From 856757b9318aaeea3fa018c7cbb831fb7c0ff5b5 Mon Sep 17 00:00:00 2001 From: Navya Agarwal Date: Wed, 8 Mar 2023 01:24:03 +0530 Subject: [PATCH 1/5] Create nx_version.txt --- 2023-round-1/navyagarwal/nx_version.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 2023-round-1/navyagarwal/nx_version.txt diff --git a/2023-round-1/navyagarwal/nx_version.txt b/2023-round-1/navyagarwal/nx_version.txt new file mode 100644 index 0000000..c3e2bd4 --- /dev/null +++ b/2023-round-1/navyagarwal/nx_version.txt @@ -0,0 +1 @@ +2.8.8 \ No newline at end of file From 568410ed59223c6d192348200f9e4e6a220e2597 Mon Sep 17 00:00:00 2001 From: Navya Agarwal Date: Wed, 8 Mar 2023 01:32:46 +0530 Subject: [PATCH 2/5] Create nx_dev_test_output.txt --- .../navyagarwal/nx_dev_test_output.txt | 370 ++++++++++++++++++ 1 file changed, 370 insertions(+) create mode 100644 2023-round-1/navyagarwal/nx_dev_test_output.txt diff --git a/2023-round-1/navyagarwal/nx_dev_test_output.txt b/2023-round-1/navyagarwal/nx_dev_test_output.txt new file mode 100644 index 0000000..1424293 --- /dev/null +++ b/2023-round-1/navyagarwal/nx_dev_test_output.txt @@ -0,0 +1,370 @@ +============================= test session starts ============================= +platform win32 -- Python 3.10.7, pytest-7.2.2, pluggy-1.0.0 +rootdir: E:\OSS\NetworkX\networkx +plugins: anyio-3.6.2, hydra-core-1.3.2, typeguard-2.13.3 +collected 5072 items / 2 skipped + +networkx\algorithms\approximation\tests\test_approx_clust_coeff.py ..... 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[100%] + +============================== warnings summary =============================== +networkx\drawing\tests\test_pylab.py:422 + E:\OSS\NetworkX\networkx\networkx\drawing\tests\test_pylab.py:422: PytestUnknownMarkWarning: Unknown pytest.mark.mpl_image_compare - is this a typo? You can register custom marks to avoid this warning - for details, see https://docs.pytest.org/en/stable/how-to/mark.html + @pytest.mark.mpl_image_compare + +networkx/drawing/tests/test_pylab.py::test_house_with_colors + C:\Users\navya\AppData\Local\Programs\Python\Python310\lib\site-packages\_pytest\python.py:199: PytestReturnNotNoneWarning: Expected None, but networkx/drawing/tests/test_pylab.py::test_house_with_colors returned
, which will be an error in a future version of pytest. Did you mean to use `assert` instead of `return`? + warnings.warn( + +networkx/linalg/tests/test_algebraic_connectivity.py::TestSpectralOrdering::test_cycle[lobpcg-False-expected_order0] + E:\OSS\NetworkX\networkx\networkx\linalg\algebraicconnectivity.py:304: UserWarning: Exited at iteration 10 with accuracies + [0.02743716] + not reaching the requested tolerance 1e-08. + sigma, X = sp.sparse.linalg.lobpcg( + +networkx/linalg/tests/test_algebraic_connectivity.py::TestSpectralOrdering::test_cycle[lobpcg-True-expected_order1] + E:\OSS\NetworkX\networkx\networkx\linalg\algebraicconnectivity.py:304: UserWarning: Exited at iteration 10 with accuracies + [0.00056623] + not reaching the requested tolerance 1e-08. + sigma, X = sp.sparse.linalg.lobpcg( + +networkx/readwrite/tests/test_text.py: 16 warnings + E:\OSS\NetworkX\networkx\networkx\readwrite\text.py:541: DeprecationWarning: + forest_str is deprecated as of version 3.1 and will be removed in version 3.3. Use generate_network_text or write_network_text instead. + + warnings.warn(msg, DeprecationWarning) + +-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html +==== 5015 passed, 56 skipped, 3 xfailed, 20 warnings in 175.78s (0:02:55) ===== From 05244a2f2de8d489eef9ee8484c88e8de98b8ee5 Mon Sep 17 00:00:00 2001 From: Navya Agarwal Date: Wed, 8 Mar 2023 20:07:08 +0530 Subject: [PATCH 3/5] Outreachy tasks #3 and #4 --- 2023-round-1/navyagarwal/nx_pull_requests.txt | 1 + .../navyagarwal/nx_tutorial_script.py | 49 +++++++++++++++++++ 2 files changed, 50 insertions(+) create mode 100644 2023-round-1/navyagarwal/nx_pull_requests.txt create mode 100644 2023-round-1/navyagarwal/nx_tutorial_script.py diff --git a/2023-round-1/navyagarwal/nx_pull_requests.txt b/2023-round-1/navyagarwal/nx_pull_requests.txt new file mode 100644 index 0000000..27db53a --- /dev/null +++ b/2023-round-1/navyagarwal/nx_pull_requests.txt @@ -0,0 +1 @@ +1. https://github.com/networkx/networkx/pull/6474 \ No newline at end of file diff --git a/2023-round-1/navyagarwal/nx_tutorial_script.py b/2023-round-1/navyagarwal/nx_tutorial_script.py new file mode 100644 index 0000000..c81ff28 --- /dev/null +++ b/2023-round-1/navyagarwal/nx_tutorial_script.py @@ -0,0 +1,49 @@ +# imports +import networkx as nx +import matplotlib.pyplot as plt + +# DiGraph -> Direted graph that can contain self-loops but not parallel edges +G = nx.DiGraph() + +# various methods to add nodes of different data types +G.add_node(1) # integer +G.add_node('navya') # string +G.add_node((3, 4)) # tuple +G.add_nodes_from(['a', 'b']) # from list +G.add_nodes_from(range(9, 11)) # in range + +X = nx.path_graph(2) +Y = nx.complete_graph(3) + +G.add_nodes_from(X) # from graph X +G.add_node(Y) # graph Y + + + +# can add individual or multiple edges to graph +G.add_edge(1, 'navya') +G.add_edges_from([ + ('a', 'b'), + ('navya', 1), + (X, Y), + (9, X), + (Y, 'navya'), + ('b', 10), + (10, Y), + ('navya', 9), + ((3, 4), 0), + ('a', 9), + (0, 'b'), + (9, 10)]) +G.add_edges_from(X.edges) +G.add_edges_from(Y.edges) + + +nx.draw(G, with_labels = True, node_color = 'yellow') + + +# printing shortest path between all pairs of nodes if it exists +for source in G: + for dest in G: + if(nx.has_path(G, source, dest)): + print(source, " -> ", dest," : ", nx.shortest_path(G, source, dest)) \ No newline at end of file From 6166ccfe2255ce848e5a76ab4847bf35b9307e26 Mon Sep 17 00:00:00 2001 From: Navya Agarwal Date: Wed, 8 Mar 2023 20:11:51 +0530 Subject: [PATCH 4/5] Upgrade version to 3.0 --- 2023-round-1/navyagarwal/nx_version.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/2023-round-1/navyagarwal/nx_version.txt b/2023-round-1/navyagarwal/nx_version.txt index c3e2bd4..f398a20 100644 --- a/2023-round-1/navyagarwal/nx_version.txt +++ b/2023-round-1/navyagarwal/nx_version.txt @@ -1 +1 @@ -2.8.8 \ No newline at end of file +3.0 \ No newline at end of file From 644a22eba129caca126a3de779db5048097cef62 Mon Sep 17 00:00:00 2001 From: Navya Agarwal Date: Thu, 9 Mar 2023 20:04:02 +0530 Subject: [PATCH 5/5] Create nx_notebook.ipynb --- 2023-round-1/navyagarwal/nx_notebook.ipynb | 510 +++++++++++++++++++++ 1 file changed, 510 insertions(+) create mode 100644 2023-round-1/navyagarwal/nx_notebook.ipynb diff --git a/2023-round-1/navyagarwal/nx_notebook.ipynb b/2023-round-1/navyagarwal/nx_notebook.ipynb new file mode 100644 index 0000000..d43822e --- /dev/null +++ b/2023-round-1/navyagarwal/nx_notebook.ipynb @@ -0,0 +1,510 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "da277d6f", + "metadata": {}, + "source": [ + "# Random Graphs and Degree Centrality" + ] + }, + { + "cell_type": "markdown", + "id": "6d076dcd", + "metadata": {}, + "source": [ + "In this notebook, we will explore two different types of random graph generator models namely - the Erdős–Rényi and Barabási–Albert graphs. We will create and plot graphs using the implementation of these models from the NetworkX package. We will also investigate the degree centrality distribution and how it correlates to the attributes of these graphs." + ] + }, + { + "cell_type": "markdown", + "id": "6a7ddd0a", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "id": "d61bd0dc", + "metadata": {}, + "outputs": [], + "source": [ + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import style\n", + "import seaborn as sns\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "6eb39031", + "metadata": {}, + "source": [ + "## Erdős–Rényi Graph" + ] + }, + { + "cell_type": "markdown", + "id": "1aae2d0d", + "metadata": {}, + "source": [ + "[Erdős–Rényi](https://networkx.org/documentation/latest/reference/generated/networkx.generators.random_graphs.erdos_renyi_graph.html) is one of the models used for generating random graphs with special properties.\n", + "\n", + "There are two closely related variants of Erdős–Rényi:\n", + "\n", + "1. In the $ G_{n,m}$ model, a graph is chosen uniformly at random from the collection of all graphs which have $ n $ nodes and $ m $ edges.\n", + "\n", + "\n", + "2. In the $ G_{n,p}$ model, a graph with $ n $ nodes is constructed and each edge is included in the graph with probability $p$, independent from every other edge.\n", + "\n", + "In this notebook, we will look into the second type of Erdős–Rényi model." + ] + }, + { + "cell_type": "markdown", + "id": "43d0fa04", + "metadata": {}, + "source": [ + "### Create an Erdős–Rényi graph with 100 nodes and $p$ = 0.3" + ] + }, + { + "cell_type": "code", + "execution_count": 284, + "id": "2809ea57", + "metadata": {}, + "outputs": [], + "source": [ + "n = 100 # number of nodes \n", + "p = 0.3 # probability p \n", + "seed = 2111 # use of seed for reproducibility\n", + "G1 = nx.erdos_renyi_graph(n, p, seed)" + ] + }, + { + "cell_type": "markdown", + "id": "444c42db", + "metadata": {}, + "source": [ + "### Plotting the graph" + ] + }, + { + "cell_type": "code", + "execution_count": 285, + "id": "d055d51c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw(G1, pos=nx.spring_layout(G1, k=0.25,iterations=20), with_labels=True, node_color = \"gold\", node_size = 400)\n", + "plt.title(\"Erdős–Rényi Graph with 100 nodes and 0.3 edge probability\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "611ebe35", + "metadata": {}, + "source": [ + "Since the number of nodes and edge probability are both significantly high, the graph is very dense and it is hard to make out the individual edges.\n", + "\n", + "Now, let's talk about degree centrality." + ] + }, + { + "cell_type": "markdown", + "id": "d09c00ef", + "metadata": {}, + "source": [ + "## Degree Centrality" + ] + }, + { + "cell_type": "markdown", + "id": "1fd32de0", + "metadata": {}, + "source": [ + "[Degree Centrality](https://networkx.org/documentation/latest/reference/algorithms/generated/networkx.algorithms.centrality.degree_centrality.html#networkx.algorithms.centrality.degree_centrality) is a simple centrality measure that counts how many neighbors a node has.\n", + "\n", + "If the network is directed, we have two versions of the measure:\n", + "\n", + "1. __in-degree__ is the number of in-coming links, or the number of predecessor nodes\n", + "\n", + "\n", + "2. __out-degree__ is the number of out-going links, or the number of successor nodes\n", + "\n", + "A node is important if it has many neighbors, or, in the directed case, if there are many other nodes that link to it, or if it links to many other nodes." + ] + }, + { + "cell_type": "markdown", + "id": "c3226233", + "metadata": {}, + "source": [ + "### Plotting a histogram of Degree Centrality distribution of G1" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "id": "8772db8b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(nx.degree_centrality(G1).values(), edgecolor = 'white', color = 'orange')\n", + "plt.style.use('seaborn-v0_8-whitegrid')\n", + "plt.title(\"Degree Centrality distribution of Erdős–Rényi Graph with 100 nodes and 0.3 edge probability\")\n", + "sns.kdeplot(nx.degree_centrality(G1).values(), palette=\"flare\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "beb1462e", + "metadata": {}, + "source": [ + "We observe that the distribution is centred around 0.3, that is because we took the edge probability as 0.3. The distribution bears similarity to a binomial distribution as evident from the line plot.\n", + "\n", + "Let's change the value of $ p $ and see what happens to the degree centrality distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "id": "2eb20cf3", + "metadata": {}, + "outputs": [], + "source": [ + "n2 = 100 # number of nodes \n", + "p2 = 0.6 # probability p\n", + "seed2 = 200 # use of seed for reproducibility\n", + "G2 = nx.erdos_renyi_graph(n2, p2, seed2)" + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "id": "59d29e53", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Ro0mhUFCZMmXo9evXRESkUqlIpVLR+/fvycPDg9zc3CgwMFDYJjo6mpo2bUoKhYIUCgW9efNGWDdw4EBSKBTUt29fio+PF9LDw8OpRo0apFAoaNOmTUJ6586dSaFQ0OXLl9XKtX79elIoFNSxY8d8n1NGFi1aRAqFgkaPHp1lXVpaGkVERNChQ4eocuXKpFAoaPr06Wp59u7dSwqFgho1aqR2nnFxcdS9e3dSKBQ0b948IZ2/FwqFgoYMGUIJCQnCuk2bNpFCoaAKFSqQSqUiIu5aurq6kqenp9r1IiI6evQoKRQKGjdunJDWsWNHUigUdPXq1VzPvWHDhhqvbX7gz1+hUNCxY8eEdKVSSSkpKeTn50eurq508+ZNte2ePXtG3t7epFAo6NatW0I6fz8UCgVNmTKF0tPTiYgoNTWVRo4cSQqFgvr06SPkf/PmjZC/TZs2FBMTI6w7fPgwKRQK8vDwoOTk5BzP4/jx4xqfgy5dulCpUqVIoVDQrFmz1NbVrVuX3NzchHvIl13T/W7btq3athmfgwEDBlBSUpKwbsWKFaRQKCggICDHMudE9erVSaFQUHh4eJZ1/H0PCQnRuO3MmTNJoVDQunXriIho3bp1pFAoaOrUqRrzP378mBQKBTVs2DDXcmV8XmbMmEGpqalZjtu8eXMhLTk5WXj3li5dKrwXREQXLlwgd3d3Kl26ND18+FBInzJlCikUCurXr5/afd+1a5dw7Iz3+fPnz+Tr60ulSpVSe4aJiHbs2EEKhYJq1KhBKSkpRER08+ZNoe7JWP7o6GihDstYH2ZHnz59SKFQ0OrVq9XSY2NjqWXLlqRQKGjZsmVCen7rDqVSSY0bNyaFQkErV64U8qamptKYMWOEfe3duzfXsnp5eZFCoVB7vzLC1+snT57McT/89ZwxY4bQtmRcypQpQ6dPn861PEREz58/Jzc3N/Ly8qKgoCAhXalU0rx580ihUFC7du2E9Pj4eKpUqRK5uLjQ4cOHhfSEhAShrs587xYuXCjc67i4OCH92rVr5OHhkaVdTU1NpVq1apFCoaD169erPa9nz54lV1dX8vHxoejo6FzPL+P1WbVqldp5dO3aVagjeTI+HxmfKaVSSUT5b3szvqvDhg0Tnn8iosWLF5NCoaB69eoJ5/jp0yfh/J4/f652Ljdv3qTSpUuTQqGgDx8+aDzHLVu2COmJiYnUs2dPUigU9Pvvv2c5x4z1KV/O4cOH55iPiIRjpaWlCWmhoaHCfcx4v4iIVq1aJdQ9fwf+VhbKd+/e5TpkUP/+/TVuW716ddjZ2QHgLDoikQj79+9HcnIy2rdvrxb5bGpqimnTpmk8/qlTpyCXyzFnzhw1Py8HBwfMmDEDALBmzRohne/izGx1ad++PcaOHYuePXv+4NVQZ//+/VmuhaurK/z9/TFixAh8/vwZ3bt3z9I1vHr1agDAzJkzYWtrK6QbGBhg5syZkMlk2Lp1axYrpVQqxcSJE6GnpyektWnTBlpaWoiOjkZ0dDQA7loGBAQgKSkpi+WG/6Jq3rz5D50zb/0oUqSIxvUjRozQuPA+UBmxsLBAvXr1hP/FYjGioqLg7++Pbt26oVy5cmr5nZycUL58eQDQaHEsXrw4xo0bB4lEAgCQyWSYMmUKTExMcP78eY3WhIkTJ6p19TZs2BCWlpZITk5GeHh4jtfC398fMplMsEgCXFfXnTt3EBAQAC0tLdy8eVNY9/btW7x48QLly5dXu4f5RSKRYOrUqdDR0RHSunbtCrFYjLdv32bp1ioM+C7ZjMfMiLa2NgAgISEBAISehuzy8+maeiSyw8zMDCNHjoRMJhPSePeAjFau48eP49OnT/D19UX//v3Vgn6qVq2K3r17Iz09XfDxTE1Nxb59+yCTyTBt2jThXACgVatWGrtZd+/ejS9fvqB9+/ZqzzDAvZPVq1fHmzdvcPr0aQAQ3CIsLCzUym9qaoqpU6di5syZQl2ZE9bW1qhZsya6deumli6Xy9GwYUMAmt+NvNYdd+7cwePHj1G6dGn07t1byCuTyTBp0iSYmZnlWkYe/pnJzjebv865PQNxcXEAuC7IEydOYMKECbh27RouXLiA/v37Izk5GUOHDhXcLXJi48aNSE1NxaBBg+Dr6yuki8ViDBkyBC4uLrh9+7bgFnHmzBlERkaiZs2awvUFuNFPZs2apXYvAa5XYuvWrZBKpZgzZw4MDAyEdRUqVECvXr2ylOn06dN49eoVqlevjq5du6o9rwEBAWjbti2+fv2KPXv25Hp+PJUqVVI7lr6+PmbNmgWpVIq9e/ciJSVFLb9EIkH79u3VrsePtL08hoaGmDhxolov1oABA1CyZEk8f/5c8J2OiopCrVq10L9//yyuMXzvC6D5mfb19UWHDh2E/3V1dYX28+DBg/mqW/JLyZIl4ebmhnfv3mXp1j5w4ADEYjGaNWv2046fH/5WglJPTw+NGjXKccn4YmZE05AgfAOraQxAV1dXWFtba8xfsWJFtZeTx9fXFxYWFvj48aMwth0vRDp16oS5c+fixo0bSEtLg5aWFrp27armIF4Q7OzshGvQoEEDODk5AeAq7//973+4dOkSRo8erRa5HRkZiRcvXkAul8PV1TXLPi0tLVGyZEnExcXh0aNHauscHByy+LlpaWkJEcIZ/bA0dXtHRkbiypUrcHR0RNmyZX/onJVKJYDsI9/44YIyL5r8MzP6p/DY2Nhg7ty5GD58uJBGRHj79i1OnTolVCyaXALq1asniEkeHR0d+Pv7A0CWseJ0dXVRqlSpLPvhn0G+IcsOAwMDlC1bFh8/fsTz588BcA1ySkoK/P394erqikePHgkCj++20iRQ8oOjo6NaVDjANc58YE9u5f4R+OuaW0Q2/1zkN39ecHV1zTIKgqWlJQBOyPNuEHwFn51LR/369dXyPXjwAImJiXBzc9MYHKXJB5B/lrIbDqxy5cpq+by8vCCTyXD06FH07t0bu3fvxsePHwFwQqN58+Z5CgaYOHEili5dqvacR0dH49q1a7h9+zYAze9GXuuOnOpnbW1t4V3KC3l9BnIb1YA/n9jYWEyYMAEdOnSAmZkZrK2t8b///Q8dOnRAamoqVq5cmWuZcrpvIpFIOD/+2cjpelhYWMDT01Mt7eHDh/jy5Qvc3NxgZWWVZZvMHx8ABHHFfyxnJvOzlBcaNGiQJa1IkSLw8PBAUlIS7t+/r7bO3t4+y0fuj7S9PFWqVIGhoaFamkgkQrVq1QB8v76lS5fG/Pnz1UaHUCqVwtBzfPe8pnFGM3ZH85ibm8Pd3R3JyclZzrGw0dTGPnjwAM+ePUOFChWyaJlfxb9m2CBNYw/yX+rZWbhsbW3VfID4/EWLFs32OLa2toiMjERERATs7e0xcuRIvH37FlevXsXq1auxevVq6Onpwd/fH02aNBEaiOXLlwtCIC/4+PigTZs2wv+ahg3asmULpk6dKvgGZvZ/488tLi5Oo6DKnDfjOJeZX1AevpHNWDFXrlwZVlZWuHHjBj58+ABra2scPnwYSqXyh62TAHffXr58iaioKI3+dJmtBNeuXctiTeHJLQhk//79CAsLw5s3b4QKJafGycHBQWM6/2JnDp7RVEkC3xtCXjznRLVq1RAYGIjAwEA4OTkJjYOvry/ev3+Pu3fv4vbt26hatSouX74MoOCCMrvnID/lzi98Y5PZssHDp/P5+L/Jycka8/Pp+bHUajrvjAJTpVJBLBbnWmfwvQJRUVEA8lYnZYZ/jwcOHJhjmXnRaG1tjT/++AO///47Ll68KHxcODs7o1atWmjbtm22x89MWFgYtm/fjuDgYISHhwtWYf7d0CTS81p38NeCF+qZ0XQtskNPTw9fv35FcnKyRn/rzM9MdvAWTj09PY1Wn3bt2mHz5s15GjGAv2+5WY/4fHl5NjL6SfPbZScmNFmh+W1mzpyJmTNnZlsm/lnKC/mtCzXVxT/S9mZMz+n4Gf1elUolTpw4gaNHj+Lp06d4//69MIRZTs90duXSdIyfQaNGjTB79mycPHkSEydOhI6OToF7AH8GfytBWRDE4qzG1ty+VjNbmPIC34DylZZcLse6devw4MEDnDlzBtevX0dISAhOnTqFU6dOoU6dOli0aBGuXbuWrygsqVSqJig10bFjR7x58wYbNmzAwIEDsW/fPiHYJGNZjY2NhS/P7LCwsFD7Pz/j9fEm9+XLl+Pw4cPo3bs3Dh48CLFYjKZNm+Z5P5kpVaoUXr58iTt37mQRy/lF0/moVCr0798f58+fh0wmQ+nSpdG0aVOUKFEC3t7e2Lx5c7bRhdk9O5mtZjyans/8Uq1aNcyaNQvXrl1Dhw4dcP36dVhYWKB48eLw8/PDypUrERQUhAoVKiAoKAilSpUq8Jfrrxi3sUiRInj06BEiIyM1WnV5NxP+meUbYF605ZY/L+T1vHOzevLiie+uzG2/msaG5d/j6tWrZ/thAnwPPgI4y2jlypVx9uxZXLp0CUFBQXj69CmePn2KDRs2YP369VkmSsjMmjVrMGfOHACcC0j16tXh5OQEd3d3vH79OtuZtvJ67Qqzfi5SpAi+fv2KyMhIjYI2r88Ab0W1tbXVWD5eWMTExORaJv6+NWjQIMf3n+9dy+/14IVQdlZXTc8mn9fPzy9bIQ8gX0OL5bcu/NE6JXPby5NbwCb/TiUmJqJLly4IDg6Gjo4O3NzcUKlSJTg7O6Ns2bKYNm2amttQRjK6pmgisztCYSOXy1G7dm0cOnQIZ8+eRZ06dXDkyBEYGhrmaWzVv4p/jaDURJEiRfD06VO8e/dOrbLlyfzlxL9gmobh4OG7QTPP1uPu7g53d3cMHToUcXFxOH78OKZPn46TJ0/i1q1b2Lx5c0FPRyPDhw/HlStX8OzZM4wePRrbt28XKi++8tTW1v7pA8a3aNECK1aswMmTJ1GnTh08fvwYlStXzrMlRBNNmjTBsWPHcPjwYfTp06fQX1p+TE4XFxesXr06S1lz8g/M7ouU9538GV0QxYoVg4ODA27cuIHY2FiEhIQI3Vre3t6QyWS4ceMGbt68icTExAJbJ38Vzs7OOH/+PJ4/f66x+y9zFDjv+8RHe2eGT88uarwg5FZnvHnzBgAEf0D+Gctu2LLMdRJ/jPDwcHTu3DlfH1ZyuRxNmzYVPuoePnyIefPm4cqVK1iwYEGO4zK+efMGf/75J+RyOVasWJHFxzivYzrmxI9ci+xwdnbGkydP8Pz5c8EdiEelUuHFixcQiUTZjgTAw/fkREREgIiyiB9emObFv9PS0hLv3r3D//73v2yteBnhr0d2z1Lm68F3c2d3/TRF4PNtQqNGjdCqVatcy5QXCqMuLEjbm91zwu+Ld+9Yt24dgoODUaFCBSxatCjLh0dOQ0rldoy/osu5RYsWOHToEE6ePAkTExN8+fIFbdu2zVXs/pX8rXwoCxt+ej7eWT0jr169yjKuU9myZSESiXD16lWNYiIwMBCfP3+Gra0tbGxsEBMTg+bNm2fxr5DL5WjdurXgI5Of7oP8oqWlhalTp0IkEuHevXtqQ5Tw5fz06ZPGeb6TkpLQuHFjdOjQQaMjcn6ws7ODr68vQkJCBPFcUFN85cqV4eHhgfDwcMFSkhMPHz7M1/7v3r0LgHtRM4vJhIQEYb0mC4CmMQ0TExNx9epVSCSSAltUs6Nq1aqIjY3F5s2boVQqBf8sXV1deHh44NGjRzh27BiAvHV3/x1njuFF5JkzZ7Kse/36NZ48eQJra2uh8S9evDjs7Ozw9OlTjfN28+9/YfkzZ4QfquPEiRMa1x8/fhwABN9vNzc3GBoa4uHDhxqFgKbnij9GdsO5/PHHH2jatCl27doFAFi7di2qV6+eZZgRV1dXjBw5EoBmsZGR4OBgqFQq+Pn5ZRGTAIRxZ/Pjl5oZvn4+e/ZsFtcJpVKZ7di2msjpmQkKCsLXr1/h5eWVbXc8j4uLC6ysrPDlyxeNQ77xQ3FpuiaZye2+DR8+HC1atMDZs2cB5NxexcXFCX6rPG5ubpDL5Xj06JFGUcfvNz9l2rRpExo1aoSlS5dmd1pZ0LSvjx8/4sGDBzA2NhaGYMqJ/La9Gbl+/XqWOlqpVArPAv/u8fV5x44dszwHnz59ElzSNNX3vAtRRt6/f48HDx5AX19fY4xCYePn5wc7OztcvnwZR44cAfDdt/Lvwr9aUDZr1gxGRkbYu3evWgRyfHw8xo4dm6UytLOzQ40aNRAfH4+RI0cK/kIA98X+22+/AeAeSIDrHlEqlXjy5EmWL/a3b9/izp07EIvFcHNz+0lnyOHt7S18bc6fP19twNwuXboAAEaNGqXW2KampmLSpEkICwtDYmJivvyVsoN/uLdu3QojI6MCT00mkUgwf/58GBsbY+PGjRgwYIBGP9SwsDAMHjxYsMLmtbuGz3fp0iW1qQBjYmIwdOhQoVtLky/fjRs31KzOqamp+P333/Hlyxc0adIkSyBLYcGLRP55yxik5ufnB6VSiQMHDsDCwiJPFTn/dfszorV/lHLlyqFUqVK4desWNm3aJKTHx8dj3LhxICJ0795dTQx37NgRRITx48erncvGjRtx69YtlC5d+qeI/Hr16sHS0hI3btzA8uXL1eqUS5cuYc2aNZBIJMIAxjKZDO3bt4dSqcSoUaPUynry5Elh7NWMtGnTBnp6etiyZQuOHj2qtu7cuXPYtGkTHj9+LNxvBwcHvH//HsuXL1cbaJ+IBBcODw+PHM+Lfzfu378vRGUDXMDCggULhAY2Oz/XvODh4YGyZcvi5cuX+OOPP4SGXKVSYfbs2fn6yK1VqxYsLS1x5MgRnDp1SkiPjIzE1KlTASDLiBufP3/G8+fP1YS9WCwW/LAnTpyoNuvYw4cPsXjxYohEIo0TAGSmU6dOkEgkWLhwodroDAA3Lu6RI0fw9OlTIdgmICAA9vb2uHbtmlp7kpqait9++y1LJLG2tjbatWsHpVKJ0aNHqz1LwcHBGke7qF+/PiwsLHD69GmsX79e7XkNDg7GokWL8OTJk1x97jNy4MABNREcHx+PUaNGQalUCtcgN/Lb9mbk1atX+OOPP4RzUalUmDNnDl68eIEyZcrA29sbwPdn+vz582rn/f79ewwcOFBoAzQ90zmdY4cOHQrNSsjvR1Owo0gkQvPmzZGYmIj9+/ejRIkSub7HfzV/qy7vmJgYjBgxItd8mQNWssPMzAwzZ87EkCFDMHjwYHh5eQmVPxHB0dExy3AtU6ZMQXh4OM6dO4caNWqgXLlySEpKwo0bN5CamoqGDRsKIg0AJk+ejE6dOmHmzJnYtWsXnJycEB8fj9u3byMlJQW9evVS82v8WQwfPhxnzpzB58+fMXv2bMyePRsAN9TJ/fv3cezYMTRs2BDu7u4wNjZGcHAwIiIiYGZmhnnz5hVKGerUqYOpU6ciLi4ODRs2zNNg5Llha2uL/fv3Y9SoUThz5gzOnDkDJycn2NvbQyQS4eXLl4KlWS6Xo1evXujRo0ee9t2yZUts3rwZV65cQe3ateHq6or4+HjcuXMHycnJKFGiBJ49e6bRN8/KygrTpk3Dvn37YGdnh+DgYHz48AGlSpXKdVafglCuXDno6ekhNjYWRYoUUXu2/Pz8sGzZMqSnp6NatWp5sj7a2tpCIpHgyZMn6NKli9rMOr8KkUiEmTNnomPHjpg+fToOHDggBCRER0ejWrVqasOOAFxDc/78eQQGBqJ27dooV64c3r59i4cPH8LIyChPFu4fQVdXFwsXLkTv3r2xYMECHDhwACVLlsSnT59w9+5dSCQSjB8/Xq3i79+/P+7cuYMbN26gZs2a8PHxQVRUFO7cuQMvLy/BksJTpEgRzJ49G8OGDcOwYcOwdOlSFC9eHB8+fBAGNB83bpzgb8rPWX369GnUqlUL3t7e0NfXx5MnTxAeHg5zc3P873//y/G8fH19Ubp0aTx69Ah16tQRLHLBwcGIjo6Gs7Mznj59mq3fal6ZOXMmOnfujA0bNuDChQsoWbIkHj9+jFevXsHT0zPP0bP6+vqYPn06+vfvj8GDB8Pb2xsmJiYIDAxEfHw82rRpgxo1aqhts3XrVixZsgS+vr5qH4edOnXCvXv3cPz4cTRo0AB+fn5ITU3F3bt3kZaWhoEDB+Zp5Ao3NzeMGzcO06ZNQ9euXVG6dGnY2tri5cuXePr0KSQSCebMmSN04fKuST179sTMmTNx4MAB2NvbIzg4GJ8/fxbuR0b69++PwMBAXL9+XXiWYmNjcfPmTdja2iIuLk7NVUhXVxeLFi1C7969MWvWLGzZsgUuLi748uUL7ty5AyJCly5d8mUMsLS0xMCBA+Ht7Q0LCwvcvHkTnz9/RsWKFdWGg8qN/La9PJ6ensLzo1AoEBYWhvDwcFhZWam5enXs2BHHjx/Hnj17cOfOHTg7O+Pz58+4e/cuiAjFihUTgkA1HWPgwIHw8vISzjEmJga+vr75mjUpNxwcHPDkyRN07twZjo6OmD17tlogWfPmzbF48WKoVKq/VTAOz9/KQpmYmJjtUDAZl8wVbk7UqFED27ZtQ40aNfDy5UtcvnwZ7u7u2LZtm0anZDMzM+zcuRODBg2CmZkZLl26hJCQEHh5eWH+/Pn4888/1Rysy5Qpg23btqFOnTqIjY3FuXPn8PDhQ3h7e2PhwoV5EsiFgbGxsSBkDhw4IDgXi8VizJs3D7Nnz4a7uzseP36MK1euQC6Xo1u3bjhw4ECWmXV+FB0dHcH0X5gPu42NDTZv3izMLiGRSHDnzh1cuXIFycnJqF69OiZMmIALFy6gT58+GgMbNGFra4vdu3ejTp06SE9Px7lz5xAWFgY/Pz+sW7dOmMHm/PnzWbZt2rQppk2bhpSUFJw/fx7a2toYOHAgtm7d+tOskwDn4lCpUiUAyDKElpeXlyDi8+o/aWZmhunTp8PW1ha3b9/WeK6/glKlSmHPnj2oX78+3r9/j4sXL8LMzAyjRo3C4sWLs9xjqVSKVatWYfDgwZDL5Th//jw+f/6Mxo0bY8+ePRp9qAsLb29v7N+/H61bt0ZKSgrOnj2Ld+/eoX79+tixY4fa+HUAJxzWrl2L4cOHw8TEBBcvXkRkZCRGjBiRrdCrXbs29u7di8aNGyMuLg4XLlxAVFQUqlevjk2bNqk1tCKRCPPmzcPw4cPh6OiIO3fu4MKFC1CpVOjUqZMg0HNCIpFgw4YN6Nq1K0xNTXHlyhXcunULdnZ2mDx5Mvbv3w9DQ0MEBwcXSFQ6ODhg9+7daNeuHZKTk3H+/Hno6+tj2bJluQYSZqZKlSrYtm0bqlatiqdPn+LatWtwcHDAtGnTMGnSpDzvh+8ZmTlzJtzc3HDnzh2EhoaiTJkyWLp0ab4ERMeOHbF161bUqlULHz9+xPnz55GYmIj69etjz549qFOnjlp+T09P7Nq1C40aNUJkZCQuXbqEokWLYsOGDRqthrq6uti4cSP69u0LAwMDnD9/HuHh4ejRo4dgVMgcyOXt7Y0DBw6gbdu2ICJcunQJr1+/hp+fH5YuXZrvD8r+/ftjxIgRiIiIwIULF2Bubo6xY8di9erV+TIq5Lft5alWrRqWLVsGPT09nD9/HgkJCWjTpg327NmjFunu6emJbdu2oXLlykJb/erVK9SsWRM7duwQZsnRVAcOHz4cI0aMQGRkJM6fPw8jIyMMHToUa9euLRTDCc/06dPh6uqK8PBw3LhxQ/DB5rGyskLRokUhlUrRpEmTQjtuYSGigjjBMBgZiI6ORtWqVaFQKLBv375fXZyfwuLFi7FkyRL07dsXQ4cO/dXFYTAY/2EePHgAGxsbjUFCp0+fxsCBA9GwYUP8+eefhX7sMWPGYP/+/Zg2bVqhBfgwcubRo0do1qwZateujcWLF//q4mThb2WhZPzzSE9PR3p6OpKTkzF58mSkpaVp9HNhMBgMRuEyYMAAVKpUKcu859HR0Vi0aBEAzrrN+OeSmpoKlUqFr1+/CjP8/V3b2L+VDyXjn8ebN2+EacLS09NRqlQpYTJ7BoPBYPw8evXqhWnTpqFNmzbw9PQUxuPkffibN2+epVud8c/ixo0b6Nu3L5RKJVQqFapVq5btrFm/GiYoGQXCxsYGlpaW+Pz5M8qXL4/p06fn2YeRwWAwGD9Op06dULx4cWzbtg2PHj3CgwcPIJfL4e3tjZYtW6rNCc74Z+Lg4AAjIyMkJiaiWrVq2U4o8HeA+VAyGAwGg8FgMAoE86FkMBgMBoPBYBQIJigZDAaDwWAwGAWCCUoGg8FgMBgMRoFggpLBYDAYDAaDUSCYoGQwGAwGg8FgFAgmKBkMBoPBYDAYBYIJSgaDwWAwGAxGgWCCksFgMBgMBoNRIJigZDAYDAaDwWAUCCYoGQwGg8FgMBgFgglKBoPBYDAYDEaBYIKSwWAwGAwGg1EgmKBkMBgMBoPBYBQIJigZDAaDwWAwGAWCCUoGg8FgMBgMRoFggpLBYDAYDAaDUSCYoGQwGAwGg8FgFAgmKBkMBoPBYDAYBYIJSgaDwWAwGAxGgWCCksFgMBgMBoNRIJigZDAYDAaDwWAUCCYoGQwGg8FgMBgFgglKBoPBYDAYDEaBYIKSwWAwGAwGg1EgmKBkMBgMBoPBYBQIJigZDAaDwWAwGAWCCUoGg8FgMBgMRoFggpLBYDAYDAaDUSCYoGQwGAwGg8FgFAgmKBkMBoPBYDAYBUL6qwvAYDAYjB+ECFDFAZQKiLQAsRwQiX51qRgMxn8QJigZDAbjn0RKCBC7DUgKApJvAarY7+vEhoBOOUDXDzBsD2i7/bpyMhiM/xQiIqJfXQgGg8Fg5EL8USB6JpB0FZwtQAlAU/UtAiABkA7oVgLMxgEG9f/KkjIYjP8gTFAyGAzG3xllNPBxEBC3HZzbuyofG3/LL28PWC0GJKY/p4wMBuM/DxOUDAYjfzC/vb+O5GDgTS1OVEJZgB1JAIkZYHcG0HEvrNIxGAyGABOUDAYjd5jf3l9PcjDwujKgSkDBxCSPBBDrA/ZXmKhkMBiFDhOUDAYje5jf3q9BGQ28KF0IlsnMfLNUFg9l3d8MBqNQYeNQMhiMrCijgXftgbcNgaTr3xLToVlM4lt6Ovcz6TrwtgHwrgOg/Pzzy5obRIAyFkiP4v7+E76hPw76CWIS3P54n0wGg8EoRJigZDAY6iQHc9axuF3fEvITBJIhf9xO4EUpIPlBYZYub6SEAJHjgNc1gKfGwFMj4JkF9/epMZceOY7L93cj/ui3AJysYnL1LsC1IaDvDZRqACzdqq6P330COowEzMoDhuWAmt2Au48y70UJxG0D4o/9zLNgMBj/MViXN4PB+M4/3W/v39BF/8r/m1VYXciv2Q30mgAM6gg0CQAu3wamLAPmjASGdwPiEoAyzQBtLWDKIEBHC5i6Anj+GnhwELC2zLg3CaBbAXC4/FeeGYPB+BfDBCWDweD4J/vt/VuG1kkJAV5qFt4V2wESCXB5y/e0dsOBwPvAyzPA1GXAnxuA0CPfxePHSKBsS2DuKKBdAw07LRYCaLsW+mkwGIz/HqzLm8FgcPxT/fb+DV30PLHbkN0EZskpgKG+epqZMRD9hfu95xTQsra6JdLKAnh3MRsxCem34zEYDEbBYYKSwWBk67cXeA+o3oXz2SviD3QZA0REZ908PR0o3waYtCS7A/wkvz2+i75QhPA34fva/9eJyqQgCMFNmfhfZ+DkVWDLIeBrHHDyCrDxANCpMZCWBjx6DrgUA35fCFhXBmTu3L17+DS7gym/HY/BYDAKDhOUDAaD8zvMVB3cfghU7woY6AH7FwOzhwOnrgJNB6pvmpwCtB8JBAXndhDJt+MUEspobtDvQvP3BLcfVQLwpuZfH6FOxI3xmQ3t6nPisdNowNgXqNsLqOQNLBgLxMRyon7+RuD8DWDNVGDnn0DkZ6BqZ+B9hMYDAsk3/xlR7wwG42+P5r4VBoPx3yEl5FsQizqj5gJepYCDSwHxN61pqA/8bybw8i1QzBa4fAsYOA14+zEvB1ICSVeAlIeF47f3V3TRF91aaHslIiQmJiI+Ph4JCQmIj48XloSEBKQkRqJt2dhst28yELhyG/hjBODrDjx4ylmEWw0FFo//nu/EKsDgW9d4OTfAuS6wZCswY6iGnapiAVU8IJEX2nkyGIz/JkxQMhj/dQS/ve9drdExwIUbwMaZ38UkADSvzS08jQcA/t7AoaWAY828HOyb357F9IKVWeiizztvPwJujYEDS4Bqvrnl5rroPz2vicgkn2xFYHb/a1qXkJCAnGIgzYyBttc1r7t2FzhxGVg9BejZikur6gsUtwUa9AW6NePSqvl+F5MAYG8DlHIC7obmdK6puV0MBoPByBUmKBmM/zoa/PaCnwAqFWBhyo1reOgcN/hO85rAovGAsSGX79JmwF2Rn4MVkt+e0EWftwCcNx+AOr0438O8kq4Entzqjiqdsq4Ti8XQ19eHgYEBDAwM1H4bGhrC2tpa+D/z+mz/11MBryyzHgzAq/fc30re6ulVynF/H7/g7lWKBm2Ylgboaud0plq5XgsGg8HIDSYoGYz/Mtn47UV+cx/sPh6oV5mz6j19BYydD7x4yw1dIxLlV0wCAEGZGIR7t28hPj7hhyx/Rc1jcGb1pzwdTaUCNh0ERvyRf1dBqQSoXA64F7QVEj0PNRGoo6MDkUiU35PPGSJuXnRV1m7vksW4v5dvcxZHnqt3ub/F7YD6VYD9Z4CoGMDchEsPewmEhQM9W2ZzTLEhIDYotFNgMBj/XZigZDD+y6jiNAqY1DTub1lXYM007neNCoCxHGg3Ajh9Dahd6ccOKUE8qlXxQXyierqurm4W6x3/29bWVvi/ScUgqFSREItzt04GhwF9JwH92wE1K3Ddw/lDCs9iDwGL9vndMP+IRIBOOVDiOWSWql6lgRa1gWGzgZivgJ8nF709aSl3j5rV5P4eOAvU7gFM6M/dw/ELADur793kmQ4I6Phwx2UwGIwCwgQlg/FfhjT7z8m/+eE1rKaeXrcy9/fuox8XlAAwfNhAGBg5oEiRIrCysoKVlRXMzc1hYmICHR2dnDd+XQNIzFtXt7018OwkYGvF+YTmn79uaJ3Xr18j/GYKKroAUg0187Y5wLQVwIqdwITF3Ll1a8aJR6mUs1Je2waM/pOLBJdIgFoVgfljvt9PdSSArt/PPi0Gg/EfgQlKBuO/jEiz/5yzA/c3s09e2jdXS91cNF9uLFm6CtExmsWsjo4OTExMslmMMbbFNWjL8nYcU2OgYPPeZBha5ydY8pRKJY4fP46VK1fi6NGj8Cotw+09mvNqaQFTBnNLdpQuARxentejpwOGf4HllcFg/CdggpLB+C8jlmv02yvlBDgWBXYcAwZ2+K6lDp3j/lYuW5BjGiIq+guSkpMRExOTp+Xly5e4c+cO0lKiMaltcgEO/gP8hKF13r9/j3Xr1mH16tV4/fo1HB0dYWVlhTsPP+DKbaB8Gc6H82ehUokg0q8EEZt2kcFgFBJMUDIY/2W++e0h8VyW5DkjgdZDgbbDgF6tuJlYxi/gfPm8Sv/Y4QgiiL757enq6kJXVxc2NjZ530F6FPDM4scOXiAKPrSOSqXCmTNnsHLlShw8eBBaWlrw9fWFSCRCeHi4EOSzaq8p/Mv+3EHVxWJCrzEvMHb6CxQvXjz7jEScny2lctZssZz5XDIYDI2wmXIYjP8wCQkJuP9EF+kaxgZvWYcbX/LlO6BhP2DWaqBvW2DrnB8/njKdcOlmCh49evRjO8imi/5n8+r1B6hU+Z0jnCMiIgJ//PEHnJ2dUadOHYSFhaFdu3awsbHBxYsX8f49NyaQrq4uFi5ciJpN52PncTGUhT1e+zeUSmDbEWDNjvcoUaIExowZo35uKSFA5DjOV/WpMfDUiBPxT424/1/X4NanhPycAjIYjH8kIspppF0Gg/Gvg4hw+/ZtrFmzBtu2bYODVRweHPrrju/ZVILgMCVKly6NNm3aoHXr1ihZsmTeNibiRI2GyPTcuHCDm9v6/Ma8DGz+na9x3FSHurq6cHFxQcmSJYWlVKlScHZ2hq6ubqZiEi5evIiVK1di7969EIvFaNGiBezt7bFr1y68ePECBgYGiI+Ph1gsRq9evTBjxgyMGzcOK1euRL8+rfFH36PQkSZoDND5UVQkRuRnFTr85oXwN7F4/vw5AMDW1hYXj41CccOd32ZNkoKbgUhT8yACIAGQDuhWAszGAQb1C6+QDAbjHwkTlAzGf4SYmBhs27YNq1evxv3792Fra4t69erhyZMnmNbrIiqU4SKDfxbpSuD6XQgDhevo6EClUiE1NRUeHh5o3bo1WrduDWdn55x39LpGli76vPAjglKlAoIe6GHurrowMzNDeno6nj9/jsePHyMigpsgWyQSwdHRESVLloSjoyOio6MRGBiI169fQ6FQoGfPnhCLxVi8eDFevXqFIkWK4NMnbhzN6tWrY+PGjVAqlWjZsiVCQkKwePFiJCUlYfWS/+HKNkBfR3PUd/6RAGJ93I5aiNqNhsPCwgJVqlTB3t2rsXg80L4h51spFuenSfg2uLy8PWC1GJAULASKwWD8c2GCksH4F0NEuHTpEtasWYM9e/YgPT0djRo1Qu3atXHmzBns3bsXLi4uWD2/KSoXm/3Ty1O/D3D8knqaSCSClZUVPn/+jJSUFHh5eQniUqN/X+Q4IHoOMs/ukxs/IijT0oENhyzw20IRIiIiIJVK4efnhxo1asDHxwdyuRzPnj3DuXPncOnSJbx7905tekU9PT2kp6cjNTUVZmZmiI6OBgAUK1YMW7ZsQcWKFXHs2DF07NgRRkZG2LNnD27fvo0+ffpAJpOhZLE0nF4LmJkUNEhHAkjMALszgI47njx5ggYNGqCoWTSOrUqHliSuUPfPYDD+ezBByfhv8i8PNvj48SM2btyItWvX4unTp3B2dkbPnj1RrVo1LFu2DJs3b4adnR0mTpyITp06QSqVAu/aA3G7wHV1Fi7p6cDBCzpoOeh7hLZIJBLEF//b2NgYNjY2ePHiBZKTk1GuXDm0bt0arVq1gqOjI7dhSgjw8q8TLR5NxHjwRCV0cSclJSEoKAgxMTGQyWTQ1tZGfHw8ihYtigEDBqBFixZYt24dVq1ahS9fvsDY2BgxMTFq+9TS0oKzszNUKhVCQ0Ph5eWFefPm4cmTJ+jTpw+0tLSQmsoFApkYAbeOlEdx80CkK/MnLPn8Knl7iDNZEGM+XoTWhxrQlikL1QIK+ytMVDIY/0GYoGT8d0gJAWK3cQNVJ99S98MTG3LRzrp+3Nh82m6/rpw/iFKpxMmTJ7FmzRocPnwYUqkULVu2RM+ePVGiRAlMnz4da9asgZmZGcaPH49evXpBWzvDJM/KaOBFaajSoyAW/VgAisZyqUSIiRVDUVeJNKUBrKys8OzZM2G9WCyGSqUSRKVYLAYRwdPTEzo6Orh79y5SUlLg6+uLNm3aoFWrVrBTtQMlXoeoEMuZGYIEUQkl0Gq4FS5evAgtLS0olUoolUpYWVkhOjoa6enpsLCwwNevX5GSkgJdXV2oVCqkpaWhXLlyePbsGT5//gypVIrBgwejT58+ePXqFW7evInly5fj7du3kMvliIvLfpJxX19flCtXDi9DlmFsb37Ipux9HIk4ISmTApdvATNXA226b0CXLl2+Z/p2r0kZDVGhfkB8s1QWD2Xd3wzGfwwmKBn/fuKPAtEz/7XBBuHh4Vi3bh3Wr1+Pt2/fwtPTE7169UL79u2hVCoxe/ZsLFmyBLq6uhgzZgwGDhwIPT09jft68mAviiS3hL5u4fjtpacDCUnAmtNd8OKdPpYtWwaA8x28f/8+YmJiBCulTCZDWlqaIDB5K52lpSXKly+PpKQkXLp0CSkpKejSwhwbpkUVvIC5YXsUMKiP27dvY/To0bhw4QKUSqUgeiUSCWrXrg25XI4TJ04gLi4OxsbG+Pz5+7A/RYsWxfDhw9GqVSvY2tri2rVraN26NVJTU7Fjxw4EBARg69at6NSpEyQSCdLT09WstxkRi8UYPqgumgYkwbloNEz1X0CC+AwZDBGXXhKLVt2Ai88ktOo4CVpaWrCyssKTJ0++f0D8RGs0IAHkbYCiW3/CvhkMxt8VJigZ/16U0cDHQUDcdgjBA3nm7x1skJKSgkOHDmHNmjU4ffo0DAwM0L59e/Ts2RNly5ZFXFwc5s2bh3nz5oGIMGzYMAwbNgxGRkbZ7vPz58+wtbWFk20SLm/VhoFeSoH86tLTga8JUtTqDtx9lI5+/fqhcePGaNWqFeLj42FnZ4eAgABs2bIFIpEI6emcT6S2trbwW6VSQSwWQyKRIDU1Fd7e3ggPD8fnz5+xbS7Qqu7PGQA8PR3YeRw486grdHR0sHXrVsTHx6NOnTpwcXFBYGAggoKCoK2tjdTUVBARpFIpzMzMhIAbOzs7VK5cGY8ePcK9e/cAABYWFoiOjoazszP27NkDNzc3HDt2DI0aNYJMJoNMJoOWlpYgSA8cOICjR49i9erV0NHRgZ2dHUxMTBAaGipYNQ0NRJBKCXXqNEQxJ3e4uJTEiBEj0KZNGwQGBuLWrVsQiURYtGgRBg4cyH1gvW2Y4/k3HwTceQSEn9V8bfw7cNNwThqYw06+iXEGg/EfgRiMfyNJ94meWBKFSohCUYBFwu0nKfhXnxERET169IiGDRtG5ubmBIAqVapE69evp/j4eCIiSkhIoNmzZ5OpqSnp6OjQiBEjKDIyMtf9pqamkq2tLQEgZ2dnmjppKG2bKyIKBaWF5O+a8fkv73QgW2s98vPzIx0dHQJAnTp1ordv31LFihUJAInFYho6dCjVqlWLAJBUKiWxWExisZj09PRIR0eHRCIRaWtrEzizMgEgAwMDsrKQ0cfLoLQHBbm/WRfVIwlFXZeQiRF3LIlEQn369KHw8HAiIvr8+TNNnDiR5HI5SSQSkkqlamUDQHK5nAYOHEjXr18nlUpFL1++pAoVKhAAMjY2JgAkEonIycmJRCIRSaVSsra2JhsbG2Ef3bt3p7S0NNLV1SU9PT0CQHfu3CEiIpVKRe/evaOzZ89Sq1atSCwWU82aNYV7yC+mpqYEgGQyGRkYGNDhw4cpOawcqULF2Z7/5tnctg42Wdcl3QO1qsutnzggl/cm3P/nvQgMBuNvBxOUjH8fSfeJwgwLQUxmaBzDDH+ZqIyPj6f169dTpUqVCACZmZnRsGHD6OHDh0KelJQUWrJkCVlZWZFUKqV+/frR27dv87R/lUpF/v7+BID09fUpKCiItLW1ady4cdS3oz1d2sxdh9QHIOXDbERYqEgQdpe2gBoHSOn58+fk6upKzs7O5OPjQwYGBiSRSKhZs2aUmJhIM2bMIJFIRADI19eX1qxZQ46OjiQWi0kikZCWlpYgLPl8urq6aoLJzRn09SZI+TB7gZQvMfwA9OUGt9+SJUsKx5VIJDR58mQaN24cyeVy0tXVpUGDBtGECROEMvF5raysyN/fn6ysrAgA2drakpmZGenr69Pu3buJiOj169c0duxYYZvMi7m5OUVHR9P48eMJALm4uJCvr6/G+7d48WLS1tYW/o+NjaVZs2YRAOrfvz9paWkJ+3V1zvn8310EmRiBbK2yCspLm0EeLiBTo7wIym9LckgBnnwGg/FPgglKxr+L9KhCskxmY6lMj/5LTkOlUtGtW7eoT58+JJfLSSQSUe3atWnXrl2UnJws5EtLS6P169cLQqxz5870/PnzfB2rb9++giC6ceMGNWjQgOzt7enJkyeCEGlcx4lmj5DSle06lHhfS+3axN4SEb2qQVf2VyVXZ1Dx4sUJAHXu3JnCwsJILpdTw4YNyd3dnUxNTUlLS4tq1apF8fHxFBgYSFZWViQSiUhXV5fWrFlD06ZNI11dXcGqyS9GRkaCpY5fRCIR1fC3LBRLZdoD0MfLnJi0tramyMhICg0NFazBvEW1d+/etGrVKrK2thbSW7ZsSa9fv6bAwEDq2rUr6ejokFQqpVKlSpFEIiExN7gjeXl50Zw5c+jgwYMklUpJKpVSjRo1SEdHR0348eJZLBaTlpYWiUQiWrt2rcb7t2jRIjVBSUQUExNDEomEVqxYQVOnTiWRSETW1tY0d7QWKR9lL77rVQa1qQfq0jSroDQ2BDWsBgo/k1dBKSWKGJf/h/+/gEpFlP6VKC2S+6tS/eoSMRgFhglKxr+Lt+1+gpjMICrftv+pxf/8+TMtWbKEypTxJLk+yK2UFU2bPIpevnihlk+pVNKuXbvIxcWFAFCLFi3ULJZ5ZdmyZYKAWb16NR06dIgA0N69e6lt27bCOn9/fwoICCCpVEpLly6h+XOnkKkxyEAPpKurQ0REHz58ELqreXF079492rdvHwGgCRMmkLOzM1lZWZGenh5VqlSJvnz5QjExMdS0aVPhWE2bNqU5c+YI3dy8BVAmk2Wx5FlYWJBcLicTI9CWP74Jwx/sot88m7POlStXjgCQk5MTDRw4kPT09EgikWi0JJYpU4aCgoKyXNcPHz4IFmV+X927d6fGjRurnUf58uVJJBKRu7u7kDZ8+HC6desW1ahRQ83yaWJiQi1atKBly5bR48ePSfVNhCxatIh0dHSylMHf35+aNGlCnz59Esp/bqOIVI80X4fVU0CWZqDIa5oFZfDB77/zJii5Dw3GN5IfEEWMJXoV8K0HJcO1CjPk0iPGcvkYjH8gTFAy/j3EHcnSqCkfguaMBJWwB+loc112vPDgl6JFsgoFgGtYNTaUcUcLtdgqlYouXLhAY4Y2pNkjJHR2Ayj+rlRjg6P6NIYunFpCZcqUIQBUt25dunXr1g8d9+zZs4JY6d69OyUmJlKxYsWodu3alJaWRtra2iQSiTjBZmJCQ4cOJQB09OhRWrp0qWCxAyBYTRs2bEgikYgqVapEIpGIKlasSCqVisaMGUNisZi2b99OdnZ25OjoSEZGRuTt7U0RERGkUqlo1apVamKrQoUKtGfPHkE0Z15sbGyE68Av9apwXe4UmnMXvfIht55Cua7cXu2LkpGRkeD/aGZmJpzf6NGjKSgoiDw8PNSO5eXlRR8+fMhyXcPDw8nHx4e0tLRo+fLldP78eWrbti3JZDKhG18kEpGDg0OWcypZsiQlJSVReno66enpkb6+Ppmbm1PLli1pwoQJVKlSJcFn09bWljp37kwdOnTIYqEkIpo+fToZGBhQSkoKtW/fnqRSCcXe0mydDD8DkuuD9izk/tckKDMuee7yDjNk1re4I0Thlb5bbUNF2Qvw0G/vfXilQq9nGIyfDROUjH8P4ZWIMgUbjO8DkslAM4eBzqwDDevKNYbb5nLrI69x/88ZCbq+XX3R3IVaeMEGHz9+pNmzZ1OvdjZ0+ZsISn8oJlU2DY7q0Xdr2v1DcgoJ/OOHj/38+XPBiujl5UWpqak0adIkkslkFBYWRkuWLBFETsOGDQkAzZ8/nwDQo0ePaP369QRA6IIODub8S48dOyZ0T8vlcgJABw4coLS0NKpRowZZWFjQxYsXydLSkkqVKkUWFhZUqlQpevPmDa1evZoMDAwEwQWAmjVrRsbGxmqBL3xXuKOjYxZBxq8rXQI07X+g8xsl9OWG+nX8cgN0dbsuXT9cgzq29lKzIvK/JRKJEDxjbW0tWF754BZebJqYmNDevXuF63r8+HEyNTUlBwcHunnzpto1v3btWpYAnoyWSd4a27lzZ+rUqRMBoNatWxMACg0NFfYTGxtLR48epWHDhqkJahcXF+rXrx/t2bOHoqOj6c6dOwSAzp49S4GBgSTX1yz6VI9AAeW5rm4+rdAEZSioZfM6NHz4cFq9ejVduXKFoqKifvi5/UeRHvWtxwRZ6qXcl2/537b/y9xsGIyCwgQl499B8oMslXLCHZC+HmhEd/X0qj6g8p7c79Nrucbx2cn8VPb44WCD9PR0Onr0KDVr1owszSS0Y574W6OevwZHVYAG58uXL4IFzsTEhD5+/EjPnz8nHR0dGjNmDBER2dvbC6Ju/PjxJJVKadWqVQSAEhISaOfOnQRA8C/csGGDcH58pHLbtm1JJBKRnZ0dJScnU0REBNna2lL58uXp5s2bZGxsTOXKlSMrKytBCHbr1o3evHlDvXr1UvOTzGgV5P0B9fX11cSYubk5WVhYqOXnLagGeiCzb130vPC8cuUKqVQqQRxnXkqVKqX2f9u2benNmzeUnJxMzZo1U9t/hw4daNSoUSQSiah+/foUHa1+T54/f066urokEoloyZIlZGBgoOabye9j8uTJpFAohDRra2vy9vYWurc1MW3aNNLW1qY+ffpQiRIlhGvm5eVF+vr61KJFC4qPj6eAKh4an6XFv4HMTUAfLnEfUWkPQJ2bcIIyLRsrb34EZdtWtah48eJq98Xc3Jz8/f2pV69e9Oeff9LRo0fp+fPnlJ6ens836m/Kv3SUCQYjJ8RgMP4NxG4DN2j5d7S1gGvbgOFd1bNqyYBkblY73HsMyPWB4nb5OZj02/HyTnh4OCZOnAhHR0c0aNAA4rQQvDyrh9b1uOke8zvji4gfUzNuJ/CiFJD8IE/bpaeno1KlSoiOjoZYLMbx48dRpEgRDBkyBObm5vjtt99w//59vH79GgBgZmaGFy9eoGzZsnj//j2KFCkCPT09YWB0XV1dAMC1a9cAABKJBH369IFEIkFISAgsLS3x9u1bLF68GBYWFsJc1Rs2bMChQ4cQHByMT58+IS0tDWZmZhgxYgSsra1hYGAglJm+DZUbEBCAmzdv4tatW3B0dERCQgJE36bLFIvFMDExQWRkJLS0tIRtVSruOsUnAtFfgHSVDvT09JCcnAx/f3+YmpqiR48e3NSTABYsWCD8Dg0NVbt2KSkpsLa2hra2Nvbt24e1a9dCLOaq0G3btuGPP/5Aly5dcPjwYZiafh+39M2bN/Dw8EBycjJWrVqF+fPnw97eHm5ubkLZpVIptm7dimPHjsHV1RUA4OnpiQ8fPuDOnTsoUaIEfv/99yxlAgB9fX1IJBKsWLECT58+xatXr7Bu3Tq4urpCpVJh7969MDExQczXBI3PxJ6TQFQMYF0FkLlzy6aDwKv33O8py3J4oPLA0mWr8fz5cyQmJiI4OBi7du3CoEGDYGdnh1u3buG3335DgwYN4OTkBAMDA3h6eqJNmzaYOHEitm/fjnv37iExMbFghfgrSQ4GXlfmxsEt8MDxSm4/r/3z/I4zGL+MX61oGYxC4VVAzha9R1wE78xhIJEItGoyl96hEWeJaV4LZGjAWTRb1wW9v5iT1SBvwQYpKSm0a9cuql27tuCL2KdPHwq5vY1Uv2BYI5VKRY0bNxasRKtWrSIioiNHjhAA2rVrFxGRMCYkAOrTpw/Z2trS8OHDqWvXruTn50dEnP8lACpWrBgBIB8fH+E4b968ESx3o0aNIoAbjujTp09ERLR8+XKhy1okEpFEIqH69euTm5sbmZmZUYUKFUgkEmmM6K5YsSI9f/6c5s6dq7auSJEiWSyMIpGIXF1dhbJIpVLBT5JfeJ9Gvis6c5e0uakWlfNyJLk+hPPdvXs3JSYmEhHRrl27hIAX3v9z0KBBlJCQQERE79+/F7r+16xZQ/7+/mRhYUFTpkwRyqijo0MPHz6k/fv3U+3atYVje3h4kJmZGZ08eZJ69uwpdMGXKVOG5syZQ2/evCEionnz5pG+vr7Ge75jxw4CQFOnTqXGjRtl6f6nUNDjY6Cbu9WXhtVA1hbc73ca3gXk0UL55QZILjegHTt2ZGtlVSqVFB4eTidOnKAFCxZQ3759qWrVqlnuqYODA9WpU4eGDBlCK1asoAsXLtCnT59ytN7+5fxLRplgMH4EJigZ/3xUqqxRk5mWbXO/N0wNqoIS73LpriVAUilo+hAuOGPlZFARc5CzAyj+dg4VfA7BBo8ePaLhw4cLXZoVK1akdevWcYOP/8IGZ9y4ccI16NmzJxERJSUlUfHixalmzZqkUqkoISGBJBKJ0AV97tw5wQ+yatWq1KZNGyIiun79OgEge3t7ArgBtDPSoEED0tHRoSZNmlCJEiVIKpVSnz59KCkpicaMGUMikYhEIhFt2bKF9u/fTxKJhBo3bixEdmcMzpk1a5YgTHV1dUlXV1cYckdHR0ctAjujCOXFo7a2tjC2ZWYxyYvhokWLEsCN0zh9COjiZqlG38sz67n1Ph66VLZsWZJKpeTr60sNGjQQusClUikpFAo6efKkIAJXrlxJHTt2JG1tbdq2bZta9+/ixYuF6zZz5kwCQH5+fkKeatWq0Y4dOyg2Npb2799PLVu2FAKmqlWrRq1atcpWUEZHR5NYLKYVK1ZQUFAQ3dxrmG2gUsalMHwolQ9Bt/YbC+dZs2ZNQQTnlc+fP9P169dp3bp1NGrUKGrcuDEpFAq1e2liYkIVKlSgbt260ezZs+nQoUP05MkTSktLy9exCoV/+CgTDEZBYIKS8c8n/WuulfGzk6CLmzh/MWNDUJVynNXy2jbQjV3qea9s5RqqZRNy3ue9O5cpJCSEwsLCKCQkhObNm0e+vr6CwPrf//5HISGZfC1/UYOzdetWwSJWrlw5ISp7ypQpJJPJhKCP3377TRBG1tbWtGnTJgJAUVFR5ODgIPhY3r9/nwBu2B5+v6mpqcLxDhw4IKTzEeF8ZLOWlhb9/vvv5OnpSU5OThQTE0Njx44VLJkZRd+CBQuEfZ44cULw/cy41K9fn4YPH67RD9LAwEBtlh2xWCxEV+vp6Qn+ivWrQgiMymt0+OUtXFS5gYEBdezYkYYMGSIIHUNDQ+GY8+fPp8mTJxMA2rRpE5mYmAjiuGbNmqRUKrnHOD1dGDR95cqVJBKJaNGiRVS1alUCQJaWljRmzBh68eIFff36lTZs2CBYvwFQ48aNaefOnYJ1NDU1lc6cOaPmo/rnGG2h/D9bUKaFcOK7ffv2ZGpqKlhjly5dKpzzj5KcnEwPHz6kvXv30vTp06ljx45Urlw5IWCK/ygpXbo0tWjRgsaPH0+bN2+mmzdvUlxcXIGOnS0aRpnIvDSrmfW6vr0Aat+QGzBerg+qUR50Z28O+2HR34y/KWwub8Y/n/Qo4JlFnrNvOgB0GQtc3ARU8dGcx9gXaFsfWDEp+/2YVQA+f8n9eBKJBFpaWmhQDdg9LylPZUxOAeTluHmTM6KvB8TfznnbY8ED8CHOC1paWpDJZHj58iXGjx8PIoJcLseGDRtgY2ODyMhItGzZEp06dcLYsWMhlUrh5eWFuLg4pKenY8iQIYiPj8e1a9dw//596OjoYOnSpejTpw+ePXsGZ2dn6OrqIiUlBSqVCqGhoShZsiQAzlfTzs4OMTEx6NmzJ3bu3ImoqCgYGhri2rVrcHV1FXwz7e3t8fDhQxQpUgTv378XzkMqlWLXrl1o1qwZoqOjsXHjRkyfPl2Y5xrg5v3eu3cvli9fjo8fP8LU1BSnT58GALi5uSEkJERtf+np6Shbtixu3+YuoqkxsHg80L4hoFQBknx4lfP5H7xyR58Jqbh+IwxyuRxpaWlITk4W8jk6OiI8PBxTp07F5cuXcerUKejo6EBLSwshISGws+MceOfMmYNRo0Zh3LhxOHnyJKysrHDkyBEAnD/nypUrsXHjRnz9+hV16tRB37590aBBA0ybNg2zZs2Cp6cnbty4AR0dHdjY2CAiIgLx8fEwMjJCYmIi/ve//+HW1Q04vy4q7ydZQJafGIBBI1bAy8sLdnZ22L9/PwDAx8cHmzdvhouLS6Eej4jw/v17hIaG4vHjx8ISGhqq9mzZ2tqiZMmSKFmyJEqVKiX8tra2Fvxy880rfyDpOgDN/tBbDgGdRgMONt/nSI9LAMo04/y9pwwCdLSAqSuA56+BBwcBa8vMe5EAuhUAh8s/VkYG4yfCBCXjn48yFnhqlCU58jNw/BJQtzJgafY9PeQJ4N4E2DATUCoBX3fATfF9vUoFGJTlgnmm/i/7w8rLcsEeACdszMzMYGpqCrlcDrlcDn19fSGARUdHB0Nb7IODxXtwLn05cysE8GkFbPkDcMoQMCSRAD7u2W+XrgQC7wGVO+Z6iHwhk8mQlpYGfX196OvrQywW4+PHj9/KJIFSqYSTkxOsrKwgk8kgk8nw4sULvHjxAkQEsVgsBMjUq1cPCoUCUqkUBw8exLNnz2BsbIwvX74Ix/P29oZYLMatW7fg4uKCFy9eQKVSQalUQkdHBxKJBAkJCdDX10dCAhdsMnHiRCxatAgxMTFqZefziEQiiEQiiMVipKenw10BnFkvgpkRQSIpyNWRABIzPEtdgTWbgzB37lwolerBGGKxGI0bN8aBAwcgEolARNi0aRM6deoEAFAqlTA1NUVaWhrOnj2LihUr4vDhw2jYsKHafhITE7Fr1y6sWLECQUFBKFq0KJydnREYGIh69erh+PHjSE5OhpaWFlJTU2FsbAwbGxs8evRI2MflLUD5MoC0QOech2vyTfgEBgaiY8eO+PjxI/r27YstW7YgIiICEokEEydOxOjRoyGTyX5mYQAAsbGxCAsLEwQmLzafPn2K9G9fboaGhoK4zCg4nZycci5jSgjwMvsX830E4NYY0NflPkJ4QTl1GfDnBiD0yHfx+DESKNsSmDsKaNcgmx0WCwG0XfN/ERiMnwgTlIx/PkTAU2NAFauW/Po94FADmDEUGNv7e/q8DcDw2cDDw0C5VkCzmsDWOd/XHzgDNBsEnF0PBJTXfMivcUDjEZVRpUpV2NraIjo6GhEREYiIiEBkZKTwNzIyEunp6XB1BkIO5f2U1uwG+k3hrJHaWrnnz4zKIRifE6zh6ekpWGZmzJiBtm3bCqKlf//+mDZtGqpVq4bU1FT07dsXT548AQCYm5tj6tSp6NevH7p37w4DAwMsWrQII0aMgLGxMeLi4jB79mwhb1RUFDw9PVGmTBmkpaUhPj4eQUFB+PTpEwDOShcTE4O4uDhIJBIUK1YMb9++RWJioiBI/0rcFZyw0tcFpNLc8+eGSiVCqlILNbpp4drtOFSqVAmfP3/WGJWtra0NPz8/zJw5E9ra2pDJZNiyZQvmzJmDfv36ISYmBleuXEFwcDB0dHQgk8kgkUjULGfv3r3D4sWLsWXLFrx79w4AYGJigmbNmmHkyJEAgHHjxuHAgQPIWMWLxWLUrazC0RUFP+fcUNocgsSwEQAgPj4eQ4YMwdq1a9G4cWOYmppiw4YNAAAXFxds2bIF5cqV+/mF0kBaWhpevHiRxaL5+PFjfP36FQBn3XZycspi0SxZsiSMjIyAyHFA9BwA6RqPUb83YGgA6GgDF258F5SeTQEfN2DNtPyUWAqYjQIsphfktBmMQocJSsa/g9c1gMRzWZJ7jAe2HQWmDga8SgGXbwOzVgMdG3GV+JSlwMQlwNAuQP0qwIMnwKSlQHU/4MASzYdSqYDoJA+YeN4WhpjJDpVKhcjISDy91grlnS/nWbwMnApcvAk8yIcI5SFIQSYjULHJeQQFBUEsFqNbt25YvXo1RCIRUlJS4ObmBnt7e5w5cwYikQgRERGwsrKCtbU13r9/j0mTJsHT0xPNmjXDq1evcObMGfTo0QPJycnQ1tZGamoqtLW1AQCNGjXC4cOHUbt2bZw4cQJbtmzB0KFDAQBWVlb49OkTTExMsHnzZpQvXx4ikQjm5uZIS0uDv7+/0K0LAH5+fnjw4AGSkpJARBg1ahRiY2OxYsUKwbro7OyMDx8+4MiRI0hKSkL9+vUFCxMAiEQi1K1bF56enpg1a5ZgreNxsDVA0PZ4mBkXjpjkSU/nhiZyayxGTKyo0EWyTCaDSMTtl983b61NTEyEtrY2kpOTBQsoj1gsBnH+8kLa1jlA63o/x0qZng7sPA4Mm2uJxYsXo1GjRtDW1oZYLMa+ffvQq1cv6OjoYPjw4Zg/f74giIcMGYKpU6dCX08PUMUBlAqItACxHPjRbugCQET49OlTFovm48ePhWG1AMDa2hpHlifBS/FFYzHX7AbGL+Q+YEf88V1QpqUBet7AjCFAbDywZg8Q9QXw9waW/Aa4OmdXMhGgFwDYn/kJZ81g/DiFWJ0yGL8QXT8g8RIyWwiWT+TGmFy1ixtXz86a81Ua0Z1b/1s/wMIUWLoNWL4DMDMG+rYBJg3M/lBKFbBqczCm+csREBCANm3aoG7durC0VHd4UqlU2LFjByZOnIgV45/lq1v13mNO7NTuAVy9y1kpW9XhusHk+jlvS6p0XDzxB4KCVBCJRDAxMYGhoSHmzp0LS0tLnD17Fi9fvsTy5cuRnJwMXV1d/PbbbyAiwQrWs2dPzJs3D/b29rC3t0d4eDhsbGwEEclbzZRKJRwcHAAAISEhqF+/Pk6cOIF27dphwYIFuHDhAtq0aYOoqChERUWhcuXKuHz5MqKiogQxmVHw3b17F2PHjkXPnj0xevRozJ8/X7CEEhH09PTw+PFjLF68GEqlEiNGjEB6ejosLCwQGRkp5AsNDRWso7zY1NbWRkpKCuaMSIa5af78JfOCVAqYmQAnNikwcLoxwsLCcOnSJQwcOBAXL14U8snlcsTFxQEAjI2N4eDggPv376NVq1YwNzfHqlWrsGrVKujr6+PJkycICgrC7du38fHjR8hkMsFCVrx4cUgkEly5cgXXr1+Hvr4+kpOT1YQj76qQEZlMhsHT01CjPH6aqB40HYj5GoE2bdoI68RiMWQyGbS0tBAXF4fhw4fDwMAAcrkcdkViYU7zEbRnAXzcRJDrf/dDTEiW4sU7Ezx/b46gx06I+GIp7Id3r8j8f07r8pNXT08Pfn5+8Pf3V7MSx8fH48mTJ98EZihKOszSKCZfvQOGzQbWzwDMTdTXxcRy12v+Rq6OWjMVSEkFJiwGqnYGgg8CNll8KAGAgOSbXM/MLxDaDEZ2MAsl499BLj5MhY1rI+DRM/W00qVLo0WLFqhfvz4+fPiACRMmICQkBI0aNcT+2echEWkeWDozRICRD/d31jCue/ZmCDB5KeBZkgsmEucihr7GAablRZBIpPD09MSXL18QGRkpdOFlRF9fH4mJiRCJRFCpVDA0NET//v2xdetW2NraYtKkSVi4cCEiIiJw9epVYeBwuVyO+Ph4TJgwAVOmTAEAFC1aFCtWrECDBpzzV3JyMuzt7SGRSGBiYoKwsDBoqnK8vLzQrl07/Pbbb2jfvj0WL16M1NRUtG/fHqdOnUKRIkUEn009PT14eHggMDAQcrkcZmZmOHToEDw8PDReC4lEArlcjtKlS8NYdi3b7t7Ae8DY+cCNB4CBHlDXH5gz8rv/7ZHzwJTlQHAYJw5a1eEs3wYaBH79PsDzjwqUKFECx44dg0gkEoKCiAj29vaIjo5GamqqIPh4H0orKyt4eHjg8uXLiIiIgKGhISpWrIjKlSujXLly0NbWBhEhNjYWhw8fxpYtW9Qsk3K5HBUrVsT58+fVLLMAULJkSbx+/RqJiYkoU0qCCxuVhdbtn54OpCm1sPxYe7z6aIjjx4/j6dOnAL4HRAHcYPgWFhZQKpUoU+IdxvcVo0IZFdLSOZGv6dlWqbhFKgVuPtTG4m0GOHNdS7DWZrcUdvMmkUggFovV/hoZiPDmXGyWvERAze6AhQmwYx6X1nXsdwvl24+AXXXA2gJ4cvz7c/T6PeBcFxjejXPXyRbnWEAiL9TzYzAKAhOUjH8PuURZFgZKJXAvTBflWiTBxMQEKSkpghjL/CoVKVIE/fr1w6D+XWAaXSzPx1CpgEu3uIYoY7fX1sNAx1HAsZVAvSq570deFpDIjCCVSoWyxcbGIj09Hfr6+iAiqFQqpKenq3UZ/5vJLiDl9kPAvwNQswIwqCMXRDF2HlDMFri2Hdh/GmjxP6CaLzCkM5CaBkxdzvnEXd2qLsjSlcD1u0CVTn/pqf0Qbs7AmXUFt1Tylsma3YGQp7nnzxhdn67MX9c7n3/HMTGG/6GFL3FiwXLIB17xvzP+zfyb/z+jZT4nNDWVRAQTQyVenorPsm7JVu4j8MHB79bJHr9xrizPTgIJSdxoEu0aANvmqm9bphknNI+vyqFAzlGAxCyHDAzGXwsTlIx/D/FHgbcNc89XQJoMkMLcsTNiY2Oxf/9+aGtrw8LCAm/evBEimYHv0c9mxkDU9YIf90ssYOIHzBwGjOmVe/7ynUqgqL0HDAwMYGhoiKioKOzYsQPt2rWDt7c3AK5BnTVrFqKiomBkZISvX79i6tSpeP/+PZYvX44RI0ZALpdj7ty5cHZ2hqurK+Li4hAbG4uLFy9CqVRqFNMZyWm9ubk5evXqBWNjYxgaGkIul2Pt2rW4cuUKunTpgjVr1sDKykqwTmpra6Nu3bo4dOgQihYtioiICAwePBhLlixRG6qndOnSCA0NhVQqRVpaGsRiMeoF2OHI4lcay1GjG5CUDFzZ+t1Ctu8U8L+ZwKXNQNOBnGi6uw/gZ3b8FAU41QHmjwZ6tc66z7IttXHnYQoMDAwQH88JDnd3dzRq1AiBgYE4d07d51ckEkFXVxcjRozA06dPcfr0aURFRcHa2hp169aFo6MjLl68iHPnzkEmkwnWTn19fSiVSnTt2hWrVq1SewYBoEmTJvD09BSsyBmDoPT09KCnnYwFY1Xo0Cj/4o4ggQhKfEgIgEetC/gSJ0bDhg2xdetWiMWc0Nu1axd69OgBU1NTfPr0Cf26V8LikWEQIwaiAk1NyEXXw+4MoPNzeieUSiUiIiLw9u1bYXn37p3a/7Ff3iLiSkqWbat15sRjdkwcACzbDlQuC+xdpL7OtSHgUgzYtziHwjELJeNvBhOUjH8X79oDcbtQ8Dl0s5KuBG4/cULtrpGIjY2Fqakp+vbti127duHZM67/29HREdbW1rh9+7YQuKIlTUHsrbwf530EcPQCUMcfsLf5nv4hArCpyvla9WiZ+34ca5vi9duYLGLOxMQE1tbWsLKygo6ODo4dOwYbGxu8f/8ejo6OOHDgADZv3oz169cjMjISaWlp0NXVxerVq9GjRw/cuHEDPXr0QEhICKRSKcaOHYuFCxciNjYWkydPRseOHfHu3TusX78eW7ZsQVpampqozNj9mRmxWAwzMzPExsYiJSVFGG5IV1cXSUlJkMvlWL16NSIjIzFo0KAsATcAMHr0aMyaNQsODg5ISUnBp0+foKWlhYn9UzGyByDLZImLjgEs/YGNM4GOjTVfSy0PYGB7YN4Y9XSfVkDRIlkDuNLSgT/WAL8v4gKJevbsibJly2L+/PkaI78dHBzw+vVrEBEGDRqEWbNmQVtbG+fPn8fs2bNx4cIFpKenq11HOzs7zJ8/H8ePH8e6deuyBOLo6upi1apVuHfvHubMmZPlmBmFLsBZvcf2AiqXQ67dz0oVdx2/pLrDuPgswKA+5s+fj2HDhgEARo0aJfi+AsDly5fRtGlTeJeWYu+CSOhpUyH5bkoAsT5gfyXfojI1NRXv379XE4iZxeKHDx/UnlWZTAYjIyNoa2sjPT0dsbGxSEpKwpcbgFEmbRf2khtnMiOTl3LW8EPLOP/IcfOB/WeA56e+WzHDXnIuNXNGAEO7ZlN4sSHg/IX5UDL+VjBByfh3oYxG+lMXID26cIMNlJzwKNUQqFGrJfT19bFp0yYQEWQyGX7//XcUK1YMy5Ytw/