95Gy9YQBfPsqJf8jrtbRig26XnemIL+7y28sVDLH8w6zLEI62oPckdPF4kvvmDoGitb563gNfdZJFOtyECGTmKDVqFypJ+Tu2pgpIvM+CiiKqMCsdJKTGl+hHgSqacHNS4iiyZCcRFNXEab/FpUBqCism3OCKOOGOfuzsEU/zrHotHqSaZlELI5UUUN3bIDdSTG+V0HKehrRysnGU5xcjJ/EhGrREkePBA+g0zzCPfNehxbT5JEfimZhZvIyduEyZIBgsCe11uo29PPcUuMUuMn3GHagjk2ipoxE5+yjLF39pIYHETQ6SY2aRdNo/fiFnwRldPHrqSiRMNnzV6+cEzBnv4IjrCTMs8yIghYEmlMHisEFd5ICzMc14KgIhhF9NV2MOqJCAKx/4IR959DUmR0chKbzo9BDZFuKcSut2HVCKTV1WD69C2keAx3Xik6WyoZvT0s3bOXoYICgvfex6TKSvzN9dR9/A75kyaz+ju3/cv4B/8PgPyhjnEu+dshAEQBStMtVNglcg5txxzpY6w4GxCYVbKShmNjnM7dQb3rALKQZF54Mudl2TGnHCWp+DEaC8jJvpjMrPPR69I48PZr1B58htIN42i0KlOy7sQ1EpxQkA4cB6BdU0zhkkuJRovxfLIb/xc7QFWRs6ZhLljG1kmFvOjzMSYbqPLXkZL00WfIod9WTEjRIKBS6u1nwdxpyCdDlNtM5Es1zFN+i06IsM9/LY2JdV953icTMt9q7KcqzK57CHNkmJF7BNK6vkuqdxojOhhPKkgJlTxBxPDlSviwpZY/Zr2KTxPizOBCVvkvRdabCHY0Iw/0YSgvZVhOJxpOUKtJUl6awtJ0G/JAkMiQm9P6OtySjwHzAGXp47ynNBERNVyStY6btFnYu3YgKHEaLHb+4jlFt87F7T03UpQ6hUsGhjlzQT6/OGcqg74I1714jJbhAA+eMwWHUcedb5ygyCpwZvOzFNkthLUbcQdTyNcdw6oZoz56Bvq5z/Fw8xXcOC3EtWtW8coDf+XsHa+w49K7uCnvM+huob3w+3Q7/oSAnrHa+8gPRqg2/BqvFOYdw6V8YT9Ou6EXjSoyK1jJcu88pgbKMTnM2AqcmFwWJIcBjUOPxmWgzz3I6bpaautrScaSJMQEXZYuxpxjSBaJgfAASSWJVVZYYsxmxby7WZS7GKvOyrs1fbjf/yE3SJ/SXGxmb+NDnHPLhaTlWfjwj3fQfqCLrUs2Ypg/n5enV2LViHz253c56q4nkV/KB6XT8MfjzAh0ce2LL1De2sWPbv0hdeXTYCjC39ZUsirT8RVnXVZU/rK7ncc/b6As4WE9A4xbY9jiEfxaA0Y1iWWwi6jfh0arI5pTQE1qNorRzLLMNFZkuTidbOKRnqe4peg6Li65AJ3BiM5oRKs3IIgiH5zo4++vbmNaoB4x3YisEcnv7iPLredo0VS2zM+kPauEs0Z38XjHkxzMuoYbG6czN/M4P1hcD2ocf+A0oqjD5VpHz/FNdO6XkQ0NXON4BKMQZrBgHV1D5UR21+AYHsQWDqEKAp3lk9m1eAWfL1iGK9nIPcr9nGAWj3PPV3thxsDnWDyv4kv7LnHTRLUqRyDOlIM+atQ4hYpIn6SQWhLGLIfRJuLo41F0iTj6RASblCTVmoIrNQOXw0FGqhPV5uA7vV6qg+PMrj/G1VdfjStdS03NJSSTAXIdj3DwzS30DY+QsDuRLXYQBFzDwyzbfwBddhYFb7xO4+EDHP34Pfyjwzhz85l//iVULFz6LRP7/x7/9iAfk2X+0jxIZgz6RkPUD/ipH/Ax7J9QvWWKfpZp29EjI6slxDwpuCQvtemHaMzeTQKFuSnp3DTtZmYXXIAgTKziVFX50uP8caIeHTmp9zFz5dcSbrw91H/xKtFT7zFLbAVgzFZGn3sa9lqBaHcdRP0ELBb806fQKkcIR0K0mwo5lDKPDIeeDZPSGX7jfU5OWkC9akUVwCjKlKrdlJmCFExejD7qINHih5EokiRSVJVG7mwXD8TdnPJGmO49zLy6MFZBT5pOZVZrEjEtB40hA0GdeDDIqopfVgmR5KBhjLddnxFw1GCJmLkyeiu54jSSsSSR9i4SoShqiouorEORVURRQPkHBkFc5yFgbyapiXE8rYYxwyAhbZzqgJnS9ttJjXwt+souc7D6rEKOb97Ow7anGNV50fnPwhBdyZY7l9IxGuK6F48Sjss8eXk1w74o9713mlJjnOUNb5CRvY5YpACjTces+S5SD3UwYt9Ho1DP6+6raNUK/Hbuwyw/0U3vh+kknSlE77oRT0KLZd8faZR0FK/rp6l+IaPjJcxWTnKWuJNtrmWIZT3oEjZi2o3sO1HDDkc7HkMEo2xkvm8mq31zmREtReTrRLRo0aLNMdORNswXiX3sDh5gQB0EwJQwYUlaSDWn8BONyoyW7bDwDljzIAgCsqKy9vdbuT/0EMuo5T3vPQwn53PuD2bzp6gP73OPU9zbStGGYWYtu4v9+1RaWluxmEsIFk1lR66B1sjEmHbFR/nbE4/jGBxE8/jTnLl1nLOnZ/PYRTP+aX4c7/Hwo7/vZ260Bp+USuvUBdxujXJk33ZmzJjB7IpyDr37Ot2nT6Cz2uiYs4J3iqaTbZHQ9d6Dy2DjrbPf+kZqqrm2ja2Pv0jp6X0UBoZRRA2DGdNoqprKeGoCVJlZwmmWc4iXp9zKw2lnU2LU8XxVCVuP9PHbz5vZVPYJ15x1PaNJA40jB+naraekKYeRLC+HpsXQe2Smn6xl6Ykj5I4OIQsCp8omc2DWfNrnLcSUkYFLJ2HVaLBIIsbBPzE78TbHey8lZLuQ9DInj2yuo9D5IFFB4Ab/I1x26xye+fATnjihJ0tWuCxgRrGOUL70CRzxUSwDSfxjTqSstYQNBfjGxvEND+IdHiIRi36jXWWtjrSsHLKLSrBnZKAxRjl2cDPuQBayLQVV1ICqoovFWDU0jHNoCHl8HN+N11JzdD9hn5eCshnMmn0mDk06WpcJy/ys/9x9/634twf5fZ4AF5xsRwDm2s2c6bKzweVAn1A53TDCse2nODjaQ6YtRKYYolNOoSZWyHlhA1aiHJ95gFbdLmJKmBW5K7hpxk2UWbOob7gbt3svGekbad5spPtUHefe+wBFM2Z9dW1VVbniucMMjnVzj62OJcM7MFGPIKhEjHnU1hoRWhJY/DEUjYh+5Uqky6/lD00BPmv2g5hgtrGRhfZxsqz99KHQ5MvHH5lGu5LD0JcPKgC9JJIpSaSEZXKTIgWiitOuZVZMwpn8Ok+taOIofY2MZ4ziSbXR3zuNiBCnxDmKXwrxp6zX8UgBXCOLaXOfwdScVO5aUkDZH39B+MAB0u7/KYc8lfQ0uDnj+imUzc7AG4yz9ve7makbIDPWiWSW+MzxGX6dn8mxOLcFM7CMP0giIqDoNGhyzMgpRk7uH8AhCizOM2O6MIfLDv2UweRRZjgXcUHePdz3TgupZh3PXzOH/W1jPLi5gXKNlzXdR7GlricZ1zJlaQ7zzyyk/w8HicSiGK8tpdsf4fp3upkperhlxcMY3nWQtsvPtjWrcaemYhrvRTM6wpTz2rBYYjR9NIV4wsX1RVsZs2ppqhIJG6tZOeN3mE2FqIrCwMMPse/Am+xZkcVB1zgJjYw1mkrl2GwKYzmE0/sJmPzU0cyYxoOgCkyOFDM/Np3Z0gyEhES7t5dR1c+YxsNqaQurE100Tr+A/LP+iEky8ZfNP+GJ/bPZmfYbUgLtvOp7iFdnV9OUo+PmdCsFL/wW33Af0iaVvfq1NFkWM6yKCKrKTEGhnLdoUKo4LU7lLL3A3T+/BykYZNutD/PbuvBXdtEwURPgqC/Ehx09BHdsxRQK8mFkKhGbCbPLwA+MY3S3nWb58uUsX76c/uZGDr7zGt2nTyBZbGyer2NIV0NuyS/5zfTVVKpJxj7ZQvPf38bVNmGwN5ZdjttWzUh6NcUVEYoDvydF7eczYTnNaikaScI+rZq2wjI+dIdJqiqZOgnPsRHkwQiJmako6UamdcY450iIIXuYVN9m5p48SarXhyIIjKeno65ZS9qVV5KdnYlD0vyTwOu5fa8w+I6GKdXvYck+xaeD9/P7y6/k7D/vJxA9jjf9WaYOLmOJ2cEfR6Zj1MRwx1JYkQwwO+RAS4I15dvpK5vDdQccFLmsPH/NHHJTTF/N84jfR2NPLz88UMOkvjYWSgqSkmRs3I1f1JK0paJKWgQSpNp78Yyko2iNzBBkipvbkU6eprVyBqJzEvkZU0jVZSGEJ/BX1giMVaUw65L/cxnO/yr+7UFeVVWaw1E+GfHxyaiXhtDEE7cqCit7/CzmAOTtJKZvo7NrOv29VSDp6ElOJXfEjEsR+MjqoztjL7rU/QiaCA45g5laO+dWXcTCKRcgJGO88fP78A4NcvHPHyGjaKKikaKqPH2ok/zdg8z0KgTyzJSe5aR/zx8R6t4jz+BGFCAYycY3UkCgph81nkSd5CC4WMU/bRThS+sPbVzBFBbxOyScaSuozPkDnl4/ze1uTnYP0u6OMpgU6UJh+B+4WRJg0mvIMGjQJ0ZoLMrlx28+y8zuRmpm/xhDeQOmko/Y3hxkX76GnLiL7/VczpREOSG7llfjEd6MhCny9HDHvGw0cgntNSMsv3wSU5ZM1GUNBAL87eXXCYwOMGYPsM/xBWhUfuoJcq6Uhnj9VlStjWirh3DNMJGGcZBVBuMKRyMyrnwrGRvzueqVoyyubqJmoIPI0AZKM/S8dv0S3jzay++3tTA9PsxKXwKNthRrpsik5Q5kbZjumlY8Y27cmhCyKrM/UUi77OQsbT3TzZ3Mf303vjwXpy6+moLBNhpr6igp9mFdM0Bhc4Ts/hhyihFzIMDRWS72pd3AbyNrOCs9lccr8jBLGlRVZeR3v8P93PPozjubL5Y5ebHrXQL6CP9h/i4oIqqgkBW3sTGxmKX6JVhiViS/iOAH4ctuiYtJRvGRKtSSIx7mU4NIxzQb1aaD/O7U75BiKu9qf0ogGmTDzKepaHVw0eICPh5vI/f1p4hLOt4493rKLUOclzeNeVvcWAcDDK95lrLpj3P95iMcyC5hlk7kpw/8AKcA35t3Iy41yqVzUvgsFGe7PY1Rs5XqribmdjdhHvFgCBk5mLmIY4JIHJWlUifF0jja4rnMnT2LmfkOYn3tbP7wGZ5K307RqIOS8cWUdvezqO4kGjlJQ2YRDTOX4U+pYtxoQ0oLIOpbGdeb6dJnM2Z0ERM0OEIB5nQ1UjI2QESro7mogtrMIkKCQKVBj293OwF/nPvU3UTdZ2EPtDP95JNo/qPwTo4N38Y4oal+9IZMsrLOJzvrQozGvG/M/T99+hzxz9LRiTrOvrmClqEr8EfD9CcuJBrt4S8nzmJp6S84KUUR229HJgNVTlKk9vFj/QfsVlZj9ExFSliYsSYPdaqDW14/jl7S8NzVs5me5/jqepfsPsa+BPwq0E+u3cqJY8cIhMOgKFhFKBYFxI7tjC9NY6x7PsURyG1owd52CO3kjRgmnQVARAni1/rp0kfZZ0xy0qFn5qQyHlv6PyuA/m8P8v8RcihB+NgQ9ccHOeDoJp69i0rtHsyEGRNzafLPxtOUwsatezlWPZ2oyURZ1izGThgREDHMT+Ok5jTHvDsJmuoQpDDJUCmKexVl9umUp+oJHt1KenyM795/L0lbCls+aGRlfZC4RuAJNcLFZzoZ3PoWI50nMWYrzFhaTHa8A3NPI3a3HzUmMNpjxtdmRfEKqHoVqRKyi0fZIcxlW/IWzsw/iLbiLTLqr8HRvxyAPmTakelAoUOQaUdhEBVVmChS9W0peklJ4owGcLuG0WW9hyAFkccWkxxdhlYyoREl1KQyURpQhQSwLKJlelzigCVJ/QTrDJfqY5bajESCE87jdJsGiXsWYvDMRatICMaUL/30/4Gzj4oSl0kxaCh12kg2+NALIk0ZAvMmpfPakR4sjjakrL8zTX8OHafymZfwkCaKyNooqj6KrHxNITWqOozoKJxVTmvIwJ9OxTFqBP54+WymvvU0nrffYuSnMdprF+Bt86LRVVG4ZidGpxtX30KmD3+AqKiMp2gxh2UMMZWx1AreN06lK2MONyw6myJnNqqqMvbkU2z79En+ep4Rv17hLPsKvDWtGMLV5AYXMqavYWfpu/iscUQFckaMFA+YKRix4JQySNVnkKLLJEWfiV3nQvPlJp4ihglZ+nknKvNcPJtZmcM8F/gpbtHO255H0UXMvLvQSGqggaW7P8Rg01O+qQlRGyPSns30zp8TcUYIVyUZHRzitVE/X1QvwxEJ89CfHiHF7+Hha26hPz0LQYXpIwMsiQYY9Y9TkpnJ2ZPXEdo3hOyPE5fgPbvAsXiYzGANNl2MrclyBrWpuFxG9KYnCNFNoftCPPYcQiYbPrODgMX6T7UTJCWJNRZEo2iZnp1Bqc1Ilk5LlmFCDKhxj3J6z266Ojux2WyMFRZSMxLhov2fkNuVpGPy9ZhDA8ysexIpFsI0dy6uO27HNHs2ipJgbHwHAwNvMj6+B1BJTVlEdvbFONNW8tgbL2PYV4RiibD0wjaS7MYfqEdWNbR6iinKmMJPdy2nPFOgSXqIeMyJqeM7xDQynyzuJH/ZVfhVE598/Cn9x5IYI9k4841MubCcW947xVgwxhOXzGTtlEw2Hz7GH5u7mDnUhTEcBFQ0oQAOEZZXzcT84R6UsB5P2WyshhwsGEiONhE58DhkT0F70a0k7TK1gR5ODnQSHRvB4XdjioYRUaicN4e1d//if4R9//Ygn3RH8e/oIXi6j0DaIXwle4kYWxAFHWbnWhr0G3jTl8+JL1f4+YLC6pNHcbXX43Omkp2aS7w5B0HWkTX3BUpmm8kv+TnP133MO22vEkx6MCvlREZX4HMXAgKCqpIpaqhUBYqyYlRPHaKz/kOyrP0Y06LozP8AUMYCrNYp2LVFpI76MHWdgva9hAc0eFrNBAf0IIhoS2cjpS9m2FXA+KwnkBwd7Dp8Ey1hG1Hhv+4nlYkVZGHUTmHYgUejUm8MooTb8eTtx5vdjhxLJzpwEUo0F1AxalQsEhhCPkzJBHaLndKAnpyYkS5DjL2GKBqTltmmYRzBHoLaIIfSDyNJkxkYdVASMzI7Fkat2ABm1zfqB6kqqIpCXX09npiKBythRfOP35YMg8Ik4yDd1g9wm3vJDmUza2wWZtVGdm4WWTkZuFwuXC4X0fd7kAYT9K3S8ZHXwjs1fQjAO7csYErSS+fZG/FMXsb4RYfQ2/20fbIJQZdN+Zl/RpFLkaQ+5hwbxhxKQPZMhJX3T9Tf7d6H3HMYjTyREgs4K9AUL+T3go+3Ro+SN6pyz2A1S3/1DKJejyIrHHi/nVPbe8nIM+AsqeOL8W3s0bbj0SfQx2FGu8DsDh2VYgG6nDzErGz0tiyyRnejDacxKsxAm8zk+0TpROFdoY1C/c8ZEso54PsZoaiOpP4QiXALIa8bjV6g8IxOrNkRlPZJTOr8PnsG3mc40gXAcFoW76+7gqjOwE9efIrJbbXUFGWhCgIqECqcTMJoY6EyDdGYRp/opVvnQZc3maGwzKheoM8oMKxLEtJP8P914aPYx/5IIOVKZP1ydJEY5pAPV2AUQyTMaGo6QZeLq3178fYofOSr4qZVVdy6vATpv6iDrCYSNP79SXY2djFqdGDz+SjoGGUw43KiyBxNaeLX3jaybrkZ44wZ3/oZY/5W9rU9x/GBLxgYM2LvXEfx8HzCqS1MW/IkWkMCu72a1NRFeEIhPMN/5djYJvSBaTzRmorGdhJjzltEB8/le7E0br11PaCAHAc5Tmd7C3u2dhMcn4kkwZKVIT5pb2DMGybLosUbBRAwE0cY9ZAnW5iZUYQlakUhG4QJ5lyQMCN4CQ8dI6/mMySzTNGVmfjVON5YBDWZwKgmSCGOUY4iJKOgyiiWHDQ/aPgv5/n/Kf7tQT7Q30bLjt/gzz6IIoQxmUrJybmErMxz0WodANz1xgk+bh5iXqGf7vQcOg0WFFVlUfMppg53otfFSIlmoIxMo2JBFquurgQgmozybuu7PF/3PCPhEUqtpUxy51AhyAjWblJsfZh1E9V2VAW8fjt94TwsKdXkZ8+lIn8Weamub+YQB04Q+dNGjHo/MSkd/H58rVo87RaUuMCQS2XzbVNZl9mC2ZDLzOlvIssCiUTiqyMYHGR4+AtGRg/QODITTesi7GENkbQYR7N9WPQt1LKZqBjhrCNgNW5kVC9gyB/GJxrpGiuhL5CNHyPqlytwQQUbMnaNH7sQwSz5cakyXmszY6YBKr2VWBMT1ERJTSBo9ZjMVrRa7VeHTqdDq9Xi9/vp7+/HkeLA6w0wKhvYFS8hxIRveEzQEVEkQEWXshd9xhZ0agrn5/2INaVzqMyyYdZLBE8N4329hf2WIf5mdNE+GkIjCmysyuK6LBeBh+7FOlTPvulzSRi7qby4n1hQS8xXjjXnNMGBKjKM9Sxs7IPqa+D4SxMFVC7+O2gkSMYY6TzMp8c+QR0/yNuGUfokDVf5A1zekIJ3VwzztBJyn3wS0VUAQMuRIXa+0oTBomX9zVU488wcHTrK5rq3+WJoD0E1iiMmsaBRYfGpOBaNHeV740xpiJIWCnHd5F/SFq1isMHHOUKUu8QjFGn/QkheiSfxPZIqJIUI/lgjXf5hpPRG0mkisCZJIlCC2nYDD5Sk4dEIaBQFazJBIDUNPyLXfvQW2UODPHn5Dcg6LSGNBuW/qFrmEAWMEZlcf4KMqMJ4shdjxEun9DcMcQ2JkR/QmzCRISqocRFdYoDZ3hryo32ENUaO5s2lobCaW2cUccfcwn8CeDUeJ3TgIP53niO47xhyVAVJ5dTkSjpKKokbJISklfZMiT19pVw8U+TRi9cDEElGaHI3UT9WT914HW3Dp5E97VQE7cxxF1Ac1WKThjEZ+3HYFCRRjwYJQU6CHEdNRqkrUBhJ19J2eBa/9l/DKvEoB3JPYDT0sK2vC6fy7bVnR5N5vB++hTGdQlI/hiIIONQQOXFICReQJxVi1v4Hxz+BljaiSi8tQQ+1BjN+q5754eOUHeom4UviPHecUKqVHjWfTDVMjhzAFB2fAHeYsMJwFEyU7lz98/8m6n0z/u1BPhTq4MjRs0lPX09O9oRZ1j+C6o6mYa578Rh3rCpjtn6IHTt2cNnNt3BEkWhue4Vp7jdpaVpMPGrGHCnG5MshZ5KNVdfbCIUaCATrcXtPs3Wwke1+BY8skqtVWA4UeQ1Exozo0uZzIFRBnUdHn+ogqWq+Wt2mmLRUZtuYmmmh0ruLKS1PkRsdosW7lpFJZzN51Inb8CkJ4zYKG32MHrMgZWRgefIu6gZ+SH7+DZSV3oeqyoyP76F/4HXGxnaSjJo53fBTTG0pRC0a1l9WQe4UE5fseJDekS2Y9bmsaS3i4jf2MG42cLx0JqJuEmlT3yKzehypU2Ty1Kc5NJzPtm1dyDkGYulaavtGGQ0LqF+xSlQsKOj14+ikIZYnRlAkF/1yKmdNdSGqMvF4HF/Ehz/iJxKNIIQFVFTCUpg+1cqJ8HQQNKzQdpCGh8bwVMrCdmIC+FMSeAu9tPA0qiZAbHgDSe9CStIsFI3HyVJkXhcUbGYds3McbG0e4aa4mZzBNmaf+D09ZSXUW0QmL15Ob+fHFK+f4NYH+2cxfPAaLkq/iRF9nK1rf8SNCR36LT+CGVfAOX8GQSAhJ/jzyad5vu45ZE0Ky5wbecykYOw9iHdnDYMHDBjT4uScmYK2agUULWVUquazF3sI++Msv3wSFQsmWBExOca+vn280foRRwf2IqsJTBo9C81hGpTr+W3n65SHumg6nMOPS2+hxZTN0tQ2zpJ3c15sF3v0m2gTL6MgaiA/BkZlog8SgkKLVaLRrqHJKtJo19BhEUl8SYcVVRWdRiSqqCw/dpA57V18smQBGbKWBZMmk5FnJ1UnkaqVkLs7aL7/Hsr8IeyjbpBlBiuWYCpZymN5H9KY0sQtXbfTH8xCjGjJlWVmZhyhYl0FnwtzeO6DfUwaODQB9qKRGsdMGlOmUJnnYmGuhfnudnJO7SexaztKOIYoKRgKNOxwTmfEY2XVUCsnptxKKCVCPGOQcDRCSAs7gpNZUNxIpWYLOv8A2YkEOckk+UmFFPmb6u+kYGBAp6VXTKDVWrAaU7AbXaQIGozuLvD1khRFni5awh8avkOxzkN3zE6xc5iR9KeY483kqu5JzK/sQFp4A4qop2ssRG33OA1dI8QSSXSqRF4ik8lKBhnYERAIKiEMKSpq3X7iHccZr8qhzSIx2t+L7MomnJbN3GlTydp7EMNnn/LmFWezMOMYCz0nvxJVYnJC8XIoXjHx15HH/9f4twf5hvEGvr/jNh5c8hvmZM75xnv+aIIzHtuDzSix+fYlxKNhHnvsMebMmU5B4UEGB9/GbJ1DS9MkxqI9uIxDWMw+LGY3ojQhDBEEA4TysI/l4U3ks9/Uz+fBo/gNcVL8Ws40LGFS+gpOnjjJvOVruGObjw1Ts7hqYSENAz7qB/zUdQ3RMhohzgQNbb0s8F2NESMiu3LdZKwoYfWkKejlMOFfrafn3TG0ObnEH6xmIPQuWVkX4vEcJBrtQ5LSUMZupm5PIWpMZWymnXuunMZpz1EeOPDAxC+O7AvYL67lEjXO4l//hCl9I0i330k0tYrBp39C7wKZvJVDBHqWMFRzOflT0yi7yMBzHz+LqddEUBelaMFccmJTaTg9Soc7RAcyvcgk/4FSqNVGsVm9RMQOFG0/on6EGXIm5aP5ZK/I5pX6cXp7KxCkEGWTt3Nh4Rpa306jIKIlIsaJ25somOqiurqajIIM7t37Ew4N7aPQsABz5ybavDD2j8kgFWyqwNo0O5fu/A2agS72VBaSO3MW/e17KTvTj2SZcGjMybka2y4f2YPP8lb4Z/w1fydJV4CnNXlU1n0Mi++mffYV/Gjvj2h0N7KxZCOFeTfwYKePbL2W56uKmGLU4n/jr/T/6imQFQypMpasMJbsGGr5TLaO3Ej/aCqli9IIr8phmyfAAW+QoXgSQQmTE9uL5N9BKDY48eWlXK5293FeYJzrCx+j47QVuchCsszG482PcMnwFu4ov4/NqcsxxeMU+sOcc+w4hTEjYu5MCqIShi/1SoqgIGSYGZI9tHu7WLR4EX/3xHgiHcp6Orlo/3Yu/80jpKRMFJlWVRXvm28y8tvfoYRCRLQS0apKSu7/ORtHkoSbT4H+t+QH81g/vIaNiRmoqoI8dJhk1wG6p0zm57oqEq5MfnPBNEqVEb54/e+4G09hC8uYwhrKRwcwJWOgVbHnRIgV23k/dT3RE242Dh5Ea5E4NOUnRAQrUyY9jzVxnMFwAafU2URVI92yg6uFD1iqOUXM7EI2FjDmdTHoTiEiZeGaOYX9mU38pfsNUoypbCrdRONYPSeHawgp8Yl+TyrMshVTkHMhf/zciUUzzGWT3+WJ4zdx49IyDBlbebb2Wc6uv40FcheaXB31EQuheBgtEoWyixI5g2xScMfGGQ93MRZ305aXS97OLVSPNDNYVkx3lhOf101KVg7Z1XM50tZJljlI9kAvxZ83kFoVJGOKH1UyEEnPpV8/gLbifArmPIEgflNs1d7ejiRJFBQU/Mv4N4FR/+Yg7416uXrL1QyHh3l+7fNUOiu/eu/H79fyxpEe3rt1ETPyHMhymE8++TVa7Qfo9GF0ujQSCR+qOjFz1LgGX9hJKOBCHq5C769klpqDoIp84exB6tqFf2SI7MmVJNaU8FLrq4wIXmwRIxtzzuf7Z36fx7a28dSudt6+eQGzck0MfXo3mSdeYwQjW0fuYJKcQ46jiHatwq+J0ZSYuLYkCpSmW1iVL3DLoVvp+ySBmmVi6A4figXstllYtddweouLkc4A3S4J7bps7p2TyR9qfs87Le9QZC/i4UUPU5VWxa9PNxP58y+xJOIs7BjE4fYgmUxodDrCN3+X/ft2g3AuOmcbBzJ3Ygq6cEVdmAvM3HzJzViNE6mZHn8Pd7x1I1cNL2BGYCFDaNlJgi+kcbp1g0iqk2QsBVn5GvztWpn0VDutw0HSrTpuPTPI0YMnKaxdhEHR0GXqpyDuRMhwEzMMEwwFMZvNVE2rotXRyrNNz5IRT2Vh/1V0ylmkekRqTDI9okKqScvM5n38oOZtTuRl8vep5yOaQ1QUtVOWOkKpowWdLgWNb5D5NX6i+WfxdvONBLxReicd51PbS/wmlGQ0HuDxtDTMOhsPLHiAVQWrAKjxhbi+rgtfMsnvK/LZlO7gldoW6ts6GRsdYzyewGe2ErBa8ZvMzG8WmN8So8sl8e5CC2HDPzwElTgWIYBPFkhx78YUPkhUHERQVapjSXrCP6F33MmfzkhDbTrNjPZfkaF303C0gK2lVxKyKciCH1NXI6gJAvPyWTNzPakn65C1HizhKei9RRD/eh5/kS3wi0kGDPE43+0Z4+YbzkSNhhj86c8IfP455oULcd58E3W9Hex761Uci9by6riTofR30Bp7ObvxBrTmASpyylhjn0341AiCDElvN4muvUjlVtKvuBjZPY7/888J7NwF0ShxjchYipHUvBCZFdCnZuLw9JMruNGZk8gaPR+6H2Q8mc/ZqQ9hNDbhMdpJ2LJRU8rZ6zXQ05+JqKqYskrIdxfg6UlituuYsSafePkID9X8gi5/F+eVncddlddhPv4WuhPPkwwM0JxeyvGShdRIcGyokYHmy1BkC9WZx7htyrvs6F3O4Z6LeHJ5Nje034qSUFnZvxJJ1ZCnpFGmz6GsoAR9joXm9kMc2PEWsirjmbwQ52gluqQJEscIBw+hIYktt5DVG5ZgFgcZ3fMKxWovyohKz04n+kI9eXeeg7Z8FeTNQ5X0tLb9it7e5ykqvIPi4jsB8Pv9fP7559TX11NeXs5ll132L+Mf/D8A8mORMW774jZ6/b2IgsjL61+m2FHMgdYufvHeB1w0Pcz8vDH8gXrC4Xa+toYzkpo6G6t1ysRhmYIuZqX+4V+yXZAImI2YggXkBaFN3o8pMMS4M5PE2nNZsWAhK5x2Gk4d57k3H6A2bxCvNUG+NZ+rJl/L7zf7mWzcwQOB7RTHInxudBEffpxpoh5R0GBblYvtjDJUoMcd/krAdbpvlAPtPuZbGnlq4HcM7UpBzbUwdHsQpDk0fnQNcb2GT6uMrFqWx1JDNw8cfIDh8DBXV17NrTNuxSAZSMSivPWLHzPU08WrZ13LBZ5xzn3iURSNhtSXXkK1FvPREycIiH3smvwa08ZnoFO1GAMFuHQlSNV+/Fn9NEfqOda/F40s8/uRUX6dVcmm+AXM7plCakJiCIWPxASbrppGapqZ93ccZO/pNgZ0+QyFVRxGLZuvm8/BN1sYafMzqJFpz91HW96npI+VsK75erTpCnM2ZdDa3ERLSwuKohDWRjiQsZeAJsxq98VcNP0ybtzfzNyiVH65yE7vBReiqPDyyvV0uxz0xbJxR1PZULSV88s280LTvfw2+RAub4DjZ31IUcFcjr/fTtuxERLFbl7L+C0RwiwLR7it6iYmL/7hN8bUaDzBDXVdHPKFKDfpaQnHMIoiqVoNWkVBdLsxDw9RMNhLms9LasiOmelohDCVzpcoMtThs+oZrorwV25jinEFV6dZeOfDDxmVR7FMTXJ4+HM65TRC7XejdXUSqzBi0+Txyak7SQ97GJj0EFt2u0hKWpLKdhRvF6qkI1hYjtvkpUCysFLNJcM9E0Ur0yYPY8tKJTkYImRJ5Z7pFkb1Aj+pj7K+fQDZ3YlpRiH2c1YiCmE89Z/x0z1hjmjL0JlOEM1/kxlDmxCcG7jA30VNoAlX+UxeatSzUtVynaigbT9Fov8o8kg9KDIao4i1UMaa4cZj0XNoPJ+ecAomTZzZKX1USKOMSiInnWYGxu+FUAnH045wREwlGM+hwGmhOj+F6nwH07IEjtfcyucn11OmGUdAYFJeJas2LuHZ9md4s/lNciw5PDD/p+QfO8j297bgi2lZNFli5iXfRSxbA6KIrKh856Wj7Gkd5dxSGaXFwJLJf8eWt4++uvV0utMYNA5yIPMAK8aWs7p/A6vM92KavYwG+znsfeNlQh43CbuT7FmL+EXuZK74+HWc8WlYDOlkaXdis5ymSNdHtjrxq9GNjTrtDFwfDKBLTaPwnXfQWK3fGFOqqtLYdB+Dg+9QUvJjBgcq2blzJ4qisGTJEhYtWoQk/d/tn78t/u1BvnG8kce/eBC3eopcrUKeTqXcZMBI8Ktz9LoMBFFHNNqL0VhIc9MiIpEMbrnl1m/k79WETMdnHagHetlFDX2GEJqQH8PgCKlVa6k9czFbPEG8SRmjANkj/cyVo1TWH6A+fJpTs2KMJT1YZZk7PD6WR5L0Tb8bzYGFuFSQ3R0YSsNk3HMLAIoSw+s9xrh7L273XoLBJurGKvhb7fXM1nTx5+Hf0bfHTiTVjvfeURrc3+F36Wu5p8LJ+ODLvNXyFoW2Qh5a9BAz0md8+ZkyH/3+17TXHGbj93/M4SE/k++/D1WnneCJLz6LgHEtPt0Y9dmbKQ2UIGkCTJ+xC482yV9HIPDluHAmTIxrwzzkCTPz/JfJy12AKIioisr4qRFaP20nLyATRaXGLNAUP0UXSWr1U7luYSEzIyInP+smlpTZa4ixZlqUm649j2AiyCcdn/DF3sNUHV+P1zxEaFkntXUFTAmqZGtGGZE81KTXMGgcJCd6DU2dFTx7djaBX/6Qio5+2lY4MJ43ikayUln5MIJhEbUnVhNUSuhuXcEdg/fSlG9ll72C3x67nWyHhSLzKeqNr6MKKouNq7im52WqImHenn0Ba1f9BqfR+dVYCCZl1hxrpjMSJwuFKb5x9pkdRCUtlnCQBbUnWHr8EPMHejAYDHhlG6cKLiWhs1Lo/4To9fsY0ziRWrK4amwb7clMhoxliMuv5WN7JXVdtfz49O38InY5LeG5mIt/h8ngZ5O9mtuPfYQoGhBuPcDTT3RjHE/gSenB1PkuGouVKekbKFfySSJzxFBPQ84WqtyDdIyvQrVYuOGcc+hNmLinronTBXlc1TDI7aNWhOj/eb4rGoigoCGBoiSJqjKmuB99LIgciqPKCSCJoHcgml2IRoGkppURfTseNYx9JIFxSKRHZ8SrkwhpVMamTWGaMo/R1gCLLy0nf04GdUN+jvd4OdHj5WS3h4zxJHNjEvl5hxgrPsyzJ65hunWEssQwsijTYmumem41N9lncOzZ33N6QI/VoJKSX0pPSzsZxWWsvvIW7KqTX+9s4eU+N3eJeqYJ47SLwwxKo0yb/jlGU4AdJ6+mM7+GxlgTqAKXnPwx6UITJvcOhqI2zBlZjBjtlIQjNKoJqmJNFBvGKEuL41BHAYgoFvY5qjmpL0Y3KiALNs6tayLe0UHh22+hLy7+9vZVkhw5+h1Cob20NC/Aal3Hhg0bSE1N/Zdx7x/jfxXkBUFYBzzBhHv0s6qqPvJfnfs/Bfn6hg8YGvr+V6/HkgJ9cZG+uMiobKYifTbzpHbEWCe5uVdTVnofJ0/W8dFHH3HNNddQWFgIQKTVQ8/bzajjI2yN7Sc+Wo9qTyOcWQCqFpuvgvJJZSy/ppJtQ4P8+ehJOpyZhCUdopogv7eFlZ07qbbv4H2TxGmDHkPCzlXjZ7DWsxBtqJH4gZfJ+ugZfMpJxt178XgOoygRBEGLwz6L1NQlpKWtYCSSw3XPH6XSt4tHxv5C/75UgrkGxu6M0ph7P1vbXmEgOMBVlVfx3Znf/cr+VlVVdrzwV05+vpkV19xEucVB33dvJ5SRydU3/YAHX32B0dSL8ZiDDGUdxRGz02foJqdliNxcPwVLh5E1FjRpdzLeYeVRzy9YHYowv/lejBXzmDQvk8JpTqQvCyokZIXvP3mQyQNRzkCLHoEmrYKxMJWOzgD+sSidUowdhhgPrHFxztpF3+g7RVZ4/93dDOxMMmYaYPekF3m660eMiV7c8/TISZm3uj/g8OgGLOIY32n9nGX1XcgZMt4fxXDYVlA1/VF0Oid9/a/R3PxTZk57gdTX7wYlSfvGn9DVeR/98jqeHwwxrtZAqJA1bZdTEk6n0xLnRtu95Ch93OScz/yFF3DDjMuQ0XJ9XSc73QHWttSyO78MczTC0q4WVseCLHI5sFRUYKioQHJ+/WDwNbTz8Uut+Hw6Usq2k+hqZPbeDuQMgdS8EFnpo2h0Kh7JRkfGXKwZZZhPvcfK0KNMye6isnqUL3p2kh8c58XBEUZ0DryXv8HeFxX0gxEMUhMjI59RbJtBwawNfDB0hCE1CooOoxAlRYwzEgqS1zDC/KEO0iJeHr/kWj5ZsoqCoT5W1h/FIqejRaRUDTKJKM2pfuo0Mhf5EmTKGhRZRzxkJh4xIScMCBod6HRgNpDU64gLIoKqR68a0KrSV/V4/6UQQJBEZCAWV0gqKookENWLSIZ23HEt3eEM/JYYfqGTZGIESRVJj4jkykHS8/U4ynIhrqL0mBGGLBiVVD4mxqPEmKcNUqlpRkXBarEzY+Y03FoBfeROxiKpzJz5FjrzGFd+diWZbiurDlgRJFiX3kRYn0IsqJBnHCXb6EcSVRRRS4+rmvcsM6hRpzH9VBbGMIQs7cQ0HczuHKH41EFy//wnrKtXf+sth8Nhtm/fzokTR5k+fS9WWz9Tp/6JtLQ1PHLkEcpSyrho0kX/elvyvwjywkRx0xZgDdAHHAUuVVX1W8mg/1OQj8d9fLblfjraE6xZcx31aoSHjt2JWePkgvw8KpL7EVF4y2NEZ1/A8rzlLMpYxBt/e4OSkhLO27CJgY/aiB3v5nDwAIOek0haidlnnsvsDRvpeukV3u8fJ6ZXMYXycOlLGTIeIyx42Zq1Ha8pB7t9FVcN1XFTz+uMax28WXE/1hGJber71JnacGDi7C8CLMkwEF4/YTlrNBbidC7BmboUh2MekjRh6ysnFI5v7Wb/Z118bIyxXPcxd428Tc/+NIZz4L4LRVxpBTy8+GFmps/8Rlsc2/w+u195jllnbqI6q4D+791NoiCLj+6s5oveWs48cT06JYgvpYmYTiRSHGHmrJm4nttKV9sQar5KxXleVCHMp6MajvsTvFT2Y3pGF9B8ZIiwL47eJFE4w0W3FZ5vGqTfF8EiJLhEHWCqMokpaDGKAn5FYacc5Qspzt0Xl7O4etLXfRZN0nRwiBNf9PBZMMCIRmFTSEe1A3LRcFvxr/BZw2wq3YTqWcaTO0Y4d/B95g3WMr3Hz+AdKrZZd1I95yZEUURVZQ4eWoNWsjM7sRJh6/1w6ZswaR2vH76NP7XsJqJKfHfm7Wwqvoz6ngC1W3qg2U9QK3OW9SEytR1cEP85PQYrYnU+QbOBCz76iKtOH6TgthtI3bAByWj86h5UVSWWVIgmZKIJhUhC5qQ3xO8aarildR++1lVERD9B7350AR+CrBKVdMRcTqQUPaouRII4GYKbEEZelNcx2xEgZHDilxqZGfuQxwPH2Wky8oCjgnX+uazwz+HIUD2K7xh7Uxdy0j5RpDtVCHOWroFOJQXfgMq9NX/HGg9zcFoVutQ4A2ouT55/FWXhbl5u+BEF0Ymygu1GKxdkpHBu0MSmnUHkYQ268QSiCsMOPafLdARclYRt2ezK2Y1dGGdqXGZK+gympqwnbfNpIoda0RQtRcqZjVajQw6NItkiWNdU09ou031yFEU7jOSvRdZbsBVPIVuXg6cnhJpUsNr1ODNNGPQalHgCX2AAMerFF0lDkA0YNAJ+/JwS2xnUeLCoBqoTxZQqmYgIJKUgXdZ6dslxXvZXkSEGWKlrpi2ZwbxJdSyZPIpe70KndbK7uZdS615avPOpjM/h5boPOVI2xk3deawLBcnT1aPXTDB5utUUtqUvZldKNvtdm4hKRqpNMW4ryGWpMZUXHvwcMWQnfeRTpjZ8wuF567jwb7/FrP9mykVRFE6ePMm2bduIxWLMnz+fxYvn0NBwA25/PZvleewcqOG6qdfxvVn/f1YZShCEBcDPVVVd++XrHwGoqvrrbzv//4viNZFI8NJLLzE0NMRx/TR6xQ5WlvyVNdY4ZnMZ2pzb2TPSzO7e3XT4OgDIkrIoHMlhU3AZat8AjYGjCKrMtJVrWXDBpVhSvv4JNXLkMK+/th2PI4EUt2LxltFQsYuqJUVsMpeQ98WvYLiWvrx1vDaylrNCpegVgb+UajmU+QVpje/QlpbEqpG4oGgxV1V9lzTbpG/cg6qqdJ4a48B7bfhGIpTOTidtbS6XfnaaK0Yfxe/v4OqPYSRPJePRi5k645vquOaDe9n8+KOYpxSiNQeY99wRThTB78/ToFfsbKy/HVHnJ2rsx+HzkZJIMpSXy5VXXkmmzUbLhRdyyACBFIH8TX1YrWEkZRJLV32MIGhQFJXmU6N88VkHyd4QWlUgogVnlpHgsA8xpkMWZOR4E3GTlSpTPtO+9GwQ9Br0RXbUTBOdIxFOHR9lLJbgc6dCVzLBRbNyucFux7ijl+Z4hLFNfg4rB9jRtYdQ8/dxRYJcE3qdeYcGqSkR+GB9IVVDM0m1pDJz5kwKCsfp6rqPacUP43rth5A/n/BFL/Hbmt/xTss75Br0XJ4S4ZwF72C1Tv6qzXrqx9n+UiOxUJwF9lex2E6yftLvCdjsaE970AxPcJmz7AYMWg2RuEw0KX8F7N8WN097nmmuBl7Y9jCL/A4igsoH5jjD0tdzTZ+Mo1MS6NU4eklhtrad7UoVM4VWrEIEdGasxlTO8e9nkfZ9PjPmc2+GgCqomIK5LDqdQrbXT9H5N5LS7uVkrIOkRuXczh0kD4yis8rkLHRjSEkiIzAw7GD30Gx+8Z3voWhEfvn6E8xJRnk/001RnZuKHhlRhcEUOFQhcKhCpCfHiVFI5cJhNzH/HLQI3DDXgj7zDMZeepPA558T1+r5oHAhfas38bOLF2A91kFwXw/goCWcoDEOk4q1rPzBIr7Yd4Sjf38VvbcLBDOG3Gpmn2nC5GohEuklHOlGTvq/ntOyxKNH7qA/lE3KjAQ9zlLWu7vIa+tAiAWxK2ZylBS6NKOMoLI5VolZo7JKf4S3w4tYlV7Ld1f0ouAnHh/78vDQ153LLHM72not6QS5Pi+VkCjyauc4I2E7AYeFU4UlPJt1DX1SLkZilMgnkN3v4Y8OEFcFFvkXkTmWSUF7iLk1nzGeWs6upfMZsKdx/w0XkuucyMcPDQ3xySef0NvbS35+PmeeeSYZGRP1dr3hQW78dCONoSi3TrmYW2bf/69A3jfifxPkLwDWqar6nS9fXwnMU1X1u/9wzo3AjQD5+fmzuru7/8fXC4VC/P5PT5NIeliypBmNfILDIYkR8yp+t/yPX7nodfu72dG8nW2nPkXuG6Sq3Y4xriFa4mDOhRewtGodBsmArMgcGz7GJx2fsL17O4lAkKtOXobblZig8vnLuHjqCbIGnwVjCuOzrsDfOAldby4RextHp2xht2k+Xb0uHn/0lzx+wXJOzAwTCR7HorNxVeUVXD75cqxaK52nxjj6SSdjvUEcGSaWXlzOYLaOK081ove8ier7nLS4hseOjWHYayVWrJD+1BP065ycGj1Fw+mDZG4eYsweI24Y4sovZF7bYGTHFBVdwsilrT8grOkmrvWRWlGJ8/W3mNzTyd4LzicsClx55ZWkhcK0X3IJ+6anEYppyTpziPRsL6mpS8jIf5QXD7n5+6FuwtEE59sVyt0KiaAZBImE5GdYO8Z72nR+VjjKvLlTMeWXYUCPYSiM+/gI0XYvhi+BMSbAUSHJSVFh+RnFnLEwn+E/Hsc/4menD1JyrZxz10x+/fI7vNRt45Lk22waPYT1qMBzP5rOF0ojGYYM1sXXEejwM33GpxgMKnP7S0jp207TJS/w/bqn6Qv0cc2Ua7ih8mJOHb8QUdQzZ84HaL8Ss0DYH2f783XUd/t4a4UWt0nLvcc284nzEB0JE+WmVWRKs9FpjBgkEaNOg0GrwSCJ6LQa+hMJ9vqCdMQTVOgb+Unqr6jtmEu3ZzlnzFrOwOejxEMJ5l1YSuXCbPSSSMeRXzPy2QvYW7IQ63yo8TjvzF/Nc5nreFf/B0rMywh5ZqOqFpzan2PUHMOfUcn7rjze9/bQJYZZfyiD1KCWZEWIoLqYtSf34WocwVYYhjUJxrI0tKozqPNMJeRJYh+qZd7pGD+44weMpWRwxxsvsHHfDvqccKhMx9HSfPJzc5Bqmjm/airzxWa0fYcZ1zroS5zHZlKwJOMs//AjNJKW9wsXsbl8GXecN5vL5uZ/tbeVSPg5/uYJju2TydEqzDLpiIgROiMSPXGVoOMow4FuXCN9xEx6MmZBVlWYk4FeRhMw37WImfWtdGb2MRZO4dHT92Cx2liysZyXRj3MNui55YsmWuQ2fIQJKk52xfKJoOEhTPyUMHkauHJoJ351kKWXX0ZloZnIqQ+Jnv6YFHUUQYCERmAw6uDzuIM/TpWZ4UvBkHM2u1Pm4xes5Ki9rOUTFrEHA18bBY65C2isW0q2toG5H5wmIWk5Wn0fiuJCzTxGwDLIrPkbUAMyhw/XYDQaOeOMM5g+ffpXbeSOurl1+600uRu5It3MHFOE6urXsVoq/kfY978J8hcCa/8TyM9VVfX2bzv//6t3TdOQnx+99Aw3THsRrTZGacnPOBTT8KvDv2JjyUYeWvQQgiIQ2NfL6fe2UDu2h3DSS8imJ7gqnT3KCUKJEHqNHpfJhTfqJZgIYtaaWZW3isLeQvqb+ylXKuhQeklqQ8xXaygVAngL8nG1X4qo6PGVNXCsqw5vVxfTV5yHbcdRlBPHePo3z9DptNDqbsDk/xB95Dg6wcQs7womtSwiIyWN2WcWUj4ngy88AW6u2YJ5/BlIjHD55MuZYVxN5rs3ktM9xMghK+FSle+dK6FEdJx9KAfRpGd6YQ4tJ7fz9moDHl2CdTkbKD+0iIF4LRodnH32WUyfPp3PTzXguuoyukoraFm+GDUY4IorrkDa9SxXRt+iui6TjCEzk8/NR+v6Ak/Yyva9KykNZWNKZCGILlQ1jlbbR9IVZkz14EzO4U8JlQxZ5EelOZTPyyAeSVK7a4DRngB6s0TFnHTavAFiXX7ma3Q4v9SHCHoNakymQdNL5tKZ7P9oCI3+M/4szMCsDXOv5WnKX4tQuzibXy4aAUAralFRuafiHFyBl4m2TePMgR18ZCzi/kyFdEM6jyx7hNmZE2Pf66vh+PHLcKYuZdq0vyIIIqos43v/fY6/+jp3XH0XfrOZa/YNcGPqZlJv+hUvNL/OS7UvMLcuQemys7ho6W24TFns9QT4eNTLZyNevPLEgytDgofDtyHKAYKBe9i06UL0ej2RQJzPn6mjv8XLtBW5ZFZvpqf3SbIyz2Py5EdQIzFChw4ztGMvF8Yrmapp4xlpG97Iudgsn6HnGBJf29yqKjRI6bynyUBosqIIKp/NH6ayN8kGyyTOuv5Burwatm3/JfrCY+wLaDgVFZEFhfMPGjjzkMyPb72D2rIZZA1+wYNPv0rxWAzz+nXkbJxEdN9jWJNDxPVpuBd/j1tbUrnk0824xgbYs2wp2pjK51IucydLXD1Pi0EcJhLp+fLoxd1ZysDBGzGmtaEzerANz6VQpyFV0qCSRHYOoVuWw1veEN1bPiW3v5OQQYu7ysiteRZ6dtZwypNJelmC7JXtRE338b3NuVTnOzh/VTH3dA5gkuH35lQyk/DHjmF2toySatQSiSQAlTd14+TJJ9CLx9GJ9WiEJLIqMBxzEEqZxr6eKNnrOknGJE6cWM/7FePElFN4Mx6ixJ3JoE3k5cCzzOh8g/jsy4hXX0g8MYbHPcyHH44gJb2s2bcD/bDM8L0icYeGwcPfITQ8BV3GaUa1w8STOjKy2ikp7yHFmj6RMtKl4ZX1/Lx+G6NRPw/OuY2FmdOoq7sTq7WSGdOf+x9h3799uiYRi9Ld2MDLdW+zOOsddFImNTWzcNiruOqqq3iu4TmePPkkd2TeRPWhdE62fY43PkzImUXV6rWcOlXL8rNWUKup5YP2DxgJj3x9DwhMTZtKYbIQ2kZYPS2FirE9NB9dxGFNBVHzAA7ZytpkFdZ0C8q8Qj55tZmsMgdWxxE63nuHxa197Fu0iSdyl7Pj+8sIaODTA730HDhGi+VTOpynEAUdlbkbuWvG9bRH4IHDj2EIbsWmc1CRWk5PoIeh0BD2qJG/D46h60riOWwiNtlMTeZUYokE6dMzeCG6jV6XwIy06dw57XscfbWJ4VgrDlsql195KS6X66t7O/C350h57He8es3NWKw6nJ4W2pyfsM2o40dvCfS6ZkLUjTFToXhNL6JWZvDIdSTclRRNNzFrfRVJjcqTTz7J3LlzWbduHc9saeVXu1vZqGhwaWsRECjQzqN6VTHaEit3vX2KhkE/1y8u4p61k9D444TrxvBv6UJWFTSIyEKUA8nn2TGeybb01VwubePafh/yqdOUbNvKsD7Kuy3v8k7LO3hiHm5Ki1KgE1jWbCXp7WF9Tjrp4WKmjU0jLyOP6upqqqqqMBqN9Pa9TEvLLygquov03umM/PZ3NIai3HP3z1AsZp7OyaP/uRN4vQLV+aeZdcu19Nz3AxK7D+C2avnxjefRWbqeOHrMooBLp6UrGucch4nFDY+RnbUNSXMrS5fe/Q3WliIr7H+3jdM7+jC5mph9Zg9TszchjLWgDjUTbhPwD83m74qFPxPjNe3DLBAbiHk1xPw6ohEDlvwgJpOKWrAYYbiWXUPnclhV0Qy3ImujbF08zqghgVkyU+IopXuwF5/WjUEQmGOOU2k5g8d2rebps4r5XduPaXPMJ2LbQF7QzZ8b3mHm6JvoLEkSpHKcSjrbAkyPGqGuh6hZYmiZg97JaQz0Tyc9o53y8gMIAgiCFoMhB6Mxj/DIDE59UIVWD/GIgKQTmbIkh+nLs0nu3od/ewuiqQxBZyaOn3edh9htM1LSNEj+QCcJSYtGTlK9YiVLrrqJ5vZ7GRvbzrDhde77oJ/zTSbO1Oj4WCdQ2h5lryHBIUOSq3IVijUnSR3YzyJNPU4m0j4BMmhz6+kKWQklK/AlgkTlMGJSpK6qnEuWfMAhYREvKNeTMnwfxdZiFm+/nmGbhrt+Mp/0HT+Co8/CortQVv6Ml15+md7uLubv2kHe0Bg5TzyBbe0ZKEqCocE2Pnz+JHJ/OrIUQireijG9jZB5EJ0hikunJ5hU+NuoSkwRuNEVo1j/dcovLe0Mpk97+l/GP/jfBXmJiY3XVUA/Exuvl6mqWv9t5/9PQb618Shbmn5Opb2J/r4c9F2zUR25NLn9FObmcP7Zm9jx6tv4T9cxEu0hZnIgnHkeV5yxgB09W2n+qBmf6GNv1l7mZM7hzOIzWZm3kn5/K1taX2Nn70G6YxP+NDnJJCtDYeZY0jH6f0Vk2MdBXROyqmIPlaOLZ+BIN3LuD2ah1QvUrF+Hvm+A4K9/wzWHRC7MTmWaT2CsN4jdZaRoTS67nIN83PoiQd8+ELQoohWNPI6KBgGZTHMmM1wzmJE+cRTGBdRn1+Hu0BA8pGc8W8ffzk3jpHWUrJiJH6z+BXMc83ju6VcJJsYpzq3gkqvOQ6fTfaPdVEXh9BVXkWxo4Pc//gnn9dzDL1wm5nSnMaXejqgtA1FCidWid+QwaWMnorGdwsLvUlx0J4Ig8s4779Dc3Mydd96JxWJBVVUu+8te0ocP4xQiqKgUFBRgmbKCn33ciF4S+d2F01k1OeOr7zH+agPB+lE+Mtew8Zwp7Hj9McbbtbxVdClmHDw/PkJ072+wnHEFaTfehK7IjsasJSEn+KL1RbQDjzDSkeDSPh/3p7vIW/RDriy7ktraWk6cOMHQ0BAajYbKykpmzJhBcOhXjEV3kfqkRK91MT+8+jaMeh1vzihlktlAIiaz988f0nUqzszGp9CFxnl3w7ms2PsFumSCB75zFu3OXkxpmxgW8rjaKuHc+S7Tpr2FxVLGooXvfw3wYTeMNqOONuFtfYX2FjvHhm7CKPhY53gUqyYbf/IKkmoOWvMYhsljrGvIJlMb5L3ojaiTL8Avrcf3+SdEa/ZTtHIMUVIZOunkoGse9SVlFNb1Mq4ZJsPm5siMYfaajSS/vL5e1lKmlHDptFRMge30BCfx5/p1xLOfI1XNZ8SSj9d5DZZohOsbPmWe6RDaSC/WXRL6VhHZqhJcLTO60MRQ0ok/mYGrN58Ov5F580pYsWIVen0GIFK/p589b7SgqqA1aJi+Mo9pK3IxWr8ed6qq0rr9A4Zf/Zw87RyktHJUVaZf6eTdNIHYUA0FA51INgeLN13IpKXVHDt+FnbbDN7dej2vegJsSOqpCqt48hvIDe5lhaaOPGGicMsoKex2zaFByEOqHUTvDuC3pGCMR9HGI8i2HEw5i7BZinncH2RJwRY2Fn1MYenPORUz88CBB7Ap13LZ4RksOLeE6jPy4ZO74djz7Mq/m109KpNqDjOjtQvnjTeSfvf3SCQS7Nu3j3379iFJErMrltGzXyYUjjNk6UBn6kdIF6lxHqMz2gmo2DQis50lVKUUUGpNJ0urx6bJJavk4n8Z/+B/n0K5AXicCQrl86qq/vK/Ovd/CvLv1W3DMHIHb3EZNYnVTB7uJr+xhlSfh4QjDdfwOJHgIEg6TpSOI5ROJkUOczBxmqhOZnFiMRl9GVx49fnkpMS+4qz7/acBlWRMi7VXS1/Awy6rjWYpjZsGLmJhcDoj2gjHPQnGrCeJ6hMYQlksW7CU+edWEK1voOuCC+ifUk69pQQxbQNiSETv0LF4UwnlczIQ/8HU6ZXmzTxS82dENcaKrGo2FK9hhmsGmebMf7pnufsg8gtnMdBrJbLfSEORxMiKqVz/vRfp6ujmrTffIZlMMnvyEs66dMU3/q+qqrgH+uitr2Xw4H5y3voQORNuu0zBFShjUfd5mGLZCIoGc8JNaqWP1iPvk181hcnnJBge/ZC0tNWkOe/hmWdeYcmSJaxaNaEWjcViPPv8i4wMDrB4336SOonD8+czGDXjKVzEE5fOJMv+NUMl0uxm/IV6juoasC89TtuWZgK9FrrS8vnYeiY/nZrFrD//FF10HOv6XyGoWhBAm2VGX+Kgyf4QwdBeZh4Zp1fSclVWOqogUGgr5MLyCzmn9BzC7jDHjx+n9tQpovE4lrCXaXO+oCWlgj9of0KaTsdbM0ooMOqBiRoBBz7bhv2+H6KqErVTr+XEBctYX6oh//t3knSP88ubb2V7aTWlfVtY1RFj6uTjpLoamWu6FqvbC6NNMNoMweGv+0yEuCMDv+08Pju5kkhMYoZRQ1GuGfsZhRimOBEEgdeP9PCj92p5dkYHq5vunzCv8vagyCp9g3ZyMgNEo1r+ZLqWjO4hRtKstGl7qeiUqS/yk5ID6/0eZO0on1nM7DEZSQgCeRoDM3UB6pIaRuLwwcAgI2i4tnARA+nfQ6MaWNNYw7S2ZiZ3NOGM9XGiIB1fxMbb+VdSvKicnSaZH4d0OA/vo1UaZOPGjaRq8zn8YQdjfUEEAarXFVB9RgE64zdZJgk5wbO1z/K32r9hlUzcP2LGuE8k4VxNgbUKvcZEzCTwuSNCX+dWnAON6O0pVJ+fQUT7Pv6DN7LFa2GOfi8X6g9jl91EBQOh3AX8tSuPRnUGs4ftKPF9KNE2ZL0RNZlAkpO055RxuHop/TlFX30fsT+Evs7N7ctfoFJbz1/FX9E6/BpqYoBy02/QjEgsWpxHQZoRze6/cqIphmugl+X7DmFZsJD8v/2V9s5OPvnkEzweD1OnTmXt2rVYrVZC3hifP1vHYJuPHr2fRMYeOlKayBdzOD9vE0GvD5/bjXY8RqHXSlrchk/Tz4w/fp//Sfzbi6F63WF+8el+Zi6o4kAwzD5vACnoZ9nRnVQ2HQUEhgqqOF2SC/4XGXSFWXLSScmABUumjvRKiUTKCCkpw4iaOCBit01Hp6+mdlsTZ4SP4EoOok69kEjej/FsGUKOJzlU3syT2lcpaZ9Pdf8ahpw1SNoIQtLAzNRqqlo+pL8jTO/C7+AeioHq44RDojfDyuY7l6L9B4A/Pnycm7ffTJY+heecS0gzpoHBBnrbP/y1g8FOUBD52Rt3QWgfvxsbpWfQTmS3mcT8hQxffAH7Dx9GkzCzeOYaVlwwY8KzZHiQ3vrT9NbX0ttQS8jjBkBjtbMiUIvuVIJD01YTTj0XVVBJGMaYW2Um5bf3YD/7LLxnruXzvzxBRlEx86+dTHff70kkUmmoX87NNz+A0WgkkUjw6jPP0DM8zML9+2kSMok40iiQ+2icNpVpqsrZt96GNiMdmBCeDf2hhmHxCH2lL9C3005oyAiiykeTbkQw2/lgepLBO+6gefLlxKrXsOGCMtSBINF2D1tC75A57TUsTVEWjIbor3yan2g/5bj/JCn6FDwxD3qNnjXZKzjjlEDaS1vpz8mld/48jrosfFa+iHR1jMdcWSyqrCKgwhsD4wy+8AIXvfkyvTn5pK3Lobe7msHEZAqrnBRMj+L9yQ9wjLmJrs0mzTaAyTROXbWJrOEok1tDqDoLgqsCXBWornL6Ykfpie4jvfQG8sRb8W/tJtDl51hcZSwqM21lLovOL/3qgZ8Y7+aMJ4+hj7n5VPohoqBC3nyU9Y9z6ocP4ug7Qv5yNz1iDrfk2OjXBnAEDSyrnUyKx83UoI3ioiUU/WQ90vhxTu94npPxZnZb4KhBjyoI/HTMzcaUEmLzrqavW+XO3jdpKrgNWZfP8u4myrtbUNDhbG1DTozgiiZYd8Hl3Dt1Hp/7IvzJrWHgxA7GNV7s7ir0SQdavYbz751Fapbln+Zo7WgtPzvwM9q8bWwwFXDdqUYO9xYwGjVRNGUaMw0OlL3taNJnIbkmowgqJ6wJusYOYR7dyeL5LeQGQliiSeKqxA5lJl05Z3LZ5d/hkudPMuL28WDBIM3bN0+UqlRVQEWjy2L3tFkccU5B6gyColKeZyQt2IJBDrHfW4rLmuTe2Y+iIvCM93a6I78By1LGHdehiAL6RJwLj+1AF4uxfsvnxLRa7v3xrzAg4fQGyUlApSWFfI2RlLiCLapgjshIoQStgxFaA0nsGphtkrBo/kF4qSZRwx6UmJ+YUcZfoWPOLVf+y/gH/w+AfNDj5ld/vpmLFl5L2ewF7H/+dWqPbEVVZWorZqO12sgOeNk9KZvcXC3+0U/oCTRzg1PPZJMHgFjEgNuTQ7QhTrDXiN7iYnLGCEs4jCxZ8M/8GcrwPOItPnT5VlIuLEfrMhGPJXjq6XcZHvSQ65tEh+sgOm0QraLFGMjHFirG7jJSucjBwXd/iaLR8pR1A9/fOIvvLJlQxZ0cOcFNW28gTU7yYk83LvnbqXlJ4D2rhSfsKfi1AtN7JX5+eozSSj/tI3biO8z05uZyYsYmZrvMVGSfYmx4nMG+IXy+MDFZQmNJJbV0Or3mIrb0WVkd6IZ4PtOPv4Qt0M2TV/+SU9V5nNl5DIYHWG82Y/rr38j8+QO4y4rY/IdHsaVnMOuKJQyMPoxWKzJ92p9wmOfzymOP0R2Ps6ChgXk33czlDTrGgjEeX51H32dvUK+qzDx9mgULF+L8znfwHRmgc+APjKbtpuPTYiJuCUEQSdl0C784ofCbTZXM+vmtoNEg/fo5PvtbI45ME0tvKeA3p3+N3f8ZZ4gxFh73E9WvY9x/C7Ki8Fr6p7ye+hm5miwWhAr5RDxESK9QHLVxycxrIPdsftg8RL7q5x5uJzSUQXP3ClpTMlm6dw/Law7hX7ac6b/7DQaTEeWNKzh5wsCx0IXIqpYq6SOyjm8l7hFJWWli8BwtHo2Xw8PpfBEZA2s2V025mvPLzqW7/ZcMDr5NofEH2OoWEWv3obHpsK7KxzDTxcEPOji9o4+cMjtrlw9ibHwR2rbzkTyfOxK388RihXPkLXDiVcb7ihjZF2PzGbMoTY1zLp9zIL0Y39JHCL4tEWrtxSMcRUn0MKdjgLRIHMu8OegWLuS9nh4s6UZWz3HQMnKSJdW3EGoYZezpp4k1NBIrzuY3l9nYl7KeuGkuKYMeVrccw0kIo0aD0t9JaVsbVaqBd5ZcgxrKxhGME3TUY/aXY9CaOf+Hs3HmfBPgI8kIT554klcaXyFNsvCTYR9qs46TnmwsDjsrr7uN0rkLEAQBJRLB+/77eF7/CNGQja1ExKLbj16ckNWMWXW8HNjAi9ENxCQbhU4T03Js1O7ewbrwUeTwhMJdEEUSjgJ8luXkBFKI6AUsizM4a1Uhr+xt4sWDvcSQWJxnItrTxDEhn2J7Fz+a+wTh4HSOd+fynn07v+3+PmmhIo5a6hmLD3HmjoMYvCMIK+7GaC1CUv9ZBBYXYFwv4NYJjOsFvEI/EX8P2tGpoGppLVIYSI8RU2NkjA0xPSON/HlzyUhPI9egI8+g+6fP/O/Evz3If3biPe478QAzWx1M6bQjqmCxl/L2sg20p/RxhmEY50kBMRjnwxlLGLWmYIq3oQkf555CF5eWnY3Xa+DZZ59lbtUUsuO9ZDU/TQYjNIWzaXZvYGrKWjSCREusBr/LjzMvn9ScfDprrfQ3R1lzXSW+0QhHPu5ENoTxm1pI6vy4pSC1eTUsK1vGdKmMjiffJqpPpWFyCfesFekY2scjPd04k0meHR4hnm1mqDCbWHwEKali0WbhMFTSkDDy9GgtnTE3GW49GxpsrNs7SPqaXDR5Y6SEO2gaS0HdbmQgcxKLF+9BL8n/1FayqqErNof68Fp64zMQkOlMrcVq2MdF7zSjzbVQs6mMkNZKoddL1B+lxB/DVNuC696fMqpP4f1nXiaJgFBZwPzljUQaW+ioWU2vM4Ml8TjL77kHjcNBJC4jCGDQalAUhTdeeomWri4WHjhIvnuMwFKFsQUxWraUkAyB1mDgnB/cz937wgz5onyYP8zogw+S+9STWFeupKdhnKdee51dxa8j6UM8kBlmQYsWizcAdxxH0TiIdfmJtXnY17CNR50vExFjfHfwIqp1U9lrPsXfHXE6MjaSJbq5ItNGZOwjFsRf51Tzcua+0oTT7aZ70SJct9zM1Koq9Ho9xMN0f/wj9g6FGBtdinYoB40SZH7Py+i7G/FenCDnuh+Rl3ct+wf283zd8xwbOsLVaSrzkmnk9H8PbY8T0azFuiIPy7wsBO2Xv+I8XTS9t4Vdx4owCh425DyHa8FylJlXcObLPYRjSV7N7cX2xb3Y88K8oubQJlyIXxjiErmOeWIdx6JXcCJ2Mauunsx4v5u9r/4K1ACLwplo/W0Yh3oB8NusaObOo2TpEjyvvEqstRVtQT5pN92M/eyz6PCGuerjHzCYkkXYcR5VJj0P2UTqD+yjt7cXQVaxBLPRRYswRsZoKZGY7EknFE4Qz2zl+u9djt3+NTX1yOARHjjwAH3BPi5SzGysG+XQyCSCCZEZZ5zF4kuuQm8yfT04ExFo2YJy4k1o24ZIkkAyj6i8lGF1BbfqE/THLZwbP4YhMM5JqYDKQBMZ8QmihKjVMVZUyTuzVuCzO1kUCXB1eiHivjHGWjxYTBKKdgTJFMfkLKO3P4hFVnEikKqCpmAH7orXsLScx33SIayymZt6ruCoto31R9qxdRwjOv9y3DllGBmmtMiBZc56NFYtokUHFi1eDbiTMqOxOK/XP8Wejr+TZ5lD2fhaMhus2KIGavMUts22EfpPe2Qb0x38bUrhv4x/8P8AyNfXHuKz3/8GIRJnwBlhKDVGyVAKOVP1lE3pRdWMEY8bOHVyIzIGWL2MnYqLutCE+2OOTuDsjDTkAzvZMPgecyO7iKAnMP+XaIfnEW10ozgFRvNGGRnvZLyvh/H+XhDnIRlmkwjvQW+WEaXZJL8sqmHxd0BuFx1GDVFNnCMZ+xkzeNACmcNGJiUEFqcP8nvJik1WeMpSQsaKH2NKnweIhMOdjLt3c7xvCy9319MaE3ACM064qBo0MO90F1xyEQfNBgaCYS5SPqZC7KB2LAPtdg0nimYw99d3U5Kbisc7xqf72umoTWAPu5BUAyZdiMm6j/hzST3dpjDvk4Pm6BhD2/2kL5QxF3owfGnd+p/jRLSY7T0F6JUYZ8bb2WNbQHdhEdOkU5xTBBp9ytdpJmsWpJWDaxIJYzovvfwiA/39zO/8AscJP0dKskloNJidqVzws1/THDFy6TOHeHhtMXN/eiO6wgIKXnmF8P+PvL+Ojupq3z/gz7hkJu6uJJDg7u7SYi2U4t6Wuru7QoHS4sWKu7sFCBIICXF3n2QyPnPeP4bSUmhLn+f5vu+7+rvWmjVyzuzZ+5w91773rTYDXyR9wbasbXgZApmrCaeFYh+t0xphyGfQZR4AhsuXqfj8C0w3bqBv14KFQwWSHVkMMfVEwySWNnOha7WFMdlXSFemcdPDyAxHNlE/lCOxKtHPms1FQaC6uhqZTEZ0fAJnQ5qxpcFMpGClZ+IRIrWB+NoTKE8vp1PV66jTrHg/uwCfeU8At/OTnH4e1+QQtOWdMIjNZMZV0HZEH4I9Q8BuhYz9cGU15JwAkYhK/8c4kD0Go0lC38fjiO3sz5oz53lnXx0LkrcSIrpAbD8rrZuqOKB8mODu0zm+4iKD/c4TpzqJYcD3qHs4t/oXd13j7MaPkYoVaAInUhuvYrqkhLwtm1Hn5CJ2OJBHRuI9fx6uQ4ciiCX8fKGATw+kIxVDr87JHNFnoveej69cyetNKqqPp1EnzsOqqEOCmOjiUqyGDjRqw4jzrOGCPAs3NzdmPTEHq9jKV5e/YlvWNkLFKl7NK6O6OJJcnRafsAgGznmKgOjbgYAOO+SfhZTNkLYbzA0YBE8ymnpQZ2uPWuHKrbrrfKPthlkiZ3jtAYIaS+/MRbNYia/SB0d4Z0r9YvCyQItGA9Ead+RmcOgtCJZ7d8YCIHKRUi+CTL2JGhzU4iC05Q/4+F2nwjaFTyu20Lq2NcOTFLS5ep5bcXHktO5EV3sssS5G1IYtqPr1Q9z36bvatjlsvHf2bXbm7WFIvhvTNtUgVanRPvQwyV4DyLtppEziIKSXgvLyZGqsNsJbtaFn+3Z09HK7p68Pgn8/yZ8/z6kV6/ANDuFw/AGSjLWI7CJaZ7qTUOpG8+4JdHl4BnaxBytWrECj0TBz5kwyTbVMP/sDOllzIm0Kvkz/lNb6TI5qumAOfo02GQoEqwO3QWFoegQhEv+2Pbt+rJCzW7LxDhHTVG/B2ChFLNYjkpzEr8ROqe9DqL2v4RJ6iIyi7tjFIuSmOirbJXOtqZ5aiQ0EkCFictTDjEyYQpR71B2vjDJ9GYuuLWJP7h48FO6M9uwE6zNQGKx0u1VE7QQZVxU90Df54C4VUBR34NGgt3AT8rhe3xLV/hrOR3UiddBcRNlNhFvFiBDhFeNG144iQs8+zGJfH36UWfimzzcMCBuAIAgUzZyJMfk6ks1beKxch9TcwIS8K6iKs2iXeo0QP3d2x/RGyCmkzdlE0psnkBMTTVvvXDTNz6GxyGiVr0Sl14NJ5yytdhvVPlpuhLmTlDoQq1GLMicNuaGJzjmleHp64/vsMzxR4UtmpZ7d2lvUL1lC+C+buOVv5/Wzr1OqL2V6wnRGyh8mv2gk3a5Vo3QNQ/zEWcwFRVR++RX648eR+vnh88wzuD00CrtIYPG1JXxXVI/BbRQ+hibm5EnoXWfDs0nAWnAW4/X12Dwd1MyREtJ9BZER7SkpKWHT9VR+kmhpUKhpU15A++wUurRtw9ChQ5FKpVy/tJBq3XfIv2yBd0E2ykemEPjMUxRv3448NwwkIhwdXfnZdQ/bincQZLHwgtiHnlUFSA214BoE7aZA28fBLRhDg4UDP92gPKsBnc81Oh1dyVcJ8ynx8mX1gmbUphQTeeFVIkSlXJC9zdXCVjhMV5jZfi/qulSYshPCewBwdvNpLm77CoXMnwuBD6GM9+XTh2L5eckivM1muk+eTHBoKGWNVl7aeoNLebX0bubDp2NbEuCmYmvqdt65vgad97MgcmNWqZjp7f05tPYTqgUpSksX5GZPZNYzdLi2m6ao1pxoEYaXhwc7A3ZTZapiSqOJ7plyLtVEIoildH/kcdoNewixRALlN+HGLwg3tiDSl2GXqMgzNyO5wp9SkwqbpQ4BBwWqEA74DkIpWJlSf4IgQxqijk2IrD1oXd4fjdTt7qprChFSdxUSrRyxRoZEIwcXCReuJ1FSV07Hzn0ozrCQl1GPSiuj7cAwMn0lvLIpGZEIFGIj73b5HC2NfF8WiLq6mnfX2aj28Sb3obk8Mmow9nQdxpQq7DoLYEXpZ0DVqyOqFl7oy3J56cgznFcWM+6sg0ll4Xg+Ngm3UaOQaJyqrJsXyzi29hZWhwDttcT7FHLz2iXCI6MYP2XuP+Y/+H+A5H/KOstbxRoShGQmyM/T3DOcn4vSOVd+DR+7G+2uqAjWaUjoM5CA9l3YvncfwcHOcP6ihlyObRzJ1OoKzFJXvvOcQ2RTX3pWO0hxl3C4hxcdIr0Z5O2Kj9wZop99tYJDP6YiU4qwmgRU7gb8W51B4bcbWa4Vn69kZA3tT5FxDGqvfKSqk5ToojC5CGh1Cvpa1vK1lwdiu5icQCsNGgMAwS5B9Anti0wsY8Ot9TgEB70drYhNkdFUVIbU7qBbdjF5fbuQ5RWIA4EwvzL0yeNQehTSatB+Ei5dRGw2cCynJ+GJ2RwN7Uh2i8cZ1jmUroPCcJU3wPL+JItsTPVQMDJqJB/2+PDOtbSWlJA76iGULVsiLF7CuBu56Kx2JubfRJqbSVxKCmKg+a10Ujp1JD08HEVdJeMnT8EjwszN1GcRiSQkxC/EUxUPlWlYGwvJqt1Ame0mLhYlTafGcVbs3EXFV51lkCiL6jRPkm3BPN/7aV5TZ9B7+1rUPbqxbXoMq26uIlATyMc9PqadXzuKitZgOfoqUQUGjgsfEynUY9y2EbFSidecOXhOmYxYpUJntbGprJav8stpsDtQ6M/iUb+W5zu9weTIYZS99zG6rZsQhbfA2qMvVZ2/R6WLRpI6n5VtvNjpqiRUJuVJuQV5TgaxsbG0a9cOALOlmsTE/ri5tUeue4/qjz/Ct+AU0vCeyNs8irhlE4GjhiBRAel7MV/6EUVhInbgtFpFWngnOvd4g/YBnRCJRBQ3FrMlcws703cy5GxvXIU+uOlzcB0dydNJJp7o5o/h6h7iw6PonbMIL3EOJR2WcvL0aay6CqYn5CI2VMHMo+DTDICjK3Zw/fAKVMoWLPPrRWiIO6/39OTI7q3Y7Q7SHX5ctQUjlYiZ18mHGX2bI7LJSD5SROrZEgpUGRyK30KN35OY5BG8EO7HTCVsfGcPiKPRxurJbbiG4BAIKy7CraaWlDatkVJLX9tucisSqGyA8Dbt6Tz6EYTaQsRp23ErP4XGVoFdEJGv9yBN50uu3hObIEPl6oOXxAOt2IO0tm1Ymgsxvi6sntEFfzcl1tparp4dj15WwIXEiZjUzWmZd5N+vTvgOX4UYtm9eWO2b9/OzZs3GTt2LC1btgSgLEdH0r48itJqsanEnFXZKFGDu1ZOQ2M6b3X+krJiD6KXNCBCTNOEF6jIVTJgUhgBIXIESxO2kiosicewNigRkGMVNXBGcxq9vIH2endiA+KQuqoQWQ1OVZSlyflsNVDf5MLB8jnU2CJo57Kdzpr1mKIGo56y6R/zH/w/QPJVpibmXD3FDVsQFgfMDfHhuTA/Lped5bOkzyhqLKKVPYLm55zVa7zbdyNXb6JlTCijG1cjLr/OYRct50UjmFz7KBKHiKpuvuyO1XKgtoFikxUR0EpppmtOJR6JaqR2ETKXSrzj9+IRkYqbewKurq3gnbPYc6uIOXqU1Eu1nN6USViEnYGqd9lZ1Ipbaj+kVjmqyiQcNhAbrTQpbBT7GinyM1LmbcIuFogscaFdhjtudjVSsRiryUin/ApqZ8/lSkkJfn5+9O06lFMr89F4QftxKWTdysCapmG46CfsUoEz1wYQeiOFA2GdUbz8Ok/0CEK0ZgSG6nTGR8djE0vYNmobGvndxrK6XzZT/s47+L/zNvrRYxmfnE2V2caTl47RdesvuOt0ZAweRLKHB21bt6Yx6TSVeTkMnvcMER0juXFjHgZDLtGFNlQNetJjXLDKxYSV2Km+NpyzpYXYFSpMEXF4y81M976G0lLP1PxxXBMi2HDgPSSCna+nwMUgGWNw5WWfbrj4tsDhHcWV7Bdpdz4LPS3ZUPwGKmMVfaOKCXp6DlJPT9L0RlaVVLOlrBbT7fnd31PLJ5Eq3jr7Gln5V/j4kBd+6ZV4Tp+O7wvPg0RCZuoKiis/4ZhtBCtl03m0wMJTWWZUbjJcYrzQ9gxG6u10/7x16zXKyrfTqdUe7EkyGs6WYL6xDWvmQar92iGfs4C2HgeR3/wZDNXgFgLtptIQP4pfSk+z7tY6ak21hLuGo5apuVVzC60R3jzuTviNKmr7TCVF2hmVq5z9gQLXS2uZ5JKFe0lLAvzEPOz5FlJdHrohy1i9cC3R0QEMUx1EJFPDrGOgcQa97fp4MdnXD+Di1pMlPq3RauW8MTSGJcczuVlhItrFTAdHJmorqJtCUJr8ECHCJ0ZBhyHhCAFm5h9/mhzlMJrU3elsktBnbxUSw3n8Iwz0m/8cH+zdhbawFKnNirauBqNMimdFOXbBjKu3liB7Fs1cyghR6xCJoMzsTrEsnmptF8rK3NDXq/CPDqf/5E7Y9xdiLtCxobUrS68V06uZD4sfa4tWKbszPw2GAi5eHIKrKZawvAF4jH8YiUICVsPtx6+EaiDl2iXyMm4S3yyKqBA/sNw+bnUSbm11LZWl1bhaTEhEJpQqOw5bPfXeDnSHNEjzRLw2WcrLVNHTaOJBYEOGSFCDVIVIpUGk0SBSaECuBpkKZC4gU2EVa9h5IZLKylBEyjpGT3QloPPAf8x/8P8Ayf+KKouVD3PK+KW8lgCFjHeiAhnipWJN6hqWpyxHEAQGOtrhe7wao4snFt9g2gq36NhlEBnnXIixBZGnKeWCLYfmHQKIj9ej093guq6GtMLuaFJb4VkvoUYjJjVBRHhrB8MCAunuG41ULMFw5QoFkx7H9+WX8ZoxHQovkLp+OycLhhDqkk7zR+R8kHieqJpIHGI7seVG8mzVSPWVtBk1Hq1SSmlRDjqTjuYx7QhqnsDlrZvIu5lMfI2RwhEjKdXp6NChAx0SerB34Q3kKinyKA1FyTWoLQJmsYPo6DMM139Lo1pGeoEXbkfE7I3oSm63GL6yfcMXnUewreoyKwevvBPy/3s41TazMCQnE7l7F9XuHqz/4DOG7tmGRS7nZJ8+NLi70SqmGQ9PnIDNbGLXlx9RePM6fcePpZVxO2mKa1R5O/3ONWIfmtOLG6f1XEx11l8VBQUyIriETQ3tCaWMdo4kRlk+4nXDGrofucHRNmK29BTzTKKJkZ51KD2cmQHLfRSIEPCtsmCqkVFMV47ZFuCqNeE22MSPqkgumqUoAB+FlGKzjVcj/HkmzA+RSETTrVTS50xHWtvI7nFBTH5+OeFu4TTZ7XySW4a96CMGcJgyz6fJy6/Gnqenlb4ZbYxxyOQyfKe1xOxVRFLSw/gJ4/E4MxLBbMcUkkNZ8DICTgVh3ZdKtWcCOS3H0ikunbhhPRDH9IXbJd/qTHVsydjCz7d+pt5c75z75S48s9uBQmfE7+WX8Jg8marCRg78kEJOo4G1GgudrTbmtIqh18RYZJZaWDUU9BVkxb/O7vX7GDyqJwl534BfPEzdA3I1giCw4Zk3Ka+4jmvgaFZ7hlHSZEarlPLOyHj6+Llx5UA+2Ved+Vzk/k3UirMx2JyZUtVqNZ4hnuwU7UJvGE1GWFtCbfBKXRp5OzZi9pBSJWnE3eCJxmAEQCJyEK6pJd61ikhtLRKRA7MqAFPkcOSdpiANiOfqwUKuHipAppTQY1wMzTr5Ubc5k4brlXwdJmdPQQ0TOobwwcMJd7kaY9ZD/ll0175FWnAJF+O9zgV/DRHIXUDmJNwSh4wqZEQr3SgutiJ2SGlS6BFdNaPIMlA91cbrvq5YHGLGZrUi2hpGiK+G8PqrNJ1Pwm62o+sQz6et8yiTWvk0bDQd417DkFKNMaUae60JxCIUUW6oW/qgjPdC4iK7q0ebt6ZTerSEJjcpb3zW+x+O5/ao/l8geXtj451KLJd1TbyeWcwNvZHu7ho+ahaEq1DHl5e/5EjBEUIcYkZlOag39iJIk0A3SwxSkYTsuIu8yAZ87Bp6lHenS6ddOOoGUXFjAPpqV0RisLhIkE2P5rTFxPl6PVZBwFsmZaC3K+3Wr6bNmZPEr/kK8bnPIPMAaPxJC/iAE2e9qXDP5WzLjXzR/muOrz9Jk7gO91o7xqp0JBKBmZ9+jVdwKOAk2qOLvuLGuZME2mUUtO2AQyRi1KhRBPlEsO2zK5jNdux2AQlQqYCQjj48OjoOrYsM3cUPcT3wBQ2BYVQWtsK29Qq7Iruzu2M7dCEbGBmk4omEx/Dy7I1aHXG3XhOwlpaSO3IU8ogIHGYzlqwssqNjON+pIwqHHQSB7sXF9F+yBLFCgc1sYv97T5KVU0EXv3K6TppDsb8YB3ZCQ6Zz9KdlpBw/hFgkwRTSjIemT6dFixZcv36dHTt2cFXZhlxrEx8mLyQ0q4FfXm7OnHwvbDuScDSZ0bb2xyVcRFFsNq0KdZgbpUhVgNROqTmB/XVv4CotZ7DXRzQqpTwf+xLnPNrzYc73zKo9CS7eNBQpKN1XjUQlpXpqHC+75mDBweNB41gvG0y+TcJMTxGjTG9jNOXRscMOGnFhW9Y2jl8/zGu50/GzelLS+0tMQhERZz9FHR1IjfdCVGV7CK6WIDHrqSsNpvyMgybfZlyOmYN7uA/dx0ZR613ML+m/cCj/EBaHhQ5+HRgfNRbXzUdxX3+IKldYM8GbvgNnMa7ZOFxkLiQeucGF3dkckKkoUAicfa0vPq63g8l0xbByKIJFzynZOK4mZTB11jC8zrwKzUfA+LUgFmNpMLBmwXM0mMrxjJxKXY8WDA7xIv9sGfk3qpEpJCT0DqJ1/xBc3BQ4HA4qKyrITLlOYcYtqgoLsNaYkJpsZAe7sbffeKR2Gw8fWk9QRRFimRWFTEl1uD8dFPn0N19HIRjRoybTHI49U0pojzF4z5pFeamNkxsyqK8wENvZn+7jolFp5egO5FF6qoi3PR0k1Tbx4qBmPNk3GpHggLLrkHPcaaQuuggOK4JURb27nHoXO4JCg0iuQSR3RaxwQ6RwR2+WciurFI1HCB26DUGmCUSuDkCm9EUscdZeSG8y0vdSBk+5ywlJuczeTD3BIj2tCjPofPE8hcHd4PksCsSNLKqwYavqg7lqEAkWGVMy99KjawAVIzvxTPpH2AU7ix3etMo8DsO+hE6zEQQBa4ke481qDCnV2GtMIAZFlDuqBG9U8V5OmwFw7kopbhoFCbFe/Cf415O8KSubgmlPou3XBa8Z01BERGAXBNaV1vBJbhmNdjuzAr14vnQzqUlf8YmnOzrBgzeqHidel0CFqJ6L1QcQq3KxtlXxI9m0K+9FH/04DDUCrt5KBAcYGs2MfqE9fuHOwsgNNjvHaxo4WK3jaGUdekQo7Rb61F1isO4KA5u1xbvLLIrMNbyz6mvapY3AM1LJ+Ge6IBLBuu+3ka9LQ2YVIy/KQKkQMf3z79B4enFhzXLO7t+Fys2PqsBg/P39eWjEaPKu6Ll2sAAEMCNQ5C6my4BQxvSNuFviASp2j8Tv6mmMIa1o2J1PbYaGHdHdWdl6AK913Uu4OhEApTIIL89eeHr1xNOjG1KpFsFiofjpp9GfPIVYo8E0by47iosBKPTyx1OtRlOYQx8B+jwxDnY/jaPkKkcMfblZaKP1oOH0nz4XAdj+6bsUXL+KTKTAK7o3ligt06ZNu7Ow/HLgJG8kn6StfSfvrzNT/fhAerzxHSKRCHtDAxWffoZu505McVaiu1ajtKq4NOsqKysNHKzS4WGpZ1JVJe7nPZBrG9nWU0yyOoRvMj7j0YpDCAJU39RSnapF5WMnqLcBmcJMnljCtOBm1FKHRNmFb0sz6KO7jkku5lI7d2R2ER1ztUgVntxSuLC1JobRYn8qWv1IYP5swkMjsN16FW1NLYJYgihuBLSfBhF90B04QOkrryIER3A+djpmsxv5Hje5HnWE3gldeDT2UcKsrpS+8gqGxAu4Dh9O/twhrMjbQFJ5ElqZKxMMT6DLL0IkFhPo158PCsvp7eLC0ue7obpNDtTkwKqhCAJsLmmHzqpi+iOtkZ14B7o+BYOdAea1F3PZ+N1bmBxWtL6TsVpcULhIadHdk4AoAX1tGbUlxdSWFlNXWkx9RTmC43deKSINCo0XZd5VJHvaSEt4ArPCg8mJ6xldfpjmHjW4SQwYxEpO+vWhXatH+PlQOk2CFUTgXqvHuz4MnToeVy8FfSY1J6SFM5W3PrGU9F1ZvKyyUGSx8vmwEEarrjmJPfcUGJ2Be/i3gqh+zkdoFwyWUkpKN2G11GG11mGx1mG11mI21+Bw/FYV7o+QSDTIZB6U2FToG0HVaMdhVyFXeGNOq6HN5mwa3ZRc6ToJlVxDaO9vWF8hI9nmoF3SUE659kJARLuATIp8fsFVoWXZgGVEaoJhy1Sn59SIb6DDjDu/KQgC1tImjCnVGFOqsP1K+JHuqFreTfj/Cf71JG9IzqN2UzEOcwP2qgxkPmLcxvRC0t6LgrqbfJerZ5c1Bh9LHc9U/kRLhxjP7CmI7DLW+ewlV1VBeHU0fjVVGMuKEMk9kUo7YdYGMOzRLuRcqaQ4vZ5h81sS3tL73g401ZA9cSyXVF7cGNmKI4EDKRGpEQOtNFIqKnYiM17hc6+3SdtSR0C0O8OfbIVMIeHkriucuXIEh9iMsqIKX1ETbXv15+jeHdgDIjBptMTHtsbFEEXelWpwgAOBPB8pg8bGMKhVAGLxvUEZAHa7gYrVCQQW1WD1imJHqjctTxZxIKEfPzQbzjsjgugdlkpNzSnq6hKx25sQiaS418SiXl6LkF+DxMcHh17PkRHDqZFICAmPYFvzTtwwmhmXloR7RTEDas7QI6wQhn6O0OJhzmxcQ9LubTTr2tPpblpUgFrqSvfmU9huvcDceXMJCAgAoMZYw/itz1Nlv8Ina8SEGZTEnziJWK3GUlxC1Xff0bBnD2I3N6STq4iqribvkjerosdycNhoRsaEMSXQizCVguupVUzJLKTaVcyi6BDG+CuxFyRT+v6X6C9n4NbWC/8uJsS6PC5qmvNc7CvkqgLoVfQN9ZYy2tq8eVLaHE98qJNXkhm8Abe6FgSnPo7DrMWGjMweLyG2qohJ/AStZA8yzSocYe3Qdn4dwrqD1PlHzdPlcfKXr2i38BiVbiJODH2I4Mr+YBOT0CuYFl4V1L77Go6mJvzffAO3sWPvLHpXC65zdHUagr4Ro0sp4nZSZvSdxntrizheWMuzYjcmPNEan5DbNUQr0mD1MGxiFStTwvBv3YuRzesRXVp2l1SZs+Qk+858jyBTo/X0wtxUhbFRd2e+SKRSPAKC8AwMxjMoGM/AYEwGLed31hAY401t90SWpv+Et8VMf6OdoSYFCYYi7IjJb3LnuqwNpz27srVtf0LtFt7DxNXziVgFAW1NSyQ2F+zSHGKqTtHp4ZF4jRuLKauBxLWXeVlixozAMo91dNMfdnZIG+Ak9Mi+ENnnjp3hr1BfX8/y5cuRSGDq1HHI5Ras1l8XgVrna0stRVV5VFbkoJIYcFELiCVGxHoT3p/KQIDqV604fleitdEOH5epCZErWeAfw7XSeqpUeeitaoJEgxnTqSe+7n7IxC7I9ryGNPMYopHfORf9P0AQBKxlvxJ+NbZqI4jApZM/HqNj/naM98O/nuTtTVb0N/JpSinAlmtDjLPCksNaj0OehpfkCqleZj6Pm8/YNDd6V9moVJs5IrpAYfsyTledxsXuQpvqdjTLikViSsZmqaJRZcMYHkBw2QT6PZ5AfM+gu3/Y0gSJS2jatpjCwyr8RsXg+cYSBNcgUvRGtpaWsLYwC5M0EIAYtYKR1SJc9pXiH+HGyKdaI1dJyblRxuZNWzHLa5DqzUh1JVj8QhHLlXgLCdjLXLEiYBWBEhGxj0YxsHfoPSqWe1CRRuOGQRilZnxqLLzg48WozC74HbrG2c4j+Mi/NzN7RvLa0DjEIhv11UlULfke++ZkHFqB+ok2iHDD7W0LNW6e3Bw/mjlzn8AslvD4pWSSTCJGXz6Gj6GJIW3i6fLweGdenJIiTq1bRd61JAC8PELo5z6BHcokwtvG8NBDDwFwvPA4b597l3pTA+MLu/HIxhMkdexAmwUL8Dt5irqffwaxmNp5T5DY1o2nj84lTxXAxbTetD9/GrFGg/fMmXhOmUypWMojyTmUmiw8cqaRdg4pgwe7UvPOi1iLCnF/7AnUnYdhabSSXtFAg86En1nA12JHbBff5+LZqQvfRWWz3QQUDMNf35dq72UU+WWzqELJ3PzRtNQNRqS6RIDjM8QiMzaJnJP+0WxSy7hoq0MqkvC4qS1Df0hG7uGFz8IfuHbNStrZUiQ2I9FNSXR9exLq5s3u/Gp5ro5DP92k3lhJnft1hBCB3fLdCIJAd7+RHDzVhTYOOYOaZPSdHEezTrfzGpVchTWjMIo1rLoRSvdpT9O6Zj1kHoQJGyF2CDadmevvb+Va3TFc/L3wCg1xknlQCJ6Bwbj6+iK+bTcAKM2qY/fC66h9xJwMf4+Ahlym6BppZnU6IqTIFezx68+G4Nm41+gYl7ifdqMncKDBzCq3QFrnFzPgRj0GbR5ih5yIoHBqGvKpNxoINxbQyVJAgUsIz9sewoNGVqkW0iwq4jdp3ScO/m6O/w5Go5EVK1bQ2NjIzJkz8fX1veccnU7HwYMHuXXrFjq1lmmjHyLc14cfFi+m5/FjuJWW88ngR4iS5DPalEZhTBRn5S4Mis3nnL6QrXVyJqhcaOnaDwGkEAAAc5VJREFUiEJqRiq+P3+KBJBaHciVfshcI5DJPJDJPJDLPJDJPJ3v5R7IpB6IdEps6Xbkbh5oOgc88Hjv+r1/O8nX1V3i6rWJzjeCGDdTBzwuRCAp8kTsFotY5X7nXLsIlkXLWBMuZ7hSxJOqQA4dO8xezRrq1BUEWYL4evhXkF/DLyu/wLVRwKGQ0XvsJFoPHOaM0LNbnYEspz5H0FdSkNgMq0FO1LHjiBVOY2NFUwXTD02nzlTHB31+JN/hz6FqHYn1eqILLYxJ1GP1UxI/K44+Ae6Y60ws/nIbFkUuiASkNg2udc2pRcENuY0uUhWaJjvD5re6/27ij2gsh+UDwGEjpf9YQo7/gKbRDpP3ULX6KPWbN3NzwHhe0nSmZ4w3X7RVYXj3LcyZmbg99BDuL81FZ7tO6s1zlKwpp1PSZWrHCshGReFZZ0WVkcozEZ9zTtuC0ReOE1hVQLibhqaKUvQ1zgr2Gk8vQiISaFnTmSK/Rk6arrNgwQJEChGfJ33OjuwduIrDqMt+mB2JW5FIxBzr0Z0Ks5kep85QNHo8O7r25oLByoHMKbQuKyBj9E6ivDtiupWHbvchLHklFIdF8syIbjRJJSzMttGy1IytOAVj0k+IRCKUHeci9XEWY2iQi6iSi5Br5UT5aJC7Ku5ELOqkDXyd9jUXDdcZ6hnOCxJPMkRnqFY30jxDT3ozLV6SKNbq9BzSNfKFbAEJKc1pDGjiRPR+ttUkUukw4W938IiugdGNerwRY3TEULTbABIpUh9vasut5Pd4ggqLF67eSrqNiSaijTcpJ0o4vy0blYeEWs8rSKRi5s+fT521jnW31rE5YzO1xf2x1XXlaRcN8hKB1gNC6DY6ypn3puA8ws9j0Nk1bMyJY9w7n+NzdD5UZ8L0AxDYBn1iKfW7cu5ME7FGhsRdgdRdgcRdicRDgdRdSZ3Jxr6fbxKgPIvCYzm9TA0oBGiwqUmt88YRPxaXUSN5/vxLVMraU+f+GO71Ncy5dY55z73Cj7uzsZ+uRCICRWg5+qYrRIkKiKSQKApQY2K9rR9v2WYQKVSwtLWe6PFzEclU953Ofwebzca6desoLCxk8uTJRERE3HXcbrdz4cIFTp486UxAF9KMnt268UpkAKu+/x6f48dplpFJWoAXy1pOpMotnPOvD0AklTLsuzPY7BY+7bOED3OyqTSpeOzKO6hQIZJYcIvL5HBJCVXu3rgrDPRppqBziIAsdycWQynWgFisCtmdHYUg3N9Y7Os7jJYJi/6j8f/rSd5qbaC0eDOuHq1xdYlFcuEnOPkpglRLrWo6TdnhiDXhCNYmHDIpepmCH6IVbAuRobEIPJpj5dFm3hxV7GFNzhocYgfD3caiTHQjw/UIfqVGgqpVKFxcaNs2mrbmA6j1ORDWnSbP8RS+8jl+b76J5+OTAKgyVDH90HSqjdUsG7iM1j6t7/S13mrjeG0j5y+WEnqwgnJ3CTv6udHN3412UgVpKy8RYm+gwOrLTaVAt/YBtC+xU5WlY9CMeGI6+v3ZZfgNliZYPRyqMrBP28eMG9/Sz3qB8bdqUAkuMOMoZd+tQbdtO2WjJzNHaIWvvob3M3fS+dWn0fZzZq0sLCxkzZo12G02xqenIL6VgfFZE3XBAk21KnTFXmQVx6Atr0IsOBDEErwjY2jXbwDhrduhdfemYuE1rEYzqy1H6TOgL+pmat44+wZlTWU8EjOFNXub8Zo5nS57VyINiadW48/x1kFYRHa8tZ0Id7gSw0Vi9G9TpWmOpfqLu4aaqRXzVHsVguBg4dl8EtzcsVck07h/FRZNAFU9n6bNnO6sNOtZVF2Lv1rBN3Eh9PDQ3u/KYXVY+e7Kd6xJW0MLrxZ83uN9StMXYDDkIBYrUClD0RsK2Gpuy7nKFDqo23Ct6QZ2kYOuPl2YmPAYvYJ6ImkogbJkp9Gw7Do1R65TedHpw+3TUo93nyAKZYM5l9uF2nolSrUUk8FGeCtv7EEFXL12henTpxMWFnanbzqzjpXJW1m4yxOpyy0elWgJyI8nKNadwbMTnHr6rKMIGydQYdJwxDSACa+/jezn4c6gtFlHwT0ES1Ej1ioD9joz9noztnoT9joztnoz2OzYhHQMwjEiledQihuxCS7oHB3J18XQoAglpl8vfFpEIvVQUCGq4cnjT5JhUmD0eR7B7GDC1UYiiq14hubQ5H6VMZYbuNZlA9CEljq3NvxQ9RDrHIGECbX0UOahtpoIr6oipndvoocNw8PD4+93qrchCALbt28nJSWFMWPG0KpVq7uOFxQUsG/fPiorK2nWrBmno1pyTmfgQGU2l06fpt5qoWviBXTBAZzzdqHZ/PdZcKCUz8a25NGOoVwtrGPc0rN0bX2QHtpDLK1WMcx3BJ1Sx1GWrUMsERHfQ8vVq1s5ZPAhXRuLQiphSudg5lZ9hFfhQXh4KbSZiCA4sNn0WH9VHVnrMFuqKWvIQiL3p23kzAca8x/x7yf5KgOVi5JRB9fiqv8USUMKjrhRGMPeof5wFYLVgTLaRtmu76irlFHRbDRqrT9N/jKWt1Byw01CQr2d14rsWBT5LLaupUBbgNbuRlxNM0zhJspKM5mY5UFjlQKpWKBV57a0n/Q0tc88h7W0lKhDBxErFFQbq5lxaAblTeUsG7jsnkLbv0fW9UqO/JiK2UvOL31cyRfZEQPiWjMD1S580DmStB15ZCVV0PuxWBJ6Bf1pW3fgsMPmKZC+DyZuZKW1jG+ufMPHXV7CN+9L2l0tReoSBNMOUfTKuzSdPEWFyp3nBr2MVali0cR29I3zpbS0lDVr1mCxWAgLCuBhwxFKf0zBpFGSGBeNyWgCEah97aQGNScxpDc9XU/Tvu4WEeEjaBc8DmNiDcYb1WRpq9ChJzUmi1+Mu/AXfHhFP5vDFT7sNerYfOQzZBo/VD1eRCQS0YiR3YrLiEQixnr2ws8yFbmpBn2HXcg9YpBoZIi1cq6JbEzNK8ZFKmG1rQ6Xr77EkpEBgKptWyQvf84Pu/LY3dGFKrWYqYFevBUViEYq+ZuLCCcKT/DGuTdAgPc7zkdW9i1isYxGi44S1wnsKb5Cni4PgJG+Qxl9rTtBdl+8psSjCHP97XaYzVR+9jl1GzYgj4rA0VCHvUFPyPgQXFS5VNSo2Fv3FibBDRDh659GKtV0bh7M0FFjQeVxT98+OZDKslP5RMRvxKtcSe/cR5BpxTz0RDsCwj0hbRfC5mkUNrmSFfU0A8YMgxWDwS0IZhx0ZjP9I6qzEW78gv3qBqT6YmyCjGxxOBK6o6trjVLshqvK+17VlkSEycPOJ27L8aoJ4GTzIZRo3Hg3ZwmzSrdiFSs479aa8JZDKK9xZ9/NIlItrbgqKHi0uR+ze3qRcTOF3IsXqZFKkdjt+FVUYPPywrtdO0JDQwkNDcXPzw+J5P737dixY5w5c4Z+/frRq1evO583NTVx5MgRkpOTcXNzY+jQoQhmGzuW/MSIS2ep1WpIbtOGgcePI2/WjL1yCwn9BzNg1pMM/e4MggAHn+2JTbAxZvPT5JvP8khAZ8oaz3JWL2PD8I00nVdzeX++c85pZXgH6biavJNLbi1JV0WhlEuYor3CHP0PeI79Glo9gtlu5mb1Ta5VXuNqxVWSK5NptDYyIHQA3/T95m/n5v3wryd5W1Ujlu2foSr7AYegos7yNCZxV7ALSLyUuI+O5mpWEZf35SO1aXBBT2j6dvxrr+P28EOcGP4Inxps1AgORpfZ6JGVTqLiIpnetyiVVxBuDMDfruOy2sCnniNxFHlx69wpREBgVT2dH51E+Oy51JpqmXloJsWNxSwZsISO/h3/tu8FN2s48EMK7v5qombGctxoYEt5LcUmC48km4jNNNLuoQi6Do3427YAOPQGJH4PQz4lo1k/JuybQN+QvnzV+yuqq4+Qf24W7VOasONH9mYBkViBYDajWPAcC+zNSStr4MkewdhSDuKwWRHKi/BvzKPeJCe4poFWxVXU9OqK19SphLVsg0Kmpq4gmx2XKvGokBHfqEdjUSDiNzLIUxTzeeBq8pWlDGnswkzTYIxiOxMq1TyTtZ++qSdZNfNtsqLDSXAtordbBkpTPSdPauiguM6QphNktwjB2LwPAg5A4Ko5kHcah+AlbuJT7W58dVXIvryFOKcJh0aCWG+nNDqQz0bNoiCwGWPTKhjZbRtyVRMCzjS0CA6cs9/5XhAcv3stUG2xsqykijyThd6uYmwOG1eMKkx2MwleCQyPHM7PaT9jtptZ33U14l+coe5eE2JRJXhjzsuj5PkXMN+6hefUqfi+8Dy2+nqKZs7Ckp+Pfc6bnMnwQal00K9DFoU5TZwwWUCAfsZCOrpsR+7lDwGtbz/aQEAbdCJXen5+nPbhHjzau5bNZ/cQm9Qfpc0FlwE6Jo4cjkvqbtg5j+xGL2yjlxMXKIZ1Y51pDyZtBYkM9JVwczvc+AVKryIgIt8aS6axD2mBhXhVelBVUEhYq7YMmPkE7v4BOEw2p/RfZ8JRXoio6BTm4tMoTUmoxA3oJSpmNn+PU16dGVtcxou35DTKlZSpRAT6qFmQnUu+Q8F4qYX3p/VBEeKKWOEk74qiIo6s/ZkcszPoyLemhkaVGoPGBblcTnBw8B3SDwoKQqFQcOXKFfbs2UO7du0YOXKkM5ulw8HVq1c5evQoFouFrl260M5qRb/pFwxJSVikMmTDhnJEraLH/gNolUqSO7WkWlfHjG+WodRo2Hy5iJe33mDl9FZsKfqYsyVn0TSNxFHfj8UPXeSZqxvx0wSyedR+jq64Re71KnxDXanIa0DpIkEqyyCr+BwpIb24IfijEFtoqT6ONLqYDGsBVocz4jvSLZJ2fu1o59uOdn7tCNI8gCB3H/zrSZ7cU7B2FELcKPS+r9NwohbB5gCZmLImGxkmOzo7yKUOOvQMouWwKOzVJdSuWo1u504EqxXR0GGsGDWR9XYxShuMqCrELfsqMlUjB73P0yQxMkjXlVhTON069sU/OJBTbz1NvmBBEEsI79iRHV5XuSUtYnH/xXQO6PzA3S9Mq2H/0hTcfVWMeqYtco2MjRvTaDhTwbk4JZfba3gswIuZwT5/nYo0aYWzik2nOZgHfcDE/Y9RZ6pj+6jteCidEuHNxCewF+2mVWojJkc4sqePUP7xJzQeOIhq/hO8Yg7jYq2ESFEVA4v2I7caCPGEqM5jCIzojGnRZ5gybuA24VMEiyuC+W79olUEeokFm7IQW2AGu+UX2GOvwUUsYpKPlAS1mCKjBz/kTESfqWLF8c+4mdCMvHlh9JRcRSGyORcIEdRXaul9IxG7ysH1zi2RyZ3+zRds8XxpmUiQqJr3lGvwzqlGtbAMkdmBaV4gaS3juH7cm5F7D+Ojq8MQ50Oa21SsAe40H7EfhdoEItHthUh0x7gnEt1+j+jOa5vDwaayQg5WliIXyxgWOZxHYx8lwTsBgJz6HCbvn4yv2pfVvVdi2VCIpbgRqWcO9RsXIZbLCfjkY7R9fyvcYqyoIWPCdGRlOVT2n0eXT+ei0srZu3cvly9fJsGrOxWpElRKK13Ck4hjG+L63N8usmswSySP8XlZG7YOl9C+dRtOl+WQuLYIbY0vacFniR3iznSDFe3x98nQB+D/0nHcSk/AricgdjjYzU6/c8GO3TOSwzYDN8vmodC3wDP4KpU3E1FpXekzZRZx3Xs7VScWAxScv+2zfhyqbgHQZPegUtIej+7D2aOt5bOMtcjUUyjzHkA7i8CndQqu5tWwXKenAgcjJOW4S4sZbG1NsMMLsVqK5LZNQOquoFHcxMVrR7hl0WEXiwi2WPCIjqbSYqGiouL2vRLh7+9PeXk5UVFRTJw4EYlEQllZGXv37qWkpISwwEC6NTUh3r4DW1UVBAayrHNvQsaPx+9mEsErV+FXU4PtmSc5fGQPQ554jvjezuI3Jqudbp/vQRG8GoMoj7e7vE20qj9jlp5ndFt/Ir3eYmlRIc+3nsmE6CfY+P4l1Fo53cdFk7g/k6osAza5kRSvo1zyS8NQ2xtbQ2skIhPtQwuY0r8N3UPb3vlf/rf495M8YE+/SN1FDaZbtcjDtOjjfUg6XUJ1sR6pxEaI2k6CUovYKjgrCwVqUES7I/WyYzizm7pNm3A0NnK9eXd+nvIwV9yDCWqspHP2LcLNTeR6ZXNecRlXm4ZZlaPpp+sEhlrE/nLKNI1cvLIbs6kB9+ZRDJ4wh+C4+H/U/6L0WvYvvoHWW0Vka2+uHCwgvmcg2uHB/FhSzd6qegCG+7gzN9iH9m4udzeQdRQ2PALRA2DCBr669h2rU1ezpP8Segb3xGGxUL10KVWrf6T6VRtBFjvROVXowh/isqUjivW/4FVRw9XWbdge3Zsr9hAiBTtfqZX4WNVgc84Th7GOpuPvInENRtXjBcRKGbJADcpmHsgTPHkxN5tdtalElR3F7LiFXqanh28P3u30Bsf3nuFnM1wNj0VxqpyXM3fRN+0cUXv3oIi4d6fiOPwG4vPfcySsGfWalxk7dizbKut5Nr2QNlo161pFItq9i/J330MaEIDPokV8K3FhWVEVAQoZ34T7Er9/F9U/Lceh01Hp34Gq9uMY+vYQXNwU/+j+5Ovy8VB64Ka4V9Vxsewi847Mo71/e75v/zml897AnHISeWQCIcsXIg/8zWOitrSJgz+m0FhSS7eytUizr+P31pvUdenCzz//TNeuXRk8eDAVeQ2c25pFWY4OryAXuo8MIMQt/46O31CcSq+yp4gUlfGL/ANEWn/sfm3ZXTqI0rxwit0yOB23kQ8ENf0KE8myxxH59lkkZ7+AU5+BWyjEDSOx+gZvmkronDWfwIYYpOJTNNVco2W/QfR8bCoqff5vpF54AewWBKkSvWt7UkuaUWhqQ9SQ3rQZGIZE6ty97c/dz5vn3sQu7kq13zS8zSIcF6rBaueRYE8WjGvO+nVrqW/UMVLameC4MBx6K7Z6M/Y6M4LFKTgYsXBTWkSapAiryE6ww5UOIa1xc/ek2lxPSUMFRqWNMZOcXl0nTpzg0qVLqGQyOtbW4XfgACKHA5dePfGYOJHnPYI5oTOwTNSA7uuvaH4rHc83XmPrif14h4XzyNuf3LEDlDeVM37ndOos5bze8UMeSxgOwJeHMvj+RDbLJ4Wz7NZj5JsFvuvzHVkpteh3e5ARdo4TgZvxb4ikc8lwAuqjsUuN6GxnkShM5HsGc9gYh1YmMKt3LNN7hOOqvDsC9j/Bv57kzYUNVK9KRbA6sLX05mJWPdXFTbh6K9EpcmiUFDNz1kx8vLyxFOsxZ9VhyqnHUtgIdgEkIhpsJnTpJ/Eo3I3DaOX0gH4seXgqlRI5zcsL6ZR7k9GP9eOrlK9Ir0snqs6VBQWDiXMfgHA7tNokM1HZmE9ZYzbiICVtxowivHW7BzYglWTWsXfxDWxmOzEdfBkwI/6OD3yxycLK4mrWlVXTYHPQ3lXN3BBfhnm7Ia1Kc+pcPcJhxgGS6tKZeWgmj8Q+wptd3sR4M5Wy117DlJWFMHQw+k4hNPr8QPQNCG+opNg4lnpGU520CL/SIqxtxpES3ocPMeEiEvOxzIUWltvSrlqKoL9K4+7v8X7mJbznTafGVMOZ4jOcKTlDYmkieqseASkaURjDPXsiFlqxyS6lys0Df4OeuDoxRYkZ/HTiKzwnPIr/22/dezFqchAWd6TcW0p2y684diwHfbd+rJO50sNdw+q4YPRffUXdunW4dOtG1bsf8GyZjiyDmcmBXrwdFYj2tu7d3tBAzYqV1Kxeg8NioSaqN62/fQ236JB/PNf+DLuyd/HT9jd4c78atwo9mv4TQN0LdStfPB+NRSSTkHGhjJMbMpApJAyaGU9ghAslz7+A/tgxMjt2pLBjB+bNn49M5vzTC4JAztUqEndk01BtIqylF93GROMZ4Fzg15xO5539OaztVkkv+0XnAlCVzq2mPpxsmIdVrmN33Erm1GTyiL2GLFV7Yl48AjVZVKdu4+OMtRxVKhiXMRuvungsTQcJ8K1gUP94PI2ZTknf4PSUwi8BovrS4N6NYyfcKc0zERTrQZ/HYnH3U99zPa5UXOHpowuore+IsWQQyCXMCvNicZiURwO8eC/QjeXLfsLeZGWsR28i5nVCrJQiCAKC0Yatzoy93oStzkxjfjlXb13kprgGk8SOn8ONNrZwgh3O6NACj3oSrWk02Uw0q6wm/sxpVGo1buPG4jFhAvKQEG7pjfRNyuAZFxF+Py6i69lzuD/6KMm+rqSfO82UzxfhFeycD7m6XOYemUuDuZH6vElMbNWPd0c5hbYGk4GHlm+k3pFJz+h0TlflECp3kGcRMyR/BmHlrXEdV0unti2JcY+hIqeRpH15FKfXAUYcxkTaR1xhtaULhx0dcFPJmN0zgmndI9AopPdcxwfFv57k7SYrxStTSa4xUVxiwM1HRbshoVzIOExxcdF9XaoAHBY7pswqMjdfR2pQ4S4VIThs2MqTsOYepbGxilWPTmV7515I7TbGOZr4dGAvVu16i7Xlu2lQi/BQuOOmV/N+4OuE1Ppgzq2/Q/p6az2N0jo820cQOqA9Ms97/wx/RHmejsKbNbQfFo5Ecq//tt5mZ1N5LcuLq8g3WgiWi5mZ9zOTqo7iOmMvjSpXxu4ei6ugYUWb72n45RA1qXngHoRc7YuLxB2JWEpt+H6qYn6hwyUv3MyZ7Bc9TLI1lIfOXUJcVsjlDp3wCn6MD0UOqhF4t3UI4/tEIvVT4xAcZMyaguPyDZY8F80ZsdNzwlflS8/gnvQM6smes1VsCoxDJDgQRGI6FecxMzacvq0S6PX5Cd67/DNxxWlEHTmM1OveUG5hwyPYc45wq38/4rtsYcHRs2yTudJRbGNTfATVL7yA4eJFXKdNY9WYx1hSUkOAQsbXcaH09ry/54ytqoqCT7/DtH8HiKW4T5qE/5NzkbjdxxD5DyAIAnUbN1L6ycfoFHaKnx/Ho499QOOZEnT7c5EFa0l3kXPzQjmBMe4MmhV/ZychWK1cmjoV16vXkI0fR9T7798jFNitDm6cKOby/jysFgcJPQPpOCICiUpKv69O4qGWs/up7r+pVCpSqbhxiwOHPTFZpJgCVtLGdJk+8hr2Szwo91KzQglmkZQZWc8i1IYTJtlOv+BjqM23c7W7+EJU39vBSH2wKX24cqCAq4cKkCuldB8fTWxn/78UYL4+doWFR0qRKCtwaxlFmacH3d01nK3X80ZkAI8oYcXyFbhYZIzx6UPQ7LaI/4Lo9OnpnFuxgusiEQa1Gi+JApVCQ7GhBm+7hu625ng7NEg0dtRtQ1HGeaEIc0MkEzPrZh7nK2t57uQuumzfgUt8PNLXX2HLx2/R6eHx9Jw4FXCWKXzi2BOIRWJ+GPADiw83ciS1imnDs0iru0JqTeodfbqLKIgENxMX62t4PWEYY5p/yC8fJSESi3j0jY7Ilb+NpTSrnkt7cijJ1CE4mmjlshtX7XUW+b7NsWIR7moZT/eLYUaPB7S9/QH/epIvulXL7u+ScfNR0WF4ONHtfdi5ayc3b968r0sVAHYbQvJGzm7J5EZ9X7pHnKXluFGY9UGYc+oxZtVhuZWEJesQyZ5ivpg6nyIvP2KlYp7bvIrAzCRmT9ThEIFaqualji8xOno0YsRYKwyYsmuoTspFVGFDJnL+oe0qB5oWfiijPVFEuiH9hyqDu7ovCBwuq2Br4nlq7aHEGB30F+RoKotwrRfh4fiNuByCA4O9AbuLA0WAKx6xwagCPEitfJIm03XiEgW8HVVk2l5DJCRQlvgF/mVl+L78NuJHxvDkhmsk5pcwpGMDXj45nCs5i6Oqmq9/slMTqKHgk1n0Cu1NrEfsnT+9w2Lh42+XUQ1MbxtPqwF9EYlE/Hg6hx0/H+TrM9/j88zTeM+ff+/gso7A+nFkRajxGL6RpbpmLC6spL2pgX6HdjD0yhXEOh3m19/gqYiWZBnMPB7gxTvRv0nvf4XiM6lkv/0FvmWXEGtc8J49G8/JjyNW//0ifM99aGig7M23aDx8GJcePVg5WsO26qN81vMzhkUOo/pMCYZ9uRjsAg3t/egwPuau4u3Z2dms+/lnhpWWoT1zBvfx4/B/911E9/EkMTZaSNqbx80zpcjkYtoPCyfbXcTL21NYOqkdQ1veHUjTpDNz6CdnMem4DgK+GU/R0qWUnzRueEo90RYMJss4mPYuW+jsvhVRWPfbgUh9wTcexM5+FmfUcXJ9OrpKI7Fdbueb+YsQfIdD4JMDt/jpTB6dJSKswT+RqS7A3fsNstVRBCtkFJut/BQfTry+lnU/r8Pf7sbIwN74zWiJWP7X91CfnMyF5cu5LpdjUipplXaLNs3jces/FsHhgTm7HktxIzgAqQhbsIZlUhM++mR6rFuBq1xOxLYtbPjiA2wWC9O+WoxMoeRcyTmePfEsKqmKLgFdyKzLJLPciCH/aVR++2kfq7tjJL2QpuWHE+UsmhjPd2njERxGNg1bjaUqip3fXCOhZxC9H4u9p++lWfWc33aLinwjClE97TU7MPQazvLqSGL9XXl1aNxfjv3P8K8neUEQyEuuJryVF2KJmKNHj3L27Fn69+9Pz549/3iy073w2PskF8RyrnE6rTuI6TGrzz3t2mqMmHLq0Z+8yI2kXazr1ZkLEfE0uGjpmZ2Ojb3kyW+ilCppsjUR7xXPG53foKVPyztt2G02co8lUnw8GZVBjZ867A7pS7yUKCPdUUS6oYh0Q/InpO8w27BVGbFVGbFWGW6/NmCtaADhN2nBiIVGSw1N5moaLDUIpmo8WoQRMXoYvuGR2IqaMOfUY87RYSluxCivIq/bm9j0Svrd0qOQmDkW/goX0yuYkJePJSmJ7AXD2R5ZzZWKawjYkQhq+oT2pH9Yb9pfaUD39of4vfYqnlOn3ve+/F7SM1nt9PzsOB8dX0iEVed0O/0jsdosCEu7YjIWc6Nne7Z5/MDaslqmBnrxcnYKZa++ikUq5dwLr/JJUDMCFDK+iguhj6cr/wSlWfUc+2Q/0fl7cC9NRuLjjff8+XiMG4dI/mA5RIzJyZQ8/wLWykp8n3sWz+nTsQo25hyZw42qG3watIT83WY8pSI6q6VIZGK8prZAEersq8lkYsmSJcjlcubMmUP90qXULP0B7dAhBH322Z/2o7asifPbsylIqUHjpWCF2oRMKeHQs72Q/mH3Z7c5OLsli5unSvALV9K8aj7x2nyu6h8mUT+VaJ90Bk6JRRzezZkG93cw6a2c255N+vkyXL2V9JkUR0hzz7+8Jiarnec3J7M/pZzxchVPy1W4z41j/p6pJEvyCPJ5ihuqzqjFYmyCgx3tYhDnZrFz505i7P4MDOuGz9SE38oj/gX0iRewFBTgNmQwEnf3u445TLbbpSDryb5Zia4hDxJ/IqCiAo9J71PjqSDx3FZiZz1EsZ+R/bn7uV59/c73NTINbXzb0M63HTtOhVHfJOH0S33vXF+r3cHDi89RrjPx/qMWXk18lZGeSt4bcphLu6pJPlrEyAWtCY2/f8KxksxaTq5Nor5ahlpcR3BoNd2fmopao/zbcd8P/3qSx2qCiz9A3HCS8urZt28f7du3Z8SIEXdvJ/PPwdF3ofgSWdJxHC6eRFQ7HwbPSrir6tP94LA7WPTBB1SKxeS5+nCmRXtkDgcjstI5of2WCGkgDeImaqw1jIkZwzPtnsFT+dsfQhAECq5f5eKOLehzKwlya0ZUcDvUJg2CyanekXqrnBK+twpbrclJ5FVGHA2/K8MnAomHAqs5D13tLcocYsrrS2mw1NIobcJPZyG8oo7kuLacmjSb8WIP+uY0IRTqnfYHsQi5lwVJ40F2C2aavBtpHn+KKI9HCDm0iTqzmc+aDSSDciavLqJFocDmCYG4jxiBpSGWn47YCfXSsnxKByK8XSieN5+mixeJ3LkDeXj4X17DtYn5HFj6C29fWo3/++/h8cgj9550biEceYvkBFf2h7/Lwsb2LAj2Zvb+7dQsXYotPoHNrVtjE4Ft4Aje6tAS1weQ3u+H0ux69i66jq+1kFa1BzEnX0UWEoLP0wtwHT4ckfj+RCM4HNSuWkXlN98i8/Mj6KsvUbVpc+d4bVMdn3y3kvDCtriHKBg1vz1Ku4PqVak4Gi14TohDFe/Frl27SE5OZubMmQQHBwNQs2IllV98gUuvngR/9x1i1Z9HgBal1XJuWxaJlQ3scrHwVp9mzBxy/9wnaedKObUxA7nCjrjhNAZJHyJaezBkbpt7ch8JgkDmpQrObsnCYrDRZmAoHYaHI/sbCbu2ycLstZe5WljHM1ot44xifOe1QR6kwWo189TSRznvlkOo91huaUZjdghopRKOdIwl92IiJ06coK0tgu7RHfB6vDki6d8T/d8hTW9k7MkkPli9kPibqTB0MmKPjrgYnGRaK9GxyncnR90u4i33YkqrqXQL7Ea0ezSS2ykeDt4sZ966K/zweDuGJPy2W0ovb2DkorMMivdH6ruE0yUX+LR5a/q1Wc2WT65iMViZ8HZnlC5/bljNvpBG8oaTVFjicFWWMPnbyf/ROP/PSF4kEo0H3gWaA50EQbj8u2OvATMBO/C0IAiH/q69/5jk88/C6uFkEMEmHiLaAyY8PBRJSCfnlrP8Jhx7D7IOgzaA0th32HXQH79wV0Y90wap7MFIImnpYnKPn+JWfAvc5CJOukdysXlLQivL8SlZToBURrDDn53uJ1BLVMyPnsOEjo8jk959k0vS07i0awu5V5OQq9R07PEQMaGdEMosmPN0CCY7IqUEmY8aqY8KqY8Kk8RIWWUWuZmXKUy9hs1mRyIWERTfmrCE1qQcXkGnEwVIXN1R9p/L7tDmbAiWUegixtcqMBkVU7zE+Nz6AEf2Xn5RTCLL7E2v4b0w2n9E0ZTEsUIpbxdWkCuXs6L9aLr69aT1Z3uwX08l6KsvcR0yhIu5NcxffxWr3cH3j7Wjm5tA7siRKKKjCft57X3VDAAWm4MBnx/jw90fEeTlQuSuXYikf9C/NpbDovbUu6s41cKX+Y5FvOnvwcjvnWX98gcOYd7IxwiWwPCrJ1GIxcyaNeuu4tH/FL8SvYubnMFdDDT8tBjzrVsoYmPxefYZNH363CUo2GpqKH31NZrOnEE7aBABH36AxPW3XURDjZFDP6VSmd9ARnAiuXEX+HnEWjyUHtj1FqpXp2It0VPbRcb2awfp0aMHAwYMuKtPdZs3U/7Ou6jatyNk6dI7KbTvB4dD4Na5UmbvTUEvOPgkJpReY6PRet4rEZbn6Tj4QwpNOguh8Z4Mm9/qjkfMr9BVGTm1MYOitFr8IlzpMykO72DNPW39EfnVTUxbdYlSnYn3fTzpUWHBa2o8qtjfBB2jvpHXvp7E8dA8Aty7Uub9FJVWBwEKGSc7xnJy/z6uXbtGT2tz2jRviefE5ogkD5675o+oN9Uz8+J+em46xuAT5znVSsbioQ76X/ElpsEfz37dueXIY4fkEF0aW/FqyQzUHq4oo91RRLmjiHJDopFjdwj0/uIEgW4qNs/retdvLD6RzReHMvh4fCjf3ppGmMzI552eQiOZzNZPLxPV3pdBM//G085YR95Xs0HrT8Qz3/9HY/2/JPnmODVfy4AXfyV5kUjUAtgIdAICgaNAM+HPkjbcxn/jQlmScZXVm/fgLWlimnUtCsEIam9nMenaPOdzj+eoDZnM9u/SULvKGfNS+79cZX8Ps9XExcE9kDfA8UdGYzFYeWjYcLJzi/hY7kaZhxedb5ynR+0VerqPYIl8A9c06URagnlWNYeO0V1QRrsj8VLeIY3K/Fwu7dxC5oVziKUSEvoOosPw0Wi1XlixUJR2g/zkK+Rfv0ZDldM/2MPbnXBHGmExEfg/tARTYir5y95CXVVLeXQk0c0WIAvxQRnljizSjXMeYn6qrOVMvR6V3cT48oO46htJNhdg8DNQZC5CLhJ4xd+GQhCQVfViaM5WRDGDYcJ6HEYThbPnYLxxg6BvvsZ14ECKag3MXnuZzIpGXh/WnHHVNyh77TV8X30Fr2nT7nv9NicVcfLLH1hwfTvBSxaj7dfv3pN2zEdI2UJiew0/qOYwVDOMTu+/iTkvn00TZ/Bjt748FujFu9FBGKqrWLVqFa6ursyYMQPVX0i8f4ey7Hr2LLqOi7uCh55pjT3xOFXfLcRaWIiqXTt8n38OdYcONF24QOlLL2PX6fB77VXcJ0y4awHIv1HtzB7pEOg3pTmNwaXMPDSTFl4tWD54OQqJAofFTum6G2woOIhKrWLec08ik987BxsOHKDk5VdQxEQTunw5Us+/VpOcSC1n+s9XGGCW08Emo03/ENoNCbvL+AdOPX325Upa9AhEpvhtQbbbHVw/WkTS3jxEEhFdHooioXfQn2Y4/T2uFNQxe+1lBEHg61A/YtIb8BgTg8uvydN+h9rSYj79ai5H40tw1YZiDX6PHJOIUKWcU+1j2PrLJnJzcxlsbk1Mqzg8H4n92102OHcfJfoSZxRp5VWuVVwjR5fDgKw4pu9Mp9pPxY2PHiG81o2cNbvoOWkah3xusTlzMw9HPczrkS9iy9Njzq7HnKu7E/8h83dBEe3ORrOBz5IK2PNUD1oG/yZU2OwOxi49T2GtgTkjSliS8jXTvCzM6L6GnEQ/Lu7OY9CseGI6/E06EmM9yDUg+c88bP7P1TUikegkd5P8awCCIHxy+/0h4F1BEBL/qp3/PEFZHcuXL0cqlTJr1iy0lkrY/5LTt/d2TCMyF5pCR7L1+jgcIgVjX+mIq/eDEYPVbmXRt5MY+lMKNx/qxy0XP4KCgigtLWXy5Mn4+vnz1ckL/Ch1QWKzM/HkXp6KiOBqpJJvy5dTKVTTT9eJmZWj8dH4ooh2vyMtSLRy6spKSNq9jdRTxxEEB77hkVQV5OGw25EpVYQmtCa8dTuCXWR4HZ+CXRJEpekjjMmHMWcdpM5F4OTwKJ4dswJllPvdeamrMqnf/SS/NFWxxSeaanMBdpEJEBPj1ZoRYX3oHdKbpEPb8PL6CW/v/rQxt0N04CXoOAuGfYm9yeAs8J2WRvB336Ht15cms40Xt1znwM1yxrYN4ukTyzAmJhKxc8c9Pu92h8CwTw/ywZZ38W0RQ9i6n+/1yii6BCsGcjUsisIwB8rG94j46GOMwBszFlDaqi1fxobQ3+s3qTk3N5d169YREhLC448/fsf18D/Br0SvdpPz8HPtcNGIqd+2nerFi7FVVaFs3QrTjRTk4eEEffM1yrjfDGQOu4OLu3O5eqgQ7xANg2cn4O7rtDUcyj/Ei6deZEj4ED7r9RlikZgdO3Zw4/oNRpk7ENoyEs/xsffVQetPn6b46WeQBQYSunIFMv97SfNXCILAxJ8ukFneyPtBARQkVaHSyug8KpLm3QLuMvb+ERV5DZxYl05NiZ6I1t70mtAMjceD6YYP3izjmU3JBLgpWRQbhMf5CrT9QnAbFP6n3ym4kcxP37/CiS512JQyXMI/J83sQohSxoFW4WxZu5ba6lpGGNoS0j4ajzEx9yX6GmMNh/IP3UkPUGmsBEAr09LGtw2mIl/mLtmPGojbuwfBzZVVz89HplGTMlTB0cKjzEiYwbPtnr1rPgp2AUtJo9N+lV2PuaABvc3BaBrp46Lm084RTkk/zBWRVExWRSPDF52lTzNPat0/o6Ixh7dDFPTouIe93xWhqzIw8e3O/zg245/g/xck/z1wQRCEdbffrwAOCIKw9a/a+U9Jvqamhm3btjFm+EC8s36B84uctR7bPg49noeabCwph9h+siUNVm9Ge7+NT3QQxA2H2GHg/uf+0laHlRePv8DQ947gL/MiYN1mlv74I7169SItLQ29Xs/MmTPx8fEhT29k+vFDpGvDCSkv4Zm9W+nVMZ4dHe2syf0FGTKmCmMYntsNye1ykTJ/tXPCxHhgcbNw7cgeyrKzCI6LJyQiHk/8sebrsebk4G19GhCoaHoFw6Ud2CoLSG7vwcr+Ausn7MJX7UytKggCmdWpnD7/OacrLnJDLsMhEuEicsG7wZsgv+6c8e1LrUNJgkbFOLWEkq3r6d/bhN2xmeZxnxB4MwXOL4SBH0D3p7E3NlI4Yybm9HSCv1+EpndvHA6Bhcez+PZoFr284PUt76OMinKS+O/UNruSS7j47udMTj9M+KaNd+mvAXA4sP7Yh4a6QlLai1Fc6YHbz1coCQrhpTnP0ychjveiA3GT3SvlpKSksG3bNlq0aMG4ceMQ/4ke/UFQlqNjz8LkO0Sv8VDgMBqpW7+emhUr0fTpg/+bbyB2+S0QranezKHlTg+W+J6B9Hgk5h7134qUFXx79VtmtZzFEJchbNy4kZ49e9JJFotufx7ycFe8p7RArL53kTJcvkzRvPlIXF0JXbniL+0eVwrqGLv0PC8NjmVchK8zmCpbh2egC93HRRPa4m4joMVk4+KuXG6cLMbFVU6vCbFEtv37nO13xnU2jw/3pdEmxJ2FrcMQ7clD3c4Xj/HN/jY25PqR/ez6eSHn+5spE9XhGfYetxxh+MqlbGwWwKGf12A3WhnZ2A6/LhG4PxR1V5vJlck8f/J5qoxV+Kn97ni9tPVtS4xHDElFZeimTyWorIzQVSvRdu7MyZ9XcOHANlLHu5HccJMXO7zI1Ph7HQb+CMFqx1zQwHsH0tlSUstWNHgjRiQTIw93RRHlzv4GPa+fz+W5kUp+yn6O3loH08JbERGwlC0fXyMo1oPhT7Z64JiZf4r/iuRFItFR4H4ixBuCIOy6fc5J7ib5xUDiH0h+vyAI2+7T/hxgDkBoaGj7goKCBx3Xb7BZEC6vRHT6C2fwRvOR0O/tO1Xr7TYHe7+/TklmHSMeURFqO+T0sKnOdH4/oLUz1DtuuLM+5u0bYXPYePn0yzQcOsQLOxwEfvE5biNHsmbNGmpra5kyZQorV65EJpMxa9YsNBoNDsHB5NMLOWdojknpR89rl3hq10ZcBrZneesaztVeJtItkpcin6VVbbRTUsjXOSNKxSLkIVqkHgrM+Q3Y680ASFzs+EhfRmQuoso+hbrt+5B6eXF1emc+FB/gy95f0jOoJxfLLnK65DRnCo5RYa4DoIVYTc9mY1FWeVJ0uYge3Z06YJNDYHtFHcuKqsg0mHCxmHkiKpAeulcxNF6nc8ddqPd/AKk7YNwqSBiDvaGBwmnTMWdnE7xkCZoe3QE4kFLG85uvM6TsGnPOrv2txi1OnfH4T/bx1sY38erXm5CF391z+2ourMTr4HPsiOpE6NFi1BfhdNtOrJy1gI/aNGOA1197zpw/f57Dhw/TuXNnhgwZ8l/9kcpydOxZlIza9Teih3s9hcDpuntkZSpWs50+k+KI7Xx/SVsQBN5LfI/d6bsZUzUGT60nc+bMQSqVYrhRRe0vGUg9lXhPi0fqde/u0piaStGs2SCRELpiOcrYe13zfsWsNUlcyqvlzMv9cFVJyb1WxfntzmCq0Hgvuo+NxjPQhbzrVZzelIm+3kzLXkF0eTgKuerBVAV2h8AHe9NYfT6foQn+fNIuDP26dBSRbnhPi39gg+nx1cu4dHgXKaPU3DBnoPGfR56sGxqphO+C3bnxy3o0YhXD6lrh1SMct+HOMpVbMrfw8cWP8Vf781Wfr2jh1eLu/tntbJ42gzZJl5A9+yzR8+ZSVZDHj28/xdk+BsokdXzQ/QNGRo18oH7+irzqJvp9dZKnekbxRJgP5px6TNn12CoNADSJ4Tp2rrTbx8GmQzzvZ6B7zDwMhRM480smfSbF3luT4n+Ef726hrwzsGYEhPeEAe9C8G9jFQSBY2tukXGhnH5TmtO82+98iauznGSfsd+pLkAA91CIG4Gt2WBeL9zLwfyDrNrgibtUS+Se3YgkEtLS0ti8eTMTJkxAq9WyevVqfHx8mDZtGnK5HKvDyoITL3CkQYvVfSxiu4NJB3bwyOG9ZD/ckp9alFFiqWRQ2CBe6vgSfnJfzAVOdy9Tdh32ejOKMFcU0e4oIrRIT8zGdOEYZektMReU4fbww9TOeYhJZ+YS5xWHh8KDpPIkLA4LLiIpXfUN9BKU9Oj1Nj4tH+XkyZOcPHmSjh07MmzYsLvIKicnh4/3HqK0TWeuOST4i2r5RHgBF3UIPdquQ7zuESi5AlN2QVg37PX1FEyfgSU3l5AfluLS1WmISittYPaaJGYfXkrH6iyid+1EERnBodRybrz4OsMLLxG9b+89kmh2TQWeP3SiSPCFM43IC0SsHDkey7QZvN8s+L7S+x8hCAIHDx7k4sWLDBo0iG7duv3zOfQ7lOfq2L0wGbVWzsPPt71HdeFwCFw5kM+lvXl4+LswZHYCnoEuf9KaE1aHlTeWvoGySkm3Md0Y0mrInWPmPB3Va9MQSUR4T41HHnKvodWcm0vhjJk4DAZClv2Auu39s5veKmtg2MIzzO8dxctDnColu9XBjZPFXN6fj9VsxzdMS0VeA56BLvR9PA7/yAc3XBstdp7ZdI3DaRXM6hHBi21DqFmWgtRTic+8VoiVD65Tdtjt7Pj8ffJvXqPysUj2Vx9D4j6UCteJiEUiXvBQot+1mSAXXwZUNUfdJ5DFruvZlrWN7oHd+azXZ/dNM7Hv8y+IXLmSgq7dGLxyOQgCSz9YwAbfC5i0Ir7u8zW9gnvdp0d/j1lrkrhWWM+5V/uhvL1jszdaMOfUU3Wziqqb1biITcyOehdvGTwZVEmc+gtSzodRVKhnwpudcPP5z+1Hf4b/X5B8PLCB3wyvx4CY/0vDK0VJTnL/g7R1cXcul/fn02lkBB2H/0U0mb4SMg5A+j7suSd501PDXo0LH2Z50WxrBYGffYTbQ2MAp6Tw3Xff4e3tzZQpU8jIyGDTpk3ExMQwYcIExGIxRpuReUfmca22mMhmn3FBLyXEbOCp9ctpczWRA2ND2BJdjVgiYW6ruUxpMQW55F6/aMfeV6heuZ6adFcEX28qXpnEBc9aNmduxuawARDuGk5PlzB6ZZyifU0Rso6zoP/boHTl3LlzHDlyhDZt2jBq1Ki71BmCILB8+XIaGxt5+umnyTZb+amoitzyAzzl+JzrykfpHD6PbtvGIGqqgplHwKcZtro6CqdOw1JYSMiyZbh07gRAjd7MS8uOM2/1G1iDQum8ZytzPt3J8xvewXPCowS+8/ZdY7vRaODa5mcYd20nuZcCEJst/DhrLiMmzmCg9z/zmHE4HGzdupW0tDTGjh1Ly5Yt//5Lf4FfiV6llTP6d0RvaLBwdFUqRbfqiO3sT+/HYu8yYP4Z0tPT2bRpExX+FSS7JrN26FpiPH5zd7RWGqhedROH3ornxDhULe71r7aWlFAwYwa2yipCFn+Py58sZs9susbh1ApOvdwHX+1vC5RRbyFpXz55yVUk9A6izcDQ+0ZV/xmq9WZmrrnMjeJ63h7RgsnxAVQuvo5IDL5PtPnTOI+/gtnQxMa3XkJfV4NoVld+yFqBoGpJg+8LWAQJoxTgf3gXUe4B7JXvJd0lj1ktZ/FUm6fuuDj+HlknT2JY8DTVnl6037cXd40Lew+u5v2CbxGr5fww+Efa+Lb5x/38Feezq3ls+UU+H9eKRzrcq+ZdcSaXFfvSebhVAT9bl/CYWkMX1ybCE9/DYvBCr5YRNzra6YTxgE4fD4L/S++a0cAiwAeoB5IFQRh8+9gbwAzABjwrCMKBv2vvvyL5+yD1TAkn12fQonsAfR6Pe6BtvENw8PaZ19mVt48F0mD6L8wFwU7kiEZE0X2dKp1mQzh1JY0TJ07w1FNP4e3tzaVLl9i/f/9d0nKDpYGZh2aSr8tnXrcfWVWlJNtgpo9Bx/yfFkJZGusfciUxyECoJoRXO79Gz+DfgreMv3xI2tLVXPSRk9IrmGueOppsBsQiMQ7BwYTYCUyOGEHoucXOdLHesTBqIYR2ASApKYl9+/YRHx/P2LFj79FX/0o8I0eOpH379nc+r7bYOH79JTwa9/AJ7+ArDmLVxVkoFC6IZx0DjS+2mhoKpk7FWlJK6E8/ou7gnF8Wm4M17/9Aj82L2NttHO55GXStyybu2JG70hdcqNfzXuIx1m2cT8UVd2yeAulPt2XQw2txfwDp/X6wWq2sW7eOoqIiHn/8cSIjI/+jdn7FH4m+ocbE4Z9uYmqy0WtCM5p3D3igOWUwGFi8eDEajYZRk0Yx+eBkJGIJG4ZtwEf9mw7c3miheo3TxdL9oSg0XQLvactWVUXhrNlYcnMJ/PorXAcOvOec/Oom+n99isc7h/LeQwn/1TX4FTlVeqavSqKy0cR3E9oyMMKLyh9uYG8w4zuvNTL/v97J/BXqK8rZ8MbzKDVa/OYN562k9zGJPSD4A2odSprZm+h24SRFmjRGNHViRM+xaHsF39OOrqyMjIdHIzWbObd4OQu6t+d87mkWHF+AQiRj9egNNPNsdp8ePDgEQWDod2cAOPBMz3vuv8MhMOHHC9wq09Gq40byGzJ51a8JH3EoftffQlRmRioSOZMkBjg9d5RR7sgj3P420vev8O8PhroP8m9Us3/pDULjvRg2v+Vfehf8Cofg4P3E99mWtY0nWj/BY8WhlL74IkGvzsLVr9Kp2tEVASL0QT35urQ9HVvFMXT0BAAOHz7M+fPn71IZVBurmXpgKnXmOn4cuJJTBk++yi/H7hCYaaxj3LJvuWHOZPVQOSVudvoG9uLRZo9yfvsXnDPnkhPg7Lev2peeQT3xUfnww40fmNx8Mi8rI+DgK2BqgJ7PQ88XQOqUppKTk9m5cyfNmjXj0UcfvafggsPhYNmyZVitVp588sl7jtvtBi5eGoXe2sS3ioXYK3LYkfwMOo9opNP34aNxx1ZdTcGUqdjKywlZvhx1O6cKQRAEEh+biSb5EjLBjseCBfg/+cSdto/XNDA7OZNtP8xFkWKgLM4HZpbQsc8etNq79av/FEajkZUrV9LQ0MD06dPx/wuPlAdBea7TGCtVSDA2WnH1UjJ4TsJvRbQfAL/uMObMmYO/vz9pNWlMOziNCLcIVg1ehVr2W9Svw2KndkM6pvRaNL2DcRscfo9niV2no2jOXIwpKQR89BHuox++5zdf257C1itFHH+hDyEPkDPpr5CUX8vstZeRiESsmNaR1gGuVK24iaWwAe8ZCSij3P+r9gGKb91kywdvEty8BVGzxvLEyWdptNlQ+s6gRNYGF4uBETeSGKttTmSBK+6jotB0+20RtNtsXBwzFresLD6b/zyL5k/jWvlZnjv2LGqDmGUDlpHQ7O/rOzwINicV8fK2G2yY3ZluUfeW4iyoaWLIt2dIiDCRLX2PfoFtGCY+TXDQFPJOjKY+rYY+fUMQVxqwFDbcSZLo0tEfj4ej/6M+/RXJ//chZf9/iIq8Bg4tv4l3iJZBs+IfiOAFQeDjix+zLWsbs1vOZm7CbKqXLEERE4N2ynMw9DN4NgXmnoHer6Cx19FCSCf5ejLm77vBsfcZ0NyTFi1acPjwYVJTUwHwVnnz46AfUUlVPHVsHiPdTZzrHMcwHzeWKN2Z+spHyF/+iUVJ8Uw6biex4DTzTj7Jz+55KORinmw2lS0jt3B03FGebfcs27K2EaUN5ZmMC7B9FnhEwNzT0Pf1OwSfmprKrl27iIyMZPz48fetqJOamkpFRQV9+/a973GJRE1C/DdI7XV8ql7Fmz2GsbTzp/jWpHF91UReSMslS+lC6OpVSH18KJo9G+N1Z1i4SCSi08LPkGpdwMsb3+nT7rS7p7KepxKTWfrlKyhSDFT3jEPyrAmPkJ7/NcEDqFQqHn/8ceRyOevXr6e+vv6/as8/0o2Rz7TBbnMQ2caH8a93/EcEn5aWxs2bN+nVq9edBaeFVwu+7P0l6bXpvHL6FeyO37SYYrkEr8ktcOnsj/5UMbW/ZDhrI/wOEjc3QleuwKVLZ8pee43atT/f87vP9I9BJBLx7dGs/3DkTuy9Ucqk5RfxVMvZ8UR3Wge5UbslE0ueDs9xzf4nBA8Q3DyBQXMXUHjzBjV7E1k/ZDVKkYClfCFBDWtQuniwq31fVlsLqQi3Ur87B/2lsjvfT37zLTwyM9k2cBitRo7gZME+njn+DG46Ca+7zfqfETzAqDaBeLrIWXk2/77Hw7xceG1YHEmZMjp5juFwyWUaXEdQXLKW+CG5GJQyTqbW4jUzgcB3uuI9IwFNjyBkAf/5buiv8K+T5HVVBrZ9fgWZQsLYlzugdv37PCSCIPDppU/ZkL6B6QnTea7dczTs3UvpSy8T9O23uA4ZfN/vFaZeYuWW/YzwyqdD7W4Q7Fg1QawVxlBqlDF18mRCI5wqg5z6HKYenIpGpmHt0LX4qn05V9fI61klZDSZ6Oup5S1bI9bV35BWnUSPAIGQd4+Ba+CdPr546gWOFxxjQ0Utza12GPCO05f9d7rJzMxMNm3aRFBQEJMnT0Z+n/wndrudxYsXI5VKmTdv3l+6HRYULCM753OnW2XgI1SeW4rvkVf5OfBhXop+ll6eWuYrIeTpJ7DX1RO6ciWqlk4VgTnXWR5PEem0hfxcUs0Px8/x4Q9f4l9XhUdfFfZXXyA96x3atvkZT8//zmD6e1RUVLBy5Uq0Wi0zZ878r4KlwOkL/yDCwu/R1NTE4sWLcXV1Zfbs2fcsphvTN/LxxY+Z1HwSr3Z69a5jgiCgP12M7kA+8ghXvCff62LpsFgofeEFGo8cxfvpBXjPn3+X+uCjfWmsOJvHoWd7EeP34AvTr7//4+lcPjmQTsdwD36c3AEPFzm6A3k0nirGdUg4rn3+d6maf8XpDatJ2rWVoo5KjvlkoJT7YLJU0T7ySQrlvbnVZKJ7QTrvW0JwzRdwGxpBefZprJ9/QE7zFrzw7Fs853GVJde+IbTRnWGZkcz5fBky5X+WE+bP8NVhZ175Ey/0Idz7XnJ2OAQeX3GR68WVBCR8j4tMxWuBUkzGLAK0qzj6o472Q8Lo8nDU/6Q//89I8sZGC3sWXkdwwIinWj8wwX9x+Qs2pG9gcovJPNfuObDbqV68BEVsLNpB9+o8f0VIi474+/tzSdIJ4cUsGL0MWUg7JpjX4+aoZeOaH6lZNxtSthKl9GZp/6XUmeqYe2QuOrOO7h5ajnaI5f3oQC7rmhjSCPu6RzGqtYmQl365Q/AA+5J/5HDBEZ6sraV5YGd48gJ0nnsXwefm5vLLL7/g5+fHpEmT7kvwANevX6e2tpZ+/fr9rV95aOhsPDy6kpH5PgZDHr7d50P3Z5hcupOthv1kNpmZWKbnhWffxOiioXDmTExpaYCT3H8l+PeyS9izaRuLvngHb4ue8P7V+L3wDQXFK9FqW+Lh0fWvuvGP4efnx4QJE6irq2Pjxo1Yrdb/qr1/SvAA+/fvx2QyMXr06PvulibGTWRyi8msv7WedWnr7jomEonQ9g7Bc0IslsJGKn+4jq3WdHef5HKCvvkGt4cfpnrhIio/+5zfC23z+0Sjlkv56nDmP+q3ze7grV03+eRAOiNaBfDzzM54uMjRJ5bSeKoYly4BaHvfqxP/X8ClbwJlATaCkoy85/80p8YdwN2jF1dyFxNuWM9ADzVnw5uzwLMBfbicis1nMX7zKTp3T56f+Swtizay5No3tDVF0/ucK/0GTkGkF+7ZDf23eLxLGFKxiNXn8+97XCwW8dnYViDIUerGkqvL5bqsB2Kxgjrrm8T18ODqoQLKc3X/037dD/8aSd5qsbPrm2tUF+t56Nm2BET9vXeGIAh8c/UbVt1cxWNxj/Fqp1cRiUTU79xJ2auvEbRo4X0NW7/HrzUmp0+fTlhY2O3OGKm5fogVB6+isDcxS1iPi9gGET25ENySJ4r30tyzOT8N+umOPrYy/zLvJ51hq3dfVCIBd7kctViMWgySxmIyzGVo7SZ6eMai8YpEJRGjvv1QScSY6utJOnsGd7WKkQMH4qlW3XWOWuw8z2G3s2jRIjQaDbNmzXogw6HJVMbFS8NRqULp0H4zYqROVdHNbdjGLGeXb3+WFVVRUVDIoq/fx81qwXvFCoJaJWC223ksOYdm69cwZf92LHHNaNHiIrI2g6noM4GbN58iIeF7/HyH/v1N/g/wvwyW+idITU1ly5Yt9xSX/iPsDjsvnHqB44XH+bbvt/QLvTfdgzm3nuq1txDJbrtYBt8tlQsOBxUff0LdunW4jR1DwPvv3wlG+/ZoJt8ezWLXk91pHeL+t/02WGws2HCNY+mVzO0dySuD4xCLRRjTaqj5OQ1lrCdek1v8Vzll7gdBEPgl4xc+u/QZocogRl4Kwlhdy8T3v0AREEz/Qx9irNlGS9/ORAS+wIpaM9G1FXz7zUdIG3SsfvZtDmuPITGcYYi+GwFnyglURdLDz+kRhwgkbgqknkoknkqkHkqkXkokHkqknkrEGtk/jq947pdkDqeWk/h6/z+t7rThYiGv70ihXYedFJuvs6rX65RnvYifz2iubhqNWCzi0Tc7PZCH1l/hX294dTgEDi5LIe9GNUPntHygqD1BEFh0bRE/pfzEo7GP8kbnNxCJRAg2GznDhyNWuxCxfdvf3niLxcLXX39NVFQU48ePv+tYUVERa9aswd9Dw9TIGmRZ+6A2h2NqFc/7+tBJFcDiXl8ibyiBLdNB68+l0b+w2+yC3ubAqK+iqewm18QSGqUqgl2jsInkGOwODA4HRvuvhagfHHIExFYLbkolrgq5c5EQ/24xkIhRSySoxKI7r9USMe76k7iWvILgOx110LO4CFZitk9EVXaFhonbkIV3J7nRwOYrKYx+6yXkViv7P/icA1IV835aRPcbV1CMHk14yyLEuUcQnrzI5exnsdp0dO1yBJHov5vkf4Vfg6U6derE0KFD/8+iDn+FXq9nyZIluLm5MWvWrPtK8b+H0WZkxsEZ5OhyWDV4FfHe9ya0slYaqF55E4fBiudjzVHF3Z3LRhAEqhd9T/WSJWgHDybwi88Ry+U0mqz0+vwECUFu/Dzzr+sOVzaamLn6MqmlOt57KIHJXZxCi7mwgeqfUpD6qfGZ0+q/8gK5H8x2Mx9d+Igd2TvoGdSTT3t9iqjRwvrXn0MikzPx9fepKa3g8/0rCMo7RTOdivBaDcrKShAE3l7wKhdighHba4jUeOFZqsdRUUL3Hv3xE6twNdjR6m246qxoa824VJuR/D6zKyCSiZ3kf3sBuPP69qJwvzGnFOsY+f1Z3hzenFk97+/JJQgCU1Ze4nJxLi5RX9M1sAvPhUeRl78If4+3OPljKAm9gug98c8D3B4E/3qSL06vZde3yfR8tBmt+j7YNnJp8lKWXF/C2JixvN31bcQip4RXv30HZa+/TvDi79H27/9AbR08eJBLly7x3HPPof1DxsBfA6eaN2/O+HHjENdmQ/pedmRu421pIwObDHxRWY3ExQdGLoRmg8HS5MyambSctb6hfOEC73V7jzExY+5qWxAECisqWLV+AyiUjBw3HrHaBYPdjtEhOBcDu/32swO91crZpMtIXTSERMfcWSh+v2gY7A6MDuezyXH33JglLKU3x/iEd0gTtcTd2sDu5CfxtdQyss1isl3CUUnEhFeW8/6X7yK22dFptYRWlOH/+mt4dgtBtHYU9Hmd2ta9uHbtcWJjPyA46LEHus7/DQ4ePMiFCxcYOHAg3bt3/z/7HUEQ2Lx5M5mZmcydOxdfX98H+l61sZpJ+yZhtpvZMHwDgZp73SftDbddLEv1uD8cjaZzwD3n1KxeTeWnn+HSowfBC79DrFaz/EwuH+67xcbZXegadf/85tmVjUxdmURtk4XvH2tL/+bOhFq2aiOVS5MRKaT4PtH67rxI/wOUN5Xz/MnnSalO4anwKUxS9caam4c5N4fGlBT0N2+itNrunG+ViCn3gCpfOb5RfTgbFc+GUDFmh5UQjwRENhUVDY2YXbRYRH++a9NIxHiKJbgjws0m4GYVcDM6cG2y4dpgw9Vox93i/NzdKuAhl6J1u5f8Hz9wk4omCydf6ovkTxKpldYbGfzNaXxDEqmUbeO7vt/iUbOGet1lpHXfcOOQ7C9zzz8I/vUkD1BdrH+glKgAP974kUXXFvFQ1EO83/39OwQvWK3kDBuORKslfNvWB5b4ampqWLRoEX369KFPnz73HE9MTOTQoUN06dKFIUNuRzoKAmt2PMaXjTcZY7TybmU1IofVmTlTLAV9BVkdJjGh7gLdgrqxsO/Ce/pTU1PDqlWrAJgxYwaef5Op8OzZsxw9epQZM2YQGhr6t+OyC8JdxK+36Km8OR6Hw4gt5heMIi2iugIG7hqLVaJk7dCNVMu9MDgcyAsLePitl5E77ER99y2aTh1hWU+w6OHJSySnPkFDYyrdu51GIvnfGsXuB4fDwbZt20hNTf3zamH/A9y8eZOtW7fev2DN3yCnPofJ+yfj5+LH2qFr0crvNZY6zHZqN9zClFGHtk8IroPC7nGxrN+2jbK33kbVpg0hPyzFqnKhzxcnCXRXsm1+t3vm0YXcGuasvYxcKmHltA60CnYHwK63ULX0Og6jDZ/5rZH5/HeumOBcBG1lZZhzcsm5fooLiVvxq7QSrVMiaWi6c55IrUYREYHJVUNGXhYe7drR+annOK5yZc6NRPxqv0Hi0OOu9KVUX0zf5q/xVatRrH7+CRRqNY9/+h1mkZg6q406q41aq51aq406m/32ext1v35259lGo/3PdfcKB84Fwey4swA0WexcsloYKVLQyUWJp1qOl1aBt7sKbw8VHt5qJC4ytlwp5uWt1whv/SNymYUtw1aQcvVRxGIlBcffwtwo+9vc83+FvyL5/7xy7P+f4UEJfuXNlSy6togRkSN4r9t7dwgeQLdrF9aiIvyWLvlHW3ovLy+ioqK4cuUKPXv2vGd73qVLF+rr67lw4QIeHh507tgB9r/I1Bv70cV24yeKcRv8Is+7NHOmWGiqwvLIal5L/gqNXMO7Xd+9pz/19fWsWbMGh8PBtGnT/pbgjUYjZ8+eJSYm5oEIHkAiEqGRStD8WpRDpSCk5XdcvjKOwKrPSUhYhMjPA7RbYPVwFpxdANP3g9wFYkOwddgHgNTDAy4ug8o0eHQdjaZ8ampPExX5wv9XCB5ALBYzevRo9Ho9O3fuRKPR/NfBUn9EY2Mj+/btIygo6D9KrRDlHsXXfb9m/pH5PH/yeZYMWIJMfPefXqyQ4DUlnvpd2TSeLMJWb8JzXLO78sW4jx2L2EVDyUsvUTB1GqHLf+Lp/jG8viOF4+mVd6R0cCaPe3HLdcK8XFg1reMdn3qHxU7N2jRsOgs+s1v+Y4IXbDYshUVYcnMw5+RizsnGkpOLOS8PweDM9SIH2qvFaGLicOsSjzwqEkVUNIqoSKT+/neKttRv3cj5LetRXr/MsNGP8Jq1Mx9lvk2MbiEVhiJs/i/zUbtxJG5aQ2NNFcOf/hyJVIoaUEvkBCkffPdhdQjU22zU3Cb/ut8tArW/+6zGaCXXYqXOZscuKNgpErETATA7H/UNUA+SHAFXG3g4QNklgDzjI7g2fcGM48vpHPwNjbUr8et7gZKD3dm+NYPHpv5vgtd+j38NyT8I1qau5Zsr3zA0fCgfdv/wrrBowWKheukPKFu2RHMfafzv0KlTJzZu3Eh6ejrx8XfrVEUiEYMHD0an03HgwAHcbqwgruQX6PEcC/q9je7iR6xKX49bu2eZOXY5AEuufEtGXQYL+y7ES3X3Nq6xsZG1a9diNpuZNm3aA6kEEhMTMZlM9LtfHvd/AFfXlkRGPk9OzueUlW0lMHA8BLVzJjHbNBH+P+3deVhV1frA8e+CwzzLoKIgoDjhiILzgPNUauWN0iwxS01vXW9dr9VtuGW3fpZl2WTOCppZmnPmnBqJiRNiKoqgqMg8D4ezfn8cTFQQOANHTvvzPDzROXtYWzgva6+91vuuj4DHI8FSpQ3uAPlpsHcuBPSH1qO4fGYWlpYONGkyXq+21JZKpSI8PJylS5eydu1aIiIi9F4sdYuUkq1bt1JSUsKYMWOqHYevSvfG3Xmz55v859B/eOfXd3i759v3/IEXlgLXsS2wdLMh56fLpOWU4P5UWywqJBhzHjYUCwcHrsycyeXxExjzzTcscrdn3k9/ENbKCyHgi30JzPvpD7oHNODrCV1xKZ+iKTWSjLV/UJKci/v4Ntg0qzpBnKaoiJJLlyhOuKgN6BcSKL6YQMnlJKgwo0nVqBE2AQE4PTKaXZxlqzyJb/uevDnio0rvWO74N3k0nIyUKxxcu5IG3k2ZHtqDiwUBRFq8inAp5JUWgRSnJHNs24+0CxtMk9a6r7ewshB4WlvhWUmO/6p8vT+B93b9wdcRoXg2sCO9oIS07CLSc4vJyC8hQ11KRpkaJ2HJaYc2FFv04Y/0H4m2CqHMehqUAAMgrEhijIHLv0yQj4yPZN7ReQxuNpj3+rx3T96LrI0bKb16lUZv/EenB3OBgYG4urpy5MiRe4I8aHuSjwwPY8XFGNZf9eSZHnNpOmgGAni126vkluTyybFPcLFxIcAlgGVxy3g08FHCfMPuOE5+fj4rV64kNzeXiRMn0rjxveOyd8vPzyc6Opq2bdvWaPvqNPOdQkb6Ac6d/y+url2xt/eHVsNg5Eew5R+w/RUYOf92HqE970BxHgz7gMKiq6SmbsWn6TNYWele0UlXtxZLLVmyhNWrV/Pss8/ield9UF2cOnWKs2fPMnjwYDw9a56utzJjWowhOTeZRScX4ePkw5QOU+7ZRgiBc5gvKldbMtafI/XLE3hEBKFyvX1n5NinN75Ll5D8/FSuTpzIv175H9MPpLHx+FViEjNYcySZ0Z28+b/HOmBTfrcmpSRrcwJFZ9JxeSgAu3baFZ1lOTkUJyRQcvHiHT3z0qtXtXWTASwssPbxwbp5c5zCwrBu3hyb5s2x9g/A0tGB6/nXeWnvS8SlxzG14zSmdZx2x510VYQQDJn6d7JvXGfb5x8R7vkB77dsTnJRCfH5tkz2dmfbu69hbe9Anyef0evfXhfhob4s2H2en2Ou8tHfOoKLA1TxMfvh2BX++X1/nFvF0i8nitfc3uFU2edcUyXRzvI5QL+cS5UxmzH5+/n27Le8+9u7DPAZwIf9P7znFliWlHBh2DBUnp74rV2r8+yLW2Pe06ZNo2HDuyrBZCXD6kfJy7jOYruplEhtgZNbwyylZaXM3DuTw1cP42brhr3KnvUPr8fB6vZCi8LCQlasWEFaWhrjx4/H/67iHFX56aefiI6OZvr06XoHoFvumVZpUX5LvOstOPixNhto739AynFY1B+6T4Nh/+OPc29z9WoUPXvsw9ZW/z84uqq4WCoiIgL7uwuK10Jubi6ff/45Hh4eREREGGSappSSf//yb7Zd2sYHfT5gRMCIKrctSsgifdUZhJUlHs8EYd3kzqHLovh4kiY/C0Lwftg09pW5opEwI6wF/xxyO/e7lJLszSfJ+vEIVl6FWNplaQP6xQTKbqb9eTxhbY21vz82zQOwDmiOTYvmWAcEYO3nh0UVazNirsfw8v6XtTNpes9loG/NJjVUlJ+VSeSrs5BSw/i587F3a0BemYbLv+xm51efMmTq32kfNqTWxzWEN388zZojyRz8d9gdSeHuJqXk+VW/c+D6Fqwafs87vd5hZLMBHIl5GEeHQDp2/Ean8/8lHrxWZf259bz969v0b9qf+f3nY2V5721Y5tpvuf7WW/h88w2OfXrrfK78/Hzmz59P586dGTVq1O03bsTB6kehpADCI0lzasOSJUuwt7dn8uTJfwaYQnUhz//8PCdunmD5sOV09rqdTra4uJjVq1dz9epVnnjiCQIDKy/YfLecnBwWLFhAu3btGDt2rM7XVpnU1B2cOv0CzZpNo0Xzl7UvajTwwxQ4vR4eWQwx30B6Asz8nRJLDYcO96Gh1wjatp1n0LboIjExkVWrVuHt7c3EiRN1qiwlpWTNmjVcvHiRqVOn4uFxby4TXZWUlTBl5xROpZ1i8ZDFBDcMrnLb0hv5pC2NQ1Ooxn18a2xb3fmMpvjiJZImT6YkJ5e3uk3iiRFdGOxYqB0nT0igJCGBovMJyIK8P/excHTUjpMHNNcG9PKeuVWTJlXW8r2blJKos1F8GPMhTZ2asiBsAQGuuj8LuXn5Emv+8woNmvjw+Fv/o7S4mGWzpuHepCmPv/l+lcXXje1SWj5hH+7jxYGB/GPw/ZOg3cwtZvDHe1E1/RI7+0w2j9mEtSYLG5tGOj+j+ssG+Y0XNvLGoTfo1aQXC8IWVJ7Kt6SEhCFDsWrUiGZrovSeQ71hwwbi4+OZNWsWtra22iLja54Ea3uY8L22KAlw+fJlVq5c+Wf6gVsBpkhdREp+CgEutz8IpaWlREVFkZiYyLhx42jbtuZjjlu2bOHYsWPMnDkTt1tj5AYUHz+HlGvfEdx5NW5u2uyXqIth1SNw+RAg4eHPIHgiFy99yqVLC+jWbQeODjX7I2Vst2bDtGnThnHjxtW6F37ixAk2bNhgkDz2lckqymLC9glkFWcROSKSZs7Nqty2LKeYtGVxlN7Ix23MvTVWS1NSSIqYTEli4h2vW3p4YOXtS1meM1a+friP74NNyxaovDz1+jwUqYt4J/odNiVson/T/rzX571qx99rIuH339g4711ahvbEys6O+F/28tT7C/Dw9dP72PqIWB7DyStZHJx9O9d8VTafSOHFH7bhGPAZjwSO5a2eb+l17r9MWoOKNids5o1Db9C9cXc+Cfuk0gAPkLV+Perr1/GYOcMgi2RCQ0MpKSnhxIkT2qpKq8aCUyNtLvaGt8fqmzVrxtixY0lKSuLHH39Eo9FO3bJV2d4R4NVqNevWrePSpUuMGTOmVgE+IyODY8eOERwcbJQADxAY+Dp2ds2IO/NPSkuztC+qbCB8NXi1AZ/u0GkCZWUFXLmyEg+PgQ9MgAdo164dQ4cOJT4+nh07dlCbTk9OTg7bt2/Hx8eH7t27G6V9rraufDHwCyywYPqu6WQWZVa5raWzDZ5TO2DTwo3MH86TvTPxjuux8vamWeRqPF96iUbv/JdmUVG0jP4V/+93YN12Bo4DJ+MzfxaOfXpi1dBLvwpbedd4esfTbErYxPSO01kwYIFBAjxA8y7d6Dt+Eud+O0Tcvl0Ejxht8gAPENHLn7S8EjafSKl224c6ejO8ZTClGb34/vz3HE89brR2mWWQ335pO68fep2QRiEsGLAAG8vKixloiotJ/3oRdsHBVRZgqK0mTZrg7e1N8YFPkd9NAu9giNhRaR3Zdu3aMWjQIE6fPs3u3bvveb+srIwffviB8+fPM2rUKDp27Firtuzfvx8LC4v7LqvXl0rlQLugjykpSePs2ddvBxU7N23Gzqc3g4UFKdfWU1qaSTPf54zWFl316NGDHj16cOTIEQ4dOlSjfaSUbN68GbVazZgxY4yaLsHX2ZdPB3zK9fzrvLj3RYrLiqvc1sJGhcfTbbHv2pDcPclkrjt3R94Wlbs7HlOfx23cOG1qaAt70pbFIVQCj0ntKq0zW1sx12MI3xrO5ZzLfBr2KdM61ewBa210HTWWTkNH4enrR4/HnjDosXXVq4U7LRs6svRQYo06C/8dHYRd/ggsNa68E/3un0WADM3sgvzOxJ3M+WUOnb0689mAz7BTVZ19MOu79ahv3MDTQL14AKRktEMsffO3UODTHyZuBPuq57D36tWLrl27cujQISoOVWk0GjZt2sSZM2cYOnQoXbtWeidWpdTUVE6ePEloaCjOzvevkaovZ+cOBATMIvXmdq5dq1Cr3VIFKms0GjVJSUtwcQnG1bV211FXBg8eTFBQELt27eLkyZPVbn/8+HHOnz/PoEGDcHfXfaViTXXy6sTcPnOJTY3lPwf/g0ZWvWhHWFrg9mggzoObURCbqq04VXRvANEUq0lbrk2V4PFMEKoG+q1ZkFKy+sxqpuycgouNC1Ejo+6ZHWYoQggGRkzlqf/7DGtbw5fT04UQgohe/sRfy+G3SxnVbu/uaMN7Y7qQlzKKc5l/EBUfZZR2mVWQ3520m9kHZtPBswNfDPzijmIMd9MUFZG+SFvRyN5Qt9plpbBhKg3PRxFr2Zkt9n8Dq/v/AgohGD58OIGBgWzdupVz584hpWTbtm2cOHGCsLAwevSofYbGvXv3YmVlZdQl/BU1830WV9dunDuvzVZZUWrqNoqKrjyQvfhbbi2W8vPzY+PGjSQkJFS5bXZ2Njt27MDX15fQ0NA6a+Mwv2G8GPwi2xO3szB24X23FULgPNAXt3EtKb6UQ+qXJ1Bn3b4DkGUa0iPPUno9nwbj29yT9Ky2itRFvHbwNT6I+YA+TfsQNSLqjmFHYzF2HqLaGtO5CW72Viw9eKn6jYFh7RozImAwZXlt+COt+mEeXZhNkN+fvJ+X979MW4+21QZ4gKx161CnpuIxc6ZhflGK8yDqcTi5FsJeJ63bq5w9d57s7OpTiVpaWvLYY4/RqFEjvvvuOzZs2MDRo0fp1auXTkMtKSkpxMfH06NHDxwcjFOI4G5CWBLU9iOEsCIubhYajXYhjJSSy0mLsLdvgYdH7afN1SWVSsXjjz+Oh4cH3377LdeuXbtnm1vDNBqNxujDNJWZ3G4yjwY+yjenvmHD+Q3Vbu/QpSEeEUGUZRWT+sVxSlLykFKSueECxecycRsTiF2rqu80ayIlL4WJ2yey+eJmpneazoKwBTha12wFurmxtbJkfLdm/Bx/g6T0ghrt8/bD7bDPepbkBP0WKlbFLIJ8bGos/9j3D1q5teKrQV9V+wumKSoi7ZtvsA8N/bMItV7yUmH5SLi4TzuTpN8rdA0JQUpJTWcL2djY8OSTT2Jvb8/JkycJCQlh0KBBOv0B2rNnD7a2tjrdAejD1rYxbVq/R07uSS5eWgBARsYv5OXF08x3CsLA47LGYGdnx/jx47G1tSUyMpLMzDsfdMbGxnLhwgUGDRpUbSoJYxBC8Fr31+jp3ZP//vpffk35tdp9bFu44TWtI0LAza9PkrnuHAVHb+A0wOeeGTi1deTaEcK3hJOcm8zCAQtrvMDJnD3VoxmWoupc83dzc7BmycRQPgvvXP3GOjCLn0brBq0Z13IcXw/+ukZP8DPXrqXsZhqeM2fof/L0BFgyBG7+AU+sgeCJALi5udGyZUuOHTuGWl2zBypOTk48/fTTPPTQQzqnxE1KSuLChQv07t1bO4Wzjnl5DcO78d+4fPkrMjOjuZy0CBvrhjRq9FCdt0VXLi4uTJgwAbVaTWRkJAXluVaysrLYsWMHfn5+hIQYrpxcbVlZWPFRv4/wd/Vn1r5ZnM+svsSfVSMHvKZ3QuVmS0FsKvbBXjgPrno6ZnWklKyMW8lzPz+Hq60rUSOj6OfTT+fjmZOGzraM6tCYdUeTyS2qWbGajj6uf6aVMDSzCPJ2KjvmdJuDi031y+Q1hYWkL16Cfffu2Ov7Qb16TBvgi7LhmS3aNMEVhIaGkp+fz5nySkk10aBBA7p06aLTMICUkt27d+Po6FinY8V3uzWt8tTpGWRm/oqP7yQsLCqf4fSg8vLyuqOyVElJCZs2bUJKyejRo+t8mOZujtaOfDHwC+xUdryw+wVuFtysdh9LF+0UywbhrXB7JFDnYcpCdSFzDs5h3tF59Gvaj6gRUfi71Gz19V9FRG9/8orVfHf0iqmbYh5BvjYy16ylLM0Avfjzu2D5KO0ip8k7oem9s0YCAgJo0KABMTEx+p2rhhISErh8+TJ9+vSpsvRfXbg1rVKtzkWlcqKJd7jJ2qIPPz8/HnnkEZKTk/n666+5ePEiQ4YMMdqag9pq5NCIhQMXklWcxYw9MygorX4M2MJWhX0nrzuyVtbG1byrTNw+kW0XtzGj0ww+Dvv4Lzv+fj8dmrrStZkbyw8nUqYx7YLTv1SQ1xQUkL54MQ49e2LfpYvuBzq+BtY8Du4B2kVOHpUv7rGwsCAkJITk5ORKH+IZkpSSPXv24OLiQhd9rs1AnJ070KH9lwQFfYJKZZhFMKYQFBTEsGHDSE9Px9/f/4H4t62orXtb5vWdx9mMs8z+ZTZlmjKjnSv6WjThW8K5knuFhQMX8nzH5//y4+/3M6mXP0kZBeyOv2HSduj1ExJCzBNCnBVCnBRCbBBCuFZ4b44Q4oIQ4g8hxND7HKbOZEZFUZaRgYeuvXgp4Zf5sHEqNOsFz2zTrma9j06dOqFSqThy5Ihu56yhs2fPkpKSQr9+/VCpHozkoh4eA/Bw72/qZuite/fuTJgwQae0B3Whn08/ZofMZl/yPuYdNXxOICklK+JW8PzPz+Nu686akWvo29R4C+zMxdCghni72LL0UM2mUxqLvr+xPwPtpJQdgHPAHAAhRFsgHAgChgFfCGMW8awBTX4+6UuW4tC7N/addXiKrSmD7f/SluVrPw7Grwfb6hcZ2dnZ0aFDB06dOkVhYaEOLa9B0zQa9u7di7u7e61XxSpqpkWLFnplqjS2J9s8yYQ2E4iMjyQyPtJgxy1UFzL7l9l8ePRDwnzCiBwZiZ+Ln8GOb85UlhY83dOP6IsZxKVUP5XaWPQK8lLKnVLKW1NHooFbBVZHA2ullMVSykvABcB0TwKBjMgoyjIzdRuLLy2C9ZPgyCLoMQPGLgJVzce8Q0NDUavVxMbG1v7cNXD69GlSU1MJCwvTuViFov57uevLhPmE8cGRD9ibtFfv413JvcJT255ix6Ud/L3z35nff/4dqa8V1QsP8cXOypJlhxJN1gZD3ntGANvLv28CJFd470r5ayZRlpdHxpIlOPTri11te7qFWbD6ETjzIwyZC0PnQi1v2Rs1aoSPjw8xMTF/JiIzlLKyMvbu3UvDhg1rlbxMYX4sLSx5v8/7tHVvy+xfZhOXHqfzsX5N+ZXwreGk5KWwcOBCpnSYooy/68DF3orHujRl0/EU0vKqzjlkTNX+1IQQu4QQpyv5Gl1hm9cANXDrPrGyuVmVPmIWQjwnhDgqhDh682b108B0kbl6NWXZ2XjOqGUvPvsqLBsOyUfg0SXQU/cZOaGhoWRmZt53ubwujh8/TmZmJgMGDHggx4sVdcveyp6FAxfiZuPGjN0zSMmr3VJ5KSXLTy9n6q6peNh6sGaUMv6ur2d6+VFSpiEyOskk5682KkgpB0kp21Xy9SOAEOJpYBQwXt5OvXYFqJh2sSlQ6W+blHKRlLKrlLKroaoWVVSWm0v6suU49u+PXftalNZKPaudA5+VDBPWQ/vH9GpHmzZtcHBwMOgD2NLSUvbv30+TJk1o2fL+hQoUfx0edh58PvBzitXFvLD7BXJLcmu0X0FpAbMPzOaj3z9ioO9AIkfeP3+9omaaezoS1sqTVdGXKVYbb/ZTVfSdXTMMmA08LKWsOEl3ExAuhLARQvgDgYBxp5dUIWPVKjTZ2XjUphd/+VdYOhQ0pTBpm7YAtZ5UKhVdunTh/Pnz9yyV19Xvv/9OTk4OAwcOfOASNSlMq4VbC+aHzScxO5FZ+2ZRqrn/ysvk3GSe2v4UOxJ38GLwi3zU7yNl/N2AInr7k5ZXzJYTxp1KXRl97+8XAk7Az0KI40KIrwCklHHAOuAMsAN4QUpZ53/CynJyyFi+AscBA7Brd29x7UrFb4ZVY8DBQzsHvnEHg7WnS5cuCCEMsjiquLiYAwcO4O/vT0CA8bP9Keqf7o2780aPN4i+Fs270e9WmeP8cMphwreEcy3/Gp8P/Jxn2z+rdBoMrHcLDwK9HFl66FKtCtMYgr6za1pIKX2klJ3Kv6ZWeG+ulLK5lLKVlHL7/Y5jLBkrVqLJycFzxgs12yFmMaybCA3bQcROcDPsraqLiwutW7cmNjaW0tKa5bSoym+//UZBQQEDBhgnc53CPIwNHMuU9lP44fwPLDm95I73pJQsPb2Uabum4WXvxdqRa+nTtI+JWmrehBBE9PYnLiWHIzXINW9IZvukriw7m4wVK3AaPAjb6madSAl73oWt/4TAIfD0JnAwTiGI0NBQCgsLOX36tM7HKCws5PDhw7Rs2RIfn3srTikUFc3sPJPh/sNZcGwB2y9p+1sFpQW8cuAVPv79Y+34+4hIfJ19TdxS8zamUxNc7a3qfHHUg7E00ggyVqxAk5dX/Vh8mRq2vAixq6HzUzDqE21FIyPx8/PD09OTmJgYOuuyKAs4fPgwRUVFhIUZp+qOwrwIIXi317vcyL/B6wdfp0yWsfT0Ui5kXuCl4JeIaBehDM/UATtrS54M9eXL/QkkpRfg6143i+vMsidflpVFxoqVOA0Zgm2rVlVvWJIPa5/UBvh+s7W54I0Y4EH7gQsJCSElJYUrV2qfoS4vL4/o6GiCgoJo3LixEVqoMEfWltYsCFtAY8fGzPllDtfzr/PloC+Z3H6yEuDr0K1c8yt+Tayzc5plkE9fvhxNfj4eL9xnLD4/DVY8BBd+hlEfQ9irUEe/7B06dMDa2lqn6ZQHDx5ErVYrvXhFrbnauvLlwC8Z13Ic3478ll5N6qY0pOK2xi52jGjfmHUxyeQVG6dw993MLsirMzPJXLkKp+HDsG1VxdzxzETtHPgbcfD4augaUadttLW1pWPHjsTFxZGfn1/j/bKzs4mJiaFjx454eHgYsYUKc+Xj7MMbPd7Ax1l5lmMqEb39yS1Ws/5ocvUbG4DZBfmMpcvQFBbiWVUv/toJWDwYCtJh4o/QemTdNrBcSEgIZWVlHDt2rMb7HDhwACkl/fopFXgUivqqk48rwb6uLDuciKYOcs2bVZBXZ2SQERmJ8/Dh2LRoce8GCXth2UhQ2WgLffh2r/tGlvPy8sLPz4+jR4/WKJ9Neno6sbGxdOnS5YEpWqFQKHQT0dufy+kF7DmbavRzmVWQz1i6FFlYiMcL0+998+R3EDkOXH21Ad7zPg9k60hoaCjZ2dmcO3eu2m337duHhYUFffsqeUQUivpuWFCjOss1bzZBXp2eTkZkFM4jR2LTvPmdbx7+DH54Vttzn7QNnL1N08i7tGrVCicnp2pXwN64cYNTp07RrVs3nJzqb5UlhUKhpbK0YGJPPw4npBN/Lceo5zKbIJ++eAmyuBiP6RV68RoN7HgVdr4ObcfAhO/BztVUTbyHpaUlXbt2JSEhgbS0tCq327t3LzY2NvTqpcyGUCjMRXiIT3mueeP25s0iyKtv3iRzzRpcHhqFTUB51Xh1sbb3Hv05dJsKjy3TjsU/YIKDg7GwsKiyN3/16lXOnj1Ljx49HujKRAqFonZc7a15JLgJG42ca948gnx6OjbNm+MxbZr2haIciHwMTn8Pg96GYe/XutBHXXFycqJt27YcP36ckpKSe97fs2cPdnZ2dO9uuofECoXCOCb18qNErSHqN+Plmn8wI18t2bZujd/677D284Pc67BsBFw+DGO/ht4v1dkiJ12FhIRQXFzMyZMn73g9MTGRhIQEevfuja2trYlap1AojKWFlxP9Who317xZBHnQpgsg7bx2DnzGRXhyHXQMN3WzasTX15eGDRsSExPzZxpSKSV79uzB0dGRkJAQE7dQoVAYS0Rvf27mFrP1pHFyzZtNkCf5CCwZDOpCmLQVWgw0dYtqTAhBaGgoN27cIClJe9t24cIFkpKS6Nu3L9bWNS8arlAo6pe+gR608HJk26nrRjm+eQT5pN9gxcNg66qdA++tW3ZHU2rfvj02NjZ/9ub37NmDq6srwcHBpm6aQqEwIiEEy54J4asJxvmsm0eQbxgEHf6mreTUoH5WSbK2tqZz586cOXOGmJgYrl27Rr9+/VCpzDYbtEKhKOfTwB6VpXHCsXkEeRtHePhTcDR8IfC6FBISgkajYdu2bbi7u9Ohg+FKDyoUir8m8wjyZsLd3Z3m5at1BwwYgKWlpYlbpFAo6jtlLOABM2jQILy9vWnTpo2pm6JQKMyAEuQfMI0bN1YqPikUCoNRhmsUCoXCjClBXqFQKMyYXkFeCPGOEOKkEOK4EGKnEMK7wntzhBAXhBB/CCGG6t9UhUKhUNSWvj35eVLKDlLKTsAW4A0AIURbIBwIAoYBXwghlKkiCoVCUcf0CvJSyorZ7h2AWwULRwNrpZTFUspLwAUgVJ9zKRQKhaL29J5dI4SYC0wEsoGw8pebANEVNrtS/lpl+z8HPAfaRF0KhUKhMJxqe/JCiF1CiNOVfI0GkFK+JqX0ASKBGbd2q+RQlZYll1IuklJ2lVJ29fSs3ytWFQqF4kFTbU9eSjmohseKArYCb6LtuftUeK8pkFLr1ikUCoVCL+JW/nKddhYiUEp5vvz7mUA/KeVjQoggtEE/FPAGdgOBUsr7ZsUXQtwELuvcIPAAqi6WWn+Yy3WAci0PInO5DlCu5ZZmUspKh0L0HZN/XwjRCtCgDc5TAaSUcUKIdcAZQA28UF2AL99Pr/EaIcRRKWVXfY7xIDCX6wDlWh5E5nIdoFxLTegV5KWUj97nvbnAXH2Or1AoFAr9KCteFQqFwoyZW5BfZOoGGIi5XAco1/IgMpfrAOVaqqXXg1eFQqFQPNjMrSevUCgUigqUIK9QKBRmzCyCvBBiWHm2ywtCiH+buj26EkIsFUKkCiFOm7ot+hJC+Agh9goh4oUQcUKIF03dJl0IIWyFEEeEECfKr+NtU7dJX0IISyFErBBii6nbog8hRKIQ4lR5Ftyjpm6ProQQrkKI9UKIs+Wflx4GPX59H5Mvz255DhiMdqVtDPCElPKMSRumAyFEXyAPWCmlbGfq9uhDCNEYaCylPCaEcAJ+B8bUt5+LEEIADlLKPCGEFXAQeFFKGV3Nrg8sIcQsoCvgLKUcZer26EoIkQh0lVLW68VQQogVwC9SysVCCGvAXkqZZajjm0NPPhS4IKW8KKUsAdaizYJZ70gpDwAZpm6HIUgpr0kpj5V/nwvEU0WSugeZ1Mor/1+r8q962zMSQjQFRgKLTd0WBQghnIG+wBIAKWWJIQM8mEeQbwIkV/j/KjNeKkxDCOEHdAZ+M3FTdFI+vHEcSAV+llLWy+so9wnwL7Sr1Os7CewUQvxens22PgoAbgLLyofQFgshHAx5AnMI8jXOeKmoe0IIR+B74KW76g/UG1LKsvLCOE2BUCFEvRxKE0KMAlKllL+bui0G0ktKGQwMB14oH+6sb1RAMPCllLIzkA8Y9LmiOQR5JePlA6p8DPt7IFJK+YOp26Ov8tvofWirndVHvYCHy8ey1wIDhBCrTdsk3UkpU8r/mwpsoH4WJroCXKlwd7gebdA3GHMI8jFAoBDCv/yhRTiwycRt+ssrf2C5BIiXUs43dXt0JYTwFEK4ln9vBwwCzpq0UTqSUs6RUjaVUvqh/ZzskVJOMHGzdCKEcCh/oE/58MYQoN7NSpNSXgeSyxM9AgxEm9jRYPSuDGVqUkq1EGIG8BNgCSyVUsaZuFk6EUKsAfoDHkKIK8CbUsolpm2VznoBTwGnysezAV6VUm4zXZN00hhYUT6LywJYJ6Ws11MPzURDYIO2L4EKiJJS7jBtk3Q2E4gs76ReBCYZ8uD1fgqlQqFQKKpmDsM1CoVCoaiCEuQVCoXCjClBXqFQKMyYEuQVCoXCjClBXqFQKMyYEuQVCoXCjClBXqFQKMzY/wMBu7MCRAkRtgAAAABJRU5ErkJggg==\n",
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EDi2pjpVvpaWeNynZvLLc5chc4TKfmv3Tec7WHRpuY/jYhGTTHz3O+omb2ofLInDUtSe2sAaoHbgmJp8EwVXtmOMoQU8k0tQQtgL5G5kOJaUcVdfcpFzT/fIlvKP1m9rGVrEN8oMIHBDaiEloGsmud6pfG8cRloWWy12XXAO3riFqwLjDJCSIr+/GsbF8chAL+YUrM/kBc/NaEw8PmPXNgfzooriaLh+PM3nvxpbVgxuTvokmDwrk45tIvP7JS8u8eKnNJ7526ypAOmurHDNiCobaZy9NGN8KkL9jrnTZ44Na+cGISNgI8mMgVL8dIH8F35ypQ9A4M+xG3you/YN/yNL//v+/4nMG5mTC0hEpk09uoNs5cCOS1JP+WuWa/lNPUf+lX554TEqp8kVbEJCbjW2QH4Tfu4xJyOl7AdBe/Ahw5cTXZnIN3Dprg/Hu1OtNvm5shBrEjsKOK9fKDy5qtzXx8AAw47ZPcoMMZsDk4eqSTdK5eSY/2MZWco2eM0muMfmWbNIr8dz5FgC/88ytkTGklHz2l/4LSHjrLmUi56MkgegmKmwaTsBa15+orBnE/uk8672AS51RxdXEyrFfB82ATAXWX73hfdg0AgesTfT4QUwdhCS8qkwUXDhPcPbsFZ/jO5EC+YyBljL5xL9+8jBg8VbWuGa5pvXxj7P6Uz81sdqQbgSxRC+a170P1xLbID+IoHtZZn9wlxYnPgGdJbRKmbh1uVwTBQFxGF4m18CNmZQ1lxc59uXPTzw2LqtcN8g7m4P8oOt1S2OurZh8L0DLpwmrG9TlnbGbw/pY8jW4eIlLP/Zjk7N1x8D3RhOvg9XAlZi89OOrlmhGa2u8+g1vpfflrwwfc4OYY0sdpgsWz51vcXL15t1HTzz5GKeffYojay1mp9TkTDdSQHQzTP6VZTW07Y4tQB7gdGNEKC5j8rkpZQF8W+SaqzB5uGqFTeL0ia+Ss/CcEEMItJyBiNIb5g1o6m56TpWmM9dcQpk4DkQR/tiNaHhubjP52xyBoyprxkK6HsI0EESw/CLGFkx+5Fszen3mJuSaZz/5cT75//4USTw6cZacJXShWMeNgLxAMJObHK+4kF/AjVw6wRbTGocgP7qxyTgh6UfY+9JE9A1KNo4foafywziTdx59lM4f/hH+yZH+GncDhKlO1Rtl8le7kK61Vj68dAkZhvSfHNWKv7TYJkok//iDd2Bogt95+uIN7eMg/L7D537555jZu5+9yw3MYpFMsUTfVx3YNwPyg2lQmzH5AzMKZC+MMfnNQf7IbQD53ublk4O4xlr5pN8n6Vx5+uhArtFlE+1nHlAPhgkyub6O2n5HnSul6SxxmJBcw+sHq0D/xOj4Dc7Nbbnmdod/+UmWeB7CttP/d7aUa4YgP9YMZd+EXNNcWgQpJ24Qy84ye0t7gesH+ZX+CjPZGUxtcjk48JXfMvnqXC7XDJKT1hDkb6zapx9E7Kyo/Me4Jh83VXIvboySfEk3wJhS9cw3zOQ7AQjQClcG+fgqpXQDlui9/PLwsedTqeab7prjvXfO8rFnLxHGN15t8ZWP/hpOq8n7v+9voAFaLkehUqXf74Gm3TTIV3MmM8X0vD7+J/ALH4AkZncthyZgxVkja6jvpheMyzWNEZPvLYN3zaOcrx5h/8pMPj8DVlHZG2wRUkoSp0fcvQrI9wJMAUa4CPhIJLqA4DrPrYFcU5pWx+pakq/SuRzkk7QHZJvJ3+4IepedZGoqlAIXvPawTnlj+M7IgXIQI7nm+pfuzSUFum7KSLpBl17Y41BFsZkbYfIDqabzyU9y8e/9fWCsIWoro7JN5JpBU5JRtdEr9o3LNX7MXMnG0jXWx6wNBh2d0fooyRd3A/RKBgxxwzmApBug5U2Evnn1hp7KT8nVksBt9Z14Lx8dylzPXWiyu5ZlpmjznQ/vYr3n88Xj199JDLB08jjPf/q/8+A3f4jZGfWdafk8+WoNp9VEL5dvUq5Rg0JEmnsKzzxO/dSL4KxhGzo7q1kaXoN9pX0AdMONTL4GU4fV37cy+Ro4m9fID0IIpctfgcnLMIQoRno+yRUqbPyO8pK3gnMqBaclyr/mOqur3G6AEFCsqRvmtejyIyY/uVKFraXEm41tkB+E31MTacYi8TxENq228buKyXc6lzWjDJl8dry65sbshqMwpLuuAMLtKUAZMO2bAfmBZ43z1FN0P/MZZBSxUFgY/n/T2ESuGdTIa0ULYyZLeMOafETeNpgqWBNyzSCpGDfGQT5EK5hotn7j1TVbNEINYuRfcxUm31HHIm63iRbV9/Lc+RYP7FaGZ++9c5bpgnVDCdgkjvnMf/3PFCpV3vHd3z8EBC2fp1Ct4TSb6WryxoZ5q0EhXe4c63R94YVz/NqZhwjqan/3TxdwIjV3wNTMreUauLWSzaCE8kpxFTfKeCz/dSXJJkwZuNE7PnhzDMR12w33OwGZooVpp/mpayAgQ5A/OSbXdJQcOSjnvNWxDfKD2EQTHMx3Rejgd1StfJJcdgKNe8kP4kbthtsry0ipbiJuuuwcgPCh6vWDvJSSlf6o21X2FSjHrRZVu0pGz2wt14w3v4SpHjwoRcybGNNZojX3hiYqOX5E3lIgPyHXNFImX1dyjUwkSS9AL1kI27ipxOuVNM9rNSkb/+7do0dZbnsstT0e3F0BwNQ1/vKDO/nssdVr6uYdj7XzZ1k7d4a3f9dfw87lRjbDuRz5ShWn1VSryRusrrnYdOkH8UTStdvpEUuN9kUFngem8wSyQy1To2gVRyCfJOCmck11n7ombinIX76SviymDkLrPESbH9dmc3QeR1cC+YEGHq6AkUFI54acKPudgFzRwkzB+VrKKAcgH56/QOKm12JPnZtiqx6Bm4xtkB/EJifZkMlnSuB1RiZlG5bLm8k1cGNdr83l0Yk6kGsGtewDJn8tDVEySXBaTTpBBzdyhzXygxMrqjcQQjCfn9+6Vr4/1oGXSjaDMkOtaGJOZ5F+PNQUryccPyZv60zl7QkwHABYXFfvnTghSKVXapZ+U4nXKzL5rAni6p7ycaeLME3QdbyjR3n+gtrfB/dUhs/5zkd2EyWSP3j++nyBBtJedV7lSsa95PPVGkkcEZdLNyzXbFZZ47nq2LcXlVf/3qkM6A5ZrUzRKo40ea+lGuNyU2BYUNt/a8sog6to8pAmX6Wql98kllZHHbG9xharU0YWBho9uOvDYyB//XJNrmRiWApGr6XCJun3MRYWQEr8U2p/t7LbuFWxDfKD8HubVNe4aLYNdmmYeIXLnShHidfJk/RG/GtaSyPP9AGTX3QWMTWT3UU1aPpK1ga9ZoMnfv+3+cV/8MP87N/565w6o1wrB3LNkD2kCc4r1sr3G1BITc1SySbupUtLS8eYURrqjXjYOEFEzjKYylsTTpRDTT5l8sPKg4KFsPUbYvLjq4GtQugCLWtclcnHnTZ6pYJ98CDe0aM8d76FpWvcvWMkgRyZK3L/7gq/8/SF61rlDAfPpEn7cbkmX6mp5+S3bsi7Wgwqa46MWQy7aYdue0WdA7OVBCEkcVigYBbohCkjHnS75qbUz6nDt85LJg4h9q8O8rXUqGyL5Ovy+tnh7/W1rQfMDJreNM2DN303muirOa83wOSzJQtzYI1wFU1eSknS75O9/35glHxVBOT21MjDNsirSGKIXJW9H3/Y9xHZzJDJb+VE6fcdhKZh2pmJx2/Ebri5vEimUMSw7JFc01seju3LGtnLmHySxJx57mk+/u/+Ff/17/4gX/noR9ANE6Tk0qK6IAZyTeIq4IjqSorZckJU6KnVzeDCSitskp7Sx4UQGDNpVcF16vJSShw/ojDQ5McSrwNvoMH+JWNJKS2j31DiNXFCSK5evaDlzckSyi/8pKo+Gd9Wu4NWLpG5+268l4/y3Lkmd+8oYRuTeup3PryLV5a7vHTp2itQBufKgCxMyDVVpfkH2cyNM/mVLrtrWQqphgzgpU1ArfSmWi746ePZSSbfryMlnPpH/y/N//bbqsKmfvLWDBC5ks3weEypprCtbi5r9VEepLW+9YCZQV5Hm16AnQ+j4yhN/jpAXkqJm8o1RirXXG1wiPQ8SBIyd96BsKwxkN/abuNWxDbIw5YDC6TnKk1+I5PfcJF5joOdV2PUTrVOcbqtlmE3YjfcWl6kOr+DTLGIl5brLTlLw0qYglmY0OSTOOYj//Tv8Xv/5l9w6fhRHv4L387f+Omf4y/8gx8DoN5OZ7vmNmjy6UW9kF+g4TXwog2DiAf+JYMLK5Vr4l6AnpYh6mUbYWrXXSvvRwmJhJytM1Ww8cKEfhCReN5w8lacgvygmkcvmDfM5K+1Dlnb2PX62H+Cp39xcludDnqpTOaee4jX17lw6vyEVDOID9+/A9vQrisBO1gRZlLZLx6TawoDJm8aSN8frsiuJ45vYmcwsNppt9R5apjqPTs9e1KT79dJQkFwaZX+k08qkI8DaJ277v24LK4V5LNVyE1vmXxtNUcr0m59a7lmcA6JhYOQq6FbMYaQ1yXXhH5MFCZkS9Y1yzXDlVmxiHXwIP6JE8gwRnrRtlxz22Mw39XeWCfvIzIjuWarwSFBOjCkH/b5W5/+W/zzr/xztbkbkGuaS0tUFnaQLZZwu+p9xkE+b+YnQL7fblG/eJ6HP/SX+dv/5Vd491/7m9R27MTKKiml2V3HEAbT2Wn1mQaa/JhcA5tU2AySrgMmn8o1SVrpAiA0gTGVvW4mP/CSL9hKrgHVEDWQavRqlajRUJ4eY9U8wtJvyGPkWkvUJph86Kku6JWXJ54TdzvopRKZe+4GYPf6BR7cU924KcpZk2++Z56PP784nLZ0tfCdnloRZtQKSY7LNSmT99Ir9nrZvB/FnNkwKIQkxgvVBtsdxeBbqQPlWtu6jMlHrmKswZkzYxU2t0CyGciP5lVAHtIyys1Bvt1aGf7eb21ewiqlhBSMtd33qJ+5HOZ1yjWDGvnchFxzjSCfz2MfPoR/4sSIxGyD/G2O8YEhY5EMmHwq1+ilEgixqVxj5/L88su/zLq7ziuNVwiT8LoTr2Hg062vUZ0fgHyHMAlZc9eG5Y6XgXxa0rfzjruURJOGlZZ+droNZnIz6Frq0eFOMvmBjHOZZOOkSdepSbkm7k0miYyZ7HU3RPVTJpVLq2tAWRsMQN4+dAiiiKTdJukECFtHs3RVQnkDTP5qvjWD0PPmKPE6SDp3Lk24LybtDlqpSOaOO5BCcKh1cVhZszG+65HdtN2Qzxxd2fT/G8NzHPSsTZJWV8WOA5qGyGQw7Yyq1hr87zorbE6u9ogTOZF0lW4LL1bSTbsvkUkyNCdbahgUzMKoTr5fJ0rvMMHZs8hBrfytSL5eafTfxpg6tKlcI6XE6YwKBfzW5scnChIMCYkMEbseBEAUi0qTv8YBNjAaFpIrWhjXqMkPQT6Xwz58mGh5mXBZ7ee2XHO7Y7Ak3VAnL11vgskLXUcvXV7d4DkOWsbkV176FaYyU4RJyKnWqeu2G24vq+XmiMl3WO2vkshkayafnsy5UmViWwMm7/TaE541Qyaf1qFfO5NvqQSmM2LykIJ807uusXwDL/m8paprQDH5QY28dehguo+NiZuKsHVkEF93+/m1eoMou+FIsT1nrLJo9ehoW6lco+XztKcWuLu3xK7qJh7owNsPTrGzkuV3nrk2m4PV5iUassOXL30ZGI3+G5TW5as13Eh9lutl8seW1Dl+18JIrglbyyRolC2fWAp6rQZ1t45AcGFdUjCLuJFLmIQK5AOVc0r6faJeDNnarWmIula5BhTp6C2PVt9p1L06mquOjW9rRJ3NewmUpYEAfJhTTF6UpjCEhn8d/QcDH/ls6dpLKBNnAPJ57MPqJumfVHLeNpO/3eFvziQS359g8kiZmpS1Jp4X9B3O+0vEMuZfv/NfA3Csfuy67YYH5ZPjTH5Q+bIlyKcncy7NFwzCME1008R1ehMWw3LA5NN69NncLJrQLq+VH7DX4rxaRrstJWVIhpo8gDGdhQSixgZN/woxcKAcNEOBsjYY7JN9SJWKRuvraX27uqloGcU65TXKH4OIOwEiawz9b7YKLW9AIpFePFk+mko2Mo5Jul21ogNOlHdyuLO4ZX2zpgn+4gM7ePTkOq3+1W/07XadwExYd9Py0X4fbawst1Cp4no35l9zdLFDxtSGJmQAbl2dW3OVVLJZukTDa5DTy4SxII7UDdgJHOg3iOLRSnco2dyKWvktVtKbxhYVNhe6F8gEEqkJvHIW2d38mvN6yrcGPQJDfT6tqgzgws61r0jdMbnGMK9Tk8/lsA8pkA/OqVXe7ep2hW2QV7FxYAggowjCEC2bUUxexhD2N+047PVanAsu8X13fR9v3fFW8mael+svDxNo15p8HdgZVFMm7zsOix1VJTAO8uPVNU67BUAubl22PTuXI/DcUSNUHA8tTgeJTVMzmcnOXF4r368DQtnKZivgtUc18mNM3kzLKK9Hshk4UA7q5AHWnTG55qAC+bjRIOmGE0wert+/5mo18oOYaIgaMnkBK6oMNUmlN71cotUPeD4zR6lTJxrz2dkY33rvPHEi+dNjq1s+ZxCu0yUwEtp+mv8YG+INisn3+2oftppQtlUcW+pwx3xpaAoH4DXVPs3Pq6Ru+8IpGl6Dakb97XjqeHSDLvTrxOGoeiw4ewamD91ikL+CrcEgtnCjPNc5RyYAkc2SFHLojrdp+erAt0azR4+JqioTjt1rT7z2Uy+kbDoY3jC1q8s1aSL9N879LuaOBbRcjnC1rTyV8tsllLc3BifZmFyTeCoRJezM6PGBtcHYBSalxOl1ELbBD7/ph9GExl21uzjWOHbddsOt5UWypTJ2Lk+2qN5zsa7qfQdAnTfzE3Xy/fUldJFgfeFfXLY9PZNBDydr5H2rRLNyZMKTfEdhxyYgv67AXTcgUwavNZI9CpOaPEB4HRU240w+a+nkLF0lXltN0DSsA/sBVUY5DtAj7+/rA/mke+Ua+UGMTMrGQH7+viGTj9PmNK1U5vkLLU5WdgHKx2aruG9nmR3lDH/y0tbVHoMI+30CMxm6giaOM8Hk89UaTqeN5PqYvJSSo0sd7l7YUFnTUp9xdt9+QNJaPEvdqzOXV0n6rqOOdzfspnKNhTE/j8hkRkzeWb1s3sB1R3r9PffVgOby5SXHE993bVBGOQny5zvnyYUCPV9AKxXJuvFwjOHEZ165hCkEWm6E8oPfY//aO0773ZBM3kRLp2sZtn7VEsoBk//ouY/TDjpYhw8Rtz1Vkqxd+3tfb2yDPIzNdx1dUNJToKVlMwrkQCVfNxhEfen8F9FDyQO7H6FkqYvorqm7eLXxKkZOAeD1yDXVhZ0AZItqW6v1S9QyNTKGYlEbmXx/fZGcHiBOfAqWX5rYnrAMrEiMauT7fc7v/iaeu//vs6bvGLL6hfzCJnJNfdT4kqkouWas23UQWsZAK5jXVWEzBHlLyS/Kv8YnajTQy2WMqSkQgmitifTjYVJqMMVHXmeFzdV8awah58aZ/BpoJux9O6wegyQZmpPppSLPX2hxuqK+K+/o1iAvhOCb753nSyfWJgalbBaJG+Cb40z+crkmCgKSYuG6QH6p7dF2Q+5emMw5uW21AsnvPEzR8OmsLNFwG8zlpynaBo1uCvIpk49cgTE7i7VvH/6ZM2NGZTdZYRM4eEmRxz5Z5+WvTJ6HwcUui//HYwQXB9doDko7L3vPc51zVJMsej6PWa6Q9zf3ZPKXzykHysroWAynQ8XmNTev9ds+uTHiYFjaNVTXqBuYZ8EzK89gHz6MdOVt1ePhFoG8EOKXhBCrQoiXxh6rCSE+I4Q4kf68vM7s9RKbyDVJqn0qJp8yoIHdcFpCGSUR//GrPwXAQ7vfMnztXbW78GKPtaSlXnYdcs2gpT1bVDeWRmNlKNWAqpMfHwHYb66TM0JAwFd+emJ7iSkwQ20k17gugaUqhI7e9YO0z6nl+kJ+gRVnhXi8saVfVzXJMJRrBuWM+ga7XlVhc2NMHlDWBk5A3GyhV6sqwV2tEjXURbFRrrkeJn89o9Um5Jr+OuSnYe5eVeLXPEOS5j/0UonnzrfYtXsWc8+eK4I8wLfcM08QJXzhCs6UUkq0QE4y+Q2afL6qZJSwWiFutq76eQZxdFFtb7wrF8BLS3QzO++hYnm01tdpeA1qmRr7Z/KstBW77AU9BfJOgjE9jbV/H8HZc2NllDdZYRM6dGI166C9OnkeBYs9SKD//Nixmzq4qSZfiW20XI5MZYqctznIe2srCuRrteFjg/NKwyDqXFvVktsNyI6dU6alX7Mm71nw9MrTZA4fBj2LsG8fi4dbx+R/BfiWDY/9M+CzUsrDwGfTv1+fMZgUP8HkFchrg45XAE+1tCeOgwwCPvbqx1hsqOx4tjC6gO6ZUln7M77631ZMvr3m8tH/60m6DY/Ac3GaDaoLKcinyb1Ouz4B8rnUjnWQfO13OuSNAB75m/Dy701MtA9NiRVpE741oZknK1wS3eJPf+sMSZywo7CDSEbDhJ/acGOSyXspk9cFIjPZ3WnO5IjWr1+Tz6UMaipvDevk9ZriAsbUFHFLXfAb5Zrr0eRHo9UswkuXWPzn/xzv+OagNDE4xElvcmkFBisvD+UaUSrx/IUWD+6pqM7Xq4D8I/tqTBcs/vilrUctrnSWMBJBYCR0/DG5ZlyTTxuigtL1MfljSwPPmg0gn3rlZOYPUjY9Wo02/ajPVHaK+VKGVk8d747fAq9F1Asxpqex9+8nvHiRJL+gxgHeLMgHDp1YnePt1cnzKG4o2dR9aX3EsmuTlsNSSs51zlGIjLSnYFYx+U3sOrx6Uw0MKYzJNel5aAjwL7xyTbvc7wQTTN60dUL/6iWUiYDAgKeWn8I+fBhhlyG+vq74641bAvJSyi8BG7NPfwn41fT3XwW+/Va8122JTea7Jm7K5DOXM3mAzvoiP/O1n+H+kgKBcXOyvaW9ZI0sr7oKcLfylF880aR+qce5F9dpDconh0xevWe/25oogSyYarUxBHmnT9bW4N0/puSFR//D6GPpEWasUUsTaUnfJTTylHIRdxz/TVYWQ574w9PDm8iELj/wDgclV7kt4l6oOk83VJMY01kSJ7rqVKXhpoMIQxPYhjr9BtYGcbOJkTb96FNTQ9vfYfNVWl1zPdYGo0Yok96XvkT7dz/Gmb/yV1j9f/6fy7pGhaWBoaWa/Jpi8jN3qgHvYyC/GBm03ZAHdiuQDy9c2HTOwCB0TfCBu+f5/CurWzZGnVpRtrfSNq6gyafWBvn89YH8cod9U7kJOwNQpb+mlmAUapQzEf1+gB4LapkatbxF21HP7zmryATinpcy+f2QJISXlpRGfrPJ18Chi8pvtNfdiQlLUXNQTeQTLqZgOHUI3OawAqzu1elHfXKhUBYQtRnMGFbbG6wNkoSgGyCE8ikaxIDJGwL8S9f2WfrdkFxKPpzHH0fXr6EZyunjWWDpNq82X8XbPYewiyT9G5/Zey1xOzX5OSnlEkD6c3azJwkhfkQI8bQQ4um1tRsbtHDTEXQvtzRIR61pmbHEa6rJA3z6hd+j4TX43v3fBUBmzJxM13TurN3JseYrV7Qbbq0okFk82Z6orAHIpIlXzY2HteygNHlQIC+lpO/G5PI5Ver44PfB878JHQXWfS3AjvQhKCduXzH5osX86tMc2hPy7KfOY1yoqP0Y6PKDOvEBk89WIOiSdP1NJysZ09eXfHX8mJw12q+pgk3DCYiaDfRKyuRrNRJPXeyDpOmIyV97Z2I81giVpJYOpW/+Zuo//wuc/tCH6X3pS8PnCiHQ84a6uQzkGiunmOPKS0Ob4a+1FGN7cE+VzN2q89U7dmUG+C33zuMEMY+eXN/0/+fXlPwwW10YafIbSyhTuSawresC+aOLnYn6+EF4fZeMCQhBuaSYbaFvMJWZopq3aPUUPPT660S+BhKMmWmsfSoxPtTlbxrke3SkIhpJJOmNlePGDQ9zIQ9CsXngsgqbcx1lrWAHEi2fxyipa7S5tqE/oXGaMFHHc1COCxtAfvnqNg2hHxP5MdmSSdxuc/5v/hA0164K8n6vjWfCO3e+E4nkpd5ZhKYTX8Ex81bEa554lVL+VynlI1LKR2ZmZq7+gk3ixEqX7/65x3nu/A3eETdxoJxg8gO5Jq2uAVhfOUvZLrNgqn22NjhQDips7PzWXa+tFbU0XT7VppXWyFfm1cluWja6ZWKH+oRcMw7yvuOQSMinwMjb/z4kETz+nwHoChcjEsNlrhzINVW1jQfnl5jeXeDl32lS8KsjJu93IQkVyIGSa4C466EXLi/1GlTYnPnSRT7+75/b9LOOh+NHQz0elFwTRslQkwfQp6eQoQaa8pSBGyuhHPrWlOwhc9/xf/8kez7yqwjb5sKP/G0u/qN/RLiq8hOqIUrJNX+iBRxvHFeSzcrLKvFqGDy76lK0DQ7NFMjcfRdw5eQrwNsOTFHMGFtW2Syup1VUU7vpBB1V7uq6E3KNlc1hWDaeqV8zyPf8iHON/qYg73ohmdR3pZImIot9QzH5nEWUCHJGno67Tpx2u+qpJg8QnDmrPGwapyG+sWEuakN9OvHccCHdGpNsoqZHsmBi7y/jvryhCzuVbM531LEz3BAtl0NLCVJ3I3guPkeUqOMgsiPJcUAedCHw17aW1AYxbmkQd3sgJXocEF6lhNLvtvAsePfud2PrNscvqHMmWj571fe8mbidIL8ihFgASH9evVD4BiOMJU+cabDSufaGnInYZCpNMqiuyWRSd0oxIdd49TVmsjNDL/nMBi/5u6fuxo1ctKy5NZNPT+Zuw2P13AXy1RpWZtQ9qeUyZAJtU5DvhT36LbVczVVTMK7th3u/A57+Zeg3aNNDSyAK1UkZOS6xkSVbK4BhQLPBN//wvSSJ5FtO/hBLnfSiGHS7DjV5xYySbrA5k69lQBPUj57gzDO/dtWO1MFUqEFMFSzyoQdxPNLka1OgZdFyo/IyYWoguC7/mmSs2zVx+wjLQug6+be8hf1/8PtM//2/R++zn+NSOhJRy5skPZ9u2OPHO1/j147+mkq+Ns8QN+sq6Xqhzf27K2iawKjVMBYWJma+bhaWofFNd83xmWMrRJvMf11pKmmhWKzSC3sE6VSwcSYvhCBfreIJSLpdfukLJ/iJTx674vseX+4gJZeVT4JyoMym+ZXytPqui65BLVujmnoK5Yw8Pb819K0xZ2bQCwX0melRGWUS3pxRWeDQjaaY3af2cZB8TYKYpBfyixc+QnNfQLTqEq72obJXDS1Jk6/nu+cxhAGuh5bPo6dM3mlsgJzF50hQ7zHB5M2UyQN+o6EGpFwh3EG3a9EaVszocXDVEsqg18GzlFng/TP3czFdNQTnXr2hwTvXGrcT5P8Q+IH09x8APn673migNXZvcDTc5lOh0jr5TAY0TUk2Xge9XAEgajWYyc4QDL3kJ19/15RieKEpN7UbThJJe9Vl5x1qe+vnLwwra4b7kDWwA21TTb4f9umvnAUgN7Nz9KJ3/iMIHeInfo6mVLmAYJDVT2+CmXIGo1olajaozOZ43/ffxXRnNzw6rwB6o3d4toKUEPeTTX2vha5hTGUwXIc4OIl3FQ8Qx4/JWyMmNZW3KaW10gNN3pieQstU0LIj/V8IgbCuz78m7gSI1Pcm6fcnmLFmWcz83b9L5bu+C/+UAgwtbxL3fL6SyxKRqPLBOSXJJOuXoFDkleUuD4z51Vwx+frp/w1+63sA+OZ75mn1Q544c3nzVKOlAEn86QGmnJ10U4MtLT/ZIJSv1PDSKqjHnjvNLz969oqlmUcHdgY7NgH5QJLJKJkmW50FPRky+YFxnK3n6fqdoW+NPq1Wrva+/SnIHyaRWRp/cO6aczIbQ/oO3aDC/IEyhq0PyU+c6vHL5jpfzD8NoNi8YUFlz5DJn+ucY1d+x3Dlo5cUkw9ajcmKscXnSEhl0HFNXhdgaEquCXVob+1FD5NMftBBrsXeVatrIqeLZ0ItW+OR+Udwmp30cy4TLd8+yeZWlVD+FvA4cIcQ4qIQ4oeAfwN8QAhxAvhA+vdtiUJ6V75aHfKW4Xc3caAc1MmnzHqD3XDUbjOTmxkCuJWb9C85UD6Ards4erBpCWWv4RFHCYcensOwdTrry8Ok6yBCG7KhMUycwqi6phf26C+pxG5ubv/oRXN3w5FvZf3p/4qvq5MuSD3k3XQCU7acRZ+aGpqUHXp4lsVDL1I9vZ/P/forJL10WTxWXSMpQMKmTB5Aq9oUtCyQ0Fq9smx2mVxTsCinZawtWeG3/s8niAs1RKaEMCdZlWZf33SoeKwRSvZdxIbvCdQNJen1SHwfPWeS9CM+lz6vG3aHFTatS5c47oAAvunuueHrM/fcTXD2LHFvkyqJ84/DhScBePeRGbKmfplkEycx3a46ZtLJs6t9hG47lY9yeeguw7O/BlIqa4N0ZZa0WwRxwmOn6mwVRxc7lLMmO8qZy/7nRYJMXn1OUZxH2j5l1yZrZIdM3hI5emGPyNOHxwrA2r+f4OxZmDpEkNxJ/4SJf/rGZs+6fUmUmJSmM5RnskMmP7DKWLHW+XzrS1i7i7gvpZ91bN7rhe4FDtiK6Gj5PFpatGB78dBwrbe+SnzpBZBpficzmYTWbF2BvMxf5jy6MUYgP5IAtdC7qiYfO308S1C1qzwy9wjVSO2n9NpDb/nbEbequuZ7pJQLUkpTSrlLSvmLUsq6lPL9UsrD6c+te79vMvKpptbbCPKhC2vXUN61iVwzZPJ2WmqVKYHXVszKNNA6PUrmFH7fwcpm0bTJskJDM7ijegdNepvKNQM9vraQY3a3ReT3hknXQbhGRD6anP04rsn3V1WJZm7HocmNf+M/ZjnqERgKIIP0RPR76vhkq3mMWm1oUgaw/qajXDjyLK88tsSn/zAilsaEXBPLCsCmmjxAn4CCUUEgaC1vDTqgSihz1rgmb1P2FUAutTI0Fh16ooSwSyAmVwUio0zKrjXizsj7JnFdtOzlrfN6WjMd1+toeRMZwONZdT50gy4X5TSuyNFfrxPnC3zi77/zMiYvcjM0PvoCcqMU0zyn5K84JGvpvOeOGT718vJEBcmis4gepH8Lm2p/gV5rkCPIwXO/Dn/4/4PVY8qkLCUgMq3b//zxrZXQY0sd7looXlYRJYM+XqSPZMbCLEE2pOyqY1XLKTA0yNGJXKLARisWlXyJAvm41SLyBYmtVppR69pm2na/dJHul0dJ0U5f3WhKU1kqs9kRk28MmHydl9ZfQtyZJ7zUUxU3KcjLJOFc5xz7rPnh8Row+XxaKx/6Hr/0j/4Oz6xOp+ZkILKTIC9sHUsX+EnhqiA/lGtK5jCZrwd9oiC5slTpurgW1DI13jTzJqbjKoERQRK+/kH+tQ7b0LF0jd44w2tdgF/4APzsOxTYXyk2ne+6kckXwe+q8qtSiR3RDvh0Da/XuyzpOoi7pu5iTTY3tTUYnMjl2RylaXVxFKbmJp7TM3ysYPLizBmjOnmnvgxIsjvvnNz47jeztnAfYQry/kCuSf2ys+UMeq02NAQDyJpZjh98lLf/lUOcOp3lj1v/M5GRJnSzFWKpft+Kya93V9E1g5xRor22eQXJIPpBRGFsMn0tbw3lmm5fPe5peQXyyYYyR9u4LiafjNkiKJDfjMmrnEZUbwxr5fWkRNUqsdhp8sF//xWOJbsoxQGP3LuXOzfUm2fuvhtzx0P4JyP8M2OToEJXtf0jVUkmqspmtevz3IXW8GnnOuewIg2hGQhhUOvP43QUJ9LyeTW8GuDkZ8hXqgSBTywEWjo57AuvrG6q6caJ5JXlDncvlC/7X9BUDpSZQX9HfgYnF5FzNKSUVNPjoMksvdgnCjLD4wRg7durtnPmLDK/T71f+9pA3nl6BeeJ0Wqm01fndHEqQ3k2R3fdI4kToqaPrwUUKxUkkhen1crVfbmu8k+hw/r6K7iRyx5NyUjCziEy6nocdL06rRZhELDoVpQ5GaBt6PXQLB3L0PDN+Wti8nbeQNe14aQ14acT167gxipcnyhbprsSYOs2+/TdNM0uxuws/qvbIH/VyNs6PT/VBC88CT//Plh5UU2vca4MOvg9pFXgH37+H/K5858DlM0wjDH5VK4BSEp5DmW/ke9zDuI03YnyyfG4e+pueppHvIndcGu5j5XRyZUs7JwCuDicBI+m1kMPJHE0WqHomk7WyOKEDm67QdaI0bKX662tfW8bgbyrtu976u9M3sSYqg1NykDdPNzI5cEP7OE9D73KOf8h/ujnTxN4EWQqJFTU+28xi3IlnalZNKfo1q8u1+TG5BrL0JhLwbzdTlcfgYnQdOTABjqN6/WUH/e+2ajJD2LQ/Rg36kOQnw1zZP17aPsdvmF/jSNveivCj4YOlONhzs6i1dQqzHtlbMHaGpsK1VWg9t47ZzF1wadeHoHcuc457FBDaIolV915+qnlgJbLQztlvSc+Q6GmVleeqWP2OsyVbBbbHq+uXE4kztYdvDDhrg12BgBeQ1WRZAcW1YVZWtkILVaDaAq2gakLZJKhK0Mi35gAeXu/kgiDM2dIMqrG/VpAXkpJ3PKJ6u7QnrrrqVVTcSpDZTZLkkg6dY+g7rBsrJML30zBLPBF5zHM+bwqpUw9bM4tK61+pz6FsAr0X6jQ+vhZsC1ynmTZWaafmvit+2o4iDQEQp+EPmHrmLrAN2apn3mFY1/5wpafYTD2D8acJT11jV0p+ap5ATL/bfzev3uGJJEsyFlWxBr6of3bTP5aopAx6HkRfO2j8Ct/Aaw87nt+nBOmORplt1kkCYQOLcPks+c/O/Ly9j1EJjNa5g7shoGwkKFsptJKT0w0Qo3HXbW7CFJNeaNk01rtY1Ys3vKvP0srZXm91qgLL4gDGkIB3MZmqsEIQKfTJWdv/hW2dIPAVOxumHj11d+ZvIlem1IdeGlnb9bI4kYKaO+Zf5kPzP0KS6fafPzfP48fGsRCgctWTH45lcVKZg3nKgMtNiZeAWYTj0g3aa2r/Qla6sYmN5hfqelQ15Z7SfwIGSRDTT5x+5syeX1KfbZovY7Iqf16u2tzsZlD6B6/+AOPkN/9JuIAdPuylwNgTKU+NsfHQX4sgddTlrKljMk7Dk3zxy8tDdn3uc45cpEF2Bi2hpnYOPW0TyOfG4H8+cfJp2ZavmlQ9B0+/CZ1Hn7ulcslm0Gn60Y7AwCvofYnU04lufws63kFUK2VZYQQVHMWcZShJ2PlWzMzAnlz1y4wTYKzZ0js1MWxcfXOTelGSm6To9nAnaBK1g6wMgblWXUTbq+6uPUey1ad50/ZHC4+xGOLj5G5Z4rgXIfY2gPAhTWV8J6XZTJv+TskriBc7GGUypR9neX+COQ7oY4pJGJDUxgokDeEwNeqPHlK8sn/9O9YP39208/Q7466XRPHI/v2f0hOqBv0VslXKSWmF4FRwe9HNBYdymGeutGmuVDEP3UKGd+CebmbxBsG5IuWzgeXfg5+/2/D7m+AH/4cv2P4fPfOeXqdrYf6knaOnhfqAA/8LqTrDfVHYILJe3mTXEZdXLZvDQcvb4xDlUPElrpJbEy+tlZcTrg+a12fixcuoJslVs+NpIkVZwXfUjeIwUDvQQw85ft9n1xuc9RpyRBNU2A4SLwGgUDIGDOjD0sV49QmdxzkceocmTvNt/zIvaye7fDyV5ZI9DkgmahKGESSxLQ7ZwhlSNGsDT3uB/Evv/ov+cjLH1Hvl0jcMJ5IvALU4j7t4ix+2uUapKww7kyuwq6HyQ8aoQa+NVsmXgcg36hzJlTA/HBYIQhtQOLGLknpEEiBLja3b9DS/EW05o7M2sbLCnuj6VDfcs88FxouR1MQPtc5RykuIKXFnntTm9+mSLebh/YFWLgfkoi8oypKfNuiGPQ5MlfkroXSprr80cUOhiY4NHu5T7ubav6ZSjoWMj/NUkGdb+1VdQ3U8hZhaBEJiJwYfYzJC8PA2r0b/8wZpK4+e9y8ejPcuG4frvYhCuhG0xTzahVeSUG+teJAK2TFrJMEM+zOPsCys0xjnwcS3Es5EBrnOqcxMMi+XMCYPoJe1YiaHlqpQi2yFZNPB+tICQbhZVINjCVekzwrnrqen/iD35l8UhxBktDvBGRTkI/qBsbs3RTS8ZrRFtYG0vfRJAhdbXv5VAujr9E2e5ysBUjfJ7xw7fOAryfeGCDv9/gX7k/wbe3fgof/Bnz/70OuxlLkEArBudbmMyEHrwU4L9XJNwD5AZMfxhiT72dzGGkpYz7JbQnypm4yU1M17uO6fBTEdBsep331nt3VZXLlWZbPdEjihLjt03j5Ip65Ncj3gi6un5Arbj5ooRl75Icgry6+INIwEw8hxAjY0gqbrKlAPpGJShTmpzjwwAzlmSwrZzokYhrNdDe1RK1fuIhMAgJ6FM1pvG5r+L84ifn4yY/zsRMfU8duOBVqEuQrYZ9Gcffw78HIvqQ9WYlyPYnXZMNEqK0Sr1ouh8hmidfrfLnxKABH5Cwk6vvvBl0SW93UtWSrVWGGKJ0g5Q4km9Z5ZTUB0B2B/AfunkMT8OmX1WPnOufIhTZCZDj8kEog+t10oIXmK4O0e78DrCL51acA8IoFSkGfUtbkvXfM8My5Ju0NfujHljocmi1gG5eDmpfKQdmaer82CZ2c+m7aK+qYV3MWfmBjBxLpxxjTk82KgwqbRKhzMO5LZHzleu94HORX+qrbNZ6lVFLfabZoYmZ0ukt99ECwbK6TBNNM6fcC8Fj4NMZUBvdYC8q7OO8s8/39v0h4ScM//kly9xUhAb26g3JosOKsDEuNAUyiYXPdeAhLR5fg+dDwc1i2yfHHvqzsRkJPDXX/twfhj//phFwTddS1b6fWJ1sx+YGsg6ZIxuqJFoQJmXKeJ7JKOvNuk2TzxgD51aM8EDzDz+X+Nnzop0FXX2LT7zPdlsOOuEF0vJDGoJY7Ld27EKsvYcVRF97lTL4IsQ+Rj2cpFhxJSUmUtpRrAHbPKO1wXHJZXVLvWZjOcHAmT9JapbZjJ5EfU7/k0H1skdofhpBenJuBfN9v4UQmuUqNzaId9SnLBF3X8NNafj/WsVCfe6hDpwO9BwldL/ImbIZn95VYPdchpoaubb4cP/O8SlRpRouSWcXvj/b3QvcCXuxxun2aptfE8QcDQyZBvuT1aKVGatWFvOo6BaLVyVXY9ZRQbhzgrTT5zUf1qWqjBp9e/VMSEnQxjYzTOblBh9T0Ez28nDHLMEFGGvH6q2hFMZJsWuegsluNyeuNblZTBZtDswVeXmzjxz6LvUVMH9Bs5vaXcO0uYapTa35q9VHbDwffQ/bC59F0Ay+TpRg4lLIG771zljiRfOXE5KpnMw/5QXidFgCZlIQ0/CaxDkZmkskHnkY5/drHNXkAe/8+wnPnSeJ0NSkFcffKuvyg9l1kDKK1PtLr0Y1nKJbTqhchqMzm8FbUm7YzAUiLyK+yt7SXRxcfJXPvNP6pNknpTjKtnXzHufehlz2CYx/HmEuPW3megq8pJr92AVOL0DQDU5MY+ctXo5qto0mJ66whEbzroRk0XeOpX/438J8ehk//cwh6RKunCLyYbMki8SKkr5LaZurztFUZZZRe/wKFKc2z6hqZnpnjK9ZZgNumy78xQH73W/gX+3+Tj2rfNmEytvPLp/mpn48535r0sPjxj73IW3/is/w/nz6O6yhp4XykvoRu2KUX9Ei8DUzeTisU/C6JqUD+RT2iZFS3ZPIAB+buAGCpMVqK/f6X1DL+u993gLtqOkbosnBIaYyLJ1tqeLUULKAuQLeziVzjtAkSg1xtsiJnEM2gSzlJsExtJNckJpaWTodPQX7I5A0FaP2oPwHy03sK9Jo+YVJF0zavg750/FXAJG+cJ2sUSLyRpPFqc1TC+uzqs6P5rvYku8x5PXqZGTRdMH+ghObHQERUnxyCLWwdYnlNM2XjTvpZU9YV9/v80jPLtDdp2tGnp3BWL/Fq+wSx1ieUVWSsvv9e0BsakOnu5fNa444CtvO1N6GVQ/zTbRI/Uky+skf5CnUnP8fh2SInVntc7F5EIiGM0I0MhaqNW2wSRRW1wuimfkLl3XDoA4juJfKlAq5lUAr7lDImD+6uUM6aE5JNveez0vE31eMBvLSjNjOVgryX3uyzCa0Bk8+b4AZUBiA/Mwny1r59yDCcAPb4KmWUUdsHQ8PeVyJc6ePUuySYlKojKCrPZoc18o5tpp8n4G0Lb+Pplacx7ypDIun2v4kfWPxB2mUXc24RkJhpJZGWmyXrJay5a/TqKxSMgExxDlNoaNlNmLytoyWS0FWs+kD0HPfOdHn5ayfoGnPwA38Eh76Jfledv7mSldbsa4SXnsawC1hi6zmv7bTvQUobBIRNdZz27TiIa0ri+eltkL9ayMLcZXXyeqNDJoTm0uQFdrHlogvBf/rcSf7xr6nl+fmxKTLLzjLS28Dkx+yGLa1K4nfxizE5o4h9hdmUd+24T21/TZV/1Xs+T3xN7c+7Hlpgv6VO5ure3RRqNsun2soFEbhLqBvEZkw+ShtvcrO72SzaQZsqOrYphiWUARZWKuHoaZXGuCYP4AaOcvjLTbHS8fjxLyh3xCgsorN5QnX9/CmEMUsxeV4dKkYAfqJ1Ak1oWJrFsyvP0h8w+Q1yje10CewpClMZCtUMepSAHhE3GsixNvOBLey1sPm4G4AhEFkDGQSIOKaDyYXm5bq6UZuiu6xuxCYdwqSIHJdrBlOh3Atq+T7+Pmn+YK2wh6VOH2KJf6KVgvxeKMxNaPIAh2YLnG/0OdE4DRJk6JMtqHr2sOwQyynIp3o8pCD/TemxS/B0jVLgUM6aGLrGu47M8IXjq8P6+80Gd4+H13MwtRjdSgepu6rSqmwHIyafszC8kIqjtrmRyVtphU3S9dCN+sSxAFVFdWJlsmggbvoYFRtjLke07tJeVf8v1Ua5pcpsDpFeA46tVph1x+cdO9+BG7m8bJ1AL1l0L95NKGJOvGcVmVa3GNNFhK0jrCpWP0QiabebZE2w8guYwrjMKhuUXCMkiHidjK1T6L7Km3d2SdB5pvw9sP9dkCmTFqqRK1r0X1gD6RCe+4r6DLrYcgRgu5kqBInJ7J4imRR5D+66A0MzeOYH38L0j/7opq+92XjDgHzeSqtrxmKggzmNSZDseiHvu3OW3/07b2M+q06mV9rL7Mqrk3a5v6yYfHZD4hXA71DUpkk6i+RzqRwQbj2bcgDyK3XFAP/9n56gEIBdNLEyBnOok7xnV1g4WGHpZIskHc5xV3wQM5Mdsq7hZzXzxOlg6Nzcvk3ft+k1KWsmliGHTD4UNnZaVqnlcwjLGjZEDUHeWQEk5Kb5hS+f5nQUIgFiGy25vBQ1iWO69Ytk8gvY4ozaPy1DkjYFvdp4lT3FPdw7fS/Prjw7vBHnxpi8DEOMfg/MMnbNJl+2yGggTdREpjEzrkFlhLyGCpuk46MXVTOZ102n8ugW9U1sF/SpGkmjxZHKYSzZJIrzk3LNYCqUGcH68YnXxm21PTeRvLCkI2wd9+iqqo0fMPkNIH94roCU8NzySYxYAJL8YFpRzQdh4pd2qMoaI6tsn8s7YfYe8rKDJ6DkO5RSVvreO2ZY7wW8tKhWHIPKmi1Bvu+SMUf6+aAzdFrr0WvUiYKAat6inIRU0nTSliDvRZi5tEW/NTq2v/LYWT78n79CONYgFrd89IqtZgPHEueSumEWa6NrrTybJSegp7kkulpx1p2AN8+/GUMYPLb0ONn7Z5Ai4V/u+q/MFwSyr3yJNMtSrqh6Eb3ngZT0+h75fAbDmsXULGJx+bkzMCnTZIOpPUcQ3/0Ryv/To9z1zvfwtc/+iSomyJTppx4+GVPDP9kk9s6QpJbGJU3w8oUWwSarzPX1JSSCJNZpFXUyulIc8tUib5p+E5+aWSJz5Mim39XNxhsG5AsZAzeMiVMmEyexyqIAUWuSeXW9iGLG4JF9Nf75B/bS1gSh5nH6otKEh0zevpzJJ/02U8yRdC9h6+rEjrqXa3yDyFo5IgPqrRVOrvb4zSfPczhrM71DSTxFv4UEFpM8CwfLOO2AKE067ukvkC2WNpVrZFrznp+63ME5SiK6QZeqnsHWEgLXRUpJoGWxLHV8hBAT1gYDu4R+qh07RpnfeOI8oYA4pyHQ0OMVVaIwFvWL55FJSHlqAUOopW7BKNNNb6wnWic4Uj3Cw3MPc6xxjKarbmrj3uZxq4VEoBsFtJJJvmyTEYIkvfDG6/mvZzrUeI38s8fVhegZatTgZcesnCfbC3nvzMNoooOMMmik1gZBlzhdTelWclmzTJSy18Rv0wstwpks3vEmUoqUyc8qkB87dodnFaAfr59iQarvsDhdAcCcVt9tv7hLMfnK7pEMefibKITLhDIGe5p22nz1riMzCAGff0Vp+EeXOsyXMtTym5e8uq5PxhxJmw2vgYZgNh0L0V5boZa3mIoDKo5ECjGU+AahV6to5TJJKDld7wDOxLV2qeXihQnNsZtqNAD5uTQHtKoAtzgzkjwrszlymqChddFidWzqvYC8mef+2ft5bPExyt+yj+e+7Sgv506xJwyJx7z3jeksJFlEkmCHqj8kVyqhi2k0oeG4I9lxYK89GAGoyx6VXUfg7r8Euslbvv27iIKA5/74DxXI+2kncDqxqlc/ihc6JIFDURf88hdP89D/9Rl+9Nef4ee/dJof+92v8cGf/iI/+6lniNIRnp86uYaZ0UhQnbcPzz3M0frR4YyIWx1vHJBPQWPAFFt+CzttFS90Elpea/jcrhdSTL0rtKDHRUOxoUJyBBAsO1sz+ebaGhkyJJ1FbNkiTiKkc/nybzy0rEWv0+Qn/vgYWVOnEI5KxURnna5R5HTdY+FQ6vbohMQkTPeK5Avly+SaglnA9NVXlytf3s3YCTpIJBU9i6VF+H1HtVxrBrY1urCNWo2ouUGuSWv2P30mpB/E7J3K4aaMT6MxmoebxtJJpSPOzVXRhEOU9CmYFZpLa/TDPhe6FzhSPcJDcw8Ry5hjzRfVfo/JNVGziZuZQhMaUV4nV7awNYisQZlaHZ76BfjY3xqWv11Lhc04yD/+cgryuppCtTFOa3V0Ce8z9qKLDiKyqKRzBHphT8k1QqBl7ctA3l93CRLJ7t7z5EWPs3WfxEkI5QHF5AvzqinPHcld+6Zz6JrgYu88hyPF4MozFXVsZlKbjuycaqgq7xq92aEPkNd9Yhnz6qHv5E9+9kXcbsB0weZNuypDXf7YUmdLPR5SB8qxG23Da1DRM1RNteprry5Ty1tMS5+KA2Epg9Anz3MhBPa+fSANWo5DlDQnauUb6XEerJxklJB0A4JCQrc0GAYCea2OkRs1bJVns+Q0QVv4EKqKnsGN+e073q7IQtjilN3BkJKFXgM51uhmTGWQkQlCp+BCHOlka7PoUt2kel1FGj5//vN888e+medXnx+SB1OYlKb3DPdlatduDr/5bTz3J5/AFwXcWB3T+NUmxmyO3vp5GpkycecSJR2+9+HdfPj+HTx7vsm/+uQxPn10hZ2VLA/NaUS6usb+8s5l3CjCSyRxlPDm+TcTy5jnVq9u030j8YYF+YbXIJNeyzNtONs5C0AYJ3hhQjGTJl+CHudN9dojtYNoSXlzJp9e8PVlBXJJZ5GM36MT1tGdKx9GK58HP+JzJ17lR9++j6AfUUmZTGdlCT9X4+Raj9qOArmM0gaPZ8+iSY1afsdlIJ8zc2QCdVLmBh2LY9HyWwBUzAK2FhK4fdw0OZbJjEBer9WGTH4I8ukIwI++7PC+O2d595EZ2qmTny8T8CaTrxePvQJYLKQr+YQ6BbNKa6XOiZa6ARyuHuaBmQfQhMbJjgL58cRr3Gzh5hRj69saubyBKQShqb6jqF6HY5+AY59Q05u4RibfCdFKFlJKnj2uVhmRnWF9Eyb/QqwqsA50EjTamLHBVC5HRs8oJt/uoBWLiLm7YGVyYLq30seTUMm4HHBf4MRyH5B4yZtTuSZNjo9JNrahs3cqRyNYZN4fVBWphH65WEQPG3StaSXXjIP8nreST7/DbqFKGCQ88ymVyH/fHbN87WKLpbbLydXepp2uw30OEjLZEcuvu3VqVpFKmiNqr65QzVnMSIdqT+KVN69KMvcdRAiNMPHpR13i5hjIp+A+uKkO9PrfWf59/snjP4ZettBcjaK+OmErYucMchr0Ewi81DY4iPHCmHfseAcAjy8+znlnmV2xRG+evZzJI9DyMyz01e/5mV3gq/OplfrMf/LMJwH4g5N/MJRrDM0iVxlzdQW+4S9/F37f4fljq/STCqWMRniuQ+7+GUKnT69QJmlfpKQL9pWz/MT/cB9f/fH38+T/+n6e+98+wC//jbewNx8Tp0z+G+q/xd3mCl4i+YnffIE3Tb8JQxg8tfzUlt/XzcQbB+Q3OFHWvTp2WkQx1ZGc76qLeGBHPGDy+COQv2/uAJFfYmkzJp96qrdX1Ebj7iKx06ET1sm5Vx7EWyxWsEKNmak1PrRPMZPKXA4pJa3lRfTKLCdWemiaYOcedWE+k1dssWLOXM7k9SxZX8cwBOZ4cjiNwaqlYpWx8PFdFzdlWJncCFzHTcqGIJ96yZ9zs/zd9xxkdzVHHyUftOIyjK2IAJZPnkAz5qjZ6sLRWKFoVOmsNTjRVCB/pHqEglXgjuodnO2pzzVeQhk3G/RzCghbeoKFOp5BusKK6w01fShy0VBM82oNUTKMkV6EXrQ4vtKl01LH0M7nWN/A5N3I5Wlf7Wu8uogmOmgIFjImRauoQL7TUZYG6QCR8YhaPm4iqZZhfu0p9IKJI0Lc5C0q6VpIraK7kzX/+6Z1QtoUHZW4n96p7pQlq0TGXaIrysr7pjxilugm+d3KxlpKl9qUzktfuESv6fHeO2eQEn7xy2eIErmpZ80gvFCQyY3OnYbXYMqukdNDDNOgvaKYfE30qPWgX9q86c7arUqEw8SnFfSJOyO9u+74Ez8HjVDP+y8q9jyTwYx0SvqqmsCVhuxF6EKQJBmcseaiuhNwZ+1OKnaFxxYf41z3HHu1LDTPTjL5dFKZKMyyy1O/Z2b3Q6i21Vi/hBd5fPHiF9GExqfOforQUPttaAU0ffK4zR04xL77H+KZp16lFxfZk9pf5+6fUVbDU9PIzkUMIZBp2a4QgtniqGM+6LWJ0mvMOvJOMpqBn8CdL3yUX/r9L/Dm+TcTxJevMG9FvGFAPr/BU77hNrBDJTPMtOFc60z6fwXS40z+gpVhNjfLPQvTxGGZC51FEs9DGxvgMWDySdtk3WiS6DFeR4F8Ibzy3NFsfhor1HjTwT79ujrRK7M53G4Hv+9Qnl/gzLpDGCfMLagT9ZS1hLQFRaq43UmJJB/5ZAINa6tu1wGTz1SwpEvQ79NvqOyZnR+Vj+lTU8SNJlLKYZ18L5UUDu7dyyP7auyuZUlHsbIWzoLbYq2/xr947F/QdTu0Vi4g9Dmq4gzkprC1i+SMEk6jwavNV8kZueH4wgdnH2TZPw7E5MxxJt+kn50jEAn1MEKmlRV9NNB1otUl6KjEtQjVTUheZXBI3B2VT3722CrZSF1AmVJhCDqDeHzxcdbTBLwCebVa2ZUxKViFYXWNAvl7VUK1NypXFP2Q0NDITxdgfYU3vXcX5/s6YXKY2IkU0MNlydfZKXXjMXrq3M2W1TlWskvk+kv0KJJIbZLJA4XDb0uPRZN3v121zD/9ybPcu6PMdMHiN59UhGYrJi/jGC/SyOTyyCghang0vAa1nNL1y+U87dVlqjmLmuhScaBX3DzvZOxQN6Ag8WkFDoknkOkcW7sR8hcck7V0FRmnZYMXtCUiGdHId8ghFJM3R0x+ONc1zOEEEcX02q73fHRN560Lb+Xxxce50LnAHrsGjTOKyQ/lGnXdavlZZhwFsnp139CcbH3lAo9e+DJu5PI37/2b9MIeTzeeBcAypgk2Obe+4du/C7fvsdrrMS8E5q4CTs7ACDxyM1MkffXd6p3NgTp0uoR66uD5rh8FexexHpNPKvydo9/PD56I+bF7f3jT195svGFAfnAiOJvINbWu5Hxd1WtfxuSDHhdMiz3FPdy1UEKGZdb6Sq4RmTEQ1U0wc2T6Jc7ai+jlCn6vRyeooyGIrjDf1Ncy2IGBYTVprfbRNEFxOsPqWVVWubB7N1EiOVfvMzU4Qf0ixkKObJgncPvE0ai2O+/3FJMvbL6EHoF8DUv2SeIIp65uFJkx7xmjVkV6HrLfJ2uqbV1srNGTGf7W+xRb3FXNURYaEslyuAu8Nk8sP8HHTnyMzz37R8gkIlPcScY7D+Vd5O1FhBBEDZcTzRMcrh5GE+o0e2juISLpky0sYYwZREXNJk5ulp6lUXfCYadqz03Qa1XipZE9gBYocL2aXNO9pD6vVrL402MrHKkMgLRwmSb/ufOfIyorNh2tr6NparUwbxoTTF4bMHmAZSU7ySjBiCV6yVI3zXabe94+x3ocAALveHMk12xg8rmcuqFGbXVODprqSlaJUncRiU47nleJ17HI3/tB9Vn6Z8lHLe555w6OPbpEt+7y7iOz9AM1Q3fv1Ob9G0F7hQSNbLFI7/ElVn76GXr9DlPpcJpy0aK9skzW0pkWXYoOtAubr1aNWVVnHyY+bpwWIrQD4kSy0JPcHRq00gHccZqUXTdaAJyMLmEIQdkM1CCQNPx6WgnlmrhezJ6pQRml+t7evuPtrLlreLHH3uIu6FxCjsk1et5E2BpaYZaSo9i7bpWHIO9Hfb7wtT+mZJX4u/f/XRbyC3zq4qcAsMxp/P7l1Te77r6XuV07iCOffCLIvWmGlxbbZOKAWq0MaZWcvsXAnLjdwB/YNGctkn6ENVNi1XwHX5v5MN+w+jFO/uz3bPram403DMjnN9PkQwFCoEtB65IC1M6QyY/JNYbGntIe9k/nEXEFogCSZJLJA9IqUwpqnLPWsGpVfLdPJ2kBDDv0NotWZGBFAleu01rpU5rJIpOYL/zqz1Oo1rjnofsBOLnapZhT+1X0FsjurmC6JgJtgs3n+y0ygY5W3PwiHoB8NTeLrSkw7NXVY5mxZfegVj5qNodyzXK7QU8v854jSlbaXctRQxAIWA0PId0W/VCB4NGXvwrA1K79CsCKO7CzigVrTsSrzVc5Uh2VhT089zAAdmFyVFzcbOHm5wnzOnXHH3aqdvohxtQ00fKo61V4qbfQFQbEdBseX/x5Jal0dXj+QosHptUFVigVJ6prwiTk8xc+zyNH3gOaRtRoDqdRTev6JnKNaq8fgHyQsk5rOju0ijD8HjtzX8RNJL0X19Qq0MxPsH8Aaa5DohE5iiDYKRMtm0Wq6TD2RrTnMiYfZfcAAtO7RNxq8fC37UPTBU9+4gzvvVN9b3fMF9E3WFC4L7+MlBKvrradKVYIlx1kmGC5BrXCPOg2lRy0VleQUjIV9TASaOY3tyvQK+r9TEPgxYMySp9mP6AYq/f3LqYOjS0fLxsSaTGHq4d52VGr66I5KTk2l9VxcmOB7qjkP4y0/bfteNvwuburRwBJ3O1MOIwaNRstP0fWVSAfYQ695MPE49Xjz/Le3e/F1E0+dOBDHD37jPoOMlX8LSZc7b3nHnZk1E0te/8ML5xvkolDZmbKaDkLN4mx3E3OSymRvQ5BKkmZaQVgfj6H04k48j0/yy/d9xHOPPBPNn3fm403DMhvTLzWvTrZUGDOqQvPXVxGSjlk8qVUrun7HdY12F3cjalrzOXmsdLvSctMyiGRsR9Tmlyw2uiVCoHv4Wg+EZLW+UndfDxWAw0jEax1l2it9KnM5fjqx36L+sXzfOBOjzur6kQ8udpDpAx1qr8Xa0cBkQhKZm1Cly84dTKBBlv41rS8FqZmks3WsHX1YfotdZPIlkYX1NCkrF7H1Ex0YRAnLnZpZqgllrMmM5qGqwsCmae92h+C/PqZMwiRYWbvLugsQmkBI6cAy/AlnaDD4erh4ftNZ6fJijm07JmJ/fXrbXyrjCiZ1J2AuBsggVYnGMsbpG3vzhLC1K4oj9Uv9RjwwkcHM06r6vsuVYusO8HQAfKppafoBB2+af8H0atV4lYHmXqb1IRGySzRDbvEnTZ6uaTq1av7YFFVQgxKGPM78kM3y3jpAg9Yv81qlOCfbKlBIsW5CWsDgF68RKG/FxIPw8oMB88UE5t86qHUiPZAcXKYzKXjbRA59LBBtL5Cvmxz33t28eqTK9xXyGFogns2VNZ4x45x9q98B/3HHx/aDGfKVaK6+r6qcZGp7DQUZilbAaHn4nY7lFJvp/XsFsc7BXIt9snn1DkWt30aTkA5SaWS1VSuafk0rS57Snt418538WpblS/aGzRwZ61FS+uRAIVIsqemyMzg5jyfn+dgWQ3z3jurCJLsOxPzcI2ZPFphFtOLiYWk0e8PmXwkIrKtmA/uUyuiDx/8MJmOugZzmeqmTB5g5133syd/F47exSjbvHJO3Yxy5QJ6voAThVibyYinPw9+QpRR16ue1tGX05m2K6c7/PB3/EU++L4PbH6MbzLeeCC/QZO396mlbrEVsO6uXybXXAgV89xTVNrigerOYcJWbGDyEar5YzXro5crBIGPlctwiQR3efNh3QCX0gbLVnOd9mofw1jjyY//Lvfcf5gDrU+R+9qvsLOS5cRqj7gX4ImIYmceY0GdtFV7fqJWPttZIRPoJFvUQLf8FlW7ishWsFIm7/Yc9MjDKIyxnTGTMiklMrHQ9YDy9PzE9uZ0g2Yqoa8uSZxIMbPsWoTQ55ias5Wdc3EHWtYgTHwyiQLKcSYPUJCHiawzyggtjXZb7aNVVeWNSTckMTXcXoiYmiZudVWVSqYM3WXEVZwom8t91UwF/PGpNRbKGeZSs7dSrUQQJUMy8OlznyZn5Hj7jrdjTE0RtfvEGXVcy4gxTb6r5BqAhQeGIN9Jb+7lfeXR8bx4nJKxipgK0GKJc7ypkq8brA0u9s4z3T+ElP7E4JliZKAnAYZo0uDIhJQBcP5YA7Qcie4TX3gFgIe+eS+mrXP0Mxf4yA+9hb/3vsMTrwkuqpyGf/YsblOVyWYqMyOQj8pqzGR+hrKhzuX2yjK5tKFwJbu5DDEcqt5vMzWdWlvXHeq9gKJMG346MVEYE7d8FvVVjlSP8Ob5NyOCHF4i0bSpiW1GDZ9lS1V5VWONuZKNbWgTTWzv2vUuqtoU8zseAiDuexPzcM3ZHCJbRcQ2nh1Tb7UUyJsaYdVkppflrQtvBWB/eT8HghkSmWDbuS1BvpQ9TNmaZi1WhocnzqvjKHI5tGKRfuSTiZJJyw0pCb/wbzAiQZQpo2kC0u1X9hYxLI2lGxybeK3xhgH5jXJNs1/HCiXWQXXHn+kot7+NidfzoWIfe0oK5O+d24eVgryWnVxGBol6Tq8AeqVMEEdksxmWIw9tuUv/2WfpffnLhGNDebteyGJafVN0ikRhyNnnPkq+UuU9b9unnvTsR7hjJsOJlR5JL6QrXLTYIMwYYAiq1txE16tRX0aTgjiz+dfX9JuUM2WwS2Mg38eMnAkXxnGTssdO1YkiE92I0HKTnY01IVgmQRcBq2sGTuigx1DuGQhjjmopzUeUFhDZMv24S06o9zlUmRxNaEeHkJrD6dbp4WOddBpUYTpL2w0JOz4ya4CEuDxH1PVh+jAUF6C7hLiKSVlrpY8tlMT05ZN13n/XLDKd9FVNu0rrvYAoifj8hc/z7l3vJmNk0KdqxD2fvpXHR1JMoGgV8fodpO+jl1LGueNBZT7Wb+AuKxCsHCyNjmcqDR58b5FYShY/fyFtiBqdF1JKznXOsSPaC9InWxwlSbOpmqRpS4rJj4VMJJeON+nrOXzTIF5U75UpmDzwTXs4/dwahwyLudLkuRutKUCKlpbw2ip5ncnPkqQJ6mpUUiBfmKOS2le0Fs8hUrljOTPZUDjcn5Q0xe1V+jsyeLGDc36V9aZLVgrqWdAlLJ1oEbU8znCRw5XDPDD7AKVgiq4MieOFiW2aXahnW5hZg2oiyNsGU/nJ/oZHznwbf/2F/wMtO4PUixAnk0x+OosQGpY+g2fFNNsdTCHQsjqXsm1mnByWPrp57ugXCfDRRLylXBMc75HIhLOt52k6AY311Ooim0MrFnCDPoLUQnkQZ75EY/Fp7AASK4+VNUh6avtmJcPc/hLLp7ZB/prCMjRsQxsmXrtdxQSM2QWEnTDdkSnIRxxwznDxyS8BcD6dSLQ7tbl9YOcurFAdFmFPXii+P8eyuU61PIVRmyJMErSjR3ng1BfJ9BPOfd9f58IP/wiX/slIW3tluYuvKdmn6lSJvMfpNZb44I/8PTJh6jDYW+HbrOc4tdbD77q0dHXjcdo++lyGij03IdfIdQUWweXVkwC0/TZVuwqZMlYq13iuhxk6Ey6M4yZlv/iVM+jYRISj2a5pFGPJpSBiOnOJ1Uaefthnnz+DJkHT56imCUSKC5Ap4SVdCkaR+fw8ZXtyKS58VXL37Oqzw8d6YQaQ1NLegbDtDyc0+fkpZARJ8UBq9LWMZulXrK5pLjtkNHBjiRvEvP+uOZK+i8hmmUrBr+74PLvyLA2vwQf2qWWyMTVN5MQ4RpUWkmwkKVpFrPSiH8wOZceD6ufic4RNjwgwc9bQbz1aUn4zc/cdwLF14gtdksL8hCbf8Bp0wy7z0QKx9MgURtKbTK2hE+MSLX+KeIwZrl/s4TsRTSOPZ5hDF1GAB96/m0ze5ImPj26gg4jX1fUQXlrE66jvyzRG1sEjkJ+hFKsVR/vSWSJPXQuLtqu6yDdu140UA/Z8ztsB/aiDt9KkngJduDtHjOTSi+sQSdbMBkeqR8ibeeaiXTSEQxjODuUzGUtyfZugKMnWbKqJoGAbTBXsYVVUr+nx8heX8LsxvXZAXFCjCCc0+bSAwTJnce2EbrePpQs8M2Ql30N3ouHcgziKSFY7+CLAT/pbMvn4TJu1oMVaa5WvnV0lk1Zsadkser6Am3ZzhytjIP/Fn6RZnCUTyBTkdVVYIEArmMwfKLN+sbelsdmtiDcMyIOSbLopyPcHMzJLVaxczGwbznUVk39L+xk++/P/mebSJS4QMiXM4YDsuxfKWAOb1w1M3vOnOGsvsrs0R+W7vws5O0PhyB18addBhKaz46d+ltKHP4z34kvIUAHD0cUOfjpOaMd6hth7mjve/j72P/gIdJZUDXRpF+9s/xF+lOC2+zQNBei9po+9u0TVmsVNvVOIQ7y2ukh9OyHxI5Z/+hm6XxklJ5teU4FrpjRMvAa+jxE6E5ORtGwWkcsRNxqcWutRMDO4JEp3TqP7+S9hxrAuE2ZyK6x1qjh+n7muuqAiu0I2Sp0SSzvALhHKNnmjzF3ZSckAIPCqmJSHIC+lpEeRnBEwXVbHO+6GGGXFssKUbUXGfMrkl6+JyWc0gRtLaqbO2w5MDee7ThfUd7HeC/j0uU+T0TPDBhujUib2oKWVaCGxw4SiWSSfktiRXKN0YBafQ/ZC4oHvST6v/IDWlpVnb2GW3J4SWSm52Dmkhs4ECgAGfRs1v0IsPZKx5GPiDHx2LpBIbTgPGODCMXVer5lZfE0jckas08oaPPTNezl/tMGxx5aIw9HNYcDkw6UlvIFFQzLS7Ycgn5/F9NbIV6q0ly8SeTqhLnBt6PpdPvGfv8bp59ZG2+15hImPGcWsra4SJi1kL6GdykDTOwss6gnrr6hzdjUFeYBiUOOC0UAm9rCiKm776GhoVQuzYlGNByA/YvLP/PE5kkgOv2uZ3zU8/oMY1Mrb1gxJRqff87F1QUO2cCpqZT2Y/NS4dIE4DIlNSRA5m4K8lBK6Ad1YkEjJC8++QCZWNx0tl0UrFgn6bRIgXE6LMM58Gc49SuNNf4VMCImRw8oaxN0ALWcidI35A2VkIlk9t3VO72bjjQXyGQPHj+iH/eGMVi2XwyoZzHcE59rn6LohlbBFEkd86Td+mfMiZo8xYlHzpQy2r06WcSYvowThlzlrL3KotgNzbo7INCjefTcn7lYVF+auOym8+91I38c/qSb4HF3skMmr7e9Y7oCW5/0/lNbDdpdU5cTDP8D8+uPsFctIJ6Zhqgui1/Sxd5YwNZuo4fGjv/4M/+a/fZZ+qKQp14rpP7dKtNKn/d9P459uAeNMvjJ0nQzCADN0EBvG3w0Sm61+SE4z6QsBecVIg4sXufSP/xcAGkjKhQZRYhI1NKpNHWFkaea6nG8qXTgpzJNYRRK5jiY07vXuuOw7coOEmn4Hz66kIO+69O1pSrmYqYKNQNWdmxV17P0wlQPE9IjJ21sPDvF6IW43JGcI/ETyroUKGVNXo/9yOabSEtL1rsdnz3+Wb9z1jUPfHr1ok0QajSBPG4nuxRStEcgP5ZpsBWoH6Z89hhUniIJadYz8gOoqhyAEtSNVDCF49VzaRZlKNmfbZwGwHBMpfVwxkg4GIN/JqJtnY3FUuXXxlQaZKZuWkQMhcPzJCpr73rOTylyOz33kGL/4T7/Mp3/hJU4+s4q3ps6pcGkJr9fD1GKSrnptL+cxnVTVcSjMgowpT0/RXl0lcjU6WRuEYOlig3Mv1Tn74siobgDyRhJjv7KELtYxYpt+WhM/M5fjrJkQpNOy2hmHncWdxGGCcCzOW2rVMGC/3dXUS2m6hFYyKUmNrKZRy1s0nIBO3eXoo4vse5M6R1srfZK04mXcNVbLGsioR8aaxijkCJwYSxMsRsvceccjAKydU9/Byml1rWYKeQSSwI2QyWQ1kXQjRCxxySGA5eMvsy+n4FPLKblG+D16EqIByH/xJ6EwT33Xw2QCSPQsVsYg7ozsNub3q3Nq+Tbq8m8okB84Uda9OplB8jSbxajY1NoJ5zvn6LebmElIZX6Bk099lV47y25zJCkIIaiiluXjTD5adxFonLMXOZxO0/H7fexcnsxcngRJuOqQvU8BvvuiKrE7utRh3450kjygzb2TbCFd9qcVKTz4/Uih873a57EDwbrZQNMFTsvD3KluEOFaxJ+8vMzRYy/SjxWo9IwA56tLmPM5jKks9d86TtjxaAdtxeTt4lCTj6JAafIbBlnrtRpRvUHHC8lrOq4mhnJN/+mnEalnTwNJJp+WR67lKTZANxZo5lZ5snEMzBz/4Sur/OpzLfqakiX2dCcTuKByJnPWXSw5Syz1logaDfrZWcpljamCRRmBkGBPZUCAl4J5lBQUk09ChB5tmXhtrihd1JTgSXioljax9dV816m8YvIvN15g3V3nA3tHFQ1GQd08m12Nngb9lQbByxfIe+qC18tjFSs7HmT9fJusJrDGHBSNqSmiQaIYWGucBWD1YgYvKQ6Tr+c658hHZRJXIqRPNzGJnZDVn3meKJ1zu55fQQhJYyktQQxjFk+2sXbmcPTUUC4xSbxRj4Zh6fzV/+0tfOjv3c/hR+a4eLzJp37+Jf5E/kVevOeH6TccXKdPxkiI6x5awaSR6zIdq0or8upcLRSy9DodYk+nlRYgXHxV3SjaYz0hkRMQJj6rlYQ7T4dE5iqmZsPaCgkwM5PjnBGTTcs5SzM1NKHRTf3iz2ZVOe1Ax15bUpU/UwtzyPT70JyI6YLNes/n6U+eBQHv+qtHMGyd1mqfxFL7rIkNeYNghbxZJVMqEbugk9Ckzfvv+lZy5Qpr51WV18qZU5iZLOXqFLZQqzJ/QynkoFs3FJLZYoRcPMnhsnquyGbRC0X02KcbJ4rJX3wGzn4Z3vEPaIRdxeRFRjH5XohWVNdwpmBSnc/dVl3+DQXyhYxBz4/SGnn1mJbLY04VMEOor54nSH0r3v3XfohCrcahV6fZZU+6681qqeOkNeoODdM6+HP2EjusPFEYEgU+di7Pjpk8y0jcJQdzzx60chnvxZcI44TjK13u2DODlc1B7k6cgduelIrJFxdUwvKOb+U7jecQCDw7oFC16TZ8zNkcCTFJW0dKmEtW6UcmUkCplydc7hMdrlL6zsMkbsT6bx2DRFLNVEE3Mewcui6I4hAzUnas42HUagT1OlJCXmi4QhuCvPvMs2gpyAu3SWQGmMLFXs9jt2Mks8QVh6/2L0BxgUdP1Tnd1WnY6kKtdi+3YO4HEbuzqqHomZVn6F6sExsZytMZpvM2d6STkELNJ1u08FIwj5xYMXlA0zw1lANY7/msdkcXd3PZwU7JrZdIdluT810tQ6OUMTja/jKWZvGuXe8avlZPPWHaHQhMDeFL2s+/SmEg14wlR9nxAPV2gYwmyC2MVoL6VI246w1B/pWvqcHwWQTH3XcPu17Pdc5xWNyDlAmGDGlEOuHFLsH5LuF6+tlyMaWqQTNl8sun2kqCmcsMQd43DOJLkyWpuqGx954p3vvX7uQHf/KdfPv/9CALrRdYm3mARuUI/a5L1hJEdRdjKkvT6FCN0htY2p2by+j0e30iT6Oelv6tnUqnNY2BfOKFBIlH/+AsB1agnlE3gmJ7Bd8STBdtlnVJ3hQExOyeUfp5J5VzbOMCru4SpSDfWW0QE7Nrxz6ibOpC2g2Zyltkfckrjy9xzzfupFjLUJnNKiZvKVavRWOjGb02cbBE0axRqFQRvoGOxDV8vnHXNzKzdz9r5wYgf5LZfQfQbYOSoa7P9dbk7IRBt640fHYVHKrOEvvS01vL5tAKBfQ4oBVK4nZAcvGY+uedf4Gm2yDrQ4SFnTVIxpg8wPyBMpdePYfnbLtQXjHiOKFgpyDvNoYOlFouizmtmHq5GRCny+TZfQe441vfxVTHpnxxEvgWLHXCnxibVRqu9IlJuGitMI1JkI7Us/N59tRynCPGW3YQQpC95x7cl17i1FqPIEq4e2eVH/i3/wXL+hbWrVS/dpsQeUrHBnjkb1KUqUlS0aZQzeC0fISh4eoO+SjHfTvL3Gk3cWKLOKNx/4UDCFvnE394muc/8QzVbz9IfKbH965/GxW7orabKWEZGsgASwTD+vdB6FO14XSoomCSyT/7LMYuVZ10X+sE61GWWes0hVUNkSZdF3ZN8VTUIS7Oc3SpQ0dmuZRbJ0wCMs5kK7wfxYSxZGf+AHNihjs+kqX/R23eXTCYbdusf+I5vsNWx/z48SfIly1cN7WObjbUDREQso/0Y5baLh/86S/xln/1Wd76rz/Lj3zkaT7/1CWyRgrWmuq+BDXfVWSyhJ7HVMHkQvAkb9/59mEuBsCw06R9OyK0NUzNxlttjeSaccfPHQ/STt0j7ZmRBGZUykR9OQT51TXFVGcqBsfc9yNTJn+2c5a9yWFIZwuv+GI4DSlJNeG1jKC2s0A9BfkLrzTRNEG/YtBPB0L7pk548SxbhaYJdhwqc+jYbwLgZabx3JCMpacgn2Fda1IKlZcSBWUUl7fB9yN832A9UwEJnbMRCHBa/nDMXexGhIlP8c2q0a2RGtiV/A5xRmO6YCMFZDMa/URyqKLyNJ10tXKEi5yxFvFXVNlm0OizZjbZXd6Dm1aPRa2AqYLN2zwDoQke/hZ1o6jM5Wit9IlTUqYFI0tq1k8SRmvkjCJTxTnMMIMhBbXKNHkzz/SefdQvnicKQ9bOnmHuwCE0W6eQzmD94qkvTxzHgYWysAJ22HV0EsqRuhFouSx6sYCWBHTSGbfhSnojzE/T6q2jSwiljpXRiXvBcCQlwPzBMr3V3+UT//7fbfk93ky8IUB+5UyHX/tfH2cqULYG43KNlsthzqnl3HRHYjiXSHST4tQ0yYEcaxWfxtMNQm/EBnenPjUvNEfVEOFyn1WjSUYGZONgODfVzuXZM5XjLAla00cmksy99+KfOMGxs4qV3r2jRBjYaELjknEmTeIotjsALg68l5ahANUu5shXbHppN2XX6DOt1/j2B3bw5kqXZpTHyBW4b20/codJJDSa5xvkH5nHu8fge9a/lYWVitpupoyhCyTBUJ8fD6NWQ7aaICUlpNLkc1NEzSbBqVNk71UX7/1LX2MpsJnRT5DrpZ70+hT3HTpCSyQ8bxbpBzFdcpwuufTCJrozqWsOpkIVbYsP6e8n61t4VoQvJT2nQ/Jch7fxEIlMOP7Co+TLNn3PQMvoROv1MZDvIYOEv/8bz+KHMf/0m+/gGw7UOLHa4+TJFoFQ75sUzSHrTFyXFVPwMz/yfZQzZwho8MG9H5w8Fpa6IfTbIcJSScu42SefXq/6OJOffxP9eJ96vDxqmjPyOrGvIcu7SeKYZn0RP3aZrhrUo32snO/yk0/+JCdbJ9kVHUDT1Ym62Icw1a0HlUNrtkZtZ4X2mkscJlw81mDuQIlulOClro2eYQyrebaKuNVCD1wyWoCbncH1JdlMlrgdYExlWRbrGElasZTKNTlD7ZcbmzSsMlV3jrgPu+5Qsk57sK9BTJj41B5+M0HGIFlUQFtMfETeGOZATC3CjzX2JOoc79Y9NF3wSLjEeWsZP+0zMdqSVqaHqZv0ZYIjJG7TpxBI7g515h6aJp8e78pcjm7dI0oneA0sLwConyBI1PW3S99BIcqjIdg7o3pdZvbsIw5DTj/zBFHgM7f/IMLWMRMFiY+eeXziGPprLrGU5Eohe6xlJBB31fa1rEq86vEI5IP1mAveDFh5eu01JBDFGhlDg1iijdmLzO0rIpM2mlG94vd4o/GGAPnKXJY4Slg469HzlFxjpyW1WjaLuaCW+TNtyPYbxIUphKZxoXuOJ+9q4js+T/3Rx4bb251VzOBoZ9S84i87nDPXmI5j8Dr4zhjI11KQjyVx0yNz370QRSw98yK2oXFgOk8rTSytW5fUFJ60bX3I5DWN1Zoa72aaCcWaTa+lbhoXkz4ZPcOH9k2x36zTiTLsy96HIQ26utqPXjqxZvEdAefsJWY/I9QwC7uEqQnF5PXLJ9botSlEGJKLPIokSq7JVnGfU80++tQ8iIi9F19hua0xa55AxOoCN+0SbzuibgKflwoUOjLHK3mPXtTBCif9x0dToQze7N1HX/N40jnJkx2XH174Z3zs25/mF9of5Y8u/BcaS+cQyQpOWMAo5Ykb9aGUoMWKLR493+Jf/w/38T++9xD/4a8+yOf/yXt4sFpgb+rVv2N/hfZqCvL9Ph0Bke+jy+dB6rx797sBlfR69all9PRYxp0+mpk2aJEh7xnEGRNhjuS7WC8QSrU/enl0weoZiUwEiTlLt76GTBKcqEVWqD6DXz6W8OvHfp3vu+v72BkdoFBVoNCVFr00YScDiA1BpGvk5gxkIlk+3Wb1fJddd9boeCGFrE0mm8E3daLlpcu+1/EYVNYUyxpudho/FpSys+n3a7OIkjDjbqAaznSLvKaOm2/oNO0KCx3V73D3O9T5OjiuIhIE0mfv/BGcNx1g5+kGUibkNA0zF5OzDLKmTiaWuInEXlLSaKfuUqiYPOR7XLSX0T2IewF5x8YrqmPv+BFtXdJdc+k8s04EZN80klYrszmkhHY9LWXsL44+9PqreIlaoc66U2RQq8qD82olMbNXgf3LX/wsoJwmha1DWrWzWF8ljEeVS43jTfoJPHh/j4we08tNs56SQC2bTeUaH08Cts6ls/DbZ+5k7fxZnE6dWLeRCOwUcceZvGn7QEwUbj1G9GbiDQHyds7kLR/aj90Ime4kagDC4O6ey6HPLiB0yXxXp+A5iIo6wS/0LhKU+hy57w6e+sPfo9tQVQNTmnrtCScdvhvGJA2PM9YyM3EMfgdvTK7JWQatVD8MV/tk71Mj//yXXuLO+SKGPiqDa2fXWOotwWBA84DJA96Mqr/ONY9TqGZIIkm/G/Cck7bONzwK7iJebHKHcR/H8mdorKsloxOqk6aRNPlXO38eEUPjN19B2hV0IZDSxzYuT1YaqbVBxe9RlCGBJogB99lnEaaJsEtoBRM9idHONpg2TyKTLogc1YUS85rJviDkyVjVCLc1jWVLw4kdMjIzUaXQD0bzXXeu1Xgxd4K1lkfWXeWXvuOj/LNv+GeYXpez5XUQgu7KU7hJGW1qSklKhgW5adodBUrf+8Au/tIDI+/vOEzo1T3mSzYYgtrOIp4T4jkhidsnnbOCHx1DeEcopbLck584w5/+8jE6rRDNBKvbQk9B3tZzZAOLMDcp6TVXHDKpDYFeGWPyZmqrG+VpryqS4EQdkk7ASu0F7NV7+Mf3/1P+5zf/z7RWXPKpFB5oFkGqUyehQKZvZ06p/XjxCxdBwu67anTckFLWJF8pK5Bfmeyk3RjRmjqvy9NZ+tkZfKmRt9Q14BVj6npLHb9uoCZQ5WfJo5i1b+q4+Rl2dA5BPmT33Qpk22suMpEYiYGLx+7ibsrveCdzzYSANjmjiIW6uSzkLQqxSUt3WTuhPmNn3aNU1clLCUV1zPxLXcphAa2SFhb4EY4Fq+e6rL3c5Dk7Gs42AEYzGVrqMa0/tqJZP0HPUCvhXKswtDTIpUUPtZ270XSdM889g2HbVHfsVPOD054EK8qw6KhrtNvwCNZdtJLF1ILCBnt2J2vtFrFlIiwLvaDkGgCqFn5PSXuNSxdxu03i1IFycKaMa/KddKbujsOTjW+3Kt4QIA9wzzfuQBYN3uHorHXrVGXqKZ3NIXJTmLmYnY5F0Yswq4qBnXeW2RNGvOvD34pMYh796K8BYAWSWMDF1D40XHURwJnMRQXyXmekyQ/a0afU1xetuhhzc+jT0+TOvDqcztNa6WMVNULdVydPZ4NcA9iaICZm/9pXyRfVWfnsK+t8zfNJZIJ7Zg3RWWTa3E9FlPnvlS/TSZfNbpIhjhLafptL9iq5b9lFcK5DEB1EQzF527rcZGpgUlb2HUrpSepGLv1nniVz770k/RhjukhULLNjaQ3dWCOihdAKVOfz0FnkGzyPE6xzx3yOtq2Oi5O4aEIjbo0Ndg4Uky+HCUZLIvfaFPQ9FOImd07fhUwSbK/Neikh3lumfulFEqkRz+wlqiugCnJzLK+ri/kffOOBic8yAJ6spiSU8gAE1l1k38UnbbgJOritu4niBCkla+e7yETy9PH96DmNgtfDMBWLs/UsdmTj58yJ91q/2COrAbhowaikUNdS/xY3GYF82AJX8sTsV7HjLG/zP0gcJXTXXTIFBSqBZmMMbGpjDdJZvEnZQ2iC08+vYWZ0ZvcV6XgRpYxJoVLFt/UhiG8VAyZfni/gW1mkEGRNlaxs5/s0jXQQTtqJSWGWXKLIQ2DoJJVpdnQOE813yeRN7JxBZ81FBrEqFNA9ClaBfe//S+n50yNnlDB91btxMLWJaJe7XHq1SRwndOsug4rU+XTltfaSyl9kptU10/MjXFsj9GNMS+cpO5qwNhiAfLsrQYDonh2NWKyfxLUyeFEPvW0Mzcm0lIwZpkltxy6kTJjdewBN04fToQzAirJc7CoriCf/8DRZAZWDFdpSvefu/TuIZUKnkuYDUrkGoOEsUjTSEs/lRfzumJd8unvaGMi3UpC/9933XPF7vNG47SAvhPgWIcRxIcRJIcQ/u13vo+ka1iNT1BIN/dg05USBrpbNQK6GmYsodXU0IDuj5Jvz7iq7o4jyjt089G1/iZe/+FlWTp9E+j6hKejE6ypZmC6jz2TPMhOlTN6ZBPmZ6TwNIQlX+wghEHfezb71c9y9MAL56px67mJvUTH53PSEL0niuLT1HnuDDsXGowB85YVlXDNDJ6wTnm8QJoIDhQfoSpcvFZ6m100GB5puw6PpNTGEQemwYmpRMoeQugL5zGTSFcCYUsys4vcoRAqQnV4T96WXyD38EIkTohct4re8jQPLizhCI5IK5GsLOegu8Q2uRyQi9u+sIwuKAXooFjXwRoGRDXRlTf3vQ+/5LnxZpCDSG0OriUhiurZF/YCB5/aQ0SWCqX3E9QZBlPBiJ0tRKt3X2qA+NdMKKDOW6CWbcpoQba30SVwXL/XLyYQGYfdumv2QXtPH64Xkyxavrh6mX9lJxe+hG+pY2FoOIU3c7OSlsn6xR1YXGGINFp8fHc90RmrUaNJeXUFoGi2thYnJ/zk7Q8lY5diji7RXXaQEKzX+2lkoM1DTZKIj9NQ9NOlSmc0iJew8UkXXNdpuSClrUNmxm55lEaQOo1tFtK5AvrK7hky89HPV0HIGdZo001nFA/dPCrPk0m5s39DJlmbIhUX6s+nNYiZLe60/9K0J0xVi7uBhuiUD3w/IGRVkW92M9w5o9K6Y0Iu5dLyJ2w0pprLMPfN7cYVH/5j6XmtpDs3xI6J0yM2b3rcLLaNPWBvYWYNsyaLr6Gi2hQh74KxDEkP9FJ6Rxwka4CQUBuWYmVExwNTufQDM7ld5gsGcV1MHO85xoXuB9Ys9Xn1iGVsTZOdynE69/+89oohiI7X71gpF9CRAJg5nzz+HpWeYypVZXzyPcL0hyBvpUPNxJt9eWUJoGsXpUQfyrYzbCvJCCB34f4FvBe4GvkcIcffter/y/iJnjZiFV+6jEJUQmXQuZbaGmY/RPXWyFebmCeOQpaDNnjACK883/OXvQtN1Xv3qV0g8l9DUEUabU6sO4UqfSMBiZiTXDJh8Ju2y21PLcUbGhKvq8cauQ+zqrXF3WkvbWnGZWihSNIsK5DtLqkZ+LMKeT8voIuQc+Vd+CYCjp5rcvX+Bpr9MvB7TC+fYkTvEk9pZQi3CiSzMQDGx7rpHy29RtssYVVVnHoU1QFcmWJlJNgoja4PZ2CHnp2D74gsQhmQfepi4G6IXLMrvex+50MepW4ikj9CKVBcUk3+L54MELXcKkW9SiWMiTV2MUX2U0HbSxGtuyUXLmzi6AATFNOE5YL5tI8ep6Q66JoiDY4TFOeJWi//7v7/MiX6BHWmZXrLBbriZ+sgIN8IoW5RSkG8vdyFJ8FJP/h1iF8R56o7P2nl17N71PXegi5BTc99Cxe9iCA8pJZXKLDEG/Q0gX7/Yo/j/sfffUZJl13kn+jvXm/CRtirLdHVXtW802sB7gADoQYIYgqKTOKQoPZGSuGaGImU4TyNvl2YkjkZmhqK0xCVR4lA0EgjQEwAJwptuNLq8yUqfGfZ69/44N25EZGY1uoFu8qkX9lpYjcqMjLhxzXe+8+29v22oqGKvMisD0LKd8nvvMdjZInEVdjV5vA9bD3O/9evcvtivGoo0XX6HR9pSNlNbJhQ6ajlXdxAN6JRGdaful68ZBgkNS2enFpEqKqPBnc3xQDJ5xXForbWgkNdDyxuoXZv9cJ+x6lMokE8A1F1EC3bQyYh0jVbZR9LvSPlCgnww9a0pNQghBKOHz1AEGY5WI9i+Rp5nLAp5fN0HWwgBX/yIfJ9GTV6PVy48yC1zm/pYShqra6VHVJTid3Qee9dpXvnOM3PWBpNoLdmMIgNlMuXq4Cr0b0IWEWAQhvtoqaBd9jIo9hTkd3R57yctmWeYjAC0bR0nq3FrdIuP/ZcrtMq/Udsmz/TkfXBvV6OlGRyUIxQVx0bNE9Lw4/RLO+zV5kn2N9exYkg1W/bJ7AcIQ60+C6C/vUVjYRFVO34wy1cbLzWTfxVwuSiKq0VRxMB/AL71pfqwmqXz23aClhqk2eunLfxOF83JiEvr08VQYeMPL5JTcDpNwKhhOi6mWyP0xhRhBKaO0Po8uz0k3fbY0hNykbNYCJl49T2EUNDLRpFTHYdr5MTbPkVRcLlzCoWCMwfrlS7cWpJTkja9UpM/ZCGLlzHUfH4m+3bs/T9EIeFCeIM3PXyGXryNiDW8/DsRCK4s9xB5QaA0aJezVAd7gXSgtNoITUFtmmRxEzChiI/YNMAU5JfzEKcc0h195rMAWA8/QhGmKK7Oya97C4mi4q9baFmGUGssnWnAaItGXpCHJ9hNn0IYW5yLc4SekOUp8c4UgCZMXl8fY94zTYo2aiWg7ZYgrze4ONxgqZaQJRf5vdsJFAW/8NtPsbJ2FjORrzvsX9Pf8qm1DPJRjNI00Q0Vt2XSL3difiwB7rQufYr2xzG7t0YIAace6PBI/UNs2K/AUhyMPCTOQ1rNVSJVY2xOpa6iKNhbH2MpoNrJHMir0ToIObJwsLOF5+aEjRIM8yXus38LIeDTH5S2BooSIxSF+0oHRX2tBoqNVso1w3hI54QE+bV7y6RlmNC0dX43lB7o/XB+sYs3PfIZk61sbw9tcZHmok1RgrwS22hdi4PggEIUKDWtmqYlzdS2sfOE2NRpBwqePubAkODVXJJVLeGoTL46U3CqveFNRBmoQkVLBPu3btLIZPnx3efuZvFMg2ufkwtcw5HHUnMWqsHesUhYLF1QvSjDcjRe+233YNqyUufg0FCO9rLDOLVR3LLyqXcN9mUHa5AKonAPUwhak67kGSZ/TV8lFhrpspT9JkzesVRadNm7EnDjqX0eflLuirWWxWdLRwc7H7OoGByogixNEIpCaitk0eep3yPfr+ueYLi9LbtdzSavdVW4OaL+pvkZsv3tTZrL84TvxYyXGuRPArP1Xevlz16SqFkae2rKl5Y+xqh4BcFk2IIjmbxn6qSG4MLnc/LfllvDU0kKhsxqm45D5PvVfFehjXl6s0ey7XOllBQWFQuiIZHvYzh2VXd+putygwwR5+TDmI+bcjsnnv1ilXRtLTus1la5Pb5dMvl5kNdDhcDI+LngNQy+90NY2pBXc4t3XPwp+nEJbLyNreAaJ84vsNqrk6sGreg2Ik8ZliA/MQXTuhZp6JALG8jhGJBXDIPQdOgmHnZYbts/+5R078zk69WOhdGoc3H1PMGWBJxz71mg3rFgtIGvt8mCe7gyfJpQWed0InANGKd94u3psBM/TjmLgvASrLtbVcVRsyMfvEGpTZ49fReF4vFQ8zoUEeNIMuF3nTR5/SsfRinktTjsX9Pb8lhYtCEr0MrqheaiLfVjIC79hFZVmYfYG0fs3RzRXnXRRcyj1n9CJWHvxFtQ44B+skMj75CoKgN9JoE8jInGCWpaoLYcCfJFAeEQEfVQXYv0YJ/BzjYDKyJql3M+kxY19YDTd2vEQUqtY5KEPpZb44ymk1IQdS2EomLopY4dDXjwTSd52/fdT7scDTkMUhq2ziVVMuKhqpKXlsBFlrP7zz/L4EPTwSzpzi7q4gJWTUfBQ0FBRLosn/S20BUdrW5O5RpXgpqZZcSmgTNIue1uME7G1TktCti8Ja+XOWNfff7r3ouHBFRHa7Bx8RncKOZAG9Cx1jh1f5u8LDOsOyUB0F30Ul/vW2OUcmqYF6Vzs4C7rnFkPm9z2SHCJGssAAIOrsl5wEAQxoQlcamVnzkr1/zByOVfnP0hRnrZ8Feya8tUqRVNmp85T61tcrr0fVfbJp/cLhfUoM9CLu30ty7Lz7tVeuLc9egbUdmhYSwTDUesxSdYe8V76WgC+xvuovGOM3PfYbC9RWvpaHf4ixUvNcgfNzNsLvsnhPjTQohPCiE+ubu7e8zLn3/UTBWh+nzi1H9DIePSsixJxGqhOxmepXO6dh9GoqCPBPXU5XShgSovvOm4xL5HEQSoto0QBZdu3yLrRzyLXBQWNadi8uaMB/ikjBJkhc2nBwXD1iLBF55iUIJZa8nmhHuCzfEmhb93BOTtyKjsgz+XneWyaHNdfQXO4Iv0op3yfClcHn2G+86c5NSBZHbNFRcr3Ge47dEPpZc8gNaxSX2DnNLd0Tgq1wB4Vo3FZICTJYiiQHzhWZzHHiPekA+hUTLJm/c9QRKV4LkggYDhJrt0WdEfIskTcmJWIg3XSBgnPZK9qVwzjjIeRz5I5j0telseRjTA6sqHaLi7g9tq8z2vkVVG9eYeQrFZLP1N/urrltGbJxCiBLQZ/5qiKOht+3Tb5cJU1lI3F20GBxGxNt0eW6UuujeO2bk5YvFUHbw9bGXEkv4su4uvJNk7YJ9N9EDD0RoM1OltO2HxAtCWunLY9nBDygSA2moQ7e7iD/rsGR7OYpsw8wiH8vzff19pe7ziyvvIdVnKYJuCnUx+J82qoys6w3iI2zS5/3WrCCGI05wgyTD0gF36pErKyDJId0qZaC+giHOiK/3qeNOSyQshsLQxjtYEBFrX4vrwOqfrp6Vvz4wmD2AkKYFhoEQ56/YOg1iSgIkMtntbfqbbmto9dNbupqfJa9BurLLx7DPUI8G2OmIQ5Jy6X96zqq7glG6rGC7Lp+Xuyq9NdyCjKJ1OcAO6rjk31QtkGaX8uxPSB6p3DfYukpktQs/Dz8sB3cMIYagIVULSgRdzudxlTt5TmQF5d3eR5mCZV33zXRTDGBTYFwXXRgoFAsIBnfL+W3/mKXqbt9k0clTzYTShois3sOhwwr6b91s/jlB1PjrOqD85D+aR7xOMhjSX//sF+XVgdkDlGrAx+4KiKP5lURRPFEXxxOLiV5d4qJk6QvMIjBFr0SfZtu/h9rM9UDX0joNnGjzgvIqkTGo9HJ2hrU1ZSMXkowjNksCW7Upwv6nLLeai0YBoJH1rZrzZl+omGyWOjG6PuHUQEJy7QPiFL9DfCRACGgs2J2on8FKPoSLmKmuyOMHOTazSifFf/d5V+uSgLqD+6KdQtYQ42yFlyKZ/hVZnieWhZKS1syvY4T7DXW+OyatdizxUQch/Z/rxQ0YGVo12OMAuCtZ2QfEC7McfI9nwQFPQFuT39B57LaEuH7rOojz2YrTBzbTJo0uPoQn5u25k4moB47QHo6nZkx+nPIGG2jbROhb9jRFOsINW6tGDnW0aS8ssO3IXtKsrOPULDA+ukCiC7OAAGqsolKWGM0zeH8QkYUarTLBVIL9kE3g5vjHtSs1DH00RHOz5+IOYxdN18OX1deqbqFnE/q0DBrpMoq7a5/DEFOT318fY5Q5OXStZ2cZnKpDXul2GB/K+GTkJ7eUTeMmApDQEO7u0Sb1jsXJXg9AbYzo13CDjNjm3ynkHSm2BhtFgEM17mkzGV6aqJESBnTC2DJIS5JOJz81uQFZW66S7u2hlUs8wfOp6SQK6NjeGNzjTOCOT6+NDIB/nROX3XLd6jOIpkwfwdyXotxeXq+MrioKhJkF/efkuNi5+iUZksiNi9r2YlXNNNFOl0bUQ5YQxDJd77pEzhdX2tBzVi1JcYwbkS7lmYksM0F4pQd5ahM5dUpPfv0xQl/XwnioX1mKcVJU1AJ+8PrVAmOwOJkze0BVErrDvbNB5RCPrR6gNk6c2hxQoZEYdwgG6H9DUDG598Qv8/n/6ORQBmvVqUs9DF9dRAps3LL+XYbrLpYsfppcX6DNaPEipBqC18t+vXPMJ4LwQ4i4hhAG8H/jll+rDapaGKNnB6fGnsYsxH/nPlyiKgrTZoVk7Q1df4TfPSA31leFdCHPagGDYklkVQYBRanwPlK354zzCUh0cs1nKNeO5aT6KIqi1LQIV9kvbUPvhh0lu36Z3q0+9a6FqCidqkr1vaNpc4nVvXz6kjU6dmqnxkct7pJZK5qUUdge7s8LN1g02Vm6h2zYNp0XHl6zoRr2JHewzPIilA6U1YfLl4GBFlnNl+vwNNome7lILhth5wX3r8gFyHn+cZGOMvupW7Kdz7jT9Zgnki/J7FINNbiZNHj25xCOLjyAQ1COXmjJglPQQuSC5vUceBPhhyivRsM7L4+vvBDj+Nmq7rL3e2aa5OAX5LU2js/YYRZGy3azNdL3GIAqKKGP8kY8S37xJr9Td3VJXnTJ5CQIjpxx1aAhCb0zHNRhvycVi8XQNPAnKB06dU+u/jTf2iNQEpaayap8jKRSSXALs3vqYdmkwpZ65AEKdB/nlVUbDvrxv7JTllTOM0z75uFwY/G3+xF9/NU9+411E3hirVkP0I/Y1uDYude7aIk2zyTCet6AdBvIYIiF3N/W6YGwa7N2Ug+onIA8QXeuT+z6556GVBEpVxtTK8knRNrg5usmZ5hmUuk4+TuSCXMo1RpSRFRmKXdBTE8Zlgt9pGGimWllGLMzoyZGXEmOQ5xlmrtPf3qQTN9hCMmZVU3jgdaucfXgB4vJYDZfGchdx0uKhJ54EIM8L/Dibk2s6rkGaFwxnzMMaCzYUOZ7egfZdlVzjOWcBCI1ForK2flaP/+SNHoaqcKJpVWWZSnnvmJqExT88/Sts+LdJeyFqy+QLtwcIAYrdgnBAHvgs2TXWn3mKL/3+73GPWUcoLonvoyuXAMFN7xl+Z+dfEKg6hiVtGWZjIlE2/3uVa4qiSIEfAT4IPAP8fFEUT79Un1czNIRWljZGIfcol9i7NWawE9BXupxvPEGc+fxS8zfYNftcCE+BMW1VNx2XOAjIowjLkT+/r7Dx84KMhCVnUXYEhsPSgXLegOt012FDgbjU4NdeI7tBe7f71bbyhDsD8jOJ151duaI32h3uXpILz7nTDfJMNkTZ9QZ79DhggNtq4eoubtxFTUZ87CDBCveIwhwl0SrfmgnIm0o5HEQ9CvJFUbCnuZi+h13k3HerIGnX0U6eJN7wKqkGYK1tc9DW0dKMWqpAEqKEB2wVHR462eS77v8u3rTyzcSFS1PZY5z05Xf9yb/J+o/8KO5BRA2BeXeLcJwQBjmOv4PabpNnGaP9XZpLKyy7EuS3TYfO6ftQtCYbnbrsenUXEYqCUFNGv/1hbv3gD7L30z9dVdZYAlAESplom7BOr+xiLjoO4XhEt2ZWlT8La3XwJDO+aS5xav23EEWEN1LQV1WW7TNoucW4ZLJ762M6ZZerutCApfunIK+7qEurjILSOtdJObl6Dj8booSCwurCeBtNVxGKIPI8HKtB7qckdYOrBxLUhbtEw2gcBfkyyTrOtqSd83KLTFV45otyqHq86aEtOwhTJbo6IN2Xi5dWDjRRijE1vUtRJGyzQ5qnnG2clSV9BeReArVF8kSgx1LWqq0IKCzSIiHKIoQQNBdslKAgKzLsGU+fibtkGo3RRgmWWkNHYyvXK8b8xu+8wOveew/EY+m7r8hzcfJHn6T+iLz2k56K2gzIV7MAvIjxwT43Pv9ZVE3Bjvt4akMyeX8PxlsEhnyfSF8hSeXCOVtZ84nrBzyy1uREy2ZvJOWaCZNfXnM5/44WN1tf5NZIyrVa2+IL6wPuXqxVIF/4ASvNDlmSYFg2D3RXEEVGGgTYyu+z9AOn+f3xB1AzlcysYdhHn79+2a3c+u848UpRFP+tKIoLRVHcXRTF33opP8s1VYQqH0QlSli0JPPYujqgH61y0jnP9u4nuRHe4lnjGieCk2BMQUzKNZLJ606Nml7n7tyllxY0CpVlZwnMRlVCOavJg9Tld7OU1E9YqBksP/EKCiEY9rOqMWe1Ji/m5iEmfzDptu0ucr4E+SceKOuF+xFWvU4wGuIPB9gNCfJ60UUthvzhboIdlp4hUfcIyNulX36iHk2R+HHGgeGieT52Jpn88L4T5P2YIkzRT0x3Oqc6Dn3bwEpSso9+ovLf2abN/asN3n323fzFV/4Eo8KhUWwyTuW1SPdDvI9+lPNXZQ7evLtZlS7WvHXUdquyAGgsLmFrNk0Utt02tbaFot/Hnmsx2t4GRSVKl8m9McnNDYTjkB706G376KaKEmaoDaNiTJW0YMnzby61CcdjFmoG6iCluWRj2Fol11xVFtHTAFUJCIaCHT9EUwzOiAf40h9u8Mzvb9Df9qnbGsJUZSLvxKOw+Vk5ErB1Gq3bxSsyhK4SGjkr9VUyM0MUgsy5UDlRAoTemLohF2F9weLKTtnYZC9IJh/Ng/ygZPK95Dar7ioPnpREYfOmnDuabHkYJ2uYZxsS5Ms814TJF9mYut4hTcbcHJV17I0zlZeKtDZokSYmiHLG8AoUZQf5qGTzzSUbI1FI8hDnGJAPsx5WrOOW0s1W6s7VuAOSyRvzz9AkJhYYNWtergGpp3/6136FX/g7P0UcBjjBNuO8Bp1pc5yvlaMYlQZ5mbifJF2DOOOp2wOeONuRw0jKssxJdU29bvCWb3sIIQTrg1tkwwi1ZXJ1z+Pe5XpJ9AbkQcBydxFNN3jVt34HdqOJmsckYYwQYNx9gqihIHKdzHAwZxaZ6npub2HXG0cI44sZL5uOVwBNVdBND4GKCCKabo5hqWxdHZD7klWnV36PgoJL1k1qSZdcm466MxyHOAzIyuqaC/o5ulj0soJaZrDoLILVqJi8cRjkuy79PKeIMu5fbaDV63D3g6S5SmtJgk3bbGMLlQ3DBKtV/e241wdgaWGV9zx6kvc/eYqH75E36vggwq43CMcj/EEfp9HE1mwKtYtmeAw0CyuQ4FAPpyCvODrCVHEn05WOyYMPgoSBWZMJ157K4hAOLiyTVEnXGZBvO8RCQysyxr/92xXIi8aJalu9WLcYYePmWwR5Rl7kCFue4wu7Q9Y1UGsG26WkVR/dRGu3GZSacnNJMrCVNGPLsHGbJop+HwjBte3bDP7rf+XKL6lkSYD6iscYPXw/wbBPf8ujteyQD6M5XxDD1rCMnFA3yURBc3GZJAzo2go1P2fpdLmT8/ZANbic18kUlTwL0AyHDz+dkRU5p/VzfOrntvitf/slirygZihTz5oTrwR/H27+AbROo3a7BIYGroGmarKktSHPT6bfDaPprNfI93BKF8XWiRqqt0FR5GB1j2fyJcjvhRucrp9mcVUShbA/JBr65MMYfcXFPNci3Q2I18t6/MVSskt8alqDMBhzfXgdoNTk5c4nHycgBCldYltWp3W6BUU2D/KNBQszV0lyeW9Wx1c2v3nKNpbSxClBfqy7R2rcSfw7gvyk3PawXANS9gmGQ4o8Z+fqFZzxJuPUpmidnf59UQ7+URzESHbeTpj859b7JFnBk2fbsvZ+oskrAqEr5HGGoRqsuCsc7O1CLvsXdoahnJ1rNSn8HkUU4TRa/NBP/z+86j3vQ63XUNOINEzAbIKqM3YzskIl1R0M6yjI93e2XtKkK7zMQB5A130M0SD3fVTXZvmuBttXBrjpA+z4F2ntryOKgsuW1E/jmUHJpu3I6epRhGJaPJrKZFAvLbBTi0V7Ecw6RVldY7lHmbwH2DmVnUF6r5wmP2GUQghW0dmwXOkTUkY4lNt7u1XjDecX+LvvfUSWKAKjXohdbxAMh/iDPm6rRdYbEBsdqIW88ZXnsMOy9jjqzs9VbRi4iry5EjFX2ARA30/ol3kJf0P+d+eerqysEaCvTBnGQs1AjRU8O8X7yEfI9+U5bK9MS8IaloYnaujECM3Bz8Yo7hKt7/oenNpJemUn5c71IXUzlqy53WawO6NNxh7Lcci2KiTIq13qisUX/B4/8zM/zQfuv4u+VrCzscnvhX0+H4/pbfm0VxyyQTznCglQMxMiXSUyMjptqTcvkOKmsDAL8s4C+0FG6DbI8pxH3nYPb3/sAG94nVX7LBe+P+F7/+Zr+YF/8AaMvJh+zmTmq79fMXnf0MnNgiV7CUUo6N1yXKJ6qmLyaRyTJQlW2Sp/4kybU+l2CX5tmmbzDonXgk3/FqcbpzGbXcwsQaQaz3zp8wDoqy7mOXkPxDelfDlh8mmS4mo1vDDk5sE1anqNrtWtOjAnZZRp3sCvyU5Qx4wRubx/J5KV0QZdKCR5PLej7e0GJBRk1iaK2cQtG6nSmnEMkx9X5cuHY1wm1WszicrZ0Y2RL49j69kvYvs7ZIWCp5Yl00LFTzSEoiHQUfeeBaYg/4lrMun6xJkOC67BgR+TlcUBwlSrgTSn6qcI9kfl8et4ccZiXZKzfFwO0LFtnGYLIQRKrY6SRSRhUo3QPLBDUqGQKJrcMR6KwfbmSyrVwMsQ5FV9jF7UpX+447B8romz56MLm73Rh9HynNYYrlhyq5pEU118wszjRDYOXfDPkJEzyAqcuC6ZvNkgLQRFnstBIDMhQb7AAR5YkeARrcoReDVlOqdzNS+kJj8T2TgmVpIq+QNyaoyqKXg9yZaSKCQYDbEbLQZfukGhqETNkL/zva9FTwPyPKIRdtCKaZ6hcHXcUotPi2NAPogZlCA/WrcJDcH2CYtkw0NbdBAzydo8S9ETQb+Vknse/U/LBPaJ0nMe5CImLLnAaYbLOOmh1JZofvsPIFSdxS9+iCLL2Lk+pK2NELaNYtsMd7YRQqHeXYD9yyynKdt5iFOy5bsXH2C1P+bC6mne8IoOTXPE0sm7aJk2o6Jg3ItoL9tyRuhhkNcjUqUgMDIW2vJ6N8fyejTK2nP8PQqnyyBICJot+buFFu3igGT7czSNBeKDbRoLNnbdmF9Mlh8CpSxPbZ9B7XQIDI1MxCw5clGxVpoURUGSL0uQLwpCTwKVmVsoNZ3TKzVOZnsUsQdag4bRYJyMSfNponEYpAjVw089zjbOgtWklYfkwmD9spRs9FUX/UQNYaqk+wWoKmpLfieR11GEwjgXHNy6xJnGmRKg5HmedL0mzn0Mm5LkhMMBbgnGEybvOwN0oZCSzM0oONj1GSoFtdoAoah0jRViImp1OdlpLmIP9ONliorJz1TXtJ0Jk48rF9ityxdxSo+pXk9Iq5D2GYLxCFV3aVoxxa4cDiIseS9/4kaPe5frNB2dhbpJUUDPn1bYzIJ80Zc7p345o2CpboLVJB/L86C40+NX6nJwSBLm4C5QFAU7RtlgSHQE5LM0Zbi3S+trTP6FhdDGmHEN8hzFdli5q8FdhsIg3kXNZM73rqBOZKaoYo84XKr+dsJI4ixFmBYnhwvsFyEZ4MQNyeStBlGmzb1+Eqc6NmMKNAQPLsqHIqitIPIUbf1i9bqTccTmYVbtZ4RmMvcjIQRuW/rK243plthttji4JJlvv+uj6hpKrYYhhjSiBX7k33+JG/tlKZ2l4SgCJYdkxsFvEgM/oV9umaOe4PopE7+IiDfGc0lXAK/XQyAYteUD0X/mMn5hcv70fL2/Ykv2Zpguo+QApbZMcjskK3Lcqx9j8z/9Kt4gppnvorZb8jh2tqkvLMjW7r1LrKQZvdRHLbthl77hu/nWf/LP+YZ/+n/x6tc/REPdx9BsWrUGviJv41bHpkjyOetfAFfxyURCaBYsd2UvnjWU50dMSva8XRJLykpJOebPrNXIhgPE7hfl31yV56/IcvLxDMhrJiyXbh2t0yS2RaqqpKlfgXxjeZkgGxMGDchiCHoVUGllY9JK0+JEdkARjQGHRjmVawKsIJm8YUkmerpxGuwWHREQaTrhxhClrqPWDIQqMO9qkgc2WqeDUFWKokAXZSWTYuKvy/JJkDXiwlCrrtdh7UliexHNsPEGPZplgcIokcfSN3fQFYVUzN9To4OIoVKwaMmk7aK5RpB7pfb9/DX5UXhUrjE0haatc+BF1TyH7etXcAIp9Q22fTj1Kjj9WrxBn6Kwadczcm8Hpa6jr7hkecGnb/R44qystpqMg5wsQIoxHRK/Vl/D9eXvd8vndakhQb4oE+vKzMxktVaTmnwMOF1GyYi+XY4NzP0jID/ak3mol7LbFV4mID/c3eE3/vX/idfvUShjrLA0DbJtOppCS1O4NPw0HVtemPuSDqcbp9HFJZLx1Kh/kvxIVQVhWbQPHPbKsjknabBgL4DZIMrVuddPwjE0KLeXp10ptYxzBzvcI3r6KfmiomA1GNFHDhwHyPIMM9RI7aNMu96WvvJ2bQryTrPJYF0+6NuLkg2qjQZWMaAedemNVd7z0x/lE9cPiHUFRQhqSo04Owry/VKTn8Stu1zwMqntnpjfSo9KJ8ionqC4DsnNTbaKNg+ebM29TnckyJuWzSjZQ6gG/ud2uagW7C+f4PrP/RoADX8dbVI+ubtDY7FccPcusVw2LI01uS0OMwP7wdKlr76CIKAIY2r1BrEmKIqCpjtfIz8JtxhR5D6aWaNWL4+1P6Kv5IxK0zK8PUJD3gt5QwKa5dbIhyOMYsw47dPcK3snhjEU8z7ylWTTOo1XeuQU0bgC+ebiEl46IAnKe2a8XUkOqq+gdSx0VeEEQ4pkTJGplRXyrC4/CBIcV177M40zYDXpaD65orDSb1IsThvepGRTQyvltNj3qJUJyZ5Wh609uRsoQ63rlVyzVc7fcFpt/H6ftj2/4GxyC11oZIfIStiXIK81ysourYafDCTIH2Hy/h3lmgmTrx/SsbuuwZ43ZfL9vV2UZISmFvS3A/jOfw/f8s/wDnoUuU2no0CesvD9aziPLPKlrSHjKOXJs/I8TJK5+zO18pMmu1P1UywlHQpHsB3K3y/VLbBb5Klk9mIG5JV6HSWLSRI5QrMX9hi58l5I8jHmoeqaqkb+JSyfhJcJyKdJzOd+/b/x9O/+JpkYoQWlA6XjEH9mh6TIuTF+moWavDG+pfZ6/toTP46hXCH1HfKSNUyYeaooIBqoiaBXtkOrhUar6Eomnx/P5AHqDfnZorxRBnsRNTUgLAd74x9wIpY3+8ZY9oXt+Ds0shrCParZuW2zSrxOwmm2GO36UOQcOPKBV5pNjHiXRtjlF//MG2g7Bt/9r/6Qg0QeR1NtkqTJkffv+wmDGTa1eXeLZl8+oIdBftwry/HMBO3MGsX2iL62QPOQDa9Vl4zYtk1GZRll1ov4FBlf/Ibv5iCpISio9W6glo1Qw50tmqU7KHsXWS6TtXvxDpar4w1mWGD9BEIE5FFGrdmmECDwcMot9WGQt9M+FD6W0cEq/cTT/ohttajK5/D3GastAIqGPB9WrUY2HKI3mlxPL7MQL1CkOdlA/o02+zl3v00m2zp3MxpJUDbCcMrkF5fx0j55WC4Moy1Cb4wiVERQoHXlOV8qRhSxRx4XVW5lVpcfBpLJq0KVPRdWk0XLRyBYS1e57U67xie6vLpcyi69bWp6m4wMT3VZGFoVkwdQakbV9bozstDzgEa3gzfo07Xke000+dv+Orqiz0mAaZyRBRlDpUBfmN6v46hHx4Cen5BmM9ah8fjOidf4KJMHqsUi9L2qgWjoGDQaCr1tHxQFFIVxv49QHLor8hrlQ3lNPnldVto8eZcE+YUS5CdMXsww+QnIh27GzlD+fnEi12QT6+IZuaYcHJJmKjgdDsIDYr1Az3KKbHCEyfe3yzzUytdA/stG58QaJ+97gM//1gfJixi9BHlUh+ALe+xofdIioWv7ZKZBt5/xaOMcupBGRkk5Q9MomXmiKhRJ2UQT6wRlKaaTNMBsEGdlZ9wxIP89b5ZlXHmYUeQFg92AZksjePrpcuzfBidSeQNPhhKsj9dppXX0+lFvmcms1wk4QQny4wItGzIuh3WojQZGsItaaCwbOn/vOx4hznI2PAnsdbVJksRH3n8QJGi6hmLkoAgO7u7S6cvPOizXTJi8ocekqwsUBwmJvXzkPZ26BG5LKRgn04HIH8sTxo88gX/yEdxgi2JrHbXdJo1jxr2DqrKG/UusNOXkni1vC7dl4A9mWGB9BQWfIi5odGVC0bJ9GKfluZiXa/RoH8ix1W51HuPxmG01lxUfSQDxmGEJ8qLUWQ1FJRsOUBsNLqmX0TGIrg/JygVnbjG5/1vgx6+C1agaXBpBUoF8vbuAnw5RYp2iUGG8Q+R5uJr8TLUrGWEjHlFEY/IwP5bJD8MUYe5xsnYSXdHBarLgeNT1Lhoan2HahqKv1ijSEKV+FoBgb5Oa1iIrbZS7XoczzSnIq3WdbByTpym7SZtFcyiZ/KDHgtuAQlTHsj5cR1cM4pmhMONy2PVQKbBWTgJyp+qnA9q5XBx6M8ZpUq45XpOvSigPg7xrcjCOiLwxpx96BQAD26TZ0SuPqKIoCMdDEA7dNXm9s6F8Tj5+/YATTYuTLbt6P5gyeWWGya/V11hMOgwtn51RhK4K2o4853kioVNxZuSael06URYGOF0OggMoCuw4o8h7R6prBjtbaLpBrdXhpYyXBcgDPPTWdzLY2mSpZ6IEkylNslpm27wJGMQskjddks1NiEcYigT5iUdLxeRVhTy0EZZKlBrslknafKyUcs2EyR+9QZcW5XsUYcq4H5ElOa3TbfLBgOTmTRhuciKVN9GEyW+MNmhlNdxm/cj71VomeV6AmN5MTqOFF+uoyhAvkQuU2mhgl1Ubg72AlXK7fBAk5EVBTW8Rx8eBfMxpO0SzMqwzS+huneVRC7Vlohxi6OODPVK1wFFSRk0bUoGhdo+8Z728afU4xE8HFBSgKzxFhmOoDN016r2rpDs7qO0Ww72Z8sk8h/0rLHVlwnrb38ZpmoeY/CpCBFAIGmVLvWWM5LhDMe/VDZD4cqGxRVdeMyEoioBtNZcNOp5cvHqURlW2fPC1OCEfDFGaDS7Xb5EVKf4zexWTnwN5ISoPpOHuNnpR0PSLCuQVVSU15ZCNrFiA8RaR51ErQV7rWFAUOPGYIh5DWtBQ5E5qtlZ+GCTk6u6UgVtNbCdhqdTafzP88MzYupxs7yIociGcMHnhyvuvES5ypj7D5OsG2Shh+/e/QGS0WLu3jdts4fX7dGomxUxD2H6v9JtPispmoKqR18HonJFe+4CXjnBLLX+ujDL25uSabDQi2dwk3dsjOujj5jFGns7ZGHRqBoOhR5HntJZXqdcbDByT5qLFaC8gS3PZ65KnWG4Dd6m09BgOKIqCT14/4ImzU1Bt2jqaIuaY/CTxWtfrLCcddo0eO6OQxZopk8yzTN45yuQTTFmpFe6jZWAnkOf9o0x+a5PG0jJCeWlh+GUD8ve+5g2olsmFWzUUT0UYdaIbAvuRRcbxbYTaZju5F9G0SDY2IBqjij6KnZPcnoD8VJPPPA11Vd6A+44EY28QP2fiFUApM/h5mFbMYuFBWaYZPPUUjDZYyDJ0RauY/HZvE73QqZcVELNRK8sok1gCrqLKKTeB1kBYQQXySrOBO5BgOdoL5LYSCP2UMM9w9BZxFB55/76fcLc5ZPnRIcv/43uwNZsT44UjUg3AaH8f38pwi4KdotzdROaR1zVbEvj18ZCcXILbmbqc0RlDFBUsnSiBtNOpfOQbi0swvA2Jj7N4Pw2jIZl84xCTdzooQoK+05VJX40+2SBCqekIbf62HnlS7jAyOdtXMxwoQsa2kAyubITay+UiK0rffdXzyEYj1EaTqK2yG64TlCAvDLWq1jhyTre3MBWFlldUFg0ASkO+b6qegdE2oTemprfk8XctCPuIOCUrczX1VF6DQTyVawZBTCR2piCvO2iuwoK2QF5kXFKv89ndzwKQ9Xqke89CZpENI8L+HjW9hdEtLXXzJWozIKvWDIog5frvyJLDu9/1CG6rTRz4tA0oMoteOCTKIpKBvO/iHIIyWTsBea1mQHNNeu0DfjrEKBfaqowyz+fq5PMw5PLb38Hlt76NS294I+/+y9/Lf/7lv8yzr3iUZx9/gviWJFoLroE3qUpyayw0Owwck/aKK+e97gb4A3m+Gkudavh6Phqx3gvYHkY8eXaah1MUQcc15ph8HpVTubwEszBYVzbZHUUslsQJq0mRTuSaGU2+HAGYYUomHx5gxWCmCuQjVH1+yo0sn3xppRp4GYG8blm0XnGBM1sOegDG+XdBDo13nGa0v4VqdLmd3I/W0CTIl74ZxiLEJchrhomiKGSaRT5WKBZKNuzIBIlXDsa+U+IVpl11eZhV7pOLj94DikJ0+TIMN1EQrLqrctYr0C/NrPSGfeT9auX8UH+YYLk1nGaT8Po6kdFEtLLK/lVtNGkMdigoGOyFWLpKw9JI/Iwoj3HMDnHgH3n/vp9wRu9TOxHhvOYN1KmxGLaPSDUAo/1dxlaCU+Tk5fBn1zuaLO62O6SFgtWX3+vWyhbxO6RPnVYy8ru+++tB09BPrjEsfeSbSyuwV1YhLZxnxV1h29vGaZn4g3g6L1aIim0XWhtQIe2TDY/WyAN4YVkJEUlWpygWqpbgNMohFCWT38rqNCyNVBFoWUbRH5ANh6iNBqLrsulfpThIiG4MUZvGXOngbAx3t9F0hYZPxeQBtAV5fTPzHsnkfY+G2ZVDJFwdbv4hWaoQZxIs3VTef3NMPt4nJ5KVNeW5UGpNWtYSw3gPIQQfXv8wII3JsvJ8RlcHxPseqtCwV11E4aEUnTmWPNkB7a6n2OmAzvkTOJNyUkKK3OIgHHJ7fJtmXEqbhcqgJDOjg5ACsJo6NE+hlSAfxD3YkaP0qjLKNACKqoQy+OznyIdDOj/wA6z8rz/FH3z99/HzT3wbne//fgrfJ3xaylDdmomZyfewXJdurUFg6FilzW9/22dUWjl0TiyilFVp2XDEJ0pTslkmP3nPquvVVCliuXuYjK68XNxgdxTJ8kmQTL5KvE4xQK3JEsoUk8Lu0At7LOBi5HJxT4KpKVpRFPR3tl/yGnl4GYE8gPboKfRM4VyUop97C+Y9NtQVxgd7WO1lNpP7MOqCfDQiK7eb+rJOuuuTxxlCCAzDxGpIQEpLwBibPXI9wR/EYLjEuY4QVANDZmNiglSEKf2dAE1XqC24qJ0O2d6+HBbiLrJaO1Ex+XHJPFT3qBVwrVMeQ09aGzjNFv2Lt0AoqEs6aZ4SZzFKo46VpOAkjMq5r0sNizzKSPIQ22hXZWez0Q8S1tRSN2+c4ITXRUEcy+SH+3v4VoaVC+7WN9BrKcz4xU9iqWkxwsHY2wY0Dsa7eHp5q+3HqLrCyuse5J7f+k0a3/D1DHa2UTWNWrsDn/050F1YfohlZ5ltfxu3aZDnBcF4qudOJgF5YwWh1MminqyRbxwF+bBMdKeeQ5bmFIWJbiRlEm8q19yOXbo1kyTP0LOcdHePfDhEadTRF5psBlcBSNbHxy4mAEWeM9zdoTCh4YOpTKUje6VNXuQk4jSMdwjHY+pmF61rIbIYPviXSUWdcVkXrwQFjuZUTL4oCsa5XFxnZRasJq69Qj/e5dXmI3z4dgnye3vkg1sIXYJ82pfva60tEit7xOYC+WC6S1DKrldfWWClLJOdgLybBxSZxSAcsj5apxmVu95CY7Ar77fxfkioQbtmgruArl1HqD4iGJBsyMa5isnPmJMB+B//OCgKC3/2z9D+ru/i44+9k48+/i4WfvRH5ctLJt9xDcy8HM3o1Oia5WKTSmDv7/jsXJc72uUzyyiubDrMR0M+cb1H3dKkNcFMLNSMeSfKHEgL0jLHcDG7yvbIr3bHsyCPbfJPP/NPudy7jNB1NFIKoZKbkskviyZaaQkRjqezeIPhgCQMXvJuV3iZgfy4o9CrxbypdjcIldrrl+htSSC1V04wTE+iuaVef1syC+OEA8XUvU83DJzyAQptedOH2hjcVEoGQhBiSzvSY5icMBRQJJPv7/g0lxyEItC6XdKDg2rs3wn3RKXJR2W368RUazYsV0fVFca9iM7JU3TXTtO7Jhco9bR8QMbJmLycNam5CcPSeGupbqLEOWkWoGkORZjPMTeAgR+zKg5AKOAusTIq9fRDIJ/nGf6gj2dl6JicExtYrYToxuaRY+66BsPCxtjbQyiO/LsykZbshiyeqqGqCvrSEkJVpcXw4hJi7yI89Qvwqh8Cu8WKuyLlmuZkNzOVbIQrj88b5AilThwOywalo3bKUVU6anGw4ZFlOooS03XLBp1SrlmPHTquQZSm6GlOfPMmFAVqo0m91mJP3SNWj9HjZ2LcOyBLUyK7QMshmwHR5tISQToiTJdgtEXkj6lpLSnV/P7/AQdXyDsP4pUgn/spDbNRMfkozck1ee0rJg9k+iqa0aQf7/Kocg+X+5fZ8rZId3ahyNFP2ERXBxSefNzjJZuRvkNgL8j8VBkTJq9rJqcflQzTbZVJ9NSnyC1GyYhbo1u0kjJ/JaYgP+qFjFV5/RECt/sMKw/+HHaa4u3toCpiqsmX2v5Ek/c/8Qms++6r5BUvlgND1JqL2m6TrEtrgm7NwCgHzpuuS0vToSg42L6JXdfpb/vs3ZI7w9XzqwhFQanXKyb/xJk2yiEnyIUZJj9pRsyjlKwvn6NNfZd+vDNl8kaNvCy+eHp8mX/5+X/Jj/zWjzCIBqjqZO5tk4PwgAXqaOU8B38wrXyqyie/xuRfWPSiHgenLO5tPIR/+w8xVpscbJRgfvIEoODpMgmVbMkbwViTW/iJLm9oOrXaGmpDJUykhhZqPlpNSLkGiLEwteO36kIIhKmRhymDnaDyrNG6HbK9Pen3Uj/BidoJ9oI9qan75XDfEuTT/X28j3+8er9aSzZEffOP/STv+jN/nsGWfOid0/LYvcQjKIeNWE7GcMLkawZaBnlpFOYodbJkvoxyECQsFvtQWwFVozuoM1DH5LX57+cPBhRZhm+lmIqFKVLMVkp86zZ5EMy9VlMVgshB90cgHILRAD/OEAUEO6EcGzh7DDvbMoH6u39PMrvX/XkAlp1lelEPvS6PZTb5qpQlpd5+iIJNHCcUYXos+MZlLbwQClc+vQNY5HnIwqRBx9sF1WDd02g7BlHgowtBfE12SqqNBnWjztBN2S/kw3ncYiK/i2TaA1sea3Yw3aLLMsoBSdKWdfJjD1u4qG4Mv/ePZIWO4hKWw2dyP6FpNCsmPwwSFGMPVWisulNwSJAdx/14mxOhvCc+cvsjpHty8bIudEn3AoywQ1akrOt9evYeodkmXJ+CvFKCvCkKzr1b1v1PmLweeZDZeMmY9dE6nUyCsV6vTUF+P6RHVnnMiNYaqrdOzakx9sdz2jfx1Es+jyKCz30O58knq2MZhWlVWaOvrZFMNPkZucZ0XbQwopZkbF25RGvZob/t09sqB/ycWaquX9Drc3lnfESqgbL2fjTvKV/EOVkvItdhrPgoxr6skYcycW8hNIXf3foIqlDZ9rf5iQ//BLoqF+hU1DgID+gWDqgOCJPxwdSYbjApn/wak39hsR/u8zr77YDg4v6HUWyb3oZkAOKUTNANcnnhk7LbQ+k0UGp6pcsbmk7DOYW2alfyQKR52A2tApmoMDC1o1r0JBRLJQ9ShrsBzdJiWO0ulEx+QzL50lf+MzufoZlINjOpZjn4Nz/LzT/5p0i25U1R65h4vQhN11E1nXEvRhQZjWY5zCPx8OxySLk1repZtk0UICtBoqa353T5OM3x4oxONp1S1erbXLFuEWTzwD0uyyd9K8PSJItTF2RFSHT58pFzEI8tlCJH1Vwif4gXp3RzQZ7kLJ2dB/nh7jbNmgFP/yK8+ofBlYnbieVwoEtJyOvPMPlGS/5uL8AsVEQhwf04kE+EQFHk9br8qR2EYpHG3nQIxWgbnAUO/ISuaxCOR5iqNgX5ZoOaXqPnRNzsP3PHz4HpMPJNp+w4LvVhkEzeSwcUSQ2iIYWXoqCi3f4VuZN6998h933Ssggj95I5Jj8IEoSxR8c4gapMk75JJuXFaLxJvjtixV3hw+sflgO8azWse6U5WTO/izDrcX18k936PgiFQSltwFQubIoQpytBfALyIhxR5BZB5nFrdItF5DVyFpsMdnyKXFpL9MjplLXnNNdgsE5zZYWIgiUzn47vq+Qah/Dzn6eIY5xXv6o6Fi+agrxxao243Hl3XQNzwuQdl9zzaeWwffUyrSWH/k7A+OAARXOqwdhKo05vW16HJ48D+ZpJkGT4cVpNh8qjjLQfobQMEKDoB1MmD+QYKLrC79z6HR5bfoyffNVP8pHbH8EX8rlJUzgID2jnNplqI5QWw72pMV1/ewuEoDkzcOWlipcVyOe9mDf0X8GVwRe55mZkQtDbvE19YZFA01DUfXaTNdB10h150YXVwDhZq5i8q9Yx9TrGWo1wnKDZCpqmsbjQlsm/oiDKdUw1v+NxKJZGPIzJ84LWcsnkOx3JrIIDqJ+omNgntj5BK6uTm1RVIcnWFuQ5g//ySwDUWhaj3swYvUDBUUJccwryo3LQdMPMoJBJsIXS9yMvEz6u1pzT5Se2tY1kFxqrFGmO2ze4Yq4TpPMgPyqtkD0ro+O2ALBLphR+6UtHzkExloChm3XiYIQXpayk8vstnZlqonEYEIyGNIafl1v31/5I9bsVV7KcvlouMDNMPq9J4BrvBtRJsVT5nodr5Is8J1FUVA10S2WwG6CbcjhMx9HJ8pz8+kcoTjxKz49puwaRN8YwLeJ1CSxKXTL5gRtzc/9prNcuYT9wtHQUSiYvBNecPgDZDMjXOgt46RCRWRSFhhbI86Ft/zq8+cehuUbueSiujS8Kcj+laUwHhwzDBEXfZ8VZm/vMJF6BbIDpHbB/4xpvPPlGPrb5MeLdHbTFRfRV6WOjCI0oP+DG8AbbjVLD3pjKScHWDlFe0K5PFxBN17HcGsl4iFLYxLnPzdFN2rlcqOurbQZ7Af4wJs8Khkoh5RqA1hkYb9E+exaA+8brx8o13ic+AULgPP549bmz8131k2skG5sUWUbLMTCLiSbvkvseHUXD6x1g12KCYYw/GGDa03tMrTfw9vsYqsIjazPmfWXMdr1O7IaLOCPrh5htF03oksnP5Hvy3CDX4XL/Mm9eezPvu/A+vuXub2Gv9KiKwph+1KeVmaSahaq1GWxPd0397U1qnS6acfyO8MWMlxXIv+bKfQA8tf0FEk3lyic/xsHGbTon1hiFKZm2z054Fm1lhWS3D6oJqo5+okay41EkGa2yptg40yT0EtyaySe/55OcXFoua3BTolzFUI52jwKQxghTIS13ARWTX+hSBIFM2DRWOVmTHiqf3P4kzbQ+p8ene1K7G/ziL1IUBbW2id+Xi0aRJHiFQ83OqemlLp14DA2pBbbK4xruBbRKJiPCAVkyLJn8FLwHgQRNN9qBxkmSHR8lF1yxbuGn85U4k4oF30rpuKVOe/oUwnGInr3I4RAjEHqB6TbIEo9xkLCaKeiWWg1QgSnzbfY+Da/5M5V7H1CVH+7E25iOVsll/W2fX/51CfJnziqcU3dwNPlQa4cYdh4ERJqKYRmVE2i924KioKPn3CtuoQ7XCc+9kyQr6Dg6oTfGsm1Jx5BMvmE0GLgpORnx/cWRWvzZ7+O0WvRKz510fyrXqJpGZsla+bRYQk/ke2hdG17z/5HH6/lotRr9oiA7xOT7foxi7LNWOzX3mUnQQc1vUAsT+js7vGHldfipz2DjGtrCQuVjA5CKPjcGN7AXyuHpMzN4r33gU0QF1NvziUmn2cIf9LBUFyi4MbxBLXfIipTWco3IS9m9JXdbQ6WgUzYYsSifx+5peU1P964dm3j1P/EJzHvvJdV18tJfaTzD5PVTa5AkpNvbqIqgqaQUmoGqaeSeT6cc7ZilkinnuY9d7kAA1EaddDjkkbUm1jHT0Wa7Xiu5JsrKYSEmTX0FYexPE69AnmsEmiR6bzn1FoQQ/LXX/DVUVT5/F3evkBc59cwg1Ww0s81wd5es7Dof7Gz9kZRPwssI5NP9gFfvPsDTpzfIvTFWmvOF3/oQvc112qsnGEUpgT4iKurEq/eQ7I+qzL5xsgY5JFs+dWWBLE8xT7cIxzFWTZdGYWUpozeIiFOBqRxtLALgP34Pyv5nycrOvgmgaV0JSmmoQH2VJWcJVag8vfc07ayOXpt2u2Z7ewjDIL5+neAzn6XWlg1RwTAm2dwkNDvU2wauLo/fSzx6hjyetii7DvcCGmWThQhG5PEeNa1J5E/Bu+8n1PDR0zE0TlSdv1esW0eY/Li3j1AVQiPHLX3wRfME1vnzRM8+e+Q0KIMUvZFh1ppAgTccsJIpLJ2pz41Aq0DeUeG1f27uPSYgv+1v45ZllJc/tcPP/51PMChH6Z1e9qnX6tgTJn9IKx8Mtok1Fct2KpBvLctFqikS3q58GoD91TfL82cKsiTBdGfqxytNvhzYsXn7yPed/T5mt8XIhkIRcprVTEx85dNiGatwKYoU9Zv/KmilC6TvYzZq9CmIRvGcJr8+2kQoKWdnulSLrCDxaujFVephTFHknM9PYigG4c5WZTE8sTjItRHXh9dZXVhEKVLGo6nseOsLu0R5jnXIXdVptfAH/YpU5EWOnZmkJDTLnNPti31gAvLlNViWXkPdRfkZ7d7tqX9N2QtQCIPgM5/FePwx/vWP/o984Tc/KKuIohR3MnP1lFzU4ltyZ1VXUtJyWHjuebSdGkJRCIby9+Q+9e60Fj53aqj+mMdn6uNnY9bCeCLXZKOY3E9R2xaOWELRD6rXAeSZQt8oONs4W/UsWJrFhZJk/fQn/rk81kwj1WxMZ4GiyKu5Cf3trZd05N9svGxAvv8bN0hFxs2HBlhZwkqYc+PznyEOAtqra4zChMAuWW7nbuJdD0pjLv2k/G98e4SrdOnFWwhTJxgn2CXDdkvw8PsxUVJgcrSxiKAPl38DxbtBEaUYlopdlqVp3XJSTahA4wSaorHkLJEVGd2iJRtIykh392h8/bsRjsPgF/9fau3S7KwX4V25SWLUaazU50B+X5PH04gDVE1huBfiFJOZogOKeIeaNq/JD4KEZTEpnzxJsjEm12DD2CFIjmrySt0GAY5Vsu36Ccz77iO8ePFI1Y7SC7EbMUZpI+D3+ixmguWz89vl4WUJss3XfQ/Y8w+hoztVQ5TTMLjx9D4f/FdP0Vl1+c4ff0ialHk+tVYLR6uTa/mcNTLA7Y1LZKqCW29W8147J6XU4hLzDvXT9NsPs4P87Eb5kNqN6XEqjSY1o8bISRGKUiXzj4vB7jY0bQpFQLMh59LOhFH6ykf5Cq7WJlPHiLvfCMgSydzzcFp1BuTEo5iG2SDKIqIs4uZIliHe076rer90z4dcwdCuUitNtMab2zy58iR6b1wNCzEvtMjylNyUcs2Z5hlcLWQcG9Vnbw0tKCI5AnAm3GYbf9CnbkxzKWZukClZtXDeflbeR3NyTfss6A614DoKYAx38eKMMMkquSa4tE4RhvhnTxGORxxs3CZMcvICamYp+a1JeSop5TOHmESdLopGrcbCqTMMtq4jBBSFT3t5oTrW26mGm4S89d5pz8JsdGsTa4OokmuSssdFa5lo+SKqcYA2Q07SVHCgF7x57c1z79Uo5Pfyyx2zkyikqoXdkIttf2uDJArxegd/JJU18DIB+WTHJ/zsLr/a/j2aCy2sNGYh1aqhHJ0TJxmGKYFjYIoxfWOFzE/IyukxsoVfI745whZt9qNNkjAgHCdYJcg7pR43HoRESY5ZBHDYn/3Kb0GRIYSHSDJay05VZqlOmHyklMOoqZKvs3JNEcdk/T766dM03vlOhv/tA0x6rsa9kP5lqeu171qcA/mDdEhoAOMR9a7FcC/AzOVn634Pke1ia3Wi8VST7/uJLJ8EqK8Sb4zJFlVyURyvyZfVBa5TPkCNVcx7L5APBqTb08qBrN9H+DFmM0GUY/fSrQNUBEtn56WAwed/HU3Jsd/yo8de22VX1so3uhZZkvOKt5/i2/6nx6ivLCBESBFEWK0OjlojVo/urjY3pMd6o9Vl4VQNRRWs3CUfdjvY5lFxhWudN3BQygg15H+t0h0TVUVxHepGnUIBo9u8I5NPk4TxwT5JqWlrC13SQ0zeXm2TFRlRfpKa3qJoTnstijiGNKXebjKgIPeTqX9NNGTTkxUm93anID8p/bWMq9Ri6e2+v36TN3dfjRkXjGpl30ZD8As3/jFBbYif+pxpnKHuFPhKgyKO6X32WTxrCbOpkI/iuUXbabXw+j1a5vTaaZlKoeY0SpDfvTUCXSEWTBOvigqL9yF2vohr2mShh5pnsqKplGv8z0sb574l/yYYDWd8a+R51FdWQFWJ1+X3t4uYUJTGY56H4jgsnzvP9rXL1NoaFBHuTPf4lzxw0ogn1uYT/pOYLEr7XlzJNel2aRfStsiTLigx++H0Wo7ilNAQvPnUDMjnOTpSWnv32tcDUM90MsPFacldaX9ro6qs+Zpc8wJCGArJQxb/qfshFp0F3DxGqCZnHn4UoNLkU6vFsn6Rg6QFQDwuHSOFQD9ZI3hqH0Vo7EcbRL4vQb6sOJgMrxjvjykKpCafHmLzlz4EVgvFdVELUbEcmDL5NLHljEjkUG+lELiJVQ1tSMuSO21hkea3fxu558Fnf19+di+if0v+vnVuGUefJl4H0YDA1sgGQxoLFsP9kCLKKCgw/D5qsYciFLKZBG4/SFgpQb6or5JseojSte+wJj/e3yev6ShCwbInTH4V617pMTObfI2uyqYhs5GilLqqsis/Z658cuMzDLY3aDZrCOf4rfSys8y2t82rvuUc7/vJJ3jD+86jaors9FQS8ihBazZx1RpRfrTZa39bAvLCwir3PL7E9/3t19FeLW0X1j+JIgqecl/HQTk0wi6Tek5Xvkat1xFC0NDLQSjdelWxdTiGuztQFHhOhqZomN0l2QA3E42lJfx0SGA/Sk1rIdpTmS4vpbRWt8GQAiXMKk/5QTRgJ1ynyHVOzcwGTrY8UAp0dR292aCum+zdusHrLOk8eVGR+Z2g36OgYFT6p5xtnKXR1gnsLvH2Nld/U1pht84vUSR5ZdIFksnHQUCnNBNThIKWaxQa6IYqd7kFZLaCrgrqs6Ziyw/A9tM0Ol0CTeHscEtKNhOQ//TnMM/fw/ZtCeDBaHhk9J/QdfSVlapW3shiPPTqnCmuy8rd5wnHI+55TC5Ok6qgMMl4alB+l9IO4XBYukrN1NgbR5VcM8vkI1++1/pouoML4oRMK3hl58HpG0UDdE2Soze0XsNvve+3JJPXHex6A8N26G1t0p9IlF8D+ecfWsti860JA21Mx+rg5AmRZvK69303D7/9XdS7C4zChNzqsGw8Sz+wSFWLeDzd2hsna9WNvR9t4A1GpEleMXnD0tAtleGe1EdNJYVwZv5mnsOlX4d73gGrFxBC0HKnJX9qCRpZ3qh2GKu1VeqZi0BMa+R3pzM5nSeeQD91Cv9Xf7FsiAoZ7sqbr7nooAgFR3MYJ2N6UY/Y0cmGQxoLNsO9gNBLiBXQ0hhd9OVhDqZb8aoRCsiSDkWUoa3KhWmWyRdFwehgj9RVcTUXsXABVAMWLmBeuAAwl3ydlFQajZS87HTVB0NCFWrtmcTo7/xdhqlL88y9d7y2K+5K2fVqHqmvF1pGEeWozQa2Vmcc9Y/8/WBfPlDdhTWZW2maWDUpz0U3P8s2HZ7hLAflQAujrMF2SkdMpRwgMvF4KdoOva0NivxoddWwrJHvWxGL9uK0AW4mmmWtfJGdxFAtlPZUpstLj3Sn1cBXBVpW0ChzDcN4SC/eQMkWUMT0sU02PfS2ghApWrtOoxDs37rJoi8B8jPZNbI04bMf+EUAemWp7ZnmGZorNXLVZHj5NrcvDTEyj+a9Engmw0Pk8bQAWBDyPVfsFdRCA1Mex4TNR4b0gZlrElx6EPw9WidWCAyNC/1bMvkaexSqS/Dpz+A8+SRbl2VeJ5xh8rM2w/qpU1WtvJqGeIVBnOYS5B2HlbvPA5DGsux1AvK/e3GXnij1++H8vFyguo4Lk+5nVYAipKWBKlDqBsOxvAdulYPPszwjCxNaSoYWzxALbx+jlE3TccCisyhLYlUL09ZorazS396sqmy+Jte8wDgI5cPUsTo4aUygGZy4cB/v/NM/ilAUOWnGabOiPwsIho2zxIPpzTjp8MzyAD8dMtqXYG7PaOVu02Tck1UEppLBjKcIG5+WnZMX3kXUkVOCWv7U9lUxDBRTkGZTT5gT7glaqXyIlXLHMKms0RYWEIpC8z3fSvCxj1Grq4z7EeNRhkpaLT41vYaf+AyiAalrkg+HNLo2kS/r9POyaUvXSxYzmoJTP0g4rfXB6RLvyIfaPClv6FmQD0ZDsiQhcqROzpnXwl+6Dq1TqPU6+okTc8nX+MpVhKGjuxmZiAAVPRgzcma6hEdbFM/+GoOsRnNlviRwNpadZQ7CA6IsOvI7oUOegHAbGFqNUbB35DX+oA+A251qtBOQD7ev8AnjVex7MT0vxtQUiOQi6pRe5WqpzU9APm3pZEnCcG/avTiJQenBs6MPWXKW0Ba6cyWUAI0FWSuvR6Xe3J0mOfNRaRvt1lAcCXCtfMrkR9kmRj6vKyebHvqyXDj1lkMtjOnvbBFuSSB5enCdf/eTf5FPfeiDPNjcYmdVYCgGK84K7TPynBxc3mQn6bBc86oS1ImvPEgmD9AtJFycMFbRhVGx3kkFmacyrayZRDkxq9UxiXWNe3o3ZZdx7BEOXbl7efABuQtiXq6Z3RHoayerklYRB0SqwcHQo4hjFNdl4fQZVE3j2qc/AcjBOgAf+MImorzeE7thkDuArb/1t7n45KvwPv5xujXZ/SybGeX3UpsmBbDfrwGiAvkv7H0BIylYEimEMzN4/X0MXT43cZlgzj2PVDUxbI3Wygn6Wxv0tzcxHXfOPvyljJcNyO8HpSmR1cHKYsLJzM0yRmGC5rRYNq4ABaOFu4j70y2pUSZf01jebF4J5tZMaaPbNPD6EthN9RCTv/Qh2dByzzvwhXyvxt4fzB2DZhWk8fT9LrQv0M7kQ1wx+bJLUVuQD2DrPe8BITCjPuMDmShz9bgCS0cvmXzYI6/ZkskvSuayc2OEUjZtKVZGViSIGRWm7yecVHvTyhoFnNUWQDW1CmBc6sqBlVd5gNlhD+a99xJenIJ8dPUqxukTCAFJOgRhU+RDwpn6a/YuEeYacZJNJ0IdE1UZpbdz5HeKqVKk0nEUYOjvkx7q6I1HZf/DwhTkVU1HN3TCOOeLtdexP47Z92I6rlHNXXXKZN+kzV5XdGzNJmwo5bm9euR4BjvbqLrObXZl9VSnS+555OFUIqsvLOClU2AwV2Z6Bq5fB8A4fQqjLNGspxJAe1GPsNjFUaZb/MxLyIYx+mpZPtowcftDKAp2r17hymKLVz69xOBgl/f8qe/k3ScucSMbcbpxGlVRaZ+XC9m1j98mNhqcenDhyEBvmLLiFvJeWmARXZlaUU9kyb7Ip0nXSSw/JF+jyvN6dny70uT9XbkgDFry+FfuPn+sXANgrJ0i29sj8zyKOCBSTPZ3+4C0+1U1ncUzd7F364Y85kaLKM34zWd2eOCCzH3l5TAX/1Of4up7vo3ev/t3CE1j48f/EieUeOpEWSZftZZJz49JM5W61q1A/nfXfxczgZMkR0Be11NEnpH4pV+SH5ALHcPWaK+sMtzd4WDjNs2llTsa3L3Y8bIB+YPwAE3RaBgNzCTCU+dvtlGYUrNNTMegUx8xbJ4lPpiRUzoWxl1NEu8SAF7/KMg7TRN/WHbGKinMTOzh4gdh7UlwOozL6gR39AzsluCX56hGTBZOL+zDiw/zD5/8ewCVJp+VIK+WoKSfPInzmlejbV5ltB8QGi1qtellq+m1SpOnLicZNcoBFKGXTCrzUF2HIO2jhVOgHQQJKxxA4yTx7RH6koNtOwjEHJOfgLxvpTjaUedN8757ia9dJ4/k+YyuXMa86ywAabyHqp8jTy6iFDenf3RwlWEsF6NqWMgxMWmI2vK3jvxOWBp5YSJyeT78dFQd6ySyIEZPM/TGvNRj6RDmFpsdyeQPSpCPvDEIgb24BLpeyTUAdaPOuCOodxf5jX/105UvUnU+d7ZpLCyxG+5JJj+pqJph86qmk5lTcmGvTnMR0aXLoCgY587hlPX+biqv5bMHz1KIjIZ6SI8H9DX5HlpNw92TO9rf+MPf5dkTXTZWYvrffYG7T0nicSPuVyV/zRNNKHJulh2z5975aFUAMMfkS/8aJ4tJBo9yQTyIphhoJWufgPxeMbU0mP7xArhLNMoa9k7Sp38whMTH21Iw7rqLnZ0tFFXlzCOPEQcBI0/ee3NyTbno+levQlEQKwb9UjoVZWXC8t0Xqtc7rRYfvbzHKEp51cPy+6a7u2z/nb/Lje/5XshzTv/sz3Lq//6/Sff3+cYP/gz7Y7kYV0y+ZbJbMvJF62Slyf/e9d9Gz8BScgj70+/q76PqOUoeVyAfB/JaT5h8nmVsXHzmjyzpCi8zkO9YHZlETSM8MdNclOX4cSbnRTodOvY+vrVIvDdlq0IIln74EfK+lFi8cmtnH2Ly4bj0slazKZMfbcHmZ+H8O+U/Sz1TEyo89f/K1/j7aGZG6s3PWXVKoKvkmt09lGYTZaYTrvVt34beu40/iAmshUoDBXB1l/1gnzALURqNkslPf2/pkn3ltkuYHaAn0+/TDxIWin2i4iGiy33MCx2ZWNWsOZCfTIQaGvGUyc+Ede+9kGVEly/L7enGJuY99wCQxQdo7psRSpfW5V+egvDBVQapfK/nqheeWBts+9tHfqfYFkVhU0TyfPvZqLJfACk5ibjASLM532+KAqvwCKxlmo0Ge+OoAvnQG2O5NRRVxbrvvup7gBwiMcLnvX/lfyPPc37hb/8UXn86+Wqws01tYQEv8SSTL/Mwh3V5pVm6PaYjzOb0fEaXL2OcOoVimjTbEriKsUAg+MKeHB/ZMU9Ur69M9dbaoFloNYETxuiGSZbnPNYP4Vse5MP7H6Po3yIDbgbbFcirmoKVeyRGHTfr0zy9INm5AtmM4+dE+lDDMeHG+1mMJeBqZW/HifMtVu9ucjlLjoI8wPIDNANZ5RTpKly+RBGOCDbSSo9fPHMX9VJSGw3kczU7Fco4JT9zfE3uoCLFZHAgX6e68hyunJPXSjNMdNPiv31hi7ql8fiD8vtu/rWf4uBnf5b2d72fc7/0X3Bf/Srshx5k6cd+jDNf/Divfvp3yfJiCvJtqxr7d7K2xq3RLW6Pb3NrV+acFK04wuQVPZeDQwK5G4kno0VLTR4gjSKaK380ejy8jEB+P9ina3UpkgQtSxnNgHyl8Vk62B3qyjaB2iHzE9Jeb+59tHJrHZaM/TCTz8qKGlNJISo1vku/Lv974V0A9EuL0mLxMemqWI7906ycbDRfkZOPE1BAKase0r29SqqZRP3rvg678CkQZJpFa23K/lzd5fZYVh3ozSaF72NoBWap6dql3UFsuMTZHmZmV+VxgTemnvn0rr4atWnSeLt0NrQ1+xCT30MIhb7uVxU9s2FekInT6NmLRNeuA2BckNUdRTTAdh2ixjei5Am/+r//ffIskyCvSXB/TibvlEzeO4bJuw4FNpSdu0E6YrQ/1co3vU3UTMU8DPK7X8LCJ1RbLNQMRmHK1iCUID+WIA9w9uf/I4t/btqgVTfqDOMh3ZOn+Paf+F/x+31+4W//VGUVMdjZQuvIv5VMvgT5vflcgb5Q2uvmQ5QZD5ro8mWMclHplDX9g4OQhtngSweyemnFnna7JpseSk2XEovVQrNzFODbv+9P825ngbP1Nm889Sa2/W0u7j/Dht0gzdO54d21MlG4uiDJh1AESs2Yk2tUTVobKGFZ215KmUZDHqPbNPnGH3uUrTQ9KtcALD2IO3gGRdUIDA3n2kXC9T55XGA98QRbVy6xcs+92KU0Ni7zKDXrKJP3bsrdYKQYDA/k6yZMfpJ8dZot0rzg17+4zdfdv4zVbSNME3Why+mf+X9Y+amfkhbEZXT+5PfTf+hxfujzv8zuF75Y5Rq0lslOOQP4ruZp9sN9PnDtA1jl+idBvj/9nv4eimWg5glJiTlxLJ81KddMF+iXenj3bLxsQP4gPKBjdypHxJGY3iCjcGbyu9Ohnl0nFzqx0SC5cWPufUQYI4DA80CAOTMCz20ZMPHNUNNp4vXSB6FxstIfewfyGPLl18D+Jdj6Agw3Ua2MbORTzOjGuZeguHrVBXocyCu2TfuRKaNsnZuCoqu7lbeJUU5kmlTYANRKJu/rDmmxh4pWNbvowQ7D9DtJPZv2t5+vbm5bs+dKKEf7+7jtNn4WHMvkjTOnEaZJ9OyzxFckyzEv3EcqdJRoSGvZ4abVJnvte7n9paf56H/8d3BwjQEdLLd27IStSTi6rFHf9o5h8rU6BRa5l1EkAWkRM5xh8pvjTZRcwchyxKxHyLMfwFJTotyoGmG2hmHF5Cfdroc107pRZxRLgFu9516+5X/6y+yv3+K//P2/gT/oE45H5E3Jbped5Qrks0NM3l1uk+YJoZhWZuRxTHzjRrVzWFqS52TYC2kYDZI8ocgNFu3pvZFse+jL5aJrNdEtCcwNFLT9A7SFBd54UjZafXh4mRtNed/MDu+uu/L+OP3ENPmt1o05uQbAabXJfHmfxeVUKLM1vW698p7q1I5n8iILaXbbDB2Hzq3L+NfleYxOrxEHAav3XKiG1ftlAtqZaWxTOx2E4+CXPQqpauEPyoE5JWB3Tp5CM02cZpM/uLLPIEj4+odXUWybu37xF7n7V34F97WvPXJ4QlHo//mfwNctej/xlxDlx6ptk52SlN27cBaA//Cl/8DdhrQkOcrkD1BbbTnMuxwhOBmrbNgaTrOFbpYS5dfkmhceB+EBXatbgfyAKTgPw9KIy9LA6VJP5NYxtDrEh0C+CAN0RSXyPExHm/OedhsmRREjhIIucinXpDFc+R04/3UgBHGYMizLFPP2Q6Boks2XTB4gPZjuHrJxgjrDftLd3SMgD7D0da+v/n9zZdpyPwu6VrsElbJWHkrDMmCk18hymbxM90PyvOBCOGKUfQfO+RzrwnR34OjOXMfruLdPvSNliONAXqgq5vnzhBefJbpyFTQN4/RpYq2GlY156w8/yIesGOf+V/Hw297Jx3/pP3P1+h7DxKpmtD5XTIaHHPncEhTSfkERDTBUrZKWQA5KVwoVk0MJrosfxKo3CINwjnl2HINoPK6qbw5HzahVM04Bzr7iMd79536M9S89zS/87f8VgMiVnyUTr2VvxJFa+WU+tvsrrKtXqp/F165DllUgv7bo4lMQDCKaRmlJEC/QLElHkRekOz76cnk9rCaaXpbv7exIsrC4yKKzyP2d+/m9ZI8bjjxfsyC/dN8yWhFz1zteUf1Mrelzcg2A22wRDgestW0Odsvig+b0PE2Mx45l8qW9QaNm4DkOJ7av4a9H6F2L3QO581o9f28F8tF4hGuoc8+eEAJjbQ2/bLqzXJegzJtNmLyiqpx75ZMsnzvPB57axDVU3ni+7Pg9d9ccez8crZOr/KPH3g/XrhBdlrsmrSXlmpqpcXdLnrNtf5vXtqUNs6IrR+QaUe+i5AlpaVOeSH6JYamyrLqUaf6oyifhZQLyRVFUmnzuSQbqCZ2oHJg9ZfI62G3qqgS70O4eA/IRuqYRh/5c+SQg/WuKCM2wEGZdMvmbvw/xCM5LqWawG5ABhYAiN+HcW6UuP9xAtSRrmvUzycfxtNu1KI5l8gDd104fwnp3XpOfRK0rATMfDiom39DlOegrLgW75eeHDP2E7y5OozCi9XXz1S2H5ZrR/h61Thcv8Y6Va0AmX6MvPUt05QrGmTMIXSfT69SFz+1RRCZkIu2tf+qHWVxb4wO3zrDbT59TqpnEZHjI4ZgMUU5GBkU6xlG1Oblmo38bULFnJBG8fVj/ONbSXYTj0ZyG3KlNNfnjomE0KiY/iftf/2be+v1/mp3rErDHjrzXlpwlFNtGcZwj/jWNhSVu+5fI3WlXaXRZJvzN8xLkF2smQwricVw1ROXxAo1y/mw2iCjiHG2GyavqGDSNdHOTbH+/sjR449ob+ZxI+JwuqOt1OhNbCuCxP/Vmvu8fvQ2rOTOQ+jgmX5qUfc9rzhCV7Faxp0Rq0mdwpIQSpFGZUGiYKZEmWB3u4N/Oce5eYPPys5iuS3vlRGUlEY+Hc0nXSehra4TlIu426oRVyen0GfjmH/sJ3vInf5gPPb3N2+5fPtaQ7LhYqBl8avk+et/4HRXIq02ZeF2qm6zVpzudx5tyxy4c5yjIuwtoIiNNCoo4JinJ5mSId3vlBIqqVvmHP4p4WYC8l3hEWVQyeQnygWYyLsH9iFxTgnzcPUl8fR7k8zDE0HSS0K+6XSfhNA2KIkLVbTDrkslf/JB0szwn25sHOxIchamShyk89F4Y3IRnfhWtVToBzjC7zEumFQ2eTxEEaEuLR76jnBAlMG0Vc2bq++wg5lqnbGSZlWtKI7U9UUNBfu9kP2D4e+us0KSl/18oy/N16sdp8k67TZInuNrxbMi6cC9Zr0fwyU9injsHQGE1qeNzbV9u711TRTdMvum7vomsEIy9kMbzAPk7MvnJ0PTYgiLARswx+e09qd9a6sx1vPQhKHKstQfI0pS2MQXajiO95O/E5CdyzWGfnse+/pt57Xf8CSy3xp7lUzfq2Jo8/+rCwpwTJciuV5BDLyYRX7kiK2vukpYFiiIIVAF+Wlkb5HGXZgmsk45MfeLoabcQ4QBtcZHwmS9BUVTmZG9aeTW5EPx6vMeZxpk5GUpRlSNkRq0bZONkOlMXWWHjD/q8/8lTtCZ/OzPIfAryxzB53YbOOZqiT56nZEKQJwL3wgpbl55l5e4LCEWp6sYTfzynx0/COLVG0O/Lc9hskJTlseLQrOWPXz9g34v5+oeevyQyMR979pu+F2EMSXc+hdAVdocRi3WTptmkYUijurst+bwojnsE5HG6qCInyShnA8j7YPLMPviWd/Dkt7wXRX1+i8+LEV8VyAsh3ieEeFoIkQshnjj0u58UQlwWQjwrhHjXV3eYzx1VI5TdoShbwyPNqBKuo1KumSReDSXEFCPi1ok5Jl+kKSQJhm6QxuFc0hVk16sQCYpqgtWQTP7SB+HsG6q68X758Cm2RhGmcN83yEVg95nqoZtn8kk1rCGbaYQ6HEII6h2bxuIhh8CZksbGgkzsZMMRq3c3cZoGNVUC7FbhoishfjoivNhDfHSDbXEF3fycXLBmYlaTj3yfOAgwWxJojpNrQNbKgxx3Z9x9rjwHTeoi4Ppe2clZ+tt31AHvXJXMtXPi5LHvNxvLrmyIirN5djmpggAQ+Qg7zedA/qDsdjVn9fiLvwa1FaxVebwu0/dslzbD5h2YfN2okxYpYXbUnO517/sT/Nl//e/ZSfer2n4o5wjMHBNAvbsoex9mPie6dBnj9GkUc8qEE0NBjTKa5lSuaZQgn5bDs2c1ecIB2tIi4RelH8ykDPchvUU7y0jJOTPjYHmnUGs65AV5WSECksnHQYCr5iyXLHsw0/U7qTE/Vq4BWHqARiobtILyPtDOr7F36yar56Ulsapp0iM+GM9V1kxCP7lGUloRtxo10nLXrh6SYT7whS0sXeEt9x4lS3eKpq2jKoK9OKf++nsIfv9fkIchO6Owshh+/cnX85573oNSJvqVWmMe5D0J8poGWS7mQH7C5M899iRveP/3Pe/jejHiq2XyTwHfDvze7A+FEA8A7wceBN4N/J9CiJds6Zrtdp1o8qE6C/LzTB6gru4SOYvEN25UzCwPpa6oGwZZEs6VT05CUWIQJpgN2Pwc7F+uSicBBjs+btNAtTXyMJMP3/mvA0BdloA2YfJFklNEWcXk00M18ofjgdef4IHXz2t5EyZf1+uYZWdiNhzQPVnjT/29N2Bnku3cyBxMJWOc9EhujshVwYH6X0jdo2zH0ZyKyY/LYSFqWep3R5C/cH76/++WkoPuNGngVSBfPbgHV7mv2eN7/tY/5IE3vf3Y95uNSYXNYTavzIJ8dBsrSghHQ5JIgvCwL4/dLpNdpDFc/k248M5K/1XiQHa6Ak09p8jzO3YiTqx2D0s21fEoKjv+Dov2FFy0xQXS7flGLk3Xufc1b+D0g49UP4suX66kmkkUloqZFDNMfirXJNs+Sl2vGpImIK8vLpGVFWN6SSrU4QavD+Q5mdXj7xSTMYCzks3E2sAf9GmVLPQ/fn7aJ3DgxSiCaqdxJJYfpBHJZqL1RhvdTTkQFkWRs3p+Wt9u1esQerjGMSB/ao1EVdANk4WGUzH5IdPX5nnBrz29xVvvXapIxfMJRRHVeEKt3Gmlu7vsjKJq7N/ff9Pf58ef/PFKLVDqDek8C5Alsm/G6aKpkOYKue+TqTaqUki/pT+m+Ko+uSiKZ4qiOGomDt8K/IeiKKKiKK4Bl4FXHfO6FyUeWXyEj7z/Izy58mRl8hRoxoxcM2HyGthTkA+0Jvl4XFU/FKEENsO0yNOjTB5AiBgwJJPvl7uAC1OQ39/waK04KJac8wpIyQZQFk4iTLNyJszKioRJ4nXa7Xo8A3nlO0/z0JvnpZWJfNI0myhlPfOsR0fuB2SKys3QwlDTqtty/dEui8pNivoJDsesXDNhxkp5o9u6feT1AFq7jbYsGaxZMnnDbVEXQSXXOGUnIQdXoXWa5XvuQ9PvAAozUdXKH6qwmdjCAijhDczS+2W0v0+ap0Rlr4Mz8Ue//mGZP7nw9VNrg/G42qo7uVzkn0uThzuDPMCOv8OSM81xmPfdR3ztGtkh35Rv+ot/iQfe9DagrKy5ebMqn6y+k6tTK6BjLaKglkxeAley40+lGpAgX2RoMz7q6uQ+GqzzJl9ezzP158Hkj+l6nTREef0+agpJkfJv//AmSSbZ/L4X03aMI0Oyq1h+kGaZGP7DU/ex9Iohm+Vs2JWZJia73kBE3rGavLG2RqoqGJrO9732LGccga+ZvO7v/TY/9UtPcXV3zKdu9tgdRbz7BUg1k+i6BnvjuNpxj9Y38eNsbiIUQFESSaXWnDJ5v5Tk3C6aLshQSyZvoRt/NJ2td4qXank5Cdya+fd6+bMjIYT400KITwohPrm7e9QP5PmEIhSaZhNTNcn9KZP34imTNzQFU1PnmLyXSm+KiWQzZfI2RREd0eQBiiImz3TJ5AG656EjQS0KUvZujVi9p4WwSrkG4MK7oXEScfIx1G6ncibMJ23Ux5iTPd9wS5mobbVRDANhWWSDGZAPAjLT4upYw1Ayro4+h/LKGldXTJZFD9E8ellmQX7SvFSUuu2dNHkA894LIESlKwurRUP4XNubaPJTJj85Z88nqlr5Q12vs0xe5QBzKB+40f4uO/4OZiQfLttxIc/gt/4G1Jbh3Fsqth56I7o1AyHAKGeH3gnk66V9wp1APssz9spu10k4jz8BRUHwmc/c8fvF167Jypq750HeqhvUEbyq83V896l/DJlLw9Jlgn57prIGoBzkonVm7IAn99Fgnbd7AX/h0R/hLafecsfjmMSEyc9W2Ez8a7xBD5EJcrVgaxjywaflNTnwouP1+EksPYCrxSiKQr/m0DgdsrU9pLW8ijPj3W/XGyhxUNkMz4a+Jpm8IQSnuw5ff3cTu1HjGx5e5T98/BZv+0e/y4/83KcxNIW33Xdnq4w7xWLdZN+LKibfuyXlpdnZrkCFMaLengH5UoJ1umiGSib0CuSN/38HeSHEbwghnjrmf9/6XH92zM+OnXxdFMW/LIriiaIonlhcfP4a2p1ispUKNbOSaYZhKssnYY7Jp6kg1Zwq+Tph8qphQxFhukfZRJGFZJlOUT7wkwYogM1LfYoCTl5oy2HeYdndajjwY0/DK78HrbtQDXeePERzco2qos54YX+5mGXyIKcYZcOpTpgHPrlpsR2qGGrBXnSb9EGVgR+yRA+jfTzI+4lfuU8CZGVz1Z3kGoDmN38zzfe8Z9p4ZDVwCRn5ksG5piYbww6uvSCQvyOTn0nOKYsdzLKMb7S/x8Z4AytSUfMCw3Hh0/8WNj4D7/ybYDiVHh6Ox3Rdg5atk5RNTc9VQgl3Bvn9cJ+8yOc0efuRh0HT8D/16Tt+v+hS2VtwSK5xW3L3dLCbYuayCapuaWVlTYZ2mMkDWqssJ2w0pvr+4BZGbZkffMUP37E6ajbU+lFrg4l/zWBrEw1ptnem6/AzH70uj7HsGL5jtO9CGA4NV6ORSpllc2OPlXsuzL3MrjfQE//YxKti26SWhVbmAnLPw6i7/MP3vYKP/sTb+LF3XCAv4BsfXpX5txcYkslHVeHD6PYE5K25103UAqXRORbkdVOlECrp2CdVbQzrjy7Jelx8WdGqKIp3fAXvuw7MDqJcAzbu8NoXNSYXIFQNvGhSQplML/qEyWtyexWWujxAXuqWiu4ABYY5vy4VRUGWhCiKTqK1MWBOj1+/2EPVFFbONRg/ezCVa6CyF9a6XZLST3ryEKkTL/m9XbRuF6E8/w1WxeRNybTUZmNOrimCAGHZgEC35M0aBz7ZMEQVBbSOgryjOxQURFnEeH8fu9EkKMcKflmQ/+Zvnv6g3O3UCBhQk+Pc/AOpXb4AkHd1l7pev7Mmrymo974K67dkMne0v8ueF2DFKmaWS8Op3/zrcOb18PD7ALAnTH484vX3nKftGIRe6TD6FTL5HV9q77NMXnEcrAcewP/Up+74/aIrl0FVqx3QJFplqezurscgSKiZGpqqEEwqa5aPAfmShc8l7we34Zgd251CGCpCVw6ZlMn331u/yYLSRRgK3//a0/xvv/pFPr/eZ9+LuW/l+FwGAIoCi/fRuB1T93xGicF45LN6ft5m2q43MNMA4xi5BiA1DZzSxmLiJQ+Shf+Fd5znL7zj/LF/93yiWzPZH8eSZOk6wdY2iFNzs11B7o6FZSGcFmQRJKF0oAUJ8tYNGEE89Eg1m5r9/HMDL0W8VHLNLwPvF0KYQoi7gPPAx1+iz5qLIghACCJVZ1zeDKMwlXo8gGaC7lK3JJtITt5TgXxRJuxECWSKls69dxpFFEWOECZe41HZ4Xp62kG3cbHP8l0NNF1FWKoc2pHPLxSzck1WyjUT5nSnGvnnisNMXmk05+UaP0BxynI+YwryYlROjm8cz+RBer+MDvaqRijgeTHBKiwJ8vXS+tI1NCnVwAsCeZBsflIrvxfs8UuXf4n/+SP/C6lIOTAGZGsXUIsCW80Y7e2x6W1iRwpGkiJ2Pi3LXb/hH04XW9NE1TRCb8wPvvEc//g7H618ie7E5L+cJj9ZhJbceanAefxxws9/vjJwOxzx5bKyxphnwu3Shri/FzAMk2o3mk4GWhzD5PV6WbkyuyserEPzznbOh0MIcaRWXtV0rFqd/fWb6IqBsFS+44k1XEPl33z0+pdn8iA9bEQPKw3YDOSCcBjkDbeOXqS4ylG/foBUVVFLuWQyFerFim7NwI8zgiRDW1wg2ZHy8RG5JvDlbrU854SDGSa/gGbL8xDt9ck0G8P5MuflJY6vtoTy24QQ68Brgf8qhPggQFEUTwM/D3wR+DXgzxVFkd35nV68yD0fYdsgxFzitT67/XM61B35wCWLZyuL1wmTZ1LjfGhY98SjBGHiL70F/uxHqwHMoZewe2vEyXslo1YsDQrmJuyAHOidHhzIeZ6jBGGp1VzSbHcP9QXo8SDZpUDQtctJRqVJWXU+ggDNlQ9CbjrV99C8CcgfTbxOyjKDNGC8v0et262sh5+LyR+J8iFoIP/W1tWvCuQ/t/s53v+r7+etP/9W/upH/yqf2fkMiZazzib/9PLPAFATAaP1Z9kYb1BLDMwkQdn/Arzmz1be5iCBzKrVCcdTwI5Km+Evq8knz83kZ+UaAOfxxyiShPCpp479u+jS5TkjtEmYMyMnh0FSlU8m2770rJnNGU2YvC1JRUUWiqIE+dmN9ZcPtaaTDY82RO2v30IXJqqt07B03vfEKX7l8xv0/eT4RqjZWH6IhhigpDG3/BaqqrJ4Zv4+UGx57p3i+AUxoUD1PIokmWPyL0YsuJNZr2XydX8PQ1VoOfPST+EHJci35A/CwTTx6nQwHPk+0c4BqWZhHmf18EcYX211zS8WRbFWFIVZFMVyURTvmvnd3yqK4u6iKO4tiuIDX/2hPr/IgwDFdaiZGuNKrkmr0jMAnA6WDZquEDVWiW/epCiKiskXSskOxPEgL4SBN5i/CTcv96GAtXtbQAnyMNXly9C6HUhT8sGAbBRXlQzwlTF5R3f4Z2//Z3zH+e8AjtPkA4yafBAmNbtxEGAHZRKzrK7J84zI98jStGLyfuIzOpCWBpO6+RcE8qVcUyeYtqkfXAUEtL98lcdsXGhfoBf20BSNH33lj/Lz3/Tz/Ob7fpNGt8WZs/dwOZOLlqbCaPNmyeRV6UDpuPDmv3TkPQ+DfOiNUVQV3Tq+gshUTXRFf065RhXqXEcpgP3YYwDH6vJ5FBHfvHlEjweqwSHBIJZMfgLyhytroBqCrqgRaruNcUaazeEfQBq8ICYPoK+6xOsjimTKqN1WmyQM0BUTraxI+r7XniHJ5MJyxxr5SSw9UFXYXBousHT61JHqqqIkItYxvQhFnhNnKXqSkmxtvehMfqF8FvfGEfrSElp/n8W6ecTDKA8ChDML8n3J5M0mqDp6uVhEez1S1casfZnF7yWOP16x6CWI3PdRbAfXVI+XawBapxHRmHrXIkpaFL5PurNbMfkC+ZAXh6YRzTJ5bzC/ANx+to+qKyyflYxq0o0pK2ymF7ka6L2/TzaKKx/5Is9J9/fvWD75XPGmtTdV/19pNshnJuAUgY+5vIymCALFRRUZUeDjRjskQkd3OsRhwH/8//4EO9dKLxVF8CeUU3zgw3+VeDwuLQ220ISGobwAVlLKNQ3h4cxW1jRPSdnsBcRfeOVf4Icf+eEji8zCDzzEoqHyE5//G/Cz/wuXTWiOYzb6NzgfaZhJhvLIt1bHMnd4tVol0YDU50239pzDHGZNyg7Hjr/Dgj0/ng9kQ5Rx7hzBpz4F/NDc7+Jr1yDPj2XyE/vpzIsZ6ConW3ZVWeM8fqh6pFxQRTTkrv/8n1DbZSnloCxye4Egbz3QxfvDLcKrfex75aI1Sb4ailXZDJ9brPHWexf57Wd3n4dc8yANXT5TXmZw19m7j7xksts0Dw2SB4jLwggty0nW1190Jt+dYfKri4tYwz84osfDFGOOyDVlvk+vWUBBeDAmc6w5k8M/jnhZ2BrMRh7IrVTN1I5PvAJ88/8B7/3X1DsWfiFvqvjGdfLyJsootetwfph1VCZ1Nd3GP8Tkb1/qsXKuiVrONJ0y+XldX1so7Wf392W3a6nHZ70eZNkLZvKHQ603yMdjikx+99wPUB2bhZrJoLAx1JzY92kkuwz0JQrgg//8f2f3+jVe89738/r/4Xs49fbXc2ltTOfhe3nore/k3te9sfKteUHTbCom7880Ql2Bzl3P8Ud3+F6KeuwuQm2YKJbGA2dlG4amQJprDHZ3ECCZ/D2vP/J3cByT9+4o1UyiYTTmTMpmY9vfPiLVTMJ5/HH8z3zmyGzYSWXN4Rp5QCY/BYgwY+DHNOxpZc1c0hVA1cCoyYaokyenDHdYDh0/JvfyXGGdayEMhfCL0+5st9lCQUVVNPT6dLfzQ288hxBw18KXAVx3gcaMqRnLRyW7rBwWrh0D8lHZB6FnOfGtWy+JJg/SbE1bXMQJPVbso/d7HgTyc2dB3tsDRz7bRl0ek1/mNIyXaeL1jy1yX174mqkxilKyvMCbDAyZhNMBd4Fa18IL5SmIb9ygKOvks1yCfMXcy5j8227U5ph86CXsrY85eaFV/azyVTkk10ycCbOSyU/kmqoR6qssI1XLSUYTXT4PAoRts9Qw2c9sTCUlCny6+R6+ucSnfvUXufixj/CG7/o+Xv8/fA+vee/7eeA938QnHuix9u1v411/5s/TXjnxnOZkd4xyO1sXwXwj1AvU459PqGX1xxuWJdi3BnLxNNNMbq2POzy3Xo37A6nJ3ynpOomaXmOYHB0IDUcboWbDfvwx8uGwAvXqMy+XlTVnzx75GyEEialSL2BzGNKw9Crpqi8dA6hWc77NHqQeDy9Ykxe6gnWhTfDMQVU84LTa6IpktuoMO33dPQt89q+9k4dONo99r9morZ1HQS50/frRY4rLfJAa+0d+N7lWuhAkt158Jj9pitub6Xo9zdHF5mjitS+ZvCsJmtGQxxT48nt+DeRf5JgkRWqWhhelVfL1uLrZesci9DMy0yG5caNi8kkmXzth7pOIy3+7rfock9+41IeCKukKUyZfHGHy8kZIdnvS0mAC8l9BI9RxoZRj7vIZkFdsh6W6yV5iYYiEYDxmudhnPVzg937u33D+Va/jyW95b/UelSY/4ynvJ/5zNkIdG9aUybumJvXhoPeSgLximgjDoCxs5c2lk4AcGHL84mTV3CNyzZdj8s8l1+z6u3cEeecJae3kf+qTcz+PrlzGOHPmSGXNJISt0kBQFNCw9cqYTDvM5EEuqrNDLEDKNapZAdALCev+LvkwJrktz5HbbFUgLw7VsTefpyQhVh6moUdYasKt9Oh3CCfvH3pHfjchWVa7LRfHonhRmbylq9RMjf1xTNGR5+tEenSxKSYVa3NyzUHF5Cc++5Ei/2scU/P/RxkvO5CfJF5dQ2McppWXfP2YE13vSMaenb5/jslHoQYI4jsw+Vq7Mcfkbz/bQ9MVls9Mdd87yTVqswmKQrorGddsjTwcb072QkItuwez4ZAizylK+WqxbrEVGRhqSjAa4qQen/pSQnvlBO/6s39xToaZra6ZxJ285J/7YHTQbBZ0mXild03+/CUAeZD5CDuW1/uU/SRQyjXuHUDerZOEAVkq/+a5zMkmcSeQ9xOfcTK+I8jrJ0+iLS0RHEq+xneorJmE5ho0y97Cpq2T7BxTWVN9oTsw+eZaVTr6QsK6rwMCgmekZOO0piCvHNOR+rxi6QHO1nqcaQy5un8UyP2kIFRM8uNAvpRrnIUlomelm8qLyeRBSjZ744iRK5+jpWN2bZPdMboFmnVEkzfKweRRWdZsfo3Jv7iR+7KEsmZpjKO06nptHAfyXQny6cl7iK9LJi8si8hLUTXzCJOPfB+hKNQ6tbnqmtsX+6zcPdXjART7eLlGqCpqp0PWK7trJ5p85VvzVYL8RK4ZDCnKUYaKY7NUN9mKTQwlI+jv88Hb58ly+Jb/+a9gHmJDs3Xyk/DSr0CuAbAanLQS1tqO7HSFlwzk1UYTw5N9EtsbksqbyaHRf7OHVjVESaYqB4Y8R0MP5TDvYzT5qkb+DiAvhMB54nH8T31qaogXRcS3bj0nyFtNswL5hqVJO4PDlTXTFx/D5F9YjfxsqK6OcbZR6fJus40xAfmvlJ0uP8DbV67wxNqAq7tHgXwcpYSKRR4cPccTkuWcOEmyIXsrX0wmD7JCaN+LOCh3oe3gGJCfJF5BnvPhpqxgmmjyLUkUonLYy9fkmhc5JkmRujkB+Rmb4UMxYfJx55QsowwChGkSjhNUwz5Wkzdth1rLIgkz4jAlGMfs3x5zcmayEiAzgKo4IteArLbIytmRs3KNcJyvmpmolVwzqBw5hW2z3LAYFg6mkjLa32crbPCKt72W7smjuujEhGwW5P3Ef+FMHsBq8pazFn/lG++f1si3z77w93keoTYaFOMRtVabOPBRFAUtz58D5KfWBkWeE/rel9Xk78Tk71QjPxv2Y4+Tbm2RlgAVX70qK2uOKZ+chFHTaZWPacPSSHb846UauAOTv/0VgzyA/UCXZMsnPQjnmLz4SoGrHCCC4XBtzyM/1CzoRSmBapF4R8/xZDF2Tk2/z4vP5GXX646wSIVC3R8ceU2VeAV5zg/KqrQS5PWy1DUum+cM+4/X1uDlB/JVCeU8kz9OrnGbBkIRRLVFiiiSbN5tkmcFumkTB4c1eQ/DcXGbEpj9QSz1eOb1eCi7Bmf9a2ZCW+iSe/K4ZhOvXy2LB9nxClKumYD8RJMf4WCo8nie7N7izONH510CGIqBIpSqAQq+CpA3G+jJSE7oObgqqzyMF5d9TUJtNMgHQ+nXjrQYFoC4oyY/tTaIfB+K4nlp8mEWkmTz4/Eu92VC9U5MHmRTFFBZHESXS8+a52Dyiqsj292gnQmK6JjKmknYLQhmQClLYLT5VYM8QPDFfZxGC0OVxEj5Sv1YygEiqlkjSnNu9+cTm+MoJdbsuaqnSUR+mRs4O63OerGZ/EJNOlHueAk9q4496M39vohjSNOqi1yCfEleHPn8qpoCRV7JNV9j8i9iVBq041CzNLK8YHcsGfNxTF5RFWotk0CVK2548SKpI8HasJyjck3gYzoOTlOyGX8YcfvZPpqhsHTm6DZfWNrc4IVJqN0FilgBMa2FfrFAflauqYyUHFldMywc7q3vce/JgjcsXsdeOH3sewgh5jzloZRrtK9MriEst7wvUWXNJJSm7PadjFazdLmA3lGTn3GinFRuPB+5BqZdr0VR8O+f+ff8g0/8A+7v3M/J+p1LFc0LF1BqtaopKrp0Wc7DPXPnxjDF0VGAGtD05b30nHJNNIRJmeZwAyi+KpDXujbakkP4zD6qpvHo275RHtdXk0x8+0/Re8UPA3B1b363PI5SUt2uRvvNRuR5GLaDeWp63774IG9y4EVsD0MOrAZaf35045Q4zYB8UC4EJZMXQqAWKWk5f+BrIP8iRuXz7NhVXfZmyRSOY/IgdXk/laCd7e2RlBlz03GOl2scF7cEea8fc/tij9V7WscOBVBm7YZnQut0KDINxdURpf/2i8bkLQthGOSj4fR82DZLdYsRDqfcAW9evEyOQqN71NJgEodHAH5FiVeQtfITCeHg6ldUI/98Q62XIF+eR0uTC+jz0eQnzPHLJV5nB4ckWcJf/4O/zt/9+N/lTWtv4mfe/TPoyp2rTISqYr/ylVWFTXTlCsbZM4g7VNbAtOu1hYI7lLsHbfkO18FqAoUEepgpn/zKQR4km4+uDcj9hM6ifC/xlSZeAR74VtqPfzsAV3fntXcvSslNl2B0VAuPfA/TdTFeSrnGNcgLeHZrxNhtkh2yP5+VQIFphQ1UIA+gIZ97QYGm//HC7MsK5KtVtqyTB9gYyOTjHUG+YzEe59WDlpYJF7PmViWTk4h8H8NxcEq5Zu/2mIMNb64+fjYU83i5Rl3oguagzFgZv1ggD7KMMhsM527IhZrBCMl66tEWu7RwrDuDy+wIwDiLSfP0K0y8luwyHIK3+5IyebXZIB+NqJXlb6ZQEIaBuMM8zVlNvmLyXwY0JiZlN4Y3+MEP/SC/cOkX+KGHf4h/8tZ/8rwWQefxx4kvXyHt9YguXzriIX84Jju9RVXFHMQo7h0qa2C+pA+mjVAvsEb+yNs+0IEcwos9ijBFmP+/9s4/RpL0rO+fp6q6q6t/ze+5H7u3t7d3B+djuRzn5biAD2xj8IFPOLFIdBFEBit2MEg2wijm4j8igiwhIWGQMEhWYhkEGDkBgxMlii8kCCRwjEkM2PgOzmf77ny7t788O7/755s/3nqrq3t7uqe7q6e6at+PtJqZnpmaererv/3U93ne53Gj4GRa1qtFaiXvpuTrbqMDfoV2sxFN+DIc7u1RKldwlpZwwufOKSfvyQM8e2mHw/oq7UGRN3fH8cSrodxrZ+GKvpsquJ3JNhDOgXyJfPgESBBEAyou3TjsDQwZQm2txN5WA+/uswC0wtvxoFa9KZJvhpG8X/ZwPYfnP6crKm5KuoZIfDpUDG91DcdfIsxh0W026d64MXONvME0KTPDDZygjOc6FMrL0c9ckfWRF1/gBRy09O+bDpTTJV5Du2bO5ZMQ7hFQimoYjZfEOTKKB/CDMohwuLcztjmZwdg17/uT9/HFa1/kFx//Rd7zyHtuamVwFJEv/5nP0HpxdGUN9DYdffhtD6GuHhztx0N/LxXotTSYcLfrIMXTNZxqgYO/u0b3sDObVRMiIpzbqPLC1f5IfrfRwgnCzUQD0XxjfzdqO1G4S79xHWXFTYvZ9fri9X06K2t0vvEN7cOHRK8p83fN/7m4vc8BN+yiWfCGjtE4UfIl8rFEYy2K5A+Glk8aaqsllILOGd3ytBUOhijXqzT296NyN9CeoF+uICJUlotsXz3E8102hvjxoJNT6ojEq5TqiKvfADpjZrtOimlSFs2iDJNEq/UqDdGJsy1v9N8qF3qefNRmeBpP3l/S5WVXwimR84zkw6RzOWyp7HdBRoiAOA6lSpXD3Z3IrhnnyZtIvl6s87EnPsZbzr1lonMsPfQQUiiw9Z/+Myg1srIGenZNXQmtV0dU1sDNkfyNl/WQnBkT3eIIwWvWOHzuG3T3WtFu7lm5d71yUyS/1+jglfVr8GBgZGJjby+y04qn9RtX0nbNRqyZmIR9pMxudNC9oGDAkwcdxcfmQJiYMu2pUJA3kY8SjeW+SH7UlBhTRtm6TXvFTa+COEK5XqPbadNu6XdxpVSYeNUXVTlsA3vnfUu47vD/RicYHsk7K6uIXwelb0fbCdXIR8df0lUmaiBJtFnz2Q0tm+3i6PYJcU9+5kge4JXP648rc/Tkw6TzUlBm9dRdrOIcuds1Or2wSZkpz/PHlFCeWz7HB77jA3z8yY9zfv38xOfo+D6l8+fZ+/M/139vTCRv7JrWxV1dWXNU0hWGi/yMfnx06AdXUY0OjS9vJRLJA9y7WeXijUP2Gr3XyF6jTaGi32hvjuT3IjuteO5enGr1yJ3C07IWE/liOCEqbtkMTbxCnx8P4IX/RVbkEyZeTWLGh+0P9q0ZwGyIaizpJGTLCShVC5GYG1++1ThEdbvRxqHKsr64jrJqQNs1qjlkcEhtBXELqHAMWq9vzeRzKYfh1pf67BqTJLotrLAB2PePrueGfk9+qjbDBvMiuPh5PV/VHy2is+DUtDh4jSY//su/wWpbjbRroNek7HBvF7dQoFAc3R3TEYenHnhqZKnkOMoXXqs/KRRGVtZAmOB0hMZXteCNtmuGifxsfnx06PuWkYKDanWnL58c4FzY0OwrsQqb3UY7upu6SeTDO2mAtXf+K85+/HcTOY84y0EBk24o36FfI63Ll6Pv9yzhAU9+UOTDZGvao/8gZyKvYonXWmx82CiRr66GvZ9L+klqOiVKlUIk5saXNx+jSD6ssBkl8k7JHTo4hNDXVWFpYTucQJO4Jx/teNVr2ayV+EZXi15jxKYd6I/kpxoYYjADzy/+zVytGug1KTOTsaJGUiMwIq+bk422apLC9Jf3z96NFI6+y4Rwv0XZo/WKDgi8iSL52TZC9Z1HwcW/X1/rg31rpuXchn7D/3Kswmav0aZU0+s4iJVRqm5X30mHkbxbreLfP/2ov6NwHImGn9RP68CvL5K/yZOP2TUxCkUj8ul3c8+VyPcy373EK0DNP/qF5BVcgnqRfQlbDqsiQbWghz/TE3cT0RdDwbzzvmU2z9bZOHN0ZBr1rxmolVeHOrLv7OppMlEkv9p/oUyLqTLp7u2B40SVQ5uxSL5TObp8Euirk59q9J/B2DXNnfmLfLjbtxNGgLqR1Bi7ptKza8YlXZOiHIr8sPbCw3DKBVDaunFHTRny6+hmM1ta6Bs3giaArQAAFGVJREFUEhN5gOBBfX06CdV9371WRoTIl++GHWMrtRqI9EXyjQO9Wc0vz/85Wg//j9dObYZ9puJ2zaAnv6w/Dkby4Wu/mHIvecjZ0JDIniiXKRddRPT0s1GRPGhffm9f8O+/n5ZXoV4t4IdzGc2GqMFI/r7XbnLf4OCGAY5qN2xmZ3a39W1g++oV3JWVsVHdcTFVJu0rV3CCIKqi0btew4tzabTIJ+bJm0ge5lojD/GWDrE2y0e0GTaUqrrd8HGakyWFu7TExnvfQ/Btjxzr502p7cgoHnTirxTuS7hhyidnq6yJU3pgFZxeMnjm4xVcTq8E0YaovWa4Oz0o0qzW+kU+rH7yE060DkO3HN5hc7lMc32ddsyuGcxzESzrj+X+u/DSbevw9W2CzeW5n+848hnJl/Vwi2pRX4yjEq+gRX7n+iHn/sunaLqDnryxa/SxB5t5jeKodsOdHb2ppXNNj6xLskYeelUm7UuX+kRuo1ZiW+l1ectjRL6gRb6ruj1PftJWw9BfRzznSF7KZfC8nl0TbyR1BJHI72yP7VuTJOvvfjeVx77jWD/rhNHgSD/eYPrXTNlHfhRutcjGOx+i+p2jr51JOLdejTZEmSE/Fd8jGBD5w7AD5UmIvCmj3KyV8DY2hto1UtK5PMqruhdP/Y6+Y/jry/rj0nxaeExCvkR+4FbKJF/HRvJrJXavN1BdxeFui6DSE/mjIvnjcFS74c5uE1SH9lUt8p0rVxPz4wHcuvaWW5df7RO5zZrPn3a/lT/ovI7amBeL6UR52D5Mxq6B+Yu8SN+MWzMlbBRBtQpKcePKqydm10yK2fw0mchPN/ZvHP49S6Mtowk5t1HhK1f3UEqxG1bZVHyXoFbncKfXh8e0GS4lvPlp6DmtVzm1HBAU3VDkeyWUpsutmHLJYAXe8Wl4+Ef6jlEIdwSn3WYYcibypouk2eFofPnj2DWddpety/uorqJULUTe+1Ge/HHozXkdYtc4TTrXdF+M9tWridXIQ29wSPvSq30it1Hz+R/dR/mZ1k+yFIy+uzE18fvtffZae3iOR9Gd4sUdt2vmWD5pcGu1/oEpY54vY9E0Dw4WVuSNPTLWroHe4JDtr4Pj6YqmBebcRpX9ZodL24eRyNdKHkG93lcnb5qTnYSl9u7X38t/e8/jAHibm312zdBr6q5v143XYngF/dpPu28N5Ezk9e157z/btDaoj7NrwjLKy1/T2fygWqAYHmcukfxOEyl06WxtoVqt0K6ZbexfHFNl0t3dxTG3lWgP1Ij7cnm0YMd7yk/dtwbAcfXs0fJaz7+cI87SEp3tHb1LsdXqdQs8gnhFzUl58pPiLvngyOR2Tf1O/f+/wNwbllG+cGUvqpevFD2CWn3Ak5/89TctRc+JJl15Gxt0rl9HtbTFepyKLYCCvzjVNemfQYJ0B6opase1a8INUVdeMk2qCjiOSzEI+jx5cRwKfunI4wzSE/nBSL6FUwpny770EqrRSNiT70XPg4nH2+o+Nw5aLI+J5OMiP9XovzilJS04J0BUPjrYSOoI4iJ/UiWUk1K5cBvFu+vHs0lKyzGRT9aqmQemjPKFK7ts1vVrq+J7NGp1DnZ3UEohIr3RfyeYNwEdyaMU7WvXKNx+ezRpbezv+TaSnwvd/f0+UascN/EaRvJXokhev5iKQVmXbtEbGDJJsyEp6MEhwzx5pxrOkX32WSC5GnnoF/nBxONmTa91eUxpVzTntbU/3RDvOKcvwD3fM/3vT4DuKX+jr8XFKOKicdICclyk4FK885jnFvfkE/bj58FtdZ9K0eXLsUi+6utIvtNqRU3KDvf2QIRiabzAJom30b/rtbs/vmILYGk9wPGE+trxg8J5kf7bTIJov6wXcR438eoHHsXA4+pLpn+JFkC/3OtEaQaGTMpgu2HVUXT3WhTPhInN5/4eSK6lAfSqTGi3b4o6Nms+IuPf+IyoH7QP2G9POTDE8M9/a/rfnRDTUz7atDLGkw/ikfyC2jUTESxDcxfah5kQeRHhno0KL1zd49yGvsYqvsdOuHv5YHubYinQzcnK5V7C84S4WeTHV2wB3HHfMu/80HdH3nya5C6SH+bJjxN50JZNM7RVglDki7Ge8odhL+tJGZwO1d1rgQJvLZwDaSL5JEU+rDIBbvKkH7l7hUfOrOCOaRV7k10zi8ifIKanfLzFxSjiPvyiRvITYUpWu+1MiDz0yij7Eq/Rrlfty+uWBif//Hibei+MSb4eJ5kf/e4CCDzkTeQP9vuegJ7Ij99kZCwbxxUKYVWMX65Eidfm/v5ENfIGGYjkO+FGqMJtywAchlPnTcSQFEbkBz3pH33sbn7/3d859vcTS7yeMO5SHTodOtd02ds4/9T1vCjJvqiJ14mI70tIsEZ+npzbqPD1rQOu7zZxHcH3HIKavn4jkZ8yyJoVb20VRKLWI8dNvC4SuRJ5tdf/BNyzXmG1UhxbLgi95GupWoh8dz8o0zzo9a6ZJrM/GMl3drXIu+s1xPdpX7oEhQLO0tJRh5gKJ+zIeJxby2FEnnx7f/rRfylgykdbr+pe/+MSr9BLuObCrukT+eR2u86TcxtVlIIvvHKDStFFRG4W+XBgyEkjnoe7vhbZNbpVhhX51OgeHPQNEXjbI6f4i6ffSHHIaL5BjMgbqwb6I/nG/r4eMjEhzsDgENPSwKv7uGu6F4i3PnqAxzS4NSPy012QkSffOpg98XqC9Hb7apE/zuQgE8Hnyq6BDNk1+jn6wte3o7vvIHyzNrXyjb3dVCJ50HfZcbvmOIHDIjGTyIvIL4nIsyLyNyLySRFZjn3vaRF5XkSeE5E3z3ymx2DwCRCRIydCDWLsmlJstFrck5828XqzXaPrbZ1qAS8cOJ2kH284ypM/Lpn15MM7mNalS8Dx1h9UqxT8Eq6XfjOpmTENs/x6v+AvMCbhuttoR8USpXIFEYfDXS3yhyl58kDU2kAppfN+CQ8PnzezRvLPAOeVUg8Bfw88DSAiDwJPAd8CPAH8uojMNQsRPQFT2hNxu8bglyt0Wi3azWbfwJBJuCnxutNEfBen6EZdJ+ch8saumTbqKDgFPMdjq7FFR3UyI/Kmp3zbiPyx7Jr6wtbIT4wR9oxE8QDloscdS70aeQindtVqMU8+vUi+sLlJ68plvcGu251aY9JiphJKpdSnY19+Bvjh8PO3Ar+nlGoAXxGR54FHgb+Y5e+NPJdWCzqdqd9lo0g+tuHEJFr3tq73DQyZBCl5qIYeHCKO0Nlt4tb033DXdXvS+UTy+sU+ywUZeAFXD3QCMyuevNntazz544j8hSf/KTvXroz9uUyQQZEHHc1fvHEY2TWgy1sPtrfpdjo0Dw5OZLfrMLyNDTrXrtMNp4fdyonXdwD/Pfz8FPBS7Hsvh4/NjW647XnaJyCoFaiu+qze0buQzEW1ffVK39eTMNiJsrPTxKmFW6ZXQ5FPcCOUYVa7BrSwG5HPSiRv1t2eIPF6x/3fzDc99rq5nteJUazonjUzDu8+ac6tayvGbGAE7csf7GxHGxJLaXnym5vQ7dJ6WXf2zFridWwkLyL/E7h9yLc+oJT6o/BnPgC0gd8xvzbk54eOLReRdwHvAjhz5swxTnk4UZ/nKae3iwj/8hf+MRKrHzce/E4o8pM0JzM4sZ7yTrlAd6dF4c6w3W8YySfZnMzgLs2WeIX+SD4rIu9UqyBCd3e3v1vgrYII/OAvwelH0z6TiTC+fDW2pyWo1dm6dLHXtyal6idT3tz82teA6S3QtBgr8kqpN436voi8HXgS+F6llBHyl4F4ke5p4JUjjv8R4CMAFy5cGPpGcBziU6GmxRkYyG3smVkieRloUtbZaVKq6jFq7hwTr6Ykc5YkUeAFvLyjo5esVNeI4+CErQ2ydludGBfekfYZTIzpYdNn19TqXPyH52IDQ9IW+ReB2V5TaTBrdc0TwPuBH1JK7ce+9SngKRHxReQe4H7gs7P8rXFEDakSfAL8gUh+Gk/eibUb7jY7qEYHJ/Tk/fvuBdfFv/fehM64R/Xxx9l8//spnT8/9TECL2CnpVs9ZCWSh5hVdauKfAYxZZQVv1efYTpRHoYin0adPPR2vZpI/pZKvAK/BvjAM2Gd92eUUj+hlPqiiHwC+Du0jfNTSqnOiOPMTHfPRPJJinwYyV+bwZMPepF8d1eXT7qhJ1964AG++S8/O5fIwCmVWPvxH5vpGPHoPSuJV9A95VtkL+K6lTm1HPDGBzZ59J7erNSgVqfb6bAT7l5OrU5+bQ1EaL5oIvlsBQ+zVtccOYlYKfVB4IOzHH8SoqlQCb6wBz35meyaRidqaWAieVhsITK18pCtSD4qH83Yi/FWxnGEj/7Yt/c9Vgo39G1d0hPU0hJ5KRRwV1ZikXy2rqvcZKWixGuCL2zT1nS26hpj17Sj3a5Jjk+bJ1kV+STKRy3pE0Qir9N5aW2GAm3ZdG/ocYSSsesqNyKfROJ1ENfz8Hyf1uEB4jh4vj/xMaLBIQftXt+aWvZEPiuJV7CefF6IRP7Vi4g4FEvp9WaPNxCctoIvLXIk8sfrHz4pJnr3y5Wp+suI54AndA87uqWBgFPJxvZ5I+xFp0jBycY5Q6x8dIGtMMt4TP+arUsXU+klH8fbjIl8xoKHHIm8juSTrK4BoqZk01TWGMzgkO5OE6dSQNxkm5HNCxPJZ8mqAXBqs28Es6SPieTTajMcJ4rkRZAp7ujTJDeToboHB+B5SCHZiNNE8tM0JzOYTpSq1c2MHw+9iposWTXQi+SztmnF0o9friCOE7YUSbdDqBF5JwgS7xg7b3IVyc/jCTC7XGeJ5CVsUtbZbUUtDbJAViP5niefrTcnSz/xvvKpR/JhrXzSTsFJkB+RP5hPC9C4Jz8tcbsmK0lXyK7IO/XZd/taFgMj8mkPdCmYSD6D11RuRF7tz2csl4ngpxkYYtDthtthc7LsiHxk12RoIxQk07fHshgsWiSfxWsqNyLf3T/+gN1JKCbgyUvJo7PVgI7KlCdvIvnMefIrujeQ6S1vyS6RyKfU0sBg+ktlUeRzlXidxw7HKJKf1a5pdoFeS4MsEBSyadcUT5/m1K/+KtXHc9I++BZmUSJ5KRZxl5czWbGVH5Hf38ddXk78uD1Pfja7Jvo8g3ZN1kQeoP7m70/7FCwJYGrl066uASiePYu3sZn2aUxMfkT+YJ/CnXcmftwkEq8S65GdxcRr1jx5S37oJV7TDzROf/jXEi/RPgnyI/JzSrxGJZQzXGTxSN6tZuciyWp1jSU/mNm7ads1EHajzCC5SbyqOSVeg4q+yEqV6ZN4pn8NriBBdt5XV0orvOnMm3j09mxNGbLkh+qKFtZyfTndE8kw2VGcMXT39+eSFLnzgdfw5p94L3d9y7dOfQxj17jVYqZ2y3mOx4fe8KG0T8NyC3Pm/EO87emf5/b7vintU8ksuRB51emgms257EZzHJfzb/i+2Y4R2jVZ2u1qsSwC4jjc8/Br0z6NTJMLu8aM/lvUbezGrslS0tViseSDfIj8XvJToZJEwkjeirzFYjlpciHyKhr9t5gbFZySB67gLmWrRanFYsk+ufDk5zEVKknEc9j41w9R2FjMOw2LxZJfciHyTrlM7Ykn5rIZKin8M/W0T8FisdyC5ELki2fPcvpXbKmfxWKxDJILT95isVgsw7Eib7FYLDnGirzFYrHkGCvyFovFkmOsyFssFkuOsSJvsVgsOcaKvMViseQYK/IWi8WSY0QplfY5RIjIFeBrMxxiHbia0OksKnaN+eFWWOetsEZIf513K6U2hn1joUR+VkTkc0qpC2mfxzyxa8wPt8I6b4U1wmKv09o1FovFkmOsyFssFkuOyZvIfyTtEzgB7Brzw62wzlthjbDA68yVJ2+xWCyWfvIWyVssFoslhhV5i8ViyTG5EHkReUJEnhOR50Xk59I+n6QQkY+KyGUR+ULssVUReUZE/iH8uJLmOc6KiNwlIv9bRL4kIl8UkfeGj+dmnSJSEpHPishfh2v8+fDx3KzRICKuiPw/Efmv4dd5XONXReRvReTzIvK58LGFXWfmRV5EXODDwA8ADwL/QkQeTPesEuNjwBMDj/0c8MdKqfuBPw6/zjJt4H1KqdcAjwE/FT5/eVpnA3ijUuofAQ8DT4jIY+RrjYb3Al+KfZ3HNQK8QSn1cKw2fmHXmXmRBx4FnldKvaCUagK/B7w15XNKBKXUnwLXBx5+K/Cb4ee/CfyTkzynpFFKXVRK/d/w8x20QJwiR+tUmt3wy0L4T5GjNQKIyGngLcB/iD2cqzWOYGHXmQeRPwW8FPv65fCxvHKbUuoiaIEENlM+n8QQkbPAtwH/h5ytM7QxPg9cBp5RSuVujcCvAP8G6MYey9saQb9Bf1pE/kpE3hU+trDrzMMgbxnymK0LzRgiUgV+H/hppdS2yLCnNbsopTrAwyKyDHxSRM6nfEqJIiJPApeVUn8lIq9P+XTmzXcppV4RkU3gGRF5Nu0TGkUeIvmXgbtiX58GXknpXE6CV0XkDoDw4+WUz2dmRKSAFvjfUUr9Qfhw7tYJoJTaAv4EnWvJ0xq/C/ghEfkq2jJ9o4j8NvlaIwBKqVfCj5eBT6It44VdZx5E/i+B+0XkHhEpAk8Bn0r5nObJp4C3h5+/HfijFM9lZkSH7P8R+JJS6pdj38rNOkVkI4zgEZEAeBPwLDlao1LqaaXUaaXUWfRr8H8ppX6UHK0RQEQqIlIznwPfD3yBBV5nLna8isgPov1AF/ioUuqD6Z5RMojIx4HXo9uYvgr8O+APgU8AZ4AXgX+mlBpMzmYGEXkd8GfA39Lzcv8t2pfPxTpF5CF0Ms5FB1afUEr9exFZIydrjBPaNT+rlHoyb2sUkXPo6B203f27SqkPLvI6cyHyFovFYhlOHuwai8VisRyBFXmLxWLJMVbkLRaLJcdYkbdYLJYcY0XeYrFYcowVeYvFYskxVuQtFoslx/x/vbQmr9nY/EUAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -497,13 +458,12 @@
    ],
    "source": [
     "data_df = pd.DataFrame(published_data)\n",
-    "data_df.plot(legend=False), data_df"
+    "data_df.transpose().plot(legend=False), data_df"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "ffded385-2d2f-4cd1-adc2-3284acc7d154",
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -513,7 +473,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42a2d945-b120-49bf-87ec-e3f8ccdc2f96",
    "metadata": {},
    "source": [
     "#### Let's focus on two countries\n",
@@ -523,8 +482,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "a09108b5-1792-4353-b53f-9725b7bbb958",
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -533,13 +491,13 @@
        "<AxesSubplot:>"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -556,8 +514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "id": "8cea0971-8fa6-4281-85e8-2be130addd1e",
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -566,13 +523,13 @@