Xr12Fra4sKFSogKioKFy9ewOdAytLgZAc/3NG4PsD0Id/TF2wERswBHh0GFLn0oH+NA+oPqYCyZcvBxcUFgYGB2LZtGyZNmgSZTIaPHz/i48ePOHPmDKKjo7MduqdIkSIwMTHB48ePERAQgNjYWNy+fRuOjo4gIkRHR6N9+/a4dOkSQkNDUbduXbi5uWH16tX4+vUr9PT00L9/fyxcuFDwFZRKpdixYwe6desGY2NjSCQSrF+/Hl++fMHHjx9x8eJF7N+/HykpnNUnozUuL3To0AGlSpXCxIkT0b59e2zevBkAcGGTBJXLKrOIpPNBQEBX4MRqYNNB4NA5bqqV5jWBReMBY0PApgpQoYy6JSktDbCtDhQx4wIoMqJSAeeCgMYDOCHMC0GxWAw/Pz/I5XKcPn1aeH74a9OuXTvs378ftra2qFu3Lvbv3493797B3Nwc0dHRamN6FitWDOnp6Xjz5k2Wa+Dn54dNmzZhwoQJ2LlzJwCgV69eWL16NQBuvMV79+6hZMmSWQR56RJAx0YiNK9vC2vjtzA0+H7dv8YDNx8AQfeB7ccAia4Hjh49CltbWxARWrdujSNHjiA5ORmrVq1Cr17fTenPwoJgHFMJxgbKQn03BUtl8VBAYgoASEhIEMRhZpHI/88HbfHo6+vD1tYWNjY2MDAwgEgkQnJyMmJiYgRxyZPxnkkkEpxZR6hSTpWrb3NGH0oAePEG8G4BFLcFJvTnXCnGL+Dqm+CD2QXgsShvxt+Uwppyh8H4O/Dq1Suq6V+EYm+LSflQVChTGqaFcPM4V69orjalnqWlJZUtW1b4v2rVqvThwwe6desWdevWjXR0dEhLS4tat25NT87ak/JR3o/ZrTlIJgNNHQw6sw40aSBISwb6X6fct1U+BF3boUd+fn7k6OioNnd1jRo1aMyYMbRv3z568uQJyWQysrS0JHNzcxKJRHT37l26evUqaWtrU4sWLWjKlCnUqFEjYXuRSKQ2z7amhZ9+0NbWlnr37i38LxaLSSQSkbm5OaWmptLkyZOFfc6ZM4e2b99Orq6uwn7c3NwIAHl7e5O2tjbdu3ePunbtKqwXiUQklUqFqQe1tbVJIpFQ6dKlydTUNEu5Ms/NzS8753HrbSxBPVpw13v5RG6Kzkre3BSd4/t8m1d8GCjiKujVWVCnxiBtLVBxO837/XKD24af21sulxMAqlevHvXv358AUN26dalu3bpq5SxatKhwTgYGBsJvhUJBZ86coZSUFOrQoYPafOD89RCLxTRp0iSKiIggf39/EovFJBaLafz48WrzX7948YLq16+f432sVasW6erqkIWZDpkagwz0QI0bc89C5ikyq1atSitXrqSXL1+SQqEgU1NTEovFdOrUqe8v59t2pPpJ046mh4BObbAgNzc3YWrLjIupqSl5eHhQvXr1qFevXjR58mRauXIlrVy5kubMmUMjR46kpk2bkkKhIDE38wABILlcTkZGRkKaVColOzs7Kl68uDCdpVgspulD8MNTWj48DGpYjbu+RnJQyzqgN+dz2o+UKGLcr6tkGYxsYIKS8a/h06dPZGdnR/r6+lTWTYs+Xgal5aGSz62h+nRVRP26+6vNEcw34NOnT6dnz54Jc3iLxWLq1KkTJSUlUVRUFP3xxx/k6OhI04dwwjSvx02+z4lJhSMnWpzsOTGT3RzTGZfUB6Bp//suMoyNjUlXV5f69OlDTZo0IRsbG7XG1t7eXhAsUVFRFBgYSAAoMDCQoqOjqWLFioJoePr0KRERxcXFkZ+fH+nq6pJUKs3SgBcpUkTjvNv8YmFhQb6+viSTyUhPT08QRx4eHmRkZEQ+Pj6kra1N5cqVIwDk6elJZmZmpK2tLQgGfX19evjwoXA+MpmMqlatSkREQUFBBIA2bNhAAMi1lF2212vzbK5Mjaqrp2+fy6WfXMM9R6N7ciKfOxaofztQ67ogN+fs74WBHifEly5dSrGxsbRhwwYqU6aMcB1mz55Nu3fvJgBkbm6u8Vrp6OjQ5s2biYjo4sWLVKRIEeHeZhSJ/DV0cnIiMzMzkkqlJJPJaOHChWrzmQMQ5nbPLEgzilR+G/7+ikQiGjFihPDbxMSEJBIJtWrVimrXrk1isZhkMhlVq1aNtLS0yMbGhuRyOTefvYZ5rpUPOeHurgDp64GK2YKGdAZ9vfk9z9MTnNgykoPMjEF926ivz7w0r61D3t7e1LdvX9qzZw89efKEYmNjKSwsjPbu3UtTpkyh1q1bk6urq9pza2JiQo6OjmRnZ0e6urpCurOzM1WrVo0qV65MdnZ2wrnzglpLS4vc3d3Jx1P3pwjlbJfkkF9VzTIY2cIEJePHUKmI0r8SpUVyf1WqX1aUjx8/0uTJk4UG0MHBgSZPnkylFEVo1wIZUWj+xFzG/Be321NxB2MSiUTC/uVyOQ0ZMkRodCpVqkRv376lS5cukYODg9AYT5s2jVQqFaWnp9P5E4v/0gZnz9bJVKVKlSxio1ixYjRkyBDauXMnGRtz52VlZZXFmiORSKhDhw5kYmJCWlpaZGpqSiqVitLS0ujgwYNUr149Yb9WVlY0fvx4YftZs2bRokWLBDFSsmRJ0tfXpzFjxhAAsra2Jmtra6pUqVKu1s6M1iLeImRoaEgSiYT09PSodOnSavnlcjlt2LCBBg0aRACoffv23DNhq5/ttTqwhNt25WT19Jig71ZJPi3pHmdRigni/q9cFlSlXPb3wdT4e9n09PSoUqVKVLNmTUFAZhRwlpaWWcS+WCwWzrdEiRJq67S0tITrp62tTREREbRgwQLhOgGctTOjmJwyZYpwnTI+FxkXfX190tXVJQMDA+E4/Dr+4wLgLK36+vpUrFgxUiqV9PHjR1q4cCH5+fmpnbOlpSUlPS5HqlCx2rWZOQwkkYDG9AKdXgta+jvI1AhUswJnFY4JAtlZg3zcuXu0ajJnNa7jr/laKx+JKey0pfAO8tclo+jmLZXly5cnT09PNRFvZWVFjRs3pgEDBlCPHj2oUqVKgug0NjYWPmQMDAyoadOmVL16dbXn9/KW/Ncz+V8kROH+v6yuZTBygglKRt5JfkAUMZboVQBRmKF6RRdmyKVHjOXy/WTS09Pp2LFj1Lx5c6HbUyaT0erVq0mlUtGwYcOEhnRkfze6uZezIKhCpdla+VSPvls0r24TU70q3xslXV1dqlixIk2bNk0QN6tWrSITExOh0d+/fz8REa1bt07oGjczM6Pdu3dzhQ6vlKVRLewlLQT09IwVxcbGUkpKCpUoUYJKlChBFSpUIIDrjs4oOKytrUlbW5vEYjHduXOHtm3bRg4ODlmsjjo6OlSmTBkyNjYmAFS2bFkqX748WVtbk5OTExUtWlTI26ZNGwJAurq65ObmRsbGxhQUFEREROXKlVNr8Bs3bkxWVlbk4eEhiJu2bdsKjXhGCxkvdnISoJkXXhRZmutke80eHubyLhqvnh5xlUtfOA50fiPoxOpM1/oBJ3CGdM7+fhRzMCdtbW3BWpjXcmfMm1n08SJbS0uLdHR0qFatWmRmZkb79u0jXV1d0tXVJRMTE5owYYKatc3IyIimT58uWI55i2Rm0SWTyahWrVqkp6dHAMjd3T2LgAU4azL/e/369XThwgXasmULzZ49mzp37izcP1cNFlzlQ+7a9W+nnr7jT25/N3eDZgwF6emCIq99X39sJbf+ytbsr3npEtxHh7OzMzk4OAjnkXHR09OjqlWr0pgxY2jt2rW0YMECat++PVlaWgrPbokSJcjCwkK4dp06daK5c+eqCWb+fkgkEurRxuoni8lvS9zRn16/Mhg/AhOUjNyJO0IUXulbhSYlCs3ON1H0bT24/D+h4gsPD6cJEyaQra2t0Ni5u7uTjo4OXb58mYiI7t69SxKJhKytral8+fIklUpp/vz5RMkh9CG4O51eB0q8r6VW9i83QPePWNK5nRWoTGmZ0AiJRCKytLSk48ePk5aWFnXu3JlWrlwp+O/t2bOHKleuLDQuvXv3poSEBFIqlTRq1CihAXZ2dqandxf8JQ1OvSpcg9msWTOSSCQUHBxMRESvX7+muXPnCt3IfMPJ/65WrRq1bNlSEG7bt2+nZcuWCSKO94HkxYWFhYUg2vluc34xNjYmNzc3MjU1pWvXrtGzZ89o3LhxgmVMJpORk5MT9e3bV608mixmmYUAwHW/8xbUjAKsXr16goiUSCRqAig7H0rVI5BjUVBFL+43n75mKrfdnb2gAe05a1lq8Pf1Kydz6y9s1LzfLzdAUqmEjIyMyNramvT09ITz569nRuuftbW1YKE0MzNTE975WUQiETk6OqrdW7lcTm5ubmrinBemcrmctLW11crSqVMn6tatm5pwNDAwICcnJ40+ihkXIyMjcnV1FYTuHyOlWfwLY4JAgzpmFYb39nP72PEnqKpPVmtkeghIrg8a1yf7D6p9q0pTuXLlhHsvk8nIw8ODqlevTn5+foJ/rVgsVvtAUSgU5OvrK7gUmJmZUY8ePejIkSO0fPlyoc7hFy0tLRKLxVSxYkUyMDAgS0tLenm1wk/zE00LAe1fqkdXr14t9HqVwSgMmKBkZE96FNHbdt8qtPxa1r7lf9ueKD26QMVISUmh3bt3U506dUgkEpGBgQH17t2bAgMDqXPnziSVSunoUU68pqenk5+fn1D59+nTh3R0dCg6mivDypUrCQBt3bqFvnx+Q6bGoKH/6yk0mLyFwt/fn6ysrARR0rVrV9q2bRsBoGnTptGePXuEgIft27cLXb5isZicnZ3p7t27RMT5GrZo0UIQSodXyn9at1jaA9CWP7Ja6C5evKh2PSMiIgTfSl7gSKVSta5RQ0NDMjIyEtbVr1+fvn79SomJiXTq1Cn67bffchQWfGObUdRosrK5u7tTrVq1slhEeVHo4+ND9+/fp/T0dNq8eTMBIDs7OyIi+vz5M4nFYmFbPT096tSpEykUCmE/Gfd7YZMk28Co3QtAIhHnE3l6LWeVNNADtajNrX9wkAuKat+QC9r5czTnR9mmnub9KR+CTq/LXnRlFuCNGjWie/fukUqlomPHjgmiJvOS2ReySJEigsuCtrY2mZmZ0YABA9S2l0gkpFAohGc7r6I0o7tBxvuWsZuYt+ABoMqVK9PBgwdJqVQKz9qLFy/o4mZpngPSJg3k9vXgIMjSjBOdmfN4uHy/L5qu+5l1oCpVqtCiRYsoKCiIkpKSKDQ0lBYsWED169cXPkrkcjlZWFioWWe1tbWpYsWKtHLlSoqMjKT+/furPcN8/QNwHy+enp4EgHr27MnVMelRlBhsWGDf7ayLhNJDzahOLR+SSCQ0efJkSktLK1C9ymAUNkxQMjSTdJ/oiSVRgb+2Jdx+koLzXYTQ0FAaPny40GhVrFiR1q1bR3FxcaRSqWjo0KEkEolo69atwjbLly8ngIswrl+/Pjk6OlKXLl2E9f369SMAFBwcTCqViiQSiRDFDHBdsFWrVqVy5crRli1b1BrTw4cP0+TJkzkLyo4ddPr0aUGwLF26lI4fP05GRkYkk8lIJpPR/Pnzhcb12bNnZGVlRabGKJRgIU1i8uNlkLlJVhEAgBwdHWn9+vWUmJhIw4YNIwC0cOFCkslkgtjNrmuVF2tGRkYaA3Ay580sTPjjjxo1im7cuEFdu3YlW1tbMjAwoFGjRgl+jhkXXV1d8vb2JlUG39w3b94Ixxo5ciRVrVo1y3ZWVlbUr18/srOzI1NTU+H4RYoUoRObvSk9JPvI/8PLOH89bS2QtQVoRHcuOIpff2oNqKwrSFeHCyCZNFDdYplx4QOjMooVTecIgPr27StYI0uUKCFcY95imPm++Pj40MaNG9Wij3mBtH79erWocYlEQhMmTKBRo0apjUiQl0VTpHxOC18WXV1d8vDwoM6dO9OYMaMp4Z4sT89w4A6Qjvb34ChtLS66PnO+St6gWhWz3w8fXe/j40Pt2rUTxLuWlhYFBARQz549qUWLFoLAtrW1pTZt2lCvXr0oICBAo2uCTCYThHTDhg2pe/fuJJVKqVSpUnTp0iXhGd2yZQu5OYO+3CzMd1zCuRQlBVNaWhpNnDiRxGIx+fv706tXr36gcmcwfg5MUDKyknT/m49kYXXdfK8QcyMhIYE2bNhA/v5cVLWZmRkNHTqUHj58qJaP92VcsmSJkPbx40cyMjIStl26dCkBoOvXrwt5qlevTgDoy5cvtHv3bqHB5xvt1atX08GDBwkA3bx5k7y8vEhPT48MDQ3JysqKoqKiqGPHjqStrU3Xrl2jwMBAwWo0ceJEev36Nfn6+gqNa926dSksLIzq1atHYrGYihYtyjU4NwqvwUl7wO3PzRlqwxrxgiI7AZCxizM7ccA3rhm7vfX19UkkElGlSpXUunAz/uZ9S8uUKUPVqlVTs2TxDbmNjY1w3Xl/u4zL9evX6c6dO7Rq1Srq3bs3WVtbq63no9d5n9COHTsSwAWeGBsbk5GRkXD+RYsWpRYNXQpVxOe2lC6RdzGWOcIagGAhzujXx6/T0dHJEsCTnTVYS0uL7O3ts3UnEIvFgtjM6G/I/9bX1yeJRCLcw8ePHwuit3z58mRlZUVmZmYkl8upUaNGal31ZiZ5E5NXtnI+laWcQFHffCZlsuwFZXaBOfxioPf93KpVq0YTJkygTp06CSK5WLFiNGLECAoMDCSlUklKpZI2bdpExYsXz/b90dHRIT8/P8HVY+rUqZScnCzULRs3bhSut4+HDkUHyQqhN0LzB/nly5fJ3t6ejI2NadeuXT9a0zMYhQoTlAx10qMKyTKZTcWYTff3rVu3qG/fvoIgqlWrFu3cuVOtwuZZtmwZAaDJkyerpXfo0IHMzMzI2tqa2rVrR02aNCFPT081K1exYsVIKpWSl5eX0Fi2bduWypQpQ+bm5tSpUydKS0ujokWLUp8+fejs2bNqDXbHjh0pOTmZ/P39ycLCgl68eEEhISFCN1i/fv0oOTmZhg4dKjQuGSOS5XI5Xbx4kbatG1solsq0EM4y6eacd/GiaSlbtixt2rSJihYtSkOHDiWlUkmXL1+mhg0bCnlsbGyEYYIyWypLliyp1h3boUMHev78uXDdVSoVhYeH0+7du6lt27bZWjQziit+fxKJhDw8PIQo6cOHD5OFhYUwJmD58uUJAL18+ZKmTp0q7Kd48eLUuXNnNVHwV0TipoWALm3O+Xpr8mXMLX92QT0Zx0jMvC4gIIB2795NdevWFYLHMkb16+vrk1gsFrp+S5UqRSKRSBgGS5NgffnyJZUsWVJ4Jvr16yd8nPj6+pKTk5MgXs2Mc79eO/7kLJMeLqD3F7+nm5uABmsYd9Vdwbkm5LTPfr1bk66urtq9L1asGI0bN47u3Lkj1Alfv36loUOHCu8vvzg6Ogrn6OfnR2PGjFFzpQBApUuXpoEDB9L+/ftpyZIlBHBd5jY2NuTq6kplyxSjHfM5n/L0Hxxlgt51yLbO/Pz5M7Vq1YoAUPfu3Sk+Pj7f1b1G/kYjeDD+WTBByVDnbbufICYziMq37YVDxcTE0NKlSwVxZ2NjQ7/99hu9ePEi2+Jt376dRCIRDR48WE0onjlzhgAuwlgikdClS5dILBbT8uXLhTwXLlwQGl9/f3+6ePEiVa5cmTp27EhdunQhS0tuyBEiogkTJpCBgQHFxsZSvXr1SC6XCxab/fv3U2RkJDk5OVGpUqUoJiaGnj9/Llg/WrRoQWlpaTR27FhBIPHicufOnRQYGEiurq5kYgTa/qdYvQHJZ4OzY76MbIrokIODQxaLo4WFhXDsjJHdmRfe344XDH369KHw8HAi4sQ777Mlk8mE6+fk5JSjEDp8+HCWexcWFkZNmzYlAGr+l9lZzvT09KhRo0a0ePFiWrhwIQGc1ZiIhGGJRCIR1a5dm2xsbCguLk6t+zyztQkA1a/6c8Ukv/AjBABQEysZLX35XXif1NwCl/h76u/vr2bF5LfL6HdqbGxM1apVI4ALvuGtlSVKlBCeGV608IuVlZXG7nCJRELm5uY0bNgwWrduHQUFBdHXmDc5Xqc5Iznf1ep+WYOmKnmD6ldRT0sP4ayPEwfkfP3NTLh3gbea6+rqkra2Ns2YMYNSU1MpJCREGDsz47Xx8fERgsS8vLzo8OHDtHLlSjI2NiYzMzPauHEjffjwgbZv3049e/akYsWKqV1fS0tLMjY2pi5dugjvY8NqYrq+kxOWaQ+yH0tW+fD74OhvrhajhtXEFBYWlmN1rVKpaN26daSvr08KhYJu376dex2vib/RCB6Mfy5MUDK+o2HwYb6imzOSG1xbWwtUsjho8W/qea5tA1Xz5fzLLEy5mV4+XtZccQZfn02dOnUiHR0dkkgk1LRpUzpy5EiuTubHjx8nqVRKHTt2VHP8T0pKImdnZ/L39ydTU1Pq3bs3TZw4URCEN27coNq1awsVv5OTkyBGmzZtSvXq1aP58+cLFqBXr17R69evSSwW08qVKyk4OJhEIhHp6uqSvb09WVpa0ocPH+jKlStkaGhI3t7etH37dpoxY4bQgPFdxFaWemRmzEWmZtf416vCDVNEoVyDkpcG5/KW76KFtybx/qEZBWVehtlxdnamuXPnUuvWrQXBAYBcXV3Jx8eH5HI5iUQiatSoEUVGRtKcOXOyiBqJRKI2nAofyLN06VI6ePAg1apVi0QikRCsk3E7XvBu3LhRuAdly5YlkUhECoVCzS2hQoUKNHjwYGrYsKHQYBcvXpzq1KlDpUuXFixEOZ3v1jk/z0qZOTAqL+JPk5AGQCNHjhRmXdIk4DIH6GTeh6urqzAYd04LP+QT3+3Nuw7wQjjzOKWZLaFNmjQhd3d3KlOmDIlEIuFjhIg461ZmgfJtWTGJ275NPVDK/azrJw/kBjyPuPo9jR826Oq27O8B70Opo6NDvr6+VKVKFdLV1RX8hTN+ePEjFzRo0EBwhylZsiTt3r2bHjx4ILjPdO3alSIjI7PUSatWrRKuSebnjn9u69SpQwDnAjF3jA5d3CLLIp7jbkvo9DrQzGFi2rpuHCUlJQm+nXkhLCyMvL29SSaT0dy5c9Xqxxz5G43gwfjnwwQl4zvhlUhTNPeQzlwF2bcNN2vIsglcV9awrtz6oJ1cBKxnSdCu+VxwQ1UfLnAhc8WZ/q070MnJiWbOnEnv37/PU9GuXr1Kurq61KhRI0pNTVVbN2nSJJLJZDRgwADS1tamly9fko2NDbVs2VKwiJUqVYoWLFggWFx4evToQT4+PnT06FGhIRg5ciRt3LiRSpcuTVZWVtSzZ0+yt7fPtWtSKpVSZV8TmjEUdGZ91nP/cgN0fiM3TZtnSYkQLODq6spF9+6fQ9P+x0UHa9r29DrQH6O0qHQJTqhMmzaNSpYsqeZ/p6enp9bNp8mvTk9PT6P/pFQqJSMjI9q3by/t3rmWBvRtQ8aG38c8bNq0KfXq1Us4VsbjZBQZ/GDnvA9gxjwikYiMjIzI3t6edHV1Beuol5cXdenShSwsLKhZs2Zka2tLxYsXp1q1alFYWBiJRCJq1aoVtW/fPssA3xnFgSbhk1nU/ezAKBMj7jiauqgzd63y15YXQBnTfXx86ODBg5SWlkarVq0iiUSi5muanX8sH6EtEonIzc2NxGIxGRsbqwVgZVz4cuYUWJVxO39/fxo+fLjGPDo6OjRs2DAiIvrw4QOtX7+ego9aZvlI+nCJ+/h0LMp9HF3frr5EXOUWcxOuXtm3CLR6Cndt61XO/h6oQkUUE1yOfHx8COCGAvLy8srWX9jNzY28vb2FoZY2btxIcXFxNH78eJLJZOTs7Eznzp3TWCfxrjfa2tqCi8uqVavIzs4uRyu0XC4nMzNTovRYzsUoPZaGDeO2r1ChAtWsWZOIiNasWUMA6M6dO3mqI1NSUmjkyJEEcC5DOdatf5MRPBj/LpigZHAkP9BYeURe42az6NlSPf3wMpBYDAo9CmocwFklPwd+X59whxu3L7vx4pSJeY/6Dg4OJmNjY6pSpQolJiaqrXvy5AlpaWnRkCFDSC6X0/DhwwV/Jt66MnDgQFq2bBl16NCBAG6omtq1a5OXl5dgfdNU8fNizNXVlQICAgRfSL5RHz16NF29epVmzpxJ9auCXl60pR+xMh4/fpyIiH7//XcyNTWlxo0bk0QiJgM9TvxYF+FESJcuXahLly6kr69P5ubmVKZMGXr37h3p6+sLw5cAmgf/rl69ukYBwosMV2fQ9CGahXDsbTE9PWdPf47RJlfn78fIODVfiRIlshyXFyi2trZqDTrvJ8uPc5hxCJ1ly5ZRWFgYSSQS6t69OwGcP6a+vj59/fqViLihaABkG3XO38/M6zKWgY/Eza9vW05i8ssN0MxJ7YWgrtyWzAFUAMjFxYX27NlD3t7eWQSfk5MTAaDff/+dZs+enePUlpkXiUQiWNAyC31+MTMzo+LFi9OuXbvUBGPG6S75cufWbZ9RnC763SCLRXjttJzLu34Gl+/BQVCN8pz4tDQD9W4Nir2Vw30IAd05WY+ioqJo0qRJauXI+Du7d97S0pL09PRILBZTgwYN6PTp0/Tp0yc19xoiosWLFwvXZv78+SQSiWjs2LE0YMAA0tXVFazM8+bNI4lEQhKJJIvrQ5s2bWjVqlX07NkzunDhAgHcUERSqZS+fPlCaWlp5OLiQvXq1ctXVX7q1CmysrIic3NzOnLkSNYMf4MRPBj/TpigZHBEjCWhSyPDcnUbVwEeXKqeHn+bS58/BuTsAGpWM2uF07IOZ13IWhFJiSLG5alYz58/pyJFipCrqytduHCBTpw4QZs3b6b58+fT2LFjqWjRoqSnpydEDGfXDZhxEGNXV1dq0aIF9e3bl2rUqEG6urq0bds2srCwIIVCQSVKlKCkpCRKS0sjW1tb6tWrFxERjRs3Tti/h4cHWVhYUOTHx8KX/o/6Qb6/VZ0oPZrKly9PrVq1ooCAAGFaxIzn0K1bN2HeZ365evWqEIjCW7g0WZr4SOE2bdqoNWwdmhrT5S3IlxAO2q2l5iMIfJ+OLqOVLaNwsbW1pQULFtCKFStIIpGoiSk+IMTIyEhwe+jduzeZmZlRlSpVSCqVUrdu3UipVNKVK1fUppTMuJQoUULNpy23xc25cCyVvGWSD4yaMmWKYA3PbuGfI168ZD6P/fv306NHj7IMpm1kZERDhw6lzZs3k4GBgZpoLlKkiNrg89kthoaGagPMA1Aby7J///507do1tXeHL4dcLhem4eRnXwK4MSgznkfGcmmaKednLtlF15uamtKsWbOoR48eakMcAaDatWsLriNmZmbk6OiYZcrGihUrUo8ePahx48YEcB8oW7ZsEZ7906dPEwBhak0zMzP6448/1K6Rm5sbAVy3up+fn1AO/qOKt75v376diIh27dpFANSGJspTdR4RIQTUDRo0iJKSkrgVv3AED8a/HyYoGRyvAjRWGGHHvlkZMk1Ld/8Alz6oI6hCGZB36azbepXifAczp6tCRRQfWp4uX75M+/bto1WrVtH06dNp6NCh1LFjR6pbty6VLVuWihYtmm3jyFvpAC7aMmOXG8CN7XflyhV6/PgxRUdHk1KpFGaBuX//vnDafLdSWloaNWrUSJhm7tOnT0TEdafr6+tTbGwsffnyhczNzcnFxYUMDQ2pUjk5xdzUJuWjgk2nmPYAFHtbl9wVXJcZ38iZmZmpnRPwPRiG78ZUKBTCerlcTgMGDBDyZpwOkV8ePHhAxYoVI1NjzpeQQn88AvXWIRcyMeLKmd2Yhd7e3jR06FBBfIjFYjIwMKDZs2eTWCwmhUKhdo/Lli1L06ZNo1OnTpGOjo7gf+bu7q7RIieRSEgul2u09uVlMTHifB4L8kGwefb3bm5+mTlzZq7+q7zFkReWxsbGakKMnxKRFyEikYj09fU1TiWY08LP6qQpnReUc+fOJYALKMvsM1m9enVBAPNjf7Zs2VJtGKfixYtTw4YNSSwWk6Ojo/Axwd/bXxFdnzEIibfOisViksvlNGXKFNqxYwdZWVmpuUb069eP0tPTiYjrQn748CHt2bOHpk2bRh06dMjyTvHvZ+PGjcnIyIicnZ2F4x44cIBsbW2FyREcHByoWbNmBICmT59ORERfvnyhgwcP0uDBg9UErKGhIQ0aNIj27dtHnp6eVKlSpSxW0txQqVS0ePFi0tbWJnd3dwoNufJLRvBg/HdggpKRo+M8hYL8y3IN5r5FXLfenb2gcm5cgE735pxvEwD6XyfQu4ucf9SoHtx6sVjzPnnHeb5SNjc3p1KlSlHlypWpefPmgj+dkZERLViwgE6cOEG3b9+m169fU2JiIn3+/FnYhvfNGzduHA0dOpSMjIwoISEhy2ny3cJfvnwR0vbv308AKCIign777TdBpO7du5eIuMG0xWIxrVixgoi46GKxWEwVyxpQ/B1JoY8lOXJwXUEoValShUQiEfXv359q1qypNvtJRhEmk8koICBAECEGBgYkkUgoKCiIZsyYodYAisVicleAPl0BKR9mP8h3Xsv88TLIx4MTtPxg4mqCzcSE2rZtS5s2baKBAweSSCQiZ2dnoSzNmzcnAELD6+TkJIiXvAS0ZBxiKLMPor29fa7zZwtTNlbhxAiF5t1Se22HlOpVgdCdmZ0PYmZXg4wfCWXLllXrvrawsMgyiw4v2MqWLZvtWJMikYhatmxJs2bNoooVK6qtk0qlWSxy2S3u7u40atQomjJlitr2GUUuf+9q1aolpNesWVPtYybz8iui6wFu+B9HR0e1Z0kqldL48eMpNDSUKlWqJKTz96BJkyb09u3bLPXHrFmzCOAsk7t37xaGAevQoQNZW1tneV55q662tjaVKlWKAPyfve8Oi+rqvl53+gxD790CqBRFsSL23mKvaGKPsaTZYokaTWKsUaOpGjV2U9Vo1Nh7ryARK4oKItL7zOzvj+O9zGVmYFDM7/3el/U854G5/dxyzjr77L224NNtzuLYpEkT4ZtQKBSCnid/3L59+9KBAwdM3H7KwtWrVyk4OJi2LpWQ/sarffOlkkojBY9K/G+CIyJCJf63oc8EbtlbXJ38DHh7DrDjIPvtYAcsnAjMWQX0agd8NRNYug6Y9RWQkwtwHNCnA+DhAqz9Dci6aP64rcfUByS2UKvVUCgUkMlkkMvl4DgOBw4cQEZGBnr16gV3d3dhnVwuh8FgwLp165CYmAiZTAadTodu3bqhW7dumDhxIpo2bYqRI0cK+/B/e/Togby8PJw+fVpYduXKFURHR+Pw4cO4ffs2Ro0aBW9vb3Tv3h1ffvkl5HI5unfvjsTERFy8eBFFRUVo2rgm/vr6ARy0eshkFfcYdDogNR2o1RUIr9cKR44cgbu7O4YOHYqHDx9i79690Ov1SE9PF+2nVCoRFhaGCxcuQKPRICYmBgMHDkRycjIuX76M8PBwJCQkQCaToVY1HY5vBGzUqJBr1+mAnDwgKhr4554MBoMBxAaqmDx5MlQqFf78809cvnwZAODg4ABPT0/ExcXBz88PT548QVFRUbnPq9VqQUTIyclBvXr1EB8fD51Oh/z8fABAeHg4MjIycO/ePSiVShQUFIDjONjZ2SEjIwMA0LVrV/z5559o2LAhzp07BwAIDgCGvCFB/VADGoQC9rbF58zIAi7HSXHykh77zzjDw78Ntm/fLqzv1q0bdu3aZfZ6PTw8kJSUJPxWKBTo378/tm/fDi8vL4wfPx579uzBwYMHze7PcRyICHK5HEQEnU4nHKd27dqIjY2FXC5HZmYmtFot8vLywHGcsB0ABAYGIjc3FzqdDsnJyfDz88ODBw8AAFKpVHhulroEWxvA3k6F7JxCpGca8MMPP+Dtt9+GwWAAAMjlcovPkuM4bFxI6NcJkEnNbvJK0OmBbXuAwVMAHx8fSCQSoW6lgeM4BAYGwsPDA5cuXUJ+fj5kMhkkEgk++OADjBkzBu7u7li0aBFmzJgBhUKBw4cP47vvvsO2bdtw5MgRZGRkoGPHjpg0aRIWL14MAJg+fTq2bduGO3fumD1v06ZNERoailq1aqFWrVqoWbMmVqxYgSVLlmDz5s0YNGgQDhw4gKpVq+LgwYOYMWMG0tLSoNPpoFQqERkZiTZt2qBNmzaoX78+ZGV8zAWpv0GZ0lu0zGAAvt8OfL0FuJsIuDkB3VsDn0wA7LSmx1j+E/D+fODeAaCKt4UT+ewGtJ3LvO+V+O9EJaGsBKB7Btx2LXOz9Ezg8VOguh8glQDKOsDMMawBAoCiIuDOQ8DZAXB1At6cChw9DyQcMn88/7Y2yMlXQalUQqlUCmTy0aNHyMnJQbVq1aBWq6HX66HT6VBYWIj09HRkZmaCiCCRSABA6NBeFyQSCQwGA9RqNZRKJb6bnYVe7fSvp2PUAdv+Yh1jy5YtcenSJUilUqSlpQEAOnbsiLp162L+/Pmi/WxtbTFx4kTMnz8f/fr1Q8+ePREdHQ0vLy+hU3NyAG7sYs/ndRDhqDedcO9BBvR6PQAI96skAeYhk8mg1+shkUiEfQBGTJycnJCcnFzqeR0cHIRjazQa5ObmCn/5ZwYUP7+2bdvi0KFDMBgMkEqlUCgUyMvLg52dHQAgMzMTANCoUSNcvHgROp0OWg2gUACFhUB2Ljsvx3GoUqUKnjx5gjp16uDSpUsiIsWTP2NIpVJIJBLRdrVq1UJeXh7u379vsY5SqRQRERE4d+4cVCqVQJj5+9u6dWvs3r0bMpkM3377LS5fvoxVq1YJ2/Bk2hhhYWEoKipCQkIC8vLyoNVqUVhYiMLCQsjlcgBAUVERQgKBQV2ARnWA+iGm5PpCLHD2KrB5NxB7S3zdxveA//91vn/PM4B5mwbh3MXbOHfuHGxsbJCfnw9fX1/h/rZu3RpvvPEGFi9ejEePHgGAcI1arRZqtRoZGRkoLCw0ex6O41CvXj3o9XpcuXIFgwYNQvPmzTFz5kwEBAQgNTUVt27dQsOGDXHixAnhmDk5ORgwYABOnDiBoqIiJCUloU+fPoiLi8PNmzeF58M/35CQECQmJiIyMhKLFy9GQEAALl68iMjISHzxxRdQKpU4dOgQjhw5gqysLNja2qJFixYCwQwNDQXHceKLT4gC8k4DKG4rv/gBmLkcmDwcaNMYiL8PfLwCqBcM7F/DDAM84u8B4b2AvPzSCKUUUDcB/I+/xFOsxH8DKgllJcq0UG7dzSw3tWsUL7sQAzToC/yxEvB2Bx48Bnq1F+8X2g0I9Ad+X2n+uLYRxZ00YL4jBhjBUKvVgnVFoVDA1tYW/fv3x9dff4133nkHAwcOxMSJEyGVSrF3714YDAYUFRVBp9OhqKgI9+7dQ6tWrVCnTh2sXbtWWJecnIxevXph9uzZqFu3LgYMGIA6derg3LlzWLVqFeRyOQoLCzFz5kwEBQWhVwclpgw8ZnKNZ64A074Ezl0HtBqgYxSwaDLg5szWP0oGpiwG9h4HinRAwzC2vm6w+XvT+W3gL9PTvBI2LcLrsxC9IMLDZphaqaRSKfR6PZo2bYonT57gwYMHsLOzw/Pnz0XbKRQK6HQ6swMEjUYDIkJeXp5glS6JwMBA9OrVCwsWLAAA2NjYICcnBxzHQa1WIz8/3+TYU6dORWRkJLp37y5a7uLiAjs7O9y9excAUKdOHVy9ehVqtRp5eXlo3Lgxzpw5U/4bVQIRERF4++23sWPHDoEYqlQqZGdnIyAgALdv34ZEIoGPj4+JxY3jODg6OsLHxwfx8fHIz8+HRCKBRCJB3bp1cf78eRPLKI8aNWogKSlJsNbycHNzQ9M66fjwrUJERbB3VSoBXozdRDAYAL0BkMuAExeB9bu98PcpORISEkyuk/+u6wbLcHIzB4VcB6nk1bsenQ7IyQeaD+agtKuPxMREPHnyBDKZDE5OTvjxxx9Ro0YNvPHGG4iLiwMAuLu74+eff4afnx8GDx6MkydPokaNGrh37x4KCgoQGhqKR48eITs7GwAj1xzHoXv37nj69ClOnToFJycn6HQ6YRBiDBcXF6hUKiQmJsLGxgZubm7Izc1FaGgozp49C5VKhVu3bsHe3h4GgwEJCQmIi4vDjRs3MGXKFNjZ2aGgoEAgmlKpFNWrV0dmZiby8/OxePFihIWFISAgAPHx8Th48CAOHjyIU6dOoaCgAG5ubmjdujVat26NNm3aoJp3LnAvzOTZOTdhA4ZVs4qXb9sDDJgInP8ZqB/Klun1QLPBwMMkIDGpDAslAFSNAZQhL/9QK/H/L/7N+fVK/IeiDB/KkADQgM7iZYO6guxtmd/fosksdVra2eL1+1czP6J180v3oXRxcaF69epRnz59KDg4mACmDRcYGGhWs8/YF6w0nzU3NzcKCQmhli1bUt++falbt24EsDRqW7dupYMHD9LVq1cpISGBANCPP/5IRESRkZFCdOSePXuEWzR79mySy+V0fCNIV8K/7sIvrP5dWzKdzrWfgzxcWLASxTGZk2q+LE/xz8uY5FLD2kzL0zjVnOCb+CK4gPdHjIiIoEuXLhHAsvTwwUWWCsdx5OXlRatXrxb837avHVqmH9TDw+yZHl4vXv7nN8xnVqMG+XmCZo01L0RNcaD+XYrzectkMrOBQfwz4v++jPh3RRVz+oQSicQkhzMfCMNLRhlH6Jan9OjRgyQSCUVFRQn15n1jmzVrJvgo8oExQ4cONesHKpFIaODAgTRq1CihDh4eHiKN0Lp16wr14CWYzBX+/FV8benJxVZEcabveJn+tC8CbjYuNA1Q4suQIUOosLCQrpzZQEknQLpX9eGNAelvutLOnz8TBRL5+fnRjBkzqE2bNgSAmjZtSk5OTkK2HP65T5kyhZ48eULz588nmUxG4eHh9MUXXwiBYCW/qRo1apBKpaLevXuTXq+nXbt2EcBSwPJR82FhYTR79mxRkJix5JJxUSqV5OfnRw0bNqQ33niDRo8eTWq1mrRaLc2cOZMAFty1fPlyeu+990x8YwGWXaxNmzY0btw4Wrp0KS1atIjGjx9PDRo0EN7PlbPtTe512lkWUHlik/ieXvmdHXfrkuJlX3zI2q9VH7N19w6U9lysV/CoxH8fKgllJRgsRHlTHOi7T1h6tE/fAx1ax7TgANA3s9n6J8dATvagdpGMSK6eB7LTstRp5iKI9bFMpJtvqM2Rofr16wtRpM2bN6fvvvuOli5dSnK5nEJDQwVnenPRvWq1WkijWL16dapWrZpJ1GnJolKpKDAwkNzd3Umr1ZJarabGjRvT4sWL6ZtvvqHatWtblD9p3ZiRR+NAjl+Xg3w8QHf/Bs2dwIiaMXl8cgzk5QbavNhy4xwcUJw1hZf9MUeI+CjgQ4cOiXJv84RULpfTyc1cqVG2Dw4xwguICeW+1Sywalgv0N9rWIYkrQY0qq/pMXSxoAu/ioM++E7N2dmZtFotOTs7CwMH/to4jhPqGRQUZFYbtKS4tvGzXrp0KXXp0sUqQtewYUMhKMY4yMk4BZ9xdpmSEeQvQyL/rwuvClDaNmFBoKQTrx6JXVJCiS9dunShP//8k/7++2/y8PCgZpEhtH+d2yuR1w0LQH7ebNDZtm1bOn36NB0/fpyio6NJoVCQXC4XvnulUkk//PCDKP+1VColtVpNkydPpv3791ONGjVIrVbT119/bZJ1yrhMmDCBHj58SB4eHtS5c2eaOnWqcJ+fP38u6KQGBgaSRCKhH3/8kQAIskIdOnSg7du304oVK2j69Ok0fPhw6tKlC0VERFgMItNqtRQQEECurq6kUqmoV69e1Lt3b+rcuTNFRkZS1apVRfva2dlR/fr1qVWrVnT+NzvS37Du3s4Zz/a/voP9jtnJBstH1rOBMlAWoeSIEtr8X/dmlfg/QiWhrASDBR1KviybxlIvatRMDqgkEbrwC6h5fUY2fDxYxLclAeKiGI4+/4CRA76BNCYYJRtTjuPIz8+PvLy8yM7Ojv7++29q2rQphYeHk16vp+fPn5OtrS0NGDCANm7cSF988QWNHz+eevToQfXr1zeRQQGY7JC/vz+Fh4eTUqkkf39/ateuHdWsWZMApvenUChEEi2fvV8c4cuXZ6cY4dqwwHIjW7sGaETv8nea/D3i7wFPoGrXrk02NjakUCjI3d2dlEolyWQy0mg0ZklXWJBlS5A+lnUUzg5sUFCSULZsCGoQJt5n9jgmdp990fwxQ0qQCScnJ2ratClJpVLas2eP0KEbWwI5jiNHR0dycnISWQcbNmxII0aMKDU6mScNzs7OZG9vb3HQIJfLhbzVJUuNGjWEjtt4f0vZaCQSiUCMvby8RBJAALNKGQu/8/vw5MZSXUaPHk3nzp2jI0eOCDmljZ+/XC4XoodDQ0OFyGD+PDY2Nhbrz9+n5s2biyyzYUFsxqCiFQtKkkpz5WWi649tEEdzq1QqIQq+cePGFBUVRf7+/qJBCP8MfHx8aODAgdS+fXsh9atUKiWZTEb169en2rVri57xhAkTaMaMGSYKAlKplBQKhSBcDoC6detG58+fp44dOwrPp3HjxjR8+HDy8fGhNWvWEMAkmgoKCszKAPGZbg4cOEAdOnSgoKAg2rRpEy1ZsoQmT55MPXr0EDJRubm5mX3WNjY25OrqSu7u7uTk5GiSqMBSObOVkcdurYqfY71g0Pho9ts6Qgk221VOiaNK/Heg0oeyEgwFMSZ+Nq8TT9R/4++jj7Fs2TIhApgPIOB97mQyGezt7ZGfn4+cnByTY7i7u6N169aQSqXYuHEjrl27hrAw83Vo3rw5jh8/jrVr10KtViMxMVEof/31FwAgLy/PxMeO979r1qwZ5r9zDnUC00T+ZIfPAq2HAnt/AH7aAew8xFr1Xm2BFTNYNLWmHvD5+0BmNrD6F+BZOhBVD1g5EwgJNH9/DAbgYpwdogblWwwSUCgU4DgOBQUFCAwMxP3797FkyRIEBQXh2LFj+PzzzwEAn70PTB7BfN1K4koc0HgAMHYg0LYJ0GUMcHg90LIhW3/3IfOjq1G1eJ/Pv2PO/M/PsIh/YxTpgIWr2XqABRZ5eXlh8+bNonvKcRwMBgP69OmDUaNGIS4uDnPnzhX5VQYHB6N58+b44Ycf4OXlhYcPH5q/WWag1WqRn58PnU4n+PCVDGoBgGrVquHhw4dmo5P9/PyQlJSEwsJCkd9m/fr1hYh6f39/PH782MQXMSAgAMePH8fWrVvxwQcfCNfAv+P88by8vPD48WPRvjKZDNWrV8fNmzdha2uLrKwsACzwSqPRwNnZGe+//z4WLFiAu3fvwtbW1sSXz9bWFtnZ2aAXwWv8ey2TyTBu3DgsX84e0OsO1BowvTaOnYwRAqGMg6+AYv/a4ADmz9cknEODMMDWprhbysgCLt7gcPWmCqt/zsON22x5yXunUqng5uaG1NRU5ObmIjAwEIGBgXj27Bnu3buHp0+fAmDvn6enJxwdHfHw4UNkZmZajFDnA8deVzcpkUhEShREhIyMDNjZ2UGlUuHp06cICgqCRqMRtrt//z5SUlLQokULKJVKGAwG6PV6FBUVCcFVBQUFyM/Ph5TLQdyOx2Vex8lLQNd3AE9X4PgGwNkR+GQVa9Ou/QHYaIB1vwPDplvhQwkAgZmA1LaMjSrx34YKbEIq8f81lKGAuqlJJGBFQ6cHTl8GWg/rhDZt2uDKlSvw9vbGo0ePoFQqAUAgSNWqVUNBQQEuXmS6QxKJBNWrV0dCQgKKioqQnJyMLVu2CMeuU6cOqlatisjISDRs2BAREREIDw+HRqMRAgW6d+8OR0dH0TV16tQJarUa27dvx/379xEUFITQ0FBcv34dnp6eaNKkCZKSnqCad5pJcELKC/4zfAbQqRkLUrqVwAJ07iYCvy5nneuX64FqvsDqeUBBIZNYavEmcG0H4OVmep8kEiDILxOFhazeCoVCRIZcXFzQrl07bNmyBd7e3ggPD8e9e/dw7949/PXXXwJJ5jgOPTq4QyoxDcwAAD9P4PY+wMcDOHLOdH013+L/M7OBA6eAxWuBgV1MySTAAjii6ssBsM45OTkZV69eBQBBzobvoMPDw9GiRQu4uLhg1apVApnk63vjxg3cuHEDGo0a6c8fwtkBKCwCfP1r4ebNeEGiiA++MQYfUAFAIAMlySQAIeimJN5880307NkTPXv2BADodDrhPBcuXAAAvPXWW9iwYQOys7MxdepULFy4EEQEtVqNlJQUqFQqYYDDXwM/OOCJ7uPHjxEREYGUlBQ4ODjg6dOnSEpKws2bN8FxnEAmASArKwuFhYXIyMjAvHnzEBkZiSdPnghk0pgw8/utWrUKs2fPRlpamqCWwJNJrVaLHz83wNkxt8IDtWQyRlLXLbBF1aaE4cOHY+3atSLiZkwwb9zmByEEiYSDq7MGRUW50OslgEQLouIofI1GA3t7e7Rq1Qp79+5FamoqQkJCIJPJhHfN0dERbdu2Rb9+/RAVFQWpVIrHjx9jxYoV+Oqrr/D48WPk5ORg5syZcHV1xYcffojc3FwhEEYul8Pb21uIEF+3bh0GDBiAhIQEhIeHC9Hxxu9ZUFAQqlatin379qFRo0Y4e/Ys1q1bh2HDhmHChAk4evQorl69irVr10IikQgBg/zfoqIiFBQU4OOPP4aDgwN69eqF5cuXw9vbG7Vq1RK28/b2xu+//45Hjx6hRo0aKCoqgsFgAMdxkEgkkMlkwkDCRlUi2tsMtu0Bhk4HgqoAe79nZPLyDTZw3PMdoFSwNowfa+v1rEhLfWfMD4Ir8V+O/xO7aCX+M5H1Z4VMeZVV/v79A1HAjZ2dHf3444+k1+spJyeHfvvtN4qOjhZ81xwdHUkikVB0dLSQyQYvplL5356enqLpU34qiOM4CggIELKFHDt2jLKyskTVjo6OpubNmxMRUU5OjnBelUpFc+bMocLCQhr2Zm+zddmwgF0LP03Ely2L2fL189lfT1dQlpELQMJBkEIOmja69Hvl6qwiOzs7qlGjhqh+gOVpRKVSKWyjVCqsnvI6vN50ypsvj48WH7+ab+nTXsai9XxRKBTEcRzZ2dlRw4YNafPmzdStWzdRXYKDg4XpQj63+JGfpCbXn36e5Rz/7H1QnZpS4fjW3BteuN7X15cWLFhAAOjNN9802S4iIkL4X6PRiKap+/fvL/zu2bOnWVcDhUJBc+bMEYLNJkyYYPHapFIpff/99ySTyahfv34m/o4ymYw6d+5sdvpdpVIJ2/MBTrwgNr+v8f0xdv8wJzaedwUkk5leo42meJu1n7NAPaUCVNUH9Mn40qfLp02oQwqFgmrXrk29e/c2OTbfFkilUovZhbRarcj95K233iKJREL79u0T3fMVK1bQ6dOnaeLEiYIvrKenJ02YMIGOHz9Oer2eioqK6OOPPxaeoVKpFMT2ARYc9dFHHwluFrwY/+XLl6lv377k7OxMe/fuFabB+edqHIDm4OBA1atXp61btxIAio+Pp6pVq5JKpSqzGXZ2diZXV1ciImrdujV17NjRZJupU6eSjY0NJSUlmT1Gbm4uHT58mBYvnFXqN79oMvOPb9UIou9s9rjSXRVaNCijPdFllrf3qcR/ASqnvCshxqNBQNZ2APoyNy0/pMiWdMWgSQbs2rULMpkMCoUCubm5UCgUGDt2LD777DNoNBoAzFK5Zs0ajB8/HiqVCnl5eZDL5fDy8sKkSZOQlJSE1atXC3qFPj4+qFOnDhwdHZGVlYVLly5ZnCYNCgpCw4YNUa9ePZw8eRI3btzA3r170aNHD1y7dg2BgYEICAhAbm4utFotzp3egyfHTKVqdhwEeowHvvsEGN2veHl6JuDYCJgzHpizkln0Ni8W7xvek00x/fW95Tvm3AR4nl6umyyCrQ2QecG6bY+cA1q9JZ7y5pGeCVy6waYxZ69kun8Xf2GSUWbPW0ISCoBgib58+TJcXV3RrVs3XL58GUqlEgEBAYiNjUXnFsC0USi3ZM3n31svsySXyxEcHAw7OztIpVIEBQXh++/NPwSVSgWO45CXlydMPysUChARqlatilq1amHHjh3C9uHh4YiPj4eTkxPS09ORn5+PpUuXQqVSYfTo0SZTqz4+Pnjy5AkAoE2bNti/fz88PT2FZQBzbSgsLISNjQ2KiopgZ2eHwsJCs5I1Ja9dp9NBp9PB09MTmZmZIkvu8U1A4zpiGSleDmzjQqC6kXVaKgUahBWLW/fpAAzvxSz0s74CIkKAX1eYXoNOD1z5R4UGfcTW4bZt2+LSpUsiF4cGDRpg0qRJqF69Otq3b28iK2UMd3d3FBUVQS6XC9+/VCpFSkqKMANhMBhw7tw5bNu2DT///DMePXoELy8v9O3bF/3790eNGjXwzjvviMTpvby8kJaWBhsbG2RlZSEwMBAJCQmCJZKIsGXLFmRkZGDMmDEA2CyAt7c3srKykJGRAScnJzx//lxw7ZDL5Vi7di1GjhwJZ2fnMgXXmzZtitOnT6OoqAgrV67ElClT8OzZM9jaFk8hp6Wlwd/fHy1atEB4eDhiYmJw584dwf3CWFYr/ZxYQ5THd9uAMXOA/p2An75geqs8Hj9lxRh/HmHT4Du/ZtZMYzcYESR2QGC6WMiyEv8b+L/ls5X4j4Pu2WvJ91p0HZR+QUVuzjIhyCYlJYX0ej0tX75cFI05adIkysnJIb1eT1FRUVSjRg3KysqiiRMnElCcIs3Ly4vkcjkNGDCAduzYQR9++KGQXhFggRbDhg2j6OhowdJpHLFrbN0BmBO+jY0NRUVFkVqtphkzZpBEIiGlUkn79/5itl6xu9i+JXOdPz3Jli+fDnJ1AvVqZ7pvcHVQz7al3zetpuzAhtKKs4P1z6g0C6VxuXeAWTU+GW95GycH8XUYB9UYB454eXnRkCFDKLJRDSG3+Mvm1DaWrHFyciKlUklKpZJWrlwpPN+S96d69eoWA2+CgoJIKpWKIsD5dbwF09HRkQYPHkwAC8LYu3evyPIol8uFKODBgwcLFjjjazG2jpmLbuff5eTkZLpw4QJpNBqKiIgwqY9UKhVkjSwV/vtoUEdt9l7+MJdZKPPNyELpYorVHIyXX9/Bjr1/teVnFBxQbDnnFQskEgn17duX7O3tSS6XU4MGDUTfIsDkmfDCshodHW1WSox/1gAoJCTEbLOm1+vpxIkT9O677wrqET4+PkJKRIBZcwMCAkTH7t27NyUmJtKkSZOEZR4eHmRnZ0ccx5G3tzddu3ZNFEDFl99//52qVq0qSkfq5uZGe/bsocLCQotNMP++nDlzmk6f3EfODqB+fTpSx44dqEaNGuTg4GD2nVUqleTu7k716tWj/v370+eff05///03PbtchwwloryfHAOpVaAq3izP+ukt4vL0pOkzrIzyrkRZqCSUlTBF3jWim3ZkqCBSaRz1qdVqqWbNmvTs2TPRKYuKimjRokWCnptKpaLOnTsTwORw8vPzydfXl/r160c6nY6OHTsm5K/mG+rRo0fTvn376PHjx7R9+3YaM2aMqLN2cXGhDz/8kL7//nv6/vvvaezYsVSvXj1RJ87nwTZuqCMiImjRooVUFKsxqZvhBmuUI+tC1Givnsf2vfQr6K0eTEYp5VTx+n/2sEjppVMt37eSU8eWiI85IsIXV2flSxNKXQxo21JWh5LbOjuA3u7/akRYKpWSRqOh2jWY1ExFS9bwAwb+vsnlcmrcuLFwv8zds5LLmjRpQs2aNSOJRCLKac2Xfv36CdPInTp1IoPBQA0aNBAiiPnjffbZZ/TWW28J9e7fv3+ZecY7d+5MmZmZ1KxZMwIYKe/cubNJvnS+tG7dWjhneHh4qdP/5hQLKA40bhC7f+bu76OjxYOkkutcHJmyg7n9Cq+z8/Hnrl+/Pk2cOJE4jqNjx44J5M7GxoZsbGyoSZMmwr3mXRQUCgW99dZbtHv3buE4NjY2Zp+Jvb099evXj7Zu3UrJyckmzZtOp6ODBw+KyKOzs7PQFmg0GlKpVMKUtlKppBo1apCrqysNGTJEdK7169cTEVFBQYHgVqBUKkkul5NSqSSJRELLly8Xrpsn/K6urjRu3Dg6evQo3bhxg9asWUNjx46lYYMa0IqPtXRgLUxdPc6BDq+X0FezbGlQ79oCwe7cuTMVFBQI9UtLS6MtW7ZQnz59SKPRmH3Waz4t/dtc+/nLEspKHcr/ZVQSykqYR941yrps8+qdfAzTt+M7eY7j6Ny5cxZPW1BQQPPmzRP8paRSKc2YMYMWLlxIUqmU/vnnHyIiMhgMVLduXeratSudOXOGJk+eTNWqVSOAWY3eeust2rlzJ+Xl5dH48eOFjoz3c5LJZNSkSRORr9y8efOof//+ggWDL2q1muRyOR1Ya17W5OdlzGLXryPTalw+nRGq3u3Z+jv7mQ5l3Vqg379iJC3AjxFRS9JKhhugYxtNRbeNiY+rq6twrebIg4eHB6lUylfyoazqA2rfVLzdxV/Ydqs+to4Il1Zel2RNvRBTshYYGEhdunQRhKZLk+952eLs7ExeXl6iZa6uruTl5UUcx1H9+vWpatWqVh3L29ubhgwZIrKiARD9DgkJMfHlA0D+/v7k4OBAAwcOpCpVqpgMRiy9y03rgcJrMSukRs0svqP7sfc05xKzXn44VLzP8zNscFTSj5gvxrqzxgPGWrVqCeLjvCU3NTWViEgYLPL30pg48jqxAOi9995jBGjtWpF/tXFxcXGhbt260Y8//kgJCQlUWFhIffr0IY7jSCKR0KxZs2jMmDHCzAfALKRvv/02ffHFFyJiOXr0aNG95DiOhgwZQt9++y0BoO7duwvPgR/MBgUFCcLyzZo1ozp16gj3gS+dWzBLIU/ALcknURxHgrzb/aa0c/MYkkgktGfPHlq6dKkw+DF+H3p1CaqQb8vqkh/zr3RRlfjPQyWhrIRZXL16ldycZXR5T8iLhqJ81kqeiO790YXu3rogaqwdHBwoMTGx1PMPHjyYlEqlSP8tPDyccnNziYjo7NmzBIB2794t7GMwGOjy5cs0c+ZMQU/S1tZW0O3btGkTGQwGunnzJi1cuFCwfvCladOmNG3aNKpSpQoBTIC4SpUq5OLiQra2thatOhTHst80CGOBCp6uoEnDxdOGsbtYJh2thpHLPh1YZhrL91BGBYmTRIEILi4uZGNjQ/b29manYc0RktLIgzWEkg8qGtMfdOBH0PefsPqFBoJyL5dOHsoqTg4vLJMVRCaNSWXScfMZW3jNwZLLo6KiTLQGjYtEIhFZFFetWiUSRjcmecaEw5i08uflA8T441YkoeWLual145JxwVSb1HADZGvD3tGVM0FHfwItnsKWRUWwZxvdjQWTrfmUEcl/9oA6RLH3vnVjy88k/RxIKpWQl5cXffLJJybX88cff4i+/3bt2hHHcYKbi/E9NSbsGo2GvL29qXfv3mQwGAQLoI+PD02bNo3Cw8NNLMHGwW1LliwR9CDnzJlDAKhly5bCu6BQKEihUFC1atVMSPnAgQMFKyS/jCfI5rRvjUmonZ0dBQQEUOsWdejP7+1Ebaa1xXBDQhQH2rSYI0d7sYB9/fr16dNPP6Vx48aRVqul4xtffQag7CIluh9VwT1RJf5/QiWhrIQJCgsLqW7duhQaGkr5+flEWbtZQ/GC6LBRsnkyYSw+PH5YNbKxsaGmTZuSra0tNWjQQLAsODk50aNHj8ye/8iRIwSAvv/+e8rOzqaoqCijDkRNX3w+nd4Z3ZdCavmSrqjIYj1iY2Np7ty5omjOXr160WeffUbe3t7k7u5Ox48fp82bNwuNsHHqOg8PD+rYsSNptVpasWIFtWnm/pobZHFp08zDhDQGBARQhw4dKD8/n86cOUNffvkl+fn5lUouSiPCZRFKimMW2IgQZrFyc2ZT3c/PmD9G4XWWUcncdZTs2Dcten2dXFEM86l8HWQNYOkKXV1dhd9169algIAA8vLyMpvOUaFQ0JAhQ2jfvn2Un59PmZmZgt+wOYLboUMHqlmzpiC8PWzYMNq5cye1atVKREyM/+d/myORMplMsIo52Eksfr+H17PsKMbL+fu45zumVDC8F7PIA8wP75PxzOWja8vSn0n9ejVE18T7c/LX3r17dzp48CAZDAZq06YNSaVSwcqn1WopNjaWqlevLiL+MplMIJFXrlyha9euCevmzp1LRGyK+9KlSzR79mzhnhsXjUYjDEDfeecd0ul0VFhYSMuXLxc9G+MBqLGKhLn3g3e1MHa3AFhayAMHDrAGKu9qhfirF8WwAVS39lVoyZIldOzYMRozZgwpFAqSyZjPurmI/tdSsnZbbI8r8d+PyijvSphg7ty5mDt3Ls6ePYuIiIjiFQWxQOZmGHJOIyvlsChyMDOHw7lrhBt3tQhrOh+tO02AWq0WtO+OHDmCsLAwNG3aFI8fP0Z6ejpcXFxw/fp1eHh4CMcpLCxEeHg4HBwccOLECaSnp6NzGz/M+TAI1byewd3uoei8xNmBU9cH1I0Au0FMT7MEtFotcnJyMGvWLGzatAl37twBx3Fo06YNoqOjUbduXYSHh8PFxQV2dnZYuHAhvvzyS1y4cEHQeAMAX19fHN1ggL/rY7A++/WA1+psPoT99vHxQZs2bfDTTz+BiGBnZ4fU1FQUFRVh2LBh2LZtG6RSKeRyuVmtxZBAIGbna7tc0/N1gyA+zYOPVObRuQWw+1vxNgYDsHQd8O02IDEJqOoDjBsEjI9m66u0ARIsaDRX8WaCyyXR+W3g0k13JCcnC6Li5sBr+HEcJ2hESiQSEyHuVwUvZK3T6cweOygoCPHx8QCA8ePHY9u2bVCpVHj06BECAgIQHx8viKTzKK1eAIt+rlWrFm7fvo38/Hy4OnF4etL695dXLJj/IfDRKLYsO4c9C38vQGsD+LUGWjUE1n9h+TghPdxx4yaLyPb390diYiL0ej3c3NzQoUMHXLhwAXFxcQgJCcHTp0+RkpIifLsODg54/vw57t+/j3r16oF7EUHMR4JzHIfQ0FAcP34ckyZNwurVq8FxHOLi4lCjRg3k5+ejV69e2LdvH4gIn332GRQKBXbs2IHz58+LvhuZTAZnZ2cQEZ4+fSoStS8Jc+vUajXy8/MhkUjwwQcfoGrVqhg3bpxwjdevX8fsqT0xe9gBcJSLilDU0OmB/AIp5q5vh8Vf7YNarUZBQQH0ej00Gg0mT56MJn5foU2j5xWuOcqf/35qQwQ0P1vxB6/E/zcwI8hRif9lXL16FfPmzcO0adPEZBIAlCGA62dIoDVwaMikYRpGV4NtBPDWp2+g+3gNPv/BBq06joe3tzfy8vJQWFgIg8EAmUwGBwcH7N69GwqFAp6ennj27Bnq1KkjyH4AwJIlSxAfH49vv/0Wkty/kHG9Ns5syUGHBtcQ5J1oIn/BUSYo5xAodRHL9JMQBWTvEdY/f/4cOTk5UKlUKCgowJ07d9CzZ08sWLAA+fn5GD58uFBPnU6H3377DfXq1YNGo0FBQQHkcjk4jkNUVBTs7Owwfvaj10omASbjMv8H9r+9vT0SExNx8uRJtG7dGgATeO7YsSOioqKwc+dObNq0Ce7u7kKnaG9vLzpe7C0mraN7HUpQRtDpgeMXTMkkwAYKTk5OiIyMhEQiwbRRptczcQEweRHQrgmTJnl3MJNcmriArf/9K+D0FnFZOpWtG9Pf/PVMGw1BpqegoAAScxpEAIhIGPwYk8mQkBCMHz8eAFC1alXI5XLI5XJB2soSeMmYkjAYDEJHbw48mQSAlStXIiUlBQ8fPoTBYBDWlbQBWCKTKpVK+BsTEyO8HwWF5t/fx0+BH7YDD0qQ9rwXXMvVEfjzMMuqorVhAxWtDfA0lQ0A6gWbPayABw+T4eDgAADYtWsX+vbtC4BJAG3cuBG3b99GWFgY7t69i5SUFAAsW5KtrS3S0tJQUFCAKlWqYMOGDXj+/DmeP38OOzs7tGzZEgBw/fp1QU7IxsYGRIQ2bdogKysL3bt3x/79+0FE+OSTT+Dp6Ym7d+8KGWaM3wudTofk5GQhs45Op4PMKI2Qo6Mj2rRpI4iT8+8LL1eUn5+PwMBA6PV6LF26FCdOnIBUKoVKpcL169fRsV0DjO32B/S6LFSUPJtMCqgUekzqtw+ebkrk5uaCiDB+/Hh8++23WLZsGUbPKkBqGhMpr0gYDBxS04CGb5zDG2+8IRJ7r8T/GP6PLKOV+A9EQUEBhYeHU1hYmChq0BgGg4EWLVokTO20bNmSzp49S0QkSHxkZWUJEdp2dnZUt25datCgAen1eiJi/o9qtVoIovHw8KDk5GS6c+cOqVQqmjVjHFHiQGE6pzxTLoa4F9N5iYOIdKl07tw5YVpLIpHQ4sWLRTl0d+/eLRIw5uvFL/vjjz+oUaNGFBQURBKJhGrWrPl6p2qvi6dqOY4jGxsbQfDbWH5HLpfTjBkzRELWJXNKA6B69er9a1NefTuLBajNlRAzUcQpp1hgx8g+4uW7vma50uN2m+6TcZ4FNnUpo27BAaa+jfzvFi1aCL9r1KhBdevWtTiNaS6Ih5cGMre98XQpP/XI++eak795naVkncwFaiUcZOumvy1e/uVH7Nnc3MPudeM64vXTRrNgndv7LD+DrIsSql07TJiu9vb2FiS80tLSKD4+XvQs+Glw43u4fv164dvlfStr165NLi4utGnTJgKYK01JF5CyoukBJn4eGRlJw4cPpxUrVlCdOnXIwcGBOnToYFaKSS6XU5cuXSg0NNRkuXEUfnh4uDBV7u7uTnPmzKHty2Svvf1o3749xcbGCgGJvA97nZqSCg2Cozgp0U07unntF8Fn283NjS5evPiae6tK/CcC/9cXUIn/HMyePZukUqnFxuDo0aMif0YAIj212bNnEwBBHoVvyHkdwHXr1gnb/vbbb8RxnBCZ6eXlRa1bt6b2LTxIf9OVXtWvyBAnJYp3o3XfTRQ69L1794rqc+TIEbKxsaHg4GDB783FxYWCg4OFjszDw0MgcXPnziVnZ2dycgAln+QqTFbJuDMwDiYxDmQCmByKOR+wpk2bmiwr6Udna2tL+9e5vPaOzNbWltzc3AStQXNl/oeciU/nyc1s3Y5V4uXZF9nyLz8yPefk4cyv834pMiaF10Gff1B69hyJRELu7u5CAIaNjY3wzENCQsz6OJojadYW4yhzjuPIxcWFfH19rQrQkclkIsJkiSwFBQWVep2WArWG9QLJ5aB577IgrDnjWRAOLwm0bzXb//03QYfWgWa8zX5PHWn5GehjQXcOVxXqFxoaKtxfmUxGo0aNIi8vL1Kr1bRw4UK6ffu2KDLd+L4EBwfTN998Qzdu3CA7OzthXdWqVcuM2re1taUWLVrQ2LFjafXq1dSuXTtSq9V06dIlUbvAR2zz7cW4ceOEY1evXt3kuwSKByt2dnYiH0/je69UKssc/BiX7z9hWrUaNahmNRYoVVJP0lJ5HL+aIiIiSC6Xk4uLC0kkElKpVKRQKCgsCPT8rPyV2wJdLMd8QPOuERHLMjZgwACh3p9//rlo8F6J/35UEspKEBHR5cuXSSaT0axZs0zWnT9/njp06EAACz4YMWKEEIFtDGOH+FmzZtFHH31EACgsLIz69+9PHh4elJlZnJJryZIlBEAQBQ4LAhVcV78ymTRu8NLPs4jk6Oho0bXu2rWL5HK5YClSq9XUoUMHKnoR5JOYmCgEMRSnMVQKneCDW7sp94q8YuVuzrN7UJLslJe4mLN+SSQScneRUdo5RYWTytKiqs2VA2tNO8abe9i6kgLxV/9gyycMFi/nU1fOHlf6telj2flKI9vGepEVUayJwDcmiIMHD6YuXbpYJK4ljyWRSESBPxzHka2trSh62tzAA2DaloGBgRYDtfKvMjIZVIVFblf3A33xoZh8bl7MiI5axYhOyWdmjtTzgVoSiYRq1CgOzuEJsVQqpe7du9Pu3bspNjaW6tWrR3Z2dtSsWTNRSsOy3nv+3vfo0cMsqQ4MDKQFCxYIFs7ffvtN1C7cvXuXbGxsaPTo0UREFBMTQ1KplBQKBWk0GmHm5vHjxzRw4MByf4fHN1k3u/HD3OL3/sCP7D3nOBZ1X+b3GAM6sYkjd3d30mq1JJfLycHBQWjPRowYQY72oNvHGgnbl++bZ+3zhgWgX7f/YNJfbN++XSDVTZo0MdEcrsR/LyoJZSWooKCAateuTXXq1BFNdcfExFCvXr0IANWsWZO2b99Oer2e3n//fXJ1dRXyzfLg89ba2dmRwWCg5ORkoSE/fvw4qdVqmjp1qrC9wWCgd955h6RSKbm7yCpE3NoS2Vm6aCYREWVlZdGwYcOEBr59+/Z06NAhatGiBQ0cOJCImOWSz6Di7e1N//zzj0nH4OvrS6GBFSN7o4vlBEFuYyuLVCql5s2bk0qlMrG+lEZWjNd5enqSp6cnJSUlUceOHSk0kE0VV7TuI68zWhbRcnNzpYzz5lUCoiIYKf1tBTvmpV9B9UMZsRneS7ztB28xORtL0ebGpTy6mMb3Ty6XU506daht27YEMCka42lzWxsm8G5rU7yfVCqlatWqkVwuJ41GQy4uLiJiYy3RLEm4Sha1Wk3169cX3gu5XE4//PCDQFJLO6aXl5dZt4PXWXi3g4oolu7fjz/+KJBqjuNM7l379u0pOjpaWB4SEkJ79+4VXHH0ej21aNGC/P39KTMzkwwGA7Vr106Y8l6wYIGovfv4448Fkso/k44dO1pMQFCee94knH0PxssGdGYuHuW557xEEa9IMGbMGHJ0dKQ+ffrQli1bqFNz0Olt8hf7yMhQioKHLvbFuvtRZMj8k/r3729RAi4xMVGYfbK1taWDBw9WTGdVif9oVBLKStDHH39MMpmMLl++TEREt2/fpsGDBws+X+vWrRMsd0REffv2JX9/f6pevbqwbN++fSSXy4VpKJ6YvvHGGwQwGZQ5c+aQQqGgW7duCfsVFRWRv78/bVrEMrO8js6s6DpoyxIJtW/fXvDvq1KlCl24cEG4jt69e1Pr1q1p3LhxBDBdwhkzZpBcLhcJJvfp04e+/vproVNztGdTvRT38ikDNy3iRNY9Ozs7q/y+yirGHZtKpRIsJhVFhHm5krLIJJ++UqVSka2N5eMlHQd1b1O8n4Mdm/bzcgONjy7eLu8Kyzz0/pvWX6tx5p6QkBATYuLl5UVeXl4mZIwXvwZADWqracEkqcUsJgfWMommBrXZdG55/CRLnrc8ouvGkkFlkVXj6dh/Q5tQH8vRsQ0v7x4gk8lE97G8up3Gzw+AoB1qZ2cnWHEdHByoR48e9OabbxIA2rZtG+Xk5NAff/whfEdOTk6i6VuDwUAuLi4klUopJSWFNBoNKZVKcnV1NZuGEbBevoviWBKEzs3Fy8YNQqnfj3HhXT2M/Zk9PT0pODiYvLy86NmzZ8LU/c8//8zEyJ9Op+dX65n61960o7j9PrRytj0Z8q4L9yA1NZW8vLyoXbt2Aik3hk6no48++kh49u+99x7pdLpX77Aq8R+LSkL5P46LFy+SVCqlOXPmUGJiIr399tskk8nIw8ODVq1aZTY4JzIykmrUqEHh4eFERHT69GnSaDTUuXNnGjVqFAGgEydOEBHRhQsXhIY9KSmJfH19qXv37sKxLly4YNGvqDQfotI6kZYNzR+vU3O2vl69epSdnS2qU5cuXYRpreXLl5Ner6e1a9cKnRqvK/fgwQNhtG8sZt2pOdPe5BtzS0LixlqdJzZx1KWFdUSAJxw80Si5vbGosXEJDg4Wlru6ugpEtSKI8IYFptPcpaWHBKzLLZ52lgnB519lpFciAc0aW7x+xyp2rPM/W3/NJXOLC9fj7Ez9+vWjadOm0QcffEC9evUyCSqyNouJPhakj2VBYcc3sXeCd1kw93xlMlmZ96skOeKfo/GzflmyVh5/vlcp/HdnrgQEBNDixYvpwIEDlJCQQDqdjrKyssjX11e4N02aNCGABU0REeXl5VFSUhLdvHmT5s6dS4B5Sy7HcaRWq62eMi+taLVa8vPzo+DgYGrcuDE1bNiQAKYr2alTJwLEOpUymYx69eolyohz5CepVQkGKA60bj4LhNqwgA1W9v7ABkVjB1pL5EHHNymF66xWrZrge6tSqYR0ng4ODiKivGHDBlZfDejQ3z8T6TKJDAYhdWRcXJyo3eRz13/11VcW+5hTp04JfsM1a9YsM6lFJf7/RSWh/B9Gfn4+hYWFUWhoKL3//vukVCrJycmJFi5cSDk5ORb38/Pzo9DQUGrevDldv36dHB0dKSoqinJycmjfvn0EgD744ANhe140eMSIEcK0+P79+0mn01H9+vXp0u+a4ujsF6UsH6LTW0zL5OFsn61LTBtYXQwjfHzj7uTkRCtXrqSnT5/S22+/LTS0t2/fJiKiAwcOCFGoxoXv3IwtPXxWEgBUp6aMPn2PZYspOdLPviyjQ+sl9Ol7bDrKXGaWsqayPT09qWvXribrjHNW8x1ayW2M12s0GvL19X0pInxsgylJMK5LaSSpNAvLlsXMZ9J42fmf2X5/rCxeNqovSwlZHlKj1bDO0zi7DX+fLE0ROzkw8fWXId26F/dx0yJT0i2Xy4njOLp79y4ZDAY6evQotWrVSiCJUqn0lTLo8FPxbi6WM//w5XUrFmxaJH5/g4ODTSy3rq6u9NNPP4mITUREBPn5+VF4eLjgcymRcLTj9w2kL0wm0mUQGQyUlZVFarVa5MZSslSpUoVWrVol/G7bti1lZ2fTo0ePKDY2lg4cOEABAQFkY2MjBJMZvxNSqZTc3d3Jzs7OJDNOeYq1KVApDlRwFTS0p3j/DlGgwmvWH4N39ahRowadOnWK5HI5jRw5kubNmyd8ozY2NjR27Fg6efIkGQwG+vzzz4Up/mPHjgnPIycnh5RKJS1ZssSkPxg3bhyp1WoTsmmMzMxMat++PQFM5H/btm3l6qsq8f8HKgnl/zAmTpxIHMemRWxtbWn27NmUkZFR6j56vZ5kMhmFhYVRq1atyNPTk+rUqUNpaWlExHwU+ehtHnwmGrlcTjqdjqKioig4OJiWL19u0a+ovD5EDw6xKdJxg0pvZM8dXyuakuJT6nXv3p20Wi0REa1Zs4ZkMpmwHcdxNHbsWBMCxxMz49/G68PD65CdliMnB/GUK59BIyQkRERwGjZsaCJDYq7z4pfx1sqAgACzHZhCoaDQ0NAyZXwARnD3rK9LB9dxZqdz//4RAhG2pvM0ly1G6FjPm382IQHsGRsvG9SVpao0vqawINDgbuXvWM0VqVRKWq1WIBAqlYrCwsKofQuPCvHp5X14SwZbcRxH1apVoyFDhggWx+bNmwtSWsZFrVaLpGhKlpBANp16YK1pSkXjqfgQM64J/2b6S4lEQvPnzxd+z5o1S3QtWq2WPvjgA8rNzaW6detS9erVadSbTUj3ZIpZNwPDP3ZECa1p28oAqheiEAZj9erVozVr1oi+kZJly5YtQvu0ePFi4jhOIFB///03KRTFx6tfvz6tXLmSFi9eLGTw4d+dt99+m9RqNQUFBYnSLbq4uIgCoxztyxdo2LEZazMWTgIdWQ/6aiYbJHRvY32kN8WB3F01dPfuXapVqxaFh4dTfn4+/fzzz8J7NXHiRCE1bZUqVahu3bpCrvnz58+L2v4OHTpQ27ZtTfqEnJwcCgoKovr164tUP8zh22+/Fb61AQMGsExslfivQSWh/B9Edna24Csok8lo8uTJlJKSYtW+T548IYBNXWi1WqpevTo9efJEtI2np6dAHolY0A9v7Zs3bx5dvHiROI4jlUpFe9aHE0vnKG4Iy+tD1LcjyzGdYYGssCJjfkLPnwtR68adGQCaNGkSAaAhQ4aQm5ubQDh4UgwwSRbeylQaqQoKCiJ/f39ydXUVTX3xFk2pVEo7d+60iqCVFmhhzpJqXOrWrSuaElQoFDRnzhxhyt7csbUakKuTRESES5ayItAtkSBLkjXffcKs0J++xyRpRvdj238zu3gbXQzTPPz8A+s6VEu5xSUSiciPjl/m4uJCLZs4Ufq/GLjEa40CoAYNGtCAAQNIoVCY5IMueb/LMxXPW5ePbzS1LocGokK1Cc3Vt1GjRqKpf6VSSXq9nkJCQqhevXoiAieVSqlPRzWd+0UpfLeW6ma4UXzdxnX79ttvKSwsjFq3bk21a9c2e89nz55Nhw8fJqVSKZpRGTVqlPBN2drairRfq1SpQq1btyaAafDyAwCNRkODBw+mcePGkUQiEdQseKULL3eF1fePl9D6Ya54+e5v2fJdX1v/LHy9NDRixAhSqVR048YNMhgMwiB24cKFRMSMBEeOHKHRo0eL2oIPPviAEhIShPuyfPlyUigUlJWVZdIvnDt3jqRSKc2ePbvMPuTOnTuCdq6Xlxf9888/VvU9lfjPRyWh/B9Cfn4+rVixgtzd3QX9u/v375frGLxPpFKpJI2GjX5Lgo8Mv3LlirCM16i0t7cnIqJq1aoRx3GUE9fYbENYHh+i01tYA7j287IaWI5SLtYhb29vsrW1pe+++4527twp8oUEmOQIr1HHB5QYd0SWAmb4kT4AGjx4MBERjRw5kho1akR9+vQhpVJJUqmUpk6dKhDYkoSM4zhq0KCBybGNxcvNEc3SiJ0xaeI4zqyOXslirW9faUTXXEcOlB6csGwak6rRqNmgYvNi8frkE6Yks7RSWm5xvlStWpU6duxI0dHRNGZUX3r+GqWVXJ2su6+8ny7vk8wTSuDVpuL57TcuFFsPG9e1oWdnZK8cGGdtoBbA/HuDg4OJ4zgaNWoU1axZk5wcQNu+lL5U3fhr3/2DI3m4KkQJGBo2bEhyuVxwWTEuarWali5dSrdu3aIFCxaIvidHR0caOnQoffnllxQdHW2SWIDXpczNzSUioujoaGrQoAERERUWFgrPr3ZIFavrsXkxO/6NP8XLsy6w5V98aP09cXFibdeqVauIiOiXX34R2u+8vDyTtjskJERIUMG3e82aNaNvvvmGzp49SwBox44dZvuGOXPmkFQqFRJdlIbCwkIaOXKk8F6vWLGizH0q8Z+PSkL5P4CioiJas2YN+fn5kUQiobCwMJLJZHTt2rVyH2v79u1Cg/vWW2+Z3Wb9+vUEgD7//HNh2ZMnT4QOcerUqS8achXlXjE/ci+PD1HPtmwq3BoLS/o5UMeOHejBgwfCtSUnJ5tk17Cm8GLYNjY21KxZMyFAAAB9//33RFRMKN977z3Bz3Hq1Klm/SD54uDgQMuXL6fq1aubnfIuSR6HDRsm6OqVRS4BZhUwDiDgO07e15Uvlkjsq5BMjUbzHydZI5VKBXWC1+1TuGWpZc1La/zzwoJQoVPxoYEQrIOO9q9OVM0FapX2ntSsWVNwu6mwusWAnp2RUatI9o57eHhQQUGBIAEUGRkpuo6SA0R+MFW/fn26f/8+LV26VCBZ/LbG2bVq165NW7ZsofXr15OtrS0FBARQUFCQVdmJzJVLv7Ltv/tEvHzvD2z59i+tO07GBY6kUmbVPnr0KOn1evL09CQA9NFHH5ltu+3s7Gjo0KEEgOLj4+mnn34SpJBkMhlpNBpq06aNSVAjESOJDRo0oMDAQLPrzeGvv/4SXHJatWpl9X6V+M8E/q8voBKvD3q9nrZs2SLo4PXp04e2bdtGEomE5s2bV+7jFRYWCpIrTk5O9Mknn5jdLiEhgQBQZGSkaDmfRUEqlVKrVq1oxbJPLTaG1voQPTzMooCXTbO+w2nTqiHVr1+fwsLCrM5QUrLjqVatmjC9xes8tm3bVghO2b9/PxExQtmwYUP64IMPBDLHH6OkOHXJczVr1kx0bSWjey0V3qeS7zxKloiICNE1REVFiUigUqkU/dZqteTr61suUlmWhfPfkKwpKhGIxZfevXuTg4ODyb00l57y8PrS6zlnPNuuaT3z681FovPTsvz7FBwcTL/++qsgsWXJAh4W9Pqmpvnn7eTkJArU0sVwVgdqdW0pIQcHB+rXr5/J9HxZ70NYEPOtrah3oiiG1a1BbfY9Hj58mNLT0yk4OJg8PT3NRsmXHAjxln3ex/qbb74RiKW5tItlFUuuHuZK7/YgGw2zRh5ezxQuXBxBESHWPX/DDdDxzSrRfeeDbSQSCR0/ftxE6ic9PZ0A0Pvvv08ABL94Ijbo/uqrrwQ3DI1GQ9HR0bR7926R3+Q///xDarWaxo4da3W/8uzZM8Ff3d7enk6fPm31vhZhMLDAraIUIYCrEq8flYTyvxAGg4F27twpTDl27tyZLl26RHl5eRQcHEwRERFlOk+XhF6vp0GDBr0Qp3YjGxsbWrp0qcXtbW1tSaPRiCI3z5w5IzRuW7ZsoYLcR2Ybw/L4EC2fzqbGk45b39lYkpApTzHu9B0cHEzIm7+/P7Vt25b8/f1N0rEBTHLIuFPjiTpf+HRppZ3XuEN0d3cnJycnateuHRkMBvL19S1T4BqAMK3PS0WZ28bNzU2QGSmtlEcC59/KLW5Jssbe3p7q1atHBw8epPbt2xPHcXTCTBaTjPPmFQXaNGZamDf3sM7b1gb04VDT7bIvlk5yeeuM8VSqufJvBM+4uLjQu+++KzzLxnVtaeVse7OKBRnnxYFaNjY2dPPmTVqwYAEplUqTnPLGWq78O6vVamncuHFC3QTh7NdQN6lUSi4uLma/n+rVq9P+/ftNvlF+wGfOzcXNzc2sSkNppTw6lAVXQR+/w2ZeFHJQgB9Tsci6YN3++limJrF7926aN28eSSQSkwBCBwcH6tq1Ky1cuJDOnDlDFy9eJACCYLu5gJk9e/YQAHr33XcFVyEXFxcaO3YsnThxgvR6vZBq96+//ipXnzV37lxhIPLRRx+VP21j/nWip9OIEloT3bQT35ObLICLnk5j21XitaCSUP6X4eDBg9S4cWMCQC1atBD0IImIpk6dSgqFgq5fL98HZTAYaPz48cRxHLVo0ULwQ1q9erXFfXgCEh8fLyyLi4sTGteIiAg2cjTTGJbHh6hdJKhVo/J1NMaBJhqNhlq1akX9+/cXNf6l+Rkaiy07OTmRp6dnmYExFV14aRgXJ3E0dYsWLWjy5MkigqJUKi1Gu2o0GvLy8rI4Dct3mqVNo0skEpozZw7179+/XJIqr3t6eePCsq/Bw8OD3nvvPXpvTBurj83rYP68jP2+tZf9PvCj9ddX3swxr/VexZi/V926dSODwUAtWrQgABRSy09QLPDzE1usQ0NDiYhZm1QqFdWtW1f4VgDQp59+Sp07dzY5R5UqVSjuYL1/5T2QSCRkb29fLtF4mUxW7n0slX/b1WPexwOIiCg3N1cIkJNIJHTnzh06fPgwzZ07l9q2bSsQTb6OfGYoc9Jxubm5pFKpaPHixWQwGOjKlSs0efJkwX/c39+fPvroI4qMjCRPT89yp128cuWK4I4TFhZmXbBo1p9E95u+qLeMyEK2H7b8RQDo/aZEWbvLdW2VKBv4v76ASlQMTp8+LUQf1q9fn/bv329iHZRIJPTZZ5+V+9h8QM33339Pbdq0oR49ehCAUrXEeHmQb775hogYKW3ZsqWg8waA7t+7R/nXVSYfvrU+RIYbTFJm5hjrG1lzEjKlRWzL5XKLU5De3t504cIF2rVrF3Xq1EnYrjTJHGPNSt7/ku+4unTpYrI9Twzr1JQK0jClZWkxJw1TVnkVzUO+8MEV5dnn35SsMS7mno+11qPcyyA/T7Eo+M/L2DGenbLu+qwJFDIu1lhze7YF+XuJlx1cC2pen8lpubuAerUD3d5n+RhdW5pKXzVv3ly4X1evXiUHBweLg62uXbtSRkYGDRs2THiv+VmSunXrCj657dq1e6W6lXavykpqUFoxjjKviG/C3Pfwb7p6fPjhh5Sbm0sGg0GY7u7YsaNJW11YWEhnzpyhnj17CmLwAGv7IiMj6aOPPqI9e/ZQeno6ERF16tSJ2rRpIzqGcaQ4L2IulUopLCyM7t27V67+Jj8/X3D/UKlUtHPnTvMb6p4RJQ58UW9JOe/Ti+0TBxHpUst1fZWwjEpC+TrwL/pvXLlyhbp160YAmzb9/fffTaYK8vLyqGbNmlS/fn1RCkVrsHz5cgJA8+fPJyImUj5ixAgCSp/SOH/+PAGgTp06ERHRTz/9RABo165dwmi5Q4cOdGyT3KyumjU+RPcPsEa6ZCSwpaKPBR3dwEhfzZo1Bb210sqrpkCsXr26ScCPVCoViLVcLidHR0chb3jJDn3xnFavJA3DZ/kpT6f3b5aKlqzRxXKUeVFiVZSxcbHWv23+h8zF4tbe4mUz3mZWu6E9mdVYqQB1agb6Z4/lZ3Vllwv17t3bqms7vU1WKgnZsIBtZ0y6Tmxi19mrHXMV2f4l81N0dwGlmCG+lvxNzX0LGo2GduzYYdaHUCKRCNZJoDibFO8OwUvqvPfee1YRLHN1K29SA0t1KxmY9m+Uf8vV4+tFXQXXgzlz5gjnb9mypcU2+6OPPqIqVarQp59+Svb29vTVV19R3759BZkhiURC9erVoxYtWpBUKjWr8EHEZOJ27NghiqiPioqib775xmp5Or7P4N+5N998U5y2Me8qUbwbUVz59D1Ni5QdJ6/8AaqVMEUloawo/Mv+Gzdv3hSmaatXr04bN260mCd18uTJpFAoKDY2tlzn4NNwTZo0SSCptra2NHnyZAIgmk4vicLCQpLJZOTk5ESpqank6upKAwawKZiZM2cKRObzD4rT1RkXa3yIzm5jjdVf31vXePCWIUtO+OUpltLplSwl/az40f/GjRspODjYYscWWsuzwqRheEtoSXJsfP1lWWSqVq1Kw4YNs8pyYyxTZE2psNzi100la6y1NFkTgVtwFeThAoouIarepQU7xgdvMeKyYQF7X12dQI+Omj9WaWLrxqWsadJHR9kz9vEQk65urRiBNCbJj46yALZFky0fr7xT8QCEwZBKpTLrh2usR9q4cWOhfWjZxOWl6layWJvUgK+btTnWXyUrTmnldbt63DhQl4hYgIyx7zM/ALDUbg8aNIiaN29OH3/8Mfn4+AjLDQYDxcfH0+rVq+nNN98UyaPVqlWL3n77bdq0aZNIOYNH3759SaPRCCRUJpNR165dafPmzVZFdD969Ejwx/Xx8WHWzryrL/rYVyWTfJGy41WSyleGBJV4NWTvBhKigHthQOoiIPcwYMgUb2PIZMtTF7HtEqKA7D0vdbqEhASMGDECwcHBOHHiBL7//nvExcUhOjoaUqnUZPszZ85gyZIl+OSTTxAcHGz1ef78808MHToUw4cPx8KFC8FxHDIzM5GVlQU7OzsAEP6ag1wuR1BQEJ4/f46xY8ciNzcXTZs2xUcffYTTp0+DiAAAm/4EJBKDyf4KBTD3XeDeAaDgGnBrH7BwMqC1Kd6mYW2A4oCOzayrk1wGbN4N4dw6nU60nuM44X8fHx+hHuYglUohk8nMrvP390fHjh0BAPn5+aLj5+XlAQAGDx6MGzduAAAyMjJE+4fXkuDA90/QrxP7LTN9rKWC375/JyDuT6BFYycQEYqKiiCRSIR68vcBAAyG4mfAcRxsbGxga2sLiYQ1EcOHD0evXr0QFBRU5vmzsrKKr8XCPQKAqlWr4oMPPkDMLaBWV2DbX2y5Tm91VUXbb93DjhNzq3idcb0swdYGsLct+zy/7AeSngGTh4uXf/Y+cPQnYOlHQLP6wOA3gH2rgYwsYPlP5o9lbwtoNaWfz8vLC6P6aVCks7zNyJlA+0igTWPx8ka1gfffBCRGLbyXGzvvnQfmj1WkAwZ1Mb/O1dUVHMfBwcEBNjY2onV6vR6PHj1Cfn4+kpKSTPZ9/vy58L9Op8Phw4fBcRxWfh75UnUriYkLAbUS+PwDy9sY1y07OxtSqRQajUb0zRuD4zgolUrRN1ISSqWy9AuzgAmfAalpgK6Uur8MdHogK1eOGs33AwBq1KiBd999V1j/5MkTVKlSBdOmTTNbrwcPHsDPzw95eXlQq9XCco7jEBgYiBEjRmD9+vV4+PAhqlSpgtatW6N58+Y4duwYoqOj4efnh6pVq+Ktt97CmjVrcOvWLXz77bdwdHSEVCpFYmIivvzyS6SmpmLQoEFwc3NDdHQ09uzZg6KiIrN18vLywq1btzB27FgkJiaiYUR15MZHAYYcAOVsKCxCz473sC2gf1725pWwiEpC+bLQpwKPBgGJXYG80y8W6sAGbuZAL9aDbZ/YBXgUbfULnJSUhHfffRdBQUHYtWsXFi9ejNu3b2PUqFEWSU9eXh6GDh2K+vXrY9KkSVZX7dixY+jbty+6deuG7777Tmh0Hz16BADQaFhPaGsr7oULCwsRExODbdu24eOPP0ZBQQEAYNu2bcjJycGECROwZcsWKJVKODk5AQBu3pNBr2iM1/0q6vTAuesKxN0x7UAkEgm0Wq2okU1MTIS9vT0A1qh5eHiIttfpdCaElEdCQgL27t0rWmZvbw+VSgUA0Gq1AABvb28AEDWmYUHAkfUGODuUn0iWhEwGODsAv375FNW8cwEwglVaJwkwopmTk4N69erBYDCA4zgsX74c3bp1Q2FhocX9+PfEmMSZu0fOzs5wdHREamoqvvzySwBAeiaHt6ZJ0flt4PRltl2RDrDEBw0GCGTk9GWg89vAkKlAmpibWyQMxlCY/3xM8Ms+ICQAqFNTvLxOTaB5A/Gyar5ArerA1ZulnFdR+vkeP36M0IBcSC18Gqt/Bi7eAFZ+bLpuxhhgeG/xsqPn2P0JCTR/PKkEaFTH/Lrnz5+DiODn54e6desCAH744QcolUqL7Q8P42dw4cIFtG7dGiqVCmmP975U3Yxx5grw815GJu20lrcrWTe9Xg+JRGLxW5DJZPDy8oKjo6Noub29PWrVqgWJRCK0b+agUChM3j0fHx+8++67cHIJQNvhQG4BV+7BkyXodEBOHrDk5074YtH3+Omnn3Dw4EFMmDABABAREYGmTZvi/v37OH78ODZv3mxyjIcPH5ollObwxhtv4NatW/jmm29w48YNJCcn49dff0WPHj0QExOD0aNHIygoCMHBwahevToOHTqEL7/8EmPHjsWpU6dw584dTJ8+HZcvX0aXLl3g5eWFcePG4eTJkyaDQI7jsGrVKhw6dAgrP+agkGah4sgkDz3r05MmVPBx/7fAUVm9SyVMkX8NeNiOvYCv9GJLAakz4HsAUIWZ3eL58+dYtGgRVqxYAblcjsmTJ+O9994TSElpmDRpElauXInLly+jVq1aVl3R5cuX0bJlS9SvXx+7d+8WSBAAHDhwAO3atcPKlSsxfvx4rFu3DgkJCYiNjUVMTAzi4+MFAuHp6Ql3d3dcuXIFGo0G+/fvR1hYGOzs7JCUlIQqVaoUE841b6JfpAVTTgWi89vAkfNqzJgxA1qtFhMnToReb/r8eOsjf30uLi549uyZsL5du3b4+++/IZVKhQ5HIpHg6dOnFs/t6emJJ0+elHp9Tg7ArX1y2GmKUIphr9zQ6YDUdGa9K0m4eEgkEqEhl0gkQp35Zby1pjRCaS0iIiJw584dpKenA2AdBt8M8f8HBwCDu3FoEEZoECq2IGZkAedjgLNXmcX5xu1Xux5bGyDzQunbFBUBDo2AqSOAWeOKl+t0zMoe5A80qSvep0YnoGEYsGGhhfNGADl5XKkEP/2ceetpwiMgrDuw9nOgd3tg6DTgyDng/kHzx3mWBkQOZKTjnz2szuaQkQU4NLR4OQJkMhnc3NyQkpKCoqIiSKVS2NvbC9ZIrVaL7Oxss/vy71pF1K3XBOByHHBrL8r8ZjKyAadGHAyG4vstl8stWsdKon///jh69KhZK2xp6N27N/r3748//vgDW7duhcFggFwuR4PaKvy+PAtO9mVfe2ngv++2w4Ebd9gMRMl2TalUwtPTEyqVCjdvslHO4MGDMXDgQPj6+grt9cqVK3H+/HnExsbizJkzFs+5d+9edOrUCTExMQgJCTFZn5GRgVOnTuHYsWM4fvw4Tp8+DYPBADs7OzRv3lwodevWRVxcHDZt2oQtW7YgMTER/v7+GDhwIKKjoxEaGlp80OzdzIBTAgYDsHQd8N02IDEZCKoCTBkBRHcr3uafu8CUxew9ksmAFvWBJVPZwM8EPrsBbedS7nglLKGSUJYX+deAB80q0OQuBSQ2gN8JEanMysrCsmXLsHjxYuh0Orz33nuYPHmyyYjZEk6dOoWoqCh88cUXmDJlilX73Lp1C1FRUfDz88OhQ4dgY2OD+/fvC4Rx586dOHPmDKRSqdBgubi4IDQ0FCEhIcLfkJAQODk5Ye7cuZg9ezbc3NyQnJwMgFmvRowYgZ9//hnOzs54+PAhFAoFdn6jReuGqa9slTMHnY5Npw6eAgwZMgRff/01unfvjkuXLiE9Pd1i58eP0vlpaqB4CryoqAjNmzfH1q1b4ePjA41Gg+zsbAQEBGDAgAH44osvzFrnOI5Dx44dERcXh/v37wMo7mA3LQL6dXp1y2RZ96AsODo6Ii0treIvohxwcnISTZVqNcyiV1gIZOdW/PkyL0hga2N5evxSLBDRBzjwI9CmiXhdtXZsOvnEJvH2DfoBP8w1tRQCYuJmTOaNYYnoEjHy4OoIbF3KlpVGup48BTqMAu4lsuu3ZIUUzhvB7rFMJoOtrS3S09PLtGqXFxVRt8QkwL8NsHQq8N6b1p03tJcf/ol/ZEK4bG1tRa4agHigYwkajQa5ueyFrFmzJtLS0gRrrk6ng0QiwZQpUxAdHY3Bgwfj6tWrsLOzQ1ZWFjiOg72tAd/MlqJ/Jz10+vJ9+/z2G3cC737OBou1atVC+/bt8ejRI+zcuROFhYVW1YOHg4MDOI6DRCLB0KFDUa1aNfj6+sLb2xs+Pj5wcXGBRCJBXl4enJ2dMXfuXKtmv54/f47w8HDodDrUrFkTZ8+eRW5uLjQaDSIjI9G8eXM0bdoUer0ev/zyC37++WekpaUhLCwM0dHRGDBgAPwR/WI2UPytzFwGLPwRmDsBaBAK7DnGCObmxcDALsDDJ0B4T6BGVWDG20BuPjBzOaA3ANd3AGqV8dGkgLoJ4H/c2sdQCSNUEsryQJ8K3A2uAMtkSbywVFaLQ16hGt988w3mz5+PzMxMjBkzBtOnT4e7u7vVR8vNzUV4eDicnZ1x4sQJs76VxiAiXLhwAV27dgURoU2bNrh9+zZu3LghNJb29vawt7fH06dP0aVLF+zcuROJiYlwc3MTHSsvLw8PHz7E+fPnMXz4cMF3r2nTpnjy5AkePnxo1iLg7ADE/gk4v+JovSR0OiAjW4ormVsw+K13kZSUJHQCtra2cHBwwKNHj2AwGKBUKs1OY0mlUri5uQkWRmPCZW9vj4yMDKhUKhQUFGDw4MHYvHkzHB0dRVbN0uDt7Y26gY+x65vSP8Uj54BWb1leP2c8MHuc5fUAs9L+dcyqy/qvgDFZ45+bTCaDXq8XdbIH1gKtGop9Do2x/g9GbB4fBTzFrzx++gN4axow5A1WEh4Ds74CPF2Bc9uBkp+fwQCcuCzHoKlughuJOTg7AM9Omy5fuQn4ZBXrDF1ejC9HzASOngdu72N14OtxPR7oOgbIygV2fQ00rWf5XgnnbQI8T2f3TiaTvbRV2hJRrqi6rdgAfLgAeHQEcHex7pqOXQBOX5Fgw04DYm+Vvb0l2NjYICcnBwCzxubn50On06Fq1aq4f/8+wsLCcO3aNYSEhODBgwcCWeXbmPfff19wJalatSqCvO9g2ijmg1ukY++MxIy3hsHAiJBcBvzzwBUTP0/B3uMS2NrawtHREffv30fHjh0xdOhQDBgwAADwyy+/oF27dnjy5AmePHmCx48f49NPP8WDBw9ARMIUN9/WlwaJRAJ7e3u4urri2bNnUCgUePfddxEYGCgQTw8PD7O+0xcvXkTjxo0xdepUzJ49G5cuXcKxY8cEK2ZGRgbkcjkaNmyIpk2bQq1WIyYmBnv27EE1nzzE7DS9ntw8wC0KeGcAsGhy8fKWbwIFhcDprcCIGcDhc0DMTkDzYib/Qgzwxlhg21J2z01QNQZQmlpeK1E6KgllefBoEJC1HRXvvwEQpLidXA+toh8jKSkJw4YNw8cffww/P79yH+vDDz/E119/jStXrqBmzWKHLyLC06dPERMTI1gdY2Njcf36daHB02g0grXR2PLo5eWFsWPH4uTJk2jWrBk2btyIuXPnIiEhAQ8ePBD+lpz2ValUyM/PR1RUFJo0aYKjR48iPj4ee/fuhb+/PwICApCTkwOO49Aq0gU7VqRCpTRUiJVOp2Oj0VZDZfjq+6OIiIhA//79sWPHDgDMAsNbEe3s7JCdnW22AzS2yEZFReGzzz7DlClTcPbsWdE6YwQGBmLQoEH45JNPADCfKnMdc7t27aBSqTA9eg/qh+pLrXdmtvnp3ZnL2RTw+e1AUNVS7oee+Rs2HwK4ubmJprRfBsbThSWtIJbuy6ugPJYWwJTQ/P333/jyyy+xZ49pQNxn7wOTR7CO2hwWrgamLgHyrgAqM7EY2/8CFq4B4u4CNmqgZ1tg/gfMjaEkinTseDOXl379lqx4Ld9kBMsSZo9jg4vDZ4Ee49m08l/fWfadLAmP5hokpzByoVar4ezsjNTUVJGl/lXxqnUDgPYj2Dt9aJ315zUmZCcuAp9/D+w9Xr73qizwfqXZ2dlwc3NDRkaGaKBqY2ODoKAgXL58Ge7u7khOTkZwcDBu3LiB4AAguisLOGxcRwKtpvj95V09Lt2QYf0fOqEt8PDwQFJSEoYPH464uDicPn1aaNv8/f1x9+5dIbiOx9WrVxEeHo6vvvoK9+/fx9KlS0FE2LdvH+bNmweJRIJ33nkHjx8/xp07d3D37l08evQIKSkpSEtLK9V/lK+jk5MT3N3d4e3tjerVq6NGjRo4e/Ys1q1bh0OHDqFFixbC9nq9HjExMTh+/LhAMpOTkyGRSFC7dm1MHZ6BPq3vmbSPej0QextwcwI8XIuXtx8BpKQBl34FHBsBk4YBM9+x9gnKAOcpgOtn1u5QiReoJJTWwoL/hjF6TQAu3RBPzdxOAD74Ajh+kU1P9O0ALJhk2YF84eYW6DnkBwQGWtn6l8CJEyfQvHlzzJkzBy1bthQRx5iYGKSmpgJgjV6tWrVQo0YNnDx5EpmZmdi+fTuCgoLw8OFDEUnk/8bHx4tIgkqlgp+fH/z8/ODv7y/8ffjwIT7++GNs3rwZ+fn5GD58OMaNG4d33nkHYWFh+OqrrzB27FjMmjULn376qXC8xYsXY913k3BisxI2qoIKs1RmZAEXb3DwCeiF8dNP4Xo8ifygShKVLl264O+//zZLAEuSFHt7e0ilUtH0LL+dtdadkECYHX1bg52HgO7jgJ+XAX06WLdPSDfLfof/BjGsCEyfPh3Pnz/Ht99+K1puZ2eHzMxMC3tZRt1gOS79ap0vXUWAfwbu7u7Iy8tDZmamyELOPwdzfoY37wFZOeJln6wCLsYCO79m0+/Jz4CowUBVb2D/GrbMGljrQ2kJxu9PaRZKwLx/qDV183JjU+OOjYAJ0cC8917uWvkp4027WOS1Jf9iayGTyeDi4gKlUolnz54hJydHdA/kcjlsbW2Rk5MjImRKpRKFhYVmSW15XT1sbGyg1+sFdYnAwEC0bdsWarUaGo1G+KvRaLB27VrEx8djzZo1WL9+PXbu3AmO4+Dq6opGjRph/fr1UKvVkMvlJgFGubm5OHv2LFq3bo1JkybByckJt27dwoMHD/D48WM8e/YMGRkZpbZ/CoUCdnZ2cHZ2hpeXF/z8/FC9enUEBwejVq1aKCgowMWLF3H8+HGM7rQdTWrnW5xBANg78TQVWPs7MP1L4Ls5QNtI5pLy0xfAmavAlj3MqtkhClj1MeDjYe5IHKBpDfgdKPuGV0KESkJpLRKizPpv8Ni4k0WZ+nsVE8r0TKB2D8DDhfluPE0Fpixhkh57fzA9BpEEnCayXP4bmZmZuHHjBmJiYnD58mWsXbsWOp1OsBzJZDLUqFEDoaGhCAgIgKurKzQaDYqKinDv3j1s2LABz549g4uLC1JSUkQdgLOzs4go/vrrr6hVqxbs7Ozwzz//4Pr16yYNTXZ2NoKDgxEaGordu3cjPj4eNWvWRFBQEEJCQnDlyhXExMTgvffew+rVq4UROsCsZnq9HnJJFr6eLUXPNnnl9isiAswF9pa0THzxA4fdRyv21ZdKpejcuTMyMjIQGxsrkPeSqF27NnJycnDnzh3Y2Nhg+qicUq1jlpCXD9TszCLD//y27O0BU+tYSQKpUCjg6OgImUyGlJSUCgnCscayaIl8uLq6Ij8/38S/raIgl8thb2+PZ8+e4fhGoHH46/Fh5WFsJbYGsX95oKZ/ktnpT2OU9DOs1wuIuQ1sWQx4lyCTrk5AdTMTHwYDcOgs0M5IFqm0Z1cWYSwLZbkZ8DDnQ5nwCKjStthP7lVgHNQSc6vsejVt2hSnTp2CWq1GXl4eiAi2trZo164d3NzcUFhYiF9++UU0sPH09ESVKlVQWFiIhIQEq91hKgL84BZgs1QGg6Fcg0SJRAKFQgGFQgGlUgmlUgmVSgWVSoVbt27B0dER4eHh0Gg0sLGxgY2NDbRaLbRaLdRqNfR6PQoLC5GRkYHk5GTcu3cPZ86cgUajgUwmQ25ursXAKCbvpEbi4RzY2ZTehmzZDQx64c7ZpQUbZF+PBxr1Z+4nDWsDYweyfnjal4BKAVz5HbAxJ98lsQMC0813JpWwiAr0VvsvRkEMkHfS4urHT5lTdMnRzjdbWUN16ddifyAfD+bHdvKSqT8TxxmAvBNAQayJ/0Zubi7i4uJMpqsfPHjwYl8OdnZ2yM/PFxo2g8GAzMxMPHz4EPv378e2bduE40mlUiiVSuTl5aFt27Zo2LChyNLo5+dnoje3detWNGvWDPHx8XBycjIryfLJJ58gJSUFK1euBMdxCAoKgo2NDW7duoX4+Hh899136NOnD/bv3w8fHx9kZmaiXr16uH79Op4+fQqNRoPU3EIMnKhE60YQ/Ip0eg4SCZntWI1JpKXv39j3qnE48Oe3ZGKZMO5IHBwcsGLFCnz99de4dOkSCgsL4ebmhoKCAlSrVg2XL182OQfHcbh9+zZu3rwpBE/x8iHGFolHjx4hODgYDx48gE6nQ6M6sCifUhqWbwAePQUOrrV+n5LyKSXJQmFhocnA4lVhzZjV0vlSU1PNruM7ND5SvDxQKpWoUqUKbt68CYPBIHTuC1ZzZfqxvipkUmDRj1LwbjNlke0/9iVhykhAUg6Se/chi3wGgD5mrHdv9QDWzTddrjewyHljlHZtr/qOnL0KNK9fNqE0h+QXYzVHy1K4VoOX1zqxCYiKBmJuGUqNUj916hRatWqFixcvQiqVoqioCN7e3vjtt98QFRWFoUOH4scffxS2/+GHHzBy5EgAwJYtWzBo0CA4OjriyJEjmDJlCvbv3y/c58DAQPTv3x/Lli0Dx3GQSqX45Zdf4O3tjVGjRuHEiRNCO6VUKtGoUSM0bNgQV65cwYEDphY1GxsbFBUVQaFQoFWrVnB2dkZBQQHy8/ORn5+Pq1evIjk5GRqNBgaDAW5ubnjw4IEgLyaVSoX2y1hT1xhJSUkmMmnWgPdBNQbHcUIB2PsnQdlkEmCKCkd/Aq7FAx+vADqOAj598f67uwC/rSh+1wL8gCYDmULD6H5mDmbIBAzZgNQKgdpKCKi0UFqDlOlMlJzXkSyBzqPZFLZKKR5Jt3yTLTO2Rur1L6ZqBjO/rZIgyPBUPxQHr7YSEcc7d+4I27i4uMDR0REqlQp6vR5ZWVlISkoSjfK0Wi38/f1FFkb+r6+vLz755BOsX78ev/32G9544w2z9TIYDMjOzkZ2djaeP3+OsLAwTJkyBUePHkVhYSHGjh0rrM/KykJCQgK2b9+OWrVqwdvbW1gXHx9fps+NMfhO1tHRERkZGQgJAKaPr4IA71QE+WXCTlsxr6xOD6RnSdHqTT3iE4p9HCUSCY4cOYL169djzZo1cHR0xKxZs7B7924cOHAANjY2qF+/Po4ePWpyTL6x52V3+AAgvnPw9vaGWq3G/fv3hQY6/TxgX7YKlAiFhSzCtU0TYKMFWRpLeNVpzfKgYcOGeP78OW7ftk7bxzhq1hwiIyMhl8tx/PhxqwiNuSn7kioF6enpgi/t76vU6Noi71+JtOcji/l3w5wqwKu4Q7wM6vSQIu6uxGopnVfBv123smCNvFbJKX2FQgEbGxuEhobi2bNnuH//vogo8TM6RISUlBTcu3cPHMehRo0aePjwIXJzcyGRSITnzw/yeXh4eAgauc+fPxeCAR0cHAS9WEt6uOauW6FQCEoVvLWSb4ckEomgsfufBEsBXKWBD5Q7sh5o+RYwbbSp8L1DQ2BgZ+CbORYOEviMBctWwmpUWiitQd5ZWCKTvABv7C5gUomOPe4uy1ZiDKkUqOrDfIXMgQw6XD+3GtHDV0OtVkOhUJg07s+ePYNcLoeTkxP8/f3h6emJjRs3wtnZGStXrhSshzk5OSLCxzd4u3btwpkzZxAVFYUNGzbg66+/Fm3H/2+uY1+4sLiSo0aNEqY3bG1t8fjxY6hUKvj4+MDe3h4+Pj7QarWQSCS4evUqlEolZDIZXF1d8fTpUyxbtgwRERH45ZdfMH9+scmEiPDFF19g+PDhcHNzw/V4YPLCQiQmZuCtAXXx3fRYSLnCV/axlEkBB60eJzYBs9Y0xeoNTMrCYDCgRYsW4DgOWq0WLVu2xMSJEwWh89atW2PXrl0m5IfjOKjVakRGRuLgQTaq4NdPnDgRK1asEJzV4+PjAbzI0lJOMglYztpiDfgsLa9Dfqckzp07V67ty4o0PXXqVLmOZ25qz3hZyanHETPycGMX68RehxboBCM/f34an5eYMYfYW8xF49+air92U4/XEXRoDv9W3awFb6n8akbp8locxwmDgfz8fBQWFuLx48fw9fUVsl/xSEhIQGhoKAoKCnDvHmv027RpgytXrkCn06FJkyY4deoUlEolqlWrhkePHgnBblKpFElJSahatSqCg4ORmpoqaEO2atUKcrkcBoMBaWlpePjwIW7fvi0MsngCyR+LiMBxnCAj5OPjIwTupKSkIDMzU/Cx5PsX3vr6qgSTn3KXSqWCxZO/Pj5rEW8cMS48CksZ26Q8Z6oVHZsBbkbcr96LpHAPk9isVYEZzx2dvqRkUEmUkXmgEiaotFCWBSLgloNpOkWULcCrqsOiyz59X7xfVDSgUTFneXPIyAICOjvD3t4BWq0WKpUKCoVCyOyg1+uRm5srEMDU1FSrLApqtRoSiQQ5OTnw8vJClSpVBDLI+7yU/M3/f+/ePYwfPx67d+/GtGnTUK9ePaxZs0aIHvz+++/x9ttv4+jRo2jevLnR7SMEBATg7t27kMvliIiIwPXr17F//344Oztj2LBhOHPmjGhqLSoqCkePHsW4ceOEoAuZTIZNP61Ah8APKjRgh12jBJm5ClRtk4+MLFP/KT8/P0ydOhXdunVDlSpVQESoWbMm4uLiRNsdOnQIR44cwcKFC0WjfrlcjoKCAsjlcuh0OlFdq1exx+2/yh8N0GsCEH8fiNlV/voCxdIwlqBUKuHo6IikpCQhitQY5Y24tgSJRIKqVauKLPCWYByVD7DUjXwnDTCrfE5OjlXXZc53lLdQ1w2W4fA6HWzUFUMq+SwmbDq19G3NWWg7twB2W+kj+yooTVLKzs4OERERiImJQUpKSsWds4Lqll8A2NY3TWdoowGyL7L/1/0OLP4RuPMQ8PMExg1iM0Xm3GQ6vw3sO8HaAkuBafxsREmfS/7d8vX1hcFgEElD2dvbIy8vD3q9Hq6urkhLS0NRUVGFupgYX5vx9ZRc7ufnhyZNmoCIsH37dvj7+2PAgAFYvnw5mjdvjnbt2gkJDS5evIjffvsNOp0Obdq0Qc2aNZGfn4/c3Fzs3bsXBQUFCA0NRWZmJjIyMpCeno6MjAyz9eI4Do6OjnB0dBTchBo1aoR69erB0dERTk5OcHR0hEKhQFJSEq5du4qv398sinjn8eAxm6n5/ANmheSxdB0wcQEz9Iydy6S8/tkDKF9wxIOnmc/sbyuAnu3M3cBKH8qXQaWFsiwYssySSSJg+Eygc3NGJs3uWkq/VprfkL0tQPospKez1HW2traCtawk4UtNTcWPP/6Ifv36oWfPnhaJoVarxbp16zBy5EjMnDkT8+bNs67+RIAhC3/88Ri2NkBkkybIz8+Hs7OzQCafPn2KqVOnYujQoSIyCTCL5t27dwEwMfCrV69i9+7dOHHiBGbNmgU/Pz9ERkbi5EnmoyqTyXD27FmEhYXhxo0bcHBwwLp16zBw4EBQ0njY1K4YSSFjcJwBNsp8fDUDGD5TBrVaLeTX5jgOKSkpyMjIQFRUlNBA8lHd3t7eePz4MRQKBZo1a4YHDx4IZJLviIqKiswShaCgIGRlWNYhtISiImDfSZa15WXh5eWP5+kJ6NWrF3777TfROo1GAxcXF8E/t2REfJ06dXDlypWXP7kRDAaD8H6UBalUimnTpmH58uXo3r07WrVqheHDi0202dnZ8PX1xcOHD0X7mSO/5nxHeVy+oUNUNBMBf1VLZcmAj7JgzkK75yiw+c/XL3pfmj5pZmYmDh8+XOHnrqi6xdxi9di4EKhulP2E1wBd/TMwahbLoNK+KXD2GtOwzM4Fpr8tPpZOz3y3/zrGvnVzZJK3DpoD/27xbQTHcZDL5UJgilwuR58+feDl5YXly5ejWrVqwoC7oKAAXbp0wbBhw6BUKoUp6sWLF4vkrkJDQ7Fx40b4+/tDqVTijz/+wKBBgwAwC+j+/ftx5swZLF68GDt37hTqYDAY4Ovri5ycHDx48ACJiYmCokhCQgIuXryIgoICXLt2DdevX0daWpqJ7+Tu3buxe/duaDQaoR9IS0uDnZ0dAgMDRaTQ3F87OzuRjNGQIYNx8O8/8M7ofrh2LQ6b/tqDW7dui3xY32ptPoDLzwsY3guY+zULaqxbiymqfPEDMKI3EBzA5LtavsUGCZOGMf/bqS+CY99obe4JcoCqQSWZfAlUWijLgu4ZcNvVZLE1ArzuUcCgrsDy6eJ9a3cHalUDtn1p+bSnn+1CjeBIYRRnDjk5Oahduza8vLxw9OhRE60xY/z222/o27cvxowZIwTMWERBDJC5mU31518QEWqS2OHkhXxA3QhRnb8GlKF48803sXv3bty8eRMuLsUKwzt37kSPHj1gZ2cHvV6P7OxsTJ06FYcOHcLFixfx4Ycf4p133kH16tUBAHXq1MG1a9dARAgMDMT9+/cxbdo0Nj2UsdOsJePMFRaxd+46m8btGMUEbt2cAa6UbJMtGwKH15su7/w2cDaGZWlZtmwZ9u7dK3I4t7GxgbOzM9q3by+Ixt+4cQN169bF7Nmz0aNHD5GD/a1bZbMISynoLKG0rC3WIDOHQ3B3T2RmZomip/moVf6vMTiOg1KptOiYz4MXfC7NgvmqUkQKhQIRERE4e/ZsqZad8qTVMwdHezb9Gd0NFZLFxBKsiZZ2csBrnYoPfUOCZ2nMGsdL2/wbfpRAxdRt9c/AO3OZNVJpZqayWjsgIoRF/vIYOg3YdwJ4YkFUI/QNNi1vzXvEZ5dp1qwZTp06ZVEdQalUQiKRID8/H0FBQbhz5w4UCgUKCgoglUrRs2dPbN68WdSWX7hwAU2aNMGkSZOwdetW3L9/X5g2btSoEZo2bYrVq1cLAWru7u4IDQ0VfC5TU1OtVklwcHBAeno6WrdujebNm5slhdevX8fkyZORnJyMuXPnokePHggKCsKvv/6KXr16lXp8nU6Hmzdv4m7cTkiyt8LZ5jZqVck1Sa169aYMCU898FzfERFN3kKjajsgy/wSnBl3jMJCYNGPLPlAwmPA1xMY3ReYNLyYgJ66DMxYxgYSGhXQow2weArgYDaoq1KH8mVRSSjLgj4TuGVvstgaAd4Dp5l/3O7vjA6nZ87AE4cVC/SaA5/+DIDg+G1vbw8XFxdBs+vKlSs4e/YsDh48iMjISIsZcQ4cOIAuXbqgV69e2LRpk2Ximb0bSJ3/IqJdBuZLZfp6sL5PAonEgPTCUAyaEIM+b60RWYvWrVuHESNGwGAwICoqCqdOnRKmjwIDA7F27VqEhYWhevXqSE5OFhoygBEOtVqN7OxsaLVayOVy/Pl1BhqGia2TF2PZNGLbJmzq6vFTYNpS5qN6agsjmyXx29+s8dm6BOhfIl2rTg/E3bNH62FyODo64ptvvsHYsWMFf0c+eMJgMKBq1aro0KGDkDEoNDQUMTExJueTy+UWfeT4jC1//0hWyafwKC1rS1kwJw3DIy4uDrVr1zbpPMPCwhAZGYnt27dbnZKRzxhSkc1LaSRVJpPBYDDAYDAI28XGxmLChAk4evQo9Ho97O3tkZmZWe5r6tQc4iwmEvPPylia6vgFYP4PYqvfq8rshAaySOT/i6n48qCka4IlGGebedW6jZ/H2uPrFoJ84u4wf7kq3sXLRs8Cft4HpJ013b6kvJZcLodMJjMr7s63u1WrVkViYqJo0GX8zvISbklJSSaSYhzHwcnJCe3atYNGo0F+fj7S0tLw7NkzXLlyBUQkuDuVBrVajcLCQvTs2RMuLi4iMnjr1i0sXLhQyKnNyxrx+qd81i+AuR3Nnz8fTZs2NWt8yMnJwaxZs7Bs2TKEh4fj+fPnaNu2LX744QfRNteuXcPly5dx4sQJnD9/HrV872LKCAOiIkr/lgAOgBSADukFIdi2V4a3u181t+HrQWWmnJdCJaEsCxZ8KK0R4F39M8sxeu9vpv0GsA6m89vAyc1AZF3zp+SjcBUKBdRqtUA8CgsLUVBQYLFRkcnYdK29vT2cnZ3h4eEBlUqFPXv2ICQkBD/99BMCAgKEHNUC9KlA0gQgawsACSxpbZqDXs+mlch2IDiPlSCJIxYuXIiPPvoItra2sLW1xdOnT+Hs7Izk5GT4+voiPj4eWVlZaNCgARISEgAAvXr1wsyZMzFnzhwcPXpUaNiaN2+OzJRTuPybaQfVZhjTYjyxqbhR+m0/8N584NgGRiyN8fAJ0wWN7gqs/NhynUK6ATpJkEAkO3bsiK+++gqjRo3CkSNHhO1awnW5rQABAABJREFUtGhhNtKbh1qttsqpvawsLSVRVtaW0mBtlhZjGFuOATExMmfNfFlYsgSVFfnNR8Levn0bnp6eQorM2rVro2bNmti+fTsApnPq4+ODy5cvvxTRDQ4ABnVhsksNQmFiVTkfw6RwNu+2LBz/suCJSWjgvzsVzz9rjUYDuVwufJfG4LNhWcoGZS1epW5R0YwcuzoCJy8zK2XfDswKZWukfkbErMW//Q2M/5QN7M2pbZQceJXlMyyVShEWFgaFQiEEotWtWxexsbEvdU/kcjkcHBxQVFSEzMxM9O/fH40bN8bx48fx+++/Q6/X4/Tp06hWrRpCQ0MFv1aeKP70008YMsRU7PT06dNo3rw59Ho9fH198fz5cyEQ0Rh8dqRatWph5MiRePPNN0WzTzzOnz+PkSNH4vr161AqlZg+fTouXbqE8+fPi3xHnRyYtX9QVzboKo9MGm/tf5rK3o0yMgm/Iipzeb8KKgmlNXjQBsg9VOZmJYNyUp4DwV0Bb3dg9ljWgE9ZAjSuDez53vwxDAaWMq3zGHHjbNygOTo6IicnR4hABthoMDU1Fc+ePUN6ejpyc3MtNmQSiQRqtRparRZN6tlgzZyHsNfqIJW8yqsgBUmdsXBLO3w0exM6deqEv/76S5gKql69OuLj46FSqfDJJ59g5syZAnlYvHgxJk6ciKKiIrzzzjtYs4ZFK/Ed1M41YejSOBYSSXGjl5rGcriunw8MNq96ZIJ+H7Co0n/2WM5UxBOuz75XIz8/H2+88Qbc3Nxw584d3L59W/ArLAscx0Emk5U6Vcb7XwYH0L8qn1JappxKlA6esMpkUqgUelEWk4rMKlTyWMa/K2QqfhfwrpnsMF5eXnj8+LHw25K1kU9IYEzgXxbGmoMvUzciwL4B+/vFh0zo/3wMG+DXqcm0CfkB5+nLQCRzNUT9UGDfD+bTYwJieS2lko3cyiN/xg+2HB0dMWDAAOTk5ODvv/8u837JZDK4ublBIpEgMTFRWM5xHNzd3QWf5ilTpsDNzQ2TJk2CXC5HZGQkwsLCsGrVKgBAv3798O6776JJkyYiK+Ovv/6KPn36wN3dHSkpKdBqtcjMzESdOnXwzz//CHUMCQmBQqHA9evXIZFI0KtXL4wYMQL+/v64evUqrly5gnPnzuHixYsmmcIAZoEOCwtD/x61MKbLb1DKss1OWVuL8hLRl4bPbkDbueztKmGCSkJpDcrQoeRhLqNDTDzw/nzg1BU2UuZ9N4xHzcYwZ0FycHAQBGkfP34sjCaVSqUoQtDFxQUhISEIDg6Gh4cHVqxYAUdHRyxbtgyJiYm4ffs2EhIS8OjRIzx9+hSeTin4c1UGNKqKmULTGzhk5xB2Xp2MUeNXoKCgABzHYcaMGZg4cSL8/PwEXx7eGuXq6oqkpCRcuXIFI0eOxJUrV6DVaoXt6tWrhy8/uIaoejrR1Mjhs0DroUzj86cdLAUhAejVFlgxw9Q35swVJmS79nNgaE/LdShpmeDz8hYWFlplaeA7fmOrGsdxaNiwIWxtbXHz5k0haIS37AQGBuLPVemo7pXyWkff5c3SUtHg68ujNKuPr68vEhMTza6XSCTw9/cXRXhbS4TKi5LEztvbG48ePRJkY/4v0bOdEtNGAw1CC15pKt4Y5qbl+XvA68seOHDA7HYSiQQuLi54+vRpuerB38uGDRsK1j1r3Qz4+h27wKyTxvnKN+1i8j97vmPHA5hbzK37wL1HrI3ValjiCY3a7KEF16OS764lGKfPLLnc19cXNWrUQEpKCs6dOwdbG0AhZ/Vr0aor+vXrj/Pnz2PXrl2idxsovrdyuVxk+TNG586d0bZtWxw5cgSHDx8WBsIRERGYMGEC+vfvD5WK6eR89tlnmDlzJvr27Yuff/5ZSLEok8kEcujo6IjMzExhirxkRhvjd4C/P7yFtH///vjmm2/gqH4IPGgGGHJQEXJUBgOLlXk98TJSwLY/4L3pdRz8fwKVhNIaFMQA98L+tdOFdANuJZj32eE/4uDgYAQHB+P27duIiYmBTqcTsuUAEE1NOTk5ITg4WCCbwcHBCK3lCffc1uD0qahI3TmdDkjNAGp1AQqKNBg5ciTy8vLwxx9/4NmzZyAiIbDl4cOHmDt3LrKzs7F48WKEhIRg6dKl6N69u+BbJZFwyL4kh1opJnPb/wL6f8hcCzo1Y+nXbiWwAJ2QAOD4RnGj02sCyx5ya2/Z5Pllhb9fRUrnP0EapiR4maqSdSpPsIvxPfHy8sKTJ09Y9gujzuhlyJ/xcTmOw5w5c+Ds7Izx40txTC4neCJlrr7ltUa+6nRwaSjPVHzcHU6kTWgJxsTI19cXHTp0wJkzZwQ/YblcDqVSiezsbKvJFo/y+JLydYuKAFo0sPoUAFjqW8dGwPwPgY9Gma4/dh5o8Sab5Xizh/ljODcB0jPZ9To7O+P58+dQqVQW3TxKtgGtWrUSUrEG+BVgyBsS1A81oH6I6XO6EAtc+UeBu88a48+/7wsDJIlEgqioKAQEBODhw4f466+/TM4rl8thZ2eHjIwM4Vuyt7dHlSpVkJ6ejoSEBDg6OmL06NGYMGECvLy8MGTIEPz666+ws7MDx3FITk4W+VGWVi9+Wb169TBq1CgMGzYMffr0QXp6OgYOHIipU6fC10uDi7/kQyXLRkX2MfxlVCyplDIR82pxgNSpIg/8P4VKQmktysjlXRHgLUhdx9mhqKhIaLQcHR1hb2+Phw8fmnRiNjY2iIiIQNOmTeHs7IwbN25g69atIp8zFxcXIQVXSkoKioqKsGnR65chKU0cmIdarUZBQQFatWqFqlWrYsOGDUJHZmtrCxiykHnBdD8+d3q3VsxnlcfW3cDAScC+1UweBAASk5hW2dKpwHtvWlcH46AojYYley1LdLskFAoFtFqtIJR+6tQpwdeJnw5r2LAh4uPjkZ6e/h/xTIyJD9+JWLK68NHApZEDZ2dnODs7C/6olshoSYLG+3CVBU9PT6SkpLzW7B5SqRR2dnZWByQZwxxZLmvgweu2vmwAj1YD0VT8y8LOzg55eXlC6r4BAwagefPmGDNmDHQ6HbRaLXJzc+Hh4SGyDpeFJk2a4NmzZ1YpIPCwtYHZdgBgVsfdR4AOUUxGhseTp4BXC2DZNObD3jAMCPAvXp+dw7QrLRFOoLgdMP4WCgsLrcpvzgeKdWxmwNz31IiolWe1JfnEReDz700Hf66ursjNzUV+fr7oe4mKikJ+fj7++ecfkdyOra0tDAaDSZpDZ2dn+Pr64tatW2ZTIJZEQEAAhgwZgpycHJw4cQKnTp2CTCaDRqNBZmYmfHx8EB4ejj179uD58+fIysrCneON0LT2Y1F7ZjAwjcjvtgGJyUBQFSblFN2teJs/DgDzvgFu3gc8XIAhbzBrtcIoep+IlZdJ22kKKSCxAfxOAKp/z3D034hKQmktsncDiV1f+2neGCtF/OMA3Lp1C/b29nBwcMCDBw+ExoPjOERGRiIuLg7Pnz836ZxkMhk4jsMXX3yBJk2a4J9//sGlS5dw6dIlXLlyBbm5uWatYfyH/u02RsCq+jDh3/HR5q9zx0Ggx3gmvdPSgjXvjbFSFCrawtfXFxs3bgSAclkyAMtpt/jzf/eJOBcrb5X44kNg6otOYsUGpjn36AjL6WrVecsQ/i4LcrkcCoUCubm5ZVoteTL1uqVhSqaUs2RlM2dNe1UJnpJWqdKskvz5+Xe7LGJrDH4asbDINGjOGrxqPSsCfB7pqKgonDhxotz7+/j4iHzvXgXG7YuxYoFMJkNISAiuXrUceevs7Iz09HQ0a9ZMFMz2soFcluS1eHHr6W+LA2yWrQcmLWJT2o0HMGLy3SfF63/bD/R+j7WFnVuYHjcjC3BuIoFGYyNyb+At90Cx5iSv/mD8rbs6SbB8OmFgF3ppX9eteyTYcaYt6jdqj3379uHkyZMWB7aOjo7w8/ODu7s74uLikJGRgTp16uDx48dISkqyijiasza3bNkSFy9ehJOTEzZu3IioqCg8ePAA27dvx9atW3Hx4kXIZDIhCj08PBzfLOqKxj6fmhx/5jIWqDp3ArOm7znG+p3Ni9ks098ngQ6jWIa54b2A2Nts1mlkH+CrmabXyweFvjxeWCZ9D1SSyQpAJaEsDx4NArK243WkJuMtSMu210dsbCxUKhVCQkJw/vx5yOVyVK9eXdR429jYoHXr1qhSpQqOHDmC69evmxyT4zhUrVoVnTt3Rr9+/dCgQQPcvXsXLjk94GJzGxKjIJwP5gPLfgLG9GeZA+48AD5eAbzVA1gyVXzc1DQg5A0g+ZllQqk3cCiS1UdM5tfo0KED/Pz8sHv3bvj4+AiNbv369XHnzh2kpaWB4zh4eXnBxcUFcXFxqFGjBq5fvw47LZBhRp7pxm3mGrBiBpMM4pHyHHBryrQ/333hK9h+BGugD62z9mmILZSvCo7j4OnpCYPBUGZWo/9fpGHs7e2RlZUl8mW0RFBHjhwpsjxbAk/mjCVNLIEnOiGBxdO9lqYR+ene2HLWn68Px3GlTnP+X4PjOLi5uUGj0Qi5oo2b9dKkq0rCeDDxMuTa2Hd42bJl+Oqrr3Dv3j2THNUvgwNrzYtbA8DwGSzQaNY7QJNw4MQl4PPvgHcGAMumA/O+BmavBGa8DbRqBFz9B/jka0Zq9q8xnT7lfan7fMCmgJ2cnEwCTxwdHZGWlmb2Pu3+bT5aVP0MKnn2KxEenZ61t+1HcnDxboUlS5Zg1qxZ2LWrOEVWnz590LFjR1y8eBExMTG4f/8+kpKSynx25kiwpaltjUYDBwcHPHnyBJMmTcKnn34q5AS/ffs2tm3bhs2bN+PGjRvgOA7HNhCahIvJXm4eC6R8ZwDTCubR8k2WGvH0VmDQJKYZeWd/8b7TljLSmX0ReHFKAIxMcjJnSCgVTGLI+n65WJ1kEDiPryqnuSsIlYSyPNCnAneD2d8KJJUGkuDZc0JINw7P0gzw8PBAkyZN8McffwiyEDt3sjDgXr16wWAwYP/+/cKI09/fH7a2trhx4wYiIiJw9epVFBYWmjR0MpkMPToF4OeF/4jO/ywN8GgGDOsJ/GCUQOfPw0D38Sx9Vc1qxcv7f8CCjBKTSrdQAkDDARrINHWwbt06vPXWW0IuWoCR4rp16+LEiRPo3r07hg4diuHDh8Pe3h52dnaIi4tDUVGRWcsEERMr9nJjBIzvENb8Aoz8mFkl6gaz7RwbAROigXnvWfc8XtaHsjQYW9s4jhOlbCuZQpCXT3FxfLXRd3mztFgDqVQKd3d3PH782KTzqah0jMbw9PTE06dPTYhq5xZsGqwsPTtrphEBYNy4cXB3d8esWbOEZQ0aNMD58+dfql7l8bHklRDK45NprZXP2BJsTmjfWL/T3HFVKhUKCgrKVCwoCwEBAUhNTX0ptwEepclrFRQCi9YAG3YycWsfD2BUH7a9RMLage+2sYQUdx6yKfBBXZgWsDnpLePgSON2tGSbau45hwUBV3baQkK5qIh+QqcHcvM5NB1IiLlVbME2Bz54RyaTidwQHBwc4OXlBXt7e3Ach+zsbDx69MiiW4mtrS3y8/MtPnOZTIbw8HC0aNECkZGRqF27NqpVq4Zhw4bhxuXtOL/ddCZKr2cWRzcnwMMoV0j7EUBKGnD5N+brfvMeEPtn8frFPwKTFwGppy1E5Lt//SIRxwnoDRJwMFhsCyQSGQAdMorCMHD8dQwatQGDBw823bgSL4V/Iwj/vwe8aVxiAzYiqpCDQiLVosB9N7x8QyGVSpGUlIQ//vgDI0aMQJUqVbBjxw4AwNChQ3H69Gn8/vvvaNOmDRYuXIgmTZogISEBMTExICIoFAps2rQJf/zxB4YNGwYPDw8ArCGUSqWoW/0fFJUwVMTfZx97t1bi5a0asY9wr5Ek17Y9wN+ngYWTyq5ZkQ7o274Ier0eISEhIjLJXw8/pbdjxw707NkTaWlpuH//Pq5fvw7ZCxPdhVheTL0YHMdGuaevAAM+BA6cYlPb789nqTDrBrPtHjxmBDE4oOzrBdh5zpvqk4ugMHbmeQFZGeZE4ykyvvPm/5aM6Iy5BdTpKcfWF5nWdOXsk/jtt+4BGvS3QVqud+k7lAHeEsGnm+M7qrLSGZYHXl5eZpc/efJE1GE7OQCbFrFpysbhL65PZtmXSiIpJiCNw1nE78aFTHqHB8dxOHHiBJYuXQqtVvtiP5bNJDo6+qXqpdFo0KhRI6u2tUawuiRKI5O8xA0AkZtBSTKp0Wjw119/QSaTQSqVwsfHx2S6Mz8/X3DfeBXcvn37lcgkwKzMlrRalQpg5jvAzb+A/KssW9nUUcXvBccBYwYAMbuYfuuDQ8AXEy3ruMpl7HwASxlbr149VK9e3YRglXxuTg7A32sAgy4LFWV0kEkBjZJw4Ed2fGMyyc/s8M/HYDAgKysLNWvWRLVq1RAWFobExESkpaUhNjYWp06dwsmTJ3H16lU8e/YMn3/+OTQaDXbv3o2uXYtduspSMNDpdLhw4QKWLFmC3r17IzAwEHK5HFu2bEHPNvkmfQzABse1azAyScRmuL74gSUAGTuAbTNuEHDrASOR6ZlMnWPZTyzFsXl5JxmgS2S6kVVjsHmfD67fdWW5uI2QkcUszgXa94CqMbAPuwaNa29Mmzat3L7xlbCMSkJZXqjCmPOu1BmvSip1OiC3QAP4nYBvQCecOXNGGC0pFAqsXr0acXFxAJh489q1a9GyZUssWrQI8fHxmDJlitC5d+vWDV5eXjh58iT69u2L6OhoFBUVYd++fbhw4QKmT5+OkJAQNKpjquXl4sD+JpTwq7/zIiXy3RfuWMnPgHHzgOXTAE/TbJQmkEqAurWKcO7cOZPpNl6wVyaTwcHBAb6+vnBxcQHHcUJ+Wr7TPHuVWZlKok8HYOcqJgHS9R3WOI0ZwAgHj+QXA3BHsym2TKE3sPOVBnPRunz9PD090aBBA9jYMF0onoyVlhbTHJKfFWHwFBaVffoyW1akMyXWPAwGCI346ctsvyFTgYePcyzKjFgLiUSC3r17C52pVqvFlClThDpag1JTfQJWBXWEBTEf036d2O/yBi/x2/fvBMT9ySzBACN0V69eRXp6utBZGwwGXL9+HZs2lV9CpGPHjsjKysLZs2ZSsLwGKBQKUZYsY9cCnlDy611d2YfbokUL5OXloXPnzigsLIRer8fjx4/NkufCwkKR/x1/rNDQUADiwRQvS8NfV0Ui9hazMpd3gFVe6PRMXslYq/XSpUu4c+eO8FulUkEikZh811/NAJwdKz6wTiZjx105U/wdEREeP34MHx8fzJgxA3369EFRUREuXryIwMBA3LhxQwgqNIfk5GT4+/ujc+fO2LlzJyIjIwEACxYsQOvWxYmuw8PDERLCMsfwAxa58fwz2LtWVFRkto8pia172KzYtKWMLPJawq0bA1OGM4ukYyMm9ebmxHwszUPPUgQDKOQCMXr6UxyM/wgITAcCM4HAZ0BgJlqOroN2w4Hj/3QUMuAsWLAAycnJ+PLLUnIgV6J8oEq8HHSpRImDiOJAFCd98dfawrbfvERKzo4cXb9+XTiswWCgb7/9luRyOTk4OBCYvCItWLCAvvnmG3JzcyOVSkXTp0+nYcOGCetDQ0Ppp59+orNnz9KAAQNIqVQK6/z8/OiLL76gp8nJpI+zNXtNUREgR3vQbytA6edAl34F1Q8FKRWg4b3YNm+0BnVtyf4/vJ4d+/D60uuafg7CdVhTJBIJcRwn/HZ3d6fQwPLc21cvwQHlu+Z/owQHgD59D/T3j+yelrzHf//I1lfUtcvlcmrQoAFJpVKTdc7OziRhDrgVUlxdXUW/lUqlyXnDglg9i65XzDMuus6OFxr46tevUCjI1tZW+K1SqV7peFqtlmxtbcu8x8bfia0NyNmB/TW3XZ8+fahly5Ykl8tLPaa5580XiURCLi4u1LNnT9JqtQSAevToIWqnSitl1UetVpOdnV2p23Ru8e+0AZ2aW3fNAMjb29viteljQYsmg6r7sba0ZjXQVzPF26SdBb0zAOTuArLRgBrXAR1cW/a1GT9/vlSpUoXWrl1LEydOJI1GQwCodevWFB8fb7Yb69mzJ3Xo0EH4/eWXXxLHceTm5kb379+nuLg4qlmzJnEcR1KplCIjI8nW1pYUCoXo/EqlkgYNGkQdO3YwaZ/Mldv7QEd/YvfCwQ7UvD7IcAP0dn+QXA6aOYb1LWs/B/l7sXuSc8nC8W7aERkMdObMGQJAZ86cMann6NGjSSKR0Lx580TLJ06cSDY2NvTkyZMKIgb/26gklK+KrN1E96NevNwyojjO7Euvj+XXg22ftZv27dsndKjZ2dmiw547d45sbGyEjxUA1a1bl27dukUzZswQOobWrVvToUOHqHPnzgQw8rhs2TJKTU2lzZs3U3h4uPDR22ktf+BJx0Hd2xQ3TA52oO8/AXm5gcZHg9bNZ4Tz8dHyEUqKA9nbmm+Uhw8fTpcuXaKtW7eKrlMqlQqNIV9ObuaoKOb1diJFMaBjG8rX+dvb24vIO1+cnZ0pODiY3N3dSaFQlOuYZXX6AEirATk5sL/lOTb/PvHv1quUKlWqWL2tuc7PmHiZW88XJwf2flYUmTQmlUnH2XvNn8sSgSiLaL3qvbTmmRufKyQQ9Nn7oANrzQ8wDqxl60OMCLNCoSCpVGpCBkqro7ll/LWGhIQQgDJJoPG7VhH3asuS19cWFF0HbVxYvvdYIpGQVCql4xthcl3vv8m2GdMftG816OtZjPh/OJSt18UwsuTlBlo/H7T3B1CnZox8Xv3DQhu1UXx+W1tbCgwMFL1DSqWSevXqRZ6enqRUKonjOOrduzedO3dO1M9ERETQqFGjhN8LFy4kOzs7qlKlCoWFhVFmZibdu3eP5HI5tWvXjpycnETn5o/NDyrsbc33f6WV9fPZsY6sB3EcaMbb4vWxu9j6kkRcVHSZtHjxYlKr1VRQUGDSTa9atYo4jqOOHTuKlqelpZGzszONHDmyAknB/y4qp7xfFdrOgv8GnKcAmtYm/huFOhUOnwUKtO+z7fyPA9rOaN++PSZMmICUlBT06tULZDTdlJqaipycHAQHB6OwsBDVqlXD5cuXERISguzsbBgMBlSrVg2HDh3C+PHjMX78eFy9ehXNmzfHxP/H3nnHN1W9f/x9k7Tp3pS2tFBGGaXsvTeiDEUFARWVIYIgbkVRUUFAHCgOFAEFRBAVZIqCCrL33puy29IFXUnO74/DvU3SJE0X+vPr5/U6L+i9J3ece8ZznvF5nnuOuLg4jhw5wm+//ca5c+d4+eWXKR8e7PQ1yofBkk/g+lYZhHP5L3jsXricJKPzRr8D770gndlNJulzCfLfwty/9HqLjV+XaiKbNWsWDRs2pF+/fuzZsweAZs2a8dZbbzF37lx++uknPv/8c2rXrs2kGUqZ8DNaw6CXWUSKgrS0NO19hg0bBkh/wOvXr3Po0CGuXLniNqF1QEAA/v7+bgU/ZN6UtEbFiUTPyclxi0LEHvbmvTNnzjisZ2/ejoiIsOnbKlR/PWsaFkfQzIilSKUEt8yIQfL64eHhgK2J2LrP2vvKWbdFcfkiIb+tXH1zo9Go1evWxsJf8+DAUhlw0qFpwYC1QH95/IXBst5f82SmGNW07YxH0fod1fsZDAb69eunHY+Ojtae9eDBgwAOI/K7dOmiBaBZ9zVXbeWuW8iTbwuSr8t5qDShBrGNmmB7PCAgAG9vb2JiYhy2m8VioWYVM60b2Zq6k67DtG8l5c3n4yQv7vD+8PU70i/wyCmYv1z6iP8yQ5Kr39EafpoGFSPh140Fn9GghzaNbH3CPT09yczMJC8vD6PRSGBgILm5ufz0009cunSJ3Nxcevfuza5du2jatCkdO3Zk9erVCCE4d+4cFStW1K6VlZWFj48Py5cv58yZMwwYMIATJ04QExPDb7/9RlpaGjVq1CA6OhqQc4kQgtTUVJluVu98HF9LgTlLZE5uazS85e++aQ8IAa0a2p6PrybHqWuWhlw2bNhAs2bNHLpa1K1bFyEEmzZtsvmGQUFBvPHGG8ycOdMlBdZ/cBN/myj7b4bFIoQpXQhTkhCmdHHk8GEBiFWrVhWoajKZRHx8vADE+++/L4QQIjU1VURHR4suXbqIvLw8MXbsWAGI+vXrC4PBIEBqwK5evSp27twp2rdvLwDRuXNnsWfPHnHmzBkxevRo4ePjI7y9vcXIkSPF6dOnhTn3utMd3nfvFdwRb18kd4ZTx7jWGFSKcr0DDQ0umobOWfl2SkENQGlqJxd8YKuNad26daHPZK3BCQoKEkajUfTt21ecOnVKVKxYscjvWKlSJaEoivDx8REGg0GEhYUV0IaURluWdrF3VShuUfu3WkYMrFTgW5kPIj5/Q5rBfX0QlaOlJihte36dZZ8hmtSRmp4K5eX5jB3Ov7+9GdHHx8epJq8sizNtX0iQ7P9qXy1q3xaHpebNWhtbVsVdbWtJSkLc3+cCsXTpUjFy5EhRqVIl7diEpxG5ds+ycb489/Ontsczd8rjH74s3Yg6NS/as+bul+4t6r3VPhocHCzq1asnqlWrZjMurZ+9YsWKIioqSgCiSpUqAhCPPPKImDBhgnj66adF7dq1hbe3t6hfv77m1uCoOJuH/H2dP/fZtbLOO8/YHn//JXn8z28Qej1izOO254+slOfffd75tS2mNBEWFibGjh3rcElOTU3VntHe/J+bmyuqV68uOnXqJCwWS2lLA/9T+E+gvA2wWCwiIiJCvPTSSw7PX7x4UXh5eQmdTid27twpBg0aJPz9/cXZs2e1OsuWLdP8tLy9vbVF78cffxQWi0X8/PPPokaNGkJRFDFo0CBx4cIFkZSUJN58800RGhoq9Hq9GDCgvzAd8nU4IGtXQ/S7y/bYgB6IQH/EmTVSuLQu08fJwTl9HGLfz84HuupDqU5AiqLYCFqPPvqomD9/vlAURXTq1Ek0adJEMyHrdDobAeN2mj6tJ053TdYNGzYsYErW6XRO38dRsTf1WxdrtwD7UhTz8/+n4siMOPFZufC8PBTx20zEp68hQgIRnVtIP6yfPpamsw7N5GK+aCqibg1E07qO+47q6hAcHCz69OnzjxPa61S/1e9LuJlS+3nLRq5N1CUtiqKIcuXKuRRISqMkxJXOfKC2i7UwGRMTI+Li4tx618jISLFmturWlF+O3hKEPn7V9vjeJfL4qIcQFSMRTz0shctKUQiDAdGotuyPzp7XfAiRuKmmzXPUrl1btGjRwmZu9ff3d/sb+Pr6iqpVq4qgoCCh1+u1MVBUdx0o6IJhXQbdi/AySr/SNbMQbzwpN32D75Pnn3tMtsGYxxG/fy19KGMryLa5vtXJdY8GaEqbX375xek6HBMTIwDxzTffFDi3dOlSAYjly5eXfMH/H8Z/AuVtwgMPPCCaN2/u9PzPP/+sTQKAmDFjhs3548ePi7CwMOHt7S2MRqPo06ePph3r1auXSE9PF7m5ueKTTz4RYWFhwsfHR7zxxhsiMzNT3LhxQ0ybNk1UqlRJrJktF137QfnFm3IRHj9aDuTH+8rJ4fM3HA9id3wozQdlsIirycd6xwxSMHr22WfFDz/8IPr27SsMBoONlujv1EyUdJEtzrny5cvbBHw4K840W+4IR4qiFOoH93eU2g6CscwHpX/viP62xxe8L3+zfZEUHuOrInL25p+//JfUZn75pvO+4E5AU2EbAndK+fLltUCkwjSgdapLzWtpaebzDsj+3iC+5O/hrDjzu3SkuXQUgOWqBAcHi1q1auX/HSg1r+q7FbUtxGHEvCmKw81kUbTTzoSowoIdvb0QkeVkf100FbFiOqJNIyl0OfKhVEvadufPptPphL+/vwgMDLRp24CAALc3S+pG2t3+bt1WjoRrteTslWtMXCWEp4cMVpr8XH59yyEpXNeoLM9XikIM7YO4utFZWyhCnO0kZs6cKRRFEampqU7X2J49ewpfX18xfPjwAucsFovo2LGjqFmzpsjNzS3+Qv8/jv98KG8T2rdvz/bt250S0vbq1YuBAweSkZFBcHAwgwYN0s5dvHiRLl26EBoaypEjR+jXrx+LFi2iT58+xMbGsnTpUmJiYli3bh1PPvkkJ06cYOTIkUyaNIm4uDgWLFjA8OHDOX78OOUr9XRIwfN4X/jwZZi9WFLwbN8vqRqe6Fewrrtwh4Ln3LlzNpQxiYmJfPLJJ9x///18//33WCwWG9qLA8dl1pfk1JLTh6g+U6WdRcYRhAsfQS8vL6cUK1euXCmUEw4c+7HpdDqaNGmi+Qc6QmBgIOIW4frtRGG8nSCJp+357NIzZQq9AXZZUFXi/ZPn4PAp6Ytm3aTlw6BWFVjhgNQc5H0GdLc95uibFDdnuHX7pqenk5Ymc2C66hcqp6GPV+nR0Bj0MgvTqi9MNlycpQlHnJp5eXlO/UTd5eDU6/X4+fnx5ptvau15PQ2NXmvPUW95ryLQa/UcoeOhF4RNSlIV1n6krsaHv6/jlJAAP0yFto3h3qdksoSOj8HjfaRPoI+3TBGamgGrv5I0aHe1gxVfyGtOcuHPHeAn8PPJp3Dq1asX06dPZ+DAgQQHB5ORkYGiKFSrVk2jikpPT3fb39disZCbm+u0v3t7e9vQBln34237HNO8gRyTrz4Bx36BnH2SL/TFIbZ8oU8/AkdWyvNn1sKXb0nffYfPKXTg3YwNGzZQt25dAgOdd2rVj3Lz5oK5fBVF4f333+fo0aN8+eWXTq/xH1zjP4HyNqFdu3aYzWY2bdrksp6iKFy/fp3JkycDkJKSQteuXTGZTPz6669UrFiR2bNnM336dH766SfCw8MZMmQI6enpdOnShYEDB+Lh4cHkyZM5cuQI7du3Z/DgwTRs2JA///yThJbvOF2cRg+UA/zGLtj1k8yt6gztm4I47DpLjjU5sLswmUw2QSwWi6VAAMmB4zIv9ferbtUp4r7Imvi7Vo98YdLb29tGiNCXLEms28jKynI7cKcwWAtqFouFXbt2cfXqVaf1VcFG/dfDw4OAAPdIOx21j7uCqTuCmSM+u6AAmW7T3nF/yVr5b+1qklfVnlM1Lw/OXYJT5x3fS6+T97NGaX0T+0w76ve2br+QkIIr5u0IRgKoVasWQLEyhkRGRrq1ObBGWFiY9v+cnBzq1q1b6G9iYmIwm82cP3+evn37FhDEV62HJvdl0e7RUN79Cjbv8ybNbh92M8eDTXuMvPuVTNva9mFY/ke+5GMdhAX5AUT2fdXT0xODwYC/v5QiPW3pGG3gKtgxJFAKjvVrysw+Kvx9oWUD2H3YdZv4eOu1dli6dClPPPEEc+bMITk5Gb1eT25uLkePHuXatWvacxeHG1Sv1xMaGmoztrOysmzaxbovf7vcOQF9aUOnmMnU9WLDhg20bt3aZd06depw8+ZN9u7d6zAosX79+jz22GO88cYbpKamltET/7vxn0B5m1CzZk3Cw8NZt26dw/MrVqxgzpw5TJw4EU9PT1599VXWrl1L9+7duXLlCr/99psWjacoCsOGDWPDhg1cunSJJUuWMG3aNMLDw5k7dy6xsbFs2rSJ2NhY5s+fz5YtWwgICKBr167cec8L3BANKOtP74gcGGRKL+vF099XLm7+dhzZoaGhNGnShKCgIIfXv54GD74AfZ/zY/MeOanmmcDiROHjjPjbWjORlZVFSEgI/fv3B6TmRJ2AfXx8OHDggNvCVmHvV1ZwRCBfGIxGI5GRkbz33nvcf//9WrYYQFs0HcGRZsmVxq2oaFzbeQYca2zdK7U5PTtAQnUYdC/89BtMniEjS89dhMFjZbaMG04SzOh0Mq+zCkVRKFeuHDVq1ChA4FxUOGsT6/ZLSUkhMjISb2+pZburndTCutJM3jsKYjvZHlv+BzTtC171ILo9PDMRMh0E9BsM8GBPGf199OhRAObNm+fW+1gLkJcuXdL6XGFR2qpAkpSUZHN83759Tn/TrVs3oGBmIGfj8K9tKYz9CFr3zyK0hQ7/RhDaAvwbQWyXQLoMVhj7UcF5CXCZa976G6qaO9VykOtiiC1YAfuOyo1QfDWZ0WfPETkfNYyHuEoybaQ98vLA20kWH62OSbHROHp6emI0GrV0kPYZYHJzcx1ukgrbOJvNZpKTkwv0Y+u/rYXNPKU6+477lzkBvUDHpt06ho6cyvHjxwsVKNWNixCCHTt2OKzz9ttvk52dzYQJExye/w+F4O+ws/+vok+fPqJly5YFjqekpIjIyEhx5513CovFIubPny+45a/l6+srtm/f7vSa165dE126dBE6nU6MGzdOPPjgg5ovy6hRo0R2drYQQvqI/Pjjj6JatWqiR/uic4UVp6iRsyAjCj08PArlz/v9a6UAf559ceRzVRjx99rZihg/Ov+6rvyj7K+v1o2MjCzU36s4/ICOitFoLOA76ejeVatWtfFBLUlRr+/v728T5OOIs9JgMGgBRI54OEtaXEWLWpcN30qfylpVEUmb8v1iXxoiCZJB/juiP6JvNwolyS8Or6d1Ka0I57++de0TOHeyrGfNsFDUYCTTQde8qw0aNCjSMzsidFfHjuqjq/7tri+fdd8qDf9VZ8X+udz1n1THjDMfSlfBjqnbZFCKToc4tDz/fNImef6ph51/f3cSRiiKUuh7GI1GUa1atRL1W6PRKEJCQoSnp6cYNmyYCAwMvG0E9L/+9LT2HOfPn3e5/ubl5Qmj0SiMRqOYOHGi03pvvfWW8PT0FCdPnnRzZf8PKv4TKG8jPvnkE+Hh4VGAxHzgwIEiMDBQGxAmk0mL1qtdu7Ywm80ur2symTRqoV69eonvv/9eE0YqVqwo9uzZo9XNyckRU6dOFYs+8ihzcmDriOW72smIXXFY0l44c9o2H8yn3/hrnq1Q6qyEh4cXOObvWzjxt5pdqFy5ciUWBEryftaTvroI2GePcTWZq9GLxSlxcXEiODhYgAwW6dOnj3j00UdF9+7dHS64pV2sr2sdkRoaVHg/W/C+DF6oWyOfcN+6ZO2RpMhqdGibRjIjh6trhgSVznupgokrYVtldrA/7igYybpcWCcDPaIjbAXKsgpGUmnJilL0en2BcakoSrGihsuqv7mqExAQIDw9Pd0iZTcYDE4DUQoLdkzZIiO9K0cj5r8nNwJN6shN0rnfnc8hv81yvXlx9p4eHh6FJjXw9PQUoaGhRWpXLy8vkZCQYHOsLAnoxWG9EIkDhMViEVWrVhU6nU5cvny50DW4YcOGIioqStx9991O69y4cUNUqFBB9OnTp9Dr/Qdb/Gfyvo1o3749eXl5Nk7By5YtY86cOUydOpXo6GiEEIwYMYLz588THh7OwYMHGTdunMvr6vV63n77bZYtW8b69esZM2YMK1asoGvXrpw7d44GDRowduxYTCYTN2/eJDc3l3HTQ8ucHPjmzZuEBMnc2iumQ/P6so6HwbkpU6fL979pXh9WfgHz3oXgQGlqc+SvlZWVpZlmAwMDiYqKIji0YqHE3wcOHOCxxx7D29vbqWm4MJ/A0ni/uZOFFiAh5CZP83tyhaCgIBo2bFggV3dR/KSOHz+Oh4cHkZGRxMXF8c033zB79mzatm2r1fHx8UEIUeq5mUG+rwrrgDVXZkSA92ZB/+ehRX1YPxcireKO/twGqzeAl1GaGYMCZL/cfzyfRNkZSuo2qQaQqe/lyoyanZ3tMEhiSB/vAsFINufHQteW0Km57fGSBiM5MlkbjUb+/PNP5w/jBGazuYDvrhBCM7ne7iAw62ewRoUKFbT/GwwGBg0aRNWqVUlPT8dkMhUgZdfr9QVcIEwmE1v3Og5EKSzYMTgQNs6X/fjJt2HAC9K3csM8iIl0/A5qsKP9nGX9/dT3VBSFihUr0rBhQ7y9vQu8kyPk5uYSGBhI+/btCQ0NdVlXRXZ2NgcOHLB5ltHv6MpkjQE96EMhYhqKohAQEICHhwdDhgwp8H3tYR2Y46yuj48PEydOZNGiRWzc6IBd/j84hSIK+wL/odQghCA8PJwnnniCt99+m5SUFGrXrk2jRo1YtmwZiqLwyiuvMHHiRGbNmkWzZs2oV68eJpOJtWvX0rFjx0LvcerUKe69916OHTvG9OnTEUIwbNgwcnJyCAoKIicnB7PZzIABA3j5me7EeT6GMN9A7yLDgbswmaSPmho1Xae6jFINDS5ZlKoqpN4xVMfeI0XLSqLT6bRFWw2OMBqN2kKv0+kwGAzFCsAo7ffrPKhk0ea+vr7aYmEwGAr4UwYEBBAdHc2hQ4cK/FZtG71eT0REBBcuXCgQTHI74OXlhV6v58aNG6Rucxw9+8VCeGIcPHAnzJlkK0ABjHwblv4BJ1eDuvZ/+T0MewP+/AbaOQkkS8uQkbhlBeu+6AprZstMN442JV8tglc/kgEez78rhecztwKSotpKweTHj/Pr5+VBdAcoHwr7fi54PYsFft8KXQYVPGcNHx8fQkJCuHr1aomClRRFwcvLq4BPpDPUr1+fPXv2aG1nPXaLi65du7Jr1y7y8vKwWCxOWRT8/f3x9/e3YaGwhzpGasfJrES3Cx0GlWPrnkyn7RgeHo6Pjw/Xr1/XAu6sofpZqv8WBoPBQO/evQFYvHix22wHCXGw4Vvw81XQ60pjLtGDzhcqbgCvOty4cYOgoCCGDBnC9OnTmTFjBkOGDHH66w8//JAxY8aQk5PDqVOnqFy5ssN6FouFpk2botfr2bx5s9tZnP7X8V8r3UYoikK7du20wJzRo0eTlZXFF198odEWTJw4kffee4/HHnuM+Ph4PvvsMwB69+7NpUuXCr1HlSpV2Lx5M3379uWRRx5h8eLFmrYpNTWV7OxsXnjhBWbOnEnV+HvYdOFd0m96lHgXqQpFr8/swHc/7WfE4Nb8NU8GpJSU8kSNSl03x0JCXMHziqLg6+s46sV6AVc1C+qCpC5uxaGCqVOdUn+/Dd/i8P1UVKlSxeV1rDUPwcG2aTb1ej3p6elcuHABo9GotYUagOPl5QVIzZKq8SwrYbJhw4ZOz2VnZ2ua0J0HC9K/XL4Gz0yC2Aow8kHYdQi27Mkv11LgiQfgShI8+gqs3QwffA0jx0sB1JkwabHA9nwFS5lE+LtL2eIsGOnsBXh2Mnz2OoQ5yKJa0mAkV+988+ZNEhMTiyxM2mu1FUVxW5gEtJSsats5Eybvvfde7f8ff/yxNm86wq+//kpSUhJpaWkuKblu3LjhVNiKiooC8jXSB4/Dhp0lpzIrDGqw45+brxVoC39/f00Iunr1KmfPnnUpTEJ+YJivr68mNDkSnkwmE4sWLeLHH3/EZDJRpUoVt4QsleYtKUWUuG0sQofQhWrCJMC2bdswmUyMGDGCwYMH8/TTT3Py5Emn16hbt67Wbo7og1TodDo++OADtm3bxoIFC0r24P9LuK0G9v8gPv74Y+Hp6SkWLlwoAPH1118LIYSYNWuWAMSYMWNs6lssFtG7d2+hKIpo0qSJyMvLK/Qeubm5Yu7cuZofppeXl3jnnXfE+PHjNSfycuXKaWn9SoMc+OfP/cUrLz0hdDqdaNuq9m3LaHM70rzZl7LO2BMeanD4Xu4QnDsrqk9VhQoVSsUf8nakJHznmYLp7GaOd/2b2e/Ier9+JTOOeHtJ/7RxIxG5+5y3vX06u7+rOAtGshxCdGyOeODO/GOP3GPrQ1nawUi+vr4iMDCwTINhSlLUvly+fHlhNpttzhWFLN26hIeHi6ioKIe+rzqdzuV8c7sCUUY+KlMment7F/g21s+nvoOfn5/2f/tAHWtfX/t3joiIEI0bNxZRUVEOf1NYsa5XkjXGfEgnxGEZiFYzLly8+eabmr/kW2+9JQIDA4XZbBbp6emicuXKomXLlsJkMjlcG69evaq926hRowpdS3v37i1iYmLEzZs3C637H/7zoSxdCAHmdDAlyX8daHjatWtHbm4uTzzxBD169GDgwIEsWbKEIUOGMGzYsAJ0BYqi8PXXXxMZGcn27dt55ZVXnN4+JSWFSZMmUblyZR5++GFq1qzJRx99RFhYGFOmTOHMmTPExsYCcO3aNY2+I+OGgRc+jOSuYVLLA0UgB94jKXh6P3mDed+txGKx8ETvg2XKnzfrHR9q164tn9MNWhx3EBoaytSpU21I1J3RxTjiB7RYpF9f3B3gXR/q3QPfLnN8r4wbULkzfL3Y9rj6fh+OMRMREVHwd3baFGuNZWHUNuJWX7xw4YJbmkd7DWf58uVtNFiFXUPlGlQURdPmFBWO+OwG3QfisPPyqLTK0aUV7PgBbu6GU7/BG0/mm78doTicqWUBZ5yGn86X9DNTx0hrgMmUP72Ybo1VgwEmPQfp26VJ/OoG+PR1uHRN+uW5vK+d24DRaMTX15e0tLQCGnx7vsbbAUf9+9KlSwghSEpKKnDemWZRp9PZ1FV9OdV3unr1KhcvXnSoCbVYLC7nm837gpm/vOy0lCaznFO+WiBN8NnZ2RrNlArrMaq+Q0BAAE888QQbN27k7rvvtqkTExODn58fOTk5Wn1PT08SEhIoV64cZ86c4eLFiwghMBgM6PV6tzXtqtUDJD3bI2P03DVM0raB+2uM4tMSolfQoPsB2ne6l8mTJxMTE8PDDz/MihUraNWqFTqdDn9/f+bMmcPmzZt59913HV63XLlyREREUK5cObZs2VLoO0yePJnLly/z4YcfuvXO//P4W8XZfwOy9wtxdYwQZzsKcTTAdnd1NEAevzpG1hNCmM1m4enpKYxGo7hw4YL4/fffhaenp+jbt6/TXZUQQmzfvl3bdS9btszm3NGjR8WIESOEj4+PMBqNYvDgwWL//v0iLS1NzJo1S7Ru3VrbKSYkJIi+ffva7OB1Op0W6QuFU/Cc+D1WjB+NeH/iIJsdqaIo4u7OhoI7zIMyd2vVijLlWM0qiGljbetc/kvSaYQEIgL8JNWGo8hdtbgT/e2olDRPszPKpVeHSY3QxGdljtpnH5X1579nWy9li4w2hnxtWmm+n7tF1WQ407iomo8nn3xShISE2Gg3FEURBoPBrba0zgtcnOIol3dpFzWXd3GfsSgUVIUVZxrKdk1c/+6NJ2Ua1F9m2L3bfhkx/PTAomsob2fx9vYWNWrUKHCsqNfx95UMAYH++d+kXbt2Dus665fF1b4HBASUufUiONB2zFapIrWVFSpUsHmW6Oho0bJlS1G9enWH71uhQgVtjHt7ewtFUcR9990nFEURnTt3Fh07drRpf0eUUEUtYWFholKlSsLT01M0b+DvfI3ZLo+PHy3Xok6dOomLFy9q611KSop47733RKVKlQTIvOvz588XOTk5QgghXn75ZeHh4SF27drlcC3t0qWLqFu3rjAYDG5pHp955hnh5+cnLl26VPCkxSKEKU2IvGvyX4ul0Ov9m/GfQFlcZCwX4kyrW4PAIMRhZ9yOyq3zCHGmldi4+lUBiJo1a4rt27cLPz8/0bVrV20wuML7778vQJowTp06JX7//XfRs2dPjWZm3Lhx4sKFC2LFihWiX79+2kTRtm1bMXz4cBEXF1fohOrh4SF69uwpateuLQBRtWqVAhQ8/fr1E6GhoRoFiF6v18xjp/6IKiAAPD1Q/u6JBxCrv0J89rqc9J99NH+ybFBLCpzff4j4dgoiJlKa6RyZKVUBwF4YUgUfdxeJSpUqiccee0xER0e7vYg44ge8sUtSszw/qKAQ0Lxe/t8/fypNlCG3TPbOBMqSCjiOvnGnTp2ctpF9Hm91c2HfP3x9fYVOp3Ob0qg0yu0yI5aVAK/ydU6YMEE8//zz2jFXv3HEaXhkpcxTbl16tJd5oLcvklRCTw6Q48Z6zHzxprzmn984f3d3OA1Lq+h0Ohs6sZK0K0iKpXeeKTnvq7PrOxpLhZWEOHnv0hIq8/bLfO4JVhy6zoTtihUrigMHDojLly+LKVOmaHnPQ0NDRXx8vA01lzrnxcXFid9//13k5uYKQEyePFm0adNGgKShc8Vz66hNvLy8XNIOGQwGERgYKEJDQ0VoaKiIiCgvAvwUERIkNwSOfuPr6yt+/PFHm/Vwx44dAhANGzYUIM3Yb775pjh37pyoV6+eiI+PF1lZWQXW0eeee04TwDds2FDoupuSkiJCQkLE0KFD5YEiKpH+l/CfQFlUmJKESOx/qwPpijQxWG7VX/5loCgf5iFCQ0NF8+bNC/BSOoPFYhGdO3cWiqJoO8batWuLr776SmzcuFGMHj1a436rUaOGuP/++0Xnzp21uo6EJg8PD5vdpzp5qP6Xqp/lV1995dCHz5qvsGFtzwLvfG0TQq9HDLnf9viyzySh7+EVUosHkjNQPX9wmeRvU/1uHJV9O75zOsmrwm58fLzw8PAodDEwGKTfoquJ0Bk/oOkAYu8SxKX1tse7tETUryX/f32rfN+Bd0sBAFxrKMXhwvkBCyvWPlEPPPCACA0NtWkHe4HcmiNQrRcVFaXx1rlDlFwW/nbfTik7LaXKmVraz6wWRVHE66+/LhYuXCj8/Pzc2rg44zS0L/Y+lPt/Rnh6SE3/mlmI91+SWnNrv0v7onIaltX7l3apW7eueP3118uU19bdUrVqVdGhQweH5xLiSkdTmbcfkbTFID6eMlT8+OOPYsKECdqcrPYvZ5s8nU4nmjRpIkaNGiW6du0qQM7nkZGR2nl186jX60WTJk20MVyxYkXx8MMP28wX/v7+4rXXXhMBAQEiLCxME2oL69M+Pj4u68TGxopXX31VvPXWW+Khhx5yqRioUqWK+Omnn0R2draYNm2a8PDwEDdv3hT79+8Xw4YNE97e3sLT01P06NFDeHh4iGeffbbAOvrNN98IkJrZKVOmuLX2fvTRR6JHe0VkHqx/69u4r0QSGSuKJGL8f8Z/tEFFQfY+ON8FzMlA8R1lLELHtWQLj75egW9/2Ocwj689kpOTmT59OtOmTePKlSsAdO7cmQ4dOjBv3jwOHz5MWFgYCQkJZGZmsmvXLoQQ+Pj4FOAd0+v1BAYGkpmZycMPP8zMmTPx9vbWoi+9vLzo27cvc+bMAWDEiBG0adOGgQMHkpeXp0X3WSwWevfuzbp167h58yavPZHNC4Nt/d427YZWA+DnT6GXFevRjZvg10hytO05Alv2wpGVtu9cuwfUryV5Hu2RZ4J3v4KxHxXadC7h4eGBl5eXy2hPFROepsD72UMIuJoseede+RC+GAdD+0p+w9MXoEZlOHNB+lDOfiff588exXk/o9GIyWRy6j9mTxESEhJCSEgIJ06cQFHAz0f68OXmST/P4OBgcnNzC+WtK2uEBMGhZbci6kvRL9dsUUjLNFCta55NCs6/EzVq1GDYvecYOSCr0HzIj46xpQ0C+G0jjPkQDp2EiDB45B545XHn/qOO+plKhRMdHU1iYqJ23BEV1e1GSJD0YR7QQ/oUFoVhQa2/aLUHm08N4Mclf3Du3Dm3qXOKAi8vL/y8c/nkNYUH7jQX+1lX/BXMkevD+f7HNWzbtg2dToe4xQmr0+nw8fEhLCwMkymPa1dO4WGA8hHR+AVEcubMWY0LVKfTER0dzY0bN0hJSUEIwaBBg/jqq684efIkixYt4oMPPiiQFlNFly5daNCgAVOmTKFFixbs3r2brKwsatSowdGjR+nfvz9Xr15l06ZNmM3mYlNLeXh40LBhQ+rXr09eXh47d+5k7969DuuFhYXh5+fHzp07NR7ilJQUZs2axSeffMLZs2cBePXVV3n99dc1xoE9e/bQoEED6tevT9WqVfnhhx9cP5Q5GculJ9FlLsRsAX2RIk90gAX8B0DENNAXvtb/f8Z/AqW7yN4H59qA5QYlESZVmExgsnjiVX2HRoHgCEeOHGHq1KnMmTMHIQT9+vVDp9Mxa9YsQE7y8fHx3Lx5kxMnTjjkVVQUhQYNGnDlyhUsFgt//fUXUVFRdOjQga1btwJygI4YMYL9+/fz+++/a78NCAigfPnyHD9+HB8fH43H0hGnniP+vGOnocZd8PGrMOqh/OP7jsrAlVEPwdZ9kidvqR3Tx91PwoUrMrjCHu7y59lDJTEvzsK4aaE3zRKyXOaX/m4FDHhe/r97O1g0Fby9bOu4I1AW9/08PDzcDlSqHSdJrZvVk1Q11pyPaRmw46AkUJ6/QtKi/J1Q+ex8vUtHqLTnTHUGT0/PEvEuuotKlSoRERHBwIED+Xzqk+y/jZyGtXs6zm39T8M/iffVXU5RkPnSxwyFNo2lAK/XOaaFslgkabmHQVIDTZwBq24R0qv8m0FBQQwdOpThw4fz+6qPSTv/OfVq5BQcv5mSdis1uwZXsjrx2cz1HDhwwGZ+8PHxoWfPngghWL58Ob6+vk4TKqhCd926ddm/fz9CCFq3bs2GDRsYOnQo06dP5+LFi1StWlXbkNSvX5/u3bvz9ttvI4SwEdrdbT91fYuJiWHLli0kJyc7fLbGjRszaNAg7rnnHsLDwzGbzSxdupRBgwaRmppK+fLlefLJJ3n88ccJCgrC19eXzp07c+DAARLPnwdLBohcUDxB5w8q8X4pKZE0MvaYNS7X+//v+E+gdAfmZDgVXwqdyu6yZtB7hkOVwzY7FyEEa9eu5cMPP2TlypWEh4fTtWtXMjMzWbVqFTk5OQQEBJCeng7kRyqqn1Kn02E0GsnKyqJfv35MnDiRXr16ce3aNf7880+qV6/O4MGDmT17tnbP+vXrs3TpUjZs2MDAgQNtBK7CNF8qnBFRt3kIDp6AmW9Dx+Zw6jw8/gbsPwYP9oCNu6FxgsyIY42HXoRt++DYL47vVxwiak9PT+Lj4zWyZGvhu7BJztn7WePkOSkE7zsGr30MdavDn3Py5ydwT6CEsiPavqudXOBaN3J/gduwE975Mn+B+zuQEAdrZpVcU1lUgUKNbC2tqVJRFEJCQhxGUKv4a57MpFRSjlNXMJllxG3bh11vRAobF+4Q4Ftfv0uXLpw8eZIzZ864LZSpvK+3e0PhCI40mq7awMvLi+zsbOKr5W/gmiQU3MBtP5C/gXMk4Kvfwd3xK1CwWBT0Ogvb9nuQ6fUU7bu/y8aNG2nbti2BgYHodDquX7/u8LkTEhJ45513GDFiBElJSQQFBXH58mUgX1vdsmVLZsyYQa1atbBYLFSuXJnExETmzZvHI488gpeXF5UrV+bXX3+lWrVqWmR6ZmZmoST1RW1nFTVq1ODhhx/mwQcfRFEUEhISiIyMJDExEbPZTL9+/bh6/nce6e1JOf9TdGjujw4rC5UuALwag0dlSF8AIpvSWfdtSdn/jfhPoHQHFwZAxveUpjCpQqBH8X8AKnxLTk4O8+fP58MPP2T//v3ExcVRqVIl9uzZQ1JSEsHBweTk5HDzZsF8gmFhYXTq1AmdTseiRYuoVq0aM2fOpFatWnTq1InExET+/PNPMjMz6du3L2fPniUkJISUlBRatWrFtm3bCtVsWQ/m8PBw+vTpw6effsqOHTuY9dVUPh09z+HvriTBsHHw8y3TXFAAvPscjPsU7u0i0+Q1retYoNxxoKAp3Br+jRynV7zrrrt44403eP7559m4cSMWi4XmzZuzbds2LBZLAfOdj48PiqIwc+ZMVqxYwdy5cwE0VwB/X0jf4bJ5CmDOEnhkDKybA22b5B93V6B09X7uwtfXF0VRyMzMLBVz4bfLZFrN0jARF8fUGBwo3+HBnsV/h3lL4al3iv8O/r62rgGOUKlSJc3k5gjWLiaOcFc7mc6zrHHXMLlJcLRQt27dmoMHDzoVOIoCg8GAxWKxGXvuaKni4uJIvna8TFwe1I1FrR6l05+LgmrVqhIc6MHJk0fIzbUd40FBQQQEBHDu3DkboSs8VM+HL5uLNX4tQkGnCJLz7mDdkfu5r+9QQLq9VKlShR07nE9u/v7+VKhQgSNHjqDX6+nVqxdLliwhPDycpKQkzGYzUVFRhIeHs3fvXoxGI48//jgrV67kxIkTjB07lrNnz7Jw4UJyc3O5ePEiW7ZsYeTIkVy8eBFPT08aNGhAcnIyp06dKtbmJTQ01OEGLSIigoSEBNasWcPs2bMJ0P1FjO+3NKmd41IYBwXptlnauKWptFMi/Vvwn0BZGDJXQGKPQqtZLDK922ffwalECA+BuzvCm6MgwK/w28xf/yDPvr6GK1euUKNGDTIzM7WsJmazucBA8fDwoE6dOhw+fJicnBzuuOMOzp49y7FjxxgzZgyvvvoq2dnZdOjQgRMnTvDAAw+wevVqzp8/X+izqNqE+vXrExsby5IlS2zOV69enWrVqrFkyRIiIiIYNmwY7VrX5o4qDzm+4C2kpsPFq1C1ohzIxnow9glYuR6iwqWfpTV6jYArybB1ofNrhraAlFTH53x9fTGZTPTo0YMff/yRF154gSlTpjBkyBC++uorm7pRUVFMmDCBGTNmsGnTJk2rEBUVxcWLFwkNgiQniRWupchFuVsbCLdKfXvgGNS5G757D/p1zz9eFIHS1fsVBf8Ec6HBYCAwMNCh2aqoKJYZcSdMLETL6kjIccc1IDW7Om98cKxUXQO+nQJ97ywbLaXJDEcv1qP9gAsF/OYiIyPR6XRcvHgRRVHc0iKWRkpERxuMihUrMnHUubJrBxMsXCU3r87wd6QgtcftHL9Dhgzh3Llz/Prrr8TFxXHt2jVSU1Nt6lSpUoXRo0dTr1490tPTWbhwId9++61NHb1eT4sWLdiwYQMAH330EaNHj2b+/Pn079+fevXqUb9+ferVq8fs2bM5cOAAERER1K1bl927d9uY362/QWEbkYCAAEwmk43ixXozLYQORSlaCt/ShR5uKZH+bfhPoCwMZ1tD1mbAdQecNEM6tr8wCDo1h2NnpMmzYTz8OtPW5GkPk1kGpdz/bHmuXLmiOV7bf5ro6GjuuusuHn30US3F1g8//ECfPn0ASdp65513kpiYyNGjRzVCWnt4eHhQoUIFzpw5Q61atTh+/Dgmk4kmTZrQsGFDvvjiCwDi4+M5dOgQwcHBmEwmLXAlNDSUrKwsevbsybp160hJScHfV5C0ybGGc8EKiK8GdWvkH9txAJr0gSWfwKLVsPsQHFxu+7v4HtC0Dnw90XnbFUWDZ53ruqhwpaE8dxEqdYJ3noExj+cf/+BreG6yJJmOr5Z/vCQaSvtFt3r16ly+fFlzf9DpdNStW5c9e/Zo79u4jidrZub+7eZCVUgvTZTUjOgKpe0aEBERwZUrV9wWTsoqGMlkguvpCvV6e5Jj8iUlJaVIv1ctGyWFXq/XXHOctYkjTa07m/e/dsArU2HvEWkR6d0Zxo+W49jhfYblf7Oi+EeWBEFBQaSlpRXaH26Xub+woCt/f38yMjLw8/PDy8uL69evYzabMRgMKIpCYGAgL7/8MmvWrOGXX37Bx8fHRqh78MEH2bhxI82aNWPevHn4+fnx7rvv8tRTTyGEYNeuXXz99dfMnz+flJQU4uPjycrK4vTp09o1vLy8aNmypZZy0Z35pGG8gZVfmEosjBdFaWQyyfbt1gbGjXRywegV4HdX8R/oH4j/BEpXyDkApwv3dbBYpCZpQHeZmULFwpXQ7znYvkj6CBYGe+d4b29vmjdvzsCBA+nduzceHh4cOXKETZs2sXXrVjZv3szp06ddTn5qVoTIyEguXrzI1KlTue+++7jrrrvYt28fQgj0ej3du3cnIiKCtWvXusyFao26desSFBTE+vXr0et1pG1X8PUuaMJM6Cknxe/ezz/24AuwYh2cXStN4Y++AgeW5gteh07I9vh2itxVOkJp+xgWFoDhyody8KtSaHn7KWhQS2rDJs2Ah3rCV+Nt65a2D6U60atRuarQ+dBDD7H21+/Z/WNumZsL3dXilPVi7ecjs77YmxGLgn+Sa8DfFYzkCu5Ee3t7eyOE4I477uDnn392Ws/Ly4smTZrw119/OTzvyJe0sM37oRPQ6H5o3RCeHyR9ml98D1o2gGWfF7yHtS9pYVD7eUm1lu4Ee+l0Ou7v3YHPX1xPgE/e32buVxQFX19fMjMzCQgIoEKFCuTk5JCRkcH169dd9gW9Xq+5O5jNZm3sV61alZMnTzJ+/HiefvppfH3zJf2cnByWLVvG119/zapVq9Dr9URFRXHhwgWbe3Xq1IkPPviAixcv8sMPP/DNN98UeJbSFMbdVRpl58DAl2HRLzJDl2OBUg/eLaCS437//xX/CZSucO0VSJ4CuJ48U9Ph9WnwwJ3QqmH+8b1HoH5vWPA+PFDIRiTPBFNmwowlsXTr1o369etz5swZ9uzZw/Hjx7l06ZJD30m9Xk9sbCzXrl0jMzOTwMBAjEaj5jwdFxdHWloa165dcxoIoE4YWVlZ2o7TZDJRrlw5rl+/TteuXVm5ciXe3t5acII6GTZt2pSdO3diNpvZ/XMIdaulFNDifPk9PDFOClstG8CClfLY52/AE/0gJ1dGfGdly9RxAC+/L4W3XT86ngiKGwVdEjiKYleRmwtTZsE3S+DsRYiJhMf7yAXNvn5Jo7xVgTEiIoLGjRuzadMm0tLSHPoj/vSJF7065KDXlf4wN5ngx9/0PPhCwVR3ZUUxEx4erlGhlAX+Ca4BKtSFOL6q5W8JRvq7UTtObjKt4c7m/aff4MNv4NpG8Lslp3yxUM5BZ9ZApQqO79digD9bdhdOH+YInp6etG3blu3bt5OWVlBCq1OnDmfOnCEzMxPAbWG0TN0ebpn7p3wrzdaqJrAoTBGOoNPp0Ol0RRr/3t7elC9fnsqVK1OrVi3NJ9PDw4OdO3fyyy+/cOLECQICAsjOzrYRxnv27MnkyZOpUqUKw4YN45tvvgEgOtKbPYvzCPQ1lViYdFdp9NcOGDkeEi9DSporgfIWKh8AY+2SPdw/CKWcbflfhqytFCZMgjSpfPxqweNLbgWh1K5W8Jw99Dpo3diDNz5JZPp0WxuPh4cH/v7+REREIITg/PnzCCGIiorCbDZz9uxZbfBaO9CHhIRw4cIFsrKyCA0NJTU1FbPZrJkifH19CQgI4MqVK9y4cQMvLy8b85Pqw7JypYyKcRREsG3bNkBOIkfPBZNQ9To6O2fmx/tKYXHat9IcWCMW5r8H/W/5FRo95SI++h14/HXJmde1peSodDYRWITC1r23dy+0dS+0bexYoPT0hFefkKUwxFYAcdh1HbNF3s/huVvC26OPPkqTJk1Yvnw5U6ZMYfv27SxatAiQC1bvrkZ6d3JuEkq8DAm9pNtB+1uaUKWW82dq3xT++Cb/b4MBHrjTzDdLbE28pWUSdQTV3680fPbAVrNqo80o4QKu5mXf8G3xtYHqmD5wXGqSShqMtGClbTBS+fLlNU5bd+FMw9ywYUOuX79uY54s6aZiQHe50bbm40zPhId7yc27NWreSmt/8pzUEHkYwMcqzXVokPw3OdWxQJlngh5tM9h5oHBhypF2Mjc3lzVr1mgcvSo8PDwQQrB///5Cr6FyOqq4q51z68yM72HqHDhzESpGwsgBMGKAY9eqj+bA0xPh9Bo596gwGGR/Wrv9MrMXXaFLly789ttv2vzy9NNPU6NGDUaOHEmnTp3o168fR44c0SL0z50755BmSAhR5O+elZXFmTNnOHPmDH/88YdTDfCNGze051PrLFu2jGXLlhEbG8sLL7zAnXfeyRNPPMHkZ1MJ9CsdYdydftc4AXo9KTXjSz+F2M6FXdUA6fOh3ISSP+A/BP9pKJ1BCDgeBJb0Yv18615o/wh0aVmQX9EZ0jKgXCsDoDic1NQB5OHhga+vrza55+TkuIwYVWEwGPD09OTmzZvatYxGIzVr1qRu3bosX76ccuXKaYETkyZNYvXq1cyaNUtzzq9Xrx5eXl74+/uTmprKoUOHNM3pc6Pu4L0Rq4vSTCVC3bt1XE0rpy2Ker0eRVHKjHzZkcakLFFUfsCwsDD69OnDr7/+ysmTJ11Sz5y/BHcMhcMnpZCoCpRb9hSs+9NvUvvqSNOumgvbP2IraFib9EpL+CtNFCB5D4JDyyE08O+NJPbx8UEIoY3n2NhY0tPTNQG9RwcdLw2x0Lph8TkNiwJ3XBRUJgFvb29yc3MdauiKAlUQdWURsMebn8K4T2D/Let6ywEw6F54bThcTpJaJEWB3T+B3sF4KA2Lh9FoJDc3t9QCeJyN368WwdDXJYfv3R2le81bn8GUF+C5x2zrHjsN9e+VG3p7gRLyx2/HxwzodDoby1NYWBi//PILTZs25fXXXyciIgKj0YinpyeKotC3b19SUlKYP38+Dz30EGlpafTu3Zs9e/YUiBqPjIwkKiqK3Nxc9u/fr1Hb+fn5kZqaWiKNqCM4Y0kozA+yKBtqsO13CdUlFV6d6vKcUqswDaUCPh2h4privOI/Ev8JlM5gTofjgcX66cZd0GM4RJaDv+ZK85m7sA/C8PHxwWAwkJGRgcFgoFatWlStWhV/f388PDzYu3cvu3btsiGe3bdvn7YIGI1Ghg0bxqhRoxg5ciSrV0uBr0aNGowZM4Z+/fphNBqZOXMmQ4YMYdeuXYwaNYrKlSszfvx44uPjefzxx+nVqxcdO3bE09MTf39/Bg8ezIIFC4iJiWHr1q2aELfhWzkJFi2bQNFgtsCmXQV9ngIDA5k0aRIjR44s9cwXKm43P2Bx4Uz4tVhgzs/w/Ltyz5SSZitQ2uP8Jah7j+QL/eQ1F/dzIfyWRSYSa5SGX6a9aTE7B/wbS4HQGr4+kLlT/n/JGnj7czh6RmalebiXDOK5lZBDgzuRxPbvoCgKbdq0oVq1asyePRuDwWCz6JYkGEl1kXEVoKZ+M71eT7169Th+/Lhb2aRKE+7wvoLjzfv0BfDk27K/A1SKkmM3JtL5ddIyIKKtkezs/M2PtabMmdbM29sbRVG0TcDdd9/NmjVrNPO2Ckf91P6aakBmfDXhdPPasr8Uiv+yYmnr/5wM7DxtJZuYzZID+PxlaY1wJFCqKC1ye/V91GxsJpOJ9PR0/Pz8UBSFnJwcG3O10WgkICAAX19fzcVDzeaj9ncvLy8URSE7O1trKx8fHwIDAxFCkJGRUaAvO5unC/ODdGQVcrahLkxpVLhAieS8jEt1HbX7/wj/mbydQRQvO8bClTLApHos/PJl0YRJgAnjXycwpAoVKlQgNzeXt99+my1btjBkyBCmTJlCUFAQ2dnZTJs2jQkTJmA2m0lISODQoUPMmjWLdevWsWfPHkAOut9//52VK1eSkJBATk4OHh4etGzZUjMrAGRnZzNu3DgeeOABGjRowIkTJ+jSpQujR48mODiYt956S9M6lC9fnvPnz7No0SLOnTvHuXPn8Pf3x2g0kpyczOSvFJZ+VrYRknodJIkhgC31T3p6OsOHDy/Te0+cUfb8gAa9vI8jBAUFFaDwcARH5kKQGYqeGAcj+kPnFtC9EBP9c++Ct1FGsDtDnknez1mayLIUJkvq7wWOTYsHjktBcN67UDUm/7iq3fptI9z7lDSBTXpWEveP+RCSrsO0sbbXUk2L3y4vqCVUn18VNNQFWQjB+vXrtWAV+3c8dMK2vV0FI9kLMmfOnNHGPmCTJEGFoiiaUHns2LECwlFpwFVgi7+ve8KkunmvHA2zb1kOJ82AMR/AkwMkz23SdSn4d3pMChrlwxxfK9AfDDpbTbq9sOeoL2dlZREcHIxOpyMzM7MAzZpOp6NOnToEBwfz559/Or2+monMYrE4Hb8gNzuR5WyPhQZJTbg13psladfGDJXCtTOo43f8F17odDoeeughvvrqK2JjY6lcuTKXL18mKSmJtLS0QqOq1fcxGo0YDAaCgoLIy8tDURRatWql8a/+8ovMVhEREUFOTk6BDY6qwVQtYyaTyaatbt686TCmAORmunWjgsctFpj8FQzrCxOflcc6t5Rt1+85mVmoeX3b35y/BDN+kH3JWph01O+KBUs6WDJB70Zn/3+A/wRKZ1A8C69jh/dmyWjC9k1h8TT3JkR7vDr2LYfRqfPmzWPZsmUYDAaSkpLIzc2lRo0aWCwW9u/fT3x8PEOGDMFsNuPl5aVRKrRo0QKQGoehQ4cyY8YMpkyZYrOgTJ8+nUuXLvHWW2+RkZHBlStXSEtL4+eff+aHH37A09OT5cslp4/qw6b6Sun1ehYtWsSXX37JTz/9xLI/BPOXly1/3sKVMPQNWw6viIgILRDJHsWJyHT2m5XrKNv3u6XNcmaedEeYBKm5cqQlrhgJJ1ZDdITMA+0KW/bISMXZ77jmUtXr5P1uFyIjI7l06RJQUNAqDsYMLeiXuOewFATvv0P6+Npj9mLZlvPelUJml1Zy8f7ga/jgpYK5s01mmVPb/rvaP799n3O332beBJxEtTvS3ur1es2qkJ6erqXR057XSjVrL0x27dqVY8eOcebMGbeeDRyPJ6PRSHZ2tsNznk5yj1vD0ebdZJLC44M9bTXq7ZtC1a5S0/SeC02xpycF2vGDDz4gICCAIUOGOPyNakFy5GqjCuXZ2dkcPHjQ6X19fHyIiYkhOzub8+fP06yexamVZ/RAGDxWEvT37CA1k98sgYF359c5eFwmjvjlSzh9wfn7Qv74ffTRR1m0aBGzZs2iT58+zJs3D4Od/8elS5do1KgRkZGRNGnShC+++II77riDkJAQNm7cqCkYVIHPOoBOFSKtcf78eeLi4qhTpw4VKlQgKChIa88rV65w6tQpjh49qvVhDw8PTCYT0dHRXL9+Xeub1v66g+/3xmTOKjA/u+sHaQ1HG+qSKo0KouxTu94u/CdQOoPOX6qj3fSh/GIhvDBFdtY5kwqavdxBWgZk5ejQ6eQioO7QsrOztQJycvb09OTEiRPaILKerBztIqOiovjuu+8ICQnho48+Ijg4mJCQEHx8fJgwYQKdOnUiKSlJcx6fN28ejRo1YvHixQwaNEjTYPTo0YNFixbRt29fvv/+e8xmM926dbOhJ1q6tTadmq8pM6qaZybpC/iMOhMmwfmi7O8rhYXKVWqwfad0hrdPY+kIoyZIc0lZvd+oUvDRblzbse9ZSBC4m5/h3ZnSRPZQT9f1dDppdi1tBAQEaCYta6jCZElQv3599uzZ41SbsecI1KzsWJgEqSXy9bb1xwsNys+eExJkW9+gl/eJr1Zy06Kq1XQ3z7gjU6u18KMoiiZMqtq0CxcKEp6r+PXXX4v0vCqDhP2YUucpR2Mtt5B9grPN+7UUuJkFrRrY1g8PhRqVpSbZFdTmNBgMNGrUiMOHD3PixAktTa0auGIN67YMDg62CYwMDQ3l6tWrHD16VAvYKVeuHNnZ2WRkZNC4cWNq1arF/PnzuXTpEqGhoeh0itPxC9D/LrkZfPil/GN3tIapY9TnkbQ1Q+6Hdk3h9GLX76yO3+5PzCQ3N4++ffs6FCaFEIwcOZLs7Gyef/55Hn74YUaOHMm0adP47bffWLBgAePGjeONN97Qxu3ly5e5dOkSw4cPJyUlhW7durFr1y5tnbFYLBw9etQmGKng8+k0v011A3bx4kUbbbH1N6hbPQudAwtyUYNnHW2oS0NpVBDFEBb+ofhPoHQGRZH5PG/+XmjVy9fgmUly8R35IOw6ZHu+akUoV8gqbrFIvyezOX/itw9k8PLyonbt2lSoUIF169aRlpaGXq/Hz8+vUEf4nJwcMjMzqVSpErt27SInJ4cbN26QnJyMyWTi119/tVkorl27xrVr19i7dy+hoaGEhoZy+vRp1q1bB8D3338P5GsegoKCiImJQQjBkmV/cXBvKfPnmSV/XudBcC3FtQk1MjISs9lcgF7GecaTo1rGk9OXwpg6+5rLjCcpqfI5yoIfsPOg4nEXGo1GunTpQpUqVZg98+MST3SJl+Hn36W2zZ33C/SHQH8daRml5+5gb4YtDpxpmlW3EGemxT1H5Ht3HSxzzRs9oc8dUrvl7ytNYHcOkwvMkPvhyCkZdXtX24LCpIrCXAPc1aSri2pUVFQBLaEaHBMUFMTFixcBxxpKa1jf86WXXiIhIYGBAwcW+hzuPntxkglk3JAbbEf92NXmPTwUQgJloMrw/vnHk65Lf7lmdZ3fMy0j313AZDKxdetWmjRpwpdffqnlgN60aVMBtxNrIfL69esoioKXlxc5OTnaHGSdavPatWvcf//9/PTTT+zevZtXXnmFp556ijvvvJPk5GS8jWaX4/fukZJA/93nZeKH/cdlYEifZ6SQM+ELSM2QrhjuItAfPA155OZKtybVDSMzM1Mr8+bN46effmLIkCEMGTKEmjVrEhMTw3PPPcfnn39OhQoVOHr0KPfcc4/N7zIzM7l+/Trp6ekapY8rGI1GLcBSCIHZbC6QLc6VG40rYdweW/dKF4meHWRQjTXsN9SloTQqAF0A6FyYf/6f4b+gHFdwk4dy1o/SBOEM7mREyTPBu1/JxcbT0xOTyeRWoIH1RBUfH88jjzzCtWvX+PDDD4mNjeXq1asav6Rer0ev1xcQVA0GA15eXty8eVO7Z0REBHFxcVy/fp1z585pi7ufn59NPVdo1TiAHz9MLzX+vNe/asHilSfIyMhw6svjyMewtDKeKIpCeHi4FlWeEMc/kh/QVZpIa/y5DTo84jgo5+O58OxkuPCnc5+zAvctpTSRpYnAwEA8PDycatscRRILAYFN5L+TnpVRm9sPyIjOejVlbnZFgdc+kou3iga1ZFs6EwbUSOKug4vmgqEursHBwQ5pWuyhEt3fDuh0OvR6fbGoYgqDo29z+RpU6QrlQ2Hu5IJuJ1UrSpeRUeNh2ANyE5B0Xfokn70IO3+AKjEUgMUCG3Z70P5hk8Nv4+3tjb+/v0MO1CeeeILdu3ezdetWG8G6Ro0atGvXjnnz5tn4+wUGBpKXl0d8fDypqamcPHmS6OhoLly4gMVicTl+N+2GVgNgxlswpE/+8ZXrpD/0W6Ng/HRY+QW0ayLPzflZrk8nVksByVGUO0BYC7ie7n6Am6Io+Pn5aX6f8fHxBAUF4efnh6+vr82/fn5+fPfdd1y5coX4+HgSExO5cuUK999/PzExMYwfP57777+f9u3bc/XqVa5du8aVK1e0f5OSkhxSkXl6euJxy7/EbDbjbcwjZYt7PtuugmcTL8vsZx+8JF0M3Ol39kqj/6K8/4Mt3MyUU1oY82VPVv+ZyN69e218RoKDg0lLSysS9Yqfnx+tW7cmNjaWL7/8EovFQvXq1Tlw4ADnzp1j/vz5fPbZZ5qpuHz58gQFBXH8+HGXE0qVKlU4c+YMFotF25lPnTqV3bt32+w+ExISyM7OJvnaiRLz5327DJ6eqCPpuuuJzlq4htLNeBIQVAlPT0+OH7eV+IIDS84POG+pLT9gSeEqTaQ1XAmUXQfL5/v96yLctwhpMKHw6O/I8r6YTVlkZVvIKF7GTMC19sxRJLHFAut3QLlgqdVW8e0yGam98gupvZ31E7w0GDq1kGT14z6Ri9Pa2bYciNYoanan0hYOi8oNWRZ5rOvUqVOAl9ERJjwNLwy21R67u3mftxTe/1q6F4QFQ5tGMhCjcrTj3+WZ4P3ZOsZ8kJ/J5dSpU39LDm9X4/e7FTDgeUlxVatq/vHMG5KVwMso3TGcoV0T+HOOk/s2ghtZiuZKIYTAYJB0Qnl5eTZtoZrDzWbz357n3Brubqbt/SAjw23P22+oi6M0KlygNEDoi//xUP5Pwc1c3iWByQyb98CzUxtz6dIlrl69Ss+ePbl69Spbt251GHjgiirF1SJgMBi0SUBRFBo3bkzHjh3ZsGEDmzZtQgiBv78/zzzzDK1btyYsLIzLly/z+eefs3z5coQQ2r1DQ0NJTk52eB/7PK6P3FeOwfdco03j28OfV5YZT6x917y9vfHz86NxrWuMGUqpv19gYCDdu3dn/vz5Lp/TXlBwh3LFmUApBAQ3g1EPwtujXV9DRWmkwXTukoDmkqBS4ThySQgODiY1NdXt1HjuCt4qUtNlu4wfLalGXnkcxj+df15NFzptrHR9cXrfIgre/1/g6empjQ11fBSF0sn+m/3TeV/LEs7G7+5D0PA++OJNmTBCxeoN0G0ofD2xoC/g8j+ldn3pZ1KAqlG54HWzcjzxqZ9LREQEzz33HBaLhbVr1/Lbb79pPrBxcXEcP36cXr164e3tzZEjR9i1axcRERF4eXlx48YNbty44dBfVq/Xa33DbDbj7e2NXq8nMzOT4OBgzbxeUkYId8a0O36QxdlQFwv/Zcr5H0PoGEh0kq6glGDQw7szdezYsQMfHx8ee+wxLly4wIYNG6hSpQpNmzZl2bJlNr5IatCO6je3YMECzRyjkp/bUy2ArfOyEILt27ezfft2/Pz8tMCae+65h5EjR1KuXDlu3LjBTz/9xKpVq1AUha+//pqRI0disVi4fPkyAQEBtG/fnlWrVtncx57S4Zsfr/HNj6758zJu6DShYd4yi0s/Rlcoy4wnZy9LjVHNmjUxGo3s3buXrKwsVifrWLXeUiJ+QBVBQUFkZGRgsVhIS0srVJgECmiddhx0nxTaHucuymeNr1Z4Xcj3/7WHvZDrTLhwxyUh0F++T9vG8Mowxy4Jqv8a5PsFutLIOYskvngVVvwpAx0qRuUfz7LyshDCNs0qyPYKDXIs7Nrc1xP89f5kZmbeFu2Oj48P2dnZJeLqtBb2vLy8bFxO1O8aGRnJiy++yCOPPEKDBg04fvw4gYGBNkEqrmDfFgePy+98u3hfS1OYVFkn7CmZ3NUQ7zqk0K6JKDAOGsTDfV2l9ux6mpxn1IjuRrUlX6y9+426Ea5T3TEPpcUCm3bnotPpuHbtGtOnT9cEQ1XoAzhy5AgAixfbRvk4C4g0Go34+PjYmL9NJhN79+7F39+f6Ohodu3ahcFg0MzmxYHK3SmEcOl7C+75QQoB2/bLDXXZ4VYu73+RMAn/CZSFw687+PeHjO+B0ufTU2lw9p2Mxmi8QkBAAF9++SV6vZ769etz5coVFixYAEhah3bt2jF48GBCQkLIzMzU6HxARq7efffdnDx5kt9//11zyncGnU6Hh4eHFrCjYu7cucydOxdvb2/Nl7NSpUrcuHEDDw8PMjIyUBSFkydPEhwcXECYhPwFKDAwkMjISI4cOcIbb7zBli1bGPvRau28nw94e+koF16BU2eu2pAKFwchQVIzWVrBMiCv4+st/SVr9ZDmR3VytecRLAo/oDOoPqCKohSbtNtVmsjCcOWW0jk4wL36ztJE2i+c9pl0/Hxy+Wq8F707ZWO6NbQc8e6p0FkJms3rS9Oz6pKgugu42kDZw1kksckEj78hBdcJT+cfX7hK+p91bgFvfCIDP+5sm3/+6GmpzXbko2f7HkYyUotvxi5XrhwpKSlua3Oc8fU5gjOBR23X+vXrc+zYMZtzFosFPz8/cnNzefLJJxk1apT2rd0VJp3h7+R9Vf1WU1JSMBqNlCtXjsTERBtXDXUeUxQFg8FAVFQUZ8+e5fr163h7excILFPb1trKodPp8PHx4caNG1o7b94jaN3I8fidP0X6SU5fCK9Pk/RVj/WG10cUb84zW2REs/rNEhMT8fPzw99fbnqsrU0xMTH079+fhQsXkpuby4wZMyhfvjy+vr74+Pjg4+ODt7c3ycnJnDp1ihMnTnDixAmOHTvG/v37tSCyq1evagoQd/yCXUF9blUhsuOg2eFm2t3g2aJuqIsHs1RW/cvwn8nbHZiT4VS8/LcUhUrrtGzevlFcvHiR6OhoKlWqxJYtWzCbzZrA8sorrxAbG8uwYcMYOHAgX331FZs3b6Znz56YzWYsFovNwmE0GomKiuLcuXOYzWYURcHf399mgvPz88PLy4uUlBSbxd7f358bN24UWZCJioqicuXKbNmyhQYNGrBjxw6bDD7p6elcuXJFy3hgnVVBfUb77lhUHy77jCelCZUjcuxnsVSsWJGdO3cWK4K1JHBXw/FPNxeWpUtCUeDMtDjoVZi3DF4fDi3qw4Zd8M4XMLwfTH1FZhr6aK7MuNGlpQz4ePNTqd3Ys1hSlDhCYa4B7vT3sk5lWRpk8aWJ2zGmrbMYqRrYNm3aaMTy1mjQoAG7d+/WBBh7wV6lB7JYLMX2Qb3d4/esbgXt73hSI70fMmQIJ0+eZM+ePdy8eZO7776boUOH8thjj3H58mWEEPz8888afZ1a1Fzf9rRUJRUz7P2t9Xo93t7emhBufQ9Hvrfgvh/ktn3Q7AFY9SV0a1Oix3YCPfg/ABW+Lbzq/zP8J1C6i+z9cK41WG5QGkKlySQ5J9sN1LH7kK2AEBYWxogRI7hx4wbvv/8+iqJoO9jHH3+czz77jA8++IAxY8ZgNBq5efMm3t7exMfHk5KSogmRKoxGIx06dGD48OEsWbKE2bNnoygKdevWxcPDQ8u76kwb5m7qPD8/PzIzM6lbt67mdC+EoEKFCly+fBmz2UyFChW4cEEy7Xbs2JHffy9Iy2Tvf+kM1pOIXq/noXuC+Xq842heV7h3lNytnlnrXv27htmaWt1tn9JIEegu9Ho9f35j/kemibRxSShFyqXWDxYUKj1v2bTsgwpUOMsXnZMLU2bC3KVSWIyOgKH3y4VKp5OC40dzpJbodKIMxunaSi5mzijCSiNf9P8iQoLg0LKy4311N8+6PawtPKUBg8GAh4eHFlh4O9K8aqbXSn+RkJDAhQsXqFmzJnv27CE7Oxtvb28qVqzIE088wdmzZ1m7dq3DgCprs7M1iiJMenl5ERgYqAWiqWwaQAEXLl9fX7Kzsx3Ou7dbGC8a9KAPhSqHQe8uI/D/H/wnUAoBlgyZalHxlITmzvJqZu+H851LrKk0WxSSrgs6PwaJ14LIysrSJiW9Xs/27dvZsWMHjz/+OM888wxCCKZOnaoRmuv1em7evInBYKBOnTqYzWYOHz6sUVH06NGDTp068eijjwIy04V1pKiiKFqWin79+rFo0SIaN27Mtm3bCgx+Dw8PfH19uXHjhttaC3stWmBgoA1Ppn3kqsFgID4+nn379hW5LQH69OnDRx99RGRuHyw3NqHTud+l5y2VBMGVotwTKAsToIqiPXKkCSpN7dBd7creXAgFBWxXuN3CwZtvvsnEiROd0kw502aUBaypwf6psN70qMEYjjZB6hgviyhwR0iIKwNe25tyE1IuugPr1693KJyonJJms5nc3Fzat2+PXq9nw4YN1K9fn3379tnkmFYUBV9f3xKnqjQajXRqnnNbxu8F3ZfsOxnNww8/jMFgsMmjbQ1X1hG9Xo/FYim0LyiKgoeHB7Vr1+bAgQPUrFmTI0eOEBoayrVr1zCbzRgMBry9vTUfY2uCdXcZCm6PMF5U6EHnCxU3gNftY4+5nfjfFChzDkD6fMjaCtk7bLPh6AIkobl3MwgYAEa7FCDmFLg8CjLmA3qKIlha08RM/jqKg0cuIYSgZs2aREdHs2aN5KNSAwtGjBjB9evXmT9/vkbRYz+Be3p60qFDB3r06EH37t2pXFmG8C1ZsoTevXuzZcsWmjZtyqFDh3j77bdZuHCh0+dThce33nqLqKgoUlNT2b59Oxs2bLDJxONM6PHy8qJRo0bk5eWxbVshef2sUKNGDZeZEhRF0XK62qNNmzasX7++WBRPF69CQq9bGU907mso4e+JCC2OhvN2mwv/7uf54Tc9j44xuC3U/9NdA4oLvV5PcHCwtvG09+UrV65ciX3XbjcS4qRGOTSwZEKlEFJnsOsgjP3Y9WaoU6dOHDp0yGF2puKMR2tzeEhICGlpaSiKoglKFStW5Ny5c5r/9NzJFvp0E2WXxnYVPPRC/rHS2CCo5PoRERHEx8fTqVMnOnbsSEZGBt26daNixYqkpaVplip77WZkZKSmhChuVqz77vDih6mu847fXtzSTMas+dcKk/C/JlBmroDkiZC1ERmPZAYcvb6CFBZN4N0KQl8Bv7tsq2SuvHWtDS6vZU8TM3WuFyvXy53Wvffey7Jly8jOzmbx4sWsXLmSL7/8UvutOmEZjUYiIiI4f/48FosFf39/KlasyLFjx/Dy8uKpp57imWeeITQ0VPtt69atAXj33XfZtm0bW7Zs4eeff9Y0NY6EQkVRCAkJ4Z133uHuu+/Gx8eHTz75hPfee08jlXXEIadOCI0bNyIvO4Xz509pKeisYc8TWRrQ6XT88ccftK31C+ark9Dr3e/Odz0uU2p5GSWFjrsC5f8HTZOKf5K50JXGdMseGPOhjK7084FurWHKCzLzCUhN0sZdBX+3fVHB/LtF0ZjC7dFmFMc14J8Ea7oxR/Dx8aFDhw4EBwczf/78MnPtCA6EHz6JoGPjy0XmfbWHPdfs9bR89xV3fJVVrZyiKOj1eqeWBftreXl5kZuba9NG1iZc6+QM5UJ07F8qyc5Ls3+aTJCcBrW6l4z/1t/fn8DAQC2i/YsvvuD+++/n6tWrbN68mc2bN7Nx40a2bdumBSEZjUabQEbVAhYXF8fJkye1NS43N9fpxtDZ9wkPD+eDDz5g27ZttIz9hPu6Wv5mLeUtpVPAg1D+43+lmdsa/xsCpTn5llbxO0BH0Tglb9X3HwAR0wp2iJyD5CZ9zelDC4gISrRx8E/PVNh7zJP123L4+U8ftu+VfoFPP/00L774ohb9XLduXUwmEw0bNmTnzp0On8LLywuAqVOnMnToUHQ6HZcvX+b999/ns88+Q1EU+vXrR7169fjjjz9YvHixJpB6eXlRpUoVDh06xFNPPUVWVhazZs3CbDaj0+nQ6XRUrFhRIyzX3lynQ1EU7rnnHlasWIG3t7dN1KaXlxfDHm1FuNdamteHRvFF5w4sKtQJXxVO69aty9WrV9mzNJRyvgfdjmr+ahG8+hEcXCYDLIoiUJa1L5y6QLlr3qlcuTKnT592er7UzYUufBZdwZngtvOgvFbnFjDqIak5HvOBJKHe9F1+5pqhfWTmE2vUqQ6+PlbPVgzB7Z/oGlDWcFcTZU974wiVK1dm4MCBfPfddxw7dsyt35QUd7aVfKAN4/M1jsWFs8AuT09PTYi2WCwEBQWhKIo2BxbWhuHh4WRnZ1O3bl02bNjA2LFjmTp1agFzeEhICCkpKdr1goOD6dq1KwsXLkRRFHrdUZlv3j6Fr1fpjF8hwGyGb5bIdKHujuGYmBh0Oh1nz56lTZs2zJgxgxo1amA2m/ntt9946qmnOH78uM339/LyQghhIxi2bduWsLAwrly5wrZt2zRBPDg4mMzMzGK5/MTGxvLWW2+xZs0a5s+fj6+vL2HBChvnpZZYo110WCukWstobnuF1L8U/36BMnsfnO9SChHajlXWv/zyC8OGDePq1au0bNmCvbs34ufrid7gzakz1zTVvZ+fH2+99Rbjxo3jscce491332Xt2rX8+OOPLFq0yOEEbD1hhYeHs27dOmrWrAlI7q+tW7eybds2/vrrL7Zt26YNWg8PD7y8vJg4cSItWrQgISGBFi1akJaWRmZmJunp6Xh4eNCqVSsuX77MpUuXNC6xbt26sX79+kKDYnp20PHqEzqa1TVhMivolIKcaeA8naGjydid4BZ7zao0DSkkb7a4nb/67AWoc7eM6ruvKzw6pmgCJRSfyNvdgKPS1ub+3WkiXZmWOz0mOR43fJsfHPPTrzB6IqyfKxe/uG7y+Tu1cPN+RTQt/9NcA9yFo1SjtwOOxm9YmMzRac8aURYoi8CurByFlv0FR04bnEYpu+MjrWrPDAYDI0aMYNq0aeh0OqpVq+bStQfyrVKKotCjRw8sFgurVq0ivqqlVMavCldpZlWN4bhx44iJiWH48OEMGTKETz/9FIDvvvuOZ555hqSkJCpWrMiVK1e4efOmRp2kzs/e3t60aNGCWrVqoSgKGzZsYM+ePYBsx+rVq5Oens7Zs2edPqevry83b950KrjXrFmT5557jqVLl7Js2TKio6Pp3LkzixYtAqBaTBbr5lhKrZ9YhA6dzhsC+kPeacw3t6LHaoOgCwCvJlYuc/8unsnC8O8WKLP3wbk2pRaZbe1Um3wjimeeeYa5c+dSo0YNrl69yo0bN/Dx8SE1NVWjnujYsSMVK1ZkwYIFnD9/nqeeeoqFCxfi4+OjcXw5Ih3+/PPPmTx5ssbbBdC0aVOio6PZsWMH586dAySBbrNmzWjWrBk1a9Zk1apVzJgxA4PBwPDhw3nxxReZM2cOr776KgD9+/fH19eX+fPnc+jQIXJycmjQoAEeHh6kpaWh1+sZPHgwr7zyCkFBQaxcuZLnn39e47QszXSGRTG16PV6jQDXHiFBBpI3u6fNE0IKQ+WCYcEH8lhxBEoom4wn9gFM7dq1Y+PGjdoCV6tWLQ4fPlysa/+daSKdBb8kX4fw1vDNRHiol+Pf/rAa+jwNSZts8+06Q3FcEm6na4AqoBQ1DWJZoaR+c/aCRFGh0+nw9PQkJyfHrecoy2+Vkq5Qu4eCmUAqVKjAgQMOGPvt0KBBA/bu3cvAgQNZsmQJmZmZ2ne19rNU14Tg4GB69OjBvHnzXL6vp6cnBoNB24CWZPy6gsWioNMJvl0G076PY/Wa7URGRvLSSy/x9ddf4+fnx1NPPaX506vzj70PaVxcHC1btqRcuXJ89913XLhwQfP91+l0hIWFkZGRQbly5bT1yxGCgoIwmUxkZmY63VjXqVOHoUOHsmjRIv766y9q1arF888/z5EjR5gyZQpBQUFaIGlCHKydrVAuVIdSkmBaM+g8w1GslEo7d+6gfdsmbPhrLfXqNQGdX8nU5f/P8e8VKMuIO1KgJyfPlzp3G7h4JRt/f3+uXr2Kt7c3N2/eRK/XoygKAwYM4JlnniEuLo5Zs2bx1FNP2ZDZghSSatWqxZEjR2jVqhUXLlzgxAmpVmnfvj1//vlngUXH29ubgQMH0rlzZ5o1a0Z0dLQWxAPw5JNPsmjRIp544gk+/vhj0tPTJYG4nx+rVq3C19eXxo0bM2nSJJ588kk+//xz3nrrLU1DGhMTw4EDBwgIkER6KjemEKL0uAPNUpAoTMtlv9DZT2DqeXfztwJ88q3kC9z/s8zxC5KbbN12OLHaljy7MIS2gJRUuVDodLoiEUj/nbizLWWSJtIVnNHz/LEVOj4Kv8yAOT/D0t+lJ/K9neHjVyWf49ipkvPx/jtg2R9SiO/YDD4c4ziNXHFdEv4prgGutPf25/4pQmlpojAt4N+hTXaWZjYqKgqDwUBISAgzZsygSZMmTrOUQekEvbg7fosKkwlyLf4cTJ/KwKFTND5J6wxJqtDv4+NDixYtqF69Ohs2bGD//v3ExcXh6enJoUOH5Lx8q80CAgLw8PBwmqYXbNvF29sbi8VCTk5OAYuOSjsXHR1NYmIizZo1Y8yYMbRs2ZKHHnqI3377DX9/f27evKmNCy8vL3bvXEtl7w8x5vxQZGHcInToFAvn0tpQsfESG7e3tWvX0rlzZ06ePEmVKlWK0Nr/TpRCN/yH4vKoUhcmARTMGJR0Jj6dyc2bN7l+/TpCCG7evElAQAAvvfQS+/fvp2vXrrz22muEhITw1FNPAZCbm0tgYCD16tVDr9czffp0jh8/Tu3atTl69CinT5/WhMM///yT0NBQBg4cSJcuXQBpUsrKymLOnDl4eXkRExNjI0wmJSUxe/Zshg8fjpeXFyaTSePhy8rKYvbs2Tz22GOaCaJKlSq89NJL9OnThzp15I4rJSWFIUOGIIQgNzeXTp06acLkX99SKs7hBn1+OsOEOOf17Cdeey2uet5ZxhNH+GE1JF2HyLbgUUeWOT9LrkGPOvDWZ+5fS90bZGdn/23CpK4YK8mq9dLHsHZPqcn7fas04VsjLUMef/crWa/tw0UTJo1Go83frRoZHS5612SsF4NeBW8jLPkE3nsBlv0JPYbfIgo/IoXI4ACZe/ert+H4WWhzy9/SHjqdTHtZVBw4LoW/5FS5uJYEqmayKMKk+i0dCRyqK0hRMgFZQzVH/9OhKIrNptsed7WT1hHrOchigekLoO7d4NcIqnSBZyZCupUlsvWDoNQqWHbYKSANBqkBtM6ABDgUhjw8PKhZsybnzp1jz549NG0qfWCccZ4GBgaWCsWS9fj9erHc9JWGWshgAE9dBtWNg/GwHLF5j7i4OPr168f06dPZuXMnv/76Kx06dODw4cNa1rCTJ09y9OhR2rVrR5cuXbTvmJ6e7lQYV1lJrOcxLy8vgoKCgPwsT02aNOG1117Dw0PmS71w4QLTpk1j8+bNVKpUiaZNm7JlyxY8PDxIT0+3yWS0fPlysnK8qdDkD+4aBvuO+wJgMitIf8eCsFiksA5w6HQAwydUJLrJnwViKFR3E/V5/+ch/o3IWC7EYQot5oOIKS8gqlVEeBkRdWsg5r1b+O/UcmdbBCAqVaokpkyZIj7//HPRvn17oZehxkJRFAGIuLg40bp1a+Hl5SWWL18uxo0bJwwGg0AqYwQgdDqdaNu2rahZs6Z2rFatWiI7O1sIIcSXX34p9Hq9qFixonb+mWeeEXl5edprjxs3Tnh6eoqKFSsKg8EgRo8eLaKjo8U999wjpkyZIvz8/AQgPD09hV6vF4MGDRInT54UQggxePBgYTQaRWxsrADERx99JB599FEBiJAgxOW/EHn73W8bd0refnnd4MD8dggPD7dpF+vi5+cnfH19RVhYWIFzqdvcu+eRlYjti2xLj/aIyHLy/xfWuXed1G2On/H/c/Hzkd/azwdhMOhL7br+vs7bce5kWadnB9vj370nj6/+CrFnMWLdHNvzJ39FeHogXhzs/Np+PsV73uDA/Hkg70AR+/SB/PdS+7U6D/yTSmk9k78vIjRI/uvubzw8PIp9v7/mFfwmE59F6PWIl4cifpuJ+PQ1REggonMLhOWQLP6+iGcfRWz+zrZk7nT8DdfPLdpzleSdilvUedl0UCmzefnpp58WSUlJ4tChQ+Ljjz8Wd999twgICJDf3t9f9OrVS7z//vvizTffFI0bNxY6SQLstBgMBlGjRg2h1+uFTqcT5cuXFzqdTuh0Om3dtC6hoaEiKipKlCtXTuh0OtG/f3+xbds20bZtW1GuXDnxwQcfCG9vb1GuXDmtXxuNRu33M2fOFNOnT9ee6/HHHxfHjx8X8dUQ+/+4W4iznYQ4GmA7t29HrP/WKL6dWlns2/GdAMT8+fMdihpfffWVAITJZCpzseb/A/6dAuWZVkIc1hU6cF4dhvDwkBPSmllywgHE/PfcWzh2LfYVw4YNEw0bNrSZoPV6vWjbtq148cUXxfjx48Vjjz0mqlWrpp338fHR6pcrV06UL19e/PHHH6JBgwbC399f9O/fX3h6egpAtGjRQuusa9asEYGBgaJChQra+caNG4sLFy6IHTt2aJNat27dxOHDh8XHH38sdDqd2L17t3j77be1e3p7ewtFUcQDDzwg1q5dK3bv3i0aNmwoEhIShMFgEBERETaD+tspRV9YizJ5zXtXThzq+3bs2NFm4XNn8VszW24QivMMj9yDqBTlfn3zQcRvs26/EFDYRF1a16pQoYLw8/MT/v7+Nsd9fHxcCvzOSmiQ87Zc8oms88Wbtsevb5XHJz3r/Lf1aiLuaO38fEhQydrhzrZSsBCHEbn7nfcv80F5XhyW9dWNpvV8YP19Clt0/4kCqFpqxyEmPC3Hm/0mLnWbPD7haVmvLO7tqO2DAhAj+tseX/C+/M32RYjjv8j/r5lVtHkhvprt/e3HQ0mKoz5QWL9Qi7e3t/Dy8hLz37Odl//4xvXvxo0s+I5Tx8hzp9fYHjcdQCz53E/ExMSIqKgoAVJobteunXj77bfFypUrxZgxY0RcXFyh/TU2NlbUrl3bpn97eXkJQNStW1fcd999mkColjZt2oghQ4YIRVGEXq8Xw4cP15QfQghx8eJFTbBVFSWRkZEiKChIu8YLL7wg+vfvL0COwW+++UYIIcTEiROFt7e3yMjIkBezWMSkd17VNtN33tlNeHl5iRMnToh77rlHVKtWzanA+N5774mAgICylWf+H+Hf50PpJsH1zSwZDDC8n+S7U9F+oEy7tnmBe7dTo0n9/PyoV6+exvi/Z88esrKy0Ov11K1bl2bNmvHzzz8TFxfH3r17qVq1Knv27MHb25sFCxYwfPhwAFasWEFSUhKdOnWibt267Nu3j+7du7Ns2TIUReHIkSN0796d69ev4+XlxaVLl2x8dl588UVatmzJxYsXeeGFFwgICCAtLU2LwqtSpQo3b94kKSnJLSd6dyhVCktd+NEceHoinF4DsRWc3KeElColyXhS1KCcsuahLF++vE3asX8CSpI20t8X0nc4PnfohBxDH78qKYNUXEuB8Fbw0SuSiqp6JWjRwPa3Ne6EpnVg7rtO7nsraMqeGL+oEfTx1WBAd2hWT5rS7amxth/Ip8a63WT37qKkaT/vaif99lo3ct/v1j56uKRwNMZT0+H1afDAndCqYf7xvUegfm9Y8D7o9UUL6oLbwzXrLJjJx8cHvV5vk03MHo7m5fRMx/1v7Eeyj27/Hqpb+RwfOw3175UMC87m5h5PKFSr/xTdunUjODiYzz77jF9++YWrVx34mlihZs2a2nolhLDxi1X/HxsbS3Jysvaeqh+l0WjUqOEyMjKYM2cODz+czwN25coV7r33XjZt2qQd69q1K/v37+fSpUvo9Xq6devGsWPHOH78OGFhYaxZs4Z69eoBUK9ePWrVqsWCBXKRX716NXfeeaeNy8n48ePp2bMnderUYebMmQwa5Ngh+7XXXmPOnDkuI9X/l/DvEyivvQLJUwDXvkVmMxw8AeEhEFEu/3jXwXDtOuz+qfBb5Zlgxo9BjP0on5ssNjaWZs2a0bRpU5o1a0aDBg3w8ZFEeUOHDmXmzJkkJCRw9epVhBBcvXoVHx8fatSowbJly/Dz8yMxMZH69eszaNAgli1bxqVLl6hfvz6tW7cmOTmZy5cvs23bNm7cuOHq8TSoA7h8+fIEBgYC0h/RZDKRmprqknakMNLnwlIXujNpucsd6IhWSJ2E/ikZT5w53avpw8oygOJ2pcErDlK34ZDWSQjp8xYVLn1qVZfgmT/AkNdg149w3+j88yp2HYQmfWHGWzDovoLXtaZ1svbPKg06Gz8f8PSUPrT2Uf5q1qd/8rcoCv4uVgdHcBbY5QhvfgrjPpHBdwtWFi2oC25P3nVHAVWhoaFs3ryZsLAwYmJinM7x7pLxL/0d7n4SFk2V76/CbJY+yOcvQ+Jlx3Oz2aKwaZfgqffrc/z48ULXm7p161K5cmUOHTrE8ePHCQwMJDQ0lNOnTyOEQFEUXn75ZTIzM5k+fbomSCuKQtu2bfHz82PFihWATKfbuXNnhg0bRnJyMiEh0ndx8+bNdO/endTUVHQ6nbYeqOl8jUYjsbGxnDt3jqysLJo3b86KFSu03x86dIjatWuzZMkS7r77bs6ePUvDhg0xm80YjUauXr1KXFwcBw8e5JFHHmHjxo0cP35ci0Wwx6hRo1i/fj179+51/SH+V/B3qEXLFGc7FtnkaTkkfUYmPotQFMSXb7r3O/NBxM4lIeK1114Ty5YtE1euXNEeIysrSyQmJoq9e/eK33//Xbz//vvCx8dHMx0EBweLGjVqaOr4wMDAQk0eOp1OGI3GUjVvuiqOTEzW5cI66WcTHeHYZGw6gGhRX57HgVmlMBNTYaVKlSqifv36mvnEkX9VaRdX/lWKojj9Nrfrm6nFlU9XcHCwqFSp0m19HlcuCYumynHXt5v0gfvoFWl6uq+rPP/NRHmNh3shfv0KMeMt6fPaMF72MUfjsjCXhLLyefPw8NBMgO6aMO1LpUqVtO/j7jV0Op1o1aqVjf9YcYt6zzrVb/lOl3BMqT55CSU0g7vrJ71lgfSJV/1yu7eTv3/mETl2506WfvPlQlz7TJeWn7Rer9fMstbFy8vLaT901T8Lm5fVcnM3omKkfH/7c5OeRVSJkf6m4HpudjUvN2zYUAwYMEA0a9ZMgDTHJyQkaH7uNWvWFJMnTxYJCQkF3kmn04mQkBDt76pVq4oePXoIDw8PUbFiRTF48GARHx+vralvvPGGNrbCw8OFXq8Xn332mWYuNxqNIjAwULveU089VcBUPXbsWBEUFCSys7NFVlaWaNy4sbb2Dh06VADinXfeEUePHhU6nU58+umnLsWNhx56SLRt27Z0ZZj/x7it/PFlDiFkbu4iYsFKGPC8/H/3ds758Oyh00H1mDQWvPAdM2bM4ObNm2RnZzuN8lORl5fH9evXNa2m2Wy24R50BpVKwV1UqVKFrKwsLl++TIcOHYiOjsbT05OzZ8+yZ88erl27RoUKFahWrRrr1q0rYBYb0F1qYZ2ZkYeMha4t81MX2uO9WXAlWZrKnnzb9bPmmeT9imJiOnXqlKa11Ol0zFkRQetGF92/QDFg0Ev6HHv4+PhotC5qdL11tKorzWRZaLNcuTNY973CUFrPtnUvtG3sWLt0/x2w9FN463MZ2R0SCE/0k5lQAAbeI/vYuzPhnlGS1qd3Z5j4jDRn2sNskfdzhaJoKovSBtbtrt7D3xc8PdDSkdpfz2g0kpubS9WqVTlx4gRnz56lfv36nD17VuOrLQwWi4WNGze6rOOu2dtisdgSh5eU1cGQz+pQVAolFf6+jjXc9ti4S/ahytEwe4I8NuFpeHEwtG0i/24DtGwg0w5+NAcmP+/4WoH+UhutaqGL0g+s65rNZoffUE2Dq0L9Po7S4lqjsHlZxUdz4cJVWDvb9vjB4zDuU/jlSzh9wfU1HM3LjRs3plGjRpw9e5a1a9eyd+9e4uPjNe382bNn6devH4MGDcJisTB58uQCfJ4eHh5aOuFKlSpx5coVcnNz6datG8uXLycxMZEVK1bQq1cvkpOT6dixI/v27cPf35+oqCgSExNZtGgR48aN49q1a3h4eJCTk0NOTg4eHh7MmTOHfv362dxTCMF3333Hvffei9FoZNiwYezbt4+8vDyee+45Pv/8c40aadKkSYSHhzs1datITU39L8LbCv8u2iBLBliKnvKraR1YNwemjYWNu6HbUCmbugM/HzOXLpzg8uXLpKenk5ub6/akYzQaCQkJQafT4ePjQ3x8PI0bN6Zdu3Y0b94cgPvvv58RI0bQsGG+g1DLli2ZNm0aX3zxBT169NCO+/r6Ur58ee3v2rVrk5SUxD333EPXrl05f/48c+bM4Y8//qBGjRrcd9996PV61q1bB+QvgKp6v1k96SvlCF8tgp2H4JPXHJ9XJ61Z48HHu/C20Ovk/UCatt2FavKwWCzM+O4i85dLU1tZwGSCb5c79glTec/URcIV9Yk91U9JBLaIiAjNjaEs4OzZDEUkapy/wvUC2KMDbPsesvfCxfXSr9loZWXqeyfs+AFu7IKrG+GLN6U51hE8DPJ+1rCm1wIKzchkjaJ+n9pxUohZM1ua+tN3SJ7U9B3y799mCSY8LesB5OTkoNfruXz5stb31YwimZmZREVFlcqiZS9MKorCXXcVTAkXEiT5ZkuLjxPkdXy9ZZuEBhed+NnTo/A6C1dKbtuKkbB2Vr6/ZL2a+cKkiioxUKsq7HWduIbgIB/tm6j9wL4v2aNSpUokJSXh7++Ph4cH3t7exMbGMnDgQAAaNWqEXq/Hy8sLb29v7Zrq9ynMt93VvKwiN1cKy/3ugmqV8o+bTDDwZRhyP7RzI9OXOi9XqlRJ41ncsWMHX3zxBcePH6dhw4YYjUb2799PhQoVmDt3LpcuXeKee+7hxRdfpFWrVixbtgyQ817Lli2JiYkhLy+P8+fPU6dOHZYvX87hw4epUqUKI0eOxMvLixo1anD58mUyMzOJjIxk3759dO3alcjISFJSUli1ahUTJ05k3759BAYG2pjPlyxZUkCYVJ/75MmT9O/fn9mzZ/Pll1/i6+tLmzZttJShzZo1Y8uWLcydO5fnn39eS3nsDP8JlLb4l2konS/irlC1oixtm0CALzwyRhI5209CzmD0hBtZiub8r044QginC5eiKJqmUtzisTx06FCBej/88EOBY5s2bbJxSFZx48YNGz8XdSAvXryYxYsX29TdsGGD0/dRhaHGtR1rlM5egGcny9SFYQ6c3O0nrdOLC9axhzV3YFEWe3uMmgCdmpd+Fg0Ai4CfXQTuuPvcpZmWTk2ZeTuh0+mK7At68LgM0nDH76skUP1x7f1biyO0h4WFkZSU5PBcQECAphFR4U7gSqC/9ANs2xheGWYduGJyqolUs1SVBIqi4Ovra3MPIQQrV64sUHfaqyVPXuAIBgOEBsJHY0SR01AWxjX73ix48T1o31RylaraTHUT6CioKytbZsxyheupN7Ef1kIIl9penU7Htm3biIyM5NixY1SqVIkPPvgAHx8fVq5cyc6dO6latSqZmZla8J2z/ml9H1Xr6WxetsYPv8LlJHjBTsE24QtIzYBJz7r+ff795bycnJxEZuYNoqKi0Ov1XLhwgZMnT3Lx4kXuu+8+3nzzTWJiYli4cCEtWrRg//79miCu1+sxmUwEBgayefNm7rvvPn766SdSU1N58sknadCgAc8++yxLly5l1qxZPPfcc1qKyvnz5+Pt7c3kyZN599138fX15Y8//mDEiBFs374dPz8/zbrXsmVLLl++zHPPPUerVq0KbLS/++47ypcvT1BQED179iQ2NpbU1FQeeughHn/8cRYtWsSmTZuYNWsWgYGBDBs2rND2+U+gtMW/S0OpOHacdYRrKTBnCVy141ttGC//dUSY7Ay+fsGEh4cTERFB+fLlCQsLw9fX16XgIITAYrEghMDLywu9Xo+Pjw8JCQk0b96cZs2aaVqg2NhYhgwZwtixY2nTpo12jbi4OBRF4fnnn2fnzp18+62MWvDw8KBSpfxtqcFgoFWrVjbkxhUqVODll19mzJgxQL5W8J577gGgQ7tGToMoBo2Fu9rKPNiOUNRJS0WgP1SIDKBLly40atRIO65m7VGhtpUjpKRKLcWNrJKTU9tDr4PvP4R578o0aN7e3oSFhRVZW1eaMBgMREZG3tZ7FlcgnjijbIVJcO6SUBy4cgvIzMzUhMmQIJm9ZcV0KTCD1JI6W/R1unxtbfP6sPKL/D5VVhBCaMKkKzJ8R8Th1ki8LIOd7F1cLlyBB1+A0OYQ0Bg6Pwa7C+6PnRKHF4aMGwXJ91V8sRBemAJ9u0kzrvW8ZTDIAJ0X3rP9za6DcOIcdGjm/J5pGc5Tq7oaA6dPn+bOO+/k2LFjAJw4cYJevXrRuXNnbYNy8uRJt5gcrO8jhHDb9P/DaqhdTWpnVew+BO98AV++KZUgJpMMPgIZpONsPxzoD77egqZNm3Lx4kWSkpJ44IEHeP7556lRowbz5s2jefPmlC9fnocfflhLzajX62ncuLE2P/bo0YMjR46waNEiGjduTOfOndm3bx/jxo3j448/JiEhgYiICNq0aWPz3h999BFvvPEG0dHRrFu3jueee47169djNBq1Pv3CCy+wfv16Vq5cyeXLl3nggQdsNr1ms5mFCxdy991307dvX8LDwzlz5gwfffQRb775Jj169OC+++4jJiaGtLQ0RowYgZ+fX6Ht/J9AaYt/l4ZS5y+Ts7th9s7KlprId56BMY/nH//1luKvbg33bpmda6TLHb1JTLzAhQuy2C9Eer1eExxbt27N+fPnOXv2LKNGjcLHxwdPT0927drFokWLqFKlCkeOHOHYsWN4eHig1+sJCAjg559/JiUlxUYLdvy4dEZ67733eO+9/BkzLy/PhsbAZDKxceNGFEUhOjqaJk2aEBUVxdGjR1m8eDGKomA2m2nevDnLly9HURROHnecL/rT+bDvqIyeVMerurk2maQJ6Z0v5CLpbNJyZdHOykrnt99+szmmpoVUYTabyc3NdaolUDOerJlVuppK9bkfuBM6t4DOg7I4cNw9+pmi0rao2gi1fziLxDeZTFy6dMnt67qCGilZVli5DuYvL/u0eaVFU2M91uz92vR6PV9//TXJF/+gf6vZmnm1qO9lKNCniudjaA9HjAgqXPXDMUOdR3OfvwR3DC0o2GXckAwNRk/piuDlCW9Phy6D5TwRGW5b32SW9ynqd9pxsGCU9+Vr8MwkGaE88kFJX2aNqhVh3JNyrh/4EjzcS2bFen0a1K8Jj9zj+F4Wi6TacRe9evVi6dKlBXynHUH9Nn5+foSEhJCYmOj23OCO6T8vD1ZvhJcG2x7/+Xep6e3swC2w2h3Qrgn8OcfZNaVLz4wZM+jbty8BAQEkJyfj5+fHqVOnuHbtmlbXYrFQvXp1zpw5w5EjR6hfvz6nT59mzpyCFzcajbz66qv079+fBx54gP79+2vn1LSLjz/+OG3atGHZsmU8+uijrF69Gp1OR05ODjqdju+++46+ffsCkmVh0aJFdOvWjWeffZaPP/4YgL/++ouLFy+yf/9+UlJSyMnJYciQIWzfvp3U1FQ+/fRTFEVh586dALRr167whuY/gbIAblf0z21DEaK8B90rowGnvCBJb994EmH0RAy+z73fmw8iNnznJYYOHSq2bdsmhBDi0qVLIi4uTiNdjY+PF3q9XsTExIgePXqIJk2aOMz0YjQahU6nE4qiCA8PD9GpUycxePBgAYjy5csLQPTu3Vvs2bNHmM1m8fLLLwuQ0cMPPPCAdr+QkJACBLwqCTq3ouOaNWumEdI6iyJ1lt2kXRPXEY1vPOn6fLsmrts0wE8RAwcOFG3atNEi+hxlUHCH/LkkGU/ciVxN3VbyyNWiln8C6bV1fypqKbOsSwcQ1zbrbbIuOSpGo1Ho9XoRFBRU7ChstbRq5C9St5feu/xdfUotzqKHzQcRs9+RBPUht9r3j2/yz781ChHoj7hoFTF9aT0iKtx1koiisjpMeDqfQF4tM8e7/s3sd2S9hR8gGtVG+HjL6O7H+yKSNzt/ttz9iPGjS69tFUURkZGRonr16hpZd0hIiMb+EBAQoGUwCwsLK8AYoSbDcJV1Si07f5C/sSdyv7CuYJYwdb5e+pnMIubsmiFBHuKDDz6QS+zZs2L06NHCx8dHGAwG7TmNRqMNQXlsbKyYNWuWuOeee0SnTp2cLtknT54U3bt3F4DG2AG2RPIeHh6iUaNGBeahHTt2OLzm559/LgDx2WefCSGEGDp0qEZ6XqVKFVGjRg3xxx9/CEVRtPe6du2alvTjyy+/LFTUyMvLE4CYNWtWkUSUfzP+Z3koQTouT5kF3yyRu9aYSHi8Dzw/yD2uM5MJ3v9az8vvS02AwWDQzEm5ubm0bNmSTZs2MWjQIKZPn67lIbVYLERFRdGrVy8GDx7MsmXLmDFjhkYWW7t2ba5du8a1a9ew/jw6nY7y5ctToUIFrly5wvnz57VzPj4+ZGdnazvdgIAAWrduzapVq7jjjjto0qQJ48ePR6/XU758ebKzswkKCuLkyZMA3HnnnaxZs0bTwsTERLP/x8QC5pWjp6VGwhpvfgo7D8LSzyRfoL27wPI/ZZ2ln0H1WOfcb9bcgfZwFmHp5eVVIFrSmkQXpEZs7mT3dvdFgZqvuVYPW449RVEIDQ116n9nDVeapH8rEuJkxG9pBX2YTHAjG1oPcE+7Z9+XihPJHhIEh5aVvq+usz7lCjqdjlq1anHkyJES9SVnyQH2HIbm/WBEf6lF7f4E/PGN9FcEqHeP9LP7arz79yoOcfjfxTXraI4pDoKCgsjJyaFly5a0bNmSt9+W1BetWrUqEKEfERGh+UfHxsby6quvMnToUOLiqnFs+VWXVrhvlshkDRfXFdQO2+PrxfDYK66TTqALoPszrbh2LYlatWoxf/58bd4ymUx4e3tToUIFTpw4QWxsLM8++ywhISF8+eWXrF+/HoPBQKNGjViyZAkRERHaZbOzs5k8eTITJ07E39+f7OxswsPDeeGFF7REH0FBQZhMJgwGg42Vxtvbm7179xIXF+f03Z566ik+++wzli1bRt++fcnMzKR58+bs3LmTDRs2MHToUAwGA1u3bsVgMDB27Fg+/PBDoqOj6dq1K9OmTXPZdsnJyYSFhfHTTz/Ru3dv1w39P4J/lw8lQMAA3BEmQZITv/oEHPsFcvbBidXw4hD3hEmQC8nO4zV47bXXGDRoEHq9ntzcXM3ksWnTJqKiooiOjrYRLnQ6Hffeey8rVqxg/PjxTJgwgVq1arF9+3ZiYmI4deoUV69epWfPntSqVYtu3bqxcuVKpkyZQnx8PEeOHOH8+fM2vlA3b97UhEmdTkd0dDRms5muXbvy+++/M3PmTJ555hm8vLy4cOECycnJnDp1SvNvWbVqlaa69/f3JzHxAjsO5purVdSoDI0TbEtokBTWGidIgdL+vDpR1anumkjY3sRkHe3tbMF3NNFbC5M6nY67O7r/TYsClQ5l2qv5x3Q6HUII6tat65QM1xpFEQDcjX4PCAjQNi/2UBSF2NhYt+9ZFlBdEpJTS+7nqgpg7gqTULAv2f/tjk+sFrhSyk5DjvqUK8TFxVGtWjVq1apV4o2Js+jhipFybvzg5YKMDXl5cOikHNevfQSRbcCjDnR4RAZiOYM1q4O7UAO7yorFQYXJLIMy1cAuV8KkwWCwifpu3Lgxjz76qEMf79TUVLKysli/fr0mTAJs3LgRnU5HSEgI4eHhdOnSRcuMpigKmzZtYvHixej1eh54oB94NcbV9ufKraWmNHxyBQqp2XEkJl5g+/bt/PjjjwghNHqemJgYsrKy8PHxYf78+Rw/fpxRo0bx4IMPsm7dOnbu3InFYmHXrl1UrFiRAQMGsGnTJlauXElCQgLjx4+nWbNmJCcn06ZNGzZs2MBnn32m3b9y5cpkZmYWcPkZO3Ys1apVc/nsH3zwAZ06deK+++4jMzOT+Ph4tmzZwqRJk1i3bh0HDhxgxowZmrA6bdo0hg8fTv369dm3b1+hbaM+038m73z8+wRKYwJ4t6KsX81khn3HA0jKKM+ECROYPXu25gRcoUIF9Ho94eHhXL58mbfeeouoqCgCAgJo06YNkyZN4vLly1y8eJGdO3eyYMEChgwZwoMPPsj58+fJyspi+vTp/Pzzz/To0YPt27czd+5cxowZw/r16zVBxWKxoCiKJliGhoaiKApPPPEEnTp1wsfHh+vXrxMcHMzFixf54IMPCkR5qtDpdJofTEZGBjqdjp0H9ZhLLyDZJcwW2GY3hguj51DPq9QbHTp0KPCbvnf5Ogwy2LJHLnq+DaF8a3jkZdsArRV/QpM+8nyljvDGNKnRtod9kIEq1P/++++F+lKBFBKtd+2uYDabCQ4OJjg42EbosX/n9PR0p9QjQgjOnDmj/e2O47k9CqPScIbmzZtrz33guNTCLVwlzxVVSFDrL1gpr+NImFT7RVFRWAS7s8CVwvrU71ug3cMQ3Awi2sB9T8HJcwWvX5TAlePHj3Ps2DGHbBCuEBwcXGCD4ix6OCQIop100evpUqj/8Bv4Yxt89TYsfF8GPbYb6Dy40ZrVoSiYMkv/jwrsUlPeGo1G2rVrx4ULF/j6668xGo3o9XqefvrpAuPb0di0WCyEhYVx7do1GjduTMeOHRFCIIRg7969/Prrr5jNZs6dO8fHM7a63Ii9OATEYcndWhge7S3rOtNOmkyCT2ftJPnaaUKDQMcNjEZPwsPDycrKonLlyqxcuZI9e/bQv3//ApsxLy8vLBYLixcv5t1332Xz5s20atWK7t27o9fradOmDevXr2fs2LHMmzeP/v37c/DgQerWrUtYWFiBtlIUhc6dO/Pqq69y7733ukwBaTAY+OabbzQFw5UrV7jjjju4++67eeONNxg9erRGx/fJJ5+Qk5PDc889p6U8Lsxq8Z9A6QC33ch+O5CxvFT9s5yVB+8JFoAICgqy8fPT6XRi0KBB4syZM8JsNotVq1aJfv36iaioqAK+NWFhYSIyMlIAonv37mLbtm2icePGolmzZuKTTz4RsbGxmj+J6ifJLX+VMWPGiGXLlglA1KweJUKDEHFVy4vcnJwCTXLhwgXNd9PdbBruZmQorVJUnyrr4uvra9P+6js6yp6z4wfpO9ujPWL1V9LPKiJMZvURh+UxnQ7x2L0yc8u0sTJzy9A+TnzfXGTPKc2iKIqWbak0yu3O3uOs3NlWtp/qu+Yso475YL4P3fq58nf27VNcv0h731RX1ylOn9rwLUKvR9zbBbFiOuL7D2UmmvJhiGub/r4+pRZ3fPPEYek7Cfk+lOf/kH9HlkNk7Mivd3YtwtMDMeZx19fz88nvizExMW4967dTyi4jVt5+6XddkrZUffVAZo5x5zcVKlQQer2+QDYZo9FYwGf5ds/L6Tts/07dhti7LEyc3/WwENn7XS7FixYtEoBITEwU77zzjvDy8hIhISEiPj5ee5977rlHbNiwQSQkJIigoCDh7+8vxo0bJ6Kjo7U6arsoiiLq1q0rJkyYIMLCwkS5cuXEkiVLnN5/0KBB2nj28PAQZ8+eFd26dRMxMTEiIyNDigsZGSIkJESMGDFCCCHE0qVLBSDOnTvn8t3WrFkjAHHq1KnCJJL/Gfz7fChVXBgAGd8DpW8fMZnhx1/1DHvTD4PBQHKyVEMYDAbCwsJo06YNq1at4saNG3Tq1IlBgwYRFRXFCy+8wPbt22nevDmZmZkcPHgQ6+YvX748tWvXJjU1lV27dgEQGBio8Wx5eXlRr149tm7dyu4tc6lX+SA7NnxKrdib+Pnkv+eNbAM+wW3AuxlHLjZkxZqzzJw5kyNHjmh1fHx8KFeunNOk9nq9HovFwvq54rZwB+477sOirU9RuXJlVq9ezU8/yWTqJcnU4sznqtNjMsp/w7f5GpmffoXRE2H9XBj0qqQd2vZ9/m/GfQLjp0PaNvB1zFik+VxZR3Srvkal5YdVGrDP3ALu+XKWtb9nfDWZlaNZPam9svbfTcuQLhFb90rSckd51IsDR/mUVVj74vr5+ZGZmVnsPjX6HThzAfYszj9/8SrEdIDJz0m/bUdwljO+tBEaJMnXC8Of26QWVvWhVP2e+3eH+XbUPPV7Q2Q5WPWli/u2kFRfRUH5MAN7F5v+Ef6r7kBRFPz8/MjIyEBRFH744Qfmzp3LkiVLCtTz9PSkXLlyXL16FZPJ5DT6291c3iWBOu06MhRZLCBQ0OsEZs/m6MNfA7+CJPlvv/0277//PhEREZw4cYKnn36aRo0aMWzYMMLDw2nXrh0//PAD6enpeHl58fLLLzNu3Dgt6w5AVFQUFy9eJCQkhFq1apGbm8v27dvp378/KSkprF69mkcffZSpU6facE9+/fXXPPbYY9rfOp2ODh06sHbtWpYuXUrPnj0BeP/993n55Zc5ceIElSpV4uzZs8TGxrJ8+XK6d+/utH1+/PFH7r//flJSUggOLoTQ9H8E/z6Tt4qIaaAPBUp3xJnMkHnTyPA3zeTk5GjCpE6n07JdCCFYs2YNs2bNIj09nQEDBtC+fXtOnTrFsGHDSE9P58CBA5q6/aWXXiI+Pp6kpCR+//13TZgESEtLw2g00rJlS27evEm7RpnsXepP/cCHEcnv0qhmho0wCeDrZULc+APT1UnU8upLiwovUjn8iGZ60ev13Lx506kwCdK8KoRg8lfKbTExjf3wJvPmzWP06NEsXZq/YiuKQkhIiNvXCgkJoW7duoSGhmopyqyRfF0uiiP625r37u0K5/+QKdtmjpdBPNbw9JCTqP31VOSZ4KGecua1XgRUAayowqS1udbX19dhG7jiE7RGYZlb1syGt0aZtcwtzlDWwUOHTsggjS6DpJDi30gKHP6N5N9dBsnz7gpYtWrVKrSOI2FSURQtU5WKrKws9Hp9sftUs7rw9EDb81HhUmh2ZPaG/LR3twOFEYc7Q6A/lAuBHAfeHXl54F2I2dUNr5ACuJJkKnWuWZNJXu+OoTqup8nxp/ohuzvOnEEIodFxGQwGHnjgAXbu3Em5cuUK1MvJySExMZHc3FyXVEJT53qV+bysKI6FSZD9WK+TEqfI2gKJ3Tm0pgH796zTnvvChQvMmDGDtLQ0wsPD2blzJ15eXgwYMIAuXbqwe/duHn30UY3OrmrVqowbNw5AEyZBmqoHDBjAZ599xsaNG5kyZQrTp0/nl19+Yfv27TzyyCP88MMP1K1blz/++AOQmaaGDx9OREQEiqIwevRoPvzwQ9auXUu9evU0YTIrK4v33nuPgQMHatzNFStWJCAggP3797tsH9Xkbc+T/L+Mf69AqQ+FmDWg86W0hEqTGbKyFe57JoDg0Co2QoLFYmHw4MF8/PHH7Nixg+bNm/Pee++xf/9+goKCqF+/PmlpaXzxxRecP3+eZ555hmnTpuHp6cnUqVM5dOiQjf+JtX9TTk4ORw5t4ufPfZk86iAJ1W4RFCsWt8iTm9UVrPwC3nv2MsGBuO2zB7D8T1H26QyXSU66xMREsrOzbRZ5i8VCSkqKW9dSFIW6desSHR1NcnIybZt4Fggy2HdMCoblQiQRs38j8GskOepSbwVOVonJDx5Kz5SapvdmSy1MkJO5Q6+DJnWca1LV71mnTh1AkvXawzoVW1ZWPr9lTk5OgTYIDAwkODjYZeDPXe2kJuPAUhm926FpQVJkNXPLC4Nlvb/mwb1di+cjWdrIvCm1V87IpT09PUlISODOO+/Ujun1enx9ffH19dUIlosKIQRbtmyxCe4ym82YzWaHgSvu9KlXn4BB99n+bt02qQlzJsgXNXBFDVKwF1TcgSvi8MJwV1tYsxmSrucfO3oajp6BNo2c/oy0DCnEFUdgK5PArgdh7xELwcHBZGdna/57RSXydxU8l5eXh8lk4vz58zbcje6iSpUqVKtWjR9XZ5fpvFwUqIJt9cg9hGe2p32LUBo1akS1atW4ePEiHTp0YPHixbz88su88847TJw4kR9++IHVq1fTpUsXGjZsyIEDB5g0aZJNX9Dr9Zp2d+bMmfTp04cGDRowduxYHn/8cY4cOUKvXr345ptvqFatGmFhYXTs2JHhw4fTu3dvqlWrxpUrV4iIiGDSpEkcOHAAT09P9u3bxy+//ALArFmzuHr1Ki+//LJ2X3Ud2bdvn1TTmtPBlCT/tbKWXb9+nYCAgCKlCv63499r8laRvR/OdwZzMiUxfwuhcC1F8Mr0pixYfJAbN27YmDa7dOnChg0bCA4Opn///syZM0ebMFTC6M6dO9O5c2eWLFnC1q1bC5hyPT096dKlCxMmTKBu3bq0b9+epKQkunWI4sV+a0qcDk2dOLsMhv3H3P/dP4kixRr+/v4oikJ6ejoGgwGj0WiTejJ1W0EB6vtV8MCzUjt0ZxspJB4/C2M+lJkl/pqXvyu/dBWi2sn/V4mBtbNdUGsAaZkQ5CRdZ3R0NImJicTGxpKYmEilSpU4deqU1gdq1qxJ06ZNHZL/gvvE6AaDgQA/E9NelYEjzkiqnUGt/+0ymcayJKY/d0ie/7+hpH1KRdJ1aNlfClRHVko3BEdwRaVVUti7k6yZXZA43B72Jm+AU+eh4X1QJRpeHyG1na9OveXK8rPjd7NY4PetUuusoqjk/yAjmae9KoOYitvX5y2Fp95xr6/rdDq8vb1t5hl71KxZ08a9yPq3pZl2NSbKh+0Lb5ZJmtniQtX0tn4wP1AuNDRUM99/++239OzZk08++YSnnnqKBx54gJkzZzJp0iSbyPfu3buzZcsWUlJSEELQpk0bRo0ahbe3Nz179mTFihVaHvq//vqLESNGcOjQIVq2bKkl8YiPj+fAgQP88ccf6PV62rZty7Rp0/jll1/466+/WLduHb169aJ169bMnz8//yVyDrB60SMEGo/SvJ7elqJJFwBejcG7GR9/ncT7n6x2aen7X8O/X6AEMKfApcch88cSXeZiRksSumyymXieeOIJQkNDeeedd6hduzYXL14kJSUFf39/wsLCOH36NN7e3mRlZVGjRg2Sk5NJSkoqMLkEBgYyatQoHnvsMapUqQLA+vXrGTm0HVsXeeKhyy09zj67Aa/Cz8/Phn7IGr3vqsZ3kxLxNOSiKCWfFF09h0qXoT6H2n5Fgb+vNOnaY95SePgl6NlB8mKqWLAC+j8Pq7+Crq3ksdR0mXkjORXe+ARS0mDnD1ChvIv7NpIaNUe+eaqApfoiqtlXPDw8UBSFqKgoEhMTi5wn28/Pj5ycHPLy8qhTHX6bWfJczKqwb525pbQXxOKiJH61JUFp9CmQG5U7hsLpRJnNqTAtZEDjgtyvZQFnPJTWcCRQgnRDeOl9eV6vhy4t4cOXnUeH55lgyfo4Xng3V1uQe/XqRUhICF9//XWRn/3OtjL7TpvGzvOogxRkzRb5jn/tkNHcpZFZyVmfrFevHnv37nXrGsUZX6XN6VoaMJkh44YHDe7z4myiVHur7ePh4UGFChU4c+YMAwcO5N133+Xhhx+2yY7WrFkzfHx82LNnD5999hn9+/enfv367Nmzh6ioKDw8PPD19WX//v2aRjMvL4+PP/6YV155hdzcXC32IDQ0lDNnztC0aVMCAwPZuHEjmZmZtGrVisuXL5OUlMT+/ftJSEiAzBWQPBGyNmKx6ABnFkAFafU0sfuIDw06L3LoP/q/iH+vydsaeYmQ9Rclfd3yvps4vFwOYk9PT9q3b88XX3xBYGAgvXv35sCBA1y/fp3AwEAyMjI4c+YMd911F127dkVRFI4eParxUQYEBDB69GgSExPx8vKievXqfPzxx1StWpX69evTs2dP3npjNL/NpNSESZCTjq+3XMisecoURSEzM9PphHb+ahC9nw7jaoqlVE1MB45LUnWDwaCZDsStPOcqiipMgnMSc1Vb0qO97fFut1KkW+cfDgqAjs2hTzeZSvJqMswshJ3F38+Txo0bYzQWdB5TtXWqL2JeXh6RkZHEx8eTl5fHxYsXiyxMgswrrQqTf827pUkuoRVG5UPc8K3s71D8HN6ljeIIk4VRULmD0uhT+49JkvDEK/DLDPdM2k4oRZ2iuLnl569wLUyCFCLFYVthEmRA1bLPIWOn1OIumupcmAR5n3EfHufs2bN06tQJb29vli5dysKFC4v17KvWy/SPtXtKwvTftxY04adlyOPvfiXrtX24oDDp4+NTrL7izGzvrjAJxRtfpWn6Ly0Y9BAUYOHrydI/KCEhgTvuuANfX1/y8vI4c+YMiqIwZ84cIiMjC6TarVSpEhs2bGDJkiX07duXcuXK0a1bN/bt20fPnj25cuUKhw4dok2bNmzatEkTVOvUqUNubi5xcXFaIGtycjI1atTg+PHjfPnll+h0OgICAli8eDHXr18nNDSU6lVDZRBvYg/IkpFpOp1zdzIZeC4bu271m5DYHS48KBVX/+P49wuU2fvgXJtbJu+SLYh6nVxkN86H6pVy6dmzJx06dODFF19k6dKlREREIIQgLS2NGjVq4Ovry8qVK/n5559tOn3FihVJTU3l+HE5obZs2ZLExETq1auHXq9n7969LF++nEHd99w28uTCFukdO3aw6vdEmvXz53vpfoLFUrSJ15o7sOVDQRw8IX+/atUqTCZTsYI+4uPjeeihh2yIvENDQ50GGcRJv+sCQQRqoIWXUZowrYUAkKbukEC4WIjbU0ZmLvv37+fGjRtuLeyXLl3i0KFDCCEKmIcDAwPdXtxCgqRmsjQ1Fc42H6WJ6OhohyTQjmDtq6QoikOh3RmKIoQ684kqbp/yvuWS+sdWufgL4K+50Krh/7F33eFRVF/7ndm+m94bIRCSkJDQWwDpHQREOoiIiEgRBAFp/rAAiqigNJHeVIrSBSkivdeE3iGhBEIK6bt7vj8uM9kyu9k08FPf57nPJtPnzi3nnvIex56nsF4DRVmUAC+OOJwgw+lLOly4xiLp//zzT3HRaG/xaNoXTKN5TXHhGvDJXAVa9Ac8Y3m41CxcYJcQfCXAUlBUqVTQaDRWXKwvK9uVh4cH4q4CUa8CO4+ywL2ifj+jEZixmOX1VlcBItsBs1eZH3P+CtBmIOBRl5HYv/lRPpG6KTgY0Lh6Ajo2V+Ds2bNYs2YNYmNjxaCk8PBwANb9kud5rFmzBh9++CHq1KkDnufRunVr/P7774iJicH8+fNx//59REVF4fjx46hfvz5q1KiB6dOno2fPnmjZsiUCAwPFMUUmkyExMRFGoxF79uwRhfZjx47BYDAg2DcFWRfKg9IFSo9C+ssKzSP9F+BGJHOx+xfjny1QGp4Ad1sAxgyUFH2QXA44O8lwYLUKn386Cnv27IFWq4Ver0dubi4aN24saiMFEnFh8OnevTv++OMPrFu3Dj179sRff/2F+vXrY8+ePbh//z5OnTolNvhXm/BW5MmOdPhT8UDbgYB3PcCzLtDybbZN6j2kyJOFIA9LwmvhHcqH1UTv0UD7QRyOnWcPl6e3zqhj+szCxHr4NND2XWYevHE7xWwwEa4/dOhQ7Nq1C2vWrHEo08yFCxewdetW0YFeo9EgOTkZHTr1QkaWtWAQGcqEw5+3mflXY9Me9tuwJvDRN6yY4lQ80wJUDrf9LKnpzNwtBHM4OrHbIiFPTU11WBD6u2RuKSzu3buHzMz8qBt7Du5VquSr84SI2NKALeHAVuBKQW3qlRpsgdL+PaCMH3DkZ9uBOJYQ2tSLwrQfS5eKBmDCxoRvmQ0/JyenSJq5tDTm1yalGRT6k8FghKd3iN3Artq1a4vjTL9+/RATE2MVFGiKnJwcZGVlITc3t9jR3yUBIVgvOQVoOyAZHYfKcfg022dvXCYyb6sAMOpLYPRXQItY5rrxfh9GlzbqOePFw8dA037sd+lUYOY44K/jTMCUGsIMBmDiezKcOnUKjRo1wrFjx7Bp0yao1WpcvnxZ7Os8z4sCoFDf06ZNg4uLCxo3bgyAaXrv3bsHgBGJ//TTT8jLy8OwYcPg7++PsWPHIiUlBWlpadi7dy9CQkLQunVrlClTBhzHQafTYcSIEWjevDlu3bqFKVOmYNBb9XHkFwV0qmxwxZYPDEzeuNPg3y1Ulj7V5UvEvZ5EF2VmpKwLPgFFhYK0GlDF8qDZE0HGC/n7t8wD1Yxm+4P9QR8PBuWclSbAXTWDkSEHBASYJbIHGBG5l5cX8TxPI0eOpJ49e5oRSQtEq6bnCEUul0uSJ4/oy/YP6s7Ik+d+DPJ0A43sx/Zf3c6IghvVAm2cA9o0F9SwJkijBl3aVjB5skDOrlAoiOM40ul0VL58ebuEvFEVQJ8PB+1czAhvLQlwdy4GTRkBaljHk9RqNfn6+poRtAOg999/n9zd3al///5ERHT8+HGR0L2g4u3tLZJSmxK28zxP+1YqyHDB+r3XzgRxHKhba0ZcPms8q7fXW7L9y6bl1/OuxazN+HuDosNAmaelyX8N8exdHXnmki5tG9knJr77J8jVOZ+MWij1q0tf7/ha6etYEok7WuRyeYGE40UlJBfOtSRpb9myZanU9a4l0sTrBbWpapEghQK0bhbo8E/m5dqOv0ebcnJyIuDFEYfzPF/o7y6TyczGWj8/PytS+sIUtVpNcrmcnJycqFmzZqRWqwkAKZVKq+u6ubmJY/bfJSmArWJvXM44xVl9l6RDjHh/QBfz7ZvnsiQPF7eCfviEXdu0vW7/kW3bu8z2N4+qwAjJo6KiyNPTU/zmQgKKihUrigToFStWpDFjxlB0dLRV/Wu1WurRowf98ssv9PjxY+rVqxcFBATQ22+/TQqFglq3bm12fJs2bQgALVmyRNynVqtJpVKRhxsoJ97dSj4ofpERXfEh0j95ycLPy8E/V6CUyJbz46esoQ3rwwSF/w1hk8CMMWx/YTOkWE6ywgAZGhpKs2bNoq5du4oDFGCdjcPWtsoRfJE6/LA+IB9P0LOT+fufnQR5uYOG9LLf4UtsUtKCPNxY5g2FQk4NGzak27dvU4cOHcze2TQzhru7O+l0OhoyZIjD2TIKKjzP05QR+ZlVLMvmuaBaMSCVkgmLH/YHZZssHNbOBNWoxBYWPp6gd7uDko/YrsPc82wAfxmTh9TiQyh39oAiQ9lxpgKl8QL7RiP7WQs4pu1HFASKkLmF53ny9fW1O+EXVRgwzUwFgCIiIkSBqDRLUdrU9T/sX/PNToVrUyWZLUmqeLiBkg7LSlyozDsPerAf5O7KMltZfsMXVSzbnOnC3sXFxSxDS3HKyJEj6YMPPiAAVtluXnQRxmUnrXQbPriaHbdxjvn2ZyfZ9m8/YoskAPToYP7+42vZtvWzbLfhmRN01KlTJ5LL5VZ1L5PJqF69emL9rF27lnKeZ3pLSUmhzZs309ChQyWzuwUHB4t/f/vttxQaGkrVq1en1157TbyPs7Mzffvtt5ScnEzr168Xs9Wt+gqkj7cWrEtMqLzX6yULQC8H/9wo79sNnjvY5uv86/VkEYj7V+Yf1nMUcOQscHMXi14sTIYUvYGZcZu/rRRzjB46dAhPnz4t8mO7uLhg3IB0jHqLzBzkD50G6vcCNs4BOjTN356RyTjvvv0IUCmZaWf02+bXrNYZ8POSzliRpwe+WsRoPgoDW5lfdDodfHx8cPPmTYSEhJjljRYi/eRyOYio1P2ObGU1KbX7SWQ1EbKtODs7IyMjA0ajUYzmdHNzE8lxi5qFxtY7Go3A8o3Ah9MBIhahbhqZe+02ENaa+Uc2iy3eOwp4ETRBBUV4e3p64smTJ3Yz4BQHf4c2VZoQ6reko4ftsTpYsh8A+f3h78IsUBBiYmJQpkwZbNu2DQCrR1dXV7F//50gRQ915SYQ0Rb4bgIwrE/+9nOXgSqd2LbxAxk91Cs1mLk7O5dlFbt8k1FfuThZ3cqMHkpg7xCKQqFAs2bNsGfPHmRnZ4vfWaFQoGLFioiJiRHLnj178MMPP2DhwoX4/fffsXPnTty/f9/sXjzP48MPP8TGjRuRlZWFp0+fonnz5tiyZQsUCgX69OmDiIgI7N40Clvnmz9ndg7gXNM6sEmnZf29XHPb9dnvNWDJVIkdQVv/ddHffxOigRJGThyQddBqc3YOSwVmCk835hsHsAwpllkw7GVIkcsYTUWF4FxcuAZs3brVoceTyWRQKBRmApkwkDs5OaFFAw4ymTkpmpcb+72daH6t63fZ7417bDCwxLXbbABvVtd6H8CcimtXtngvuRwajQY8z+PZs2eSgo6tzC8ZGRm4efMmAJgJkwBAROB5HmQRxV0ScHV1RVpamngPo9EIV+96OHLuGGpW0pd66sjDp6UnfsHPT8iUIUyU/v7+uH//vshRWlThWsjcYhmde+4yMGgyy97SPBZoN8h8/5nnNHlVKzp+LyFzy0RrTnYAKLYwGRISgsTERLvXMRUmq1Spgi5dumD79u04eJD1dyFzlS1hUmh/pu3EEkLaUSnBVQhceRHpSA+fBq7eVgAoYhqbQkKg55LL5Yi7qkeD3mzBURoUVAIUCoUV+4EpijtOtG/fHrdu3UJcXBwAtsDLzc21uygpCs6fP2+WWYWI7AqTRaW+Ml2ky2QyaDQa0VffUdSsZE2pFF4OaFCD0aMF+TJ2ixt3gYH/Y4qKjEzAzxuYPxnoMQpiYKa7K/DnUmlhEmD3qRUN8DwHtVqD3NxcMQubXq/Hli1bALA5x8nJCTVr1oRCoUBOTg7OnTuHzZs3i2MnAEydOhUNGjTAqFGjMH36dMjlcty/f1+cU6ZPny4eGx0djddffx3Tpk3DmjVrMH/+fCxYsACHfuJhJALP5dd/3FXWTldOB0LL5D+/TMZkhsM/Wb/bnNXAL9uBt1+33gfIGAXRv0ygfPlexaWBtNWQkpWH9wV2HGS8canpwI4DwLINwBsd2P6iZEgpTHo0lUoFJycnGAwG6PV6eHl5QadjnCPC4JKYmIgKQangLYJ7TTv8bzvZ85++ALw9Mb/DWyIrG3hzHKBWAsN6Sz+T0OFNodfrkZ6ejtTU1CILOhqNRnSGFlChQgW4urrCYDBAo9FYRffWqVNHjIzmOE4y+pfnefj7+1ttFwYpIH8SOnPmDD6bW7rCJMAm27m/uKBWLRus5iYQnvH+/ftQKpVifl+717ejIpLK3AIAwf7AtR3ANx8BWo31/jMXASct8OFXgFcsC/JqO5BpG2zBMnNLSQclJCYm2gzEkrrX0KFD8eDBA5w5c8bhe5gKikajEV5eXlbHmLYlKbyIwBW5jN3HVsBWaUCIsBaE8birLOnAL0zpVujoYWHo+Hkbu46pMGnKHwgAPXr0sDi3ZKwXW7ZsQWJi/io8JydHXEwUBaZZiN555x2rsch0vLOEcM+goCCUK1euSM9gukg3GAxWwqTpWCL87e3tjYiICISEhKBCeR8rYn4B62ayoMTO77OI+KZvAQO7MqWLVgOs3gK8Ngzo0IRxq26cA0RXAFoOAC7dsP3Mrs6AVk3IzMyEXq8X+5YQlBMQECDOCXfv3sWJEyewd+9exMXFIT09HUqlEkFBQZDJZLh37x5+++03jB49Go8ePUJiYiKICBzHoW/fvoxP8vm7x8XFoU+fPqhYsSJ++OEHREVFoVIYEFvVaCZMAmw8lMuBLq3YYlEotWLY/Gq6rW5VRuX1y3Zg6gg2L1vDAGQdAHIkImL/wfhnmrzvNAMy91htzs0F3p0MLP0tf1urBsDmueZcb4XJkCKV8cEW1Go1dDodZDIZnj59iry8PHh6esLZ2RnPnj3DkydP4KQlSfJkgEXXvTsZ2Lib/e/mAkwfBUyeA3RuAXw/Mf/Y9Ayg01Bg3wk2UHRsZv/ZPGMVyMqRg+d55OTkQK/XQ6VSQS6XIzs722qAF0i5paBSqeDv74+cnBwrs4S3tzdyc3NFnjBTmJpMhfRXjx49EvOjW8Jyla9SqcDzPLKyssyeb9VXQLc2pSME6PXAL78D/cYzE6uvry8ePnxY4vcR3qd69epmud6lMrdYQoqMuv0gYOtfwAdvAq81Z5rvT+awbD9nfmNZX6RgmrlFq9XCaDQ6lKdc0Mz27NkTiYmJ+Ouvvxx57QLh4eGBp0+fYuTIkVi7di3u3LGRGLuYkMvlMBqN4mKltNvUmu0sjePLRtmyZfHgwQO0b8JjeO+sl0YcLgVnZ2dkZmZKCp9SLiT9+vUrEmm6FBQKBQICAsyypNjSOmq1WsyePRvjxo1DkyZNMGLECLRt29YsnWq5cuVw9+5du24aBblxcBwHX19fpKam2qRf8nQDHh+2/24paUDiIyA0mH1nVRVg4iDgp62Ar5e5y1hWNmMbqRkNrLNhuQCA8q1ccO9+FvLy8hAaGoqkpCQxUr8gKJVKKJVK5OTkiIs9qXo2rR+ZTIaQkBDodDo8fvwYjx49gl6vt0neP/QzFrF+3gF3FiIgtgcz+Z9cx7SY0pADnmMA7ykOvec/Af88gZIIuOpmni7pOdoMZOaqjwcDtWOA81eZj2SDGsBv3+enRytshpSSTI9WnA7/yTC2/+59RlFy+Saw+iugc8uC7+vbQIanaTzy8vIgl8vh5uYGuVyOpKQks4FZq9UiKyvLrEPbEy6l4MjxOp1OJFsHipcd5e+aOrK4sJW5xRJSAuXZS6zdNjRRqt64yyaHEX2BLz+0c98aRaeyEbIxubu7i+ZpKQiZLhxBxYoVce/evQJNf0XJuGQL/9Q2VRCiKgC92zM3mVrR5ouZ1HTgeBxw/DyHlZtJ0gVELpeD4zi7/V/wOxZ+7cGW20JgYCASEhLwww8/YPjw4Q4teooCgStWoBOyhVdffRV//PEH+vbti4ULF4KIxGcMDAzEunXr0K5dO6Snpzs0lpoKT2XLlsXt27fRsGFD1KpVC3fu3MGdO3dw4sQJK6Ha3pjx81b2fStH5G87EQfU6gpsmA10+0B6bOgyHIi/Bly04/EljBkqlQoymQyZmZlwc3ODn58fUlNT8eDBA9SoUQM8z+agnJwcZGZmIisrSyxF0dYLWlph7ti9hI2BlouhBr2Zj6+3O3DwNNNKdm0FzBhjnTpUyIBlmS1K4u6AtikQvKvQz/3/Ff88gdKQBlx1tdosBLX8+CkwoGv+9m1/Mf+yzXOB9k2sL3crASjfApg8BPh4iO3bFmeSNbtOMTp8x2aMeLbVACArB9g421xgsHvfEnr+vyteZJDBi4Ijiw/Adro8KVR9jQVwbf/Rzn1jGe+dn58fHjx4UJhH/kfhn9imCgtPdyV4To+sbOMLGz8cCWATFg8ebnJw0CM3r+TSV9asWROnT59GnTp1cPXqVSQlFZDt4DkEC4xGo4FSqRT5Vw0Gg+hDaKq1tIXiph61ZdWIfhWICQd++jp/W+/RzJJxezfLLOSsM89Nn50DRLUHIssDW3+Qvp+gcPHw8ICTkxPu3LkDtVoNlUqFvLw8KwVFYcBxXKH88qXenQhwrcV+vxjJ6uB4HLPYVKkI/LXcXACt8TpLVnDAggNaErwLEJaSX2H/cPzzgnJI2qFfCGaxzE7RsCb7jb8GZGazrBfVovL3O5ohRakEuCwOcrlczM2ckZEBb29vVKhQAR4eHnj8+DGOHj2KqlWr4sMPP0SZMmXg4uKClJQUTJo0CQcOHEDFqJpITT8h2eE/n2/d4b9dxjpI49pMM9m8PzPDHVzFhE9HYEqeXFBUpTBQh4eH48qVKwAKNsUUBhEREXj//ffx4MEDfPbZZwCA8uXL48YN5qQTEBCAxMREyOVyBAQEICYmBlu3bi3Q1Bx/jUOD3sSCDNyKJwBYBhmYRmuXFqS+i1KlA1D4WVKvB1ZtAcLLArHVzPdlZbNVuj0IMTOOCJMDBw7Ejz/+WOJBEIWFoA0yhS3BxNEJW0h7Vxpt6v8LnjwtfCCWaf0WJYrb9JuFh4dDqVTi/v37ePLkCSqFMZ/2OlWyULMS4OqcPy6lpgMn4oGjZ1mayfgi1vOJE2zFf+jQoUKdJ7jzCBo3y32OCJMAit2XTsRbR3kDwPtvsEC+6DCgXjXm+7p6CzDvf2yO+ex95kbV7QMWiJKTy+afhIfMEiYFo5EJZzzPIzk5GcnJyVAoFHB2dhYJzbOzs+Hk5AR3d3fRr1QwbQtuJgaDAU+fPoVer4dcLofBYBCzZRGRmfbSUispwFknLUgTMSJ3b/f8hAMNa7GFdZ8xLNZCSABy6DSzXm6Y7WBlG9MA4zNAVoBf0j8E/zyBkpN26q/4PNhm/0mW2ULAwdPst3wZYOzXTKDcsTB/vyMZUgBAqdTB01MjDpB6vR4KhQJJSUlWK9gzZ86gT598bgaZTAalUgmtVovjx08UucP3G8fyTc+fzIKKjpzJP9fFSVrAFDp8/v9scC9Tpgzy8vLMhAZTIVL4BcwjatVqNTw9Pc0mb9OJu2LFirh06RJcXV0hk8msBtHLly9jyBBzVbAgTAIscIPneej1ety7d0/0mXv48KFNwVYYYGq/0h+1uv+CaSMy0PtVFmRQGB844fiftwHvT803SUoJk8Kz2BNObNHsSAk6UpPu/YcZSE0v2IfS+tnY6jvAx3yVfSoeuHYHGDvA9rlpzzj4+IXg2Y386B3hHaWEgwULJLiqHEClSpUQH184h3a1Wo3c3FzJurIUJgE2aZUpUwZ379412+7ohM1xHOKuEiLbs0xCJdmmTO/xMoVxf39/PHz4sEChz1Haq6ZNm+L27du4fv06ALZANRqNRXZFyMrKglKpRIOqqfjwLea+ZMvH09WZjasNawLj32XuT1MXADsPObYgtvUtPD098fTpU7GOSpLqyN3d3WEausjISGRmZpr5dUrh6FlWB5b1M7AbW1B+v4rVS0QIsHoGC0oFGF3dth+Az+ax4BxnHXMdO77W3GpmCoMROH9VA6MxSxwTa9asibZt24rzy4IFC9CwYUP4+/sjNzdXLHl5eeLvhQsXYDAY4OXlhcePH4vBmUajETk5OVbziPANTL+XUmH5dMKx0pabds/jKM5ezhco1+1gke1tG1ofbxulS6X2d8I/z+Rtx4eyy3Bg+wFg0iAWrRp/lQW0lA1g6dBWb2FR0YO6s2ivG3eZD6WnG+OmFHLyWkJQ6SsUCshkMjN/HaET1a1bF9WrV4dWq0ViYiLWrl0LZ2dn1KhRA8+ePRPTRiUlJeF/g3MlHYcBYNZy1uHvJ7EOP/pt1uFzcwFdDWseLQGNagF7l1tvz9MD0xcyKhh7mkaVSgW1Wo3U1FQxOk9YJfI8X+BkIpfLERgYiNu3byMyMhJXrlyBWq1GRgbTsFWvXh0JCQl49OhRgROoMLALApkjvlYA4OXlhbS0NOTm5qJNQ2DcOyiVIIOCNLbC89oTFnQ6nVg39rBnKYdGtUjy2QVImbyXb2Bt/Y0OrNxOBD7+nlFkHFsj7WhuNAL7TsjQ5E3zbz1mzBhMnz4dEyZMwPr163H58mWHhKCi+DQ669jEYGrCdHFxwbNnzwo1iRc06TuyILBEabap4kKq3gBGrSJQ6gCOCUNF5Uw1RYUKFeDn54eDBw8WWmA2/SYebkyY79W+6ML8qs3AsCkvxmdVir/XVn26ubmJ6Vc7deoEmUyG9evXi9eJiIjA2bNnHbpvxYoVRZ7knPRTL5RLNaYDhwvXORiNxmK1HUf6onCMi4sLnJ2dwXEc7t27By8vL7i58Li69ZHVOYmPgK17WYBucED+diE4d+FnwNtd2Lbw1mzRsrgwcTZhaf8aDeU/T6AE7EZ5fz4fWLGJNaJgfxbh+vFgwOm54+26HcAXPwIXbzBaldeaA9M+YKsSKQhR3p2HOyMoKAguLi5ISEgQ844qFAoxctpSSOB5HgqFAq1bt0atWrVQrlw5DB8+HM0a+OLnaS+ObqCo5MlCgIUpWbdOp0P37t2xZMkScfCUy+VQqVQ2gyaUSiWaN2+O+/fv4/Tp03bv6erqirCwMJw4cUK8py1zt0wmQ506dXD48GGRf850suQ4DpGh9NxEJh1kcCKeaXpXb82vI0cIvHmeh7e3t9VzlZR7gPDutqIWTWHLh3LN78D0Rayt6zT5bd3DTfo6posPoQ6USiUUCoXYrk0HfVuTh9DuAaYNtFeX+SZMPDdh5u8ryIRZHO2eowslU7z11lvYunUrfFyT0KMt2WxTx+Pyn7m0SMuLU28lBdO2LvCtCnBxcYG/vz8uX75sdk5hBI6YcGDnotLlybSHgIAA3L9/HyqVyqGgH0c1lxERETh8+DDq16+Pixcvonnz5pg1axZWrVqFadOmOdSmhbYvuONYksbvXwXUijaUOpfq8fMy1O8lzelqCZ1OB2dnZ7i4uMDV1RVubm7gOA67d+9GZGQkmjZtinnz5gEA2rVrh2HDhuH8+fMYMWIE1Go1GjZsiPDwcCxatAgGg0EsppDyobyTCJRtxrTWU0bkb5+5jNGqXdjMaPuSU5j/uKmAWSD+ZT6U/0yBMmk88OQrACWfKcMSRiOPn3YGY+D4R6KTNc/zCA0NRc2aNeHn54eEhARs3bpVnHQFbZ2TkxOuX7+OvLw8K4La/StfHHlywzeKfy0h84FerxcHzbZt2+Kbb77BiBEjsH37dpvnFqSpEszkwcHBSE5OthvNazpxNWrUCKmpqbh48aKVBpPjOLRr1w4nTpwwM+s7aZk/bGRkZbw3ZDS2bt2Gn36SYLUtBkrSjPkyMrdcvJ7//MK7hIeH49mzZ0hKSkJeXh4UCgVatWolEhc7AtN6aduIafvsmTABc22fYMIsbW2fLQQEBCAkJASHDx82+75Cm8rNLX7gm1arFccZKZR2vVkKRcI38/Hxga+vr2iaLAoKQzoeE87GyBcZEGWpXRQUBIIvX0FCpalywRQcx0Emk5ktNEtCCwxYtxchyr5FvTyrbDGlgcFTy2LeituIiIjA5cuXUb16dcTFxcHPzw/379+HTCZDly5dsGzZMitezpSUFNSsWRPOzs7YsGEDWrZsifT0dHh5eeH27dvw8/Mzc72yhIuLC9LS0hAcHAwiwr1797BzMUm6k/WfAKzcDHz8HhBbFThwCpj6A/BeD2DmeHbMX8eAxm8Ch1Zb+55L478o738GcuKAmzEv7HZj57dDl97/g0qlwpIlS7Bp0ybcvHlTHBi1Wi3q1KmD69evIy0tFR+NGYKH9+/i5OnzOHIsHrm5zKFYJpPB3d0dqampL6zDj5gRBv+wt/Ho0SP88ssvkr5mxYVSqUReXp5IQGvlLO3sjCFDhmDWrFlWgmVISAiCgoJw4MAB0X/GUVSvXh3Vq1dHZGQkQkND0aNHD2RnZ0OlUiEoKAgtWrTA/PmskuVyOUaNGoUvv/xSPN/b2xsZGRl2J3BbkNJGuLi4ID09vcR94l724iMiIgLR0dGiOU5AYUzacrkc0dHRuHPrTImZMInLD5YqW7Ysrl69isGDB2PhQuYkbTppv4i0kcWF8LxSfagkTL8/b+Mx7HPg8dPC+f8FBwdj8uTJ6NKlCzQaDXQ6XanW5cuibLKXQamocEQTbivIRICpoFuYxWqpcqkagE1/qvH6sGy8+uqr2LhxIxYsWIAhQ4agVq1auHr1qhhMFRISgqNHj8LZ2RnXrl3DlStXcOXKFcybNw8JCQlwcnIy46y0fEe1Wg2e5zF06FB4enri0aNHWLBggZlGXIAti05OLktBvGITc/8J8gPe6cKOFYTPNb8D3UcyeqSK5R2phf94KP85kMjlXdIQJtkWA5hPXIMGDfDBBx+gY8eOSEtLw7Zt27Bs2TI8fbAfrzXLljQ/EeeMtLxwrP71OuasTMGdB/kathdByP3WBIXIPWlK3Cw1MHl5eUGlUiEhIQFBQUFQKBS4efMmAgIC4OvrK5qrC8tLaQ8qlQoajQYpKSnw8PBASkpKoXzlVCoVAgMDUbVqVfz666/i4Cxk8UlPTxdX8W+99RaWLFkCwDHzVEGDt+k1KlasiGfPnomuEJYQmAFyc3OtOBgL0la0bYQXsvho+26+FqskOR0F1K6sxqY52aViwuR53mpiEuDk5FTo9HWlhaIILS/b9Cu0T7lcDh8fH7PMNKWBFzEu9hlT/Gt5eXlh2rRpGDJkSKkJ2HK5HESE0NBQ3LhxwyF3GpVKxVxVZOm4uJWDhwuVuGD+NJ1HRBsj5EpvJCUloU+fPpg/fz4OHDiArl27imNvRkaG+A6mY5zU+Ovq6op69eohIiICM2fOBAC89957WLRoEUJDQ5GQkGCXLJ3jOFSpKMPpX0vfcimiXBygqvTi7veS8c8VKJ9tBe61L/XbmE6yHh4eSE5ORkhICN5//3282zsI2qxZQNZBEMkAGCRdKYxGVuTPzU8zlirQsdcP+HBkf1zaysHdlUp08JRaiatUKri7u4vm3/DwcFStWhVr1qwBYN3By5Urh08//RQJCQn44osvrCKdXVxc4OLignv37jlsEipJlJTJqDCQ8o90RPN1+PBh1K1bF+fPn0eVKlXsChO2hPUXNckWxbewIPA8j+gwI/atKHkTZosBahw/9+La3YtGaZp+L91kFGjCwqEk6cGKCluLpx/XADOXA7cSmW/80F7A4F75rmvXbgMffMFYPuQyRlr95Ye2c1Cbjut/B3h4eCA1NRVqtRrNmzfHxo0b4ebmBoPBAG9vb9y7d89qnBHodSzHEyHDVa9evXD8wOISbT8GI4dnGYSW72hwM9EJSUlJ8PLyQnJysvg8BY0dgiUqNjYWPXv2xOTJk1G1alXs3LkTiYmJ2LlzJwYOHGjWFoX5SWqR7+vri7S0NLEdvwiLDiADNLFA2f2leZO/Hf6ZubwBwKkd4NwTQOm0Gr0eOHoxFJ99cwLlyzP9d3JyMjiOg6cb4GccCW1yNxgzGFcZx0kLkwBTqQuduW5VYMP3edA8HQClQon+k4ORkVn4PLr2njsji2khTM06OTk5ojCp1WqxYsUKsw5rNBqhVqtRvToj8rx58ybeeOMNfPTRR0hJSYGvr69ZHlm5XI7XX38dderUARGZ5Ux2cnKym58aYBow4TrC/1999RUGDx5sdpwQcS6zCEt+0cIkYE6fJOT0tSVMCv5CkZGRqFu3LgAWceviYp003tS3yFSYdHXNjxQbNgV48tR2lH9RISw+hj232lhqEhyFp6cnfHzM8zkK7cXNxYg/FpbcpAaw6+g0wOY52WJAnVKpRExMjFVbKQhS+ZGLiy5dusDT07NY1/BwY5rJ0qi3XYsBZ53eTAv9ooVJlUpltW3cO9Zj4cK1wMD/Ac1igU1zgO5tWHv9Zinbn5LG8lI/fAIsm8YCz37+nfEpSkFvYPcpLQjtz17e7+bNm2P69OniWJmcnIxKlSqhYcOG+P333wFAZMkw1UzGxOS7epnmzTZFZmYmsrOzsWTJEpy/whYPT1KKP3bo9cDjZEKD3sCxs1lISkoCx3F48uQJiAh6vd5s7DDNNc5xHLy9veHi4oK8vDy0bNkS+/btw8aNG6HX6xEUFISIiAiUKVMG/fv3t2qLgrLD9H2F/vXw4UOzcfiLH0tbmAQAA+A5rrRv8rfDP1dDCQCGJ8CNKPaLkhMwCDJk