        "<AxesSubplot:>"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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Fua5KhH0u0yW0s2tpbGVLWFjnPTDtYp8g32e5hgX5lQ4y+T998iwoFRwNdwvVKkWhXK3L5AHRbthCQT5fqqBQrkr14t3ktgMjSKSLeONy+4GLyTMTYR+OTIZxQmHxdTGRhstB2lokBoRaebPvrlgxhdnbMcjYJsgHPE7kSv3RD4vl2pDjy20G+R9f2MYL4on55sbu8e3Ol+tthhlWsxtmQaUnQV7U5Y93YHGQEcsng14Xju2N48U3t1Gq1A8LZ3Nd3c72TvOw3226XMMkWCslAIOGjYK8q2+Z/OWdPNiddruZ/OefWkTI58Jw0IM3d5HeyE7axmEbYYs5UbLgFulBkJ+OBTAe9uLV5WTbr8Ey+aDXiRvn4siVKnhtuf6OcHG9vfJJRtjnNn3hlZ3TVjo2Bg3bBPlWFl5fvriNx1+73LYmKg/sq220qF/YzOLbr6zg526axYHRoV21qMRuv32Nmbzf0/MTuVyp4tVLxgIr25awryv9gk3sHQ7i4mb7d3BMkx/yunBsTpjHI6+Xr1Zp2+WTjLDffE2eHS88k28f2wT5QAsLr3/wnTP4hb86gV/+2ottHcSssubAaLCt6pq/OL4EByH42O1zmIkHcGHLukG+WK7qP6kFpExeQa5JF8pNkkM3+ZsTF/Ce//q0Ie8Ydlz0IpMHgNl4oKM7uIyUybswHvZhNh6oGy+4nMyhUK62bDEsJ+yzjlxj9sVmkNmVQX4nX0Ys4Ma3X13Fu/7wKc2OQSVYJn/9bKzlIJ/MlfDwDy/gPddOYk/Ej9l4AKs7eWnuqZVIpAs49nuP47GXlrv2miwzC3iaF16B3p7MxxcSoBSGxtr1OsjPxDr73lOyTB4Ajs3FcOL8pnR3utRB+SQj4hcuvNVqe3e8lSqVLkbtUpNrdl+pcbewTZD3u13IGex4zRbKuPXAMP7uF2+F00Hwv/63Z/G5755B2WAWuZrMI+R14eDYEFKFcks+6F974U1kihV84s59AICZuB+UApe2rbf4+o0fXcJOvtzVEk+tTB7oXZCnlOKFJeFibuTWn2nRvVh4BYDZYT8A4GKbw7LlmTwA3DgXRyItGJYBtSB/oCO5xg1KaxeUVvnq8+fxtj/4ftsXCQBSMYVV5ZpiuYqP/eUL+PTfvYwXljZ1JeALm1mc3+jv3IveCI4mEPA4kS1VQCnVHXOWLVaEuZuzMfzDr9yJ33n0FP7onxbw9EICf/rht2Jcp219JZnDnqgPeyLC81aTeRwc078tLpar+MvjS7j94DCOTgq112zwxIXNLA6Mtn9r3W0opXj4xAUA7VcQKSFp8goLr0DvTuaz6xkk0kI2aORC0g+5BhC+dyPHTiMZ2cIrIAwLBwRdft9IUJrrOtrCXNdGwlLXa6mtz2ExIXzmqXxZspNuFavLNQtraTx5Zh2ECHLgbDyAn75hCj9zwzRm4gEksyU8u5jAU/MJHF9I4NxGFj63A4988jYpBvQa+2TyHicoBQoGNORMsYygGGSGvC78/++/Fn/0wevxyqUkvvD0ku7fryTzmIj4pYuBUcnmmy8v4/JOAZ+4c7/0mPxktxIvXUxiXhzCcjnVvSDP5ImmTL7HdsMsiwdgyD4hmSsh4HG2XX6oB6tdb1eXTxcq8Dgd8LqEz/HA6BBiATd+KO7nYiKD/aNDLc11bSTcoYTG/q4Tuwom11jVoXR+TRgF+cgnb8Pn3n8tZuJ+/OET87jz//0+7v7/nsT1/+G7+MW//hH+/sVLODA6hN/+yasQC3jw4F+dxEZaXzbsBrbK5AHhoGis3GgkW6gg4K3f9fuvncSffH8BZw1Ml1pJ5nFkT1jK5NlCrBaUUjz0g0UcGhvCXVfUxhyOhrzwuhyWK6N8+MQF+NwO3DgXx3IXpaScWpAPCCZlvfKveX5pA7GAG1vZkkG5pr3s1SijQ1743I62L+6ZQlnK4gGhk/bYXBwnzguLr4vradwwG+toGyMdDg5hF+xOsnB2vCTFGcCdXLR6wcJaGg4CHJ0M44bZGH76hmlc2s7h71+8hB+e28R7rp3EnYdGcN1MVEoYbtoXx/v+7Fl86qs/wpc/fnPPEgmGbTL5gMHpUMVyFcVKVVqwkrN3OIBzOnoZa4SaiPikTP6ygWqN4wsbOL2awi/cub/uQCVE6Ei0UpDPFSv4Hz9exruu3oMDo0O4vNO9jCNXFO60Guvke2k3TCnF84ubuO3gCHxuh2G5JtyiB3srEEI6qrARgnz9MXzjXAxLiQwubmVxaTvXUfkkIPeUb0+TlzL5Dr5TlskXy1XkS72rvGqXhbU05oaD0h0VAExF/fjU3Qfxxf/tJvybe67AjXPxukB+zXQUv/8zb8Fzi5v47Lde7/k22ibI+z3CAa9XK88uAo3VHQAwNxLEhc0cKhoLRawRajLih8/tRCzgNtQQ9fmnFjEy5MUD1082/W42HsCFDmqmu813Tq0iVSjjfcdmMBHxId3i4rIWanXyTP/thfZ6YTOH1Z08btkXR9TvwXbWmFzTy0we6KyMMl0oNyUqx+biAIBHTl4CpZ1V1gA1T/l2JbSaXNNBJi87n62oy8+vpXGgjTWVn7p+Gp+4Yx+++Mw5ae2rV9gmyAfcxqZDZcTfBz3NmfzccBDFSlVTnmABfUKUaiYifl1NPl0o45/fWMcHbpypu+IzhCCftYw3/cPiAtLN++KYaHHdQQ81Td7ldCDkdfUkk39+SXB8vGnfMKIBYx45O/lyzyprGDMdfO9phUz+6skIvC4H/vakEDQ6XcjvdM4rC8pJAxdVNXKlCtxO4c7XalbUxXIV5xIZHGojyAPAZ37iStx5aAS//Y1X8SMFF9FuYZ8gb3AEYFbMSANehUx+WMh8tCQbpr9PRoXgtyfi0+16XRQd9K6eCiv+fiYeQKpQtkSZ2IXNLJ45u4H3vXUaDgeRJKluDZ/OFStwOoh04sqJBHpjiPX80iZiATcOjQ0JRmgG3mMnV5Iy2V4xGw8gU6y0ZTetJNd4XA5cNxOVyjLnOszkhzwuOEjnmXwnGXi2WJYSKiucH3LOb2RQrlIcGm8vyLucDvyXD16PiYgPv/jlk4Zk33awTZCvjQDUlhW0Mnl2e3suoRXkWSYv1DmPh326We6iZPmqfDDMxITXsoIu/7cnL4IQ4GfeKvinsxOsHfsGJZiXvNICWjRgLAC3ygtLm7hxLg6HgwhGaAaCRb/kGqC97z1dKCOksK50oyjZjIW8iutOreBwEIR8buzkW5fqCuWKpKF3EpxzxQr2hIXzw2pyzYJYpHForPWh7oxowIPP/8tjSBfK+PQjL3dr0+qwTZAPiEHbcCavoMmPhYSKh3Mao9lWk3mEfC7pBNoT8WEjU0ShrP6+i4kMHERY2FViVnzcbHuDapXikZMXccfBEUxG2UVMqLPuZpBXq34S7Ia7e0u+kszhzc0sbt4vOD9G/R7d2/5ypYp0oWzpIJ8pVOqqaxjMx6bTRVdGu/418r/pSJMvVaREw8jFuZ/Mr6VBSOey2OGJEP70w2/F795/tEtbVo+NgnyLmrxCluNwEMwNBzUz+eXtnFQ6CdQy3TWNCpTF9TSmYwFFPR4QWtwB8zP5Z85u4NJ2Du8/NiM9FvC4EPK5utYQlS9W4PcoH3a9MClj9fE37xMyXCOWxikxc+1ldQ0guFEC7fVIKMk1AHDD3hgIQUeeNXIEJ8rWvxP537SbyZcqVZQqVDrfrJbJz6+lMRX1N1WKtcPbrhjF3uHuXJgbsU2dvCTX6AX5hnbwRuaGg1KDgxKrO3nsEaUaANLC5EoyrzqcYXFd2w0w6BUsh81uiHr4xAVE/G7cc2S87vGJsP66g1EaR//J6YXd8HOLmwh5XbhqT1h6j3ypirzGHUWvu10ZfrEjtdWLO6UUmWJzdQ0gBOU//MD1uHpSef2nVSJtesqzz5B0oOmzhG005IXTQSy38Dp/OdX2oms/2YWZvBjkVa6+e0cCmmWUy9v5ukx+j45mLVm+6mRWZtfKJ7Ml/OOpVbz3usmm4DcR8XWtVl4ryLMsu5tVRi8sbeDYXAxOB5HeA9DOCnvpJd9IO2WUuVIFVaqeqNx/7aTq+k+rtOspzz7fibCv7eAsVWJ5nIhYbN5ApUqxmMjg0Hj7eny/sE2Q97lYJq99QGbFiTqNHa+MfRpllKwRqi6Tl/xrlMsuV3fyyJUquhqp2bXyj710CcVyFe+TSTWMsZCvayv/2WJF9fY24nejVKFdG/6SSBdwdj0j6fGAIAkB2hKC5CXfpyDf6vee1rkb7SadavIz8UDbcg07DgIep+VmAF/YzKJYrrblO9RvbBPkHQ5iaM4ry+TVssm9GmWULNDJM/mQz42gx6naELVocJjybDyAS9s5w06Y3eZ/vLSCKydCikOrJyJerKUKmk1iRslrZfKs67VLGRvT428S9XiglslrLfD2S64BhCC4nMy15NufzjOb4c61YD3a9ZRni6R744G2v8+sdK66LDc5bF6qrOFBvq8wJ0otskUhyLDb90a0yihZIN8TrXepFOQMlSCfEA4GvRX4mbgflSrtaDB4J1xO5XF4QvnWcyLsQ6VKu2KolNPI5CUppUsZ2wtLm/C7nXiL7MIVMXAhYfJEv+SaVq2m2XzXIW/vty/idyNbrLQ8zCUpfoaz8YBoSdD63VleNnvAajOA2bpdO92u/cZWQd7ICEC1qgTGeFi9jJI1QskzeUAI8lqZfNDjxJiO5asRV8IvP3cef3fyoubrtEsqr7yQB6DmttkFyUarhFKyG+7SAttzixt4695YnW+IkQtJPzP5dlxI0w02w72EfSepFmvlk7kSgh4nhoeE474dqYXdlTNN3kpyzcLlNCbCvp5XYHUDWwV5YTqUTjNUg3tfI4Sol1E2NkIxJsLq1gZn19PYNxrUdc/TO9nLlSr+4B9P4z89/kZP7A/S+TJCKgcsW3fQW3x99VISj+hchLTlGkEv70bX63a2iDOXU1LppPQeBtwuk7kS3E4Cn7v3p0c7tfKZhqlQvYR1/baaRW/nioj43TV5rI0Ld1Y2YCZqMblmYT3ddqdrv7FVkPd7XIbq5AMK3a5y5oaDWFLQ5Fe2c3WNUIw9EZ+qZr24rl9ZI7yGHy4HUT3ZX7ywjZ18GZe2c1jUqONvh3ypgmKlipDK0GqjmfxDP1jEv330Vc3n5IrqQT4i6eWdn8w/PLcFSuv1eECoqnI5iO7Ca8Tv7out7VjIC4+rNcthqUKsH0FecqJs7TsRbCHctXWWNr7TnGzhlZVydjJlqltUqxQLa+mBWHQFbBbkA259uSYrGxiihuBGmW0K2ivJPCYbsngAGI8ImnWiQbPOlypYThqzfHU6CKZiftUg/+SZNbCY8/R8Qvf1WoHd/qsF+ZEhoU5ZryHq7HoamWJFVX+llAollGqafBsLryvJnKKe/cLSBjwuB66didY9TgjR1Xd38qW+VNYAQsHAjMb3rkS6j5l8u57y7ELZyeCRnLyEMuARRhG2YbHQbZaTOWSLlY7sDPqJbZqhAOGKv5LUPpgyhYruCTw3HECpQrG8natrcBImQjWPBtwja4iSjw5cSmRAqbpnTSPMjVKJJ8+s48a9cazu5PHU/Do+etucodc0Qq1aQ/lwcDoIRoe8mpl8tUpxVjRi286WMBFpDuTFShVV2mwzzBAmMRHDAWEzU8S7/vApbGVLmIn7cev+Ydx6YBi37h/B80ubuG4mqvheYR2Tsp0ee8k30mqPhF5DXzeRnChbrJVP5kqYGw52tJgulVC6XbIEoNj2KMFuwSpreCZvAn6PU7r6q2E0kweayyhXknnJfVLOhGzWqxypfNKgG+BMPIALCoOd11J5nFrewdsOj+KOQyN49uxGy9UOWrDsSE2TB4S7Fa1a+eVkTjKkUnNVzLOBISpBnhDS0gLb//Pt00jly/i1e67AVRNhfOfUZfwff/MSbvm/n8DLF5NNejwj6tc2KeuHOZmc2XgAb24YtxxmF+WAzgS0bsAudq1m4uwz7GTiF+t5YQuv7WxHLzg7QOWTgA0zef2F14puBiRZDicyuPOQMKqvUK4IE6HCzXKNWkMUsxg2ahY1EwtgM1NEKl+qC7j/fGYdAHDX4VFc2Mziq8+/iRff3G7Sm9slVRBOHK3b//GQV9OCeUE2NlGtBl1++61GxG/MK+Xk+U38zYkL+N//l/345XccAiB0Ib6+soPnFjdwankHPys6aTYSDXiwpjG3dkfMQvvFrGg1ncyVpKCoRbpQwZDXBYdKGXA36VSuMbIGokauVIHLQeBxOWT9DeYH+fnLaYwMeRAL6n9XVsBmQd7Iwqt+Jj8e9sLvdmIpUbuFZgZkjTXyABAPeOBxOrDSkOkuJjLYE/HpLvQyahU2ORyZrAX5J99Yx1jIiyN7wpiOBeAgwNPz690L8nltTR4QLmTPLW6o/v7seu0CsKkX5DUyUMHvXd8l8re+8SomIz78azHAA4KsdPVURLGhS07U78Ybl9X9iZJ98JKXIy+fNRLk9SrEuonP7YDbSVpaeGU2w2zxul1Lgqxskd5If0O/mF9LDYxUA9hRrtG1Gm4e4t0IIQR7hwM4L8tcmc1BY408ICyejUe8TQuTi+vplixfpSAvsxwuV6p46o11vO2KUemEuXYmiqcWurf4mjYQ5MfDPuzky6qf79n1NFxiZrmlItewv9UatB4NeHSztS8+cw6nV1P4t+852pYuHdHwlKeUYiffe5thOa2WUaaL2r0e3YQQ0nLXq9RnIGbfkTbnBMgb5yIGPIf6AaUU82vpgVl0BWwW5ANuJ8pVqtoizoZ462XyQHMZ5apkadAs1wBCV6i8IYpSarh8kjETF15bvvj6Y7F08q7DY9Jjdx4cwUsXtrvWGZrK68s1EzpllAtraRwVM+jNjPJ2GZFr9OqhV5I5/KfH38Ddh0dx79Fx1edpEfV7kCqUFdc1MsUKKlXa1yBvpBFOTkZhvmsvESwFjC+8sqyffYZ6ayBqZIsVyXhQ0uS7PG+gVdZTBaTyZZ7Jm4We3XCt7lb/BGkso1zebvatkTMR8dcFwPV0AalCuaVMPuJ3I+Rz1Z3sT55Zh9NBcMehEemxO68YRZUCzy52J5uXSvJ05BpAfdbr4noaV02EEPK5sKVyIqrNd5UT1gkIv/fN11GuUvzu/Ve3XcfO9F0lCUIyJ+tjdc1Qi1bTmUJZcbJZrwgbXCdhNBq8RQP6g1qUkHdHe11O+N3OrmfyrdotDJJnDaPnQZ4Qch8h5AwhZIEQ8plevpc0HUplBGCtiUQ/k983UiujBIRF1bDPpXqbvCcijAFkFRJ6I/+UIIQ0Wc8++cYabpiN1mWW181EMeR14QddqpdPFcrwuByqQ02A2oQopQXL7WwRiXQRB0aHEA96VKtr5M0takQDbqQKZUWjtn9+Yx3femUFv3T3QWmaVjvUujAVgny2f5YGclopo0wbKB7oJmGfqz25RvwM29Xkc7JMHoDhIexGOXl+E2/5d99pqRFtXlzLOTgg3a5Aj4M8IcQJ4I8B/ASAIwA+SAg50qv30/OUZ5U3RjJ55ka5JHaXLifzqlINIGjWhXJVOghbLZ9kyGvl11MFvHppp06qAQC304Fb9g93rSkqlS8jrJHFA7KuV4VMntXHHxwbQizgUc3kmXmclibPAsMrl5JYS+WlsYr5UgW/8+ir2D8SxINv26+zR9pIi3gKAaOfXvJyWrEcThdKfXGgZLTqAKkU5NvzrinXnavd9pR/ZmEDpQptqUdhfi2NiN+N0SFtLyor0et04CYAC5TSRQAghHwdwAMAXuvFm+nJNWnJvU9/t5kbpbD4OorVZF6xsoYhHx4SC3qwuJ6G1+XAVFT9wqDETDyAJ06voVql+MEbQunk264YbXrenYdG8L3XL+P8RqbjsWFpDXMyBrNUVtLkz64JFzSWyavV0+eL+po80/5/6k+ekR7zuR3wuZ3Yzpbw1x+/WfOOwwhSWaCWXGNCkP/WKysoV6pwObVzr0yhoimtdZtWB4ewu6GoJNe4kcqXDe2bnFypiuGh2ncd0Wlia5XXVnYAtFaWKSy6DvXF8qJb9PpImQJwQfbzRQA3y59ACHkQwIMAMDs729Gb6WbyGkO8GxkL1ZdRriRzuHpKfaSaXLO+ak8Yi4kM9o0EW65lnhGtWddSBTz5xjpGhoTSyUbuFDX6p+YTHQf5xrp8NdQaohbW0/C4HJiK+RELeHBaPHkaMVJCec+RcXzlEzcjkS5gJ1/GTq6EnVwJyVwJB0aH6tYm2kWrQaefDpRyZuMByWpabYwkI63jpNptWh0ByBZpw7KFVwDYyZcRb6G2PFcs1x0rEb8b5xXcYdvl1LIY5FtYLzi7lm4aj2l1en2kKEW4urY+SulDAB4CgGPHjnXkPlQL8mqavPoQ70bkZZRCI1RRU66Rz3oFhIXII23M2WTldEuJDJ6aX8c7rhxXvFDsGwliKurHU/Pr+PAte1t+Hzlpg9Ua4yGfslyzlsb+kSCcDoJ40N1RnbzL6cDtBzsP5FpomWbtmJTJT4uVVW9uZjWDfKlSRbFcxVBfF15dkie8ltTGYDbDzOJZXv7YSpDPKmjyL1/sTia/ky9JMo3RTH4jXcBGpjhQlTVA7xdeLwKQz5ObBrDcqzfzu4UDX23FvKbJG7vd3zcilFFeTgqNUEq+NYzRkBcOIsg1xXIVF7ZyLZVPMliQ/+bLy9jOlnDX4WapBhAuQnceGsEzZzc6niaVypcN3f6rzXpdWE9LwxNiQQ/ypaqiZMYe87rMLeoK6wR5QoBQHzNlwHitfD99axitOlE22kLURi62VmHTOGDGSKOcUV5brt1tGtX5WVf3IMx1ldPrs+2HAA4RQvYRQjwAPgDgsV69mZ5cwybqGD1B9g4LZZQXxeYkJQdKhtvpwGjIi9VkDm9uZlCp0pbKJxmTUR8IAb7x4iU4SE2WUeKOQyNI5ct46WKy5feRk8qXNRuhGONhH9ZS+Tq713ypggubWRwUq4jiohSitPgqZIKOvrTja+F0EIR9yrNLk7kSQn2yDJCjZzXN6KcDJUMyKTMo2SRz9S6eEY1qJi0ah75HA0IC0c6UqUZYkPe5HYYvPoNYPgn0OMhTSssAfgnAdwC8DuBhSumpXr2f8eoao5m8UEZ58vwWAO1MHqg1RJ1to3yS4XU5sSfsQ7ZYwfWzMc0299sPjICQzq2HU/mSocx1IuxFqULr5JhzGxlUaW0MGttepTLKxpPWTITO2uZt3MmXTXE5dDoIpg1YDreaqHSDmjmYscXXnaZMvnUnymK5inKV1p2rYY0F81Y5tbyD0ZAXc8NBw3LNwloaQY9TtVfGqvT8vplS+g+U0isopQcopZ/t5XvpV9cYL6EEakZlz4qeLXpfLpv1anR4txpMk71LoapGTizowVumInhqfr2t9wGEztx0QX0qlBylhqhaZY2wr0xzVcrktQaG9JuoSqt9vx0o5cxoWE0z0qKZXL+8awBI5bWtZPLyz7AdB8mcVIlVO1ejbbyOGqeWkzg6GW6pYocNChmkyhrAZh2vUjOUaiavPcS7EWY5fPL8lmYjFGNPxI+VZB6L62mMDHnb7pqUgnxDfbwSdx4awYsXtiVrglbJlSqoUu1uV8aYuLgsb4g6u54GIZDWH+JBYZ/VMnmfwbuoXqNWu53ss5e8nMZGOCVYGbARea1btJpBqwX5VkoVlRbptZrYWqFQrmBhLY0je8LCABmD23WpYb7EoGCrIO8UbUlVO15bdO8bC3kR8DhRKFcxaaDefTzsQypfxiuXkm1n8QBw9+Ex3HloBEcNVOfccXAUlSrF8TYNy4w4UDIk/5pkbfF1YS2NqahfuouKMU1eIchrzXftN9GAR1WTNyuTn40HsJ0taWaqg7jw6nI6EPK6Wlo0VZJW27lYKDF/OY1yleLoZARRv3HLhc1MEcMDYi8sx1ZBHhAOCjW5JmtgvqscoYxSCNZ6ejxQk3NOr6Yk+aIdfvKaPfjyx282tPj31r0xTEX9+O2/f1XqPG2FlM5UKDmjIS8IqTcpO7uexgHZ2oNgLwtsKpyIVtLkI37lhddGPbmf6A1zB2qSY3+9a5hco6/JF8tV5EqVps9Qz5OokaxC4xyr0ulUrjm1LBQqHJ0MG7ZKKFeqSOZKA+MhL8d+Qd7t1KiuKRtedGXMiR4pWjXyDPmFoJ3yyXbwuBz4q4/fBAD40Oefb8mHA6g5UBqRKNxOB0aGapbKbOSfvG7Y5XQg4ncrZvKNJXFmEvULC6+Ng6EbK0P6CZMCLm6pf4cZE6prvC4nfG6HoUy+0WaYoTdXtxEm1yhn8p2VUZ5a3sGQ14XZeACRgBuFsn7FDpOIWqnztwq2C/JanvLZYuvGTkyXN7KiPiGb79qJXNMqB0aH8OWP34xcqYIP/fnzmmP6GjHiQClnPFyb9cpG/h1oqCKKBzyKDVG5UtVQM00/iAbcqFLBm52RL1VQKFdNy+THJBO45l4EhhlyDSAkAUaCtFrHsNpCtxrSwqvseAn5XCCk8+qaU8s7uGpPCA4HkdXwa78mS1piBoa6WA3bBXlhOpTybWU77eC1TN5AkJdn8m2UT3bCVXvC+NLP34SNdAEf+vPnsZFWDxRyWpFrAOFCxi4irFS0sQMwFvSoavKt3kn1iohCWR+rHjErkx8OCg11awoNZ4x0oQKP0wFPnxvKwgatDdS8f9idk1GU5BqHQxhg0snCa1UcEXl0Uph9UFvM1d42VkjAM3kL4PeoyzVGhng3wg4GI63MPrcTsYAbbifBTKw1Y7JucN1MFF/42I24sJnFR77wgqHMy8hUKDnjsiDPOgAb1x9iAWW7YWuVUDZncI3DLvqN00EwMuTVnD/bz9F/coTZu/qavNpn2KqTZa6kXO7cquzTyLmNDLLFimQ5omVxIYeVBPMgbwECHqek5zWSKbS28AoAV09FcPwzb8f1szFDzx8P+zAbD7TkttdNbtk/jP/2kbdifi2Fj/3lC6pTshgsOwt5jQW2ibAPW9kS8qUKzq6nEQ24mw78eNCtWCefLZYtJdcA9RlcbWCIeaOPx8JeTbkmXTBmQdFtjHrKa8k1yVxJmregR1ZBrgGEoNxJdQ0zJWOmfxGDA8LZtDMe5C1AQC+TbyMLasUu+EM3z+Jjt821/B7d5K7DY/jd+6/Gi29u45VL25rPbVmTFyWptZ2C0Bwy2twcEgt6sJVtPqHzpaqFFl6bT26WqZqVyQPAWMinI9f0dyoUw2gmrhrk/W6UKlT13Gwkp2JLHe7QbvjU8g7cToIrRP8ZdkeX1JFrWNISNaEbulPMS1l6hN/tUl14zbRYQtkOH7l1rqevb5RrpgWZaSOtffCm80LFkdEGsXHZrNfF9TTecWWz7Wos4EGxXK1b6C5XhPm6VpFrlPxUzLIZljMW8uJlDS+ifs93ZQie8p1l8oDweRtZF1ObIhYNeHBxy9hwFSVeW9nBobGQtKZhVK7ZSBcx5HV1PMvADGyayTdrh8yitVVNflCJadgLyDFqTsZgFURnLqeQSCvbrsYV/GvyomxkmSCvMBjarIEhcsZCXmxkCqrOopk+e8kzBE/5sq7cksyVEJDZDMv/HjBe/pgtVeB2EoXXcbVdQkkpxWuinQFD2Faie3ewlS0iFhy8LB6wbZBvzuSzJhg7mQkLtBsq81YZRr3kGSzIP3tW6LA9MNZcKqp0gWGZmVVsDbwuJwIep6UWXgFgNOwDpUBC5Q6s1e+rW4T9LlSq+nKLWsdwpMVGplxR2bs+6hc6lRv7G4ywliogkS7WzXkghCDi9xjQ5IvSOTVo2C7I+9yCDUGl4SBoZYi3HfB7hOn2SqWMcnYMToVihP0u+NwOPHNWMG1rrJEHlP1r8gYGhvSbxpmhalloPxkLqQ9MB4TiATOOYdYspxek1YI8k2uMdr02DvFmRPzN/Q1GqXW6Rpq2zYgmP4jdroANgzw7MBorbFoZ4m0X4kGPVBWghuBA2ZrVw3jYh+1sCR6XA9OxZsOmmIKnvJGpUP2m0YHQTHMyhhTkVRZfzZJrjHrKq3UMt2ouli0pr59FWrxYyGEe8lftqR/6YaRih2fyFkJtBGDNh9s6QabXCEFeuykqZWCIdyNs8ZWN/FN6XwB1F5hatYR1DrlGB8KdvHm+NYya02fz90YpRbpY7vvUKkA+/Fw7g1bz/mnVXCynUm7bid3wqeUd7B0ONN25GvGv2crwTN4yMP/pxgqbzC7M5GNBj6JRmJx0iwuvQE2XV5JqAOHW3kHqnShZJm+VOnkATQ6EZjpQMkaH1OWabLECSs1ZVzLqRKn2GfrdTnicDuOavEp3dDve9IxTyzuKzq4Rv7IjKSNfqiBTrAxkjTxgwyCvNh1KWnjdRUE+HlA2CpMjLOS1FtiYfcMBlS5gh4MIXa8Wl2saM7hkriw5LpqFx+VAPOhRzOTN8q0Bak6U7WryhBBEDGjfjMYh3gylTmUjsMHdjXq88JpuzYod9l6D6FsD2DDI+1WCvJTJ7yq5xqtoL8CoVGnLmjxQk2u07JQb/WvyKs0tZhIRTbNYWeCOiQ6UcsZCXkVN3oz5rgwpk9fQ5EsVoTdC7W6olW5VNQsMSfZpcaD36w2dro3blSlWVLvDa7415h8b7WC7IB9wK48AZJq8GSeIWcSDbqQLZRTKas1hrfnWMPaLzpxaQ03iDf41lszk/ULTVr4knNxmesnLGQ15sa4g15gx35XBjhEtTV6vmUxtGpcSuZKyLbVUpdOiXMPsDJSOWb3XZAUEPJO3CLURgPUHY6tDvO2AVK+uUmHTylQoOXcdHsX3/s3bcHAspPqcWLD+hJaCvIU+f7l/TaVKkSqULRHkx0I+RblGGhhiwt2oy+nAkFfbv0YvyLdiLqYm1/jcTnhcjpara04t72BkyCstbMuJ6FgbsGRleIgHeUvgVymhZFnQblp4HQ42d57KSUs2w60FNkKIritnkyavYjhlJvKWdragaHYJJSCYlK2nCk0NP2YMDJET9ilP02LoZ/LaC5xyBLlGeT+jLTpaArXB3WqvB6jr/DyTtxiqC6/FMnxuh2GPFjugVK8uh02F6sVQaKbJM707b8HqGnmlBstQrZHJe1Gu0qbvzUxNHhA95Q0EebV1Db0FTgalFNliWbXcthXZBxCOvYW1dF2na+N2AepBfiNdBCHWODbaYdcE+UzRHPc+M2ElX2rWBqkWHShbeu+AB2VRAgGE70PJi8RM5DazVjAnY4yFlGvlLRHkNeQaPVuIiLjAWVLx5WEUK1VUqfpdd6ue8ifPb6FcpbhxTtkuXJoOpaHJR/xu0+zDO2Uwt1oDSa5RaIbaTZU1QC3Iq5VRSpp8D4JGrOG9cyVlLxIzkdvMWsGcjKE2BtDMEkqAOVG2v/BqdNFUT9qL+D0t2Q0fX0jA5SC4ad+w8utJF3t1TX5Qu10BGwZ5j1OQZJoyeZN8uM0k4neDEH1NvhXvGqM0+tfkS9aZCsWo1+TN95Jn1KwN6itsMoUyCDGveCDs19Hks/qZPKBf4640+q/xdZItOFEeX0jgupmo6h1QyOuCg2hX1wxqtytgwyBPCEHA3exE2c4Q70HH5XQg4nerB/mCcFD3Qq5pXA/IFZVL4sxEbjM7GHJNBUGPq2lIS7+I6Mg1yVxJ6GxVmT9bWwPRDtCsaELtYtaKXJPMlvDypSRuPzii+hyHg2jq/JuZ0sAuugI2DPKAkAEo2RrspvJJRjxYX+UiJ5UXMsNeeOw3+tfkLJjJy21ma3KN+YmA3+NEyOvCuoJcY6b3Utgn9F2o2fzq2UIY7VbVl2uMafsA8OxiApQCdxxSD/Js21Q1+UxxYBuhAJsG+YDHiWyjC6WYBe024gGPpiY/5O1NZtisyVctp8kDNZvZnXwJbiexzIVoNNw80DtdNMeBkhH2u0FpbcG+Ed0gb9B3ht2Fay28GnkdADi+sIGAx4lrp6OazxMy+ebzhFKKTS7XWA+/x9W88Fos77qFV0A0KdMI8r2qCw95XXA5iHQXkVdpUzcb1mrPApRZUkgjStYG6TYcQ7tJWOp6VQ6u+pm8UU1eOHe1SiiNvA4g6PE374urSkjybVO6aGRFuwO+8GoxlKZD7caFV0BoiNLS5HsVNAghdf41am3qZsNMyqzgJS9HqevVrPmuDD0HSDUveQZb4NerjKkNmFHeV6NOlMvbOSwmMpp6PEPNV4edOzyTtxiKQX4XLrwCYlNStqg4m7PV+a6tEg94aguvFtTkAUGCSOZKljEnY4yFBLlG/r2lTRoYwtAbHKLn/eN0EKFrVqcypibXqC28atsQMI4vCCMq9fR49ppKcg07fnkmbzH87vqF1902xFtOPOBBqUIVddR0odyTyhpGNOCWfHPUZnaaDZsZahVzMsZY2It8qVr3vWWKZss12oNDjPjxRwP61gZGSigBfbnm+EICI0MeHB5X91iSv+ZOvtw0NpRn8hZFWHitHYhSZrALM3mthqh2pkK1+t6SJl+qWGoqFCMaECpGEumitYI8K6OU6fJmzXdlsMojJU2+VKkio2EzzIgG3MblGrVM3oBcQynF8bMbuO3AiKF1FrZe0LhvUibPg7y1EBZea5k8W8jZlZm8hkmZINf0LrA1avJWNIdjJ/dKMmeJ8kmGUkOU2XJNREOuqVkaaG+fEd8ZKSlTufMLG8jk59fSWE8VcIcBPR5Qn0G7keZB3pI0avKSA+UuzORjGkE+XSj1RZOvVKklbQ2AWuCqUms0QjEarQ2KZUFyHDLxQhn0CBVTK8lmr3upmSyg/RlGDDhIZosVeJwOVa8Yp4MgpOOI+fS8oMffbkCPB2T+NQ26/Fa2KK0lDCq2DfK5UkVatJI8P3ZhJq9mN1yqCMMyejkUOhb0oEqBRLoASq1lM8yIyhbUrBTkR6WuVyGgmu1bAwidobcdHMF3X1ttWsg32jFspFs1JzrGaqF3sTi+kMDccABTUb/m60ivp5LJs25Xq5TWtoMtg7zf4wSlkCb+7MYh3gypKanRtjbfOwdKBusSvLSdAwD4dU5cM4jKgpKVSijDPhe8Loekyad76BjaCvdfO4kLmzm8eGG77nHDQd4vVLGodc0CxqQ9rYtFqVLFc4sbhkona9sl6vwNEtCgd7sCNg3yTMtjWnx2F47+YwQ9Tnicjia74VQPzckYzO/j0pYY5C14JxWVyQtWyuQJIRgLeyW5hiUqZh/D9x4dh8flwGM/Xq573GiQj/jdqFKhe1cNtalQja+j5hr58sVtZIoVw3o8ILdcqH/NzWxxoH1rALsGeWkEoBDcd+MQbwYhBPFgs7VBipmT9bi6BhCaUgBrDQxhMC0WsFaQB1hDlHXkGkBICt5x5Ri++fIKyjLvGGmyll6QDyhnzHKMlNtGNeyGn57fACHArQeUrYWVYJp742sKmfwuDvKEkPcRQk4RQqqEkGMNv/tNQsgCIeQMIeTezjazNRpHALJgvxs7XgFmbVB/8LJMvpcLSiwDWpbkGusF+ZDPBSa3WqkZCmANUUyuYXej5n+GD1w3iUS6gGcXN6THjMs1+pUxglyjk8kH3EhmS4pNfscXErh6MlK33qKHy+lAyOdq2q5BtxkGOs/kXwXw0wB+IH+QEHIEwAcAHAVwH4A/IYT07ehsnA7FsqDdmMkDgja+mWn2QQF6rcmLcs22kI1aUa5xOIikxVsvk/diXdTkrZLJA8Bdh8cQ8rrwqEyySeZK8Lkd8Lp0MnCpW1U9yGcN2FIfGB3CRqaI9/3ZszhxblN6PFMo48ULWy3p8bVtq9f5q1WKrWxpoLtdgQ6DPKX0dUrpGYVfPQDg65TSAqV0CcACgJs6ea9W8HvqNXmphNKCmWQ/iAe92GrIUPoh1wQ8grf4StK6mTxQ0+Utl8mHfUgVysgVK9LCqxXuRn1uJ+69egLfeXVValwy0u0KyLpVNSwJcgY0+Y/euhf/8afegjc3s/jZP3sWn/jSCcxfTuGFc5soVWhLejyDLQozUmIH7G7P5NWYAnBB9vNF8bEmCCEPEkJOEEJOrK+vd+XNmSbPGqKyxTK8LvW6W7sTDzQPDunlVCgGIQTxgMfSmjwgSAiE9GYMYidIDVGpvJTJm73wynjgukmkCmU8eWYNgPEgb8SJMlsq6yYELqcDP3fzLJ789bvw6/cexvOLG7j3P/8Av/PoKXhcDhxTmeeqt21yTX5T6na11sW/VXSjHiHke4SQVxX+e0DrzxQeU6yZopQ+RCk9Rik9Njo6anS7NWmSa0z2/DCbWFDwC5EPWWCeKL1shgJE/xrxhLaiXAMAkYBHGAHnsFYt9Fi4NiGKXZStINcAwK37hzEy5MFjLwmSTauZvJZckytW4Td4xxLwuPCpuw/iB79xN37+9n1YTeZx24HhthIKYaygLMgz35oBl2t0P0lK6TvbeN2LAGZkP08DWFZ5btdhWYCUye/CId5yWEPUdraEUTE7TOXLcDsJvDo+250ir0ywqlwzEfZiXAyoVqJmbVBAuliGx+XQ9UXvFy6nA+++ZhJffeFNpPIlJHNlTEX1P0Of2wmvy6ET5Fuf4hYLevDb7z6CT951AO42P6PGTJ5VpO3q6hoNHgPwAUKIlxCyD8AhAC/06L2aCDRq8sXd6SXPUGqISvdwKpTSewPWDfKfvu9KfP5fHtN/Yp9plGusdjf6nmsnUSxX8d1Tl1uyahY8/JU1eUopsh3YUg8Pedtuamts1LJLJt9pCeVPEUIuArgVwLcIId8BAErpKQAPA3gNwD8C+BSltKL+St1FqpOXlVDuxvmuDFYdwMyWACCVL/VUj298b8C6cs3wkBdzI0GzN6OJWMADl4NgLVUw3YFSiRtmo5iO+fHoS8uG5RqABVPlTL5QrgoWGCYcK9FAfaMW0+SHh3ZxkKeUfoNSOk0p9VJKxyml98p+91lK6QFK6WFK6bc731Tj+NwOEFKTa8x27zMbxUy+T5khe29C0HNpyG44HASj4hjAtAUnmxFCcP+1kzi+kEC6UDYe5BUKARg5nYEhvSTSYG2wlSnC63JY9g7UKLY86wgRBjJn5Zq8RbPIfqBkUrbT46lQjLhYTeF3Owfa5Mks2IQoK8o1APDAdVPSoA2jQX4q5pcqrhrJSqP/zMjka2tXgHC+xIODbU4G2DTIA/V2wxmTp9ybDTt45UE+3acgzzL5Qc+GzGI05MN6qiDMKLbgMXx4IiRNXjIa5Kejfqzu5FEsV5t+l5OGeJsj1wC1Gv4tG/jWADYO8n6PU2rUyBYrlrvV7ScelwMhr6s+yPcpM2SVCVatkbc6zKQs1eNRjZ1w/3WTAFoI8rEAqhRYVfClzxWFwG+GY2yj5cKmDXxrAAMllINKwO2SdbyWd3UJJQDEhzx1mny/Fl5ZJmTVRVerMxbyYjNTBAFMHRiixfuPzeC15R1cP2usAWkqJni8X9zOYnY4UPe7rGQLboIm3+Apv5UtYSoW0PqTgcCaR00X8ItyTblSRaFc3dWZPCAEW5bJU0p7PsSbEedyTUewWa8bmaIl5RoAGA158ccfusHw86dZkN9q1uWZJm/GnV9t4VU4TzYzRWlNaZCxrVwT8DiRK1aQMXG13krEg7UgXyhXUarQ/mjyAR7kO4HVygPWcKDsBnsifhBSmzMgJ2/i+ep1ORHwOLGdLaFcqSKZKw28bw1g8yCfLVZqQ7wtmgX1C7mnvDQwpA+fid/jhM/tgG+XX2Tbhc16BexzDHtcDoyHfMqZvMlJWdQvdL0yycYOmrxtg7zf40KuVJEcKO1ygrRLPOjBRqYISilSeeEA7ocmDwgNUVYc/TcIMLkGsNcxPB3z4+JWtulxM0soAcHHaDtbkhIiO1TX2OeoaSDgdiJbLNcy+V2eScYCHhTKVeRKNdvaftVdf+LO/dJiG6c1RoY8IASg1DoOlN1gKubHyfNbTY+bWUIJCJl8MleUpE2eyVsYtvAqecnv8oVXeUNUbb5rfz6Tn79jH+49OtGX97IbLqdD+u7sFOSnY36sJPN1IwQBc0soAearU5Iq0eyQyds2yLOF15omv8szeYUgb9W6a049o6JkYy+5JoBKleJyqn5iWbYkuG06TbJ9Zk6UGzyTtz4BjxPlKpUaG3Z7Js8GH2xmipJcE/IOfnnYboBV2Ngpk5+KimWUm/W6fK7YvgNlN4j4PUhmS9gUzfxiAz4wBLBxkGdDB9bTQqaw2zP5eFAIFFvZomzh1T5Bw86wIG+nY1itVt7I6L9eEg24UaxUsZzMYcjr0p1ZOwjY9ixnB0pCvB3c9Zm8zG6YOf1xuWYwYGWUdsrkJ8VM/lKDUVm2pD/Eu5cwa4PF9YwtsnjAxpm8FORZJr/Lq2tCPhecDiJk8oUyfG4H3Lt05u2gccv+YVw7HbFFYw7D53ZiNORtKqM0W65hJmVLiUzdLIRBxj6pQQPsQEmki7t6iDfD4SCitYEg1QxxPX5guPPQKO481J35x1ZiOuZvzuTbGP3XTSJ+IbCvpQo4Mhk2bTu6iW0jH5NnEumCraoSOiEedGMzU0AqX0KYSzUck5mK+ps1+ZLxId69ICrzqrFLJm/bIO+XyTW73beGEQt4sJUp9c2cjMPRYjoWwPJ2TpqpCohDvC0g1wCwjTxm3yAvHigbmeKud6BkDA95sJkV6uR5ZQ3HbKZjfpQqFGuyWvls0eyF11pgt0ONPGDjIM+yd0qx673kGcxuOJ235ig5zu5C8pWXLb7mTa6u8bkd8IiziO3Q7QrsgiAP2Kv0rBPiQQ+2s0UkcyW+8MoxnZlYcxlltlgxVa4hhEhllHFeQmlt5NkA1+QF4kEPqhRYS+W5XMMxHVYrzxZfKaXImZzJAzVdnmfyFkfe/MQ1eQGmMVYp73blmE/A48Jw0CPJNflSFZSaPyqS6fJck7c4TgeRtDWuyQvIMxMe5DlWQPCVFzL5nOglb6ZcA9RmvfLqmgGAyTQ8kxeQZyZck+dYgamYXxoDmDXZS57BNHn2/0HH3kFezAh2u28NQx7keSbPsQLTsQAubecEPV70VDKzGQoArpmO4LqZqG265G19prOMwE7ufZ1Ql8nzIM+xANMxPwrlKtbTBcvINR+5dQ4fuXXO1G3oJva4VKnAMnhuayDgczslCYvbGnCswJSswsbsId52xdZBnmXy/KCpwRZfuSbPsQLTsQAA4NJWTpJrfPx87Sq2DvJ84bUZJtlwuYZjBaZiPJPvNbsiyPMSyhosyPOFV44VGPK6EA24cWk7K9Pk+bHZTWwd5P3iwcIz+RosyPPPhGMVWK18Tiyh9HlsHZb6jq0/TUmu4QuvErPxAPZEfHA6iNmbwuEAqPnK1+Qafr52k10S5Llcw/jkXQfw2C/dYfZmcDgS07EALsmCvJnj/+yIrS+ZteoaW+9mS/jcTvj4ScSxEFNRP3KlCpa3c/C6HPwus8vYOvrdcXAEi+sZhLhcw+FYlmmxwuaNtbTplgZ2xNbR79hcHMfm4mZvBofD0YDVyi9cTiFiE78YK2FrTZ7D4VgfViufMXn0n13pKMgTQv6AEHKaEPIyIeQbhJCo7He/SQhZIIScIYTc2/GWcjgcWxLxu6W+DR7ku0+nmfzjAK6mlF4D4A0AvwkAhJAjAD4A4CiA+wD8CSGEf3scDkcRJtnwRqju01GQp5R+l1JaFn98DsC0+O8HAHydUlqglC4BWABwUyfvxeFw7AszKuOZfPfppib/8wC+Lf57CsAF2e8uio9xOBxOE6zChvvWdB/deyNCyPcATCj86rcopY+Kz/ktAGUAX2F/pvB8qvL6DwJ4EABmZ2cNbDKHw7EbLMjzRqjuoxvkKaXv1Po9IeSjAN4N4B2UUhbILwKYkT1tGsCyyus/BOAhADh27JjihYDD4dgbKcjzTL7rdFpdcx+ATwO4n1Kalf3qMQAfIIR4CSH7ABwC8EIn78XhcOyLtPDKg3zX6XQp+78C8AJ4nBACAM9RSn+RUnqKEPIwgNcgyDifopRWOnwvDodjU6SFVy7XdJ2Ogjyl9KDG7z4L4LOdvD6Hw9kdRANu/MZ9h3HPVeNmb4rt4EWpHA7HdAgh+Fd3qeaMnA7gtgYcDodjY3iQ53A4HBvDgzyHw+HYGB7kORwOx8bwIM/hcDg2hgd5DofDsTE8yHM4HI6N4UGew+FwbAypeYqZDyFkHcD5Dl5iBECiS5tjVfg+2ofdsJ+7YR8B8/dzL6V0VOkXlgrynUIIOUEpPWb2dvQSvo/2YTfs527YR8Da+8nlGg6Hw7ExPMhzOByOjbFbkH/I7A3oA3wf7cNu2M/dsI+AhffTVpo8h8PhcOqxWybP4XA4HBk8yHM4HI6NsUWQJ4TcRwg5QwhZIIR8xuzt6RaEkL8ghKwRQl6VPRYnhDxOCJkX/x8zcxs7hRAyQwj5PiHkdULIKULIr4iP22Y/CSE+QsgLhJCXxH38XfFx2+wjgxDiJIS8SAj5pvizHffxHCHkFULIjwkhJ8THLLufAx/kCSFOAH8M4CcAHAHwQULIEXO3qmt8EcB9DY99BsATlNJDAJ4Qfx5kygB+jVJ6FYBbAHxK/P7stJ8FAG+nlF4L4DoA9xFCboG99pHxKwBel/1sx30EgLsppdfJauMtu58DH+QB3ARggVK6SCktAvg6gAdM3qauQCn9AYDNhocfAPAl8d9fAvDefm5Tt6GUrlBKfyT+OwUhQEzBRvtJBdLij27xPwob7SMAEEKmAfwkgD+XPWyrfdTAsvtphyA/BeCC7OeL4mN2ZZxSugIIARLAmMnb0zUIIXMArgfwPGy2n6KM8WMAawAep5Tabh8B/GcAvwGgKnvMbvsICBfo7xJCThJCHhQfs+x+2mGQN1F4jNeFDhiEkCEAjwD4VUrpDiFKX+vgQimtALiOEBIF8A1CyNUmb1JXIYS8G8AapfQkIeQukzen19xOKV0mhIwBeJwQctrsDdLCDpn8RQAzsp+nASybtC394DIhZA8AiP9fM3l7OoYQ4oYQ4L9CKf3v4sO2208AoJRuA3gSwlqLnfbxdgD3E0LOQZBM304I+WvYax8BAJTSZfH/awC+AUEytux+2iHI/xDAIULIPkKIB8AHADxm8jb1kscAfFT890cBPGritnQMEVL2LwB4nVL6OdmvbLOfhJBRMYMHIcQP4J0ATsNG+0gp/U1K6TSldA7COfhPlNIPw0b7CACEkCAhJMT+DeBfAHgVFt5PW3S8EkLeBUEPdAL4C0rpZ83dou5ACPkagLsg2JheBvA7AP4ewMMAZgG8CeB9lNLGxdmBgRByB4CnALyCmpb7f0HQ5W2xn4SQayAsxjkhJFYPU0r/PSFkGDbZRzmiXPN/Ukrfbbd9JITsh5C9A4Lc/VVK6WetvJ+2CPIcDofDUcYOcg2Hw+FwVOBBnsPhcGwMD/IcDodjY3iQ53A4HBvDgzyHw+HYGB7kORwOx8bwIM/hcDg25n8C3O0Fr3IiILMAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -589,7 +546,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4bd73585-51b7-40a1-b542-bfeee8c11f81",
    "metadata": {},
    "source": [
     "#### And extrapolate out 3 more months"
@@ -597,8 +553,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "id": "d67247e6-0654-4248-aa0e-4b45d1ff0014",
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -621,13 +576,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "id": "a1e0c97c-4d6c-4278-ba0c-19f36ef00228",
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "expected x and y to have same length",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-17-2b0c9118e4c9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplot_extrapolated_country\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m<ipython-input-16-ce3c55da4d76>\u001b[0m in \u001b[0;36mplot_extrapolated_country\u001b[0;34m(idx)\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m     \u001b[0mz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpolyfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m     \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpoly1d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m<__array_function__ internals>\u001b[0m in \u001b[0;36mpolyfit\u001b[0;34m(*args, **kwargs)\u001b[0m\n",
+      "\u001b[0;32m/opt/miniconda3/lib/python3.7/site-packages/numpy/lib/polynomial.py\u001b[0m in \u001b[0;36mpolyfit\u001b[0;34m(x, y, deg, rcond, full, w, cov)\u001b[0m\n\u001b[1;32m    632\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"expected 1D or 2D array for y\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    633\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 634\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"expected x and y to have same length\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    635\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    636\u001b[0m     \u001b[0;31m# set rcond\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: expected x and y to have same length"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -644,30 +612,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "id": "fa728248-8a71-47cb-8796-b9aa1b8f3343",
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plot_extrapolated_country(1)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "2154a1e0-1a54-4915-82d2-0b7b80a873d0",
    "metadata": {},
    "source": [
     "#### We've done some data science!\n",
@@ -677,7 +630,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "436d3908-115d-4206-8ddf-7363aa01093d",
    "metadata": {},
    "source": [
     "### Congratulations!\n",
@@ -688,7 +640,6 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f121c968-5dc9-4e37-96c2-b0b0c0c4d724",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -710,7 +661,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.7.13"
   }
  },
  "nbformat": 4,