52oR2iIXXr7hWLt2LW7cuIFevXqhjE9KiZuf1GoVtszNKRny5FSg+Vv5Jq3o6GjUqVMHly9fxoEDBxy6DsdxCAgIsOlvOWDAADx48AC7du1Cdna2lXZT0HQUhlhapVLB19fXoVzNPM+jZ8+eePLkCbZv345KlSrhwoUL8PDwwJMnT166v1ydOnVw9uxZZGdnw8XFBU+ePIFcLseiRYswYIA0CaQU3Ygl/r9mbnnRJkyZTAZPT0+kpqbapJsqDZN+SeNlmn4VCgWio6ORm5sr8oUKnIlC8oHiwnLcsBWAVq8no7kyzTHdcxRw5CxwcxcwbQFj97i9G/B6Ttr/+z6mhTywyjrZhYDoDiUTAe+IX6Ol24UQXCiTyfDBBx+gfPny2L59O7Zs2SLpiqNWq+Hi4gKj0Yjk5GS77jqWz6NUKqHT5OLQrzVQMeBkkX1wV2/hMPRzwtNUcwuRl5eXSEzu7++P+/fvo3///lixYgVq1aqFQ4cOoXr16jh16pQ4N7Rr1w5nzpwR5xhnZ2fk5uaK/VWqTn18fNC2bVvs2bNHnCcs25BGo4HBYMD671VoXT+9lARLGeDcHQh0JJXOPwv/XA0lAMg8gTK7AF6HktNUysDxOmjCD2LHruPIy8tDjRo18PTpUzxO2IMT69VM8Cvm7eRy5nR+YBWQnZ2DyPbAmh1sRVdYbaVw/M/bWK7muKtAkyZNEBsbi7i4OLi5uWHcuHHP72stiTg5OcHNzU38n4iQkJAAFxcXVKxYEYGBgWbHL1y4EFu2bEFubi4UCoXV4KZWqzFp0iSbmi6pwTcnJ0dSmFSr1ahWjYXc1alTBxzHISgoCCtXrsSWzZtRvWoFPEiIh5OWkJLyFGq1GhMnToS7O5tZZDKZVXShJfz8/NCiRQu7xxQGR48eFes5LS0NMTExaNKkiU1hkuM4h9wFhMwtJaVteJLiuDApl8vRr18/q+3BwcGYOnWqTc1e20YskMS0vxiNwIzFQFgrQFMVqNKJBdqYYulvLFWcugpLjfrpHOl3lssZ4bhATAww0vSUlBS72saSFCY5jkPVqlVRoYKDqauAArWXUvUGsFR4ihiAizQvTjXyj7l0A+gwGHCpCXjUBV4byjh3TSFVb6bw9vZGcHAw7t+/D6VSCTc3Nzx9+hQ8z9vNWFUYWI4bvdqxyHVLZOcALhbKPk831n4BlunklRr5wiQAtKzPuDm32TBr5+mBnm2lx8PCQKFQOMSdKAiTHMeB4zjRavHKK69g7ty5GDx4MI4cOWJ2XQFyuRzZ2dl49OgRHj9+LNabVqvF5s2bERkZaXY/y+dRKBR4mgrU6ngZQ6aF4PBz5rY8PeuLUjAa87/F4dNMOO/7ES9avUaPHo29e/eKiT0eP36MqVOn4uHDhyhXrhyWLVuGvLw8jB49Gu+99x5OnTplFum+detWM4WFSqUy66+m79ChQwesWbMGwcHBWLp0Ke7cuSMeL9SFoO0ODw9HQEAAhk/lkZGlLnGLDiBjcoff9yV94f8X+GdrKAVknwfuNi+2plJvACDzhDzkT0DNTAvPnj3De++9h21bVuLmLjWcdXngSlAbKkzsNbpqkPAgq0jkyScvaDB5dg6OnPdAuXLlEB8fj9DQUFy+fNlKU+fi4mJFx+Dr64uWLVvi8OHDuHbNmjivMJkhChOFqNFoMGHCBEycOFFyv6WmkeM4RFUg9O0ow8A3qsBVdQ0c5Ttpp6YDJ+OBo+eAX3epceK8uZBWECXL3x3C6t7dtfiZW1Zuys/cUlCUqQBHg1tUKpVo/pLyZ5o4E5i+GPh0GONx3LaPmS+FrB2zlgMjprHkA/07A0nJjJS9RiVg/XfS71RceizLCOvCUj/pdDrwPC8G3FmeX9hANlt+YCfigFpdgZXTgdAyps8P1Iph6VmrvgZElAMmvMvSzU6c9TyjyUbz5A0lSStWEti1RDqD2LINwNsTgaVTgVebMM1kl+FA347AnI8B3wbMDP7dBPPzqnRimdHWzbK+l8Av3KJ/ab2NNEwD8j766CM0bdoUM2bMwB9//GGVwKFMmTKoVq0atm3bJumO4ObmhrCwMJw+fRoGgwEdO3bEhg0bHHqOqApMgI+tyqFGJSqQS1XQPAJsDomJicH+/futFm379u1D9+7dkZSUZKZQsGU1EsY00/0ymQyNGzfG6dOn8ezZM5QpU0bMvCRodoX+JQiW2dnZeOONN7Bp0yb4+/ujTZs22LnlW5xYr4JKoUfJWDBlTHkVfECUD/51oH8L9E+I7vUiugiii7Lnv46VvDj2u2GuEzV+pTJlZ2ebXdpoNNK1fbXF44Sy4BNQVChIqwFVLA+aPRFkvJC/f98KUIMaIGcdqIw/6P03QGknJO5/HrRyOgjIL1EVQJ8PB+1cDEo5Zn58yjHQ0bXO9Plw0O8bZtDBgwdpwoQJ5O/vb3YNPz8/atGiBUVFRREA4nmeFAqF2TH2Sps2bWj16tWkVCqpfv361K1bN3J2dialUunwNaRKcHCw+Lfl83h6ehIAqlevHlWpUkXc3rYRaP9K9v6550GGeOlvaYhn++kiO75NQxDHcVSpUiUCQCqVyux+HMcV+T1kMhn5+voSwL6xpxvIxQmk02nJy8uLeJ4vVj0V+H0asjZWqDpZxc4rzecSSqUw62fJOAXSaUEf9jff3qgWqG4VkD4O5OEKalHPfP/5jeyafyy03Y/r1XR9Ie8llHLlylFwcLBYSrPehPLjpyC5HJR9Vnp//86gckGsnoVtx9eC/L3z24pliapQvH5Q3MLzPMnlMqtxTig5Z0H9XjM/p1UDUO45tl+lBE141/q8+tWt25HlOOrI8zlaNy4uLuKx7du3p7feesuha5UrV47mz59PnTt3JoCNK9HR0Q7fV6vVFrnuvb29qWHDV8jFiSMPN5CTlm2Xy+Ukk8nMjhXGzho1ahAAWr16FRlyn9L5M3/S7O+mUvv27cjZ2dnsHNNrqNVqksvlNutYLpdTlSpVKDc3lz777DOz9lGpUiVyc3MzO75y5cokk8koMjKSeJ4njuOobdu2NGXKFAJAkydPJso6R3TFp9AygXWRsetknXtJAs7fA/8egVJA+laiWw2eNwI50UXO5iRriOeZ4LcStOXnwXTixAlSKBQ0cuRIi2tukRzYAdCwPqBdi0H/GwLiONCMMWx/3CY20DWrC/p9AWjhZ2yibN/YdqO1N9E7aZnAInR4oVMJQotKpaLY2FhycnISB4MqVapQlSpVrAYmoZP7+Pg4PPB4eXlRzZo1KSQkhNRqtdk1g4KCKCgoqFiTikwmI51ORwBoxIgRRESUm5tLAb4qOr4xzEzwL+xCYdVXIE93zuzda9euXaznrRQGmjICtGuJtMC/awnbXymsZCdfqVLQ4mPnYrY/qoL968jlcpsDvlTx9PS0KzRPGZEvyApFHwc6uwF0f5/59hb1QFUjQQl/sXNnjbf+nl7uoOFvSH/r3PPsHQtbdxUqVCCO40itVpv1q9L+ZvaKVL0JZUgvULQNgdN4AeTqDPrsfcf7iFBv4eHhL/WdnXW2n7H1K2zcm/4haO8y0PcT2VjYsRl7Z4XCtkDZqoH99zcdTx0tPM9bCVtS7cZUuCpfvrzDbeujjz4q0gKF53ny8/MjjuPIycnJ5nFqtZratm1LSqWStFotaTQacWEvCI0KhYLef/99q3MrhYGmjeTo0C8aSjluXpdpJ3k6tt6ZZk7QUqUwSNaRRqORrLNKlSqRWq2mgQMHivOAUNzd3c3qLTQ0lCpVqkQymYzGjx9Pffv2JQCkVCrpyy+/JAA0duxYMhqNbP4uhrJJPD6hN7vOvxz/PoFSQHYc0aPxRLebEV12MWskGacVdOhnLe1YWZMoO4569+5NgYGBlJWVRV9//TUBoG3btuVf61Z9oou82TViqzLto+m2Hm1BIYHs73EDQWoVKN1EIzl/MusQt3ZJCz/7Vph3vsqVK1N4eDi5ublR/fr1rTqjaZHL5WadThgYhF9T4VOquLu7i8dJ3ScyMpJ69eplNfGEh4eTwWCg9evX27y+SqWi9u3bU926dQscFBUKBYWHh9Ovv/5K1+J/pSdHFaSPl14UOCxYngc92M8mYqn7OTJYC8cVR1Na2AmisEX4/n4+OvLxlJGTFiSXWw/qJV1sffddS2zXjyAAPdgPmjaSLcYWfMI0a3I5aGQ/82OTj4BkMtCrTWzX987Fjj+z1GT3dyn26q1+dSZ4t6jHLCPurqCB3Zjl48ZOdv7yL0CDe7J9KiWoQ1PQ3T9Lpt5Kq3i6ST/fwdVs/4+fmm/fOp9t3zyXLTTel1hoxISDurW2PzZ4uBX9mQMDA6l79+4E5FsonHUFn+fq6koNGzZ0+D4qlYqaNWtG1atXN9tuuggyLVqtll5//XUaPny4XQHWz8+Prly5Qh07djTb/uqrr1r1j1eb8A6Pe8JC3pY1RC6Xi/OIr6+veC/hWV1dXcnT01MUioXtHMdRWFgYKZVKioyMpO3bt1O9evVIpVLR7NmzRcvZ8OHD84VJUziobDJeMFnQ3WrAzvsPRPRvFihNYTQS6dOI9I9p0MDeVKtWTWrfvj21bduWiIguX75MPM/Td999RwaDgdq0aUPe3t6UmJhIlH1estFViwS1bWi+bUiv/JX2B2+yv0073tqZrEOdXGd7gBO0SILpVyhlypShChUq2NUq2hs8eJ4XO59l583NzaWcnBxSq9VUsWJFAkCtWrUyMw+HhISQi4uL1f3at29PXbp0Mdsuk8moVatWhX5OjuPIy8uLADYZpBxjwmBxhElToTLlmLRQ6eiE9/O3MlH4L9S9nx+/cjqb5Is6gVkWe0KRq2u++VcQ+AoywZe0Zs6WCVMoq2fkH9uuESjzNNve+1WQUgFa9DkTJC9tY5omlRLUtK7t6zlqwizNUq5cOfFvW4uVglxGbNWb8QIbU5y0zL3mr+XMIuKsY4vbo7+w8/29mfZux0LQii9BQX6gCsGgZyf/vvVmS0MptJELW8y3p59g278YyYRsy7FYH8fq6X9D7LfBwmgoTftHYS0UwrlFWcjI5XIr4dGeJUGqn1uaooUiXFd4LmGMFwQ+Dzdm4SnuuOftITN79pkzZ9KIESOsnqd8+fKi4GzaT0yVER9++CEdPnyYgoKCyM/Pj44cOUKrV68W3+PevXv25QE7yia67EJPTlejz4eD7l3f8QKEk/9f+E+gtMCXX35Jzs7O9P7771NERIS4vV+/fuTn50cZGRn08OFD8vPzo+bNm5Px4UfPVzPmnWXpNKYxWfElG0C2/8gGp8E92f7zG9kgOfwN0ONDzAQeHcYEJb2NjimYn6QmIpVKRa6urja1lEql0szM4eTkZDYAWpozeZ4nrVYr1sHhw4cJAB0+fJiWL18uCiT2/HMaNWpE3t7eVtsFYVilUpGLi4uVIFpQ8XBjmquSEiZNhcoH+x0T6hQKBX311Vfk4eFBPTtXYs9TyAHV1v2LKtSaPptSqRR9ih4+fEgTJ06UnFQsfUalSmBgoKiZj42NLdaziROYHROmUK7tYELR9xNBbi6ghjWZ0JR+gvkCchy7lkYN+mQoqF41+y4jhRUQSrtICej2NOJKpdJuvRniQX8uY2OJ6XbB//rTYey3aqT5QvbwT2z7D5+8nHrjeZ7UajXpdDq7ixYpQfrUeuln3/4j277mW9Y2dFrQo4P5+7f9wPYfXG37nS0FaebLad/lo6QtFAUtLmy5KwFsjA8ICDDb7+bmJmnuDggIoIiICGrdujWVLVtW8l5+fn5mfusx4SiRcc94gadnp3UUHcZM3pYmbQA2XU5MBUknJyfav38/rVmzhjQaDdWoUYPu3r1L69evJ5lMRj179iR3d3caNGiQ4wKBibKJ9GlERiOtWbOGANDTp09LWPr4/4//BEoLbN68mQ2+n35KCoWC9Ho9ERFdv36d5HI5ff3110REtHPnTuI4jm7tC5XsJAU5itNF0Lz/gXg+f3/ZANCdPfYnDEvzkzDIBQcH09tvvy36iwjl559/pjlz5pCPj484OHXt2tVMEJTL5VaChbu7uyh0lC9fnjw8PAhgK9TC+NFZFq1WSxzHWQ2EGo2mQOFGoVAQz/O06qviD2I2hbo46wAoW0Wn01GNaMVL05SGhoZKbu/RowcNGzbMrM4L+50aNmxo00/LdNKqVKmSQ+3BcjJuWD+qUPWybBo776/l+dvSTzDhSXAbKeMP6tvR/nXsmTDVarXY5h0JLBOOtWzLgnuIVLHnluJIsWX6tVeeHmXnTh7KfscNtD7G1Rk0qHvR6q0ki2nbatKkifh3mzZtbJr6X2/JBMYvRjKBevZEZuauUYn1p0cH2f9VKoJ+/Y6Zx91dQW1ecWys5XmeatWqJT5fSEiI1XOXlKbO3bVgS4C7u7uV5lCr1Uq2O1dXV7N+Z6kBtQzUlMvl1KNHD5v3rlOnDkVFRVGVihylnuBKdNzLOC2nZg2sLWyBgYFW2ziOo4ULF1LTpk3FbceOHaOPP/6YADYGZmZm0tatW0mhUFD37t1Jr9fT9OnTSS6X07Vr14osIyxYsIA4jiODwVAiMsc/CXjZD/B3w7Vr1wgAff755wSAbt26Je575513yNvbm9LT04mIaOzYMTbNTwU5ik8byTrBkF6g3UtAv3zDhIiwsmzVZ6vjCatmuVwuruSkBDRHi6XmUqoITtwBAQH0xRdf0KBBg8R9kZGRkitK09K4cWMCWGRjw4YNycfHhwYMGCAOhCNGjKA2bdo4FPXctpHtCeCr0cx0p1aBKkewAdr0mONrWbSwTsvMfuMGMsFf6nqO+DS+TE2ppVZXJpOZTQ6FbQ+WgVRC4FmLFi1KNEJZKLY0bY8OMuHx4QHz7UIU908zmF/cgVXm+x8eYBrLmeMKEijNNYAajaZYUbCOFKmIWEeK6fcUFlv2NJQJfzE/09u7zbcnPg9kmjmO1ZGl/yldZH3igzdtX/tlanaFurMVjJRzFjTpPeafrlSwMWB0f3P/9PMbWQCkRg3y8cz3K7X1vrnn2f2E+9vTHJeUpi7vPGvHdarab49BQUE0ZMgQevXVVwlg7kaWmsiCikajoY4dO4ouUmq12spsbmsM8XADPTzAFdt3XXLcOwDq07OtlWLEUtkgzBW+vr6k0WjIycmJXnvtNeI4jqZOnUpGo5F27txJKpWKOnXqRLm5uURElJmZSQEBAdSrV68iywjTp08nV1fXogsZ/2D8J1BaQK/Xk0qlogkTJhAA2rVrl7jv1q1bpFAo6IsvviAiotzsx5IdwxFHca2G+YJZTopOWtCot+x3vKAAadN2dHQ0AUzI8/DwEE3LvXv3pnHjxlmtRnmeN3O47tmzJ3EcR+HhYeThJhedyBWK/BWuMLByHEeLFy8mo9FIy5cvlxx4TAVEZ2dnevfdd4nnefL39yeNRkMxMTHUqlUrunr1Knl6ehLHcWaaISmN5f6V0gP3hHdZNOe0kSyqfmQ/dvzqGWz/9T+YFqb1K+w7zBjDfO7e7S4xsEkEQEmVUtWUSlBFSRWpQd+W8KJQKGjSpEmS/lLu7u5ipKlw3QMHDtC6devESax58+ZW1yuOoCC1GLu9m+2b+oH59q/Hsu3xm5k/Zd0q5vvHDWTBOtd22K5TW76AHh4eBS6qilu8vLxKzAfV1iJWqLvx75pv//Yj5n5zeRtbUIUEmtMK7Xquifv1u8LVW0Hl7bffplWrVtGGDRtsmlEtS7Vq1Wzus0eXVBqlINYDoBR8uePyLRQCVY5wr9q1a0vSmgn9uWzZslY+jvaKQqGwq023VUpz3DNelNHZ36NF4dYyettUO2wZra7T6Wjjxo1ERPTXX3+RRqOh1q1bW9H8zZ8/nziOo7NnzxZJRhg/fjyVLVu2aALGPxx42Q/wd0SVKlVowIABJJPJaP78+Wb7Bg8eTB4eHpSamkqUlyTZKQpyFBdMT3M/tj63RiUm9NjrdN1eb0adOnWidu3aUVhYmJkAIXAquru7i5oRpVJZoFmyqDQ39jQvMTExklrHwMBAGjhwIIWHh1P58uVFf05T07uUsFI5gpesj4K4C+ki00gE+ZlrJOd+zFwOLDU6tiaUgIAAs2huW9/n8E+gxrXZosHHk5lhTTVujvKP0sWiRX87OTmZ1Z8wyQh1a7oYMY3uFwKeGjVqRABbEPTs2ZMAUMWKFc38YUtCOLJlwuzfmWmZvxqdT7mlUoLefp3t37GQnT+iL2jPUraYAEBjB9j+JoIJk+d5cnV1NQtKcrQU5p1tRdgWtZj6ONuL8n6rM1tYffY+q7vJQ5nWTqBTOrSa/d+0LvMjXDKVtdE6laV9t0s7yruw/tO2FpQlWQpaUA4dOpRUKlXpWigOME2g0Dd1Oh0FBwfT1q1bRSGqXr16NgXCoiyQpBbwlvOGvXFPKK81Z+5bptsKM+bRRVD7xvnzhqklDsifcyz72MSJE4mI+fs7OTlR06ZNKTMz02p+z83NpQoVKlD79u2LJB8MHjyYqlSpUqRz/+n4Z6deLCIiIyNx+fJlBAcHiwz8AsaNG4eMjAx89913AKeUPL9iOfa7/6T59oOn8/d7uFrvf/wUuHILKB9k//m2/b4bGzZswPbt25GdnY169eqJqbiICOnp6WjVqhX0ej0mTZokpkDU6XT4+OOPxWOdnZ3RthHLuhG3CRgzgEOT2jDLigCw/5vUBka/zY7bv5KlZFOr1TbTJwLA+fPnYTQa4e3tbbb9wYMH+PXXX3H79m3cuHEDz549AxFBr9eLmSCksoZ0b2OUTL2mUgKHVgOj+plvVyqA7OfJF3YcANo1ApQmn6xLK5YRY4dECvM8PcsUYYqnT5+KGSnGvSOdAvNkPNCkH+CkBX77HvhyFPDHQaDTULY//irQ4m1ApQDWfAv8bzDLStPrQ+tr6Q3sPo5AJpOB4zh4enpizJgxYv1VrFgRaWksW5DBYIBWqzVLK6hSqcQsR48fPwYA/PXXXwBY6ruffvoJAHDp0iUkJSWJ51EREmxZZs04epZlaLHEvP8BEwcBC9awlG4rN7OsOQs+Zftb1mdZc/44CLQbBKzfybKgfDHK9r0NRuBEHMvoVLZsWbF+lErpPiwFR97ZyckJAKxSZRaU3rMg6PV6se3ZqjeA1d3H7wErNrG6WbGJ1d03H7H9sdWAP5exdv/6cODD6cCrjYHtP7JsOpYwGNn9CkLjxo3FdKYAS7kZHR0NwPq7m0Jom5YQUhBaYtqPpZO73BRyGbuPaXpDU8yePRs5OTn4fgLg6c7SVJbo/eWApyvw3fj89JMZGRm4c+cO2rVrB4PBAB8fHxw6dAjPnj3DqFGjULZsWbi4uKBMGZYeyV7GKn9/f3h4eAAw/zaWee21Wq1V/7A17glYuQn4bZf5tsKMeQC7/pi3jXB1dcW6detw/fp1REdHi/1PqVTigw8+sMqs88cff+DUqVNo3bo1qlatik2bNkGj0VhdX6FQ4NNPP8WWLVtw8OBB2y9jAykpKWapiP9DPv4dqRcLiU8//RTff/89qlWrBicnJ/z6669m+4cPH47ly5fj5o0bcEsKAYzWg2KX4cD2A8CkQUCdKqxTTZ4DlA0AjvwMzP8FGPY58G53oGsrJkxO+xG4nQicXAeUL2N1SQAs7ZVbbfNtMpkMRGQ3/aGnpyeePHkipvaqU7MCdq6sCGfaUuT0fKs2A8OmsPR8QvpFuVwOIrISNJ2cnHDu3DkYDAZMnToVy5YtE59XKo2dm5sbqlevjgMHDoiptXYvBRrXkk41KYAIePQEWPIbMP5b4IfJQJ8OgLYa8PVYYGQ/8+NdawHvdAVmjDHfbi/1WqUwJlhLodlbQFY2y8EuPOevfwDDpwH7VgA/rgW+XQYkHQScnucf/uEXYNBk4NYuoGyg9TUrvcrSmxUHhU0VWNjjBWg0Grt5sE3326vH0kBJ1KMp1Go1goKCJNORlgSCgoKQmJho1a//jvUmpLwzBcdxCAwMxL1798RthUnTKgWO47ByOqFbm9IRLPV64JffgT5jgGrVquH06dOSx7VtBGydb/9anYcBpy4At3bnb2vQGzh4yvrY42uBmtHW29sNAo7Fe4mLvYLgSL/V6XTIysoq9HcoqN0lPgKiOwA6DUsJLLz3+G8LP+YBQG7gKWz/8y4GDhyIvLw8hIeH49ixY+A4TpxfeJ6HXC4XhUsnJydERUVh586dcHFxsfmsRqMR1atXh6urK/bu3Wt30WOJdu3aQaFQOJzG8t+E/zSUEoiMjMTjx48RGBhopaEEmJYyJycH386cCahrSl5j9VfAyDeZ4NhqADBzOfDWa8DeZWwFOrQ3sOJLlle67bvAyC+Z5vLUetvCpNHIcqhawmAwiIOIoCGxxJMnTwAAqampiAkHNn57DRr9FgCFH5iF47u3AS5uAZrU84LRaIRKpRKfxxLPnj1D48aN8c0336BmzZpmnV14do7jUK1aNQDAxo0bkZubC57ncePGDQBAjSj7wiQA/LwN8HsFGPcN0LYhEyZTn89zLjrr4511QJrEYp7nWR7pkJCykMlk8PHxAcBWx73aQVJT+uQpsPcYMLin+XN2bgnc/RMoFwRk57D86lqThbOn2/PzU6yvKaUpZc/HBlLAvgZIQGkJk2q12ux/e8Kk5f74q8CBk/Y1HiUBvQHYf6JowiTP82ZaGtO6zs7ONhMmZTIZeJ4v8Hv4+vqa/S+TUg0CuHfvnuSk/3esN0thEmBtzlSYBGBXiHG0HQ+bwvqaRPrqYkGvZ31w2BT2vyBMtm7dGiEhIQgNDRWPLYqmjgg4d5ktag//ZF4iy0s8jwH4aAAcFibZPfLHUtNfU2RkZMBoNEKn04n915G6tzXuCRgwEWhZD2hW13x7Ycc8gN1n6fet0LFjR9SqVQtnz57FnTt30KtXLzNNeEREBEJCQsQ+9OzZM3Tq1MmuMAmwfj116lTs27cPO3bssHusJf7TUNrGfwKlBKKiogAwlf+1a9esJlc/Pz8MHjwY3377LbJQGYC1zUOpBD59H7i5C8g5B1zdAUwfnb9CA5iwc/pXtj/hL+Dnb5jQYQsEDsfPS3d84RmfPXtmNji4u7ubNf6YcGay9nQr/gpfLmfX+W3mY3RoVQ5JSUnYuXOn5LE8z+PevXtYuHAhhgwZgpSUFKtjnJ2dkZaWBo7j0KhRIxw+fBguLi5YunQpXn+thZUpXgq1Y4C/lgPfT2QuBq3fsW0ezH826e2uzsDjR7dhMBjw9OlTKBQK5Obmok4VtgK3xLkrTOj39gB6jwacawBONYC+Y4GU50rs/p3Z78gv2KQYfxX4ZA77LlUqWl9TxjMNtyWMRqNoArUn/NkztcpkMtSuba7u1mg0BQqTPM/D1dUVHMcVS9sEvFgTZlFgNBpF7YdMJhMXTVIwGAwwGo1W9Wd6jlarRXJystV5hcXfvd6KAkcXMZnZarR5V46MrJITKvV6ICMLaN6fWVwEuLm5Yfv27Xjy5ImoXKgUBjSoYbv+Ex8B708FgvzMt1+/A6RnsIVu3armRae1vo5cBrxSE4gO41C/fn1xXLcUZqT6uFCXlnUqHCuTyZCZmSm6ZjhS97bGPQBYuBY4eQGYPcl6X2HHPIDdp7x/EjQaDbp27YqrV68iMTERe/fuhdFoFBf4V69exaNHj8zqYPz48Zg4cWKB79SmTRs0aNAA48ePL9Q49p9AaRv/CZQSCAsLE83ImZmZePDggdUxY8eOhdFoxIJfngEo4aWyDch4Qp0WswAAcrkcXl5ekseZdqSnT58iJSUFPM/Dww3YuYiZJErK70cuZ9f78eNbaNuqLpo0aWK2v1y5cqLgYTQaJX0jAbZCTktLw/Xr10FEeOONNxAVFYVOnTpBrVbj4IE/HXqe0GCgYS2mAZ41Dth3gg3kABvMLZH2DHCVVuoCyPe5zMvLE5+9ZiVpITTpuZzQfwKgUQEbZgMzRgOb9wLt32MaiuhwYPqHwPerAK96zESUnsHMZ1KKKkFTWhTIZDIYjUZERUXh999/h6enp9l+g8GAY8eOmW0rSMMIMCErNTUVRGTlx2QJrVZipjTBtr+A1VtKT9um1zPXjN/3Ff9aBoPByjfSEZj6pmVmZtrsA4XB/6d643keb7/9dvEv9BzZ2dm4dd8ZPcYG4UlK8YVKQTPZoDcQd9V8n7DwNdXADurlUiRN3ZlL7LeqDSFKCnl6oEdbwsGDB0FEUKvVaNy4MUJCQiCXy8HzPFq2bGl1nlKphJeXlyhoCdYMUysSx3Hidkdga9y7ncAsbHM/BrzcrfcXdswD2H1iq8mRk5ONN998E+3atQPHcXB1dcW3336LR48eYc6cOQgICEBKSgry8vLM5sMpU6Zg4MCBdhdrHMdh2rRpOH36NNatW+dwPfwnUNrGfwKlBJRKJUJDQ8VBRMrs7e3tjWHDhmHCJz8hT14bpV2Vgvmpc89JUKvV4gptzZo1Np3HTWE0GkvVidzDhTDotQtW+27evFngSlGj0SA0NBQVK+aPtCtWrMD58+exdOlSdO/eHRmZtkfwpGRg+QbmO2mK6kzRjMRHQKAvcO2O+f5HT9jAFhkKm7CUl5x11kFL4rHP5YQalYCFnwPNYoFBPYB5HzO/qZ2HgC9+BN77BHivB7B7CfDLN+yazd4CHtqwbLk6syAfWzBdnZuaZ4XB9MKFC2jTpo3o9lCSUCgUViZcUwgCmD1N6YsyYTrrmEbdWcL1wREUxs/qReBF1VtxwXEcFi1aVOjzvLy8oNPpUL68uT1YpVLB09MTB0+kIrI983kECi9cC8f/vA2IbG8tTNpCZEhakTR1Zy6yfvzhV4BXLKCuArQdCFy+aftelhYKNzc33LhxAw8ePEDDhg3BcRy2b99udk6dOnWwePFijB8/Hp07d0ZgYKBozTBdMAqLfEtYmst5noeLk/S4RwT0n8i0rq9by7UAijbmAYBOrce77/RGcHAwsrKyQETw8/PDvHnzULNmTXTs2BFyuRw6HevQgmuA4HaycOFCvP7661bBRqZo0KAB2rZti0mTJol1VBD+Eyht4z+B0gaioqJw//59ALDpdP/hhx+C53ms2BYEoHimv4IglwHnE9shKysL2dnZePDgAWQyGQYPHixqPAS/EcuJT6fToW0joFd7azON0QjMWAyEtQI0VYEqnZhmwhY+mAZwkRLPJwd6v8qivy1R0EScl5eHa9eu4dKlS1b7BA1Yeka+L6QlsrKBN8cBi9abb//jEPutHMEig7fsBXJMBMT1f7AVctM60tdNTWdmMFMo7cjugqDSvrH59tavsN/TF4DP5rF6mj0JaFoX6NaGDbL3k4CvFtu+tr1gZNNJQUpjWNwIYymUK1cOHh4eyMvLw8OHDwt8NstnMF0EJacwU2NmdsmaMLNygE1/AmtnAinHgLQTwOPD7DflGLBrCTBlBDNhOgJHzIJyudymT2RJo2btlnjqvAYZJVxvUqbf4qAoJn2ACQgZGRmiD7WAnJwcXLt2Denp6XiaygJo2r4LHH4eP5OnZ+OaFIzGfD/AY+d5tH0XeGNs4d61qJq6M5eAZ5mAuwtjgFj4GXD1NvBKH7bolYKlheLBgwc4d+4csrOzsWfPHsm6PXr0KPr06YORI0di3bp1SEhIsKmJNB07hGOICDzPo0WLFqhfvz4iIiKgUkqP4XNWM7/QmeNY29HrmZAJsL9zc4s+5gHAurWrcecO0wT4+flh9+7dOHLkCDw8PNCsWTPk5ubi/PnzWLFihegPqtFooNFowHEcNm7ciBYtWtiNep8yZQquXLmCpUuX2n8YsPE1MzPzP4HSBv4TKG1AoA6yFZgDsMjpESNGYOhHvyNL0QlA6Uwkej3w01YOM+ZfwMaNG9GuXTsYjUY8fPhQXJVNnz7dSgsgUENkZGTYdCL/+Dtg/Ezg7S7AlnlA81g2QP+01frYfceBWSvsPKcEzY1arZaciCtUqCCaXxxdGZ6Il54oggOYn86nc5lwvPswMHk2iy58+3UgqgIw5m3gUTLQZiCw5U/gm6XAB18AA7uy8y0hBEBZPjrH25bswsqy3xwLmU6YwLJzgcwsoH418/0+nkBEOSDeTvBDAZZlm1Cr1cX2c5TCzZs3YTQaC3R+F6DX680mNUuzb9xVoOlbSmbCLKYZ12AAjMQE/H6voVBUWEUFz/PYs2cPQkJCiixAOQKhT/M8jz/++ANvDJiOBr1Q6qbfvzt+3wc0fINFpE9fyBgaLBegqels+/SF7Lj6PY2FNunbslA4oqmbMoL5d3/zEfON7NMB2LGQPdes5bbvactC4ePjIy5eLAVGV1dXzJ07F0+ePMGZM2fQuXNns4WOMPYKLkqTJk0yE5KMRiMuXLgAtVqNwMBAGIzSc9u6HYyhxL8hoIhhZflGxlaiiGFa7qKOeQCQlW0UKdGePn0KLy8vcByHP/74A1euXMF7772HkJAQ9OnTB+fOnYNWq0VGRgZycnLg4eEBjuOwf/9+xMbG2rTQVK1aFT169MAnn3xSoEtLaipbefwnUErjP4HSBiIjI3Hv3j2ULVvWLi3IBx98AKVSic9/9AVknihpodJg5JCcymHIZ4TU1FS0adMGISEhUKlUZgPERx99hG7dukEul+Ott97C3LlzRa2QLSfyzCxg5gpg+BvAR+8wE+3XY4FGtYDvLATHZxnAWxOY6dgWBCfyqAr522x10GvXrtk0RQirSwAihyXHcTh2zj7/nj3uworlgT8WsnfuMuK5QPkmMGu89PVs8e89Ts61qSmNDAVCApkJzVQQ3bSH/bZvXDT+0dR0ptkoCmzVP8/zoqmoqEhJSbHJIyiFghYOJ+NymQlz2/Pji2jClMnyNUgKue2gK55n+wEWGLHtB2D992q4u7JtcrkcnTt3dkhoNhqNaN++falRCAkQAnqERcKJEycQdxUvxfT7oiDFJWhL43bhGjBxFqP7cqvNAuM8Y9mvW222feKsotNH2bJQFKSpMxpZAErDWubnlS/Dxo2zl+3fV6e1ft9Hjx6Jixe1Wo2AALYy7t69O/R6PT7//HNERESgatWqWLNmjdhm5HI5cnJy0LBhQ5w8yQYjFxcXPH78GAqFQoyivnfvHnbv3o1du3YhOUUvOe798AmjPDIt7RsD/t7s748HF51zOe0Zh9lzl5iZ4AUFiuA/OmHCBISGhuLIkSMICwvDhAkTwPM8DAYDnjx5IvqNx8XFoXr16lasAwI+/fRT3L9/H3PnzrX9QMj3qTWNNP8P+fhPoLSByEhm1/X09LQ7Sbi7u2PUqFH4euZSPFKvBngdSkqo1OuBZxmEeVs7I7BMNJKTk+Hs7IwffvhBFMZ0Oh3c3YKbwT8AAQAASURBVN3F6FKO47Br1y688847uHbtGlQqlU26B0cIwQWM/grw82LUR/aQpwf6diza+wsCcG5uLiIjI8HzPF577TU0atQIHMdh1ZZ8AcASSiUwYRBwZTuLmr+2AxgzwFyYeKUmcOQXIPsscG8vMG0kYMv9VCEHVktoaQHbmlKOA74aDRw+A/QYCew6xATzEdOY1qJGJeCTYUz7O2gy06T+so2ZF2UyYNRb1te0RRVVXBiNRmRkSEQpvSQIAQLFMWEajUw7CRSdCqtD42xc3AJEhzEB+Ndff3VYaM7MLKLUXwIoTr0dPo0imX5LAu7u7mZR8FJ0N6Z+f4KrRO3atR3yac3KkaFVm55WCzLTxTjHcSIJe0HIzZPeXpCm7uPvgGUb8r+N2TNmA94FyCf2fMhfeeUV3L9/H926dYNGo8Evv/yCjIwMJCYmIjk5GW3atEGVKlWgUCggk8nEhV18fLzYtkePHg2AWQ4ELZwlpMa9iHKMP9O0eLqxOaRmNFNAFHbMA9h9sqgSVCo19Ho9du/eLcYNEMvwB5VKhfDwcNy8eROxsbFo0qQJYmNjYTQa8cknn8DJyQmPHz+GszNTKd+5cwdVqlTB5cvW0ntYWBjefvttTJ06Vbq/EwGGNDxLvQVnHeDm5mrze/yb8R+xuQ08e/YMzs7O6NKlC3bv3m1F9WGKtLQ0hISEoFevXpg9413gbnPA8ARA0U1fBBkePyX0GuuNXfsfYujQoUhPT8eyZcsAsOjZzMxM8DwPf39/9OvXD1Om5HvRu7m5oUWLFli7di12LWHmvcISgr/Tje3beRDoNAw4vZ4JWZ/MAeii9HXsEYIDQOXKlVGhQgX89ttvz+9LcHFxQXp6eoE+anK5HHuX6VGnSulSpugNbOBv+Eb+NlNuxikjmKnUlnC75U/g03lMY+HhyvyHPh/OBHiAcdR9vZRpSbzcgVdqMOFWijIqT89MdBNnlegr/r9BVAXGf1enCvMlMzU3pqYzYfvmXaBnO0CtKpmAM8GPsLRMv2q12uFocZlMBrlcDhcXFyQlJYmcfHl5eaImRgqO1NvRs6w/W2rrXF1dkZmZCR8fHyQkJNh8LimKJEegUCgKHenevXt3+Pj4YPPmzQgPD8cff/wh7isqCb8p7F2D4zjR7JqXl4eUY9Zm78s3rVkkPpnDMmdtmgsE+LD2FODDkh4IOBUP1OoG/Pgp0P916WeTSmYhQEgUIJfLRUFReBdvb28kJSXZJZMvDNF8QeOegH7jGB+vKaF7YcY8gPXBLxcCUxZo4Obmhu+//x5dunSBSqVC9+7d8euvv4oLDZVKBScnJ5E+SKPRoF+/fvjoo4/QqVMnnDx5EjKZTOwrGo0G+/btQ82a5hzSCQkJqFChAsaOHYvJkycDOXFA2mog6yiQfcIsgYkRTuC1tQFNHcClF6AqIhXHPwz/CZR2ULZsWVSrVg0bN27EkydPRP8lKUybNg2TJ0/G1atXERzohOzbA6HOXQ+jkQNLx+oYxONdeiP+8buIbdAOISEhOH/+PDw9PZGammoVnRcREYGVK1fi/Pnz6N/fWpKTGgAt8dPW/FRY7RqxQAaNmg1mMR2ZWXzUW8w30Z5ACdgfAAUUNmOGs7MzMjIy0PoVY4EZKkoCbd+1TZnyd8xU8m+Bk5Zpo3NzmRuAhxtwYfNzXtUSZC8Q/Akj2784rZ3QJ0JDQyX9tl1cXESe1sIO25b19neA6SRvC6bvqlKp7EbslhS0Wi1yc3Ntumg4skAHrAWr5RtY8OAbHVi5nQh8/D0zDx9bI02hU9AC3VGYCpxSAr0jbSo6DDj/Ase92VsHYfiYBVAoFOJ3Hz16NCZNmgSDwYC5c+fi66+/xtOnT8FxHFQqFTiOQ2ZmJjiOw5w5c/DOO+9g0qRJ+OKLLwDk9zGZTIbt27ejefPmZvccPXo0bp6fjZ9mV4ZCfwyMY9oAli7cEhyYNVIPaOoDnuMBp7alWCN/f/xn8raDyMhI0WeiIN+oYcOGwcXFhWkJZR6YODcEXUZoYFAyycqe+QngRD+mo+d4ZHqsBQJWolLlV7B27VrEx8dDJpPhyZMnaNasGQID83NVCVGldevWxbVr19C2LWvQgjnIHs2NKaQIwYmYubaMH/M3dBQF0dwA9jNmSCE9PR1Go/Fvwb/3QjOVnARuJlj7kBWEF01xUxqR5FJ4lsmiwgWhqFTzKbux6wso7DsW9nihT9gKAhRMcUXRAVjWW0nBkVzottqiI8FLfn5+Im1QSQuTsbGxkjypmZmZdv197eVSt4e+nRhlzoXrzOIzfibwahPGDWyLGMBgBC7dckF4eHjhb2gC0/cxGAxwc3Mz+3a2yPhNEx9cuil/IeOewcjh5EUthn04H0ajUfxGQUFBmDFjBvz8/PD+++8jNjYWt2/fxqxZs+Dv74+srCxkZmaK6X8HDx6M8uXLo02bNvjzzz/h6uoKo9EoavZbtGiB1atXm9z4CT4ffAPrZmZDlnv8+UY9pIVJPN/+vF6zDgP32gEJvQGDbWvmPx3/CZR2IATmALYHeQFOTk4YO3YsFi9ejEOHDmH27NmIiR0LRYUj+Grdm/h6CS8ZeQjeBdA2Rfz9dojuADTqy2P2UkaTYTQaceTIERiNRhgMBkRFRWHHjh0iBYK/vz/0ej2uXLmC+vXrY+rUqdi2bRt0Op3oT+mkK5ijEpAmBP9sLnPUX/AJE4b1JkKx3q6AnE9zI5iKHIVpoIhWq5XMTPIy+fcE36sXlqlkgTTZeEGExP7+/qX1WJIo6UhyrVZrltaxdu3aYtCBAFtUWKboPAwIaWa+beteoFZXQFcdKNsU+N/30lH0llRYhX1Hy+NDQkIc4oy1hRcltBcGBRHbA9bCSmFole7fv29FG2QKe2OLYP60hcOHDxfJ73X11oLNvgCwdJq52RdglDkn1gEZp4BHB1lQi4eb7Wso5MC81Wm4cuWKzWO8vb3N0kIWBKPRiJSUFMlv5+3tjdjYWDEQ7eHDh6IWT6/Xv5BxT8YTZiyWw9PTE0qlEk+fPgXAgpCaNm2K1q1b4+DBg2jatCmio6Px+PFj7N69G0uXLkWFChVE4Znnedy9exeNGjXChAkTsG/fPtSrVw9Go1FsN71798Y333wDZJ8DbkRBlbPx+bmFXbQ97+vpvwA3IoHs8yVSF//f8J/J2w5+/PFHDBo0CO7u7hg+fDgmTZJgqzVBZmYmypcvDzc3Nzx+/Bg3btxAXFwcGjRogMDAQFE4jakUgrNnjoPjVADvBHAcnj17Bn9/f4SHhyMhIQGnTp3CwIEDsW3bNnz44Yf45ZdfcOfOHVStWhVnzpyBWq3GzZs3ERAQIA7Ybm5u8PDwMBuAG79SHX8uOCX5vEnJTBPX+hVG4yAg7gozc6uU1hQ4pnizExs0peBcA+DlLnjzzTcxc+ZMrFq1Cm+99RaqV68OnU6HAwcOOEwXJPiLchwHhUIBo9GIiuX0OLCq5LL+FMVvbtVXbIIojQFWr2dRu33GlPy1bUGpVCI3N1esb1PwPC86w79oCD5slq4e+1ey6Gxb9b9yEws0KRuQP7H/cZBRR73ZifkYXrrJ8r73bJfPCGAKKX9aRyD4tgEQfdmKC47jxPSk/8E+TE28xYEtf8+C2l5JwLLtKZVKjBkzBiqVCt9++61dv34BguBUkv22VMc9A7D7mCc+XRiBQ4cOidu9vb0RHR2NpKQkxMfHg+M4VK9eHSqVCmfPnsWzZ8/QsGFD9O3bFxqNBgMHDhSDDgUzN8dx6Nu3L0JCQvDJJ5+I144JB46tVUKtNKA4cQ/5kLHg3OADgDqmBK73/wf/CZR2cODAAbzyyiuoXLkyqlWr5hDx6cSJEzFlyhSMGzcOkyZNQtWqVZGdnS2Ss3p6euLJkyfYsGEDOnbsaHbugAEDsH37diQkJMDLywsGgwFDhw7F3LlzoVAoEBERgWPHjsFoNCInJwd16tTB8eNMNc/zPPR6vZlfkuBzZMuH8k4iULYZMPUDYNzA/O3fLAVGfQnEb2Zk06ZYsAb48Tk9hJc7o8mxhKUPpUqlQkhICJycnHDmzBnRJOHk5IQKFSrgxo0bIh2ELfj5+SEtLc1M0IkOY/5Mnq7FEyoFzWTz/oULwvBwA65uV8DFKa9EB9eX4b9XEBzxd3uRKMiPNfERS/Gm07BsI4JA2eRNtnA4tib/2Mmzgc/nA6nHpHMqA/l+rIX1/bWHogSnAIx/8NEjG0zYpYiSfPcXDblcDoPBUCTBSkooa9sIL92XW4Cpb6mwKDSFVN+VyWQ4fvw45s6di0WLFonvVrVqVURHR2P9+vVmlhFnHYvczs1jzBil4bdsNPJISjai4wdhOH7qutjWZDIZIiMjkZCQgKdPn0KtViM0NBR6vR7Xrl2DwWBAWFgYOI7D1atXodVqUbFiRZw9exY1atTA0aNHAeT7iarVagwaNAhLly4Fj5RSeRdAxmgEy18EZLZjL/5p+PvZUP5GEKiDXFxcHOaXu3LlCniex+3btzFp0iTcunULd+/eFffv378fHTt2RP/+/a04sd5++20kJCSA53mkpqaiVatW+Oyzz9CgQQOcP38ev//+O4KCgpCTkwNXV1ccPXoUAQEBMBqNol+lMHDI5XJxICwOIbglJUQAY25AzWhpYVKK5iY3NxdpaWnis+Xk5CA3NxfJyck4duxYgcIkwDJEWGrN4q4Cke2ANc8zj71o/r3kFKDRG3nIyPx7ZypxBII5tUqVKnB1tabEMBgMDvnLvSjYosISYCuf8qLPgRVfmm9TKsxpdCyRp2f3A0rWtO+IMKnRaKxM3YURJh1xN7HkI7XFsVfYdy+Mq4ufn1+pti+9Xl9kLZ2lZl6tVr90X+7o6Gh069bNaruUGVsYd01dDQwGA7p27YqFCxcCYN8qMDAQZ8+exapVq1A+KAtTRgC7l3JIO8GbZZm6+6ccNxOYf2dJvb/ByIGXO2Hmr+1wNu4ujEYjypUrB5lMhvDwcDx48ABPnz6FTCaDp6cn0tLScP36dRgMBnh4eCAnJ0dM8+vq6opr165Br9fj1q1bGDBgAOrXry9+w+zsbMycORNKpRIrZ7iVig82YGBMLw+GlfSF/9b4T6C0A09PTzEbgSMC5dmzZ7F27Vr06NEDP//8M77++msolUqxIfv5+SEyMhKLFi2CRqNBnz59xM6el5eHn3/+WbxvXl4efv31V8ybNw+//fYbvLy8kJiYKE4meXl56NWrlyiUqtVqbN++XRzE9Xo9srOzERoaateJvCBC8EKD4xHbZDiWLFkiTlREhPv37+PMmTMwGAwiFYrZaUUMInmaCvQeDbQbVDz+PaXaDmO7Cfz8/DBy5Ejx/7irzEz+d89UwnGcXR88wfndy8tLNBVZfhPLyUqKM9CR5ygJ1KmCIuVTLl+GcecBQNoz4Nc/gBlLmMnbzQZ/uWU+5ReJrKysIgux5cuXR1RUVIHHWQa7CD5rxUVhBLicnBxMnz5dJKK2heLkY5dqe0VpjwLl08vy5VYqlbhw4QLWrGFqdp1O55AwbtmOrl+/jqpVq4LjOGi1WiQkJKBNQ8K+FYS4TYzHt3EtgrPO/DytWo/aMSzKXS6zziZWWOj1wONkwg/b30DCYw+xfiMiIuDk5ITDhw/j0aNHuHDhAubOnYsmTZqIFjmAtbPU1FRxgZadnS2OYSkpKVi+fDkOHjyImjVrolq1/JQ9NSMfoU39FDPrktEIzP8ZqNwRcKoBlG/B0g2nmWRu3HMEaPQG4F4H8HsFeP194PodqTczAOmrgWfbildB/4/wn8m7ADRu3BjZ2dk4evQo0tPT4eTkZPPY9u3b48qVKzh48CACAgJE3jIAqFSpEnx9fbF7N7O9/fXXX2jSpAk++eQTvPPOO+jWrRsOHz6MyMhInD9/Hk5OTvDx8cHVq1eRlZWFadOm4csvv4Rer0fHjh2xbds25OXloWzZsrh9+zYCAgLw6quv4ocffkCrVq2wY8cOAMysFh6S90Jpbj5d0Q079t4TA4oEKJVK6PV6uxOkIPRYagV4njcbRGyhIP69E/EcjpwhkX/PlC7DUX5ANzc3MfpfgLsriwju/SpbtRfGBC4cv3IT8P5Uc82kp6cnAgMDcenSJYcCIEwhmFS7du2KY8eO4fbt2+J2juMKfT0Bbdu2xbZt2xAUFITExESr78nzPLRard38ucWFLTeO2wnM/3fJVEYmL8WJBwD3HwEBjdjf5cuw3MJSGncBjlBhFRY1a9ZEly5d8NFHHzl0vJOTE7KzswvtG2hqrrTkSiwJ+Pv748GDB6XiX1spLL8/16wk1Z/z+TTjC1iEeXh4OOR3aIqCzPzRYSg1X+74axyCg4ORnp5e6OcWwHEc6tSpgyNHjojb5HI5ypUrh5s3b4ptyd9HiRmjc9GrfeHHL6ORCZdELLmDo7A37gkIDQ1Fp06dUKtWLdSpUwfBwcHiHHH37l3s378f+/fvx4EDBxAXx0xjajUjQxfeTTD5C64BarUa/v7+WP7ZTSs/2C9+ZJy/o/sz68aVW8Ck74DqUcAfi4BDp4FGfYGOTZkVLyOL5Sp/lMxccKxzuMsATSxQdr/jFfP/GP8JlAXgvffew86dO3H9+nWcOXMGVapIqyoOHjyIBg0a4KeffsKJEyfw7bffigNRu3bt8PDhQ1SpUkU0MQDAxx9/jM8//xweHh6Qy+UICQnB0aNHwfM8hgwZgu+//14MyHn06BHCwsJw7do1ZGdnIygoCA8ePECvXr1ARFixYgU4joOHhwe6d+9ulULq6BoFqkeVrK+fJUydyH19fVG7dm1s3rwZQOHIhx1xqBc4+QpCQfx7ffr0wd27d/HXX3/ZvU50dDRu3LhRYFRom4Ysn/krNZkmVMZL89UZjUxrrJAD+0+wqPHC5hWWgkqlwpIlS9CnTx+ziZDnebi5uSEjIwNKpRKurq4205AVBFdnDgo5IU/PITWdzL6tI99ZEHSLyisYXsEPlzc/sNpOxFwFvN2Bn79h22wJlClpwKkLTBP0v9lAcipwcp391KLONazbkFqthkajKTGtnj042ocKEsLOXVXgwIk8rNpSsBD2stCuEUsH26CG4/3owElg6gLpflQYMvnCIjoM2LW4+H54gmayxdvAeZOgbiEorbALCdPAMMBcODb1340JZ9RFnu7FC7QhMGZGxs1oRMHcjQ0Az3HY/KcBHTp0AMD8g9PT0yWZLQBWFzqdDj4+PihbtiyioqJQo0YN1KtXDx4eHjhy5Aj279+Pffv24fjx4yLnpGAJFPpQTDiHcxvNn89oZGk6e7UD5nycv/2XbUCPUSxu4NO5wK0E4Mxv+e0x8RFQpgnw5SjgQ1t8oeXiAFUlR6rx/zVK3HPgn4bIyEgsWbIEADMRSAmURITx48ejSpUqCAoKQq9evcR9Wq0Wq1evRmhoqFkQDhHBy8sLAEs47+Ligps3b+L333/HwoULsWPHDri6umLGjBlo2bIlYmNjsWbNGjg5OWHBggV46623sHbtWvTq1UtMm0VESE5OFoVJhUIhOqJ/Miev1J3I5TJgzZ7yqFzZCRcuXBCFSQCSWT0sJ0hhwHNk4ExLS0PlypURFxeH1q1bY9u2bWIUuECCnp2dzQQAOzLgypUrRXOwPU3EtWvXHNLo/b6PleJkKikOcnJy8O6775q9i5OTEzQaDR4/fgwiQk5ODtLTGX+VafR2gwYNcODAAavvIggo9WvIUa2iHi5Owj56riUiEy2R9SRieT1hIisqr+CTx9bCJJCfT/n8xnwzpGk+Zd5EKHFzAZo+96+sFcNMW4vWAR8PsX1fpRJWbSk7O7vUBBVLFCRMtm/MYewAsiuEuToD9avmoW5lFoh38BQw5YeiLWZKIkONJTzcgNkTmQuC4J9nj6LH9JsK+dhXbWbmYlONV1G+EcdxcHNzQ5kyZXD79m3JlIR+fn6Iu/oAlTpwmDWOimWh+HmbuaZOSOubnp6OpUuX4uHDh2bn2RqzhO+SlZVl9o2ESGciMhMm9698rmEtprKBA2AkDgQO6bkRkOmvmJnLiXcBp65lkl2GCVjXr88U3+fx48cwGo1icNFPP/2EyMhIHD16FCdPnsSlS5dw+/ZtPHz4EDdv3sSff/5p9gxarRaenp4oU6YMunXrhl9++QV169aFTCbD0aNHxTGnR1tCnt68baU9Y4Tz3duYv1dFRoOK63eAOpWBTs3M+1WAD+tX0mZvAJCzjDvedvjo/img/2AXO3fuJACk0+noyy+/lDxm+/btBIDWr19PYWFhpFQqCQDJ5XICQAcPHiQAtHLlSiIiyszMpL59+xIAioyMJADk6+tL9+/fp5SUFOrYsSMBIE9PTwJAarWaNBoNcRxHly9fFu9rNBqpd+/eBLYUNCv79++nLl26kEKhoPDwcAJAq74C5cWB6GLJl7zzoJXT8+/PcZzVM2m1Wqv9tWvXpq+++kryHewVnuepevXqVKZMGbPrfvbZZ6RSqQp9vdIuTlqQhxvI21P9Up9DqVSSt7c3AaCqVasSx3E0Y8YMqlGjhniMs7MztWnThl5twtP+lez75p4HGeKlv70hnu2ni6D9K0FtGxX/OeVyOfn6+kruc9ZJP0ejWvavOXEQ6JdvQKfWW5/r6QZ6t7v9Nu6kffntSKp4uIFWz3jeDwvZv4XjV04Hubu+3PeICQc92F/8MSrvPLtOdFjx26DUOGavtGkI2reicH1m3wp2nnANmUwmeW2lUknVq1cnwHx8NR3/TIvpMW5ubpLt5sF+Vl8lPRc82M/akzDuOWlBMhlPbm5uVKZMGYqKiqI6depQxYoVCWDzoJOTE/GMAJJ4nqfIyEjy8vKijRs30sGDB+ncuXN08+ZNevz4MeXk5JBer6fr16/TypUracSIEdSiRQsKCwsjV1dX8TqW9efp6UlBQUG0b5XC5rexLJOHsvPPb5Tev3cZ2//9RFvX4IhuN3sh8srLxn8m7wKQkJCAoKAglC9fHs2aNcOCBQvM9huNRtSqVQsajQZ16tTBzJkzxVXj+vXrMXbsWAQFBWHv3r04cOAAAgIC0LlzZ1y6dAleXl5ISkpC7969sXjxYvTt2xfbt28X81rT85VkYGAg3N3dERwcjM2bNyM9PR2fffYZfvzxRytfPoFDcMCAAQgPD8eYMWMwf/583L59Gz/Mm1aqaeqqd1Ej8WG+JkChUECv14smG9Oo1uJQkERGRuLKlStQq9VQKBRiHQirb3d39xdigrSFWrVqITExEcnJyXBzc8P9+/etjinK+xdXIySTydC9e3dcvnwZJ0+ehJ+fH/Ly8pCZmSmamJRKJWKiAjBtxDO0qPO4yNqWm09iUaPdYVHbIvg9lVSUdHHyKYeVBXbke57gVDxQowswZxIwuBckURo+lAXBEVqhkjJXFpU6yxG4u7sjPT3druXBTFP2EvOxlxQ1UklaKITobEdou3Q6HXJzcx1iEChtPsk1v7OAyYEDB8LHxwc5OTnIyspCdnY2srKycPHiRZw6dQoBAQHw8/PD48ePRXo9R8Y6pVIJZ2dnq+Lk5AQnJyfI5XIcO3YMcXFxiIqKQkpKynPquQw8OWx0KIPc0bNA4zeBFvXYGGKJx0+Bej1ZW7u0zU6wGO8ChKUUzsn0/yNeojD7/wJGo5GcnZ0pJiaGmjZtarV/zZo1BIDmzJljtiIcN24cERGtWLFC3LZy5Upyd3cnLy8vUiqVFBUVRWfPnqVjx46Rj48PW6XHxJC/vz9xHEdKpZJmz54tnj9z5kxq0qSJuPrSarXUtWtXs1WqUqmkWbNmEcdx1KxZMwJA3333HRER+fj4UHQYKOV4ya1K886D0k7wVDVSJq6uBc2srWJrBW6rKBQKAkAuLi4EQNRA6nQ6q+sWVqNQWoXjOAoJCSEPD4+X/iym9ShoJ6W+x8yZM+n2lc30+LCs+FqiuKJridTqgrW4u5bY1v6Yljc7gcoG5P+/bBo7f1B30K7FoAWfgPy92XNmnratTdq5+OV/P9O21aBBA2pa34tSjpVsX045VnzNnlAE7ZNcLqfXXnvN5nEvQlNWmLan0WiK/M6+vr7k7Oxs9q0Ac02d6fE8z4sWLcs+yfM8hYWFUfny5R3uG6GhodSyZcsCj2vbyH7d3f0T5OoM+nOZ7WNmjmPXurnL9jGmmteSaPcymYyUSqX4nbRaLWm1WtLpdKTT6cT/NRoNqVQqybnIloXDshxYBXJzAUWGgh4fst6f+BfTqjtpQUd+duCa+rQXKru8DPynobQHIsCYjlatmiA1LQv3Hz7D7dv5jhJ6vR7R0dEIDg7G9evXRR6shg0b4s8//xT9BgMDA0X/F4GUeMiQIRgzZgw+++wzLFy4EMHBwbh//z7y8vLw+uuv47333kPz5s2xePFiDB482MwHKCwsDBMnTkSfPn1Qp04dnDhxAkuXLkW/fv2gUChw7949bN++Hf369QMR4YMPPsA333yDhg0bYv/+/Yit7oTfZj0rvhO5gdFmNO8PXLxRMPG1QqHAjBkzMGTIEGzYsAFdu3aFveanUqlQpUoV+Pr6YuvWrWY+QE5OTnajiIXIVoORR0raiyVj1mg0KFOmjN10afYQGxuLw4cPAyi+VjIsLAzXr18vUOvC8zx6d4nBjxMvQS7LhazQqcesUVgt0bvvvosffvjBoaCsKSOA0W8XnAJPKihn3Q4WzXnxBgvaeq05MO0DFqkvhTw9MH0hi/60REHtUArF+aZC3Xi4lQ65tKOk+pYBH1JwlLj9n5ZxSgq2AmIcRUhICNq3b4+5c+eaMSi0b98eMTExmDbNOmWZQD+XlpZm1ebsZfq5ex9o9Q5w8Trw5zKgsYRm/spNoGpnICsbuLlLmiFBbwAyqQoeqtZCr9fDYDBAr9dj586dGDduHFq0aIGxY8eKfvNz5szB5s2bRUq58PBwjBgxAh9++CHCwsLwzjvvmF3H1t+m2/R6PVasWIHg4GBUr14d2dnZUPJpWPXJH3br+5dtQL/xQHgIsH0B4O9jvv/8FaD9ICA9E9g8F6hf3e7lGMIeM7LzfzJemij7d0X2eaJH44huNyW67GK2wkg5BjLcbMz2Z5+nRYsWEQDq3bu3uBL19vamp0+fipdLSUkRtY8ajYY8PT3pt99+o++//57c3NxIp9NRSEgIAaDY2FhSKpU0aNAgunv3Lvn4+Jhp3Bo3bkxXrlwRr3348GHxvNatW4t+MjVr1qSMjAzq1q0bASB3d3caPXq0mUbP3ZX5TQnapMKs/PXxHNFF0IovC7f6F97Fx8enQC1AYTV7lcJAU0YwzVXKMVh9t11L2P5KhdS+VKtWrcgrarVaTTExMYXWyBa18DxPgwYNslv3pqV+/fri34F+6r+NlshWMdU2VAor2ecsqERVKP7zOzs7U6VKlay+WWHak/D3i/SHliouLi7k7u5OANN8V6tWrUi+ywVpykzL4Z9AjWuDtBqQjyeob0fQwwOOnVuSmjJ7faoobUKn01GtWrVow4YNov+8I/2A4zhq2LAh9enThziOK1ArKTxvtI2+Y4gHLZnK/Ik9nvdXKQ2lPg4UWxUU5MeOsaehpIsgyo4T56ytW7eSQqGgbt26UV5enrjdYDCI85cwrwKgJUuW0LJly9iz/Pmnw9N4VlYWXblyhXbt2kWNGzcmd3d36t+/PzVv3pyqVi5v93m/Gg3iOFCTOtZzCV0E7VkKcnEClfEHxW0qRN/6F2go8bIf4G+D9C1Et+o///hyooucZKMwXuSe7wcdW6ukj4ZWFhu/TCajuLj8znP+/HmqUKGC2JE9PDzo119/pZiYGAJAQUFBBIBq1apFu3btIqPRKCkQcBxHgYGB1KtXL7NHDg8PJ47jaOHChQSA5s+fLw7wFStWFAVZYZvUIGPqRJ4X55gT+YlfNTT948b00Ucfkaurq/ju9gayCRMmFEpI5DiOdDod8TxPrq6uFBgYaHNCKkrgiKMTjPB+/x+KMNGEhISQt7c3fffddzYFFqVSSVu3biUAFBERQXSvJxkv8oWawK9uB7VvzExjnm7MjJx6vGgCSlHK/pWlJ1SJzx7H+kdxn9VW/3BUoBw6dCj5+fkRz/P0ahNe8lkN8WwyDA0GqZSgiuWtAwUOrWbBS05akJ8XaFgfUNqJ4gthBbm5FPcbnlgHUqtYe9uxkAk+fl5MsCnKN5QSBuVyud3vYUuADA4OFl19bI2zhS1S99LpdGLwXGBgoKT7ir1reXp6kru7O00ZkT8WmpbTv7J288GboK3z2blSAuUXI0Hly4DmTGLH2BMoc8+DHpx/m4hYgKtKpaKOHTtSbm6u2VwmBL+2bNmSiIj69etHCoWCXF1dKTExkerWrUsxMTGUl5dHBoOBHjx4QMeOHaN169bRN998QyNGjKDOnTtTzZo1zeY90+Lm5kYuLi7EcdKCIl0EzZ/Mju3eBpRz1nr/qfVsPKxUAZTwVyHGkssuREZjKQsxLx//CZT6x0T3ej7/8NIDtb2Bii7mR0iuXr1avOzPP/9MGo1GXDWWK1dObNhC9HZ4eDitXbuW0tLSaOTIkWbCi0wmo5UrVxLP8xQREUGzZ88mnufp2rVrRES0ZcsWAkCtWrWi4OBgKl++PLVo0cJsIOI4TnJgkslk4kq4bt26BDCNz+fDma+YlIYv7nd/Sjz7FmWlnCAitqIcNWpUoSZFe0WtVkv6EimVSuJ5XqxHwbfUw41paUy/Q1G/m9Tz1KlTx+7z2nrnwtSFTCYjjUZTpMmY47gCJy9HJjelUimpJSpoAn96lK3Qa8WANsxmvohuLqBWDWzXe0lriQqj3SpOKcnnrlChgs2o3IK+d8OGDenNN9+kI7/IJdv8iL7s2EHd2Teb+zET9Ef2Y/vPbgBp1Obf1NcL1LK+Y0JYUYstQawwWuamdVnbM10wrp/FtGQ3djp2jYK0zEXROGq1WurcuTPNmDGjyHUijBkqlYpatmwpsi+YHq9Wqwu1ILc1DqlUKvpzOS+58H5ymPlO0kUmSALWAmXcJjYu7F3G2g9gX6A0xIP+WqGgFStWkEajodatW1N2drbVNNywYUMCQHFxcZSRkUFHjx4lNzc3kslkVKlSJWrfvj0BzAJoqQnXarUUHh5OderUoQYNGlCdOnUoIiLCzJfVsk6kfLDv72P9IySQLXQO/2ReHh0EVYsEKRSgdbOs91/bYase/j1R3v9ugTLrLNEVH6KLsmJNOHnnQakn1ERZ5ygvL48++OADApjAUKFCBVKpVGYBIwEBAbRgwQI6cuQINWrUSGzoTk5ONHjwYLpx4waVKVNG1GR6eHhQWloa+fj40DvvvENnzpwRhU9TiiJT2gWhKBQKUigUYkALwDRSGo3G7FjLAczUiVyn05Kfnx+tXbuWzp07R7/88ov4bLYGLycnp0IP0OXKlaOQkBDSaDSi9tWS7kKhUFCVilyp04vs3bvX4ecuqnamsMV0UWI52RTnulJaooIm8KkfsJV6komz+rYf2PUOrCpdAcW0vGzTb1EKx3HUtGnTIp1rSwhLOgSSyUADuphv3zwXxPOgi1tB/V4DBfqaa14EoeDStqIJYcUpUz+Q1pRZlseH2Dus+LLo3zL3POjLD+UiTZu9IrWwlSo9evQQXXfsLd44jitwjBg1ahR9+eWXFBwcLG7r0qWL+HdoaChpNBpq1KiRGOAUEhJitfAVNOHC2Ovi4mKlHbelnTMtUgJl3nlQ9SjQ0N7mbacgk3faCY44jrlmPXv2jBITE+nIkSO0Zs0amjFjBr333nsEMGHXy8tLsn4iIiKoXLlypFKpaOTIkTR69GgaMGAAtWnTxmxc5HmevL29ycfHR/KbCN9BSku76HP737ug/W92slUHcqJH41+2tPNC8O8Nysk+B9x5BTBmACh+hnuCDAQt3vy4PFatOwciQuvWrREfH4+7d++C53mo1WpkZmZi4MCB2LZtm5ippGLFipg8eTK6desm5pbdv38/GjZsKGaEGTx4MA4cOIBz586J97SkuFAqlQgICMCtW7fQrVs3MderZUYSIXNA2bJlkZWVhenTp6Nfv36S78VxHKpVq4b4+PgiE1FLQaD2Eci0TbMZAMDu3bvx008/YdGiRTBtojHhwIHVHJw0AF8KgSOCw7y3tzeSkpKKff2SgqVT/bRp0zB9+vRi0yNVCoNVWs4nTwGfBsCyaUCfDtLnNe4LqFXA9h/ztxkMLL/tsD4saEbyfq8Wjcjdy8sLjx8/ttr+soNTXhSEYBxbwUiHTgP1ewEb5wAdmuZvz8hkOYm//Qjo2pq9U+WI/P2rtzBqlzO/AVUqml/TXjBSSWDXEqBJbekMOKb48yjQtB9ra8s3Apv2sBm8c3Pguwm2c7CbwmgEDpxWoFEf28EwpiT/tqDT6cQ80QVBoE0zvZ6tgCyZTAae59GzZ08MGjQIo0aNwrFjx+Dh4SGOQ1qtFtnZ2fD09ES3bt2QmJiIDRs2iNfjOA4cx8FoNMLb2xu1a9cGx3HIyspCUlISrl+/Dh4ZSDtR8LPvPQY0edM8KOeTOaz+z20AdFpg6W/AW+NtB+WYwrUWh4wslj7XNCBJp9NBrVbjyZMnaNq0KZo2bYrg4GCUKVMGWq0Wo0ePxoEDB6BSqVC+fHnEx8eL5/r4+MDPzw9yuRyPHj1CQkICiMwzd7m6uorUaAL8/PzQ6/XK+Hqo/cCcEsW/JFNOAV35HwrDE+BuixITJgGAgwFGfTpmvH8WQf5aVK9eHdu3b0diYiIA4LXXXkOLFi3AcRwWLFiABw8eoHPnzrh58yYuXryI7t27i8Lk3bt3cfbsWXAcJ6YXnDt3rllnEu/LcWjdujUGDBiApk2bitHggjDp4uIiCoJ16tRBhw4dYDAY4OzsjNu3b6NevXro399WviiAiBAfHw+lUmn3/StWrIhZs2ahdm1psj7T8zmOE7kjhej3xo0bmx3frFkzLFy4EAEBAeI2Xy85di4GtCoqEWESYEKITgPsWcbD3TU/i0thhUlXV1fExsZCpVIVeGxsbCwGDRpUqOtbTkKffvqpXWGSs8F3JixsBPRqxwQHU5y7wiZgbw8mbDjXYEJJ37EsZSHAIqTDQ8zPk8mAckGMD1IKeXp2v6JAECYVCoW4zcXFBckpjGUgIys/O05xISwymvcvvDBp+nwChIle+NtRCPyD7Jn0UCgUqFedh0xi1PZyY7+3E823X7/Lfm/cY2klBWEyIxPYdQgY/y2LULUUJgGWaadOFYcfVxKRkZE299WsVLAwCQBJz9NY958AaFTAhtnAjNHA5r1A+/cAR1QiPA9UCTcXJsPCwsz+NxqNZsKZFBwVJpVKpZhe1Nk5n/DQlrBqMBiQl5eH5cuXo169ejh8+DAMBoPZOJSZmQmj0YikpCTMmTMHv/32m9n1iEhUMCQlJWHr1q3YsmULdu/ejXPnziEjIwMq+8O4TZy+AEz9AVjwCaBSsj4i6DIMBlbsoVXLJtBqtfDw8MCKFStw5swZJCcnIzU1Fbm5udBoNOjZsyeSkpKwdOlSdO3aFXXq1MG+fftgNBqRlZWFzMxMxMTEAGB52R89eoRz587h3LlzuHfvHogIAQEBCA8Ph0ajAQCkp6cjMzMTHh4eAIB+/fohICAA38z5A2cu62Ck0uaFlLEUk/8CYRL4t+byTugFpK9BSQmTphAIXft+JAMRoXLlyjhz5oy438PDA8nJydi6dSvatm0LAHj06BH27t2LPXv2YNu2bbh7967ktU1XW25ubmak5mXKlEHVqlVRtWpVXLp0CRs3bkRubi6io6MRFxcnHnP//v1C5YQVtKDVq1fH2bNnYTAYzFaAMpkMixYtgrOzM4YPH26VH5rneeh0OqSnp6NNmzZIS0vDwYMHre7Tt29fpKen47fffrP5LKVJL2IkHlv26dBxUHqhzpPJZPDw8ICbmxuuXmXcOBqNBh4eHkhISHD4Oqaaj6LSytStWxdHjhwBANSrVw+HDh0q8BwpLdGa34HuIxkReJtXWBq8q7eBcd8ClSowyhFNVeDDt4DPR5hfr0FvQKsG/lhkfS+jEdhzFGghsX4pLj1SSeVTNho5JCWTTYJvezRBlSpVwrVr10pUk28JKUJ3Aa/0AeKvAYs+Y2klb9wFBv6PUZz0bg8sep75jQjQVgOyc1h97VwEVIuSvqZA6O7v74/09PQCKZKElHkFwVkHhzRlALByE/DGWODVJubk0j9vBXp+yEjqW9Z37FpS+dj/v8KyzwQHB2PgwIE4fPgwtm7dihYtWiAtLQ337t3D/fv3YTQaHa53Sw3l5NlMQ2kLjWoBe5fbuWBYGi5dTUCDBg3g7OyM7t274+rVqzh48KCoVOA4DhUqVEDlypURGhoKmUyG5ORk7Nu3DxcvXhSPAfIF8woVKqBMmTJISUlBXFwc8vLyRCuTp6cnevXqhS5duuDy5csYPHgw9Ho9mjZtio8++gjN6+aAS3i14MooLoK2Ak5tS/8+fwP8+wTKZ1uBe+3tHnLvARDdga2ETTm4rt0GPvgC2H+SCTVdWwFffgi4OFlf4+3Jfliz9Zk4ANevXx9ff/01ateujbp16+Lp06do2bIlNm3aZFOAVCqV8PHxsRLSAGb+UKlUGDVqFJRKJe7fv48rV67g0qVLuHPnTqF5zoD8AWrGjBm4fv065s2bB5lMZrZyNz0WYKZrtVotamKlBAOO4xAREYELFy6A4zisW7cOffr0QU5OjuTxUtkq2jaCVS5yoxH4Zinwwy/AvYdMYzbmbaC3yRix9DdgxmKmqQn2B4b0YiZZW4qitu8WnNfY1qRZvXp1hISE4K+//sKTJ09QoUIFXLvG7LuWbgeOoKjcdSEhIbhz5w7KlSuH3Nxcm+0LkBZQHJnA278HjOkvLVA6ac1N4aaQyjgjk8mg1WrF/OJFdTdwdwW+n4Bi5VNeuck8n/LfCQUJAw8fA+9OBjY+59x0cwGmjwImzwE6twC+n8i25+UxgSE7F5i2gAmcB1ZJaymB0hHCPN2Ax4cdO3bjbqDTUOCHT4CB3fK3p6QxF4svRgJj33HwvrFAckr+/44KwMWBp6cnnjx5YrW9Vq1aOH78OAA2Rgq8xcL/wrg4aNAgzJ+fP/jZGmMtTesBAQFo1KgRQkJC4OzsjJ9++gnnzp1D2kkezlr7vLSWAmXiI1ZMsWUvEzI3zWVjb0Q56Wtl5ijQaEBlxMdfELlL5XI5GjRogJMnTyI9PR2zZs2CTCbDyZMncejQIVy+fBkAW5zLZDJxHlUoFIiNjcW+ffsQEhKCW7dugeM4qNVqZGVlwc3NDd27d0ePHj1QrVo1LF68GF9//TUSEhLMxkNRA53QC5S+BlwpKJcAGeDcHQhcVQrX/nuiBL2O/p/gyTQwS790hxJIXVMtFFUpaUDTtwA/L+Zb9ugJMOZr4GaC9eSpNwD92j/Aut9dULVqVWRmZuJ///sfVq5cia5du4oTvKDRAlgH02q10Ov1or+HTCaDn58f/Pz8cOLECdHPUCaTITMzE5mZmZg4caLZYOSsA1x0QG6eeRo6T09PJCcni4NOpUqVzEzogvCyfPlyvPHGGzh8+DDmzZsnSVbO8zwqV66MZ8+eiQKTACKCWq1Gu3bt8Ouvv4o+PYmJiWIn7tKlC6KiolCpUiVJrZQUCfe4d6yFhI+/A6YvBj4dxtKbbdvHCIx5nmnVFq4F3vmYCZkt6wNHzwEjv2ST4/h3rW4BvYHdpyCB0nICEuru1KlTuHfvHvr27YuIiAh8//334jFF0VppNBpkZGQgJCQEq1atQqtWrRwi0b516xYA4Pr161b7eJ5HmTJlcPv2bTjrpLVdQvqw9o3Nt7d+hf2evgC4OjFSX0ukPQMCfay3C3B1ZgKnqYBiMBhEYRIovLuBgKep7Puv2sK+4ys1mZldxkubVo1GwGBk/oiHTwPTfiz4279MKK2t6Wbw9WKL4JQ0NvmHBrN3H/QJ4OGaf5xCAbR4rtFrWBMIaQ7MWgEsnmLjvkoAJShQqtVq6A05YJ6QBSOsLPvNsZD7BFcNjRoOw1J2dESYtKU9r1evHs6cOWPmnycFU2HS29sbKpUK9+7dw4kTJ0TfWCIyG2tN72kqTAL52jmFQoHw8HDEx8fj448/xty5c+Hv74/+/ftj+fLluHDhAm7fvo0dO3aYPcOxc0aHfFdNEeDDiikEDX5MuG0fSqMRiLuqRnR0DHr27CXOG7169cLFixeRnp4OnucxfPhwcBwHT09Ps3oIDg4WYwm+++475OXlYd++feA4Drdv3wbArAadO3dGjx490KxZM6SlpWH27Nl4/fXXkZaWhl69emHs2LG4ceMGXn31VVy5cgUREcz3w+A9E88e/AadylCiPtiAjJGY+31f8KH/IPy7BMqcOCDL2twKsIa/fCPw4XRpn5x5PzOH9lPrAS93ti3Ij2m0Dp4yZ8qXy9hkNmJwC0yfuRXZ2dlo2bKl3Udzc3ODh4cHeJ7H7du3xbynJ07kqySEjib8Ojs7o0Or8ujR1ohK5Z8h0PMBlPL87BWp6cCtB574fW8yXMp0w5AP5gFgQoWlP6bRaMTixYvxxhtvAAAuXLhg9YyC4EREohnf0gQREhICnU6HjRs3YsqUKWjbti3q1q2LtLQ0jBkzBtOnT4fRaMTOnTvt1ofwfrVq1cLDu3vQoIb5vswsYOYKYPgbwEfPtRPNYlne5u9WMIFy6gKgy3MtsrD/yi3g+5XSAqXw3aIq2A4ciYmJwerVq1GlShVR8DUVgDMyMvDdd9/ZzBqk0+mg1WptCk08z4PjOHTp0gVr164FwATE+vUdtOk5ACFfri0BxZEJPKIc09ibwmAAbt5j2jB7KGkBxRK/72OlJPMp/x2QW4CC+uet7J0rR+QHqpyIY2Nb9Shg859sIdCwVv45rs5AaBlr7ZPZfe3IXAEBAahYsSKOHz9utiiwh+zsbGRns2/gSD7lyFAmsPy8DRjaO9+6sGkP+32lhu1zTZGaDmidvPEsMwktW7bEH3/YD8rQ6XSoUqUK0tLSRLchATzP23Qp8fX1Fc24lhD6fc2aNXH69Gmb7kdGo7HAvOIxMTGiZeiTTz4Rrz9q1Cj4+voiOzsb8fHxSElJMbOQHD3LFhKFESiLCo6XI7zKG2iRWx+HDh3CypUrcfbsWdEvEoCY+YeI4OrqiiZNmiA2NhZEhP379+PXX3/FkydPoFarRSuNEPDUpUsXLF++HGq1GgkJCRg7diwWLFgAo9GIAQMGYNSoUShblg1oZcuWhVKpxO+//46IiAjo9Xq8+dYHiD+Vi2PrNAByUTJucDKA1wFldgEyjxK43v8jlELk+N8Xj8aRQEpuWQoidW1Uy5pjTx/H8oKOf1eapuLz4dIUEjqdrsBMMRzHkY+PD9WsWZN69epFVapUMaOF+GxsXTq6RpFPS2CDiN0QD8qLY/ukCL0Fyh+e56lPnz6UnZ1NEyZMMDvGFiWGTCajqKgo8X+B4sfDw4MOHTokVvvSpUvFY7y8vGzSCfE8T05OTgSYU+FMGZH/DqZ1f3YD4w4z3d6iHqhqJPv7whZrSot3ujK+RHv0IlLfrSjl75JX3FaxldPWeIFxsdWrxv4Wti/8jJ13aj3ok6EgnZZxswn7Bdqgg6vt04hY5jN+UcVWPuWXVbRabaHbiD3Kl0oVQD3amm/r1Z4Rz6ccY5k/okJZ3xH23/2Tce+N7i99zZRjpff+fy7nyXDBflsRytqZLHtJt9agnYtAs8az7/h6S8fON8SD/lqpdDhRgUwmo/fff5+GDh0qjpFCIgpbxZKGrbAZsmwRctsqHMdReHg4+fr60k8//UT79++nihUrUvXq1alTp05Wz8XzPHEc99KyTAUEBFBUVBSVKVPGrN0HBQXRkiVL6OTJk/Tjjz9S+/btxfHf39+fypQpQwCbh3x9fYnjOKpevTqNHz+eVCoV7dq1i95++22RCH3ChAn08OFDSRGgZcuW1LJlS8rNzaWuXbuSXC6ntWvXEmWdKxEKQbooY9fJOveipJq/Ff5dGsqsowCkV4TB/sC1HUzruPeY9f6LN4Dubcy32YtqtRUhSUTIyMiATCaDQqGATCZD69atER0djaioKOzduxcrVqxAQkIC3N2ZKjQ5ORk+Pj7QaDTQqLKw7EtntG94BHpxMWU7yIbnAR4EgOVu3fYDsGozMGwKkJLGzNE//vgjXFxc0KtXL2zZssUs2KdmzZqis7MpBP+VCxcuQKPRwNfXF7du3UK5cuVw9+5ddOjQAfXq1cP169fNzOJS1C8A00amp6cjIyMDcrncLHd5nSoAz5F5/cryI1aJmAvCkt+AXYeBHyaz7ZGh+fufpgK/7mRa6FFv2ayuEolsFUAl5J4sldu6IO2FI0jPkNYScRzw1Wig2wdAj5HAO12BC9eBCTOB11uyAI4gP+D7VUCLt4H/DWba+zFfsyCeetVs3zM13TF/vJJ4P0s8y0SpaEYd9W+1pMYqyFQqhRPxtql23n8DGDSZBSjVq8Y0equ3APP+x77xpPfY9+o+kvkiJiUDn80D3F2k+4TRyLS4JQ3BR/bQKSPqVwN4B2ahLq2ATXOAT+cx/10PV2BQD+Dz4Y7d02AE9h/PRWqqfRO3XC6HSqVCRkYG5s2bB4VCAaPRCLVajdjYWNFqIAXT9koWJmzAti+lgEePbKuJTf2Ka9asiRMnToCIcPPmTTRq1AjBwcFYv349kpKS8OTJE5w6dUo8V3CdEZ4v/ipwIl6FqhVzSiXAUYDBAJy/7oRc+IHnbyAxMREymQxNmjTBsWPHcPfuXfj7++P69esYM2YMHj9+LAbmBAcH49q1a3j06BFatGiBzz77DB07dkRWVhbCw8Nx6tQpNGrUCDzPo3nz5vDz88Pnn3+OQYMGwcXFNo9UmzZtMGbMGHTu3Bk7duzAunXr0LFjR7az/EXgwTAgfTUAGQqnrXx+vEsPwPe7f59m8jn+PUE5RMBVN8CYVuChUhxc6iqFj2pNfQa41WKRaNHR0Shbtix8fHzg7OwMlUqFixcvYubMmejRowfCwsKQnZ2N+fPnIzAwEA0aNEBubi5yc3Oxd+9ePHjwAPVrOGP9zHR4uhcv0lng2BMiWUtj8i5J2ItsBYCftgK9npu12zUC1s4096s6fBqo14v9XTMa2PEj4y+0BanAEQFqtdpM2LUHU144U58ouVwuTjiFCbYpDdjjAtzyJ5vAz11mE3jvV9kELlCPxF0BRkwDDp1hfpedmgEzxuT7YFrCXpS3gNJsiwVFkgvMCY0bN8bTp09x9uzZUnmO4sAWD6WAWcuZoH8/CYgIYcf2NKFq+vMo8PH3wNlLLBq+dQPgy1FAGX/ra5UWD6WnpyeaN2+OuFO/WHGgliYc5UB1d3dHSEgIrl275rAZ3xT22plUEJDUgtEUAj+mQqFAbm4u5s2bh+joaLz22mtmC3RTszbP86IgKaBSpUqoUKECNm7ciHaNgC3zrW5V4ugzzh2kbYMmTZqgSZMmKFu2LBYtWmRGmybUiaenJ9LS0qDX69GoUSP06NEDr7/+Ory8vMRjiQjjxo3Dl19+CSBfSN+yZQvatSuYk+zcuXOoUqUKFAoFNmzYIDKtmOHZNhZrkXUAzCvQAEDqe3JggqSeUQN5jvvXRHPbwr9HoDSkAVddHTpUSqBUVi5aVGtJRUjGhDO6Fp2mZAic9XogIxto3FeGGwk6ke9SCiqVCrGxsQgJCcHSpUsBmA+aBQlZwrGm3G6mzU6r1Upqa8LCwvAg8WqBNBfX7wAJDxl/4qTvgMrhjMJCuF3iI+DqLRZANXEW+16n1gNaje1r/h3oRVxdXZGWllagptNSCGvatCn27Nnj0D0KElBKEiUhoNSuXRvR0dE4ePCgGAlaGHh6esLZ2Rk5OTm4f/9+0R+kGBAECFvt3h5iwjmc2/jihmxHhTCZTAaO4+wKRpYaWoCNaXWrlg4VmAC9gS0qG75RevdwFCqVCt26dcOKFSsKXDxZCppCMghvb28A0sFrcrkcRqPR5nVNx+rSpmF7xrWFc8QmZGdnY9euXdi4cSM2b96MR48eiXNBrVq1cO7cOfGZmjVrhmXLliEw0DzKx2g0YsuWLZg2bRqOHDkCJycnZGRkoHnz5sjOzsbjx49x9uxZSR5YAVlZWejUqRN27tyJ9u3bY9OmAlYzOfFA2mog6ygo6zg4MpkjeRdAXQvQ1AFcev1reCYLwr+H2JyKRw1hL6rVVYI2SIBSCdSoUQMtW7ZE165d8c4772Ds2LGYPn06lixZgm+//RYA8MUXX6BJkyaIjo5GUlIS0tPTkZ2djVdeeQUebsCfy+XQaUsuG4hA6L19gQEyLu35NrkVoe8HH3yA9PR0zJgxA1u2bBG3mwo5psKkXC5Hnz59MGvWLFSuXNnsWkSE0NBQVKhQwWx7ZmamSEQ7b948ZGVl4eOPP8bVq1fh4lwwUXhoMAs0GNobmDUO2HcC2G8ihAb4AI1qA/1eA1Z/xVwU1u2wf01bPO5C/fA8D1dX6QVKZGSkOCAK0fvt2rWDTCbDwIED4eHhgaZNm0qea4qMjAyruhLg5uYG/rlaUXimwMBAcByHW7duQe5gQ1m99cUIkwC7z5rtxZu9jh07hsWLFxdJmARYxK1OpzPTerxoCEJCQcKk0CdMcf4K4cBJmLi7lA70BtaHLIVJlUolkkSbtjGDwVAgv61UoNq0H0tXmATY9aeZLPiddYy2yJYm3VEISQxatGgBhUIBd3d3syBKKajVaqxaxWhkbJGnC9st61NIZJCUlARnZ2cz4nsBer1eFCZ5nhfHmUmTJuHSpUtiggm5XI5hU1hWrJJKCCDAYORAvAe2HG+Fzp07w8vLCx06dMC+ffsQHR0tHkdEyMvLwyeffIKbN2/im2++we7du0WlBcASTaxYsQKVK1dGx44dIZPJsGXLFsTHx0OlUmHnzp1o164dLl++jDlzbBNlZmRkoH379jhw4AA6dOiA8+fPF+ySpKoEeE8Bgnchye0KnGsAv19bAYSlAWEpQPAutv8/YVLEfxpKCUhpKBv0ZoLj1h9MLmlgptFRbwGTh0pfy7kGwMtdQETIysqSHHRNaX/Cw8NRuXJleHp6iv6N675ToWPT0vF30euBX35ndCumz9O0aVPs3r0bjRs3RsOGDfHZZ59JdkDBtJKbm4uRI0dizZo1uHPnDgwGg6QpR6vVIiQkBJcuXRIHvsqVK+Pzzz9Hhw4dcO3aNbi5uYkUD1kZD5F63Pq5k5JZJG/rVwAfz/ztcVf+j73vDo+i+t5/Z7ZkN5veQxICIQVSIKEjnYD0Kh0EpKs0FZCmFAEFQYoiVVCaICC9Sa/Sa0jovQZCet/d8/vjMpOdbano9/OT93nuk+zMnTvtzr3nnvIeIKItsGoGM+NWjwAC/fP2p6UD9lWBbz/Piw43h/w0lJbMWsL2Bg0a4PDhw+K2UqVK4fnz57h27Rq2bNmCMWPGiMcEBATg7t27lk9m5fyGGoeimIs5jsOx1YQalf63tUSG5r78TIgCjJ+XubR69hoWDW9Mw1UUmNPQFQXmOFnfBgrCyers7Iz09HRoNBoolUq8ePECVapUwfnz5wt8nrepKdPqgIOn5Th3VYsalVh2HuNo/3PX8qL9r5khszdGgwYNMGPGDKxfvx6LFy8W+4xMJkNwcDDi4uIK5RpjbAaPjIyUJMMoDORyOapXr447d+7gxYsXCA8PR25uLjw8PHDv3j08fvwYHMfBx8cHjx8/RngQ8Pd6GVSKkqHNMUxle+02hxo1aiA8PBzJyck4cOAAXr9+LX6fM2fOxKhRoyTHf/PNN/j6668xc+ZM2NraYtasWbh//z5atGiBsWPHok6dOmLdpUuXYuDAgXByckK7du3w559/4tatW/DwkPIbpaamomXLlrh48SJ27dqFlJQUtGrVCnFxcShf3gL5qhEEqqEjR46gXr16xX9Q/7/iHwn9+b8AvZ7ohkOBIrUO/fYmCtEgyrsoUa2p52Xk4uJM77//PgUGBoqJ6fEmQs/d3Z0qVKhAERER4raGDRtS/fr1KTIykhQKBbWoX/Aoxu9HgcqVZtHq5QNAP04oeHSaEP3t5eVFMTExdPXqVYvRhUqlUoy6q127Nn333XdUtmxZs3VVKhV98skn1LNnT3JychIjDoUoP+Gvra0tASCNRmPShrnI1gcH2L7pn0m3z/6Sbb+2nUWvDuws3b9pHtu/c5HlZ2EustUwgtNSKWpUt/A8i1IKcl35lYL2seIWY4YB4XkV5x7s7e0JANnZ2ZFarZYwElhiJ7BWwoIYq8D+Fab9LukM2z5tBKtXUu+/MEUYQ9Z8D8qNeTvvKfcqaPXMgl2PQqEgZ2dnKl26NAEsknfx4sWF6qMuTqDnx9h5S/I+tDGg7Cvs/5yrbIy0NHbmvDm3OSYMQ0YOuVxOc+bMoSdPnhARUVZWFoWEhEjqC9HddnZ24vsSxjdzheM4at68ebG+BSEqulq1aqTX6yk3N5eqVatmdmyxsbGR/O7XszqlXrAl3TXzTCGF6TfPj4HCg9hzUigUIvNH2bJlqX///gSAOnToQCqVilJSUkym6cTERKpbt674XLp27UqXLl2yMKXrqU6dOsRxHHXs2JGcnZ2pX79+kjpJSUlUq1YtcnBwEJlH0tPTycbGhn744YcCiw+nT58mAHT58uUCH/NfxH/H5M1xgKpqkQ//uBvLI9ukH7B5HyPN7jHaclSrXg+cuaqHk5MzvvrqK8TFxSErKwv379/HwYMHsXTpUgwYMACVKlUSTSdEhEOHDuHIkSO4fv06cnNzMX4wXyDz1hczgFHfA01qscwFw3qydFlfzMj/WIHQW0D16tXFnKmGcHd3x6effoqOHTuKwSQnTpzAuHHj8Pz5c0ldnuchk8ng5uaGO3fuYN26dUhKShI1QvRGuyf8Fcx/5nLlnr+WlzdWQOlSQN8OwJSfWSacA3+z+x03B+j3AePjGzsAWLoB+GoecPAUMOdXoO8EoHEtoLmFRaZxZKtgVjZnXjIGFVHZX5xMHQXVSIaEhJjkSxew6wiLBn5bZlStljELGGu7hOdV0HswZyIUgibS0tLg5eUl0QAWJtipRX3mzxezjfmUNqxuGgjmaM+2j+rH6h1bLe1HRFSgflIcCJrXt2Wu1GqBhGTWfkGQm5uLxMREkds0KSkJI0aMkNSx9H4Fk/nbyMeu1zMmCCHvuUJumXeR5/PcPgQmjNUzWeYlACJfIsA04SNHjoSPjw/ee+89/PTTT3BxcYFKlRcFKPTB9PR0REREQC6XW3Vv4DgOu3fvfnPdps+qVKlSVu/V1dUV3377LerUqYOzZ89i1KhRuHr1KurXr292bMnOzhbzmMvlcjx+6YwKLYHfd7LvUVfImDhh3Nh6WI05WwfgaYILtFottFotkpKS8MEHHyAmJgaZmZnw9fXF7du30bp1a0mO8+fPn2PMmDHw9/fH6dOnERoaCiJCmzZtUKlSJbPn5TgOq1atgkKhwMaNG9GjRw8sX75cdDtITExEkyZNEBcXhwMHDqBWrVoAmJWsQYMG2LVrV4HvUWA+cXJyKtzD+a/hXxRm/3lY4aE0LOY0lBQHuroVFF2Tab48XJn2K+Wc+TaM+QxtbW2pffv2tHz5cnr69KnksjZu3CjW+/rrr2nTpk3k4uJSYL6wlydBMhmof0fp9u0/g3geFLezYO0IfGHWiqBZFTjZnJ2di611EbQbHMeRk5MTLV26lOrVqyduu3KglahBMCzZl9kzDvIHKRVMOzvjizxNhD4WtHAi4+dT2YD8vEFf9gdlXrL8DArDQ2mocS5sKao2y14DcnVif4v73A3L29ISCVoLZ8eSu9bAwEBydXUtdjs8z1NgWWda8/2bay2kxk+ov3pmwe+vsO/dGp9heBDTmpbUO8u9ytoLN9C+Nm/enBQKhajtLWktrGF74UEl0wf1sVL+1CK1ESejjMv2VKm8qcZQrVZTREQEVapUyeTdlCpViuzs7Ir0nAyP4XleHGMNOXnzO97aeS3ta9q0KX333Xd0+vRp0iZtoxdnQ8RnYE2rq32j0Ty3SS1qdV1cXOiTTz6hdevW0XvvvSf238DAQOJ5XuQ4/vPPP4mI6O7du/Txxx+TjY0N2dnZ0ahRo+jp06ek0+moV69eJJPJaOvWrVan9fnz5xPArGthYWFUq1Ytio+Pp6ioKHJ1daULFy6YHDN37lxSKpWUmppaINFh/fr1BICSk5MLKGz8N/Hf8aEEWKace6aat7eFyPZyPHhuJ+F1FBAREYHWrVujefPmmDx5MjIyMuDr64vTp09jxowZ6Nq1K36a6IhBHZPz9W05eRGo3R3YugBoYxDrkZ4B2FUB5owBRvS23kauFpjzmxxfzpKqCDiOg7u7u6iJKIqfnqHvWJMmTXD48GFUqlQJ586dQ2hoKOLi4kRKDDs7O5EuCQDCw8Ph6fQS+5eazzzxNlDQyFZj+Pn5oW/fvpgyZQqMPyu1Wo2srCwQEdRqNY4ePYp58+Zh9erVYh3DCE2BwiYsKC/bS0n4fxnD1tYWHMchPT0d4UHA8bWARlWCTAJv/KliinBtbwOG/TciGNj3C0qchuufRHgQsH85CzIpzjvL7x6Cg4Mxe/ZsdO/evUhUOpZg7ItcEvnY9fqSyQIj9N+/bnyFvh/PkeSTNtZ+C5aMwoyNFSpUQFxcnMX9xaUUc3R0RHZ2tsSXk+M41K5dG3q9HidPnoS9BhjQvxc++WQEygVFAhyHTp06QZdxBaMH+yLt1UGTLFO5els8fumFfSdSMW/FSzyOd0BKSgocHByQnZ2NSZMm4YsvvgDHcfjuu+8wadIkAExz26xZM5w8eRIHDx7EnDlzsG7dOjg7O2P48OH49NNPRe5lgGnju3btiu3bt2Pnzp1o3Lix2fvU6/WoWbMmzp07hw4dOmDTpk3w8/NDVlYWDhw4YNbaduvWLQQHB2Pbtm1o3bp1vs9yyZIl+Pjjj5Gbmyu+63cwxX9LoASAB3WAzL9hKZd3SUCrA67c0qBK+3T8+eefqFatGhYvXoyVK1eKpiFAKmhVr14dbdq0wVdffQU7OztkZGRg7zIdGtXIo7+xhJv3gJAWwPzxwNCeeduv3AAqtWPb5o+33kZBOAItQSaTwcnJCQkJCRIqFGGyKAluwX+MXuQSUO/NM7R03f369cPBgwdx7949q/XMBe5wHCdOFPSGSkmoo9FokJ2dDRcXF7SsD/RtG486VQqej/r4eZZu0lwghZubm4SzzpDKiYhQpkwZZGVlwc3++T8ioLwNqNVqiXnSGt4KDVcBhOf8uDAtwdo35OwI/D7HFU1rJRRZCFu9DRg2nSUAMAcHBwfwPG92cVySEAI2mtcrfD72nFxWryS9DvTEg5e74f3Bfth3kAUalS9fHjdu3BAXwYWFcdBYZGQkNBoNTpwwnxYYYNHhOTk5haIZMoe2zcphy8rOQOZppLw8BAdNXl9My5Th4Qt3bP3rOdbsAG7cY+0plQoo5blwdbEDx9vg/kPGlNC2bVt07doV6enp6NatG27evInFixdjzpw5CA8Px5IlS1CjRg1s27YNbdu2Ffu+8J2WLl0aI0eORL9+/WBra2v2enNyctCuXTscOXIEe/fulQTlGOL27duoUKECtFotNBoNMjMzcerUKVSrVs1sfYDxQzdp0gQLFy60+swAYObMmfjuu+/w+vXrfOv+l/HfE7Vdx+JtCpMAG6CXbGTUGrNnz0ZiYiK++eYbPHjwAPfu3cP48ePh5+cn8fe6fPkyvvrqKxARUlNTYWOjRPUILl9hEgCCywJ1qgATf2L+ncmpwMVYoN8ERkKdXqDMJCzfsTnk5xem0+nEDBCGvkJk4CNn7P8mDCBBQUGoXJklQreW4eAfoxdZwnySnJ2dJYO3l5eX+P+2bdtEYRKASKNiDHOCAxEhJydH3NerVy+RyiMzMxMOdlrMGRWP5VPiUTOSHVMc/y8BhsKkSqWS+O0CLF/48+fPEXMLqNCKRf4DhferFOqv28XaibkFlC5dGgAs0iyVFHJzc0XBxxpcnJhmsqSESSCPhmv/ctNnb4iirt/NCRJhYYyuJDEZaNY3AR8MV0GvZLQUuVpTv+O8tvLysv99kUVzf/ilZWESAFJSUgotTPI8Dy8vr0L5lQoC0e6jjBGgaicV5vwmx8HTbFwzRHIqcPgMh+9/AXYeYd9CSbuw8pwe+tyXGNj2qrjt+vXrIAN/2eDgYDRq1KjAVF1arRaBgYHimHj16tV8o7qzsrLg4+MjjkOurnnUFsY0Q+a4GAUf4S1z7oASZgIZUmESAOzUOpQv/Rwj+zIf4ftH/dC8HpCTk4u0DODB4zQ4ufhhw4YNiI+Px5o1a9C6dWucPn0aZcqUQVBQEGbNmoWzZ89CLpejVq1aGDZsGHbu3Ak7OzvR/zAzMxNOTk5YtWoVhg4dalGYBFgE/KZNm1C9enW0bNnSIntAYGCgyJyRlZUl+lVaQ/PmzbF79+4CfZNJSUnv/CcLgn/Ouv5/CI+7UfFzdlr2Q9q/0kuMdCxTpgxxHEd9+vShhw8fSi4jJiaG1Gq1mL/asFjKs2ypPD8Gahudd7yTA2jJZFApD9CQHgVvx842f18c8RxOTuTp6Sn+dnFxoaCgILK1taUdO3bQy5cvKSMjg44cOUIeHh7E8zzJZDLq0KGDeMyJEyfo9u3bBICGDBkiad/QPzMoKOgfj2zleZ6USqVJVGTZsmXJxcWFfHx8LPoqCe+0MBHcbZqWoefHpbmWi3QvMXnRlkIUtOG11ahRg37++Wdq2LCh1etpXg90dBVrs6BRskdXgVrW56hSpUrF8jF9m8WwHwn+0pbKpCF591WnCvsu/bxBwz407z9dmAjpohYhH7Xge2xYvL296eO+9WjWlza0b7n5SPV9y5mfcEF8potTLPl+yuVyCgsLMxlj8vsNmM/HbomlIPMSSC43Pb/GNq+Oj6f5a3950rS95vWY/6RxTm9z7yG/Ym9vT/7+/oU6huM40mg0BWIvEL57FycU20d4wzwlzfthIgGgQ4cOmUyn1apVo549e0q25ebm0qxZsyTjn6enJ9na2pKTkxMpFArieZ6mTp1KWq023yk7JSWFatSoQa6urhQTE2Oy/8GDB1SuXDnx2TRq1IgUCgXdvHnTYpu7du0iABQbG5vv+T/++GOKiorKt95/Hf89kzcA6BKAu6Hsb6HydeYHGbJ19ohoI8Pzl0wLlZCQgCVLlmDKlClITU3FsGHDMGbMGDg7O2Pt2rXo0aMHrl+/Dp1Oh0GDBuH48eMAmMnx1d+Fv4KkFJYZplxpZv6xqQRMGAxMHlqw41sMrw6Z0gOOjo4iAa8hbG1tERoaijt37ohEuwLUajX8/f3x7Nkz5OTk4IsvvkD16tUREBCA5ORk1K5dGwCwfPlyzJgxAzdu3EC5cuVQq1YtiS+hSqWCXC4XfZYEuDgBsduLb441hmCerdDKspbGnKnS0GVBrVYjOzu7wKZ9Y07CEjfB6phmWjDBchyHzz77DMuXLy+0pik8iEPXFoyr0tifKjkNOHs1z4+zML6n+blCCM/I0dER6enpBeKWzA/GHI4paeavecI8Fu1/9g+mzavSEahTGRjZl2VlGj2LsTtst2AtKwiHI5CnXbI0DJvjruR5HoGBgbh58yYcHJj/mpubG5KTk8363NnZMqL+nJw8blWe5+Hh4YHExESRv/OfgJB72d7eHps2bYKvry8eP34MgGmj1Go1kpNNP0Jr5lxL7jDnYoBqnZjGvpxf3naZDKgWAbxKBNzfY3nr61SWHls1XPodCjyqrYc4guM4i9+QME4YZ0EqiDnacIxRKBQIDw/HxYsXC+QyZG58Gj64Icb1PAQXp2L6COuA9EwV6nTPwv5jz+Hp6SnuS09Ph6OjIxYsWIBBgwYBYFHkK1euxMyZM3H79m2JqbtLly6YPn06+vTpg7/++gsAUK9ePaxdu9YkO44xEhMT0bBhQ7x48QLHjh0Tkz7cu3cPjRo1AsdxWLp0KZo2bQqAWZUiIyMlCTkMkZmZCRcXF0ydOhVffPGF1XN3794dz58/L3AGsv8s/jVR9t9G5pU3vJQlpamUsfYyr9Djx4/Jy8uLANCsWbNIr9dTcnIyffXVV2Rra0vOzs40a9Ysql27NjVs2JCIiLKzs0mlUpGNjQ1xHEcOdoU7/++zQJe3SLed3cBWhlt+Kng7Pt4O5ObmZpU3zbgI3GlC9LegjbRW15L2Kjw8nABQt27dzNYRIluLy5lmqFEyjmz19fUlBwcHk2s2/r+opXLlyvTzzz+Th4eHqEX4vxRhzfO81Xs2pyWyVoobGSyXy0VNh9AnKlSoYFazn185tjp/Tc3WBazuhrns99iBjCUg1UAjuWgSq3N/v3nNztFVxesjxqUo92quCBoc4TmWLVuWypUrZ7LfuFgaDwSewaIUBwcHSd9ydXWVaDULouG2xoSxdArTUGZdNr9/3y+sjdt7C/5NWdLqGl9r8+bNJdy8hf0GjN+DSqWy+DyMLSgAKCIYlHy25Cw6wjg5c8qHEkvbgQMHCADFxMRQSkoKzZo1i0qVKkUcx1HLli1JrVbTmDFj6Ouvvxb70cKFCyk3N5fmzZtHCoWC5HI5OTo60vbt2/Odtl+8eEEhISFUunRpevDgAd26dYv8/PwoMDBQvK5vvvmGAFBAQAABoB07dlhsr1mzZhQdHZ3veZs3b07t27fPt95/Hf89H0oBqgig9HFA5gqW4L04kLF2Sh8HVBHw8fFBxYoVERgYiJEjR+KDDz6AXq/HlClTcPv2bXTu3BmjR4/GiRMnEBoaCr1ejy+++EKMAh4xYgQ6d+2HlLQCOFC+wdRFzP/PEHN+Y9okIdtPfsjOVSGiUi0kJyfnmxauTJky6NKlC5o0aQKAaReECMLIyEhERESIXJSGPlTCStvSaj02NhYA8Pvvv5utE3ML+P3kJ4DcDfpidl+tjmkmDQMpVCoVHj9+jNTUVDFNmKF2QPjf1tYWLi4ukqhEQ1hKqwYAFy5cwCeffIL4+HgALKrV1blkta4Aa8/VibUvXE9B/NmMcwHr9XrJcWkZjDvQOJOQ4T0Lz0Umk6FSpUomz0PI/SzAmt+jVqsVgx+0Wi0UCgV4nkeVKlXg7e1dYB+9sCDma2xNW5OZBQydCrSsD3Rkig5kZTM/VcPc765O7G9CkmkbchkLJgk1nzVThMBdWBDfO2NtvSVY63dAHjdncHAw5s6di/79++P+/fsm+wHpO7I0HljS1AmBeq6urggJCTFbJyUlRdLPEhISJNpYIWc1kNc/jNNRdm+Z5w9qjEvXgfJlmR+5pf32GiDAz/x+Y+Rq2fnMwXCsEnglDf2syUB7aPiOlBZyvArvQUgRKvA6hoaGSvgbAaYRNPx+BB9hW1XJ+Z3L5YDGFugdvRpVIsuiV69euHr1Ko4fPw5HR0esW7cO/v7+GDNmDJo2bYrY2FjRN/7zzz/Hixcv4Ovri27duuHjjz9G/fr1ER0djQsXLiAkJASpqalo3bo1hg0bZlVj7uHhgf3794PnedSrVw916tSBRqPBkSNH4OfHXuSYMWMQHByMu3fvIiQkBJ999pnFNlu0aIGjR4/my1zwzoeygPi3Jdp/HdoEosfd87SMhVi1aQWfsic9WDsGCAkJoREjRtCWLVvI0dGRAgICJHxYPXv2FFeW4eHhJJPJyMbGhlxdXSkxMZHu379PB37lCsyntngyiOOYb9TBXxlHJsB4GAtyvD4WdPZPqbZByFRguNIuVaoUtWzZkiIjI81qJ3x9falZs2Y0ePBgGj58OKnVanJ2diaFQiHyqQmZgYCiZ4lxdmS+aoJGqHDvjWk3V82wrL0T+DYBU18wYx9TS9oHR0dHcnZ2FvfL5XKTusb+XwX16bu1B9SqAcjRnvFSDu7CNBKW7tk4+8fbKEqlknr27Em1atUigPnUCs/vzz//JDc3N6vHBwYGSrKSlHSZNgJm+UwNy7efM07XW3vytl3dynwnh38IenUSFLONabQjgi37u1rjM81PW2WscRKeiSWfRIBpMLt3715kDkRzRaVSFUkDaexbXKpUKfLw8JBcP8dxosZNpVIV+Zr3r7Ds21u7MiiyAqjJeyBbNfvWDbmDe7QG+ZcCdWgCcrBjvpWdm4GeHjHfnu4a8z8t7PvMrwjaZwcHB/roo49M/J6FwvO8eC5rfeFt+prr42QUd6Ay+fn5ie+O53lSq9U0fPhwUUuYlJREjo6O9Nlnn1FOTg65urrS6NGjiYjo8OHDFBwcTAqFgiZMmECJiYn02Wefic8yNDSUrl+/bnXa3r17N/E8TzY2NmZ9IK9evUocx5FSqSSZTEYzZsww286tW7cIAG3ZssXq+SpUqECfffaZ1TrvQPROoBSQupPofp03H46cKM6SSZUjXSwTPM9v1rDjjKDT6cjGxobmzZtHRER37tyhqKgosrGxoSVLllBqaio5OjrS2LFj6cSJE5KJdsyYMWI7u1dG5TsBGpa5Yxm5t60aFFUBtHZWwY/NucomXIAFw8yfP19ijmrSpAm1atWK1Go1nTlzRrzGxMREunTpEo0bN06cDNu0aUMVK1Y0SaMotBcUFGR1sOQ4jiIjI80O2sYCR1EDR4wFLHNmI2tFrVZLJhInJycTZ31zE7ShMA2YmmCTz4L+/t20RNdkk96NXaDE0ywwpFoEc2dYMpkFYTWtY/7ei2uCLYiZX6PRUFRUlDgxymQy8flEREQQEYkCpnFRKBTEcRxVqVKlWBOzpesSrsWa8EFxjCjfy40JGsb7Fk5kSQKEdv1LgR4etNyWJeEjv6JUKkmhUJgVGASyf41GU+BUoHK53CQlpXFxcXGhuXPnUqNGjd5aIJUQvGd8X0qlUnRzEX4Xpl1zaVkpji2Q7TXMLeOnCaAjK0GzRrNtdaqw9xMWyEzi00aw72PxZJCnG0uUkHbefLvGaVlLlSol+UaERbPhAjq//lm7dm1x/Bk+fDjt37+fANCXX35JjRs3tio8GpfiBCj9MQdUNZw9M18vUJ/2zGXGXHuzJ0dL+mClSpVo3bp1lJubS0RE06ZNI6VSSU+ePKGdO3cSALp48aI4b2RmZtLXX39NCoWCgoOD6dChQ7Rv3z5yd3cXgyGXL19Oer3eZH69dOkSubm5UUhICLm4uFDVqlXNEo6PGTOGAJCfnx/Z2dmZJBQREBgYSIMGDbIqHnh7e9PkyZOt1nmHdwKlKbJiiOLHET2INs39fcOB6EE0pdwZSqGBbOI0h6dPnxIACcN/ZmYmDRo0iABQrVq1iOM4unv3Lr148YJ4nie5XC4OKt26daM7d+7Q+JFt38oq01KJCOZp6NCh1KJFC1EY8PX1FVeLGRkZVLNmTfLw8KB79+6Z3PeUKVPEQVYQkr28vMTJzNBXy1oxpxVxcXEhhUIhiSoXniXP8xQayDRCliJbj62xMYlsFTRpKpVKzMcrRNAWtgga5sIcU9BMSMY+fdM/Y4sGw0hUIa/88TWW27Hk/1VcDYtMJhMXCYaR+Ya5unv06CE5prDP2dKkau7aDYUnw/2WhA+hrPme1bu0Wbr928/Z9k+7gw6sAK3/gWkog/wtT7jmhI+CFGsa2j///LNQbbVv397qfkPhp3///rRw4cICtSv4/ha2DxUlt7q1Ys3PXHeNaftjtkm3CxH4uxaDTq4FnflDuv/4Grb/568tt+1gx+51/Pjx4jdvvHg2LBqNhkJDQ80+I3MCvKCxrVatGv3666/0wQcfFOh5cBxn0UdY8KdfPVO6UBXu//dZbP+gLqC9y0C/fQsq7Q0KLWeaWSw3BvT3OrmoVZw9ezY1btyYAOaTO2vWLHJxcaHBgwcTEbPGlS9f3qxweO3aNapduzYBoL59+9KtW7eoTZs24j117NiRkpKSxPrnz58nFxcXqlKlCiUkJNCFCxfI0dGR6tatS+np6ZK2c3JyxEh6BwcH6tWrl9n5etiwYeTn52f2+gSo1WpRQfQOlvFOoLQGvZ5Im0KkfcX+vulwer1eHIzNrYxOnjxJgPlE8qtWrSKe58nOzo6uX79OTZs2FT+ev/76i5YuXUre3t7i6u/EWu6tmS8MB4gTa3mKjo4WJ+7g4GBycnKi6dOnS64/Pj6eAgICqEKFCpSYmEhEjCJi69at1KxZM/FeAgICaMeOHSSTyahy5coSzYPhylYwH9evX18ccCtUqJDv4CmTySQaAEOtTkhIMN25dYlOn9xF8+dOI3v7ogc0WNOYFFebUxATbMZFNrC3NNA81K9mqo3UxjDty7hB5tuxZIJ1cXGh9u3b0+DBgwkA1a1bl2rUqCFOYsaCHM/z1LVr10ILz9aKOW1bcU3fwnU7ODiQXC4vEA1X+8ZMayX5Nq4y4d1Ya/niONPkfPGR9TYLGrj0rhS+uDoVfqxLPM2O/fZzy3Uc7ZlgZWm/i1PBrq9GjRq0Z88eIiJas2aNuF0Y8zQaDXXp0oXu378vpiRUqVRWNZLW9hUnQCkiGNSinnTbqXWsXWEha1yqV2La/1evXhERE/a6desmjuPDhg2j+/fvk52dHU2ZMsXiNKvT6WjRokXk6OhIHh4etGbNGlq2bJkYoOrt7U2nT5+m06dPk5OTE9WoUUOce4T5VqPR0Pvvv09ZWVmSti9cuEAcx4nj1cmTJ03Ov3v3bgJglo6IiCgrK4sA0G+//WbxHt6B4b8blFMQcBwgs2cBNzJ7MWUNx3EoV64cAODOnTsmhwnO2GXKlDHZJwThODo6IioqCnv37oVcLke7du3QpEkT9O/fH4cPHxYdt2etUPwjhN5TF+lx4MAB6PV61KtXDxMmTIBSqTQJjHF3d8euXbvw/PlztGrVChMnTkTZsmXRtm1bJCQkYNSoUQAYUXbbtm2h0+lw584daDQasQ0bGxvx/gQy93HjxqFJkyaQy+ViOjIhaEE4xhAajUaSUiw3Nxc6nQ4KhQK+vn74buYCrNuwD9/PXoTU1LyABp7nUaFCBZNnYCmYwVwmDJlMhnbt2pklNDe+TmuoUYlRO1nDvFXAk3hg7ti8bXF3geAyxtcElPUFbtwz346MZ+cTINyvQqHA5s2bsWjRIshkMhw7dgw6nU58B0KQREBAAAAWoHP48GHRyZ3nebi4uMDBwaHAxM7GMEeJUtCMN5YgXHdKSgrL9mHK9SxBbi6w9wTQuZl0+8vXQEYmUDtKut3DFQgpC1zLhybJQsxFicEwcKUgEL7DevXqQa1WSwiyC4rq1VmUX4MGDUz25RcUBOQF2AjBVM7OzgU6zhg5VrISPo0Hlv4BPHwq3Z75ZshQ2wDLNwExN6X79XrWrrv5WDt23nyS4wj3cu/ePcybNw8VK1ZEjx49ALBgPg8PDxARMjIysGnTJri5uWHEiBFQKpUoW7asJDBJoVAgLCwMpUqVAgATCilD9GhVtAAlvR5o8h4wsLN0e3n2yePOQ9NjcrVAmwbp0Ol08PT0RNOmTaHX67F8+XK4u7ujQoUKWLZsGYKCgpCWlob33nvP4nXzPI9BgwYhLi4O9erVQ48ePbBx40bs2bMHlSpVwrNnz1CzZk3Uq1cPYWFh+OuvvyQBMrVq1cK2bdtw5MgRdO3aVRJYFhUVhSFDhiA7OxtOTk4YOnSoyXhTv359qNVq7N692+z1CYFn74Jy8sc7gbKIqFixIgCW8skY9+/fFydZYyxevBi+vr6IiYkRMwRotVpMnToVABOM3n//feh0OixYsAClQz/G2h2Fz1hSUGi1wJrtjDOvb9++GDduHNLS0tCrVy/Ex8dj0aJFmDhxIk6dOgWdTge9Xo9Hjx4hIiICJ06cwLRp09C0aVMcPnwYAwYMwMmTJwEwIcFw8Pvggw9w6NAhlC5dGpmZmaA3UY9Ctg9/f39cunRJErFrKDAaRumNGDECKSkpAEwnsHLlykGlUmHz5s2YM2cOHj16JNmv1+tx61ZebjxhclOpVLCzs4OtrS2eP3+O5cuXS/jWDM+l0+mwZcsWMUrbENYiFBUKBTiOQ+fOndG/fz9UC7eeczgnB5i3EujaAgj0z9uenAo4aEzr22sYr6I5WMqEpNPpRP43YaA9d+6cGG0v4MGDB2KE7fPnz8Xter0er1+/FgW3gqAwmVOKAnMR49aEDwC4evON4GjER+jhCrg4AseMEnS8SgRu3gcCfK23W4TMfBZh3Nd5nsfLly8L1UZ6ejoA4OjRo8jMzBQzXJmDEGFs/L5cXFywfv16HDt2TLKf53nxu7YGoZ8J40NiYmKBjjNGarpp9hwBWi0wcCKw+A/p9vW72eKrYQ1gyFSWgcsQ2w4yobNhDfPtJqeashsYQ7iX+Ph47N69G1ev5mXZycjIwIsXL8R6Wq0W9vb2cHd3R05ODq5fvy6J/P7oo48QHR2NFy9eSBbYgGk/r17R8gL10nUWqf1+P0BTGXCpCQyayJ4hzwOzvwTaRkuP2XKA/Q0zw1YglwG1IvPGw7/++gvVqlWDp6cnXr58ibVr1+Lhw4cIDAyEXC7H+++/j06dOuHMmTMWn5u3tzc2bNiArVu3IiYmBi1btkS3bt3Qo0cPEBGys7Oh0+nMMg40atQImzZtwo4dO9CnTx/J3DNr1ix4eXkhKSkJ58+fx4oVKyTHqtVqNGzYELt27TJ7Xe8EykLg31OO/m/ju+++IwAmJmEiov79+1OVKlVMticnJ5NGo6HJkyfTuXPnJGaMatWq0f3796ljx44EQPT3ePLkCfl4qd4qT6GhCSciIoImTZpEBw8eJFdXV6pQoYLo02hraytGJJYvX54+/PBD8RjBpGAYeCH4hrZq1Yqys7OJiER/GaHMnTuXANCePXsk2w15IA2Lp6cnVaxY0WS7YJo29lPy9fWl7t2705gxY2jatGlWo1aFYwX/PiFYxFzdoph8vb29RT6/gphgLfn0KRSg8WZM27UrWw7MsWaCLamoYOE9KBQKat26Na1cuZKCg4NLpF2ZTJZvlDjAMoRYuh9rPpS/fsvqmIvw/XEC2zeoC2j/ctC62aBK5Vkg1J2/LLdpzofybUaxF6fY2dlZzPwklPzMsUIpCa7WghZrgVYfdWDfyjfD2HubNASkVLBofYoDTR7C2visN+Ok/OFL5pfZNtp8e9YCraZOnUovXrygmzdv0rFjx6hdu3aSvqvRaPJ9vkV9b+wcfLEClIyPub0X5ObMouQtPd+kM6DffvuVZs6caZL1RyaTUYMGDUipVNJ3331HixYtEv2s69evTzt27CCdTmdxfk1JSaHhw4cTkBf57eXlRRzHkb29Pe3evdvscX/88QfxPE8DBgyQ+ET+/fffBLBx293dXWIyJyL68ccfSaFQUEpKikmbp06dIsC8C9s7SPFOoCwitm3bRgCoa9euJvsaN25MH3zwgcn2n3/+mWQyGT1+/Fj0E3R1daVDhw6Rv7+/KGwEBweTVqulFy9eiIJV5TAFJZ0tOaEy9yoo+RxHQwbUF30BOY4jT09P0TdRLpdTaGgoNW3aVKRfMAy6MPQhFKK0GzZsSNOmTSOAOe9v376dlEoltWnThs6dOydO9oJjf+/evcnDw0MURAW/GeOB09XVlSIjI806vwuTnPFxPXv2pNTUVPH579y504SSQ0g/GBISIt6bSqWyGJFcUqUg/l/mfPoojg30wz403R4RzGhPrLXp4mTqF2pJSKhcuTINGTJEdLgX3k9+91ZUKiiABW5169bN7D6e5wsd2GF4b9aEjxlfsDrGAQhCWTWDTa5KBUtn2qU56O4+y8+5qFHe/9eLq6urSKclvC/h//79+4sLbaVSScePHy+WnzHHceI3aalPWfNDzrrMhMngMiAbJWPA+O7zvD6gu8aCb8ICGXG9jydodD/mt2yuPWtUUOXKlaM2bdpQz549ydPTk2xsbGjKlCligovKlStT+fLlxfrGbA+Gxc7OTrKglsvlxPM8vffeeyKTguHzkclkVheoBQlQMtwet5OxSHi55U/6/ir+HhGxuALBD9T4nbu5udE333xDycnJtGnTJqpRowYBoNDQUFqxYoWobDDGnj17yMbGRlwkDhkyRJK299NPPzV77IoVKwgAffbZZxKhsm/fvuL1GVMA3blzhwDQ5s2bzV4HAHrw4IHZ63yHPLwTKIsIgb+qYsWKJvsCAwNp5MiRkm16vZ4iIiKoXbt2tHfvXvGjWLp0KRERHT9+XNw2bNgwevHihTiYOjg40KpVqygimAUDFDdIR3uNo/RLdlQxhKNNmzYRwKLz6tWrR9HR0WZzedvb21OtWrXEaGhhkDOsU7duXVq9ejV16tRJnHRWrlxJu3btIhsbG0kQzdcTRpCrE8jNRUk2NmyyEPYbCo0ymYyUSiVxHCfhwxSKscbRycmJbG1tqVSpUqRWqykgIIAWLFhgQlXUp08fcnV1lWwTcvKWZMCJcREG2/w0lDlXWDDI5CGm+2pXNnWg18YwDcTET623ay1IhOd5qlatGgGgb7/9VtQg6HQ6atWqlWRSLwglyj9VrF2LjY2NSENSkCCokirWhI+C9JHiCOVvs/j5+VGbNm2oUaNGFutwHMvlXqtWrQJn+DEebwqq5SwoU0JJldBAUy1zUFAQDRs2zOz4ZFhKlSpF48ePJ6VSSd9//z21atVKMgYZL9ANjw0ICKDOnTvT0KFDJds7dOhAzZs3L7EApUO/Mb5OP28mWObbjpYF5Gi1WgoKCqK2bdtSamoqrVixwmTxzvM8NWzYkP7++286evQotW7dWnwuM2fOlERzC4qI1q1bU2pqKs2YMYNUKhX5+/vTmDFjxHcQHBxMt27dMpmDf/rpJwJAX3/9tbgtMzNTfN5yuZyuXbsmOSY4OJgGDBhg0ta6desIMB+A+w5SvBMoiwitVksymYwcHR1NtisUCvrpp58k24XI7z179oiksOHh4aTVaikjI0Ps6AMGDJAMLg4ODrR8+XLSaDRkZ2dHzo6gg6u9ieKKQOgt1H/Sg14+v0E8z9OPP/5ISqWSqlevTmFhYTRw4ECytbUljuPyJVLu0qULnT17VtSwGtb39/en4OBg8vHxoezsbOrTvSpNGwE6tNLUNJN0htGxLJ/hRWFB0vMYakMMByaZTEYKhUKSEq5Tp06UlZVFV69eJR8fH3J3d5cM/sIkKJfLycvLy6r2hOf5QqWfLEqxZoI9v5HV2b/cdN/kIYw/Lv5E3jaBNujEWsttFpbGRi6XU+nSpalWrVrUunVrySRXWIGnJCljhEUEx3Fm3R8slX9D+BDOLSxW/g2Td34uDYV1eZDJZPmavlUqFXl5eZG3t/dbv7+CpNMsbsmNAR1dbfka7OzsiOd5CgsLkyyIQ0JCqE6dOibuGjzPm3W/EcacwroNWFugPjnCuGofHJBuf3qEHbvsG/Z77SzmIhARDHp8uIDPRstMxL///jsBEDmKX7x4QTKZjCZPnkyjR482cWFyd3enSZMm0blz56hv376kVCrJ3t6eRo0aRUuXLiWFQkEdOnSQaCBv375NTZo0IQDUpk0bqlSpEgFsbFmxYoXJHC1oy2fOnCluO3ToEAFsbIuOjpZoMIcPH06+vr4m9EGLFi0inuetmujfgeGdQFkMCETWGRkZ4rZHjx4RYJo/tFevXlS2bFlauXKl+FEdPnyYiEgkLP7qq68oLS1NYlbu378/8Twvmk4EehxDQm/tNb5AhN50v46EiL1Ro0YUHR1NQUFB4kBWqlQpGjRoEPXr189s3m2e58nX11cU9JycnOjDDz+k1atXU4UKFcjW1pYcHR3pgw8+IDs7O2pRn1EfUVzBicePrWbE4xzHEc/zInmwUBQKBQ0bNkwipJQuXZpcXV0pLi6O7t69KyHJtuRXZzy5F8X3y5BrsbDHWjPBWvPpiz/BzN6VyoP+nM8oQZwdQc3rWh74dddA13Z7iwuWgt6bnZ0dubm5WeXZMywajUbyrJVKpYRj1Vpxd3cvsHbYkG7LuFhaKMhkMjq+5h8SPlblnbOw/eKfKtb6rFwup9GjR4t1StLP1lqx1zB3EHuN+fdnbgFhicy7pEubaPOckYa/vb29xRzSoaGhVLlyZfL39ydnZ+di+ZY6OTmJGj9LizNLC9QHB9h+Y0qxOWNYVqgbu0A7F7H/61eznnHLsKSel9Gvv66gx48fU3h4ODVt2lScW3766SeSy+UipVBubi7t3LmT3n//fUlf4nme6tevT1u3bqUvv/xSHJPLlCkjySwnQK/X06pVq8jNzY2cnJyoXbt2Yntt2rSRuDgRkWiG//nnn8VtnTp1Es9vaOIWLIdXr16VtPHdd9+Rs7NzQcWC/zTeCZTFgKDxMlSdHz161GRbQkIC2djY0Lfffiv65rVt25aIiCZNmkQAqE6dOpSeni46btvZ2YmClFqtJjs7O8kkqlKpaO3atXTswCKaPVZtltA7+RxHry9XppU/lKaBvWtLrj0uLk70HzSc+ASzjTBo8TxPnTt3pq1bt9LNmzdp5syZorCmUqkoLCxM1LgKwoC7uzu9eBpLukddxAm2sBMyxYHWz1WQX6k8QUYul0sEG7lcTg4ODuI1q9Vqi4O2ofmlqOTlloowoAUHB5Otra3ZFIvmijUTbH4+fVe3suw5ahXIw1WaUs5cKawJtjBmf2GxU1LFxsbGhMC+pMo/JXzkl+qypEm+31YRhHMvLy+aPHkyDRw40Gy9MmXKWGxDSM9nbl9YEPsO9q8wn5Bg/wq239hyYVzeZrrB3KugtbNLPtDIxsaGQkJCTBZh1opgqRLmES8vLwoNDaUmTZoUOUAp8xLI250Fmf21zDRL16NDpu3proFOrpcuMrt160b79++nrKwsql27NrVo0cLsvBkfH0/ff/+9ifZaeA6RkZHiPNiiRQs6fPiwidbw5cuX1Lt3bwJAVapUEX3y3d3d6dy5c2I9vV4vBvcIPJLp6enifODn50eZmZlExEzitra2Jmkax4wZQ2XLli2kdPDfxDuBshj44osvCJBmxBE0kGlpaeK2OXPmkEKhEDPJ8DxPd+/epaNHjxLHceTq6kpJSUlipJy9vb2Y5UIY0A0neJlMRp06daL69etLBn65XEZ2tiBvDyXZ2YJcXV1o3bp19NNPP5FMJqOnT5/S+vXrRUFS0IQaRh8KWsHo6GgqW7asxewCt27domnTpokaAzs7O3JyciKZTEYRwSx6XGthcCvMQP78GMtKwvO8RCgUTN7mBl2O42jw4MH0/fffi9rfkpoArP02fBcC+bultoKCgv5xE2z1ShpJdpSC3rdx3vKCaN0EH1uFQk6O9pxFrVNhi+DDa1is3Yu5ifptCx9CsAPP8zR69Oh/xOz7NkpBtavCmFGYtlvUZ5YIYbFTGMuFufZcnPBWmTCcHS3fe0hICDVu3FhiFYmKiqL3339fNPWWLVuW2rdvTx4eHpJnZU7zL/iwjx07VhSaAGYOr1Gjhtk+rVQqafpnRQtQOrDC+rsy55edexWkfzGWnj9/TgEBAeTp6SkuLIUxpmfPnnT9+nWLGWj0ej2dOXOGunXrZtJ/atWqRRMmTBDTclarVo02bNhAWq1W0sb+/fupXLlypFQqRRM4x3E0efJk8bx6vV60uG3cuJGISEwHCYC++eYbsb2WLVtSgwYNhAsk0ibTFyN6U533KoqJTd7BMt4JlMXA+vXrCYAkC8DkyZPJw8ND/K3X6ykkJIQ6d+4smpVHjx5Nr1+/JltbW5LJZHTlyhUxaESj0VCtWrVIJpOJPjmGA8jQoUOpQYMGZidUe3t7WrBgAen1emrevLk4WAmCjTC4VapUiRo1amQymMnlcqpTp46Y87RWrVrUp0+ffJ9DbGysmGklIhglHo2edIYJlYbXKuRoFgYQ4f5KMphBMOufOnWK5HJ5gSbYqlWrioJ6QTQP/5j/VzFyeRekGE4Igtbp4K+cRa3T9M9YPcNnyvM8lS9f/q0LYILwoS3h566NAaVftpfQcHEcRx07djTrC2wsCFujtLJWrJmJi1uEvqxQKCgyMrLY2aFcnJhAL/TLwvZjimMCuzkBLzyI9a+3PfYY93tnZ2f68ccfydnZmRwcHMRvnuM4cnd3NxlnPTw8KDAwUNIHhO/HMOimTp06dOXKFQLy3HOEtp2cnETLkFAiK8jf6jhiUrJixAjov/76i/R6PV26dImaN28uYWTw9/enAQMG0MaNG03oeoiIFi9eTABj3DBeMDo6OlKnTp2obt26BLBo+p9//lniZpaRkUFjx44luVxOvr6+4kK/SpUqFB8fT0QstqFr166kUCho165dRETUokULApgw/vDhQyIi+v3X8fTt5xzl3qlnIfVyI6L4sURZV03u4x3eCZTFwtWrVwkAtWvXTtz20UcfUfXq1cXfghNw9+7dCWCavOTkZAoNDSUAtHjxYvF/W1tbCgoKEoUiw6hBPz8/E7OSMLjY2NjQhAkTJE7Dgj9IWFiYWF8mk4kTmzCAOTo6Es/zVLFiRfLz86PatfNM43Xr1qUPP/zQ6jOIj4+nP//8kwIDA8nLXUHPj789LUH1KoE0atQoGjZsWLE53SwJeoMGDSqw9s4cXZFarSY3Nzez7RtztQH/vAm2uL5w1o439JfNjQHpYs1fS0G1TiVZjAXXtyV8fDmiBVWvXt2EQaAkS0mZiYtS7O3ti+wLKFguiruAMrRcGJ8jPKhkNJXWzmH8LZgTsgWhRi6Xi0JS+/btRQHnypUrEgsHz/Ok0Who4sSJEtos4RxKpZJKlSolzg2CwGZvb0+urq5ivX9qgfr4JDMB16lTh6pXry7RQkZGRlKnTp0oLS2NduzYQUOHDhX5aGUyGb333ns0efJkOnXqFM2fP58AJkgLbdy9e5eGDRsmCYrkOI7CwsKoYcOGxPM8ubm50aRJk+jly5fieS9fvixSEgkmcFtbWzGeIScnh9q0aUMqlYoOHTpEqampoqA+dUwtovu1ieLY2KS3MHZRHEcU90Zwv19bEpPwDkQcURFSFLwDAJYVRaVSITS0Aq5dOQVQDlq16QCNvRfWr2cpGrp27YqLFy/i3r17yM3NxfLly3Hq1CksWbIEnTt3xo0bN3D58mUxU0tqaip0Oh1sbGzErBb9+/dHTEwMTp06ZXIN3bp1w4oVK8SUf8+fP8cvv/yCxYsX49GjR7Czs4O3t7ckO4xCoUDXrl3x8ccfo1SpUihTpgzatm0rpl5MSUmBTCZDo0aN4OXlhbVr14rHPnjwAMeOHROLkKIPAPYud0XjmongOdNUesWFVsuyXPQcLd0upPvLL0sLx3Ew7OrCb5lMJsmqYK8BlAqWWSUrRw6dTg9iC68CX6u3tzeePXuGli1bolatWpg4caLVlGlrvgc6N8dbSbFp6bkVB0qlUpKS0sUJ+HE80L0Vy+hUmPsQ6q/ZDgydBiQmF+2a1Gp1vukaeZ6XpF0LDwL2LwdcnVgWkaJCqwUSkoCe4zxx6OQr6PX6QvUXY6jVauTk5Jj0mRb1gbEDgDpVWOo7GW8+05JeD+j0gEIOHD8PTF/CMmFZglwuh0KhKHa6S2uICAaOrQY06uI9awFaLZCeCdTpAcTcku5zdmT9sUfrovfHDXuAkTOBh88Kd10cx8HPzw/ly5fHy5cvcfHiRQAs1eXcuXPh7e2NM2fOoHv37pDJZGLGLwBwdXVFUlISdDqdZLzy8fFBQkICtFqtOM6NHz8e7733Hj7++GM8fMhyI7q5uWFQD19MHXypcBddBHT+XIN7Lyvg3LlzGDlyJAYMGIDAwEDcuHEDoaGh+PPPP9G+fXvJMffv38dff/2FvXv34sCBA0hOZh97cHAwRo8ejaZNm8LXNy/1lE6nw759+zBp0iScPn1a3K7RaBAUFITr16+D4zj07dsXn3/+OQICAqDT6bBw4UKMGzcOAJCWlgYiQp8+fbBkyRLodDq0bt0ap06dwv79+/HscQwy7vVH91YAEQ+uUHMXD0AP2HcHvH4EZKapeP9reCdQFhXZMUDKWhzd+z0iy2vhYJe3KytHCZVTHaTrw1Gnxc+wcaiC06dPw9/fHzNnzkSXLl3g7+8Pd3d3nDt3TsxtrdPpoFQqRUHS0dERLVu2xLp160zyj/I8D47j0KZNG2zatAmHDh3CokWLsHnzZshkMvj6+uLevXvicQqFArm5uahXrx5iY2ORmpqKYcOGYezYsWjatCmUSiVOnDgBAIiNjUWFChXQuHFjMc+4IEAKqQxDQ0NRt25d1K1bF7/++ivKuF3D0ommo69eD/zwK7BoPfD4Ocs3/Wl3YEiPvDo9RzOBwhgb5gIdm0q3tRgknRyNBUWATZDOzs54/fq1OCnb2NjAxsYGKSkpkMvl4sAcFgR0b8nyXFcNAxzt89pJTgXOXQNOXwbW7gSuGU1c9vb2SE1Nhb+/Px48eICxY8di5syZ0Ol0aNGiBbZv346ePXvi999/l7w34bp5nkdubi5cnIDY7cUXbIwhCDoVWhVdUMsPEcHAvl8AV+fiCcTCtTbuayogvE2UhPCxehswbHrJPuMyZcrA3d0dZ8+eLTGBffRsFZ6+yMr/oCKC4zhwHGcyVv1b/bt5PSaA162avwBOYPu1Wuk1Go8Btx/amE2vqlQqodVqzealLyiEsezzzz/HtWvXsHfvXsn+r776Cs+fP8fSpUvh5uaGV69eAWACloODAxITE5Gbm4uV3+ne2gJVpwP+2MPh+N2P8ccffyA5OVnMnW1nZwcnJyfEx8dj/vz5qF69OsLCwiSpJAV8++23GDduHGrXro2cnBycO3cORITQ0FA0bdoUTZs2FfPNA8Dr16+xcOFC/PDDD3j9+rXYjpeXFzIzM5GamoqOHTti1KhRqFq1Kh4/fowhQ4Zg69atUKlUyMrKgp+fHw4dOgQvLy80bdoUyLqCQ6sU4PWvUbxssDJA5gr47QdUEcVp6H8e7wTKwiJtJ5DwLZB5AoAcer3WQj5mDjo9Bxmvx/ELwPTFQN+hG9C9e3dwHIfIyEicOXNGFPR4nodKpRLzlFavXh1xcXFITZUmq61bty7WrFmDjIwM1KtXD/Hx8eLg4urqiuzsbKSlSRM69+vXD3PnzkWHDh2g1WqxdetWzJo1C7Nnz4ZSqUStWrVw4MAB5OTkgIjQvXt3pKenY9euXcjNzYVMJkPlypVFAbJOnTpint9z586hWrVquH/EF37uT8Bz0u702bfA3JXA4C5A+ybAnYfAV/OB3u1Y/lgACG8NVAwBhvWUPsHgMmwyEqDVATF37BD9kVIyqAiwsZEO9sbaR4AJdBEREWheT49WNa+iduXCa3sOn2XaMIVCgU6dOqFfv36IjmaJcDUaDfR6PTIzM+Hi4iK5TmdnZyQmJsLPzw/Pnz9HUFCQmDM7PAg4vqbkNTj1e/G4fL14GmOO41CxYkVcvnwZABPY9Xo9woP0OLrqn9E6vU0oFAo0raPD6L561K3K+hnP5d8fjp1juaCtaf8KCkGYUCqV6NKlC1auXAkiwpAB9fB1n+MlLrAbamsDAgLw6NEjUTAoafzbGvjQwLxFY7Vw6aJRECB1eoBD8TS+gYGBqFKlCg4cOIBXr15BqVSiadOmUKvV2Llzp6goKCo8PDzw+vVrcTFcuXJlTJ8+Hffu3cPHH38MgPWjiNBS+GvRk5IX4HVvBPiWeQK8n58fKleuDAcHB3FukclkomZQoVAgPDwcUVFRYtmzZw+mTp2KiRMnYuLEieA4DgkJCdi/f7+owXzy5AlUKhXq1asnCpihoaHgOA4XLlzAuHHjsG/fPrEPK5VKqNVqJCcno2HDhhg1ahSaNWuGLVu24NNPP8XLly+h1WrB8zzmz5+PXl0iwT2sB5VSX0LPSAbwGqD08f+0UPlOoCwodAnA86FA6u8QVd0FhKAl+HO/Cv0nZMG/bCQuXbokEXiEAV4ul8PPzw/37t2TtBEREYE1a9YgPDwcp0+fxqJFi7Bu3Tqzq+Xy5ctj8ODB6Nq1K/r06YOkpCT8/fffWLZsGQYNGoQnT57Ay8sLd+/exYgRI7Bjxw4QkcQMXLduXTx58gRubm7466+/YGdnByLCw4cPcenSJVy+fBmXLl3Cnj17EOCbiZhtpvf9KhHwqgt81B5Y+k3e9h2HgLZDgGvbgTI+gH1VYNFEoF/Hgj3PsNZA7G32zHiez9fc7eDgIJqWPN3k+OFLbYmYZ8uWq4yTJ09i0aJFGDFiBDQaDXJzc9GwYUMT7QLABF65XA4PDw94e3vj5MmTkv0lbYI1JzwATIC4e/eu5BjDhY0lLQvP8+LixcNVhkubc+Hq+L+jVVUqldDpdFbdD6wJH8mpwNmYPG1V7G223ZyWvDhwcHCAQqGAj1vCWxPYr90uuWvmOA4ajcZkIQswM/3ORdJth88ADXtbbm/SEGDip8CTF8DoWcCeY2zRVz0C+H4UEBVqeoxguXByckJaWprVMaF0KWDeOB7tovVFHgN2n3BGjy8SkZjM3ldaWprku7H2HQGAu7s7QkJCkJ6ejosXL5osfnmeF7/Jwmg9hW/UwzEex9cAdhoOMr4k3rMMxGtQtwdQs/4AnDx5Enfu3EH79u1x/fp1xMXFIT4+HgDrDwEBAfD29oZarUZ2djZevHiB27dvi/fo6uqKxo0bIyoqCpUrV0ZUVJSopCAixMbGYu/evdi7dy+OHj2KrKws+Pj4oGnTpnj//ffRuHFjaDQa/Pbbb5gyZQqePn0qXqmgkYyIiMDIkSPRvHlzTJo0CQsXLgTHcXBy0OPWXgWcHfTgYHksKMozgswVCIj7z5q/3wmUBUHWFeBREyZUFqMDarVAUiqPhr31iL1jOuC4uLggMTFRMtD7+/tj+fLlqFatGtauXYtFixbh0qVL4odq2IaHhwfWrl0rassAYOPGjejUqROuXbsGpVKJkJAQNGrUCGlpaTh//jxyc3Ph4OCAjIwMcRAODw/HuXPn0KxZM7x+/RoNGzYUBcikpCQAzLxha2uL+Ph4zBwlx4heWiiMJr2TF4Ha3YGtC4A2jfK2p2cAdlWAOWOYP1i1TsC5jUCVsPyfYa4WmLkMmDDPVCMpTOzmJniFQoHyZXNL1Dz7x6kBeJ3ug0mTJgEAxo0bhxkzZlgUWDQaDTQajTjwmkNJmGD/2KPA4Em5SE2XY/PmzWjcuDFKly6Nly9fAmCuFIL/EpAnTAKQuAOYg52dHTw9PTFl8J1/3e9TrVZDLpebaPGtwcbGBv7+/rh161aBBCo7W0CpBHJygLQM83XyEx6Kgv8LbhCG/UKj0SArK8uqMG4Ox1YDNSOl/SQlLU8YN8SEeUxgP/sH4O0BRLYHbJTAlKGASgl8s4hZOK5uZfvFe9IBf18E6n2Yt43jOERERCA7O1viPx4WqP9HXTSM+4atrS0yMzMl4xTHcQBQoP4ouO44OTmJvpOW+l9JLVAFQelO7mIEhrXH4sWLMWjQIPz666/o3TtvZfDJJ59g3bp1mD59Om7cuIG4uDjExsaKblICPD094e3tjbS0NDx58kT03fX19ZVoMqOiolC6dGlkZWXh6NGjooAZGxsLjuNQrVo1UXvp5eWF8ePH488//xT7rPBcSpUqhc8//xwVK1bEsGHD8FW/629t7AJkgH0XwGfN22j8/z7easjP/w/IvPyGPkBWotGg4UHSiFnjyGJXV1f6/fff6fLly/Txxx+LFDSGEYUajYZ69epFnp6e1LRpUypXrhw5OjrSli1biIjo8ePHtGrVKlKpVJKoU6VSSV26dKEFCxbQlStX6OXLl9SnTx+LtDgODg7k4uJikQbHEqHujV1s//zx0u2Xt7DtQ3uyLC8AaHAXkJcbI9+tUwV0ap3556e7Btq33HIkb0hIiEgA7+zsLD7XiOC3RykiRBQWtliKmDbOhFRQnr6jq1iktUwmo86dOxPHcRQYGEg9e/YU361hTvOKFStSx44dxd+2trZWo5OF6zWOTD/0m/X7nPQmH/mOhaCq4SxHeWlv0NefgLIvW37GxYn+FtJz4k3E7f+VjDXu7u6STFiA+XSM/xRXpkqlMuFTHTBgADVt2tSkf5YrV65Q91oYntWtC9gxG+ay31OGghztpZminh0FlfJgKQLNtWGY6tLBwYFWr15NWVlZIltGRDDLAlNSY4D2GmdCK6RQKKhmzZpkZ2cnUo0Z9r2i0C6pVCpJxLOQLa0gxzo7gjYvsCUhOrtQ/eRN/T8X2FLDepUoIiKCOI6j8PBw8vDwoNOnT9OzZ89Iq9WSTqcjHx8f+vTTT02m0JSUFDFyPTo6mtq0aUNBQUEStgBHR0cqXbo0+fr6SvK/Ozs7U3R0NI0cOZLWrFlDsbGxdO/ePfrll1+oc+fO4rfk6OhIHTp0oIULF9KiRYtEWibDYmtrS8vmtc/3vh8dYn3v0G/S7dt/BlWLYDyePp6gEb1AqZaSSfxHo7/faSitQZcA3A0ttmbSGIZaguRU6epSrVZj8uTJ8PT0xE8//YSzZ89KzCFyuRzR0dEYPnw4mjRpArlcjiVLlmDw4MFYu3YtZs6ciYsXL0q0UE5OTsjKysL8+fNx+/ZtzJw5EyNGjMCdO3dw6dIlkxWkAMOI51Qj9x/hmqpWrYIjSy/DVmVeq1W3J3DtNvDLN0CjmsDdR8DAicDVm0CPVoBaBSxYC3zYBuj7AXsu3y1lx5xax3wrjZGcCjhVZ/8LWkobGxvUr18fXl5e+OOPP5CVxYIPHBwcoOBTcO1f0PaY8+G0BHN1XV1dERHMo3H1lwUywd5+mBcYwHGcaPohIgwZMgQ//fSTeGzZsmWRmZmJ169fIycnR4zcdnZ2RlJSEgyHBWMNiLHWqSAap/tPgeYDme9s95bA9XvA2B+Abi2BJVNMjzWndfpfhSWGAUswZyYWgtsWrwcev2D+xaP7MU22gA17gJm/ANfvAk4OQONawHefA55uFs5jFOAmRMqHhoaKvr1KpRK9evXC4cOHcfu29CWHh4cjOjoaK1euRGJiokn700YAo/rBxHJhjMwsoHwLFuC14819V2rH+vuyqdaPFZCrBY7H1kLjbiwa2NA/VKFQ4OWLG4jdDri5lJQJmEEYAyI7KLFi5Va0bt0aEydOhK2tLb744gtJXRsbG+Tk5CAkJAQbNmzA7Nmz8euvv0KlUkGj0SAhIcGkfRsbG3h5eaFKlSr4888/xe2FGVvs7e3Rsj6HYT3TUauSrsA+48fOAd8vl2HXUeR7LmH88PPzQ5kyZeDj44PSpUsjICAAe/bswZYtWzB37lwMHz5cPCYrKwu3bt0SNZnC35s3b4osEiqVSmQ9EHxQVSoVKlWqhMqVK6NSpUpQqVS4c+cODhw4gFOnTkGv1yM4OBgNGjTAo0ePcPjwYVELak5jbohHz4CmA4C4O8Ch34AGb+aZzfuAD4az3yN6sTnxm4WAygY4scZ4XpEB6lqA/7GCvJ7/r/BOoLSGJ92B1D9QksKkAGOznlwuR58+fWBnZ4dly5aZ+CNFRUVh+PDh6NixIzQaDXQ6HS5fvoxjx47hyJEj2Lp1K/R6PXieh7e3N54+fQp/f3/06tULt27dwu+//y4xEXMcB5lMJjFvWot4Ts3gkZBWBnqbarBx/wgf9p/BHKn/+hPuiYEW7/PFK2DQJGDrAfbbyQGY+QUwaQHQoQmL9r7/BGhaJ++YpBQgqBnQqAawfo75du2rMBOkh4cH5HI5Xr9+LQqRhuA4Dqtn0j9invXw8EBERAQePHhgMvkKcHZ2RosWLXD8+HE8ePDAatuOjo6oVq0a9u/fLwp11kywQh1rpn8BK1euxNWrV/H9998DYMJBcHCwZNISJgmhHTs7O/h7p5n1lzXGtoNA20/zIvUb9mb+e2f+yKsz6Sdg6iIg+QygsTXfjuAv+2+gpH0jAakZ2VL75ia9CXOBmcuZ+bdaOLDrKBMw185iQvm6nUC3kcCgLuy7ev6SBb/Z2QLnN7GJzxCFFdhLly6N169fS8alUaNGYfr06ejbty9WrVplcsz+FUDD6uYFF0N8t5QtPq7vBAL9gdxcwLYyMH0EW6ws2wi8SgLqVAZ+msDGKWPo9cDB08D7/Rh7QpUqVXD27Fnx+b7VwCAdsHEvjx0XusHOzg5LliyRvFcHBwekpqaiX79+6NSpE4YMGYLHjx9jxowZyMnJwciRI8W6tra20Ol0yM7OxjfffIPJkyeDiLBnzx60bdsWGRkZ4DhOVBh07doVv//+O3777TeUKVMGvXr1woMHD+Dh4YH09HSkp6fD09MTNWvWRGJiIlztnqNhlWcIDUhD1TCyuEBdv5vH1Zt6qFQqEJFVX06ZTFZgqiyZTAZbW1s4OjrC1dUVXl5e8PHxQUBAAIKCghASEgIvLy8kJycjLi5OImzGxcWJQqVMJoNCoRDHfJ7nERgYiKioKNja2uLly5e4dOkSHj9+DKVSibCwMDjYPMThFaZCO8D6z8qtjCqKCHidLBUoK7VjY/3FP9n4C7C5rVxTYM6XwIDOZhotGwPYFMCP6/8n/NMq0f8ZpO4wUWMX1LRnaFqqUdF86ipDs179+vWpatWqJu35+/vTtGnTKD4+njIzM+nIkSM0depUatq0qZiG0MbGhmrWrCkSujZp0oQCAwNN0uVZu+7WDXk6s0FZIPOq9hpPFMcIdE/sHU91apUvkPkk8TTo2naWAiz3KojnmcnTUv220aCQspb3G2YjsVbMEYdnXgLJ5aZ1NbZ5dc5uANWvxrZ5u4PGDnx75llLRaFQFDrnc0GJy4X0aPb29uTu7m7xPIJZSjCxWcs/LpSMi8yk3dLg2d/5C3R9l7TetBEgjmN9w1w7hc0/bljs7e3Jx8dHkrq0UqVKIsHyv1VUKpVZE7dQzJmJ0y+wfjiyr3R7/WqgmpXY/xHBoBb1pPtPrWNtCmZkc8XQTFwYt4CCkJsbk66bK9mXmatLj9Z5214cZ8d7u4NqV2auEpvmgcICWUagJ0cstBWjpmnTphLP85LrK0jyAEtmzgMrQPWqsjzXnm6gDk1At/cWbAwIDg6mO3fukFarpR9//JHs7e3Jw8ODli1bRp07dzb7zEqVKkUAS4fbo0cPWrJkibhPyG8v9Olq1apRbm4u1axZk0JCQigzM5PGjh0r1v/www+J4zhSKBSUk5Mjmd6GDh1KAQFlyc4WtGv7Kjp/9jANGfIpyWQy+vnnn6lu3brk7OxMgwcPpq5du0rS/KrV6nz7SnETKADMNcvJyYnKlClDNWrUoHbt2tFHH31EgwcPpoEDB1LXrl2pRo0aYgY44byG53Z1daXg4GAKDAykGSNlFseui38yU/ZnvUE7F7FjDfuCQsH2GR9XNZzNVaZtyonix/1Lwsu/hxI0AP5/hoRvYRzNXTkU+Pt306qCaa9bi7xtWdlArzHA6StAs7rmT6HVAeMH86jT/Yi4zdHREd26dcOgQYPw7NkzHDt2DB06dMCZM2eQk5MjkrpWrlwZSUlJuHv3roTwfN++fSbnIYOVY/ny5eHm5objx49j88ZleL/SDthqtwBgmkpr5immaWDPg2lQpmFIJ8v1AaY5CQ1kpmsnB7btXAxbEVYOBdbvYoEo79eWHpeZBbhbCZQz4NW2cr08xg00jeSMucVWm6tnAuX88rYLXGR3HzFn+1qRwB8/AHF3gfFz2ap10STT82h1jO+uOPQx5kxYRCThraQCaAAKUgdg5iae55GRkYH09HSL2gdhu3BtNSoxc5k1zFsFPIkHDqzI2xZg8JxT0oD9J4FZK5h2TegXxpDx7HxFQWpqqiRYJzs7W6Q9+jdhTotuiO4tmfnW8Du0UQIn1wIeRt+DUgEkp7Fvqcl7QL2q0v3lA9jfOw/NnytXy843YR77XZiAm/yCkOw1UguHJWz8C3j+ChjVN29bjgF70Z4lgJ2G/V81nFkufloDTP/MtC2lLBPfTpsA40sbO8B6gJtg5kw2iu06cQF4vz/QthGwZibTsH+zEKjdA4jZBrg559U1NwZER0fj3LlzuHTpEkqXLo0FCxZg1qxZ6N+/v1hHsCp07twZBw4cwNOnT8HzPIgImzZtwoULFwCw79/Ozg4vXryAVqsFx3E4e/Ys5s6di19++QVRUVGYMmUKtFqtSFT//Plz0Bvt4ubNm9G5c54ajdGeKZGWAZQPq42yZcti5erNCAwMxMcff4xt27ahTp06WLhwIQBgw4YNOHLkCFxcXPDw4UMxuCgxMRHbtm3DJ598gnnz5sHZ2RkJCQlYvnw5YmJiULt2bdGcn5iYiOTkZKSlpeX7HQBATk4OcnJykJSUhPv371utq1AoYGNjA6VSKQYWpqenIyEhQXQlqBJmeewq7Q3c3gv4ejEWAmO4OQEPnkq35eYy4vtss3ORDsg8bW7H/9d4Z/I2h+wY4F7BuKSMTXsA8z0ZMpUReb9OZhQYk4ZYbiOyvRwefg1Rv359PH/+HMePH8eVK1eg1+thb28PR0dHpKenm/i2WYKzszPCw8NRq1YtVK1aFYcPH8bPP/8MnucxaNAgfPDBBxg1rCkO/iaHg20O+GL4FGm1TNC0ZNYKb818o36fnbetxyhg5xHgwQGg/VBm8r6+M8+U8OQFENIC+Lw3MGWYaZvJqYBvIw3S0tJRuXJlVKhQAfHx8di/fz8AZmJKT09HSFmtWfPssg3Ax1OAtPNssjbGoInMpHhnb941LfydvdN7+xjtiDnkZ551dHSERqORUFzY29vD1tYWr169go2NDXJzc5Gbm2vWbP02ookLi6Qz1gWFnBzAPxqIrsUEdmM8iwdK1Wf/B/gxobOMj+X2BH9ZYZItzHDl5eWFxMRE6PX6YnEsGgr7zs7OKF++PC5cuGCWsqu4yM9MTATEJwArNgPj5gCLJ1kwtwH4bQvQZyyw/WegVUPT/YKZuElf030CrPlRW4OrE/Dq7/zrdRgK3LwPxBgkNhDeebeWzKRviMj2gLc7sHuJhfPWAl4n5f0OC4JFF438zJxtPmFj06XNee/jaTzg1xCY8QUw0sxz+zdcNGQyGTiOE3kWhSQZwj4hYYaPjw9kMhnkcjmePXuGrKwsZGdnIyoqCiqVSsw8U7lyZRw/fhw+Pj4IDw+HXC7HhQsXcO/ePVSuXBmVK1eGXC4XBde9e/fixYsX+OSTTyCTybBp0yZcu3YNvXv3RvXq1aFQKCRFqVSC53nk5OQgKysLGRkZyMzMRHp6OjIyMpCcnIzXr18jISEBSUlJSE5ORmpqKtLS0pCeni7J0lUY5Dd2CRBorQz7woS5wLTFzCe57wdM4TFhHvDHHsDHE7jzl5mGeAcgKAl4E8X/X8A7DaU5pKwFezTW+Q0zs4ChU4GW9aUZXdp8yvx9ti0AyjS2fiqtjsOALhoMmbwP+/btg0KhgF6vFwUHY02LALVaDW9vb5QvXx5RUVHw8/ODUqnEuHHjYG9vj9DQUMTExGDfvn14+fKl6A+3cOFCHD+wkKVBU+ny9W/KD3L5m0wTZP67GfYhMHgSo7B4LwpYtwtYuwNYOJF93F99zLSBbYcAwz9kg/rkBYCrI/DFR6bt6fVMG5yWxma3Cxcu4MqVKyJPZqtWrVClShUkJyejqv+fyNU+NNG6XroOlC9rXpgEgL3H2Ts1TPDQsSnwyRS2z9wEbqztAZgPYrly5cT0lMnJyejYsSO2b98uUgelpaXhhx9+wDfffANnZ2fExMQAYIFUhhRSo0aNwoIFC0Tie8A6TVJBIWTskclkkoG6Vq1auHr1qsRnriBaJ3MaJ0OoVUyITEgCJv4E1OwKnN/IBmVzcLRnfoDpmSReb0Hv9fnz5wWqlx8MNXeJiYn4++/8JSVXV1e4u7sjNzdXkrEqP1QNs+5zuG4X0P2Ny13L+kDPNubr3XnIBKXICizIxxx4nvljGiIsCPi8nyf8PV9YzRz1+04g7q5MTBPI87zkOeUUQH7PzQX2ngC+7Cfd7mjPrBPmND+5uYDaxnS7eF6jY8xpfAVcucHGpk+6sQCmloOl+2tUBNpFS99HKQ92fea0vrlaoFdbGcbMznsOMpkMRCS+f41GA3d3d2i1Wjx+/FisIyS1MNe3jVOdAtLFpeFzN+5nwr6cnBwTbmMBQnpIAcLC/M6dO7hz545k34ULF0StqTG++eYbye8VK1ZgxYoVZuu+LViiYCqoxtwSJg1hWuivfgTG/AAoFMCAjkx7HXvHwkH6FECfBsiKceL/MbwTKM0h8zTyEyYB86Y9ADi6imnlCgKeI4T454UIG2pSOI6DWq2Gg4MDnJ2dYWdnh9zcXKSlpSExMRGPHj3C3bt3sWvXLkmbz58/l3CvGcLFiaXKKymyZIANuJbm+IGdmeD94xqWYSKkTF4gAQA0rAH8tYwF6XT5nLXVrA7TAJgbAAg8zl4lKJUKcZDVarUiP+aOHTuwY8cOAEzbY87Ecek6u/f3+wEnLjLBslNTYNZoZhZ78JRF0RrC3QVwsANu3Dd/n+bMszk5OZJc5wDwyy+/SO+HCAMGDAAAkVcOgEnUrBA8Y3wswBz5BWd1YaJp2LAhPv74YwwaNEjSlrFAZmNjI/ILCkFbkyZNwsSJEzF16lR89dVXotZDqcjfJLpxLxAWCFQqb36/kwOL9geAahFAQBPgl43A159ablOpBJxcfKDRaMBxHB49eiThRHwbwTPFhaGpraAoyKRXPQI4shK4cpMF3TQbABxeKV3MXb/LTLVyGbBxrnUBVRDYm9VXY3iPzDd5wl+YjQJ2tGfa03pVgXGDgHOxCnw9T4fdR8nkXRCnQXJqutX7uXoTyMgEalc23deiHrB5P0uOIJiWb9xj319/CwkQklOBzGypm5I1F438zJzjB5tuO3KGMTqYCwyS8UD75j74fb8zYmNjkZubKz4XT09PLFmyBK1bt4ZWq0XDhg2h1+uxfv16fPXVVzh8+DDCw8PFBaW7u7uYOlalUiEnJweenmzV9eLFC1StWhV79uxBt27d8NdffyEkJAQjR45E//790adPH7Rs2RKdOnWCQqEAEUGr1WLu3Lno3Lkz9Ho9evbsiefPn+P+/fu4evUqsrOzUbFiRYwfPx6hoaHo1q0bVq1ahQoVKuDhw4fo0KED3nvvPcyYMUNUeOj1ehw6dAhTp07Fzz//jBUrVuDSpUv48ssvERUVBZ1OB61Wi9zcXLN/DYuwTTjGsAjbhKQEhtv1er1ku/C/sF2v10Or1UKjygRQ9PRbcjnw3RdMsLz7iC0snByAej0BF0drRxZNm/q/incCpTGIgKxz+VbLyQHmrQS6tmCRiYYoqDAJ5GkJOA7gOKlZj4iQkZGBjIwME22LXC6HRqMRo+Xc3d3h7e2NUqVKYcWKFXBzc8OMGTPg6uoqFgcHB+xa5gw359Ri5i41hTWt/vBerFhCdC1WCgIZr8fmg7bIybHAMm0Ac9oeIqaZIAL6fwBMGMw0npMXsJXm+h9YPQeNaXv2Gub/Zw7mtD0FRXEFIsOUbra2tsjOzsahQ4dw7NgxeHp6SgRKepPeTxDGDX2ZsrOzIZPJEBMTg9atW2PHjh3w8vLCixcvAOSvdbKkcdLpgE1/AUH+0iwnZXzYYPz0pfV2c3KA7MREqFQqaLVa2NjYSO75/5owWVQoFfnXKVealXrVWB/tPZa52NSrxvYfPgN0GMaExEO/sbr5YcW3QMf3M6F9s17Iz49a+Kaiymdh1+K8zFGJyRA15mlp6Th3zbr5/uqb+T20nOm+rz8Bthxgi76vP2F9b/xcwM8L6G/Gb1uwXOh0Ug2dNY2vixNQmHwmrxKBAV8zYaJ3O9P9PA94OjzE5ctsYchxnLhIe/HiBdq2bYuKFSvC398fp06dwtGjR/Hee+9h2bJlaNmyJWJiYqBQKKDT6ZCYmCgKoykpKeA4DklJSahXrx727duHmJgYtGjRAhs2bEDDhg1x48YN/PzzzwCANWvWYOTIkYiKisLly5dRoUIFXLt2DStXrpTQ9igUCjg5OSEwMBC3bt2CXq9H/fr18eTJEwBA27ZtYW9vj1mzmN/BrFmzUKuWdKD+6aefEBUVha1bt+Lq1avYsWMH3n///UI81eJBp9MhPj4ejx8/xpMnTyz+lXH5zxfWcPgM05g3rcNiAgDm7nX1FtCnnbUjLZjB/j/FO4HSGPpUpqrOB/mZ9goDR3vA2VGBHK2NyLslZFWxt7eHvb091Gq1mCXBxsZG9CkTVorC//Hx8QgNDcXBgwcxf/58eHh4iHUiA59gdHdT87leDyz5A/j5d+DuY+b837YRMHko08oBwM7DTIsYe4c5KPdpD4wfJDULv20IVCdnL+c/OFjS9hAB234G3J3ztAz1qgFeboz651A+ftQF0fZYyqhiCSUpEBmaqLVarTg5GMKaD5JOp8PGjRvF38+fPwfHcdDr9UhNZ1ogS1onSxonmYyZiYL8gb3L8rZfuMZM3xWtLMCSU4XnmW6RiqmgKKjg/m9pPC0J7C9fs2CPZnUBD9e87ZXfCOdP3yRe+n0nEzDLl2U+hpbcCIzR7k1ircJS6giavy7NmclYyBojPLszV4D61Vhoozm8eMX+OpvR8AT4sUCkL2cDH37J+lCT91h2LXsziz2dnpniDVFcM6chnsWzwJ1nL1n2GXPXAEjHAHqTxpaIEB0djYsXL+LKlSu4cuUKXF1dcffuXVy6dAmjR4+Gu7s7tm7dip07d2LJkiWQy+WitUGlUiE3NxfZ2dl49OgRypUrh6ioKOzfvx8dOnTApk2bULduXVy4cAGlSpWCvb09+vfvj8mTJ6NNmzaiqfvixYvIysqCSqUSs/U4OrKHf/PmTQBAcHAw9u/fj9KlS8Pe3h6vX7/Gpk2boFarUbNmTcm9JicnY9euXfDz88ONGzewc+dONGrUCCWF7OxsPHnyxKqg+PTpU4nJX/AVdXNzg0qlgru7O1QqFZ4/f4bk1FdF7g8b9wLbDjG/esWbhd/yPxnFnfD9mIB3AHi7op3wfxTvBEpjUMFU1PmZ9goLntMiM1OPrKwsJCcni2ZGwT/JUpHJZOJf4X+e56FSqXD8+HEEBQWJDtRjul2DTm9qApr5C/P9G9UXiK7JnOS/ms8mh79+AfadZH6hvdsB336WR0r97KV5Uuq3BbkM2HexCnr1CkNCQgJOnz6NV6/YrFSvXj3ExMSAiNC1a1dw+gQAf5i0wfN5jtaGaPnGz+wec2syG4CQkgY45jM+7NzxJ7x8wvDy5Ut89dVXOHTokNX6UVFRuHnzJjIyMkS/SUAq1Aj/ly1bFr6+vjh2LI8w1zBt5sSJE7F//36cPXsWrq6uePbsmZh7uzgwFK6saZ2saZwmfcqEnY8nMX/Uu4+YD2V4EPBRB/PnFbROJQFnZ2ckJycXSlC0sbEBERUpCEAgCc8PGo0G6enp4HkeEyfPQHrmWGjUUnebzCz27KZ/BowdmLf9rzep4CuGALuOMMGrTmW2YHIo4DxGVHxuRrmcBeEcX5OXJ1wmk2HNDq3keo0xuj8rlhAaCGxfWLBrUMiB3w08fziOg7eXM4DXBWvACq7eBFoNBlIzgD1L82ceuHnjKpb/thVTpkwRNekHDhxA1apVkZqaCoVCgYSEBHz4ISMBrVOnDjZv3gw3Nze0adMGkZGR+OSTT8T2srKy4Ofnh0ePHuH69etwdXXFpUuXcODAATRp0gR9+/bF+vXr0bx5czx9+hTz58/H8OHDcfv2bVSqVAlXrlwR+9kvv/yCTz/9FJmZmdDr9XBwYBQLt27dgkqlgo+PD2JjY1GhQgUAwI8//gidToeGDRuK/okCfv/9d2RnZ+Pp06fYs2cP6ta1QGdiBikpKflqFYVUsQLs7e3h6+sLHx8flC9fHtHR0fD29gYAJCUl4cmTJ7hx4wYuX74sCtEuLi6IiopC06ZNkUm74ECxRYqRGdwFWLoB6DMO6NsBuHyDLZK7NAfqm5lPAA5QVftPBeQA7wRKU3D5q9wsmfaKAydnD7i4O8LRkRW1Wi2ubrOyssyWzMxMkYLB0qR36dIlAEwbV9ECIfCMZcCgzsC3n7Ntjd9jE0TXL4Dz14BvlzDKheXT8va/SmSk1HPGWCalLkno9ByeptaBT3AP8PbPoFKp4O/vLwpLR4/m8XUsXLgQ9hpgwQjTdp7GM21r0zrSaO3MN5Zfb3em2blt5HQfn8CEzApmhCVD6EmO4OBgBAcH48CBA/joo4/w22+/AQCaNWuGPXv2SP43dIhPS0sTBRFDwUf4/969e3j06JE4OQBsYBYwefJk8f9nz54BgEVhsqgR46cvMx86cwKlNY1Tr3aArZqRWK/cxrQ47RuzBYpaZf5c5rROhYWDgwM6duyIvXv3isL6jBkz8OWXX0pIxoE84U543oWN4raxsUF4eDjOnz9vIkwKWYs4jkPFihVFCqP09HTI5XKcPHkS1apVw8MTS6C2uSV5vqVLsUlsys9McIqqABw7z55lvw+YNq9xX6Y1Gz/INMrY14sVY1gKpCsK5HLml71/OVChFSExWYtrt4Dj561nJikJCJaLawYuckSEZ8+LL0weOg20G8I0j8dWmfedNIa3tz/Gjx+PTp06oWLFivDx8cHdu3dx7hxzpVKr1RLfRmHhP2bMGHz66aeir6S9vb0YkCl870qlUvTPffbsGQ4ePIjo6GiMHp2X+H7s2LHo3bs3JkyYgB9//BH9+uVNVAsWLBAFSp7n4O2pAbSv8Oj+NQQGlgPP84iLi0OrVq2QmpqKuXPnQiaTITpaqoZLTk7GmDFjIJPJsH//ftEUrtfr8fLlS6uC4uPHj00Sd3h4eMDHxwe+vr6oWbOmKDgKf4UI9atXr+LixYu4dOkS/vrrL1y9elV02ylbtiwiIyMxfPhwREZGIjIyEr6+vuKC/MmleOj1cWAUmoVDeDCwYyEwdg7Q+hNm0Ro/CBhnccEkA9Q1Cn2e/3W8ow0yBhFwy8mq2fvCNaBKRzZ45uf7x1XInzbIMJWgMXieh4ODAzw8PODn54egoCCEhYWhXLly8PPzg5+fHxwdHaHX65GdnS0KmpmZmWjbti0UCgV++ukn+CgXoLTdevCcVIhISgG+/pGttAxNlZevM4qOdbNZ8ESuFggpm7d/+mKm1Xx9ypRHsCQnKsA0xaGdnR3s7e0RHx8PnU6HGjVq4Ny5c7C3twfHcaLgkHZBBo1aGkjy8CmjtRk3iKWGEzD3N2Dk90DsduC7ZcCBv4Gbe/IiwRf+zvzE7v5lmTbI8D3K5XJwHFcsupqShuEEZQ3WtGvWaFjeBgpKwyJoT8LDw3H16lVxm42NjejEX61aNVy5cgVLly5Fr169wPM87O3txRSlhYW15yTQtURFRYmLBrVajTZt2mD9+vWSug0bNsSBAwfAcRxexQ2Eo26piR9jTg7w/XJGBfTgKeDnDQzsxKhrDp8Bos0wIgjIb/wpSRhnADOXRvJtwDiNpIDiUMVcjAXq9ATK+jBLTSmP/NtJTgVq9gpBu3bt0bZtW5w8eRIjR45EcHAwbty4IfFflslkqF27NjIzM3H27FkATGDUarUIDQ3F9evXERAQgAcPHkgWN97e3nj27Bk4jsP333+P999/H3Xr1kVycjI6deqEDRs2oFy5csjNzUW5cuXw6tUr8ZsICwIuHBqJs0d/RMXgHNhr8qb/9Cw5VE61MXP+EQRXnYQ7j9UYP348tFotTpw4gapVq+LZs2eIjY3FJ598gvv376NatWooW7asKCg+ffpUMubJ5XKUKlXKREA0/Ovt7Q0bG2no/suXL0XBUfh78+ZN6PV6yOVyhIaGIioqCpGRkYiKikKlSpXg5ORk+v6TkrB69WosWbIE+qyr/+jY9V/MlPNOoDSHh9FAxkGLuwV+t6dHAO98Bpn8BEq9HjgX54BR8yORmJiI27dvi5OUwBmWH4+eUqmEq6urmMKqfPnyKFOmDJ49e4bx48dj69ataBM5z+o9GWPyApYa7+pWtjoTIJBS9/8aaF6XpTQzBhFLU8CXgFCp1bLIzXbDXXH47wRwHCeaefPTIFni9Os7Hli9Hfj6Y0ZefvwCE5A/7grMHceiZKM6sH2f9wZuPmCcf307AD9PNH+ugnD6mYMQzeng4AAXFxfcuXMHarVajHo0hqurqyR6WCDxLVOmDBITE5Gbm4tly5YhPj4eI0aMEOs5OTnh5cuXmDFjBr766qti+Qjmlw+3JFDUXN7C8ygKDFOTFhc2NjYoVaqUhKpF+J5zcnJMnv+gQYPQpk0bnD2+AhN7bTRu7q1BEKQsYdIQNn4dPMXGhCs32SKrdhQwc6TloB9DAW/HEgc0fS/lrac+BUz9Xwua/tGcQFm5AxBzG/h9FuBjNM67u5jeuzAGTFz2Hm7cuIGEhAR4enoiPT0daWlpogvTxIkTcevWLfzxxx+icOnt7Q07OzuRnUMul4OI0LBhQxw6dEjiJygsDIVFS9OmTREQEIBFixYhNDQUjo6OOHnyJGrXro0TJ05g2LBhuH15PsYN4lA7iqDXs0h4c8+EiH17Cjlw8iKHuas12Lg7He7u7iLVmSHKlSsHf39/iwKjh4eHmJzBHPR6Pe7duycRHC9evChy9drZ2YnaRkGADAsLMxFApfdA+Pvvv7FkyRL88ccfyM3NRdu2bTFw4EA0CZ4MLusUDJkASh7vcnm/gyFejgMSvocl6qCZy5izeOYl0xy5xshPoNTpOfyyxQ2DxjN/kfDwcFSvXh1+fn6QyWS4c+cOrl27htjYWJGDUKVSwcnJSZychJyt1pB0Nn//PwGnLwMNejMn+G0/520vDCm1Xs9KcaiJBM2k4OxfWEwbAYzqZxq1mp0DfP8LsGob0/b4ejFOsVH98iaeY+eAUd8ziiE3Z+DDNiyPsuCQbYxcLesXhjyUBYWx6bUgMCTbtre3F32ifv75Z8jlcowbNw6vX78WhauQkBBcuXIFOp0OPj4+JrREAgoiVP3bWicAeO+99xAbGyvSRQHsu8jOzi6SsFwcQdQSfHx8UL9+faxduxYBAQG4d++eSNNkDcfXMD+9tymwC0hJM68BFrJ/nf0DeJkI1O/FAvX6fZCXMSb+tWnGGMB0MeDiBMTuYNyyJUVVBphaLow5CG1tbbHsWw90e/8x8qOBMxYo7z4CylkJVu7dDvj1W+k2YQz4aj6Hvn37olKlSti3bx+2b2es7YJA2axZM6xevRpyuRzr1q3DDz/8gOvXr4t1ypUrh4cPH0rcmIR82V5eXnj+/LnYjwThUqlUolKlSnj06BGcnJyQmpqKJ0+eILpBJAa2vYrOzXRWswWZfb5v6m/ar8LdtBFQqDwxf/58JCcniwKjMWWdNeTk5ODatWsS4fHy5cui2463t7dEcIyKikJAQIBVgdQQiYmJojYyJiYGZcuWxYABA/DRRx/By+uNz0faTuBxq4I/hKLCdydg1yL/ev+f4Z1AaQ6FyJRTIigbg+eJrjh48CAOHDiA/fv34+HDh5DJZKhevToaN26Mhg0bwtvbG7dv30ZMTAyuXbuGa9euIS4uTpygHB0d4efnBxcXFygUCmRkZODhw4dISXqClPyZkACwdGOtPma+hMdWAa4Gk0VSCnAhNo+U+nWydVLq9buZKb2wA5lOx6I61+7k8dvuytCSA9RqNezs7KBSqbBlyxYkJyejXLly+OKLL+Do6AhbW1ucP38eU6dOhY2NDSpWrIj+H9bEwCY/FvzExYRgnnV2dkZqaiq0Wq3ZlIqFgWDe+r+GNd8DnZu/HaHHWOskQNA+lStXDrdv34Zer0d4eLiE61OYfIz9QwUfxmrVqonmxaKguO8zv/YiIyPRp5M7hncwTaH6T8E4+1dRMsYAUneF8CAmKJcU/61WywTbOj2sLzYb1/XCviUlQ3BfEIS1Bm7cM+0jwcHBuHXrFtzc3PDy5UvIZDLUr18fbdu2hb+/P7p37w5HR0ckJiaK47mxiwrHcRg2bBgWL16MsmXLIi4uDmq1Gjk5OeL5GjRoIKbiDSqdhX2/sDG8ON+pXs+BZK74YIQDTl/KwKpVq9CkSROsXLlSDCwyRnJyMi5fvizROgrcnBzHITg4WCI8RkZGir6jhQER4eTJk6I2UqvVol27dhg4cCCio6NNhNGEhARc2ROOupHP39KCTQbYdwF81ryNxv/P451AaQkP6gCZf+PfUI0TEe7cuYP9+/fjwIEDOHjwIF6/fg1bW1vUrVsXjRs3RnR0NCpVqgQiwr179yRC5rVr13D9+nVxhevpJsPzY/lPgut3sSi24DIsh641c/79J4yUetKnlkmpq3Yrg4igDPRtE4+6VdkK3hxhMsC0mTo90yYeOwd8u7R4ubEF/BPmWZ0OOH2VR+1u0r4ipBozzG4DQPTrK6hgYix0cByHESNGYM6cOSZ17TVAYDk/NGrUDLPnLi2w9jMwMNCElsccfY6wzcWJ+Zu6Or09rVNSiuVMQN27d0flypWxZ88eMbOHOVgLPvLw8EB8fLxYx/hZ+fr64smTJyZZYIoCjUYDOzs7xMfHm9yLQqEAx3ESjdTbFNitITMLKN+CcenueKOFnraILTD7fiCt61IT6NIMWDjJtB1BWzfxp7y+GxUqx+7F2mL3GUPLxbXbrG8ICwZz+Cc0vjo9h5MXCPU+NP1u1Go1srOzodfrxWQVarUaFSpUwKlTpxjxtkaDYcOGoU2bNrh16xZmzJiBa9euWTyfYWCeMdzc3FC2VCr2/5INW1UJCfA6IDOLQ4LdVvyxNQ4TJ05EfHw87Ozs8OTJExOTteDqYWNjg4iICInWMSIiAnZ2xaPTSUxMxKpVq7BkyRJcu3YNAQEBGDBgAPr06ZOnjTTCuXPn0LFjRyj4FMRsJ9jIUgGU3OIQkAEyVyAgDpAVhuH0/x+8Eygt4f+Qalyv14s0Efv378exY8eQmZkJV1dXNGrUCNHR0WjcuDECAgJEs49Wq8Xt27dx7do1HNi3GT+PsL5imrUcGD2LmXs2/5jnyG6JlBoA3GoxDcaiSebbtK+Sx8lYtaIaH7aRITQgDXWqKKFS5k2exDsgGxE4+Hc6vpx2GQ+e2yEzMxMXLlyAg4ODJJtCv379cObMGfz4448gIkycOBEymQze3t64f/8+5s2bB41Gg9jYWHz33XdoWluLrQtKctAwj0+m++OX9c+KnGe2qAgLYunlalSC1VR5a3dKo2ALC3NC3b+hdXrbHJEymQyNGjXCsWPHYGNjIwbsODo6Fjl4R4CxcGtN2H9bAnt+AXPfLWXm7us7TRM2GOLIGeYW8+MEYEgP0/2WfIqdHYEfxwM9WsMshZk1CJaO1duAYdPZgsPOzg7p6ekYPHgwli5ditzcXDg6OmLKlCkYPnw4OI7DrEkN8XnngvuPFxWtBnPYeYTg5uaG169fQ6/Xw9HRERkZGSYZ0Az7sEKhELWTQirLgvRxhUIh8kVeunQJcrkcOp0Ozo6EG7t4ODnoS1SIJsigIydU6aRGVq4tSpcujUuXLolMEs7OzhLBMTIyEuXLl4e8hDqwoI1cvHgxNmzYIGojBw0ahEaNGlk1jS9btgyffvopKlWqhI0bN6K0RzLwsA6gT0fJCJUygNcApY8Dqn/Quvl/DO8ESmt40h1I/QMlu4oRUHTVeHZ2Nv7++28cOHAABw4cwJkzZ6DT6eDv7y9qLxs1apRnQiBC+iWFScSzgMXrWU7bLs2Bld+ZkpUHNDFPSl2lI7DgK+CT7qZtJqcCzjUsp2S0s2XnyckBMrI4qNW2cHNzg7e3N86ePQudTofAwEBMnToVnTp1As/zuHz5sjhYCflknzx5ggYNGuD27dsYPHgwFi5kxHV6vR716tXDiRMnsHuZM5rUSoKML/murtUCmw8oENzgLCZPnoyUlBTodDocPnzYpC7P8/D398ezZ89MtCllypTB/fv3zR5jTsPWoj4wdgDepMormOb3+HmW/rIkNL8CKocpsGtRbolqnYriL1tSMKRzedtQqVTiu+V53qRPlLTAnp8wmZPDGBCiawGrZ1qu9yoReK8bE/6v77JM8m2NvaJnOxcM7pSI2pWpwP035q4zRs9INNt/bW1tERkZifr16+Pbb78Vv5uAgACULVsW+35zB5e6AW9jLNcTjx1HbNH+0wzo9Xq4uLjg9evXCAoKwp07dxAdHS0GXBr6/JqDkMwiLS0NaWlpsLe3FzWRljTttra2UKlUYlDf6pn01t1RPvveHbVr15YIj35+fiZclSWB169fi9rI2NhYBAQEYODAgejTp0++ZvLMzEwMGTIEy5cvx6BBgzBv3ry8gJ6sq8CjxoAuAcXrF280k377/9PCJPBOoLQOXQJwN7QEOpwxSlY1npKSgiNHjogmcsFUEhERIQqYNX0mwFl5yWTQfv4SCHgf8HQFVs0wHYTKlWYCSO+xjNzVkJTa1Qk484cpj6CgnWjan5GsG0/OAr9mYXgQFQqFmJ+1VatWiI6ORkREBJRKJVq3bg13d3fcvn0bAwcOxPz58zF9+nR88803mD17Nub98DUubMyGg11uiQ6yWi2QkqFA5Q9UeBafjcjISDx8+BDx8fEiEbHhPcpkMnAcJz4PW1tbZGVlQSaTiRqM/PghXZyYhqd7q8L7pgr1DVPlFRZNmjSBn58ffv31Vzg6OiIzMxO2qizMH8e0TkW9JkHrlJFlAzs7O7N5sJ2dnZGYmCg+W0v+jBUqVEBcXFyhuTY5joOTkxN4nreYh9sweOefyKgTHsToyUpCYM/v+LU7gB6jmK+kpYQNQsaYe4/ZdeVH8m1opTCGs7MzvF0TMfnzYFQN18HL8TFUyryAsORU4NYjR7j6tUSyvgVq1u8HtVoNACaCmb29Pe7fvw8nJyfUq1cPFy5cQGZmJsqVK4c7d+5g947VaBb8OUiXAK4Ex3LjwCBDCMkmAKBly5YIDAyEl5cX5syZgydPnoCI4O7uDiKS8MUa9it3d3ekpKRIAuWCgoLEaHBDODk5YVjfcpg84LzJvqV/AHNXAvefshzmQ7ozRYAg/xU2ij/HYzOULu0K/qAKCSLCiRMnsGTJElEb2b59ewwcODBfbaSAe/fuoWPHjoiNjcWiRYvQu7cZOgPda+D5UCB1LQAZCjfPv6nv0APwnP+fNXMb4p1AmR+yrv7PqcYFwltBwHz06BG+/ZzDFx+RScTz8k1AvwmW21oxnaVZ3LiXmcPi7kpJqc2RWGu1wL4LUTh1pzWWL1+OZ8+eiRO/q6srIiMjceXKFWi1Wjg7O+PBgwcmgoFAl1RQgUAmk0GpVCIzM1PkB+zcuTM+++wzvHz5EtMndsO+X7KgUupKRKgUzLNzN3+AjdtvIDIyEqtXrwYAjB49GtOmTcPVq1dRp04d0YeycuXKomZVAMdxKF++PG7evAmdTofIyEjcvn1bQvwbERGBx48fw9c9sUSc7IuqDRQm5+joaHh6emLz5s0SHsbm9ZjWND9/WUNqkmPnGO/nriN5+3mex/vvvy+SwFsDz/MICQmRBOYUFob+d9HR0Th58qTkvho2bAiNRoMdO3ZIjnv16hUiIiLw7NkzMRWqcXajosBQUHZwcMDHA7ugqt9v6Ph+TpEF9g17gE7NrNftMJRlyYrZbn6/YcaY7T+bptg0B9dawOsk9r9SqYRcLpcQ9yuVStjY2CAjIwM6nU5iuTAURAXNF8/zCAoKwvXr1xEZGSkmbgAYk8Hnn38OtVqNXr16wdnZGe7u7rh58yacnJzQrKEPFo299lZcNARfTktQKBSIiIhA6dKlceDAAaSmpqJevXo4evQo9u3bh9q1a2Pnzp3YsGEDTp06hcePH+c79jk7OyMpKUlyXnM+48s2sBzkQ3uySP1j5xlJ/vejgC8+YoGYhYni1+k5yDS13wotzuvXr7Fy5UosWbIEcXFxKFeuHAYOHIjevXsXKmhn9+7d6NGjB5ydnbFp0yZERkZaPyBtF5DwLZB5HCzfiw6M/M4YHJggqQXUdQDXsf/JaG5LeCdQFgT/w6pxIsLt27dx4e+V6FJ96j9yTiAvwlMul8PLywtdunTB7NmzERUVhbt37yI5ORkKhQL16tVD/fr1ERoaipycHPTo0QMtWrSAq6sr7t+/j7t37+Lx48eStoX0koU1S4YHMV46V6fiCWQ6HfA6hUej3no0bjkCixYtgl6vh62tLZKSkuDh4YEVK1agRYsW6NixIzZt2iQeO2DAAJQtWxbjxo0DYEqOPX36dOzatQvHjx+XRHlGBLPJ4p+OkhWur1u3bqhRowZ+/PFH3LlzB4BloSk0MM+vs3oEBwe7vDrJqYyO5vRlYP1uHldvSidNgXfPEoy1jvlpIe01gFIB6PQ8snOVyMzMMyvb2dkhI4OZKXmeh5+fHx4+fCgRdogIAwcOxPLly01IzAsrNBZEY1qqVCk4OztLAjIUCgV4nkejGtkFEtjNuTmcuAAkWwluz80FnGqw7F/mguwMM8bsXlywjDFAnoZSuPctW7bg9u3bGDlypOT5CTmls7KyMGHCBCQlJWH27Nno378/9u7di6dPn0Iul6Nt27ZITk7G3r17rQbiWEJkBRn2LtPDxZGKNwboObx6TeKibOnSpVi7dq3Yd+vVq4eQkBDExsbixo0bVtOf8jyP0NBQhISEoGLFiqhevTqCgoLw9OlTrF+/Hjt37jTrDmMIjUaDIP9sXNxkOia+142xZhxbnbet2xfAqcvAvf1Fj+IvKeJuIsLx48dFbaRerxe1kQ0bNiwwbRDA3AKmTJmCKVOmoEWLFli1ahWcnZ3zP1BA9jUgZS2QeRrIOitNcMI7sHSK6hqAQ/f/HGl5gUDvUDBoE4gedyeKA1Gc7M3fgpY39Z/0YO38W7hfm7TXCnPdhS/6OBklX61EP/30EzVp0oQ4jiOwpR4BII7jyNfXlwBQjRo1KCoqimxtbQkAKRQKkslk9PXXX9PJkycpJyeHiIi+++47AkCtW7emDh06kFKpJJlMRhzHkY2NjaT9/IqzI2j1THatuTGFuzeh/uqZIBcn1p6bmxsBoKFDh9KiRYsIADVr1owAUN++fcV7E4pGo6G9e/cSAPLw8CC5XE4AxL+G5ezZs7RixQpycQI9PwbKvVqy7yr3KmvX2bHgz8/4fRoXmUxmci92tux5uTgpxDY4jqPu3buTm5sbqVQqq23K5XKSsXxpFkv58uUJAIUFgWaPsaGDv3GUdEZ6v0lnQPtXgKaNYPUAkI2NDXl6epp9/pYKz/MEgNRqNdnb25vdHxQUJNYDQMHBwWbrGT7PJk2aULVq1UipVFo9f2ggaOpw0L7lMHuP+5az/aGB0uOM6xqW8xtZnf3LTfdd2ASyVYPCAkFPjhS8f6Wc4yXnL126NNWtW1eyLTw8nJo3by7+rly5Mu3Zs4d0Oh0NHjxY7Cu2trZ05swZIiI6ffo0ASB7e3sqU6aM2O8K+v48XOVFHgO0b+qvmgny9bY1advwfX7//ffi0Dt69GgCQE5OTjR37lz67LPPyM7Ozuq75jiOHB0dqVSpUib7FAqFybZpI0A5ZsaIqAqgFvWk2z7tDrLXsP+nDgf9MtX0OGdH0OAulp6FnCh+XLGmo1evXtGcOXOoQoUKBIACAwNp5syZ9OLFiyK1l5CQQM2aNSOO4+ibb74hnU5XrOsjvZ5Im0KkfcX+6vXFa+8/gHcaysLif1k1/g9HrqekpMDR0RGzZ8/Gxo0bcerUKdAbio+cnBy4ubmJ2RcEv0qVSgWtVoucnByo1WrUqlULx44dg0wmQ0JCAmxtbfHq1StUqVIFDx8+hIeHByZMmID69etj0KBBuHz5Mnr06IHExEQcO3bMbHYHoODmWWM6I8E8a5hCDQC6deuGWrVqYdiwYXj48CGGDBmCbdvy8nzJ5XIsX74cffr0Ab0xjYaHh+P69evw9vaGs7Mzrly5ImpthL9KpRJrvie0iy5Z/08B5jgfi5oxxtXVFa9fv4bxkCJEsQpamrCwMMTGxkrqFdVELGipNv76Efw0a1A9PKfQ2rt9J6Wk5k5OTiY+evldn6OjI1JTU8FxHKZOnYoBAwbA29tb5N0zd2x+Gktz+821ZWcLuLrYIStbjxcvLTgswnrWGGvZvwqbMQawHOWtUqmgUqmwcuVKtGnTRrzP6dOnIywsDFOnTsXp06cRHh4OZ2dnHDvGzKqNGjWCra0tHj58iNjYWLPWCcFf0dh9ZujQoRg8eDBq1aoFnufFd9uxmS0mDbVBWEAicrWAXMaByYNSEAF64iDjCX9fkmHqIh0u3/aBra0tHj16ZFVLqlQqRdN0Tk4OZDIZWrdujVKlSiEzMxMrVqxASEgIbt++jenTp8PW1hZ3797F3bt3ce/ePTx9+hQJCQkFcv2x9H5/28Lcmn6dDrRuyDSTHYcDvdoCC74231Z+UfwAB9g2AkpbpuwyByLCsWPHsGTJEmzcuBF6vR4dOnTAwIED0aBBg0JpIw1x4cIFfPDBB0hJScHatWvRtGnTIrXzDsXEvyDE/v+BrBi2QnsQTXTDQbp6u+HAtsePY/X+L+FxN9Je496ShlLGtLhvcOHCBQJAp0+fptatW1OTJk1o79695OzsTDzPE8/z1LhxY5oyZQr179+fAFDVqlXJ3d3d7IpdqVRSVFQUNW7cmADQ8uXLqUePHgSAXF1dieM42r59u+R2165dS2q1mkJCQmjJkiU0b9486tKli6hJKKq2pyBFo9FItFExMTG0efNmSR2ZTEYXL16kbt26kVqtlmg0OY6j1g15q8/80SGQoz3o0G/S7UdXgepUYVoIP2/QsA9BKecst9O8XuG0jtaKQqEQNSiGWrr8tJsFrWNYXJxAa74vmrbJUOMsaGmnTJlCAQEBJtpDc0Uul1O5cuUIYBpSjuNIJpPRgAEDyNPTs0j3Za5eYZ69tb44bYTlZzTjC1Yv85J0+52/rLfbu5359nKusu9GqOfs7CxaJvr27UudO3cW+wrHceTp6Unly5cnOzs7s89EqVRSkyZNqGzZsqI2cvr06eTv708AqEWLFmbHC+H/b775RtRm8jxPLi4uoma8WSM/Wv9ToNmxPOkM6O7hADq+pQFVKi+nsLAwOn/+vDi+3L59WzxH2bJlxe+ladOmVL16dZLL5aIWvlmzZqRSqcjBwYEiIiLIz8/PrKbRcMzQaDSkVCoL1B8taaCzL4P6tJfWbVoHlHPFfP2XJ0FB/qBSHtbHDLrhUGCt3atXr+iHH34QLQmCNjI+Pr7YU9qyZcvIxsaGqlatSvfv3y92e+9QdLwTKEsC/0uqce0ryol1KXHzKcXJiG56SEz6GzZsIAD06tUr8vb2prFjx9LLly+J4zhasGABLVy4kKpXry5OLJ6ennT+/HnS6/UUHx9PW7ZsIY7jSK1WU2RkJKnVapMBt1SpUuIgBYBq1apFx48fl9zy5cuXKSAggJydnWnr1q3Upk0b4nleMlF3796dNm3aSPPnTqPRX/Sj9m0bU7lyAfmaH4tbFAqFxIwvmMaEcmy1ZSHg4UFQhXKsnqFAGbMNZKMERdcE7V4CWvYNyMUR1KqBZcHq6KrCXXdwcDBVqVKFAgKK9oxkMhnJZDLy9PQslLnSsEQEv3EFKKQgaXL/b0z/4UF5/Uo4h6urq9VryG+/k5MTubi4iPdYEMFSqVSKglZQUBC5uLiIAlhhiyDEcRxHYUEl/c1bLxHBvNVrE55FYGAgcRxHFSpUoJkzZ9KUKVNEASo8PFzsL46OjsTzPK1cuZIA0IYNG8jBwUHSpwzf3e3bt6lp06Ym56xWrRolJiZSnz59xO2rV69mg4XBWK7LTaJPP/1ErDNixAjKysoSx5WcnByqW7euRNgTXGAqVKhAL1++JAcHB+I4jrZs2UJERCdPniS5XE6ff/45ERFlZGRQUFCQ+J6qVq1K5cuXl3xTMpmM1Gq1KLAK5zJ09xHM1+ZKs7rM7WTmSNDh30A/TgC5OoHaRoP0sdK6T4+w78rOFnRqXQHeszbF4lSj1+vp8OHD1L17d7FPd+3alQ4ePEj6EpgjMzMzqV+/fgSABg4cSJmZmcVu8x2Kh3cC5X8RmVco/aK82BOx4YScdlFOvy0ZSZcvXxZ9V7799ltycnKiJ0+eEADauHEjrVu3jgDQ48ePxcvZvXs3ASBHR0cmKERE0A8//EANGzYkALRnzx4iItJqtVSzZk3y9PSkTz75hKpVq2ZWowGAPD096bPPPqOdO3fS/fv3KSEhQdRsymQyatCgAQEglUolajkMfZ4E6PV6io2NlQg9vr6+konsbRVLAoDuGmjFdDYpuDiaCpRjB4JUNqBUA+3Cokms3v39lt9jYbWwtra2hfZhLUwxFjQN/U0rh8op6UzJ+ZXmXmUaHkGo9PX1pcDAQLMCUHGKoH2vW7euKHyYK97e3lb3mysFub6Tv/Ml9t1bfJYxoKOr884p+JkaCnsAqHfv3sTzPC1YsIDWrVtHPM9T165dxYXj+vXriYjo6NGjosbX1taW5s6da9I/Ro4cSYmJiVSuXDlSqVTE8zw9ffqU9u/fL6knPKM//viDiIjCwsLEa1y9erUo6Oh0Opo7dy6p1Wry8vIiW1tbCg0NpZs3b4pjw+eff05yuVzUjg4fPlxyf1FRUWRnZ0elS5emwMBAevnyJb169Yo+/vhjAkD16tWj0NBQyXuTyWTUqVMnmjVrFh04cIBevXpFFStWpE8++YT0ej2Fh4eTv78/2djYUGRkJAGgTp06kauT+XdxYi1rd+kU6fadi9j27T/nbbuyFVTam2nrj68p4PvWvjIZM1++fEmzZ8+mkJAQAkBBQUH0/fffl4g2UsC9e/eocuXKpFKpaPny5SXW7jsUD+8Eyv8obl/bTM+PgXSx1k2q+RV9LE9pFzXU/8OaognJ3d2dunTpQnXq1KHw8HDavn07E2bu36e+fftSaGio5FpGjRpFTk5OlJKSQjt27KAPPvhAFB4cHBxoy5YtlJOTQ3PmzCEAdPjwYSIiSk5OpvLly1NISAitXbuWevfubRIMIRS1Wk0qlUocvDmOo9mzZ9OZM2fIyclJdHz/7bffJNe2fft28vT0FDVGAAvAUalUpFAoxHP5+vrSggULCGDBRoI2oTjFkpP9xT+ZBvKz3nkTg6FA+VlvprHQGQRgbZjL6p3faP49GpsoAaYB4Xn+rWtpC1N4nmdBSsf/+SAlDw+PQl9vWFgYTZkyRdTEfvjhhwSwAByZTCZqpov6PMwJkdYWOy3qv11hUiidW9qRs7MzVaxYkdRqtfg9h4eH05QpU8TFo42NDQUEBFB6ejotWbJEvM6FCxeK3+A333xDAKhRo0aSe1GpVKJbyatXTLA5deqUKJgJwiLANMWG2nCe52nZsmUkl8vJ09NTfLcdOnSgM2fOiAvOoUOHUlpaGsXFxVFISAg5OjrSjh076I8//iAANHfuXHFBPGzYMHGMEsqgQYNo6NChpFQqTbSOMpmMevToQUuWLKGuXbuSjY0N2dnZ0YABAyRjkJOTE02bNo2uX79OH330kck7VygUFjWUa2exOrE7pNtTz7Ht333Ofh/8FeRgx9xjYrYV4l2/0VAK2shu3bqJ99q1a1c6dOhQiWgjDbF7925ycXGhsmXL0oULF0q07XcoHt4JlP9hDOj7Af35k/rN4FD8yPXMzEw6cOAAjR07VjRlA8x/ysbGhn7//XcqVaoUDR8+XLyGrKwscnV1pREjRkiuTYj8Cw0NJQCi2bBHjx5ExDQI7dq1IwcHB7p+/brk2OzsbDpw4AA1a9bMZLI2Fjbt7OwoIiKClEolaTQa4jiOVq1aRUlJSdS3b18CQC1btqQJEyaIk+LgwYMlbTRp0oTq1KlDRGzwnzFjhqhdHTlypDjoF1ZYOPArJxEKhZLwN/OdpDgmSAJSgfLqViZQDv8Q9OokmyDCg5gpS2tBO6W7xvxFC3uNGo2GnJyczAo2+WnMPD09Rb+2wpQ13xffzG1NqFw90/x5DQWC/O7N3d2dOI6j9PR0evXqlShAmFvsFKQIfoTG5/bw8LCopf+3nt+WhXnRy4LJt0yZMqI2u3v37pSRkSF+XwDTEDo5OYm/P/vsM9Lr9fTjjz8SwPwTrfWxpKQk8fs31uxOnTqVTp8+TRzH0fjx46lGjRqS43/44QcCQF9//TXZ2dkRx3Hk7u5OBw4ckIwrycnJ1KZNG/FddO7cmfR6PSUmJhLHceTt7U1Dhw41uU4XFxeqUaMGyeVyql69Ol27do0SEhIoMDCQIiMj6fnz5/TXX3+Rm5ubuBgIDg4mPz8/sywC5u5fqVRQ8jlT3/gLm1i9xZOl2/csZdv/mFP0KH664UAv4+Np1qxZIotBcHAwzZo1q0S1kQJ0Oh1NmjSJOI6jFi1a0OvXr0v8HO9QPLwTKP/DuH79OvE8T9vWDia6X4dNCDHmhRhWOKI4Ofv/fh2i1J1W2/fx8aEPPviAypQpIwlQKVu2LH3xxRe0a9cu+uWXXwgAxcXFiccJK/5mzZoREdH58+fJy8tLFA4rV65MLVu2JAC0bds2q9dw9OhRSaCLYcAIx3HE8zyVK1fORLARAizq169P8+fPp/nz54v7BMFSMF+OGNaXKoX7EGmTqVy5ANEUZm9vT8uXLxfbE7Qywl9rxcPD3SrNi1DMCZQUB1o4EcTzee35l2I+l9baSjqTd3/WtGYcx1FwcDDJZDJq2LAh/f3331S+fHny8PAQzZX5CU/5+R5aKpY0bEsmg0LLsYmxfADopwlS/7Dalc23d3aD+fbaRMvFgC+Boko4RtBOG7Zj/Ft4fpaeo62tLVWtWpVGjBhBixcvpjlz5lC/fv3yFVSDgoJE7Zmlkp/G863SUB3P0/AKz+Sjjz6i9PR0mjp1KsnlclIqldS4cWNKTk6mefPmmTw/YTFZu3ZtyXWHhYXRwYMHqUuXLgQwk7lwr6VLl6aFCxeK7jWG7+ru3btERDRkyBDSaDT08OFDev/99yXvztPTU/wuBReYHj16mAgtjx8/Fuv5+vpSpUqVJAsNw3EOYJpRjUZDn3zyibjIdHZ2Jg8Pj3zdRZycnMjHx4cAUP369WnkyJG0bNkyatmypSho+vn5EcAo1Y7/bkN6M+/lg/dBGlumjTz0G/s23JxBVcLYO4uqAFIoQBvngf7+XVpu7zX/rvWxoKs7PUVtZLdu3d6KNlJAQkICNW/enDiOoylTphSfEugd3greCZT/cfTu3Zu8vb0pIyODKCuGrh1uT/uWg9Ivyk1Wo4WJXM/MzCSO4+iXX36hUqVK0dixY2nKlCkkk8moe/fu4kApCFqTJ0+m48ePU3Z2tig8JiQwzee3335LPM/TkSNHaPPmzaKGQSaTUceOHWnnzp2Um5trcg2HDx8mBwcH0a9K0Br5+/vT119/TWPGjJFoMzQajUQIatCgAVWsWNHE5BsWBJr/lR0dWSU3EfpSz8vowhZnmjYCNPbz1vTrr79KjjWcRIyjd4XzqFQqq072+QmU337Otn3aHXRgBWj9D0xDGeTPBAlr7dnZWtaCGAuE5q6/Y8eOtHXrVsrNzSWdTkc3btygX3/9VaIVMizmhE5zwll4eDgplUqzQUpLp7B6Q3syHsWJn4I4DjRrdN7kZ68Bfd7HdMJMO2/6DHSxHJ1an3cNQh8yd/3/j72rDI8i6bq3ezSTmcjEPYQkQJQkEIIHCbY4BA3ui7su7rIsLLa4u9visLhrhMXdISFCfM73o7eLmRhhYd/vlbnPU08yLdXV1d1Vp66c+yUNkn4R6+B5HseOHcPIkSMRGhrK+kAfCH6tRluj0Rg8J7HOvDg+nZyc4OdF390HNeW6DKUDDK+nb3n4+PEjtFotGjRoADMzMwQFBeHly5fsG7Szs8OSJUuY751YgoODcf36dVbPp0+fwPM8zMzMIJVKIZVK0aJFC4P7NjMzg1KphFqtRqVKlZCdnY2EhAQ4ODigYcOGWL9+PYgEgK7fb507d4ZOp8OaNWtgZmYGrVaLtm3bIjIy0uAdEM9RKpUIDQ01cIco6NmJ52k0Gvj4+LCAwqZNm2Lnzp2IioqCQqEAx3GYOnUqW1w/fvyY3f/Zs2cN6ixSpAhq1KiBSf0EHuCczyb9BuGnHgR3J4JcRvB0JQzuKJi9vyWKf+F4LWbNmoW3b99+yxT0Rbl69Src3d2h1WqZP71R/j3FCCj/x+XevXuQSCT4+eefAXw2QTdrFgm1inDl4qG/FbkeGxsLIsL27dtBJATk1K1bF+Hh4QAEn5vdu3eDiFC6dGkDnyoiQrly5XDz5k3cvHkTcrkcQ4YMAQDcuXMH5ubmqFmzJmbMmMGiQB0cHDBkyBDExsYCAHbs2AGFQgFvb29wHIcmTZrg06dPiI6ORr169UBECAkJweHDhzF+/HhwHJdrIuA4DtWqVUPZsmXBcRwaVJfi7AaeTaD5aXKzYz77Pj447mhAySOa9TiOg6mpab6AxM66cC4IOQFl5i1BS9e6nuFxr08LYHFgh4LrEwnbv7bkBJ1mZmaoWLEiJk2ahBs3biArK4tpaETw+bV0OPkFKZUtKVAk6W9rUUeYQBFHuHtAOD8v0u6Cin6QUpEiRRhY+ZJ/rD5IERdO+mBHLAqFIhe1VGH6Qd8XWL/osyDkJNQnEgCraLIlIlQobY43Z/lvBpWZtwhvz0mwd+sUg+t5enpCJpNh0aJFbFyYPHky5HI5Dh48CEdHRwN/T57nDQCw+H5IJBJERUXh3LlzTAOm1WrZt6RSqXDq1CmDe7a2tmaaTCLCrFmzAACbNm0CkRBNbW9vz/brWw2srKxy+aFKJJJCgXypVMrqlclkTBOqVqtha2uLu3fvYtCgQeA4Djt27IBOp0P79u1hYmKCmzdvIjExEW5ubnBxcYFSqcSkSZPA87zBglmn0xmQnYeHh8POzg7+3v8UHVzeRZd662/OOoWX5cuXQ6FQICQkBA8fPvzHr2eUbxMjoDQKOnfuDFtbWyQnJwMA+vbtC1tbW9jY2GDQoEF/q04RLIoaujt37kCtVmPSpEnsmN69e8PGxgbp6enIysrCmTNnWKCLqK2TSqUwNzfHwoULER0dDR8fHxQrVoz5TOl0Oly+fBm9evWCpaWlwYQvahQGDhyYy0Ry8uRJpjUTeQclEgmcnZ2xcuVKqFQqNvF+b65DmUzG7ouIYG9vj9KlSxuAgb+roXzxh/B7wejcx4b4ChQiBdWXl4bye5WcADInDdSXyt/NBCIGJL07W/jnJgYpSaVSlq0lZ3u+ZLLUN6PmV0TqJFdX11yacDGrTH79lNO8+qVStWpVAECpUiHQmAosAa4O3545asMsCX79ZVwuQPzHH3+gZ8+eIBJoXdLS0pCYmAgrKyt0794dAwYMAFHuxQjHcahQoQLS0tIwePBgBvKIhMjppUuXwsHBAV27dmV9KNZRunRpKBQKtG/fHjzPQ6FQMDP7xYsXcfLkSWYm/jtFo9EgPDwcbdu2xYQJE7B69WpG+UMk+HyLGlQiwqtXr7Bq1SpwHAczMzM4Ozvj/v37iIyMhFKpxLlz55CSkgJ/f38UK1YMiYmJOHToEIiExaenpydcXFxyja/6PuoiG4FKpcKptfn7SX+/IhFcnv5BSU1NRZcuXUBE6NKli5ES6D9EjIDSKHj06BFkMhmmTZsGALh58yaICDVr1oSrq+vf8ouZPXs2TExMMGbMGFhZWeHEiRMgEtIJAkBycjLMzc0xbNgwdk6vXr1AJGgTPn36hLZt24LjOANqDY7j0KxZM2zevDmXqSU1NRWtWrUymABCQkJw6NAhZGVl5WrjrVu34OHhwY5t0KABfHx8oFAo4OrqCiJCQDHCu3PSb46Gz8l1KE6E1apVY/emH0lOVHCqvPwAZVa0QCXU8gfD496eFQDWjy3zr+vTDTkcHR0KnFBlMhlsbW2h1WoZSPwexNuFKUdW5K0VXjmFIJEQ1kwT+uzAEgEYi/c6spvwu30jAUQp5ITaFQm39+ffFzmDlDiOM9AKabXaQkW/i9rELl265IpS1q/by8sL1apVg1wux507dxgg6dOnD969e5fneXn1e34+mL5ehOmDpbiy0yJPAv+YvVLmY5txi5Adm3+/iKD+5BqBED+nP2xoaCjCwsLg7u6Ojx8/YtmyZZDL5ShXrhxevHjBXFhytlEikUCj0YDneYSFhSE+Ph46nQ7Dhg0DEaFHjx744YcfmO9zcHCwwfldu3ZFaGgotFotIiIiULRo0UIzFJibmyMgIACWlpYGWlIfHx+cOHECNjY2bHHQq1cvJCcnQ6fTMd7Y+vXrs/5///49C1I5ePAgAGDNmjXgeZ6li7x79y7Kly8Pa2tr3Lt3D3/++Sc0Gg2aN28OnU6Hzp07s4VE8eLFc41dIpuF/vM2NTVF01om+b7T37V8wX/+W+TRo0cICQmBQqEwUgL9h4kRUBoFANCjRw9YWVkhMVGggShdujTCwsJARDh37txX19ezZ0/4+vqiXr16qFGjBkaNGgWtVsuA3bJly8BxHHOYj4+PZ9oanU6HK1euQCqVYvTo0QCAUaNGgYhQu3Zt5mPFcRyCgoIwaNAg7N+/H7179waR4CxvYmKCtm3bMh8lZ2dnjBw5Enfu3EFWVhZmzJgBhUIBHx8fnD9/HgsWLICNjY3BRNe5TSg+XvqOfmbRn7kOTUxMvhjhnB+AKghQIk4gLiYidGsumHk3ziIEFidYmAk+UwUBKFNTUygUCgQEBECtVqNp06YYOnQoiIhFwFaqVOlvE5p/S/m7mUB+qCxs699OAEFrpgl+ZDbagqNaxSClvEpeJmWxiO+QCEBygidTU1MWnS2aR0UtqI2NDUaPHg0iIYJbp9NhxowZueouqISEhLD/61QWyPEZUCyEm8aTY4TrOzkkXzX0o068wuPoCg6T+uXPWSqVSjF79mycOXMGGo0Gbdq0ASDQ+Tg6OsLBwQFBQUHseKVSiUGDBjFrgZWVFQ4fPgxLS0sEBQXh4cOHuHLlCjMdh4SEICgo6G9Hy4vFyckJPM/j+vXrqFatGry9vZGeno5jx46BSKAD0qcdUqlUuHfvHubMmQMTExN4enqyKPXZs2cDAFswuLq6okGDBuB5ni3SAWDdunUs+42npyeio6Ph5eUFLy8vvH37llERzZs3DwkJCXBycoJMJoNSqWTjMgC2wNA3yxcpUoQFE72/VRNfz9pR2GKYDe17y4EDB6DVauHu7m6Qkcgo/xliBJRGAQA8ffoUcrmcmaQXLVoEnudhY2OD/v37f3V9tWrVQoMGDVhATpkyZdCsWTO2v3Tp0qhduzb7XbduXRAR9u7di7S0NPj5+aFkyZJIT0/H/v37wXEcfvrpJ4P2rly5Em3atIGDg4PBhKZWq7F06VJkZGRAp9Ph3Llz6NatGxuARSqT3r17IzU1lTnh29rasihwRzvFd8nCkgtU/qWp9C3uAIlEUiCozM/E+yVAiTgBNJUsITjhO9oSmtcmPDicfz3ZMTyOby7HImxFzQgRISAgIE//sfwm9YJSNealQSsInInlWzKBXN9B+GO14Tn3Dwl9M6RTwf3r4mSB8PBwdO7c+YuR7+Lf/HggxT5cvHgxrl27Bo7jsGDBAhw9epRpuMQi+gdOmTKF1W1vb4/IyEg0bdr0i/3l5aH9ZjeNPYvN0KltBKwtOQNXiJzPXf/dEANKiD5HS0+cOBHv3r1Dw4YNc7VzxYoVGD16tIEvsUajyTOYqKB3SL84Ojpi8ODBWL9+PeLi4vDhwwdGP6b/zllbW6N06dK4du0aeJ5nwLBKlSoICAhAZmYmS4ZAJGild+/ejT///JNZMCpVqsTMsfv27WOgWHSHaN68ucG4uHHjRpb5pkSJErhw4QJsbGxQrlw5fPr0CX369IFMJsOFCxdYfTzPo2/fvtDpdDhw4AD7RvWJ90XGCaVSibmzxwhZy747qMydDe17SXZ2NvNlr1OnDgvINMp/lhgBpVGY9O7dG5aWlkhISEBCQgJMTEwQFhYGJyenr6Zp8PT0ZD5OK1euBM/zWLJkCQDg8uXLICLs2rULgBBoQyTQggDA8OHDIZPJcPPmTdy9excWFhaoW7dunm1ISUlBnTp1IJFIGDGwODlpNBrUrVsXv/zyC27evIm5c+dCoVCwyUqlUqF+/foIDAwEEaFZs2Z4+vQpXr16hYs7Pf9Rrr5Ns6V5Towi2TVR/kEo/1SpVcWl0Jlvqlatit69e6N///4GqS9F3zw3Z0s0adIYw4YNw88//4yxY8d+MfOLPum0Wq02AKXfIxNIzhJYXNBkFtQnbs7qAgnNC5NSsUKFCujUqZPBwqdWrVqoUqUKbG1tkZiYiLdv37J9eYGp+vXr46effoK5uTmKFi1aoJvBd0tJGS3UU6Oyg4HWUywjRowwAJOi9k0E1N9C2G5ubo7AwEAoFAqYmJigTJkyuUChCGzt7e0xc+ZM9pxEvtqzZ8/iyJEjcHV1ZdpgMZVrnz592Ltes2ZNtG3bFhYWFnj79i1OnToFImI+npMmTWJR5ERC0BURMRcFHx8fXL58GcnJyUKKS19fRu1kYWGRy91m8+bNbLwKCAjAwYMHYWJigiZNmiA1NRVlypSBq6srXr9+DY7jDEjhiQRri0ajQVZWFvz9/dkzkMvlKFasGGrUqAGk3vwrL/n3ApUSob7Um39nailQPnz4wFwZxo0bZ6QE+g8WI6A0CpMXL15AqVRi7NixAIC2bdsyv7Gc+bELkszMTEilUpZibOHChSASMuUAQJcuXeDs7MwiF0UT2M2bN3Hu3DnwPI9JkyYhKSkJfn5+8PLyQnx8fK7rfPjwAeXKlYNCoYBMJkPlypXx4cMHZGZm4vz585g0aRKqVKliYJotWrQo5s+fj8OHDxvw3Nnb22Ps2LFCJGHS3jwH1dTrBKk09+Rnqsp7EO7XVtif3yCtH/2dHyC5vN3kH3ey18/lLZFIYG9vj5IlSzK+SXHiFf+K/oQKhQK+XoRpgyQ4sVqSyySdGWuK7IfheHChBcLLWsPS0pIFE3yJ6zJn+ZZMICunEM6uz32utzshql7BfaNWffZVVCgULPCroGJmZsZyz/M8jzp16jCNltjH+oE2gYGBLCK5bdu2iI+PZ6BFLHK5nH0nIpDKy+UgPEyLj5e5756SspS/4ULD0dERnTt3NggM+po0nPpk7CqVClu3bsWaNWvAcZxBX4lFJpMhJCTE4DspVaoUiAhly5YFABw/fpyBUf06ihUrhpiYGGzYsIH134ABA/DmzRv4+/uDSADxcrkcHTp0AACUL18ePM8jMjKS+ZCfP3+e+YvyPI8JEybg2rVrCAoKgkQiwejRo+Hs7Ay5XI7ExER2/Zo1a+Yav7Zu3cqChYKDg7Fu3TpwHIeBAwfi8ePH0Gq1jBVB/E5MTU2xf/9+1KxZE3Xq1AEAzJs3j/WJh4cHPDw8YGJiIuQcT70J3LHNk0roq8HkHdt/BExevXoVRYoUgaWlJX7//ffvXr9R/rViBJRGMZABAwbAzMwM79+/xx9//AEiwYTTp0+fQtdx//59EBHatGkDKysrdOnSBd7e3gCAhIQEmJqaYty4cQCAI0eOgIhQvXp1fPr0CcWKFUNoaCgyMjLQtGlTqNVqxMTE5LrG8+fP4evry8ylrVu3FgbRHLJhwwZYWFhAq9WiadOmBpoWjuNQunRpjB49Gq1atWKT3M09ZsiOzU3BcWmLcN7a6YZchhc35x6E/1gtcCHmByhz5jvWnzj1TcD9u3j/o2BSLHWr8FCpVCytZWpqKtq2bcvIy3MC3jqVCdd3a4A4QlYMV6ggjlNrP4PowlCw5AQoeflQFiYTSBFngdhcf/+VrQLx+7KJ+fdJXj6U+iBYnwlABHn6/ST+HxwcjG3btsHR0RESiQTz5s1D165d4e/vn8t87OPjwzSUomkzL21kXnRTjLD8H3LTyC8lpX4pUqSIwXNzc3NDu3btWH+I95ufhlXkl6xbty5kMhnjoNQHcsuXLzeg/BGj19euXcsApQgQRT9Ic3Nz+Pn5MQDMcRxOnDiBt2/fwtLSEv7+/qzdzZo1Y5Hg+kEhImNF+fLlGZh3dXXFqVOnMHbsWEilUrbguH79Ogv402g08PT0xK1bhjQ727dvh1QqhUwmQ5kyZZiv7Jw5c5gfrQgUxf/nzJkDS0tLjB8/no2n4vuiVqtZ/x4/fhyvXr3CL7NGY+dCNRtzvua5szFQLxva95Tly5dDqVQiODjYSAn0XyJGQGkUA3n9+jVUKhVGjhwJnU4HLy8vFCtWDA4ODnlGSuclIu1FtWrVUKNGDbi7u6NXr14AgPnz50MikeDZs2cAAGdnZ/A8j7dv36J///5QKBSIjY3F1KlTQUTYtm1brvpFHyZxchg1alSuSPR3796hWbNmIBL8mN69e4fbt28zn6jQ0FC0bt2aRWNyHIeSJUuiR8eK+Q6wS8YLGsq0GwUPxEmXCR4uBGf7gjWUiBOCG/RBiL7mSqlUolWrVrh1wD9PgPu9wMLa6YYALyfPof7/30KhJGpabxzwRzFPm1wALb8ikUgQHh6Ou0dd8wwq+VImkFVThHra1CccWio8RwcbQrBP4VNR5sVTql88PYtCY0oIK+0JjSmhTZsoEFGeGZiqV6+OoUOHYtOmTRgxYgQDWH/HRKzfpn1LzP8lKSn79u1rAHjKlCnD8m2LJTg4mJnmeZ5nQOdLWkwxkGnZsmU4duwYtFotW+iJYPPChQuoW7cuA5mhoaEABFcZMX0qx3Fo1KgRdDodHj58iP79+7NrWFhYQCqVwsXFBYmJiSxb19atW6HVatn77ujoCA8PD2RmZmLjxo3geR6dO3dGdnY2Xr16hTp16rA6mzVrhuPHjzMgGh4ezszkEydOhL+/P0xNTbFlyxaDcWrXrl2MKaFChQosAxgRMReRXbt2sVzf4mLz0KFDrI4OHToYAHTRP1Mmk0GhUCAyMhJ1w3kWnFUQh64ujkNWzF9cu/fL/iPR3KmpqcwdqlOnTkZKoP8iMQJKo+SSoUOHQq1W4+3bt5gyZQpbjf/xxx+FOn/BggWQSqVwdHRkea937doFnU4Hf39/NGrUCIAQ+EMkZKc4efIkOI7DrFmzcODAAZZ3N6dcvnwZ1tbWMDU1hUQiwdKlS3Mds3fvXtjb20Or1WLjxo1ISUlhfpkeHh7Yu3evwfFPnjzBihUrEBUVhTmjTPMNhOnZSojQ/tLk2705oVyQkJ2iIECZcUsIvBFNd76+vmjfvj2jQxEn4X80VV4Bmiee59kEHxYWhs5tQr+rb54+hZJ+EUG1OEmKoD+/IKWCMoGIx2z6WQCYKhMhurtrMyEnekHPZmLf3IBav/h6CW06siK39vTjJQ5HVxD+2FoerSMD2T3Z2tqiQYMGBtyFOTPchISE5AkuCwKc+aWkzKscXEoo5UcwUQp9NmOwYZrKgkqdyp9J+fNqv3gPIq2N/na1Wg2tVovq1atDIpFg165duHXrFtRqdZ6BWXK5nAFQiUSCvXv3oly5clCr1QgPD2ffDc/zWLRoEQu2mzp1KtasWQMiwuTJkwEAc+fOhUQiwdy5cw2izEuVKoUXL16gQoUK8Pb2Rvv27UEkBNuI776vry8jV8+5qD5y5Ajs7OxAJGisxVSSRJ+Dkrp27Yrk5GS2wB02bJhBPbt27TJ4ttbW1pDL5ejZsydjvrh16xasra3ZN6FvQj9//rxB34vf0C+//IL3799j0KBBIBJol5AWjdkjVDi8nJB9W2PwbJOvSYHH1bBksh36/RhRqLH+a+XRo0coVaoUFApFnmO3Uf6zxQgojZJL3r59C7VajSFDhuDFixeQSCSwsLBAz549C3X+wIEDmWamS5cukEql+PjxI86cOQMigZstKysLarUaSqUSHz58gIeHBypUqIA///wTlpaWqF27dq7B++jRo1CpVFCpVFCr1YzjTZSPHz+iU6dOwgRbpw6eP3+OHTt2wNXVFQqFAmPGjBFSTOYj165dw819tvmu3ssHC5HTEeUEYGJpLgCTRD3gcmipsO/P/UIKwIIAZU4tWF7aJ3GC8PcmJHxPCqNbQn2hgSYMEPz222+IjY1lmhEPDw8WrBBQ7Pun6ku4SBjYq0auVHtEhG7duiEiIsJgW90I9+8KqL9U8qPGqVOZcHmbkgHPwlDxiOZ+0RdQpMkJDQ1lEboFFblcDltb23wj6/NKSZlXObdByNscVY/w+2KBo5PjhHSdXzo3K5qQHBNUIF2UqDHleR4mJiYsUMbKysrAJLtmzRr23c2aNQsSiQTDhw9n2XLyuk+e59G2bVuEhoZCIpGwBAaiBlOhUKBp06asXlGLunnzZhQvXhyRkZFs36RJk1i9UqkUderUYdd0dXWFt7c3Pnz4YOCL2bZtW9y5cyfXuJGRkYFRo0YxUChqHMUsSY6OjsjOzoZOp8P06dPB8zxq1qyJt2/fYsuWLQgICGDAnOM4REREoGzZsoxazMHBAZUqVWLpIokI+/fvR3Z2Ng4dOoQmTZoY9JHIZ5uQkICPHz9CqVRCIpHg+fPnAMCCptJSU1G3TmW0aVUHNlZKzJw5A3FxcSDK2zL0rXLw4EFGCXT58uXvXr9R/v/FCCiNkqeMGjUKKpUKr169Qv369WFraws7O7tCmb0bNGjAtAA1atRAhQpCVoWoqCh4eHggOzsbAwcOBBFh6tSp+PHHH6FSqXDz5k34+/vD09MzXyd2pVIJR0dHg9y+gJC3293dHWq1GosXL8bdu3eZSap27dq4d+9enm3V6XQ4duwYM4Xnx3Uo5oNWqwST6h+rhVzRGlMh7V92jHCui8PnHNJfApSIK5jrkOd5WFhYwNvbGxERERjStzbenOG+WUOYpachLFu2LAuUkcvliIuLQ2ZmJgsI0Gq12L1jBV6dFnwlvydgy7xFeHWa4OVhSIwtkUhY5D2RQI8SExOD+Ph4PDju+I+ZdVm79IKU9LU+38Pcr58x6VtL8eLF0bdvX5QOLDyZdY3yhNAAw21DOgnv8adrfw9oe3t7o3jx4pBKpVi/fj3zBRQXKmPHjkV8fLzBM12xYgX7BlNSUmBnZ4cOHTrgjz/+MHD7CA8PR2hoaJ5aUPF/juOYNlDf11un06FFixYMAB8/ftzg22/ZsiUkEglMTU0NgGP37t3B8zx+/PFHdm5kZCQcHBzA8zyioqIQFxeXayx58uSJQaBfo0aN2P+VKlVinLsHDhyAqakpA98RERE4deoUfv/9d7aIrFmzJkxNTaFSqZgGc+jQoTA3NwfHcTA3N2eA2sfHJ08qqZ07dzJXhLZt27J2KpVKSKVSAICDgwM6dOgAIoFvePTo0TAzM/uuZujs7GxMmDABHMehVq1aRkqg/2IxAkqj5CkfPnyAubk5+vfvj127drFB6tixY18818/PD6VLl4aVlRU0Gg3Gjx+Pt2/fQqFQYNq0aUhKSoJUKoWNjQ0OHz4MIsKvv/6K5s2bw9TUNJfzumgal8lk8Pf3x9OnT9m+1NRUDBgwgBFux8XFYezYsSzbjZgvN6dkZWVh27ZtDPhKpdICuQ6zYwT/vOjdhttFv7L9vwnk2uWCPmusCgMoESdM5qIWp1GjRnBwcEDLli1ztfnSpUuwNCc8vVBJALlfGb2p+yvbz9a5Sqxc9rNBRK3o2G9ubo6PHz8CAMsCsm7GP5fOLTP6sw9nzlSCornz+vXrWLBgAaytrdGohuIfBZNiEYOHRK1TkI8EiVdMvt3cn0fGpMIWExOTXME4UqkU0wfLvshXijjB91cuy62NvLhZqOvQ0i/Xoe8K0LFjR8hkMkgkEqjVahbwZm5uzrSuUqkUL168wLx58xgwEzVo+lrK2bNnQyKRoHPnzgagcf369QAEn+gVK1bkmzaxUqVKrI/0CbFTU1Oh1WohkUjw+PFjg+8pPj4ejo6OkEqlsLYWWAhyuluUKVMGTZo0gZubGz5+/Ih58+bB2dkZHMehefPmucYqAMwvVh9UOzo6QqVSoVOnToz+SKPRQKFQYOPGjezcgwcPQi6Xg+M4xsdZvnz5XD6qRAKN0JkzZ6DT6ZCQkMC+F5VKBY1Gg+7du0Oj0YDjOMawAYDRcsXHx4OIEBUVBaVSibS0NHh5eaFdu3Z5jut/Rz58+IC6deuC4ziMGTPGSAn0Xy5GQGmUfGXcuHFQKpV4/Pgx7O3t2SBVkOh0OpiYmMDX15dpvs6dO4eZM2dCJpPhzZs3bOW+bt06uLq6omrVqpg2bRqIyMBpXafTsYGU53lEREQwsAMIAKtEiRJQKBSYNWsW9uzZAw8PD8hkMgwfPpzlJteXtLQ0LFmyhJnkRRNRp06dcDvm9FcDhPgLwuA+oQ9BqRAAZ+YtoYg+lAU5wSOO4GingI2NDXQ6HV68eAEiMphkRGnbti1sbW0xYcIEjBlUGmc28GySL4zZ9dJWJaaPDoeNjQ08PDyY2W/s2LEsIEqcTCtVqoTg4GDUr5o3aF08juBTVDDvF/cQtLb6fnh7FhBK+wtpDp3sBAolfZ/GnKV+1dxRv2J+c1ET4+XlBXt7e6yb8f0jmfUBn7hIEIu/N33fjEm3PmdMyotT8qeffsK4ceMM3k/9COmcpTAZlRAnUCsREbbNMdz+4byw/ddRX65DdNMICgpCdnY2rl27BhcXFxbIJbZRrVazxYroH9m/f3/odDrcunWLvWs//vgjUlJSEB8fz7SBlpaWiIqKYscMGjSIUYzFxsYyn8X8fFt5nkfPnj1x48YNPHv2DBKJBFqtFoGBgUhKSjL4pkSqIfE70CcTF7eXKVMGHMdh3rx5bAxZtGgR04o2btwY165dY3UmJyeDiAxcGRwcHJip2draGrt27UJKSgpatmwJIsLgwYPZPR4+fJj1hbu7ey7mBzEjD8/ziI6OZtdt164dM5vruxs0adKEHZOVlQUiwZf37NmzrL7KlSszfuADBw4UOMYXVq5duwYPDw9YWlpi//7936VOo/x7ixFQGiVfSUhIgKWlJXr37o2hQ4dCqVTC2tqaDXx5yfPnz0EkmEorVKgACwsLpKenw8vLCy1btsSDBw/AcRyKFSuGjh07QqPRsDy3w4cPZ/VkZ2ezVIqiNiQjIwOA4LM0ZswYSCQSBAcH4/DhwywLR7Vq1fI0R338+BHTp083yDtsbm6O0aNH49WrV8JBWR/znUif/yGAqMdHDbe/+EOoS4zozq+0a5j/JK1WEapUqQIAWL16NYgIr1+/xu3bt7FixQp069bNIA2cubk5IiIioNFo4ONJiDnREHhcDbo/zQzqTbhIOLFaip+Hq+DjKWg09EnI9WlO8qKhUSqVuLXXHNk5TN1Lxgv7e0cJqR3H9BT88ERT//a5wu8qZQi75hO2/CLkRA8NyBuU5TQx51fESfZfSY/zTwZEvT7D5TJ/SyQSA21tWFgYdu7ciQ4dOsDa2hpbt25lYCI4OBg+PiUKlfMdcYL/JBHh8LLcbSESAowKU0/CRULt2rWYP/K7d+9QoUIF1n7xXurWrcsog5RKpYEbi0gXJpPJULRoUeZvSES4ePEirl+/DiLBB1sikaB69eqYMmUKTExMULRoUYPAGnHhqv+OiEUM3ps9ezZLdKDvtiP2p/hdHTx4kGXLGjZsGHieZ6Z6kWtSHC8yMjKwbNkyRutTv359XLp0CQDg5OQEhUJhkAFJNPk6ODjA3Nwcq1atQnZ2NmbNmgWe51G9enW8e/eOZY3RP49I+H45jkNISAhq1KgBiUSCsLAwpvXTD87RL/p+n0lJSWyRtnTpUpbuc+TIkRg4cCBsbGwKHN8LKytXrmSUQKKp3yj//WIElEYpUCZNmgS5XI4TJ06wAerw4cP5Hn/y5El2XLFixdC4cWM2efzxxx9M6zR37lwQCVGYWq0WNWvWZAN9eno6i4gkEmg3RLN1TEwMi4IdNWoUJkyYABMTEzg6OmLjxo25zNuvXr3C0KFDDTgD3d3dsXDhQqSkpBg2XqdDVpw6z0n08VGhLSO6GW6fPYwgkQhBOJe2GJYukcI5l7YQHh7Je3JOuSZjWphDhw6hZMmS0Gg0DOiJmTfCwsIgkUhw4sQJZGdnY9WqVSAS0iKye9bpoMv6iEH9O7BUeRzHYejQoahZsyZ4ns814epreWxtbdGiRQv2jIJ95Xm2uWxJwW9Uf1uLOkLEMOIE8OhTVIi+Fve/OiVQ+ywelz9Q8fEsmFbG1NQU/v7+qFGjBvy8CBnR326C1gdVotZQ/5o5taHZMUJUtKeroJEOKCZoNBEnPOOCAHH7RrmvKWpDGzZsiK1btzKCcyLBfJtTeylmg3JwcEDx4sWxc/vqQt+jmFUoP0BZmMAcsYjvl6urKyIjI2FjY8PcJjiOY4EyIjk+kaCl09cQDh482IBSqESJErCzs2P+fv7+/mjWrBnWrVvH+qFFixZITk5m1hPxGxCZEUaMGIFNmzZBq9Xm0uiKddSsWRNv3rxBXFwc1Go1IiMjWSS36Faj0WjQpUsXFC1aFLVq1cL27dsZdZRMJkOLFi1w6tQp6HQ6ZGZmYvXq1ew+a9asmSurj4uLC1skODg4oFatWiAiNGjQAK9evcLRo0dhaWkJS0tLg4xK4j2UK1eO1SOXy9GuXTtW37Jly/76/HWMEF/8rv39/Q2GuDdv3rDtAwcOZFrkffv2wdnZGT/++OPXTxJ6kpaWhm7duoHISAn0vyhGQGmUAiUxMRHW1tbo3r07KlasCBMTE3Tp0iXf45cvX24wGC5atAhNmzZFiRIlGFF6hQoV4ODggBo1aiAwMBAeHh7MUTs5ORlVq1YFx3GQSCRYu3YtALCVvEKhQIkSJTBv3jwUK1YMEokEAwcORGJiokE77t27h06dOkEq/ZzisEyZMti1a1cuP56XL19i9uzZCAkJKdB82KGxECE7oY+gmRvbS/BJ69sm7+MLE+V9ap3CYALgOA5FihTBuHHjcOjQISQkJECn0zHHe0DIRCROOkePHkV2djYePHiA3bt3Y/z48TA3N89FMWNubo5y5crBwsICSqUS06ZNw759+yCTyVCvXj24uLhArVYb5Aee3D9vmp6gEoQ6lQy39Wz1OZuNTEbo3y73eaX8hPzaefWFvm9eTk1Xr169sH79eowcORL169dnYNvP6/toDzOjCe/PS9G+ZQikUinjJcyLimdkN+H+pgwQ3oEB7YU2rp8p+CjqE96LJaqecI7IA5iziP6aopZYBGPr169HZmYm7t+/j8OHD7OsVX5+fkzTnl9KyrxK9G7hOtvnGm5/f07YvmB04evq3iXS4J3NCZ5NTD6zB8hkMtStW5cBIhFkiNQ+RELwjUQigZubGziOw59//olp06ZBKpVCrVYzTkiVSoXNmzdj6tSpzN9RoVDA3NycAbr+/fvj1atXTOvZuXNnlClTJtc3IZfLYW1tjQsXLmDv3r1s++zZszFnzhxGQSQCrrZt28LOzg7Tpk1jwC0gIACLFi1CUlIS41fU5wYVAwMtLCyQnJyM1q1bs31lypSBlZUVzMzMEBoaCp7n2bjXpk0bEAmuL/quKETEqNhELke1Wo03b94AEHh+9e+xXr16BmPd48ePQSQE49WuXZtlxBJN/adOnfrbc8Xjx49RunRpKBQKlmbXKP9bYgSURvmiTJ8+HTKZDDNnzmTgRDQ/55SRI0fCzMyMTY7nzp2DVCrFnDlz4ObmBp7n0bhxY5ibm6NBgwYsuhsQTGclS5ZkTuNi1pYHDx6gUqVK4DgOXbp0YTQZlSpVyuUUf/XqVWZmEn26GjduzExRonz8+BErV65EREQEeJ52ZEdMAAB3rElEQVSHRCKBtbV1viAKcQJgmNBHSNmnkBOKugpk2vkB0C8ByoxbhKkDhUlu6dKlbFLLSYckAvEjR47gzZs3LFjG2toaYWFhBmns9Ccfb29vyOVy5nNWs2ZN3Llzh2l/e/bsibVr14LjOHTq1An29vYoU6YM7t+/j9mzZ+PoSi7Pe1s5RdDKrpkmaPUOLBE0Vj+2FPY72BAaR+S415sEWyvBHzE/cH14OeXJRyia5fLKcW1p/llD+LXaSvH4jbNl8PNxZEBW5B88s54zCEZKuSpoWQd1NKyncmlCWGDe17i8VQCTMwbn34bzm2Tw9vYGx3HsWYnPt0uXLhgzZgxGjRploLkSS6BfkULfb+p14blNH2S4/cImoa7jqwrfdyFB3mjbtm0ujXf16tURGRmZq536gEir1aJx48Zsm1wuR48ePXDu3DkULVqUJRkQmQYqVqyIjx8/IiUlhZGFV6tWjQG3OXPmgOd5aLVa5nvapUsXlC9fHkqlEu7u7nj8+DESExOxffv2XGktxXdMfL+USiXu3r2L4OBgBAQEIDw8HMWKFUNcXBwkEglmzZrFKHsaNGjAzhV9JBs2bGgQRCP2kWgqv379ep7pJYODgxETE4OoqCi2LSUlBadOnWJ1ODg4QKlUsijw0qVLg+M4FsSXkJBgAJxtbW0NrDa3b99mY4Gbmxv8/f0REBCA7t27w8XF5W8HzRw6dAhWVlZwc3MzUgL9D4sRUBrliyLSerRt25aZWfJz3G7evDmsrKzg4uICDw8PTJw4ESYmJmzlLE4SrVq1AhFh06ZNAATKjSJFioDneTg6OiI2NhY6nQ5LliyBWq2Gm5sbevToAbVaDVtbW6xevZoNlDqdDkePHkXZsmXZQKpUKtGnTx+D6Mb09HTs3r0bzZo1Y5OHhYUFA541atTAtvXjvknb9bXFz4uDSqVCdnY25s6dC7lcjpSUFCQnJ+PChQtYtmwZihUrBpVKxZzsxeLl5YU2bdpg2rRp2L9/P37//XdIJBK4uLjAzc0NCQkJLP+wi4sLbGxsYGNjg71792LhwoVQKBQIDg5mfH29e/eGiYkJIiMjkZ2VhYzovOlo0m8I5lv9ttSsIIBGxAlaPCIBbL85I7gLtKkvgHAPl/z7oiAKJY7jGOC1s7ODm5sby7esVCpRuxIh9oAVA+qFSQV5Zj2P2pU+Ax0zMzNUrlwZRAJpec5zs6IJN3YSXp403B5RTuAnzXm8LpZQJoAQWPzLUfI+noL2rmHDhrC3t88zK49o/qxVqxauXbsGOzs7tG7dCqk3Cx/5XqWMAH71A6iGdCKYawTAXJg6CnpOYjutrKwQEBAAnufRpk0blsEm57Hm5uYM4PXq1QsnTpxgWnK5XA4fHx+Eh4ezb1in02HGjBkGdYkuNTY2NnBwcMD48eNZX/38889wd3dH0aJFGQ/jrFmz2BjRpk2bPNNAmpmZ4aeffmL5tTmOw5w5c9CpUyfY2NggOTkZ6enpWLx4MSOpF0Ff1apVsW3bNjg4ODDtKZFAkD5x4kQ0atQIPM+zLEJEQhS4RqOBvb09du3ahZo1a7K63rx5YwBQnZycYG1tDU9PT3h5eRnQIul0ulz+0LGxsaz/rl27BiJigN7e3h7du3eHlZUVBg8e/NVzQ3Z2NiZOnMj8Q9+9e/fVdRjlv0eMgNIohRKR1qN58+aQSqVo37795506nRDQkvkWlSsEQaUygaWlJbp27QpXV1e0b98eZmZmUCgUsLKyYkBgyJAhAIC4uDhYW1uD4zj4+fnh1atXePHiBUtD9sMPP6BEiRLgeR69e/dmzv1ZWVnYsmWLgcZBq9Vi2rRpSEhIACAMeKdOnUL37t2ZqVStVjMQGRERgSVLluDt27cABJqLt5eL5QpE+d4lZy7vIkWKsIlC1NLoTwp+fn746aef8OOPP4JICNbQl/T0dAQEBDAt1smTJ9m+P//8E+7u7rCzs0PFihUZeDx37hw8PT1hZmbGJphevXqB4ziMGzMw37bXqihoJKcPIpxYJUQHW1kI5mxdrGCCHtpZ0MwRCX9/bEloVuvLmYaKewtmyp07d6JatWq5Jnox6lWchMXMSkQEOzs7+HgKpvOjK3l8ui4zqDvlugy39tlhYl8BwFlYWOQCrSIgOr2zcoEaT12sYG6fMkAIQMrLN3TDzMJp/nKa+8W28DyPYsWKYc2aNejbt68BqBQjv4kIx1fz+QLonOXoCqG9TWsKVFejugu/pw0s3Pm6WELsQadcgFcikeQbdU1ELCGB/jZra2uMGzcOkZGRuSijxHsVwZLoryjKgAED2HHTp08HEWH37t0IDg5mJmQiweQbFxcHFxcXFC9eHLt374ZUKkXPnj1RrFgxyGQyODs74+rVq1i1ahVbUOR8Fn5+fjAzM8OVK1cglUrRqFEjZp6PjIzEzZs3kZaWhnXr1jF/R3HRKiZb0M9i06NHD3z48AHx8fFsnNOn8fL09IS3tzdsbGzg6uqKNm3awM7OjlkgtFot3NzcoFKpmM+zi4sLS3ur3/a5c+eyfhMju/U5MkWLx9WrV79qToiPj0e9evUYJVBhU/Ma5b9XjIDSKIWST58+wdHRkfkElQ4wQdbLIcDjqkAe0cVHVhCOby4HXy9ikZ4+Pj6wsLCAVqtFREQEsrKycOHCBTaZ1KhRA8nJycyp3sbGhmk0w8LC2ICXlpaG+fPnG5gHPT09sXbtWmaKj46OxvDhwxlvnUKhYJN09erVsXjxYrx9+xYZGRk4ffo0fvrpJ5QpUwY8z39VGrtvKaLvnH4xMTFB69atsXz5cly6dAnjx4+HQqHA+/fvkZmZybSUFy9eNHg+YtS7VCrF0KFDcz2/Fy9eoGTJkjAzM0OfPn2gUCjg7++Pc+fOMRO4j48PeJ5Hx44d8/XNEwM7low33L5vkbB9z4LP21KvE2L2CNRKiCNUDCFUKlVwnzSsJwDet2/fsklP9JXLmaKwefPmOHLkCJo1a2YQgBEWFib45Op0QFYi2repB2dHczg42LNsLWXKlEGNGjWwZcsWBm70n8OXqHjWz/x87A+V8yYFD/YRsit96T0Qzf1jxoxhQEk0n+rfr/5ve3t75kc5qd/X+ZFunyu4HshlhCLOn6PzC1PyAr/64EUmk7HMLCLIzEsDqH+OaFYWgWmHDh3Yd69/rkajQfny5dGjRw9Gxk30WTP45s0bJCYmMlqdMmXKQKFQICIiAjdu3ICtrS2kUinCwsLw/PlzeHp6gud5lCpVCmlpaexb2bx5M2tbzixGYhYcIsG0rU/boy+XL19GyZIlcwHo2bNnM0tKSEgIdu7cCZ1Oh1OnTsHe3p697yL1z9q1axESEgKe5xEaGorz588zUGlqasr8RkUKI3F80G93rVq1hEbpdDhxbDesLAhNG9dg+xs3boxixYrlydebn1y/fp1RAu3b9/3zfRvlP1OMgNIohZZ58+bhh8qEi1sFE1t2LA/E5a3Jy44hZEYL+06vIzSuoWQapiJFiuD9+/c4cOAA03R06dIFb968YT5SQUFB0Gg0sLKywtKlS5GdnY2PHz9izJgxBiadChUqMFPPs2fPMGPGDPj7+7PBX+Rlq1q1Kn777Te8efMG9+7dw4IFC9CwYUM2cVtaWqJZs2ZYunSpQID8rOVXE4cXtmRGEzbNljJAoFQq2aQokiZHRUXhwYMHKFKkCIt6FYNF9E2AgGDGEsmZS5YsifT09Dyf38ePH1GtWjXI5XLMmDGDcXgOHToU3bp1g0QigUKhAM/zcHfVFgikYvcabk+6/NnMfXyV4FdpcM+3CBZmAh9lQX1jbyssLjp37gw/Pz+DSZKIWJq6tm3bGoBAff/KnD6o+lyD4rkLFy5kYEKkrtEHll+i4rl3UMiW9Oso4b4qlTI0I4vAe+e8wr0TKdekMDc3Y3m+e/bsybhScwIwIkFDKQKnAT1r/CPvaX7Fx5PQoUMHhIeHQyqVsmeSV8kJhCUSCQM7BeUmNzU1hVQqhaOjI9O6m5mZoVq1avDz8zM4VwR4FStWxKZNm5gfJcdx6NWrF0xNTVG+fHkEBQUxra+fnx/s7OywYcMGKBQKtGnTxgBQtW3bljEsiJl/ct4Lz/OoWLEili1bxky9z58/x4QJExjAE8cW8X9/f38sWLAAe/bsYdrQwMBAbNmyBZmZmRg9ejS7N3FM6NixI7t23759cebMGQNf6aJFi0Iul7PzihYtil9++QVEguvGtEESZD+qkmvh//ES4fR6BWYMkWH+7B6FngdWrVoFpVKJoKAgIyWQUQzECCiNUjjJeoesJ82AuK/PmiKaDnfMV8HRTonr169j9erVbHKcOnUq9u3bBwcHB2g0GmZK6tatG96/f4+XL1+iW7dubICVSCRo1qwZ4uLiEB8fj6VLl6JChQoGxMocxyE8PByLFi3C3bt3sWPHDnTv3p1xxkmlUlSsWBETJkzAxYsXkZqaisuXL2PevHlo3bo1Qkq6/2P8g7o7tvAr4cg4IZ88ecJ4/GxsbNCiRQumTSES/FUzMzPZRHzjxg32WNLT0xEYGAhra2soFArExMQAEDKE3L9/HydPnmTp8Pr164cmTZow0JRzQheDk8TfeYGqq9uEfb/lMPEeWCJs3zxbiPh2cfjsU4k44XgiwUSeX98kXCRIpRIGHvIDG2JbRXCQk/R7+PDhBsEFOp0OJUqUYO/F69ev8fr1awN+P32w5u/j9lXPdNUU4bp/rP68rX87IWBIvw++VKwsPwe4eHh4oGvXrhg0aBDbNmLECJYDnEjIrCS2ubC5vL+lZMUIbhr6fV2nTh1Ur14dpqamaN26NWQyGQM7ZmZmBYLGnEUulzM3BP1As5xFrVajRIni0JgKrhZ+Pq5QKAyDgyQSCQOi4qKBiDBt2jSmyT979iwAsBzZkyZNYu9MYmIii6oXF7AqlQqOjo4ICQmBl5dXLhO/aGlRKpXo0KEDLly4AAcHB6jVamZNqVevHnieh0ajQa9evbBq1SqW9tXX1xcbNmzA8+fPDdwvxD4U3Y0qV66MAwcOGFBs2dnZsfHCy8sLya824dQ64bll3DJc7OgXfZ9iPCoPJOWvbUxLS2MR5h07dmQ8pEYxiihGQGmUL0vqDeCOLfCNGrvMW4TUm2ZYtqAfG/RXrFiBLl26gIgYzUdISAguXryIu3fvokGDBga+RwMGDMCTJ0+wfft21K1b18AkxnEcKlasiHnz5mHfvn0YN24cypcvzwZkLy8v9OzZE7t27cKdO3ewY8cODBkyBJUqVWJmVZlMhtDQUPTt2xf7d0xDdpz6u2kqs2I4JF7m8Cn+ApsElEolAKBixYqoVasWy3bh6ekJJycn8Dxv4OMYERGB9+/f4+bNm9i/fz/zYSISTNYBAQEG5O36k3CxYsVQtWpVtGnThvmYNW7cGDNnzoSlpSXs7OwwefJkNlEdW8Xl6ZvXpIYQ7SxqI+eNIlhbEkJ8hWd8a5dgTm1VV6DWmTVU8KNsXjv/vsmOIRxdYThBi8+tQ4cOaNy4scEE7urqiiJFiuSKMtYHJ35+fujatSt+/vlnA17AO3fuMFO3Pjhq0qSJwBqQ+TbPNr45I4DH16cNt9/aJZy/YebnbV5uAs3U17wfNlqhLRYWFqhfvz46dOiAQYMGQS6XQ6lUYtu2bTh58iSj5vL19WV98q9y0zh9YAQ2bNjAvhWx7ypWrIhnz57hwYMHLOBOfH5iG4OCgliwiX7JKwCJSPAJlMlksLGxgUwmQ7kQM8wYIsORFbkXOwkXBV/SSf0ErVzJkiVRp04dBgr1xwiRb9Lb2xuXLl1CZmYmxo4dKyyINm/Gp0+f8MsvvxhowOfNmwelUokGDRqAiLB27VrI5XKULl06z8WPhYUFIiMj2UJR1EZevHgRT548wciRI5nmvUqVKpg4cSLrG1FbPmzYMAPtJhGhWbNmsLW1hbOzM1atWpWLt9XK4nO++axCZE8yLELmLTxrBWQZ5tt+/PgxQkNDIZfLjZRARslXjIDSKAVL6o2/TCXfD1QlXCSU8ldg/vz5cHd3h1wuh0qlgoWFBRYsWICzZ88aRGxbW1vj559/xoEDB9CmTRsD536O41CuXDlMmDABM2bMQJMmTZiWw9zcHI0bN8b8+fOxY8cOzJkzBy1atDAwJTo5OaFp06aYNWsWTp8+jfv37+PAgQOYMWMG2rVrh2YNSuDV6W/XVGbFcEi4rETrpgG4ceMGiAS/Tk9PT5bb/Ndff8WTJ0+wevVqplEzMzNjUaRElKc/mpj3t169eujRowcmTpyIFStW4NChQ4iNjTVIV6kvIg1U27Zt8ejRI6YxdXZ2xtChQzGpX94USuk3hLSS7k4CcPR0JQzuaJha8dBSAWCaKAU/vbG9CtbW5fTNq1KlCjMb5hXsUbx4cWzfvh0//vgjLC0tmRapadOmIBI0vSJYzC9loX7heR6RkZE4c+YMnjyKzrONIrn95P6G22cNFbbH7BF+i7yOSyd83TtSt05l9nxDQkIQFhZmYDrNq+gDin9FSkpHR0fI5XLUrVsXHTp0YBHdYhtKly6NgwcPGgA5EZiJUc0ajYY9E/F+xW+2XLly7H23srKCn58f6lQW3GbE96QwaUZPrc3to6zvLqAP1BQKBYKCghitmahZbd++PXr06AEiwVVn7Nix4HkeXl5eBhrUqKgoXLhwAfHx8Vi7di2qVavGFqhiESO9Z86cyb6/9PR0rF+/noFOR0dHdO3alWmhnZ2dsWTJEuYnKd6Du7s7fH19oVAoMGbMGPYO+Ht/rwxSEkGBkCrQuR0+fBjW1tZwdXXNRb9mFKPoCwcAZBSj5CXZ74ke+Ah/Kfu7VZuVRZSSrqQi1dIoM1tNycnJ1L59e6patSpNnDiR7ty5Q0RE3t7e1K1bN3r48CGtW7eO4uPjWR3BwcEUGhpKGRkZdOrUKbp79y5JJBIqU6YMhYWFkZWVFb17944uXrxIV65cobS0NJLL5RQSEkJly5algIAAMjMzo9evX1N0dDTdunWLoqOj6cOHD0REpFKpyM/Pj/z8/KhUsAc1LHuMHFTHiEjyVX2hA088p6OLf3rTxMU29OZ9FpUqVYrmz59PRET29vakVqvp3r17xHEc5fwcZTIZZWZmEhGRiYkJpaamkouLC/Xs2ZNWrVpFz58/J4lEQtHR0eTo6PjVz2L9+vXUrl07sre3p2fPnlG5cuXo4sWL5O/vTz07V6ZOVX/56jr/rvjWI4q9l3t72bJlqXfv3iSXy6ldu3aUkpJisF8qlVJWVhZJpVJatmwZbdiwgaKjo+ny5cu0cOFCmjZtGqWlpbHjeZ4nnU5HHh4e9ODBA5LJZKTT6Sg7+/NzTbhIZK7J3ZZOI4nW7yOa0IcoqATRqStEU5cQRdUjWjpROOaPi0Th7YjOricqG1S4ewdvRmWivMndvQhlZ2fT0aNH6dq1azR//nxatWoVlS1blq5evUr79u2j5ORkmjhxIh04cICdr1QqybOIJR1Z/JKsLIik0sJdtzCSlUWUqdPQ6RdLqGGTjpSamkocx5FOp6ORI0fShAkT6PTp09S/f3+6cuUKO69y5co0cOBAGjZsGMXGxpJaLXzrREQODg7UqVMnmjFjBqWnpxPHcaRUKik1NZU6dOhAiYmJdPzoNlo4RkLNamVTto5Iwn9Fm7OJpBKi9XuJek8i+pCQ/7EKhYI0Gg19+PCBdDod225nZ0f+/v50/fp1evfuHfn6+tLt27fZe1K/fn06cuQI9e3blyZPnmxQp06no8uXL9OiRYtoxYoVBvvc3NyoYcOG1L17dypevDgREd24cYMWLlxIa9eupbS0NMrOzqawsDA6f/48SaVSKlWqFCUnJ1N0dDQbJwIDA+nGjRtUr149evTnHjq1lsjU5Hs9ewmBN6Wlh9pR977zqXr16rRu3Tqytrb+HpUb5b9UjIDSKPnL81ZESZvpe4JJUbKyiTb9TjRttT/VrFmT1qxZQ69fvyYiolKlSlFgYCAdOHCAnj9/zs7x8vIib29vev/+PV2+fJmysrLI3d2dgoKCyMLCguLj4+nKlSv09OlTIiJydXWl0NBQcnd3J1NTU0pJSaHY2Fi6desWO0YikVCxYsXIz8+P/P39yd/fn/z8/KhIkSLE8zlmsOT9RO+nEKWeJiLpX/2S+/PR6YiydUQyKdGFWzIaNy+Tfj+Zdz+UKFGCJBIJPXnyhGbMmEHOzs5kZ2dHP/zwAzVs2JDmzp1LVlZWlJycTBKJhBo3bkzPnz+ns2fPsjq2bNlCTZs2/VvP4dWrV1S9enWKiYkhNzc3unjxIj179ozq169PL168oNPriEIDQFLJ36q+UJKtIzp7lWjsiqp07Ngxtl2hUFB6ejoREcnlcqpSpQpdvnyZUlJSKC0tjTQaDSUnJ1PRokXp3r17pFKp6NOnT+x8uVxOGRkZRCSAztKlS9O5c+eIiMjc3JwSExOJ4zgKCwujrl27Uvv27en48eOUlpZG/hb9ydH8NnGcYVszMohmLCdatZPo8QsiFweirpFEgzoSia/L5t+Jmg8gittHVNzjy/ev0xHde+FCxSKe0qpVq6h+/foUHBxMVlZW9OjRI2rTpg11796dfH19qUmTJnT69Gn2XUilUrKxsSFvb28aOXIkDehZg86s50ij5on7Dt9tVhZRSipReDsJxdzjCQA5ODjQ06dPSalUUlpaGjk4OFCNGjXIysqKfvnlF9LpdAz0mJmZUd26denIkSP05s0b4nmenJ2d6cmTJ0REVKVKFXrz5g3FxMQQ0WewP2l0c+rxw3bSmGZ+07uXlUX0PoGoekei6LvCNo7jGCAWr5dTOI4jS0tLAkBJSUmUlZXFtgMga2trSklJoYiICDp8+DA9evSIbG1t82yDg4MDJSUlUUpKCsnlctLpdKw+MzMzqly5MnXv3p1q1KhBKSkp1KFDB9q5cycBIHd3d3r06BEREbm4uFB4eDht27aNvee2traUnfGGYvbQd19IZGdz9C4etPzEIBoyfCpJJP/gIGCU/woxAkqj5C3J+4ie1c21eclmol9WEz16QeTqQNSrFdGPrSjXxJuVRVShNVGtikRje+V/mSZ9lbT9UBpJJBLy9fWlpKQkevjwIdvv4OBAtra29OTJE4qPjydTU1MqUaIEaTQaio+Pp9jYWMrIyCCFQkF+fn7k4uJCJiYmlJycTPfu3aM7d+4wjYKrq2su4Fi8eHFSKBR5ti01NZVevHhBz549o+fPn7PCZcZSoHsMeTq9J3+vdANN1sckokvRRNfiZLTvtDmZmJeiAwcOUL169ejatWtUs2ZNSk9Pp0OHDtGbN2/o/v371KBBAwoNDaVly5YREdH27dupSZMmdP36dTp37hz16NGD6tevT+XLl6fJkydTZmYmpaamMm1m06ZNafLkyeTl5VWYJ8vk0qVL1KhRI9LpdDR58mQaNmwYqVQqqlKlCi1fvpwcHR2ppNcL2rfoq6r9W1KnGxmA7pIlS9L169eJiOjmzZt07Ngx2rNnDx09ejTXua6urvTkyRPq1KkT3bx5ky5dusRAg1QqZaBSLpdTdna2gSZS1Pru37+ffvjhB1q2bBl16NCB6O0IovcziCjrn7xtIiLK1vE0dbGORs0hevPmDdnY2NDly5epbNmylJWVRbdu3aLDhw/T8OHDKT09nSQSCbVo0YKuXbtGcXFxNGbMGJo4cSI9e/aM7O3tyd+b6MxGFZnIP30zGPvwkaPG/TR05nIiEX3WBtvY2JCNjQ29efMml2ZPlJxgzdbWlhwcHCg2NpZ4nielUkkfP34knuepRIkSDFT6exOdWkukNuVIwn/79JSVRZSaztHJR5Mp+h5H06ZNo8TERIP3QBS5XE48zxtotHOKRCLJda5SqWSWD7H4+vqSiYkJNWrUiHbu3ElarZYSExMpKSmJjh8/TosXL6YTJ05QQkICEQl96+/vTxqNhp4/f06LFy+mn376ic6ePUtKpZJcXFzo3r17ZGtrS46OjnTt2jUiIlo3g6hZbfpHFn068MSbtSByWvf9KzfKf5/8f9jZjfIfII/Kf3bS/qssGS/48fSOEoItxvQUSJFz8tilXidE1hKOHdOzAL+saMKpdbm53iwsLJjDukj2W7x4cQMneXt7ewQHByMsLAw+Pj4GfpWWlpaoVKkSevbsiUWLFuH06dOM6BwQon7fvXuHGzduYN++fVi8eDHGjBmDzp07o1atWvD394dWq83lr6bRaFC8eHFUr14d7dq1w4gRIzB//jwM6NcFWgtCWKgv8wsLDQ1F2bJlWQDDiBEjoNVqMWXKFJQvXx5WVlaQSCR48eIFiIS8zaJUr14dZcuWRWZmJrRaLXieF6iMIPBJiv3A8zxat24NJycnRtYspnf7kqxcuRIKhQJlypRhGUR+//13FuTSr18/ZGdnY+vWrdgyR/bP+eZFC75/PM+jb9++0Gg0kMvlUCgUjJdPTMF5584dEBFGjx5t4FcmFolEgpo1a2Lt2rWIjY1l9+Lk5ISTJ0+iY8eOefqfiv8rlUqUKFECr1+/BtJu/SP3m1/x9+aZb2iPHj0wadIkFqUs3odCoYBMJkOfPn3w/v17FlW8c+dOEBF27drFjtVaEPYtsWB9/LXPBHGEY2sd0b5N/VwR1/oUTf7+/oyM29TUlPlTuri4wMLCAjzPo2jRogY+hTKZLF9uSq3F98nPntc9vT7D4cduLaDVahk/ZtGiRaFWq9GzZ0/mi5zzvSjondEvYhpJ8TfP8/D29kZYWBgbs4gIf/75p8G3ePfuXQwePDhXQgMnJydG1D5q1CgWKW5nZwee52FpaYkG1aQG93l8VcG+wmN7Fbw/PDSfPiwg+tsoRhHlOyrIjfJfI+nRRKlncm1evp2oQgjR3JHC72plif58SDRvHdHADsK2U5eJek0kevbqy5eRSogqBINszN9SYqKCMjIyCABlZWWRTCZjGo5Xr16RjY0NqVQqMjc3p48fP9KrV68oISGBfHx8qHTp0tSxY0emcSQiA43izp07af78+UzT+OLFCwMNBMdxZGdnR05OTuTs7EwVK1YkJycn9lv8X6PJw6mOiGJjY+nnX5bQtRv3yMzMjKRSKel0OkpISCDuL9Utx3EUHx9PVlZWdOfOHfr06RPZ2NgwE2+1atWIiOju3bt05MgRWr16NS1evJg+fPhAzZs3J1dXVyIiWrJkCfPzDA8Pp3Xr1pGvry/VqFGD1q5dS6tWraJBgwbRwIEDSa1W52prVlYWDRo0iObMmUMdO3akBQsWkEwmozlz5tDQoUOpSJEiJJPJaMmSJVS7dm2qXbs2jR/TjirGL/1HfPPSMlVUudl5CljXlj59+kQuLi6UlJRE79+/p8REQSvWokULunTpEt27JzhYWltbk5eXF/O1JfpsHj969ChlZWXR27dvyczMjN69e0czZ84kHx8f2rt3L5UrV465C7Rv357Kly9P48ePp7dv31J6ejrFxcWRnZ0dmZmZ0fFVKgr0+kT/pKUP4Ol1kgfdefyUHB2t6Pbt25SQkEAfPnxgmlXxr6mpKclkMpo3bx4dOnSIMjMzSaPR0MqVK8nV1ZX27t1LNjY29Pz5c7Ky8aLNp8vR4k3raWC7TKpYiigzS/BDzOnJQWTopnHuGtHp2xWp/6hDlKQ5RKvW7qHatWvTwYMHycPDg3Q6HT148ICIiKKjo5mmPD09nYKCgujjx49su5mZGTVo0IC6d+9O7969o759+9KlS5eISPAftra2pujoaLK0tKSEhAT6dSTIyvL7a9ukEiKtOahc0Y103j2YTpw4QcOHD6cDBw6QpaUlLViwgJm3Q0ND6eDBg7Ru3Trq1asXjR07lkJDQ+nGjRs0ZswYysjIIEtLSwOfbiJiZuzPfaqjO3fusDHg1SthUPT396egoCAKCQlh2syffvqJpk+fTikpKeTn50epqan0/v175trwyy+/UFhYGLVq1YouXbpEr1+/prS0NBrUIYv5ixIRBfsQnduQ+/5HzREsJy3rENUsn3v/9sOCK0f35nn1nkRw9VHX+ao+N8r/oPz/4lmj/FvKm+FAnDTXKjWoBKFOJcNtPVsRNKaff1uYEeqGEx4d+bKGEnFCVOakfobUISqVykArIq7069evj549e+Knn37ClClTMH78ePTo0QP16tVDcHAw7OzscmkPlEolihYtisqVK6NVq1YYPHgwfvnlF2zZsgXnzp3DkydPWHadvyvZ2dmsvX5+frC3t4efnx+srKywceNGEBEGDx4MIsKaNWtY2ypXroz27dsjMDCQ1TVw4EBotVokJSXB0tISPM8zDeL169dZ9pFhw4YBAC5cuIBKlSqBSKBuiYqKglwuh52dHRYsWGBwb2/fvkXVqlUhlUoxb9486HQ6vHjxgtGV9OnTB58+fUJycjLq1KkDnudhbW0NuVyOEQPrIfEy9900R9mxPHS3NSySNCoqCmXLlkVERARcXV0RFBTEtFhOTk4oWrQoAgMDWd+VKlXK4DmXKVMGDx8+xLx581CrVi2D96lUqVKoUaMGNBoNVCoVo46xs7NDRkYGVq9ezbTIRJ8jp/9VVDzXz0wGEeHo0aMsul8s/fr1g729PTw8PDB+/Hh06dKFacFypjLULx4eHihWrBj77eNJmDKAx+HleVPuxB1yZikpRe28SqWCRCJB8eLFIZfL0ahRI2RmZgIADh06xPpJnw9T//tTqVTw8vJimtTq1atj27ZtePToERo3bsyer0qlgr29fZ79nR1DWDhGiGA2VQmMAf3aCqTc4jHPTggUVVpzYSyqFibwpebX32L0d05ydI7jEBwczJgjNm7ciEaNGkEikWDDhg1IS0vDvn37mLUiLCyMaQ3Lli0LiUSChg0bIiQkJFdaz8IUa2trVKtWDaampmjevDlu374NtVqNwMBAg6xgEolEGNPCrAr1fu2aL5y35Ze89z85JozbPVt9oa60vLMCGcUoohgBpVFyy+OqeQ4oK6cQJBLCmmnCJHRgiZDT+ceWn4+5uevz/4UBlGLaOXGwtLS0RIkSJVCmTBmUL18epUuXzkXTIRYrKysEBgaiTp066NKlC8aOHYslS5bg999/x82bN/H+/fuvSif2LVKjhpDKrFy5crCxsUGRIkXA8zwjTe7Tpw+ICL/99htr/9ChQ+Hs7IyBAwcCEMjItVotBg4ciLlz54KIWJacjIwMBAQEQKFQIDAw0CAbjk6nw+7duxntT8OGDdGoUSNwHAdvb29s3boV165dg7u7O6ytrZkJeceOHbCysoK9vT0OHDjA6nvw4AHLL0xEDJg0a+CDlBuabzZ/Z0YTUm+aMzAJAFOnToWZmRnatWsHe3t7FC9eHJ6enmyyJxJMvzY2Nnjw4AG2b9+e633YsWMHq09ss75pXKSqadq0KQMTjRs3RlBQkMFk7e/vj3Xr1uG3337D4VW2/yBhuAR41gpdunQxoP8Rza5ivvaLFy9CJpOhf//+AMDysR8/fhxXr14FEaFly5YGfeHo6FggOXhIkDdsrSRQqwQyefHYatWqIT4+HidPnoS5uTlrF8/zqFu3LlauXInffvsNEokEPM9j5cqVyMrKwrhx4yCVCtmfAgICGKDXB23iNktLSwwePBj379/HkCFDGI/jqXW5zfNTBghjzrAuhMPLCPN/EoBj9bICWXfiZYKHC6FEUQEw7VlACA0Q+Bhf/JG7z7NiOJzZ8JmyqEKFCizTj2jKz0n5o1/UajUDyCJo1Gg00Gq1UKlUiIiIwKFDh3D16lXExMTg3Llz2LZtmwEP6pfynuc1ztWuXRvjxo1Dp06dUKJECUgkknxpvfTLp2sEVwchPWh+x0TWIjjYGIL03EUKvBnxj4ydRvnvESOgNIqh6HS5UnSJJf0GoX0jw8GuZoX8+QULAygRJ4BT/TqlUilcXV1Rrlw5REZGol+/fpgxYwbWr1+PkydP4v79+0hNTf3/7ikDmThxIsu3q1Qq2WSzdOlSEBG6desGIiFTh3iforby999/BwCmKYuJiYG5uTkkEgnevHkDABg3bhw4joNcLkdsbGyebcjMzMRvv/0GOzs7yOVytG3bFtWqVWOAwMvLC48ePUJSUhI6d+4MIkKDBg3YNdLS0jBhwgQolUo4OjoakMpHREQI2qms90h70IQBw68FkogjnNrsBq0FYeHChazte/bsAZFALi6TyXJxR4o55EuUKAEA6NWrF/OzFQGAhYUF3r9/z7RIItk2z/MMBOQkQud5Hj/88ANKliyJkiVLolu3bvD09PzcqVnvkHrL/Lv79GXFcMiI1aJGtc+a1uLFi+Pw4cM4fPgw2yaSSIup9ObNmwee52Fvb4/w8HDodDqEhoYiIiICRJ9zOLu6uhqAOTGHOcdxCAoKQq1atQwATk4QI2ZokUql0Gq1qFKlCiPcFvcPHz4c586dQ7ly5cBxHAYNGsS+y9TUVJw8eRKTJk1C9erV89WmFi1aFNOmTcPmNaPzXGxamBkuWBFH2DhLOPfSFsL43gRzjSF4fHmS4GgrpAnNr//375iBokWLQqvV4vDhw1iwYAGIBL5JMfUpEaF9+/Y4cuQI3NzcYGNjg/Hjx2Pw4MHsfvQ5OPMDiUqlkvFeiv3arVs39OrVi+Ulr1u3Lvz8/Bhf5ZcKz/NfzDevD8jvHsh7/7kNQn0rJn/pneWAx9W+76BplP86MQJKoxhK1sd8B5VaFQWN5PRBQgq9X0cJmoAG1fJO7VVYQIk4wr49G3HlyhW8evXKIG3ef4qI+aLFAAWxiECgbdu2ICKW+UTcJ5PJkJycDAAoV64cqlevjtmzZ4NIyGcNfDZ1ExHmzp37xbYkJSVh7NixUKlUTOsiTmgVKlSAq6srVCoVFi9ezDS4Bw8ehJeXF6RSKWrWrAkbGxuYmJhg9OjR+Pnnn8FxHJo1a4a0tDQAwJ9XZuPMBiFo60tk07q/3CdOriF0iLRDXFwcevfuDSLC+PHjcenSJQZw9SdM0az9008/gehzaru9e/fCx8eHkX6L6fSIhPR0Yj70I0eOMHcAsZiYmKBKlSqoUqWKwXYxYGLAgAEg+hw4ceXKFdSo7ICEi1+fcjRfYH1L0Ab5eX2+/owZM9jza9myJby9vfHjjz+C4zisXLkSOp0ODRs2hEwmg5OTE3bs2AEiwr59+7Bw4UIGZsLDwxm4yY/QfeXKlQgPD2d57sXjz507h1OnTqFixYqQSCQwMTGBmZkZQkJCWIBQfuCmePHi6N27NxYtWoS9e/fi+vXrBhaCrKwsXL16FXPmzEGdOnWYFlYsk/rlDsSJvyAEAIqk5mK5vkM4Z+MsQkAxQqcmX9f/2TE8dK+H48OHD6hZsyZ4nsfMmTOxbds2yOVylrGrSZMmIBIsCQ8ePICtrS0qVKiAtLQ0XLlyBRzHQaFQwNXVFY6OjrC0tIRWq0XLli1x+fJlHDhwAOvWrcOcOXMwfPhwtlgmElxjXFxc8tWGSqVSKBQKlkLSwsIi12LoS/nm028Q7K0Jrevlf0yj6kKCgkItmP40ExQORjFKPmIElEYxlHzSzp1Z/5fGZHwOILhI2L5nwbcBSmS9+/++82+S5ORkll9af9CfMGECiAiRkZEgIrRo0QJyuRzm5uZo0KABKleuDAAse87GjRthZmYGmUyGDx8+ICMjA/7+/pBKpYiIiCg02I6Pj0fVqlUZaHB1dTXIA920aVM8e/YMT58+ZW0LDAxkpuLWrVvjyZMnrL5t27axjCKiz6WTkxPKhphhYl/K0zcvK1aNIys4nNpeCccPzgORkPnH0tISK1euZOnoiAT/MZlMhtq1a7NtIhjU6XRo0aIFiAienp7MPCuXy8FxHN6/f4+pU6fmAo76gIdISMcnugrodDoEBARAIpEgMjISHTp0MDg/MDAQnTt3hlwuR8mSJVGhtDlenRI0i98KJl+d+gwmbW1twXEcpkyZghMnTuDRo0dQKBSYPn06srOz0bVrV3Ach7Vr1+LQoUMgEvwj09LSEB4eDl9fX7ZddA35kjn15MmTubYNGjQIAJgG3c7ODh4eHnjx4gXevXsHFxcXEBHKly+PrVu3svznzs7Oefou6z8HLy8vVKlSBW3atMGIESOwYMEC7Nq1Czt37sTs2bNRvnx5HFvJfVHbJhYxUvnmLoJUKixwR3UXwJNUKkQqR+8uCFASruzU4vnz58jKysLQoUNBRGjVqhUOHz4Mc3NzpukVNbljxozB2bNnoVAoEBUVBZ1Oh1GjRoHos0uIUqlEhQoVIJVKcf/+/VzfpI2NDXMh0HcxSUlJwZMnT3Dt2jUMGTIERITZs2fD3t4ePj4+aNWqFWrWrIlSpUrB3d0dCoXCwG89v7JuhtBP13fkvf/pcQLPE34Z/hXvcFbi3x0ijfI/IEZAaRRDyUdDuX6mMDjF7jXcnnRZ2D51wLcCyv/8gUqcWPRBpThZ1a1bF5aWlggJCQHP8wgICICZmRkmTJgAAOjRowccHBwYMPrxxx8BfDZ1m5mZseCcL0lMTAy8vLxgaWmJgwcP4tChQyzQwt7eHj169ICVlRWkUilkMhmsrKwQEhICIsFv7/z58wb16XQ67N27l/maKRQK9OvXD82aNWMaF/GevYraQ2shaLJ79eqJgQMHQqlU4v79+3BwcADHcUzTaGJigrCwMHAch5YtW6JUqVKoW7cu6zsx/SYAREdHg0hIYSdqE8XJvH///gzgiCUqKgqOjo4MGIjp7a5evcrua8mSJSASzMQZGRlo1KgRSpQogaJFixoE9SiVSsFlwMMKumctgTj66vzuorl/zXSCpbmhJsrU1NSAioeIUK9ePUyZMgX79+9Hy5YtwXEcfHx8ULRoUUilUgwcOBCXLl0CETHtWJEiRQzqUKtNoTEVrAgaU2Gbm5sbCz4Si4WFBdLT07Fr1y5wHAdbW1s4ODjgwYMHuHz5MjPvDhgwAMuWLYNGo4GzszMOHTrE+vLjx49Yv349GjduzMC8i4sLatasibZt2yIyMhLlypXLZYoX3ic5Ei8XDqif30hQKgj1qgg51YkE/7/ywYS9Cwnb5hB8PYV7fp6HD6VYPl7iYGlpgU2bNgEANm7cCJVKhaCgIBw6dAjOzs7M/CwubCZPnsxowCZOnIisrCz4+vqyxYqpqSkkEgmsra3RoUOHXN+lvl+y6DedU8aPHw9bW1u2QF28eHGub9HKygq2VvwX+6pRdaEv8ts/Z4RgDn916msA5X/2wt8o/6wYAaVRDCUfH8qr24SB8LdxhtsPLBG2b579DYDyv8SUIub91efLFLdVrVrVQLsmTi7nz59HYmIi1Go1RowYwXgYP378iBs3brDJd+vWrYVqw86dO6HRaODr64u7d+9i1apV0Gg0cHd3x6+//orQ0NC/wIbawORpYWGB1atXGwQxZWZmYu3atfD39weREEndtm1bBiJdXV3xyy+/4MKFC7C0tISJiQl4nmc5m2UyGfz8/KDRaAyiXt3c3JjJeezYsdi4cSNkMhmcnZ0NgGFISAg4jgMA7N+/nwHinKY/FxcXdOjQAY0aNWLbihcvzvrOxcUFaWlp8Pb2Ru3atdn9paSkMNPr1q1bsWnTJgGg/GXerVWrFiQSCczNzRnAdHNzw8IZ9fDhmu9f2i4+T3cPURPGckuv4zB7QgSaNWuGsLAwnDp1yiBgqGHDhjh+/DhcXV1RtGhRVKpUiQWriCBeBMYin+bOnTsZoBHdJHy9BPPxkRWEpKuGoDfhIiHmd3vMGCKHr9dn8+uWLVtw8+ZNqNVqaLVaWFpaIjo6GitXrmQ+f/Pnz2fvbIcOHQx4XXNKSkoKtm/fjqioKAbKPD09MWTIEFy4cAGZmZl4/vw5Lly4gG3btmHhvGmFAjOn1wk+lSWKEt6dFTRsIqDUzyP/+KiQY35414Lra9O6IYgEbXx8fDyuX7/OAtc2bdoEX19fBqZF94tZs2Zh3LhxICJs2rQJDx8+hEwmg0QigampKTQaDQuauXPnjkG/rFy50mCxJEpGRgZevHiBGzduoHbt2ihSpAhzCYmMjETjxo1RsWJFFC9enI0fX9JQZtwkqEwI43rlf0xEOUKVMl8BJv9LFv5G+efECCiNklvyifJuUkOg7pg6QCDQnTeKYG1JCPHN2wencIDyv8fZW6QIcnR0hFwuh1wuZ879YWFhCA4OZhNK06ZNYW5ujszMTCxatAg8z2PYsGEgEqhiMjIy4OvrC57nERUV9cVrZ2dns4muUaNGePz4MZo1awYiQps2bZCQkIBXr16hTZs2TDMm/g0ICADHcXB3d8e6deuQlJSEX3/9lfkoVq1aFR06dGDUJRUqVICLiwssLS1x9uxZAMDZs2ehVCphYmLCJr2c5v8BAwbAzs4OUqkUycnJmDhxImvf3r17IZfLDdwGxHb9/PPPBlGy+qV58+bQ6XRIT0+HWq02IMyWSqWQSCS4d+8eADDAePLkSdZvAwYMgFQqRfXq1VnkuL5/35AhQ5Ceno4TJ06w5yaaf329CAsnWOH6bus8qXgOLydM7CscFxUVhVOnTsHT0xN9+vQBAHY9EXSJbRej1bOzs3H37l1s3LgRtra2BlpTIjLwf5w4vCzzNSzQpzVWD+SuJfRo44bXr1/Dzc2N0SpduHCBsRKYmppi8uTJsLS0hJ2dHXbv3v1V30R6ejp+//13dO7cmS20nJ2d0adPH/zxxx/IysrK181Gv2ycJWgmA4p9DsARg/la/pD7+MDigs93QXXqMt9i7dq1MDc3h7OzM44ePYp3796hWrVqkEgkmDx5MipWrAiZTAaO49hiZ+7cuWjVqhWUSiXOnz+PxYsXg4hYkJi4QKtTpw4OHjyItWvXYvbs2Rg0aJDBu+nl5ZUvvZA+jVHNmjURFRWF/v37w8zMDBzHYfXqVciMMc333q5sFeo5sjyfe48VgplGdf8KMPlfsvA3yj8nRkBplNySDw9l+g3CTz0EJ265jODpShjc0VA78LWAMiuGw6NLUf+RgTg55cmTJyAS/AQVCgXUajXq168PIiGjiGjCJRJ80Ro2bAidTofAwEDUrVsXarUaCoUCycnJDBw6ODjg48ePBV43MTGRaefGjx+PI0eOwNnZGRYWFti4cSOysrLw66+/wtzcHGZmZkwDV6ZMGaZZ7N69O4sUFjWMtWrVQt26dSGXy2FiYoJu3bohJiYGAPDhwwdUrFgRJiYm2L17NxITEzFw4MBcE6NMJmM0N2q1GosWLQIRoUuXLgCA9evXQy6Xo3LlypgyZYoBEBU1jAqFAs7OzrC1tcXu3btZ3aJpdfny5SzoYcSIEQYRxVOmTGH9lJ2djaCgIJQvX55pYu/evWvQXktLSxbdXKNGDXZucnIyOI7DsmXLoNPpcOPGDTg5ORmACCcHM1hbclCrCBYW5mjevDmIhOAO/Qjp1q1b4927d+jSpQu8vb3x6dMn/PTTT+y+ra2tsXPnTnZt0cx64sQJNG7cGDKZDAMGDADP87DR8tg0W9BE/t2o+4MrrGFvI4dMJsOBAweYe4CLiwt7f5s3b453777e3JmdnY03b97g+vXr2L17NwYNGoTQ0FDm9iCVSmFjpSiwnTMGCxm5qpTJ7adroyU0jsh9jk9RweRbUL0rls1FVlYWHj9+zDTm/fv3R1JSEnuXW7duzdwwOI5j306jRo3g5OQEpVKJatWqMW1yfr6kKpUKbm5uBguefv36Ydq0aVi+fDn27NmD8+fPw8PDAz/++CMaNmyIKlWqGPSlyF7QuHFjYUM+C3/ECRRvRHlTJyHuM09wQZHw/60Lf6P8c2IElEbJLf/itHM+nsLkNXToUNy6dev/++6/ScRoao7joFar2UTl4eGB8uXLM4Akk8kwb948nDt3DkSfo8CHDh1qYOo+depUgde7e/cufHx8oNFosHXrVgwePBgcxyE8PBxPnjzB+fPnmWZU1KxVqlQJV65cASAE7/Ts2ZNx44kmXnHSs7e3x/Tp0/H+/ftc1/7w4QMzoYvaM5E7kuM4dr8cx6F69eqsPq1WC5lMhrS0NLx//55RFeXUwGk0GnAch0+fPqF27dqoV68eVqxYYXBMqVKlIJfLIZVKodFoGBAXS4sWLQzaLJrO9+7dCwB49+4do37R981s27YtbGxsBA3aX+Lt7c20iwBQp04d1KpVi/F/6gMKkZydiHD27FlkZ2dj8uTJDESJIL1p06bQ6XT49OkTS+0p1hUUFISbN2+iaNGiqFevHgBB41e/fn1IJBIEFCO8Ok3IKmQwS0HA8tUpwo6N41mEc2BgIGxsbGBlZcX8DHNKUlISbt++jWPHjmHNmjWYNm0a+vTpg6ZNm6Js2bJwc3PLU6tqb2+PoKAgVKhQAYGBgbC0tMg3YnnR2L800bWFBW3O/e0aEszUhLdnP2+7vV/wDfx5aP73nHxNyt7XUaNGYdq0aQgPDwfP81Cr1fD19c2VEjZnsbKyglwuh0ajQWRkZJ7vb926dZGSksL6TD/oLC9fZZVKhVmzZsHBwQHDhw832O/l5QWO4/Dy5UthQz4Lf8QRpg0UrpF6Pe/7v7BJ2P/74sK+J0YeSqN8WYyA0ih5Sx65vL9/kUD3sDxOnTqF7t27MzAWGBiI6dOn4+nTp//fvfDVImr5iIRgDtH3ytbWFqGhoWxCJSLcvn0b7dq1g7u7O1QqFUxMTJCYmMhAxeDBgwu81oEDB2BhYQEvLy/s3r0bJUuWhEwmw/Tp0/HmzRt06dIFHCfkSud5HkWKFMG2bduYdu727dvo1KkTZDIZNBqNQTYOFxcXpo1p3bo1Hj58CEDw9/r999/Rtm1bZhoWTZn9+/eHTqfD9OnTDTSxIv+hWJ848drY2DAA5u7uzoCso6Mj01SKPpReXl4YMGAA2rRpw/wJRS2SeF7v3r2ZqVCfKHzfvs95iHU6HSpWrIjAwEBcvHgRbm5uBhrNn3/+GSqVitEYnTt3jp0bGRmJSpUqARCAvD4AFZ9XWloaDh06hN69e7N6VSoVGjRogPr168PS0hKvX79G//792Xmenp5Mm3nv3j1ER0cbuEcQEc6cOcPaceHCBQQUIyRc+vaoc7FkxXCMykh0L6hQoQKWLFmCOXPmYOjQoYiKikLVqlVRvHjxXLQ/4nPw8fFhue6HDx+OX3/9Fdu3b8f58+fx9OnTPLNS6XQ6JMaUzuWL+vIkwUQpWEROrRU4E/XLmzOE+4cE021QCcKOXwmbfhYsJ+5OAul5XveaM5mC+E4WKVIEgYGBzKwcHh6Ofv36wcrKCubm5mjYUPC5lEgksLe3B8dxmD59OszMzPDDDz9g7969IBLcBKRSKdOg37z5mcB/2bJl7Jrjxo0z6Id3796BiJgWX19Lffr0aRARatas+fmEf/HC35gpxyhfEiOgNErekrT3XzNIJX2e7MVI08jISCgUCnAchypVqmDZsmUFBgH8O8msWbPYhMHzPIv8VqlUDCh6eHjA2dkZ7969g1KpZNq7n376CaNHjwaREL2snw1HX0TQxvM86tSpg2nTpkGpVKJEiRK4fPkyli5dCisrKwOfxunTpzMOyYsXL6Jx48YMbIaGhkKhUEChUKBhw4YICwsDkZD1Z8iQIczvMSAggGnzihUrhrFjxyIuLg46nY75Q3bt2hWZmZkG5m9XV1eYmprmCqYhIsyfPx+PHz8GIEyo4mTOcRwDnocPH4ZUKsX8+fMZiCtSpAh0Oh0DYmL0uKjZPXr0KMteZGZmZvD+iJOzRCKBi4sLZDKZQYBKy5Yt4efnB61Wi1GjRrHzJk6cCLVabQD25HI5xo4dCyLCihUrDJ6TGNE/depUZkYWtapVq1aFiYkJjhw5gjZt2jDw3KRJExw8eBDZ2dnYvHkzM4MrFApMmzYNaWlpqFTeF+/OSb4bL6ZYREoj/Sh08dpFihRBhQoV0KxZM5ZoYN26dThx4gTu3LnDuFT/jjx9+hQH1gTnyvqybGL+2kGiz2TcMXuEdK9qlQAum9YUAnbyu8+MW4TZIwSwHxISgn79+kGr1cLMzAyzZ89GUlIShg0bxrTsFy9eRHh4OKRSKaKioljgmZWVFXiex6hRoyCRSNC3b1/mMy0GqJmZmX02UUNwnRDbX716dYN+uHbtGoiIabKZJhJgDAviwo7Jv2jhj0cV/vbzNcr/jhgBpVHyl2cthcHknxqknrXK99IJCQlYvnw541JUKBRo2rQpduzYwYDRv6NcvnyZgRUiMiCEFsGYg4MD2rdvj59//hkymQwmJiZQqVS4cuUKi6rNLxtOSkoKS7PXp08fxpPXs2dPnD17lvlpiubibt264fXr19DpdDh06BCqVq3K2iCCXUdHR0yaNIllzAEE7aeXlxfTtIqgTS6Xo3fv3gZmPFGWLVsGiUSCatWqYdasWXB2djYAANbW1nB3d2caWyKB71AMmgGArl27suuJGj4RWOqbu3/66ScAYD5++uZGkRA+OTmZ+eo1a9YMAPDp0ycWJS2CyAEDBmDy5MngOA6VKlXCzp07QSRQPZUsWRKAkLtaNAeLYHvgwIEwMzNjfp3z5s0z6A9nZ2eYmZkBEBYB1tbWaNiwIZo1a8beD0dHRwaKW7VqxSLq3d3dUa1aNcjlcgwfPpz1iVqtxroZBF3sPwMiMqMJOxeYGvB4uri4oEGDBhg7dix2796Np0+fFjqlaXZ2Nt6+fYvY2Fj88ccf2Lp1KxYuXIjx48ejffv28PT0BMdxCCj2T4MiwxLip4RCoWDvYfXq1dGsWTNwHAdfX18cO3YMJ0+ehLu7O9RqNX777TcWeR0REQGFQgGpVAozMzNIpVJ0794dRELAjr5fraiB16er0h8H9GXXrl0gErJqubu7s+03b95kGuNc8v+w8DeKUfITI6A0Sv6S9Q64Y/sPgEqJUG9Wbr+8vOTZs2eYMWMGSpYsCSIhcKJr1644efLkv10wT0ZGBosuFgGAvsZS/H/t2rXw9vZm5sUxY8Yw/8Off/45z7ofPXqEkiVLQqVSYciQIbCxsYGtrS02b96M3r17G6QYrF69Om7evImsrCxs3ryZadWcnZ2Zb1jZsmWxceNGAzPkrVu3MHLkSBZEYm5uDrVaDYlEgo4dO6Jz586QSqVwcnLCsmXLkJWVhZcvX2Lt2rVo3769AWVSaGgoPDw8GI8mEWHSpEnMt1CcbM3MzBgtkphaUB+Iir6YosmRSDANP378GBzHscw44r7Jkyez+xF9JomE4J2goCDIZDIGVvv27QtA0I6KoDQmJoZplvQXBeI1li5dCgBYtWoViASSaiLC9OnTDZ6XqakpihQpAkDIj04k+G6+ffsWRIKJvH///szVQ6lU4ocffsCQIUMM7rV69eqYOHEiQkJCUCePnMyp1wVC75waPFNV7mMTLwvm4C+l2sv+uAd37tzBxo0bMXToUERERBikGbS0tETp0qXRoEEDdOzYEb1790aPHj0QGRnJCNdtbW3zTOvIcRxMTEyYFtrf3x9dunTB45MuyI79Pib8ggDzyTWE4OBgNGzYkGnOLSwswHEcateuzb6VZs2aISYmhi1AGjRogDlz5kChUMDX15eBSZVKBZlMhgYNGjCKJXFRyfM8VCoV84EFwBIDcBxnMH79+uuvkMvlKFeunIHvr7hIzG+R+f+58DeKUfTFCCiNUrCk3vyLl/J7DVgSob7Um1++dh4SHR2N4cOHsxSHrq6uGD58OKKj/338e0TNHxHBwow3IJYWQcnWrVuZyVStVjMC9LJly+ap/Tl+/Disra3h5uaGpk2bgkjgspw/fz5sbGyY76CXlxf27NmD1NRULF68mIFUJycnplWJiorCxYsXWd337t3DxIkTGS2KhYUFOnXqhMOHDyMzMxOfPn3C1KlTYWZmBo1Gg169eqFcuXLMHCrea0BAAAYMGIBZs2ZBq9WiRIkSiI2NRcmSJcHzPDMRbtq0CUqlkoFtUaPTu3dvlvVF7BsiIQOMPsi0s7MDAJZpR1xoiBo/juMM6G3EFHqi5lbUPjZu3BiOjo749OkTACAqKgocx2Hw4MEoVaoUuybP82jRogXev38PS0tLjB8/HgDw+++/g4hYHnJ9nzidTgeO41CuXDkAnyml3rx5w3K437p1CxcvXoRWq0Xp0qURERHByN9zgjCxnFqbO5r70pa/FinTDX0ML242PO7DeULFEENzcZ5gMpbDoz9c0L17dwMORCsrqwLbxvM8LCws4O3tjRo1aqBXr16YP38+tm3bhpMnT+Lw4cOIiooSIrttbDBt2jQkJSV9fsn/Rdq2js3s2Tfq4uKCiIgIqNVqyGQy5v9YvXp12NraQqVSYdKkSdi8eTOsra1ha2uLWbNmwcnJCdbW1rCxsYFEIoFCoYBcLkdoaCjMzMyYD65+f124cAEA8Ntvv7Ftt2/fZrc/ePBgeHh4QKlUYvbs2QA+L0SCg4PzH3D+TRb+RjGKEVAa5cuSevM7DVh/DVB/E0zqS3Z2Nk6ePImuXbsyDU/JkiUxY8YMPHv27Dvc9N+UtFvYtzIQR1bkpjhJuEg4tpLDksk26P9jBNPm9e3bl2ltXrx4YVCdTqfD3LlzIZFIULp0aRQtWpTl2BYzeIimt19++QVv377FtGnTGDARwZqtrS3GjBnD6n/27Bl+/vlnlC5dGkSCeblly5bYvXt3LpeC9PR0nDx5EoMGDTIw4ZuZmTGfxpwZdv7880+4u7vD0dERf/zxBzN1i3yGo0aNYuTnRAIRuVwuR2BgIKvfWiuHjZaDtVYOmUzKji1ZsiRLVamfO33AgAGQy+VwdnaGRqNBTEwMsrKyGKWQOMHPmzcPOp0Od+/ehVQqZXm0z58/nwsk2djYoE6dOuy+wsPD0aRJEwBCnm8iwubNm0EkROgDQtaYs2fPsgXClClTmGY5LCwMKpUqFzATg5ZKlSqFypUrg+d52NnZMY2zUqmEr1fe39WS8YKGMi2PKGix7JpPcHMkaM2/DCjF0qRucdSoUQOtW7dGv379MGnSJCxevBg7duzAmTNncOfOHcTHx+PVq1c4cOAApkyZgsjISAOKJKVSiYCAABQvXhw8z0Or1WLy5Mn5+1z+g9o2XZwEzy5WRt26dZnPrbe3NyQSCTQaDcLCwhiXqRiFHxYWBqlUCk9PT6xZs4ZRCEVFRaFs2bKQSqVwcHBg77JCoYCHhweKFCkCDw8P1g8ymYwF1CQlJbHts2f/LGQny3yL9m0bIyRE0I6KwWCif/WlS5cKHnf+zRb+RvnfFCOgNErhJOu9YPoQB5uvHZziCHje+h9Z7aalpWHnzp1o2rQpC+apVq0ali9f/q8L5kna+5eDPCE7ls+fWDrmc2Tu6XWEJjVNGIH4xo0bDapMTU1lOabLly8PiUSCwMBAdOrUCRKJBDKZDDzPo3fv3oiNjcXw4cNhbm4OiUTCTMwhISFYvXo10tLS8PbtWyxcuBCVK1dm/pANGzbExo0bDSb47Oxs3LhxA7NmzULt2rUZqNFqtWjatCkmTJiAOnXqgEjg1xw/fjzTbjZt2pRlCHn58iVKliwJMzMzbNiwgaV/VKlUqFSpEkqUKMHu3dTUFGWDNZgzyjRvMH5JyP4yqZ9AFC4uIkQtpuhfJpKX29rawt3dHeHh4eA4zkDD+fvvv7N77datG7RaLTp16mSQ/rBRo0YwMzND1apVoVKp8OnTJ6Snp6NDhw5wdnbGli1bWDCOGMRkYWFh4OKgbx5WqVSwt7dH27ZtoVQqUbt2bezYsQOVK1eGn58fMjMzWZs6dOgAGxsbJCUlITExETNnzgTHcZgxRJ4rcAVxhJ6thOjs/L6/+AtCzua2DT5rM78MKL+NJiYhIQFr165lzAaiBl1cAAUEBKB9+/aYO3cuTp06hcTEvzKw/EPatqwYDhkxlsjOeAtAcB8ZOXIkYzZwdnZmgTR+fn4swEv8lkR/4rp162LixInMnUHkfxWjviUSCZRKJbRarYGWWyxnzpwB0m5h1jAljqwQ6Iv025l0RYJjKzlkvhiMt8+Pg+M4lChRonCd/m+48DfK/5YYAaVRvk6S9gkRf+KkE5efzxMHxpH2qMK/zKk7ISEBy5YtQ5UqVcBxHJRKJSIjI7Fr1658o6a/SbLe/aVVIXxttKVoulw7ndAisoZBtc+fP0eZMmUgl8tZir5GjRrB1taWTVI1a9bEwYMH0aNHD8jlAjG1CDKbNWuGM2fOICEhAatWrULt2rWZb2eNGjWwYsUKxMfHs+s9evQIS5cuRYsWLZhWU6lUIiIiAtOmTcPly5cNOBkBQaMnkpZXrVoVY8eOhYuLC6RSKXr06IFXr17h48ePLLhk5syZLNiD4zi0bt0aRISG1WU4s0HouwKzvMQYZnmpV0XCwKh+kJBIkK6fWrJPnz6M61Oj0eDjx4+Ij49nQT0iIAwPD2cAw9vbm4FM/TSIYhHN/aImys/PDzNnzsSGDRvQt29ftkjIyMiAiYkJZs2ahYMHDwqAbsUKrFmzBjzPo2HDhhg8eDDat2/PtM5arZYBebEcWZF335QPJpQsIaTSU5kIUdpdm32mzUm/IXAzIo7w8EhhAeXfJ7K+c+cO2rZty+h1Zs+ejZSUFKSkpOD8+fNYuHAhunTpwjhExWfl7e2NFi1aYPnC/siMUX11vvSCwOTHyxz8vATXj969e+P48ePIyspCeno6Nm3axJ67Wq1mNFRubm4MZIoLA5F7skePHggNDWVMCxKJhC2YxHFHLpczCwAR4YfKhJt7zP769rkC33Nx7Dy1lnD9zOQvdzobj/59F/5G+e8XI6A0yt+TtGhBg/G4Wu7c33+aCdvfjPh/5S57+vQppk+fzsyoWq0W3bt3x6lTp75PME/qje+iEciMJmT/acM0AmfPnmUE4KampnBwcDDwE/T09MSCBQvQsmVL8DzPJmVLS0sMHz4cd+7cwZYtW9C4cWMGeipWrIj58+fj9evXAIQglC1btqBbt27MRMnzPEJDQzFixAgcPXoUqampX+wCnU6HXbt2MUqkli1bYvjw4bCwsICpqSnGjBmD9+/fo2XLluA4Dn379mWBGloLwuFVtgbg+u+A8f171hq0Z+HChQYm5apVq+LIkSNYvnw5A2l5URjlLKL2VKVSITQ0FMuXL2cBFwcOHEB2djbMzMwYeAwPD8eyZcswdepU9s5VrlwZJUqUMACgOYtGo0HRokURFhYGOzs7aDQaDB48GLNmzULTpk3BcRzmzp2Dj5dy94MuVvDPVauEVKh/rCbMHCJsqxCSG4AWHlDSV6fau337NqPVcXR0xJw5c5h/an6SkZGB69evY8WKFejduzcqVKgAU1NT+HkJFEZf+17kCZLu2CIr5RpOnDiBPn36MPYBGxsbdO7cGb///jvS09MRGxuLPn36wNzcHBzHsbSIWq0WSqWSAUuRmN/FxQUtWrSARCKBt7c3rKys2Pulz4Xq7+OIdTMM39tCg2Hx+Getvg7k/Zsv/I3y3ylGQGmUbxedDshKFLR1WYn/lvleb926hWHDhrFsMe7u7hgxYkT+kZNfktQb/4jP0tZ1YyCTyVgkto+PD8tio9Fo0L9/f1SrVo35ZRERfH19sWjRImzbtg1RUVHM7BoSEoKZM2fiyZMn+PTpEw4dOoQhQ4YgODiYAa5ixYqhZ8+e2LFjh4HG8mslMzMTv/32G+zs7CCXy9GrVy/07t2bUbPMmzcP/fr1A5GQOs7f+/sAhsxowtuzPBb+8iP69evHfDXzK/omSBMTE7Rs2RLTp0+HSqVCixYtEBsbi/bt2wsapR9+gEqlgqOjIzQaDVq3bs182iwsLPIFiKKJm0iIDK5QoQI4jsO0adPg5OSEiIgIXL16FUWKFEHz5s1ZH4p+l2vXCgA5OjoacrlciLKuVibP+8+OIRxfRYjebbh97XShLft/+wZAGUfC9/wFiY2NRatWrcDzPJycnDBv3rxCLUbyk+zsbPz555/YtnkJruwt8beAWEHaNp1OhwsXLmDo0KEsaM3c3BxRUVHYvn073r59i2XLlrGkBOKzVCqVzKVGPIdI4BUtUqQIlEol3NzcDN6xYF/pdwXGX22G/g9Y+Bvlv0c4ACCjGOV/RHQ6HZ0+fZrWrl1LW7ZsoYSEBAoKCqKoqChq0aIFOTo6frmS7PdED3yEv5T93dqWrePo3QdQ6eam9PZDNsnlckpMTCSe56l27dr05MkTunXrFkkkEtLpdFS3bl2qUqUKxcbG0vbt2+nDhw9UokQJatmyJUVGRlJiYiIdOXKEjhw5QmfPnqX09HSyt7en6tWrU/Xq1alatWrk7Oz83dpPRJScnEyzZs2iGTNmkFwup549e9KjR49o3bp15OnpSWFhYXT9who6u0FCSnk2SaXffs2sLKKUVKLwdhK6HpdNHMdReHg4hYeH08KFC+nDhw+UkZHBjlepVPTp0yeSSCRUsWJF+vDhAz148ICSk5PzrJ/jOAJAwcHB5O7uTidOnCB3d3dq3749zZs3j9zc3Ojw4cMUERFB+/btI5lMRn5+fnTv3j1KS0ujTp060dWrV2nnzp3k7u5OmzdvJgcHB6pYsSIdPXqUqlatSgAoPDycEhIS6Nq1a6TT6ahcuXKUnJxMkZGRNH/ueHp3rvB9kpBIZFmGaMoAomFdPm9/9JyoSHWiFZOJ2jf6cj0xGX+QjX1xsra2Jp7nDfbFxsbShAkTaNOmTeTs7EzDhw+njh07kkKhKHxDCyPJ+wnvpxCXepp04IkjHXFc7sN0IAI4kvCgFAST0nEsSczrFVg1ALp16xZt376dtm3bRtHR0aRSqah27drUpEkTcnBwoDVr1tD69espIyODvQs8z1NWVhYREZmYmFBGRgb5+/vT9evXydHRkV68eEH+3kSn1hKZmtB3ec+JJES8KZHraSKl/9efDhDpkokog4jkRLya8uxIoxjlb4oRUBrlf1bS09Np//79tG7dOtqzZw9lZmZStWrVqHXr1tS4cWMyMzPL+8TnrYiSNtP3BJOiZGURbT8ipeb9hcnKx8eHEhIS6MWLF0QkTF4NGjQgpVJJBw8epJcvX5K7uzu1aNGCwsLC6OnTp3T06FE6fvw4ffz4kTQaDYWHhzMQWaJECeL+BZPIy5cvady4cbR06VJycXGhbt260ZEjR+jalaN0ez9Plhrdd5pkBcnKInqfQBTYSEZqc1dKSkqid+/ekU6nMziO53mysrKi+Ph4ysrKIicnJ2rQoAGZmZnRvHnzqFSpUjRmzBgaOnQoXbx4kYYNG0ZTp04lhUJBY8eOpWHDhlFUVBTdv3+fzp07R40aNaL09HT6/fffqUaNGnTw4EEiIrKzsyMA9ObNG/L396dy5cpRYGAg9e3bl969e0f9+vWjkydP0t27d4nnedq7dy/Vq1ePZsyYQY6OjrR69Wo6ePAg+fj4UGxsLGlMiRIv577vF2+I9p0gqlmByFVvLfTyDZFjZaKlE4g6Nf28/WsBpSaEKPkTkUQiITs7O7K3tye1Wk1Pnz6lhw8fkqWlJUVGRlKLFi3I1dWV7O3tydTU9OsfYGEkPYYocT1R6gWitEtEukS2Ky1TQXeemNPpyxk0f20Cxd4TvpXAwEAKCgqi4OBgCg4OJl9f3wIB7507d2j79u20fft2unTpEsnlcoqIiKBatWpRYmIirVq1iu7cuUMSiYSys7OJ53n2jkkkEjI1NSWe50mlSKWrW9PJyuJ7gUlRJEQSKyKPOCKJ9ntWbBSjfLMYAaVRjEJECQkJtG3bNlq7di2dOHGClEol1a9fn6KioqhmzZokl8uFA5P3ET2rm+t8nY7o55VEizYRPXtFVMSZqGcrol6t875e075EahXRyil57282wJR+P8UxrZm9vT0FBATQn3/+SY8fPyZ7e3uqW7cuOTk50cOHD+no0aP0/PlzkslkVLZsWQYgS5UqRTKZ7Dv0UP6SlpZGL1++pBcvXtDz588N/t69e5diY2MpJSWFiIjWzSBqVptIKvn+7cjKJtpygKOZ64Pozp07lJycTBzHkb+/P8XFxZFUKqVixYrRmTNn6Pnz51SsWDECQIcOHaKIiAiaM2cODRgwgKKjo+np06dUs2ZNCgoKomfPnpG5uTnZ29vTqVOnaMaMGTRu3DhKTEykHj160JUrV+jq1atUuXJlOn78OBEJYKZIkSJ04cIFMjc3p0WLFtHGjRspISGBunXrRr179yZ/f3+ysLCgR48e0YMHD3Ldj42NDSUkJFBmZiaZmqro+fFPZK4xPObJCyK3akQjuhFN6vd5+y+riAbNIIrdQ+Rd5PP2rwGUOlLTxYRD9OrVa3r16hXduHGDDh48SA8fPiS5XE5qtZqSkpIoMzPT4DyNRkP29vasODg45Pm/jY0NSSR/80UoQNuWkJBA169fp6tXr9K1a9fo6tWrdPv2bdLpdCSVSsnPz4+BzKCgIAoMDCS1Wp3rEk+ePKEdO3bQtm3b6PTp08TzPIWHhzPt84EDB0in01FeU+iWOTJqWC3zH3nPiSREmuZETuv+icqNYpS/LUZAaRSj5JCnT5/Shg0baO3atXTr1i3SarXUvHlzat26NZVzHkpc6jkiMtR89Z9C9Mtqou7NiRpFEN1/QvTTXKJ2DYlmDf18nE5HNGAq0Zw1wr68AGVWNtG5a0SV2hC5ubkRAHry5AlZWFhQaGgomZqa0u3btykuLo6IiAIDAxmArFix4nfTEGVnZ9Pbt29zgcScf9+/f29wnkKhICsrKzIzMyOVSsVM98Wd79O2OekFXvPZKyK/+kQ75xGFhxZ+n77U6UZ06IyEoqKi6NdffyWNRkM7duygxo0bk0wmo8aNG9OGDRto/PjxNHbsWFKpVPT69WuSyWTk7e1NpUuXps2bN5OTkxO9evWKWrRoQYcOHaL4+Hh6+/YtXblyhWrWrEl37tyh1atX06pVq+jFixcUEBBAM2bMoAcPHlDXrl3JwcGBbGxs6ObNm8xUqi8lS5Ykb29vSklJoX379tGMGTMoIiKCOnXqRElJSeTg4EB//PEHyeVyyszMpHvH3KiI/SPKqV/uOJJo7R6i0T2IypYkOn2VaPJvRD1aEP0ywvDYwgNKjkhVlcj1CN24cYPGjx9P27dvpyJFitDIkSOpbdu2JJPJCADFx8fTq1ev6OXLl/Tq1StWcv7O+Z7wPE+2traFAp9qtfqbNOufPn2imzdvGoDM6OhoZsYuVqyYAcgMCgoirfazBvD169e0c+dO2r59Ox07doyys7OpVKlSZGVlRZcuXTK4tzqVifYtyrsd568TDZ9NdPGWsKCsVYFoxmAiW6vcx85ZTdRvCtHDI0TuTnlU5ryPSF3nb/eJUYzyvcUIKI1ilALk5s2btG7dOlq/fj2Zmzyj6N25j3kXT2RfkahDI6IlEz5v33ucqEEvopg9RMU9iG7+SdR7ItGlaGF/s1r5ayiJiHzrET18bkKenp6UmZlJd+7cIZ1OR+7u7gxAVq1alWxsbL7qngDQx48f8wSHOf/XNxlzHGcAEjmOI51OR+np6ZScnMy0kPqiVCrJxsaGbGxsaPWEB1TcPYEkfK7DiIjo6Uuiml2I4u4THV9lCBoL2qcvWdlEl6OlVKE1aNmyZdSuXTu2b9asWTRo0CAiIpo0aRINHz6cPD096cGDB1S/fn3atWsXrVixgjp27EiXLl2iEydO0ODBg6l+/fq0e7fw4IcOHUpWVlY0ZMgQKl++PL148YIePnyYZ1vs7OzIwcGBYmJiqEuXLrRgwQLav38/jR49mmxtbWnfvn2UkZFBxYsXp4CAANq5cyfNmDGDhg4dSj/++CPNnz+fiARtZ+3atWnLAi/C++kk4Q2H7PQMohnLiNbsJnr8gsjZnqhLU6LBnYhyuD1+BaCU0qvMttT9p/e0a9cuKlq0KI0cOZKioqL+tsY7PT2d3rx580Xw+fLlS0pPN1x4qFQqA4CZH/i0tbUlaSFtzBkZGRQbG2sAMm/cuMHeY3d3dwOQGRwcTA4ODvThwwfas2cPbd++nQ4ePEjp6elUtGhRys7OpkePHtGptURhJXNr4a/EEFVoTVS9LFHvKMFdYfjPgjXj7AbDY+88JCrZmCg1LT9AKSEyKUvkdqrwD8AoRvmHxQgojWKUQohOp6Nn19qSk8n6XBP62WtE5VsR7ZpPVL/q5+0pn4jUIUSzhxH1a0dUspGglVgwmqj+jwIoyg9QZmURzVzB0/CfdWRlZUVVq1ZlINLDwyPfdqalpeUJDJ8/f05Pnz6lp0+f0qtXr3JN2AqFguRyOfE8T9nZ2ZSRkWEQyCKKqakpA4h5FVtbW4PfpqamgmYpPZroYd6BBDod0epdRIOmC5bMDx8/g8aC9hUk9ft50J6DD2jmzJk0cOBAIhKAdM+ePWnRokUEgHbt2kUhISHk6upKOp2OFi1aRPb29tStWzfmf7dr165cdUskEgJAzs7O5ObmRqdOnSKJREKurq50+PBhio6OpoYNG9Ivv/xCp06donfv3pGPjw8dPHiQdu7cSQEBAbRt2zZq3Lgx/frrr9SvXz+6desW8TxPJUuWpKZNm9L69esJAFlYWJCbmxudOXOG1iwdSt1rzi/4xr+j+NYjyiBPGjVqFLVu3brQQO1bRVzw5Kfp1P/99u1bg3M5jiNra+sCwaf428zMLJfWMzs7m+7evcsApgg24+PjiUhYJIj+mEFBQeTt7c2C4vbt20fujil5LjqJiKp1EADi6XWfgf72Q0R9pxCdXCMAS6ENRBWjiJ6+ErTy+WooiYiKRBMpfP9uVxvFKN9V/jUjhFGM8h8uPM+Tq81Lok+511/WFsLfxy8Mt99/Kvx98Ez4u2Yakb93Ia8nIWrR0INqRm2mwMBAFuDx4sUL2r17Nz1//pwePnxIDx8+ZCDx3bt3ubSEPM+zwIGcASpERGq1mgHBnGAwr6JSqQp3AzklcT0Jw01Wrl03/yTqPpbox5aC9uaH7oXbl5/odDyFlXhAsfeK0qBBg+jt27c0ZMgQevLkCVWrVo2OHTtGd+7cocaNG5OXlxcpFApKTU2l7t2FysWAC0tLS3J3d6dHjx6Rr68vPXjwgKRSKb1584YaNmxIcrmc+vXrR9WqVSOZTEZyuZyKFi1KmzdvJiLBpD1r1ixq3rw5bd68mRo0aEDLly8nW1tbqlu3LiUlJdGECROoXbt2VKxYMapQoQI5OzvT/v37CQBpNBqSy+W0e/duWrhwIQ0ePJ9+OOVKLtbPKKfLxfeUrGyi638qadjoxdSyZct/GZAUheM4srCwIAsLCypevHiBx2ZmZjKtZ17g8969e3T69Gl6+fIlpaamGpyrVCrzBZv29vbUrFkz6tOnD9na2tLLly8NQOby5cvp5cuXRERkYWFBQUFB1LlzZ6pb5ixlZ18mgWr1s7yPJzpxkWjVFEOtceMaQtGXmcuJXr8nGt6FqOcEKkCkwndlM+lLXWoUo/xLxAgojWKUwghAlJZHmC0JQQ8VQojGzCNytiOqGkb04ClR1zFECrmgqSQqPJgkIuI5IivTB1ShXl1KSPhInz59ytP5P6eoVCqytLQkW1tbcnBwIAcHBwYUcwJGa2trUiqVhW/Ut0jqBcoLTBIRuToQ3TsomGpPXCz8vvyE43RUp6o1jf71EUmlUpo2bRpNmzaN7VcoFCSTySgzM5OePXtGAwcOpBUrVtDz58+pSpUqdPjwYQoLCyOpVEo7d+6kkiVLUkpKCgMkly5dosDAQNq4cSPZ2toSkQDcxeCU27dvExGRra0tPX36lBwdHenJkydUo0YNat++PXXo0IHkcjlNnTqVEhMTaezYsTRnzhw6f/48hYSE0P3790kul1N6ejodOHCA9uzZQ4MHD6YRI0aQS8lyeQaFfU+RSoiCqm+mUmYFU+78O4hMJiMnJydycspPhScIAEpOTi5Q23n27Fl69eoVvXnzJte3ZmVlZQA2W7duTSqVilJTU+n9+/f09OlT2rlzJ9Ur+ThPJp6bdwRtu42WqPVgot3HBKLKxtWJ5o4ksviLUCLmLtHY+UQHFhM9fP6lu8/+67syilH+PcQIKI1ilMKILsmApiSnbP2FqNtYosZ9hN8WZkTTBwqTg8rk711So9LRp+Q3xPMmZG9vTxYWFqTValkgg6WlJVlaWrLtFhYWpFAoiOd54jiOJBIJcRzHfutv//jxIyUlJTENprhPNAEW9LcwxxgcC5B16iXKx3WStBZE+RGgFLQvP+E4Ig/H9xQWVpauXbtOUqmUMjIyqGLFirR8+XJyc3OjZ8+eUalSpSghIYFOnTpFly9fJmdnZzp+/DgdOnSIJk+eTDVq1KDHjx+Tt7c33blzh2xtbSnp/9q78/Co6nuP4++ZyQrMRE0MfbwQK1ACQUgRRRKCBmhZLAgoRmrEKiiWy+IC1wICI8gSF6QRsVIri+yUxRLAmrKaKGKQRYkIKItcuaAByUBIMpnl/nFCWJIJyySQxM/reXgOzDk5PybPeZLP/M75fb+nTrFq1SpiY2N59dVXS1b/m0ymkkB54MABzGYze/fuBeDHH3+kVq1a5Obmcvz4cfr3789PP/3Ea6+9xqBBgygoKODFF18kMTGRjRs3AsbzfbNmzWL37t0MHjyY5557jgkTJoDJxPcn23KL9ZNKWUHsxYLJ+jCWahAmr4TJZMJqtWK1WmncuPxPdi6Xi5ycHJ/h89ChQ3z22WccPXq0VO3SO5uVfm4V4KcTxrbfi9C1nbGwbN8hY4HO/v816lW63fDYCHiyN9zbGg6suNS78hrlk7xe1ZOUKkHPUIpcDlcOfHvpxS8nHcbD9g2jwGKG4FgY/WcYN+TC437dsfxnKM8Kj4MTJ6/+v10V+KqhWJaNn0P7P5X9nGR5+8oct7iG4tU4f1V2WSu0AwICcLlcJduzQkNDKSgowOv1EhgYiMvlKlUQvHbt2hQUFOB0OrHZbOTl5ZUqPxMaGorFYuH06dOEhIRgtVoxmUzk5eURHJjH16swahxWYKh0ueGkw0KX/44i97SlYj5MXOdjK/v8brebwsJCnE4nFvLY+O72Mr+381ZC379A9/aw8u1zry9aDX8cDh/9AzbvMJ4X/vIDqF0LZq+AJ0Zd4hlKgN84wGIt5wCRa0MzlCKXwxRU7u5FqyGmEbSIPnf7ausu4zbXHTFXP+xrr/0Vpyu4JHB4vd6Sv5+/LW+/r79f7dcAlzzu/GNrh+QDPlYqVKLgILgpIoqnnnqKpUuXsnPnTgIDA7nlllt49tlnsVqt7Nixg7feeguAvn37kpGRwcGDB2nSpAndu3fn1VdfpW/fvixcuBCPx4PbbRSzHzlyJJMnT6ZHjx589NFHOJ1OgoKCmDhxIiNGjCAoKIi6detiNpvZs2cPXbt2Zc2aNSQlJdGoUSNeeeUVunTpQmBgIGlpaQQHB1NYWIjJZKJx48bccccdLFq0iFatWtGrVy/cbjfLli3jyy+/5O4OHfhga1P+1OEfmE1OzGb/5wTcHhMudyBzNz1Kx04RJeH2crbV5djKGPvsjH+tWrWwhvq+FWEtruTVLfHC17u0M7bbvzZKPa2ZYVy3LpfxswOMmUu3G3yX7Cy9eE7kelCgFLkcZiuYbT5ve094x3hGcuGUc69NnQNh1subTSt7TBv9+g+t/rez3A7YF3bNhw0Mqs2RI0dISUlh1qxZZGZm8uabb5KTk8Pbb79Neno6/fv3p3HjxgwdOpQFCxawZs0aunXrxu7du5kyZQp79uwhIyODfv36MWPGDG644QYcDgeRkZG0aNECm81GVFQU33//PYGBgQwdOpThw4fTpEkT9u/fT+fOnfnmm2+Ijo7m448/5r333mPQoEFERESQkpJCXFwc9evX5/Dhw1gsFqKjo7Hb7SQnJ9OnTx/mzp1LTk4OPXv2ZO/evSxevJikpCTjDRY8DYd/VwEtQC1YAsOxNFjLcy2uoqWfGMq5zn9zq7EtvCj7FRVPbr/yHjiL4Hf9Sn9to85w712w8X1fA5f/YVfkWvH1WJOInM9kgpA7fe4e2hcWfwgT34ENW+BpOyxYBSnPU6q7yWUOCCF3Vf8wCefC+DUd08bmz76iVatW5OXlkZSUhMfjYcqUKZw5c4YjR44QHx/Prl27GDJkCIMGDcLtdpOUlMS0adMA6NWrF6NHj+bgwYNERUWVnNpisZCWlkZsbCw7d+4kMjISr9eL2+3G5XJRVFTETTfdRG5uLjk5OcTGxrJ8+XL69OnDgQMHmDt3LmPGjGHw4MHUqlWLw4eNcgBWq5UXXniBvn370r17d+bMmUN2djatW7fm4MGDbNq06VyYBKOfc4PdRtcU4392hd+k4uNtfYzzXE1/aDmnnOu8aUPjtvWiNcYjj2etXG9s096GrH9e+Mc+qPiYt2HGOF9j2owuQSJVgAKlyOUKvRtfk/oDkox6k7NWQLeBkPUVLHgd/tznagezFI9XA1wijFc0b3EY//Vtt5GZmYndbsdkMjF9+nRmz57NjBkz8Hg8nDx5knbt2vHpp5+SmppKp06dcDgcTJ06lYSEBAoLC3nhhRdITk5m2rRptGrVqqQV4vr162nSpAnZ2dncfPPNJYFy3759ACWLdbZv305MTAyHDh2if//+jBo1igYNGuB0OsnMzOTECWO1htlsxm63M3DgQDp27MjChQv597//TXx8fEk3ltaty5jqttxktOCrt9oodA14vBY8Pu+Cmyi5hkPjjK+7ZZ76QleEcq5zk8noiLN5B/R5HtZ+Cm/ONTrhPNgJ2t4Bd95+4Z+zz002bwzRt5V51przoVNqBAVKkctlewRfpW8AnnnMKHGTtw22LYc//sH3qQ6uu9SCHFfxeDVEOWG8orndXn44YVSJDggI4KWXXiIjI4O6deuya9cunnnmGcaNG4fNZiM/P5+OHTuSnp7OsmXLiI6OZu/evdhsNoKDg9mwYQPt2rUrmWkEo36hy+XC6XRSWFhIYGAgbrcbt9vNtm3bAGOVdlRUFD///DPHjh0jJiaGoqIiVq1axZAhQxg1ahTBwcElz+INGzaMMWPGEBcXx9KlS5k2bRo9evSgU6dOZGRkUK9evXLfs7d2V/6zdyx9x7Zk8gw3W7OtFLkvqhlqthntFMNfMApi35qh1n0VrZzrvHdnWDndKAfUbSCkvGt84Jz/2tUOVoM+dEqNoFXeIlfiUAKU0cu7YtXAtmrldMqpDM26Q9PYB5k0aVJJmZjc3Fz69evH8uXLAXj00Uf54osv2LdvH16vl/fff5/ExERatGjB8ePHSU5OZv78+QQGBvLEE0+wZMkSTCYTubm5eL1ekpOTmTdvHr179+aDDz7AbDbz/PPPk5KSQrNmzTCbzRw5cgSHw8HkyZNZsWIFZ86cwWq18vnnn1NQUADAQw89RHp6Os2bN2flypUMHz6cmTNnMnLkSCZMmFBqlfj5vF4v6enpjBs3js2bN9O6dWvsdjtdu3Y1en57TmMs2ggybo1qNqtyXePrXJ1ypCrRDKXIlQgfSeWGSQB38Tg1SPDtENqWyv+RY8Eb0pYRY98nKyuLmJgYBg4cyNGjRwkLC2Pp0qXMnj2boKAg5s2bh8fjIS4uDo/HQ3JyMsuWLWP9+vUEBQUxf/58WrZsSVFREdu3b6ewsJBmzZqVrGRfs2YNUVFROBwOXC4XtUJcHP1hF9basHfvHk6cOMFttxn3KuvWrcsnn3xCXFwcH3/8cUmYbNWqFevWrSM6Opq5c+fSq1cv5s2bx5w5c5g0aZLPMOn1evnwww+Ji4ujS5cuJf/+7LPPuO+++4zSNiaTUU7GEm5sFSYr3zW8zglNUJiUKkUzlCJX6odH4NQS/FtZ64vFWGTxX/Mr4dzX2enVld7lBTCeC6xzHwUFBUyfPp2JEyfidDoZNmwYw4cPx2q18t1339GjRw+ys7MJCQkhISGBtWvXAjB69GjatGlDt27dCAgIICAggIKCAnr27El6enpJGGza0MOIgfVpXP9nom89fcHiq9xTsDUbdh+w8t1Pd7M24yh16tRh27ZtJT3SIyMj8Xg81KtXj3feeYfk5GRyc3NZsWIFCQkJZb61s0F23LhxZGVlER8fj91u5/e//32pvtRynVzj61ykqlCgFLlS7uOwP6YCyrVczGLMJjXYXXMXSVyHMP7zzz+TkpJCamoqYWFhjB07lgEDBgAwYsQI3njjDQDuuususrKyAHjyySdp2rQpw4YNw2az4XA4CAgIoE6dOvT8XSD9e/5EQiujGLjZVHZ3FI8H3B4IDIDML2Dx2gZMn3OgpOj5jTfeSEREBHa7nQEDBlCvXj3S0tJKZjXP5/V6WbVqFePHj2fr1q0kJCRgt9vp2LGjgmRVpA+d8gukQClyNQq+gu8TwJNHxfzSsIC5NkRl1uzyLdcxjB8+fJixY8cyZ84cGjZsyKRJk+jduzcbN27kgQce4OTJk9StW5fjx4/jcrm4//77iYiIYObMmdhsNgLMDt6bGErPDvm43FfWpeZsYer5aTBkIgQGR2Kz2Xj88cex2+107tyZhQsXYrNdWHbG6/Xyr3/9i/Hjx7N9+3buuece7HY77du3V5CsyvShU36B9AylyNUIaW6EP0s4V17/72LFvyRqepgE433WX2uEZ7+/byUnNc5Xf225v2Tr16/PrFmz2LlzJ40bNyYpKYk2bdpgNpv57rvvaN++PceOHQOM1odpaWns3r2b+Ph4bv2Vg69XQbd784Erb3l4tsvJw13hmzUmWsYEEBcXx+jRoxkyZAgrV668IEx6PB6WL19Oy5Yt6dWrF2FhYWzYsIFNmzbRoUMHhcmq7jpe5yLXiwKlyNVSYemrc53DePPmzVm9ejUbNmzA6/WSmJjIY489RmpqKqmpqXi9XvLz8wkNDWXz5s2E1/6BTxaYCA/zv3d2QADcFOZl2RvH+GrrAmbMmMHUqVOxFCdOj8fD0qVLadmyJQ8++CDh4eFs2rSJDRs2kJiY6N/gcm3pQ6f8wihQivijjMLSRh06XzNIKiwNVIkwnpiYyJYtW1i8eDHffPMNv/3tb9mxYwdr166lXr16nDlzhroRAbw79hChwV4CKqiMZoAFggPdbPmnlQH9ewNGkFyyZAmxsbE89NBDREZGkpGRwbp167jnnnsqZmC59qrAdS5yregZSpGKVJgNjgWQvwUKsi7s/W22GZ0tQu82ipar5Ifh9Bo4PhnyMzHCthso68eSCeMXrMsomRI+ssJWuTqdTv7+978zfvx4Tp06xaBBgzh8+DA97lpCUlf/ZybLZsFTJ4klmffz8ssv8/XXX9OpUyfsdjvx8fGVMaBcT1XgOhepTAqUIpXF61Vh6StRBcK4w+Hg9ddfZ8qUKXRvb2bR66dL9m38HNr/yffXvjTY6L+8agOM/xt8uQciboSHOsPLQ6FO7bK/7r6nwVurC3a7nTZt2lTwO5Iqpwpc5yKVQYFSRKqe6xzGjx49yunslvz6V0dLZicdp+Hrb0sfOzoVsnZB1hLI/hYefAYSW8Ozj4GzCF7+G4QEwyfzKXXb3O2BM55YrLfvqPT3JFWQPnRKDaJAKSJysctsobdyPfQYBP/8q9GrObYnuFywfTkEBRnHHMuBhp1h6l/gqSQfJ1ILPRGp5rQoR0TkYo4FlCye8iG/AIZMgD/ca4RJgN37oXPCuTAJUDcCmjaA1R/7OlNA8XgiItVXBa1bFBGpQfK3AK5yD0mdCz/8COtmnXst4gY4dOTC44qK4Pv/g0KnrzO5i8cTEam+NEMpInI+rxcKtpZ7iNMJqe9Dn/ug0a3nXu/3ACz/D7zyLvx0Ar4/Av1HG7298/J9DmgsztDTRyJSjSlQioicz3PqwpW3ZViaDkdz4H/6Xfj6S4PhL0/CmGkQ2RYadQFrbejRAWqFlDemo3hxhohI9aRFOSIi53PlwLc3l3vIA0Ng70HYlVb2/oJC2H8YbomEG2xwz6PG4t1Nc8s56W9yiruqiIhUP5qhFBE5nymo3N1FRfDRJ5DUpfS+jZ/DR5lGmaCYRkaYdLngq31wR8ylBi5/XBGRqkyBUkTkfGarUWDah6/2wpl8aHtH6X1LP4Knxhqh86yZy+GkA3p2LG9Mm1GDUESkmlKgFBE5n8kEIXf63P3VPmMb07D0vj8/bNSdfHwUrNsMb8yGwRPg4a5wb2ufAxrdUVTQWkSqMQVKEZGLhd6Nr6pqx3KM7Y1hpffd3hhW/Q32HIDu/w1vzYcXn4a5r5Q3mKV4PBGR6kuLckRELnaZnXIqjDrliEg1pxlKEZGLBd8OoW2p/B+RFghNUJgUkWpPgVJEpCzhIwFPJQ/iLh5HRKR6U6AUESlLnT+A9Y+ApZIGsID1EahzXyWdX0Tk2tEzlCIivriPw/4YY4u7Ak9sMYqYN9gNlpsq8LwiIteHZihFRHyxhEP9tWCuTcXNVFqM89VfqzApIjWGAqWISHlCmkNUZnFbRH9DZfHMZFSmcV4RkRpCgVJE5FJCmhu3p60PF79wpcGy+HhbH+M8CpMiUsPoGUoRkStxeg0cnwz5mRjFz91AWT9GTRhB0mWUBgofqQU4IlJjKVCKiFyNwmxwLID8LVCQBR7HuX1mm9FOMfRusD2iOpMiUuMpUIqI+MvrBc9pwAkEgbmOenOLyC+KAqWIiIiI+EWLckRERETELwqUIiIiIuIXBUoRERER8YsCpYiIiIj4RYFSRERERPyiQCkiIiIiflGgFBERERG/KFCKiIiIiF8UKEVERETELwqUIiIiIuIXBUoRERER8YsCpYiIiIj4RYFSRERERPyiQCkiIiIiflGgFBERERG/KFCKiIiIiF8UKEVERETELwqUIiIiIuIXBUoRERER8YsCpYiIiIj4RYFSRERERPyiQCkiIiIiflGgFBERERG/KFCKiIiIiF8UKEVERETELwqUIiIiIuIXBUoRERER8YsCpYiIiIj4RYFSRERERPyiQCkiIiIiflGgFBERERG/KFCKiIiIiF8UKEVERETELwqUIiIiIuIXBUoRERER8cv/AwjwQ08wrhzPAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw(G1, pos=nx.spring_layout(G2, k=0.25, iterations=20), with_labels=True, node_color = \"gold\", node_size = 400)\n", + "plt.title(\"Erdős–Rényi Graph with 100 nodes and 0.6 edge probability\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "id": "5716fdca", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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eX375JUJCQvDLL7/AxsZGnP/AgQP4v//7P5SUlCAwMBDOzs6IiIjA3Llz4e3tXen3L126FHfu3MGAAQNw7do1eHh4AACio6Mxd+5cZGZmomPHjhg8eDBSU1Oxe/duhISEYM2aNVoVB02/gEOHDsHKygrdunWDkZERwsPDsWTJEoSHh+vVN+Tw4cPIz8+Hu7s7PD09q5zX1dW1QoUaKDtRPPfccygoKIBCoUBAQACuX7+Ov//+GwcOHMDatWsr9CtQq9V4+umnER4ejsDAQLi7uyM0NBS//fYbIiIisGnTJhgZGSEwMBCpqak4efIk7O3t0a9fvwpXro8ePYrExEQEBQVBJpOhTZs2MDAwwJkzZ/DUU09BqVTC29sbAwcORE5ODiIjI7F+/XocPnwYO3bsgKWlZbXlpOHh4YFhw4bhwIEDkMvlGDZsGOzt7eHo6IhBgwYhJCQEe/bswcMPP6z1ucjISMTHx6N3797V9gW8dOkS5s6di5ycHHh4eKBbt264dOkS5syZg7Zt2+oV59atW7F48WIYGRmhR48esLa2RmxsLLZu3Yp9+/aJzb0qW5/yYmJicOTIEXh7e6Nz584oLS2t9q7kunXrEB8fD29vbwQHB+Ps2bP48ccfcejQIaxfvx62trZ6rcf9xo0bh/PnzyMpKQkBAQFo3759lRXvoqIizJ8/H6GhobCwsECvXr0gk8kQFhaG5cuXIyQkBN99912FCzLXrl3Dww8/DFNTUwQGBiI7Oxvnzp3D66+/jpycHL0GisrKysLs2bNx9epV2NraYsCAASgsLER4eDgiIiJw4sQJfPDBB5DJZAgMDERpaSlCQkJQUFCAoUOHwtzcHI6OjrUqJ31V9tvm5ORg1qxZiImJgYuLCwYPHoybN2/izTffROfOnXUua8OGDVi2bBnUajX8/f3RqlUrREdH488//8SePXvwww8/iE1FBUHAs88+ixMnTsDFxQW9evWCIAg4c+YMVq9ejRMnTuDXX3/Vq/nYgzp69CgAQKFQaE2v6TFZ480338SBAwfg5+eHgQMH4vTp09iyZQtOnjyJnTt3wsrKCkOGDIG9vT3OnTuHxMREdOzYUWsZ27Ztg1qtxqRJk2pcBikpKTh79iyMjY21znGVMTExqXTgtJKSEsyfPx9GRkYYNGgQoqKi0LVrVxQVFWHmzJm4ePEinJyc0K1bN8hkMsTExODo0aM4duwYvvzyywoJj1KpxOzZs3H9+nX07t0barUaYWFh+N///ofnn38eCxcurBCD5lji6emJAQMG4OLFi9i7dy9OnTqFHTt2VNm6YPDgwVi2bFmFyk5JSYmYYGsSTI2cnBxcuHABXbt21XmH2tzcHOPGjcPJkyeRmZmJPn36wNHRscK+qrm4FRgYiH79+uHcuXPYsmULwsPDsX37dlhYWFQat4alpSXmzZuHJ598EnZ2djoryhpxcXFQq9Vwc3PT2S9dc94sf1ElNjYWANClS5cK8xsYGMDNzQ3nzp1DbGwsunfvXm28+p7XgbJjwKuvvort27fDxMQEPXv2hLm5OU6fPo3PPvsMe/bswc8//6x153fTpk1YunQpZDKZeF47duwYIiIidN5AqGk9KTQ0FE899RRUKhW6desGHx8fJCUlYe/evQgJCcH333+Pfv36VVsOK1aswG+//Qa5XI5u3brB0tISiYmJiIyMRGRkJG7cuIElS5ZU+Jw+xw6N1157Ddu2bRMvRGguFB06dKja+DSuXbsGQPfvD0A81ld2c6Q8zeCifn5+yMnJwa5duxAdHQ0TExP069cPwcHBeseVl5eHJ554AhcuXIC9vT169+6N4uJinD59GmFhYXjhhRewYMECcf6SkhLMmzcPoaGhsLW1xcCBA3Hnzh18+umnlbZ0qE0d/q233sJff/0FMzMz+Pn5wcrKChEREVi5cqXYh1vfLivp6el49NFHkZeXh969eyM3NxehoaEICwvDsmXLKtQhAWDBggXIz8/HoEGDcOnSJbFeXZNzb3kvvviiWHc2MzNDaGgoli1bJp6HNTIzMzF9+nTcuHED7dq1Q+/evVFSUoLLly9j7969OHjwIDZs2ABfX1+t5efn5+PRRx9FQUEBevXqJa7jqVOn8NZbb2HGjBl6lVVVhg0bhlOnTuHq1atindbDwwPdu3fHp59+igMHDiAvL69CPV9zg2PKlCn6f5lQA6GhoYJCoRCCg4OrnXf37t2CQqEQHn30UXHaqVOnBA8PD2HgwIFCVFSUOL2oqEhYvHixoFAohEWLFonT79y5IwQFBQmenp7Cvn37xOkFBQXCs88+KygUCkGhUAibN28W33vttdcEhUIhBAQECDdu3BAEQRDUarWgVquF4uJiYfjw4YJCoRB++uknQa1Wi58LCQkRvL29hZ49ewqZmZni9C+++EJQKBTC7Nmztaanp6cLEydOFBQKhbBx48Zqy+Orr74SFAqFsHjx4mrn1aV8WezevVvrvT///FNQKBTC0KFDhaKiInF6cHCwoFAohH79+gnR0dHi9OTkZCEoKEhQKBTCoUOHxOma33f69Olay9dMVygUwg8//CBOV6lUgiAIwtixYwWFQlEhrrS0NDGGbdu2idM1Zfrpp5+K0zZv3lzh909KShIUCoUwYMAAreUeOHBAUCgUwmOPPVahnN5++21BoVAIW7durViI5ahUKmH8+PGCQqEQvvvuO3F6cXGxuC3ev23pinvo0KGCl5eXEBsbK05Tq9XCihUrBIVCIbz22mvVro9mukKhEN59912tGAXh3jZdfjvTTFMoFMLvv/8uTi8oKBCeeuopQaFQCEuXLhWn6yrf8jTLKikpqfAd92/fuqavXLlSUCgUwsMPP6y1n2RkZAhTpkwRFAqFsHLlSnF6+W3q//7v/4T8/HzxvV9//VVQKBRCnz59tPbRyrzwwguCQqEQnnnmGSEvL0+cnpCQIAwdOlRQKBTCr7/+qvUZzXaZkJBQ7fIFQRBmzpxZYXvQR3W/7bJlywSFQiE8++yzQmFhofj+xo0bxc+V34aioqKErl27Cn5+fsLRo0e1lrdmzRpBoVAIAwcOFJRKpSAIgnD69GlBoVAIM2fOFIqLi8X5MzMzxbIJDQ2t0TrdTxNnUlJShffy8/OFy5cvi/tU9+7dhZs3b4rv1+aYrPktAgICtGLPysoSl1V+n3j//fcFhUIhfPbZZxXiGz16tNC1a1cxpsqOgbrs2bNHUCgUwrRp06qdtyqabXHSpEni8Vuzfaxbt07cPsr/fqWlpcI777wjKBQKYc6cOVrL0/weffr0EWJiYsTpkZGRQrdu3QQPDw/hwoUL4nTN/uzh4SHs2LFDnJ6fny9MmjRJUCgUwpo1a6pdj4ceeqjCdqDZ/jw9PQVPT08hNzdXfG/Xrl2CQqEQVq9eXSH28schze994sQJre/TTPfz8xNOnTolTs/MzBQGDBggKBQKYcuWLdXGrUtVx8u9e/cKCoVCePrpp3V+Njc3V1AoFEJgYKA4LTAwUFAoFEJWVpbOz2iOYXv37q02tpqe1zXH0+HDh4t1Ik2c8+fPFxQKhfDCCy+I01NSUgQ/Pz/Bx8dHa//KzMwU6zz3/841rSfNnj1bUCgUwrFjx7TW7aeffhKPV9W5ePGioFAohCFDhgjp6ela7+3YsUNQKBSCv7+/1n5T02OHZh8fNmyYcOvWLa3v7tGjh971Yc1+vHz5cp3vR0dHCwqFQhg7dmy1y+rXr59Ydn379hV/D83f3Llztc6DVdHs+y+99JLWOfj69evidlZ+v1u7dq14ns/JyRGnHz58WPD29q7w29WmDq/Z98aNG6e1jeXm5gpz586tUAerTPlz74gRI7R+v4MHDwpeXl6Cv7+/kJKSIk7XbB+DBg0S91XNsbim515BuLevBgQECOfOndOKTfPezp07xenLly8XFAqFsGzZMq1zYWFhoVheb7zxhs51fOihh7T2g2PHjgne3t6Cj4+PVjnqOp7qqg/pmk9XHVgQBOH5558XFAqFsGnTJq3pRUVFQs+ePYXAwEChoKBA0Fe9PcdUc9ezfLOSH3/8EYIg4I033tAa1MfExARvv/02HB0dsXv3brHp57Zt25CdnY2pU6dqDQogl8vx0UcfVXk3KTg4WOwnIpPJIJPJsH//fiQmJiI4OBhz5szRukI+ZMgQTJ8+HTk5Ofj7778BlDVZ+OWXX2BsbIxVq1Zp3eFydHQURytdu3ZtteWRnp4OAHBwcKh2Xl02bdqE7OxsPPbYYxg9erTWe9OmTUNwcDCSkpKwf//+Cp+dP3++eMcYANq2bSs2I9XnCp2GoaEhHnvsMfG1gYEB8vPz4ePjgylTplSIy8nJSbySX5dDyw8aNAhOTk6IiIhAUlKSOL24uBi7d++GpaUlRowYUeUyzp49i+joaHh5eWn1ZzM2NsY777yj9++Unp4OIyMjrb6xMpkMzzzzDJYuXVqzq0QAZs6cKf7fwKD63TMoKEjraphcLsfKlSthbGyMbdu2Vdo8vi4VFRVhw4YN4kiq5fcTBwcHrF69GoaGhli/fj3y8/O1PmtkZIS3334b5ubm4rRp06bBxMQEmZmZ1Y6MefPmTezbtw9WVlZYtWqV1t2Rjh074v333wdQduypC0uWLKn2cTFRUVE6P3v/b1tcXIwtW7bA2NgYK1asgKmpqfj+ww8/rPPK9y+//AK1Wo158+ZhwIABWst74YUXEBQUhNu3b2PHjh0AIDZndHJygrGxsTi/vb09li9fjpUrV1bbn05fQ4cOrVAWmmbDW7Zsgbu7O9atW6d1d6ymx+TyHnnkEa2Bq2xtbcXB9sof16ZOnQqgrJ+fUK5J4YULFxAXF4fevXvr3ae0PE3Trcr6xe/btw8vv/yyzr/yzfzLr4/mLoBm3zc2NsagQYOwaNEird/P0NAQ06ZNA1D5sXXJkiVad6f9/Pzw7LPPQhAEbNiwocL8Q4YM0brza25uLjaBjomJqbwg/jN48GAA0Goip+kzN3r0aKhUKkRERIjvae6g1+RxG7o88sgj6N27t/ja3t4ekyZN0jvumtIcUyvre2VmZgYAWk1kNf+v7DOafb8mx2t9z+uabkwrVqzQ2tctLS3x8ccfw8rKCvv27RMfFfHPP/+gsLAQjz32mNb+ZW9vr3OE9trUkzT1ofv3u8ceewxLlizBU089Ve363717FyNHjsRLL71U4S762LFjYW1tDaVSqfMcou+xQ7OfLF68WKvFgI+PT5XNve+n+V0128b9NNP1+f3z8vIAlN2Fc3Nzw+bNmxEREYHffvsNnTt3xvHjx3U2qb9famoqtm/fDicnJyxfvlzrHOzq6iqO7l7+d/vzzz8BlDV3t7a2FqcPGjRIZ3eJ2tThf/jhBwBlTwUo3+rN0tJSrNv88ccfej16TGPlypVav19wcDAeeeQRKJVKna0jxo0bJ7Y20xyLa3ruLW/u3LkICAgQX7dr104s3/Xr14vTbWxsMGDAACxcuFDrXGhqaioOuljZ8X7p0qVa+0H//v0xffp0FBcX17hrVE1pzrH3D7gVEhKCnJwcjBkzpkZ9VestMdW0A9cUrkqlEpv06BoF08zMDD169NCaT9MsSNdIdZaWllobx/10jWarOUmWP4mVp1mepg/LlStXkJubCzc3N52VD29vbzg4OOD69evigbYymmY1VbXDr4ompspGEL0/9vLK7xAamvWpSR+zDh06aB28AMDCwgIrV64UEwCN1NRUHD58GNHR0QBQo4NIdYyMjDBhwgQIgqC1Ixw8eFDvneD06dMAoHPkT1NT0wpD/VemR48eKCwsxOTJk/Hll1/iwoULUKvVcHBwwMyZM9GzZ0+918vMzAydOnXSe36g7AB6P0dHR/j6+qKwsFAcfbY+Xbx4EYWFhfDy8tKZ5LRv3x6+vr4oKiqq0EeiY8eOFZobm5iYiM3Kqts+Nb9j3759dTYVDwoKgpOTE27fvl2rZ8XdLzAwEOPGjavyr3xXBA1dv+3FixdRUFAAHx8fnf2BdPVH06zvyJEjdcanGe1W02wyMDAQxsbG2LVrF+bPn49Nmzbh9u3bAIA+ffpg8uTJtUrKdBk2bJhYBsHBwWKS5enpifXr12PXrl0VmjnV9Jhcnr+/f4Vpmkcxld9uunTpAj8/PyQnJ2v1H9c8n7e2oyxXN8p2TEwMduzYofNP1zNNdZ2zZs6cie+//16rmVxeXh4iIyOxb98+ALqPrcbGxjq3Ec25VNcgK4GBgRWmaSpz+vR91CSm5Zvznjp1Ck5OTmIZa35HQRBw7NgxODk5VWiWVlMPGndNaQabqa7pt1qtFi+E1OQz+tLnvH7r1i0kJyfD3t4eQUFBFea3srISz4GaY0ZV50Zvb2+0bt1aa1pt6kmaR+HNmjULH3/8McLDw1FSUgITExPMmTNHZ9P9+/Xt2xdffPGF1gjfxcXFiI2Nxd9//y2Wpa79Q59jh1qtxpkzZ2BoaKizWbGu43Nl9P39BT3GLNGsj729vdh9y9LSEkFBQVi7di3kcjl27typ8+JXeWfOnIFKpYKvr2+Feh0A9OvXDwYGBoiIiIBKpUJqaioSExPh7Oys81hV/hGSGjWtw6enpyM+Ph5WVlY6m/lqvjs3N1fv57W2adNG5yMQqzoW6lq/mp57y9NVTxs0aBAMDQ0RGRkp/qYLFizAjz/+qFWHyMnJwenTp8X+orq2Z2dnZ525geZCla6Y6tKAAQPg7OyM06dPa413U9tzbL31MdUMcKEp4OzsbHGH13WALE9zJVrzb2UVp6r6EOqqHGqWt3LlSqxcubLSz2oqbpqO8DExMVpXJiuL2cnJqdL3Ne/VdqQ0TewvvPBClfNpYi+v/JUtDU2iXJMTYVX9Fc+ePYuNGzfi8uXLuHHjhjgwgOZArM8BtyamTJmCH3/8Edu3bxfLpCY7geZOUmV3O6rrn6rx3nvv4bnnnsPly5exZs0arFmzRux7MWXKlEor3LpYWVnVuJ9bZX1hNZUHfQaeelCasqyqX267du1w/vz5CgOS6No2Af23T32/Oz09HWlpaQ88am1tHxej67fVxF7Zc211bYPVra/mM5oKYOvWrfHRRx9h6dKlOHLkiDgIS5cuXTB8+HBMnz4dLi4uiIuLwzfffFOjdXr99de1Eur7HxeTmpqKefPmISoqCt9//z2+/PJLrbt+QM2PyeXpOsZrKoD3bzdTp07FhQsXsHXrVvTs2RPFxcXYtWsXrKysav2IDs3vVtlFyQULFmj1zwKARx99FGfPntU5v671AYCMjAxs2LABoaGhiI+PF88hVR1bW7durbMPlua4oGtgoAc9TwQGBsLGxgahoaEQBAFKpRKRkZEYMWKEeIFEU0G6fPkyMjIyMHXq1Afu31xX5zd9aSrxlQ1+o5lubm4urpu5uTlycnJQWFio83cpKirSWrY+9Flvze9c1cWn+48Z+hyXyg/0Upt60iuvvILk5GScOHECP/zwA3744QeYm5ujf//+mDBhgt5JX1FREbZu3YoDBw7g2rVruH37trjuVe0f+hw7srOzUVJSAnt7e513OvUdhwKo2TZTHTMzM+Tn52u1sNBo1aoVBg8ejH///RdhYWFVjnCt+d0OHjxY5e+mVCqRk5Mj1iVqcr6qaR1eM39ubq5e25KuizP3u39cAQ3NxStdx0Jd20dNz70amvFY7mdqagp7e3ukp6cjMzNTPDYnJSVh/fr1iIiIQEJCAnJycsTlALq358pi0qxjfdcDDQ0NMWnSJHz33XfYtm0bnnvuOWRkZOD48eNwdXXVeWGgKvWWmGrulGk2Ls2dQhMTk0qvOGhoNiTNXdfKTi5VJTu6mkFqltOrV68qH0uiqWxp5m/Tpk21AxJUN8CCpvO0viPOffvtt2jbti0GDhwIGxsbsfyCg4OrHERI14ApdTWwSWXLeffdd7F+/XoYGBiga9euGD16NNzd3eHv748TJ07g22+/rZPvL8/NzQ3du3dHREQEzp8/jw4dOuDYsWPo1KmTzivo96uuTO5/5ENlWrVqhc2bN+P06dM4ePAgTp48iatXr2L79u3Yvn075s6di9dee02vZenTdPd+5Zt/6nJ/IqBLbe/ia+hz0aH8/l9eQwy6U9l3NyRdv211665rYJXqylrXuo4ZMwYDBgxASEgIjh49irCwMMTGxiI2NhY///wzfvrpJxQVFelsglSV//u//6ty5EcXFxd88803mDhxIg4fPozly5dj2bJlWvPU9JhcXk22nYceeggrV67Enj178Pbbb+Po0aPIzs7GtGnTKm1eVx3NVfXo6GgolcoHHlZf1zYSFhaGZ555BgUFBXBxcREHuvH09ES7du10DtxR2bKAe9uPrm2rNsef8gwNDTFgwADs3LkTMTExSEtLQ0lJCXr16gVzc3P4+PjgwoULyMvLE5vx1mSglso8aNw1pamY67rrDdyrmJa/UO3i4oKcnBykp6frTCh1faY6+mz/tTk21/TcWJt6kpWVFdatW4eLFy/iwIEDOHXqFC5duoR9+/Zh3759GDlyJL744osql5WWloaZM2ciMTERlpaW8PPzE7sTBAUFYc6cOZWOIlwX5x0DAwO96wm12WYqY29vj/z8/EovnmuSlMpGZ9bQ/G6dO3eudkBOoHbnq5rW4TXbomYQw6rou69U9hvV9FhYm3OvZlnV1T00MezcuROvvfYaSktL0b59e/Tp0wdubm7w8fGBIAh4/vnndX6+unqgrnWsa1OmTMF3332H7du347nnnsPOnTtRWlpa4+5sQD0mppphr/v27QugbEMzNjZGaWkp3n//fb0qia1bt8b169eRkpKiczSzqoZn1kWzIY8bN67SE7qu+Vu1aoWPP/64Rt91P82Q8AkJCYiOjtbZVEAjKSkJn332GQRBwJYtW2BjYwNnZ2ckJCRg9uzZYpk2BuHh4Vi/fj1at26NH3/8sUJirGluVh+mTJmCiIgI7N27F25ubigtLdX7bpbmRFHZiasmjxqQyWQICgoSWwJkZmZi8+bNWL16NX766SfMmjWrzppL6hunpjmF5iqc5kCr6wTxoM3dNAmFrkcWaWj6Atf16Lf6fLemT0Z9j7xbU7XZBp2dnZGcnIybN2/qPCZq1vX+PtJWVlaYOHEiJk6cCKDsjtWnn36K48eP47PPPsPPP/9cL/3x2rZtizfffBOvvvoq/vrrLwwdOlSrmV5Nj8m1ZWlpiZEjR2Lr1q04efKk+NiU2pw0Ndzd3eHj44NLly5hz549Yr/GuqIZj6GgoEDnyIpVNWVLT0+HIAgVKpOa/aS+nt87aNAg7Ny5UxxJF7jXQqpXr144d+4cIiIicPToUZiamuo18mpj4+7uDgMDA8THx0OtVleoxGpGYC3fv7dLly64evUq4uLiKtzFUqvViI+Ph0wmq3TU1tqqzbHZxcUFsbGxuHnzps4L3fcflx6knuTr6wtfX1+8+OKLyM3Nxb///ov33nsPe/fuxZkzZ8Qmv7qsXr0aiYmJGDduHN57770KlfMHPa/Z2dnB1NQU2dnZyM/Pr3DzISMjQ++LuprfVbNt3E/XNlMZhUKBpKSkSu+CaZLf6sbJ0Pxunp6eev1umke+1eR8VdM6vCYmU1PTB65za1RWTpr10PdYWNtzr0qlQkZGRoX6h1KpxJ07d2BmZgY7Ozvk5+fjrbfegiAI+Oqrryq0GtA1foxGdfXA+qp/ltexY0f07NkTp0+fRmxsLPbu3QtDQ0NMmDChxsuql0uNu3fvRnx8vNisACi7ihAQEAC1Wo1jx45V+IwgCJg1axamT58u9kPTPCNM1/OUioqKcOLEiRrFpenvp2nOdr9ff/0V48aNw1dffQWg7KBpZmaG6OhonT98amoqRo4ciTlz5lQY1OV+RkZG4nNC33///QrPddQQBAEfffQRBEFAQECA2M6+utg/+ugjTJw4ERs3bqwyjqrU5iqi5g7wiBEjKpzEVCqV2H6/Nk15q4tn9OjRsLCwQEhICPbv31+jnUCzbYWEhFQ4uahUKp3Pf7rftWvXMG7cuAoDNTg4OIgDUwiCIB4Y6+PuoK59KSUlBRcvXoSFhYW4/WiaCOkaCKKyfqj6xuvj4wO5XI4rV65oDUalcePGDVy5cgXm5uYP3J/sft27d4dMJsOJEyfEQSHKCw0NxZ07d9CuXbsGOTjXhI+PD6ytrXH58mWdJ3tdz7TTHAc0z7K737///gvgXl/0tWvXIjg4WGzmruHt7Y1XXnkFQM0v8NXUhAkTxD7by5Yt02rOVtNj8oPQDNDw77//4siRI2KrjgehGQBl5cqVOrf98jIzM2vUpCojIwNJSUmwtrbWOdy/5hil62JTfn6+2CeqPM1zxau7G1FbAwYMgKGhIU6ePImIiAg4OzuLfas13Rr279+PCxcuoHfv3pI8vP1ByeVy9OzZE7m5uTr7PmsqkOUvwGj6a+p6rntYWBhycnIQGBhYadeG2mrTpg3atm2LrKwsnf3McnNzxXqUZl/UnBt1VYQTExNx/fp1rWk1rSdlZWVh8uTJFfrdWVlZ4ZFHHhGPFbqa75d37tw5AMBTTz1VISmNjIwUzwe1bc4tk8nERy2FhIRUeF+fZ45quLm5oX379oiNjdU51oGubaYymnnKP1tTo6ioSNwmqxvfQvP+6dOndY7lcPHiRYwYMQILFiyAIAhwdnZG586dkZmZqTWImYau8qhpHV5znk5NTRVbXZanVCoxfvx4zJgxQ+8BNa9du6bz2Kwpc32PhTU995anqz554MABqFQqdO/eHUZGRoiNjUV+fj4UCoXOpuyaZeiqS1+/fl1neWhuDFXXfVJf1dUJNefYP//8E+fPn0e/fv0qbfpdlTpPTPfu3YulS5cCKHtWVPk7o3PmzAEALF++XOtqr1qtxmeffYbw8HAkJyeLdxOnTJkCS0tL/P3331oHhuLiYrz11ltiUwV9K9BjxoyBk5MT9u/fj59++qnCCI1ffPEFrl69KjY/Njc3xyOPPIKCggK88sorWpX6/Px8LF68GAkJCbCwsNDrWWnz5s2Dm5sbwsLCMG/ePHEUPI28vDy8/fbb2LdvH0xMTLRGVps2bRrMzc3x+++/Y9euXVqfO3jwIH799VdER0c/UMVfc3DXVcGvjGaQmlOnTlUYhXDp0qXi89s0fWhqE09BQYHOk4u5uTlGjx6NxMREHDt2DP3799d7J/Dz80P37t1x/fp1fPTRR+Ly1Wo1PvzwQ70Oeq6urkhLS8Px48crPLj+0qVLiIuLg7m5uZiwV7c+taF5mLZGXl4eXn31VahUKsyYMUP8Ts0+debMGfE5aEDZyX/VqlU6l63Zd3Nzc6uMQS6X45FHHoFarcaiRYu0+lHfuXMHL730EtRqNaZMmVLrZpOVad++PYYOHYq8vDy88sorWheIkpKS8OabbwLQHhG3sTA2NsZjjz0GlUqFV199VWu/27t3r86mtTNnzoShoSF++OEHrZOdIAj48ssvcfr0abi4uIgnto4dOyIlJQXffPONVt8XQRDEZyXreu5aXXv77bdhamqK5ORkrb6sNT0mP4iePXuiY8eO2L59O+7evVvrQY/KGzp0KJ544gnk5ORgypQp2Lx5c4VjnVKpxF9//YUJEybg5s2bMDY21isBsbKygrGxMe7evas1aBNQVuH4+uuvAVQ+sNy7776r9ZufO3dOfP5f+dHV65KdnR38/f1x5swZXLp0SatCpOln+s8//0ClUundjFdzDKvuONSQNA+LX758uVYZ79u3Dzt37oSTk5PWRdLhw4fD2dkZO3fu1GpFlJ6ejuXLlwOAXiPR1sbjjz8OoKw+Vr6Cnp+fj1deeQV5eXkIDg4Wm4BOmjQJNjY22Lx5s1YlPC8vD0uWLKlQMa5pPcnOzg4qlQpXr14VRwzWSE5OxtmzZ2FgYFDhmez30zTvvz9pvHr1qnjRDahd3UNDU3YfffSR1mBCcXFxlT6TuDIzZ84UW0GUP9b/8ssvOHPmDLy8vCq0houLi0NcXJxW3eqhhx6Ci4sLzp07hy+++EL8PUpLS/Hee+/h1q1b6N+/f5X9S4F7587bt29XiCkzMxNvvPEGEhMT0bp1a7GOranDL126VOsi25kzZ/DTTz9V+I7a1OE1Zf7qq69qJfHFxcV45513EBMTg4KCAr3HAREEAa+//rrW+h04cAB///03bG1t9b6ZUdNzb3mrVq3SuqATFxeHDz/8EADwxBNPALi3PV+/fh3x8fFay9+wYYN400nX9iwIAhYvXlyhDrF582ZYWVnVWWskTZ2wshxh5MiRsLS0xPr166FWq2t9jq1VU96srCy8/PLL4mu1Wo3c3FzExMQgNTUVhoaGWLp0aYVBJYYNG4a5c+di3bp1ePjhh+Ht7Q1nZ2dER0cjKSkJcrkcX3zxhbjyDg4OWL58ORYtWoTnnntOfDjvhQsXkJGRgbZt2+LmzZt6t5/WLH/+/Pn44IMP8Pvvv8PDwwPZ2dk4e/YsBEHA448/rrVhLVq0CFFRUQgNDcXw4cPh6+sLuVyOc+fOITs7G66urhX6TVXG1NQUv/32G+bPn4+TJ09i5MiR8PLyQrt27ZCfn4+zZ8+ioKAANjY2+OSTT7RGJXNxccGHH36Il156CS+99BK++uoruLm54datW7h06RKAssFI9OkrUJl27drB0NAQV69exeOPPw4PDw+8/vrrVX5m9OjR+PLLL3H16lUMGzYMAQEBKC4uxrlz55Cbm4suXbogNja20r4VVbG3t4e1tTXu3r2L6dOno0OHDhWad0ydOlUcga+mO8HKlSsxe/Zs/Pzzzzh8+DC6du2K6OhoJCYmwt/fv9oRbY2MjLB8+XIsXLgQ//vf/+Dt7Y127dohKytLHMnu9ddfF4dE12d9asrf3x8vvPACAgMD4eTkhNOnTyMrKwtBQUFaA6906NABI0aMwL59+zBt2jTxSmZYWBg6d+4MhUJR4dFBrq6uAICvv/4a586dq3JQipdeeglXrlzB6dOnMWzYMLFCGh4ejvz8fPTq1UvrmFGXli1bhoSEBBw8eBBDhw5Fjx49oFQqER4ejuLiYowdO1Y82T2ojRs3ao06Wpn7BwaqzHPPPYezZ88iPDwcw4YNQ8+ePZGRkYGzZ88iMDBQvCug4ePjgyVLluC9997Dk08+iYCAAPEh3wkJCbC1tcXq1avFfuhDhw7F8OHDsX//fgwfPhzdunWDhYUFrl69ioSEBDg6OuJ///tf7QqjBjp06ICnn34aX3zxBdauXYsJEybAzc2tVsfkBzFlyhR8+umntW5ipMvixYvRvn17fPTRR3j99dfx3nvvwcvLC/b29sjKysKlS5fEx0D07NkTS5cu1SvRNjMzw/Tp0/Hbb79h9uzZ6NmzJ6ytrREbG4vr16+Ld8Jyc3NRWFhY4aJPXl4eRo4cid69e6OgoADh4eEQBAHvvvtujUf/ronBgweLAzyVH/zNzMwMAQEB4p1cfRNTV1dXHDt2DMuXL8euXbvwxBNP6DWOQH0aPnw4JkyYgG3btmHUqFHo3bs3srKycPbsWRgbG+OTTz7RuihvYWEhDpS3cOFCdOvWDXZ2dggNDUVeXh6mTZumc1TTujBr1iycO3cO//77L8aMGYOgoCDI5XKcOXMGWVlZ8PDwwHvvvSfO7+DggJUrV+L//u//sHDhQrHepdl+XF1dkZCQoPUdNa0nvfvuu5g1axZWrlyJjRs3wt3dHXl5eYiIiEBRURHmzZsnnn8qM2fOHEREROCLL75ASEgI2rVrh9TUVERGRsLMzAzt2rVDcnJyreoeGv369cP8+fPx/fffY+LEieL2HBoaCm9v7xote+bMmTh06BBCQ0MxYsQI9OjRA8nJybh8+TJsbGx0XiAeM2YMgLKWI5o7cZaWlli9ejXmz5+Pr776Cjt37kSXLl0QFRWFmzdvom3btnrXSZcvX47ExETs2rULJ06cgK+vL2QyGc6cOYOCggJ069YNL774ojj/1KlTERoaip07d2LUqFHo06ePeGzx8/OrcL6qTR1+9uzZiIyMxO7duzF27Fj4+vrC1tYWFy5cQFpaGhwcHPDpp5/qXe7m5uaIjo7G8OHD0bNnT6Snp+Ps2bMwMzPDhx9+KN5cqU5Nz70aBgYGaNOmDcaPH6+1/RQXF+Ppp58W79h26NABQ4YMwcGDBzFx4kQEBQXB1NQUV65cQUpKCjp37oxr167p3OY6deqE2NhYDB8+HD169EB6ejrOnTsHY2NjfPTRR7V+TOX9NPukZnT/wYMHayW9crkcDz30EP766y/Y2trW+phWqzumBQUFWkPf7969G2fOnIGNjQ1mzJiBHTt2VHqH4rXXXsM333yD3r17IyEhAUeOHIGBgQGmTp2Kbdu2VRi9acyYMfjll1/Qr18/XLt2DUeOHEH79u3x888/w8vLCwCqfJ7p/bp164atW7di+vTpEAQBR48exY0bN9CrVy989dVXFRIxMzMzrFu3Dm+88Qbc3Nxw4cIFhIWFwdnZGQsWLMCmTZtq9KM7Ojrizz//xPLly9G3b1+kpqYiJCQEERER6NChA5555hn8+++/OpsXjBgxAps3b8b48eORm5uLw4cPIyMjA8HBwfj1118fuPLt4OCA9957D+3atUNERAQOHTpU7WcsLS2xceNGTJkyBaampjhy5AguXLgALy8vrF69Gr/++itkMhmOHz8udoTXl4GBAT7++GO4u7vjypUrOHHihDhCmYaPjw9MTU1ha2tb4+fhdezYEZs2bcKjjz6KwsJCHDp0CBYWFvj666/1bt4xYsQIrF27FgMHDkRKSgpCQkJw7do1DBw4ED///DMeffTRGq1PTS1atAgvv/wy0tPTcejQIdjY2ODFF1/E2rVrK/Tj/vjjj/HCCy+gTZs2OHXqFGJjYzFjxgz89ttvOpvUPfroo2KfxKNHj4oXQHTR7CdLliyBq6srQkNDcfr0aXTp0gXLli3Dzz//XOd3SzUcHBzw119/YcGCBXBwcBBjDQwMxOrVq/HJJ5/U2QAp586dq/QRIOX/9H0eoampKdauXYtFixbBzs4OR44cQXp6Ol5++eVKE8ZZs2bh999/x5AhQ8SEXK1W4/HHH8e2bdu0BiCRyWT49NNPsWjRIri6uuLs2bM4fPgw1Go1Zs2aha1bt+p95flBzZs3D506dUJJSYlWxammx+QHoSmbgQMH1migmerMmDEDISEheP311+Ht7Y2UlBQcOnQIMTEx6NixI2bNmoWNGzeKibe+lixZgrfeegudO3fGhQsXcPToURgaGuKZZ57B1q1b0atXL6jVap1Nof/44w8MGjQI4eHhuHLlCvr164fffvsNjzzySJ2tty7lmyPe34RMU7n28vLSu2/Xc889hyFDhiA/Px/Hjh2r0bO369MHH3yApUuXom3btjh27Bhu3LiBIUOGYOPGjTqb8w0cOBDr16/HoEGDEBsbi5MnT6Jjx45YsWIF3nnnnXqL08DAAKtXr8bKlSvh4+ODs2fP4sSJE2jVqhVeeeUVnXWYoUOHYv369Rg6dCiuX7+OY8eOwdfXF+vXr9c5SFlN60kBAQFYv349Ro4cibt37+LgwYO4fPkyunXrhs8//1yvi5iac2/Pnj1x8+ZNHDx4EOnp6eJzkzV1UH3qMVVZtGgRPvvsM3h7e4stASZNmiQ+b1NfRkZG+P7777Fw4UJYWVnh0KFDuHPnDsaPH4+///5bZ3/eynTv3h3btm3Dww8/jMLCQnH/nz17Nv7++2+9Rwx2cHDAxo0b8b///U983Mf58+fRqVMnvP766/jpp5+06gYymQwff/wx3n33XXTs2BEnTpxAfHw85s6dW+GRgRo1rcMbGBjg008/xYcffghfX19ER0fj+PHjsLKywhNPPIGtW7fW6MKalZUVNmzYAB8fHxw7dgyJiYkYNWoU/vrrL7Grob5qcu4tX2Zr167FpEmTcPHiRYSHh8PT0xOrV6/GSy+9pDXv6tWrsXDhQrRr1w7h4eE4efIkbG1tsWjRImzZsgUKhQJpaWkV6mKtWrXC+vXr4ePjg+PHjyM2NhbBwcH466+/Hvg50eUNGzYMc+bMgbm5OY4ePaqzSbcmhxs7dmytB5yUCXX9HI86dOvWLRQWFqJt27Y6V3D8+PGIiYnBnj176vUKMDVe+/fvxwsvvIAnnnhCfGAxEZEuK1aswG+//YZvvvmmTk/YjYkm8b18+XKDjMZIRKSLlHX45ORkDB06FC4uLuIo4FT/nn32WRw8eBDbtm2rcpDXqjTsOOs1dPz4cYwaNQovvvhihQFq1q9fj5iYGCgUCialLUxRUREEQcDt27fFZnn11WeKiJo2zWBL4eHh+Pvvv9G+ffsaXyknIqKaYR2+ZdCcY3fv3o3Dhw8jKCio1kkpUI+Pi6kLo0aNwrfffosDBw5g8ODB8PHxgaGhIa5du4br16/D1tZW7EBMLcfWrVuxYsUKlJSUQBAEzJgxAx06dJA6LCJqhN544w0cOHBAPHm+/PLLDf7sSyKiloZ1+JZhzpw5uHLlCoqKimBoaPjA44k06rOzlZUV/v77byxYsAD29vY4c+YMjh07BkEQMHv2bGzbtk1so04tR5cuXSCXy2FlZYVHH32UTXiJqFKakcpbtWqFt956C6NGjZI4IiKi5o91+JbB399fHBht9erVD/wYtkbdx5SIiIiIiIiav0Z9x5SIiIiIiIiaPyamRFVITU3FwoULERQUhAEDBmDlypXiA45XrFgBDw8Prb/ff/9d4oiJiIiIiJqeRj34EZGUBEHAwoULYW1tjT/++AM5OTl4/fXXYWBggNdeew1xcXFYtGgRJk2aJH7m/ocra5SWliInJwempqYceIWIiKiJUKvVKCoqgo2NDR/BRFTPuIcRVSI+Ph7nz5/HiRMn4OjoCABYuHAhPvzwQzExffLJJ+Hk5FTtsnJycpCQkFDPERMREVF9cHV1hYODg9RhEDVrTEyJKuHk5IQff/xRTEo18vLykJeXh9TUVLi6uuq1LFNTUwBA69atxf83R0VFRbh161azX099sTzuYVncw7LQxvK4h2WhrTGUhyYG/h5E9Y+j8hLpSa1W47HHHoOdnR2eeeYZTJs2DVOnTsXRo0dha2uLJ554QqtZb3kFBQWIiopq4IiJiIioLnh6esLc3FzqMIiaNd4xJdLTqlWrcOXKFfz999+4fPkyZDIZ3NzcMHPmTJw+fRpLly6FpaUlhg8fXukyXF1dIZfLGzDqhqVUKpGQkNDs11NfLI97WBb3sCy0sTzuYVloawzloYmBiOofE1MiPaxatQq//PILVq9eDYVCgS5duiA4OBi2trYAgK5duyIhIQEbNmyoMjGVy+Ut4oprS1lPfbE87mFZ3MOy0MbyuIdloY3lQdQycHhQomosX74cP/30E1atWoWRI0cCAGQymZiUari5uSE1NVWCCImIiIiImjYmpkRV+PLLL/Hnn3/i008/xUMPPSRO//zzzzFnzhyteaOjo+Hm5tbAERIRERERNX1MTIkqERcXh6+//hrz5s1D9+7dkZ6eLv4FBwfj9OnTWLt2LW7cuIH169dj69atmDt3rtRhExERERE1OexjSlSJkJAQqFQqfPPNN/jmm2+03ouJicHnn3+OL774Ap9//jnatm2LTz75BIGBgRJFS0RERETUdDExJarE/PnzMX/+/ErfHzZsGIYNG9aAERERERERNU9syktERERERESSYmJKREREREREkmJiSkRERERERJJiYkpEREREzUpRURFef/119OjRA/3798e6deukDomIqsHBj4iIiIioWfnoo49w6dIl/PLLL0hJScFrr72GNm3aYNSoUVKHRkSVYGJKRERERM1GQUEBNm3ahB9++AHe3t7w9vZGbGws/vjjDyamRI0Ym/ISERERUbMRHR2N0tJSrWeLd+/eHZGRkVCr1RJGRkRV4R1TIiKipkxQATLDlvv91ODSD0cg4eedUBUU1uv3CIKA0tISRBoZw8hCDtcnxsFpULfq40tPh52dHUxMTMRpjo6OKCoqQnZ2Nuzt7eszbCKqJSamRERETZnMEDg5A8iJavjvtvEE+v7R8N9Lkkr+az+UN2432PeVACjJzEHyX/v1SkyVSqVWUgpAfF1cXFwfIRJRHWBiSkRE1NTlRAFZ56SOglqIdtNHIOGnHQ12x9Tovzum7aYN1+tzpqamFRJQzWszM7M6j5OI6gYTUyIiIiLSm9OgbnrduXxQBQUFiIqKgqenJ8zNzfX+nIuLC7KyslBaWgojo7Kqbnp6OszMzGBtbV1f4RLRA+LgR0RERETUbHh6esLIyAjnz58Xp0VERMDX1xcGBqz6EjVW3DuJiIiIqNmQy+WYOHEi3nnnHVy4cAEHDhzAunXrMHv2bKlDI6IqsCkvERERETUrS5YswTvvvIPHH38clpaWWLBgAUaMGCF1WERUBSamRERERNSsyOVyfPjhh/jwww+lDoWI9MSmvERERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEREREREQkKSamREREREREJCkmpkRERERERCQpJqZEVUhNTcXChQsRFBSEAQMGYOXKlSgqKgIAJCUlYc6cOQgICMCYMWNw/PhxiaMlIiIiImqamJgSVUIQBCxcuBBKpRJ//PEHVq9ejUOHDuGzzz6DIAh4/vnn4ejoiM2bN2PChAl44YUXkJKSInXYRERERERNjpHUARA1VvHx8Th//jxOnDgBR0dHAMDChQvx4YcfYuDAgUhKSsKff/4Jc3NzuLu749SpU9i8eTMWLFggceRERERERE0L75gSVcLJyQk//vijmJRq5OXlITIyEl5eXjA3Nxend+/eHefPn2/gKImIiIiImj7eMSWqhLW1NQYMGCC+VqvV+P3339G7d2+kp6fD2dlZa34HBwfcvn27ymUqlcp6ibWx0Kxfc19PfbE87mmIspDJZPW2bH0IgqDXfHVZFjKZDHK5/IGX86CUSqXe66/rs+X/bclYFtoaQ3nwtyBqOExMifS0atUqXLlyBX///Td+/vlnmJiYaL1vYmKC4uLiKpeRkJBQjxE2Hi1lPfXF8rinvsrC2NgYPt6eMDA0rpflV0etKsGly1EoKSnR+zN1URZyuRxeXl4PvJwHdf369QeuwHM/uYdloY3lQdQyMDEl0sOqVavwyy+/YPXq1VAoFDA1NUV2drbWPMXFxTAzM6tyOa6uro3i7kZ9USqVSEhIaPbrqS+Wxz31XRYymawsKT05A8iJqvPlV8nGEwZ9/0CXLl30umtYl2Uh9V1ijU6dOj3QHVPuJ2VYFtoaQ3loYiCi+sfElKgay5cvx4YNG7Bq1SqMHDkSAODi4oJr165pzZeRkVGhee/95HK5Vr/U5qqlrKe+WB731HtZ5EQBWefqb/lVqGnFuTltF3WRNDSn8nhQLAttLA+iloGDHxFV4csvv8Sff/6JTz/9FA899JA43d/fH5cvX0ZhYaE4LSIiAv7+/lKESURERETUpDExJapEXFwcvv76a8ybNw/du3dHenq6+BcUFITWrVtjyZIliI2Nxffff48LFy5g6tSpUodNRERERNTksCkvUSVCQkKgUqnwzTff4JtvvtF6LyYmBl9//TXeeOMNTJ48GR07dsRXX32FNm3aSBQtEREREVHTxcSUqBLz58/H/PnzK32/Y8eO+P333xswIiIiIiKi5olNeYmIiIiIiEhSTEyJiIiIiIhIUkxMiYiIiIiISFJMTImIiIiIiEhSTEyJiIiIiIhIUkxMiYiIiIiISFJMTImIiIiIiEhSTEyJiIiIiIhIUkxMiYiIiIiISFJMTImIiIiIiEhSTEyJiIiIiIhIUkxMiYiIiIiISFJMTImIiIiIiEhSTEyJiIiIiIhIUkxMiYiIiIiISFJMTImIiIiIiEhSTEyJiIiIiIhIUkxMiYiIiIiISFJMTImIiIiIiEhSTEyJiIiIiIhIUkxMiYiIiIiISFJMTImIiBqQTCaDXC6HTCaTOhQiIqJGw0jqAIiIiJo0s1aAoAJkhnrNLpfL4eXlVc9BERERNS1MTImIiB6EiW1ZUnpyBpAT1bDf3WY04P9ew34nERFRPWBiSkREVBdyooCscw37ndZdG/b7iIiI6gn7mBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgSERERERGRpJiYEhERERERkaSYmBIREREREZGkmJgS6aG4uBhjx45FWFiYOG3FihXw8PDQ+vv9998ljJKIiIiIqGkykjoAosauqKgIixYtQmxsrNb0uLg4LFq0CJMmTRKnWVpaNnR4RERERERNHu+YElXh2rVreOSRR3Djxo0K78XFxcHLywtOTk7in1wulyBKIiIiIqKmjXdMiaoQHh6OXr164cUXX0RAQIA4PS8vD6mpqXB1da3R8pRKZd0G2Mho1q+5r6e+WB731HdZyGQyXhiSkFKphCAItf5s+X9bMpaFtsZQHvwtiBoOE1OiKjz22GM6p8fFxUEmk+Hbb7/F0aNHYWtriyeeeEKrWa8uCQkJ9RBl49NS1lNfLI976qss5HI5vLy86mXZVL3r168/cAWe+8k9LAttLA+iloGJKVEtxMfHQyaTwc3NDTNnzsTp06exdOlSWFpaYvjw4ZV+ztXVtVnf1VEqlUhISGj266kvlsc99V0WMpmszpdJ+uvUqdMD3THlflKGZaGtMZSHJgYiqn9MTIlqYeLEiQgODoatrS0AoGvXrkhISMCGDRuqTEzlcjnMzc0bKErptJT11BfL4x6WRfNUF0kDt417WBbaWB5ELQMHPyKqBZlMJialGm5ubkhNTZUmICIiIiKiJoyJKVEtfP7555gzZ47WtOjoaLi5uUkTEBERERFRE8bElKgWgoODcfr0aaxduxY3btzA+vXrsXXrVsydO1fq0IiIiIiImhwmpkS14Ofnh88//xzbtm3D2LFj8dtvv+GTTz5BYGCg1KERERERETU5HPyISE8xMTFar4cNG4Zhw4ZJFA0RERERUfPBO6ZEREREREQkKSamREREREREJCkmpkRERERERCQpJqbU7PBZokRERERETQsTU2p2goOD8dRTT2H37t0oLi6WOhwiIiIiIqoGE1NqdlauXAm1Wo2XX34Z/fv3x7vvvouLFy9KHRYREREREVWCj4uhZmfChAmYMGECUlNT8c8//2Dbtm3YsGEDOnfujMmTJ2P8+PFwdHSUOkwiIiIiIvoP75hSs+Xi4oJnnnkG//77LzZv3gw7OzusWrUKgwcPxoIFCxAZGSl1iEREREREBCam1MydOXMGS5cuxZNPPomIiAj069cPixcvhlKpxKOPPoqff/5Z6hCJiIiIiFo8NuWlZicxMRHbtm3D9u3bcfPmTbRt2xazZs3C5MmT0bp1awDAzJkz8fLLL+Obb77BnDlzpA2YiIiIiKiFY2JKzc7IkSNhamqKYcOGYfny5ejTp4/O+dzc3JCQkNCwwRERERERUQVMTKnZWbp0KcaPHw8rK6sq53vuuefw3HPPNVBURERERERUGfYxpWZn7969SEtL0/ledHQ0xo0b18ARERERERFRVXjHlJqFM2fOQBAEAEB4eDhOnz6NO3fuVJjv0KFDSEpKaujwiIiIiIioCkxMqVnYtGkTtm3bBplMBplMhnfffbfCPJrEdezYsQ0dHhERERERVYGJKTULb775JqZMmQJBEPD444/jrbfeQufOnbXmMTAwgLW1Nbp06SJRlEREREREpAsTU2oWrKysEBQUBAD49ddf4e3tDQsLC4mjIiIiIiIifTAxpWZh69atGDRoEOzs7JCSkoKUlJQq5584cWLDBEZERERERNViYkrNwuLFi7Fx40bY2dlh8eLFVc4rk8mYmBIRERERNSJMTKlZCAkJgZOTk/h/IiIiIiJqOpiYUrPQtm1bnf/XKC0tRV5eHmxtbRswKiLSkMlkkMvlkMlkUodCREREjZCB1AEQ1bXS0lJ8+eWX2LFjBwAgLCwM/fr1Q58+ffD4448jJydH4giJmilBVelbcrkcXl5ekMvlDRgQERERNRW8Y0rNzhdffIG1a9fi9ddfBwCsWLECtra2eP755/HTTz/hk08+wbJlyySOkqgZkhkCJ2cAOVEN/91tRgP+7zX89xIREVGdYGJKzc6uXbvw0ksvYcaMGYiLi0NsbCw++OADTJw4Eba2tvjoo4+YmBLVl5woIOtcw3+vddeG/04iIiKqM2zKS81OWloa/P39AQCHDx+GgYEBBg4cCABo1aoVcnNzpQyPiIiIiIjuw8SUmh1nZ2ckJycDAA4ePAhPT0/Y29sDAM6dO4dWrVpJGR4REREREd2HiSk1O2PHjsXKlSvx5JNPIiIiAlOmTAEAvPfee1izZg3GjRsncYRERERERFQe+5hSs/N///d/MDc3x+nTp7Fo0SI89thjAICLFy9i7ty5ePbZZyWOkIiIiIiIymNiSs2OTCbD008/jaefflpr+p9//ilRREREREREVBUmptQs5ebmIjQ0FAUFBRAEocL7EydObPigiIiIiIhIJyam1OwcO3YMCxcuhFKp1Pm+TCZjYkpERERE1IgwMaVm55NPPoGbmxuWLFkCFxcXGBhwjC8iIiIiosaMiSk1O3Fxcfj666/Ro0cPqUMhIiIiIiI98FYSNTtt2rRBXl6e1GEQEREREZGemJhSs/P000/jq6++QnJystShEBERERGRHtiUl5qdHTt2IDU1FcOHD4e9vT3MzMy03pfJZDhw4IBE0RERERER0f2YmFKz06pVK7Rq1UrqMIiIiIiISE9MTKnZWblypdQhEBERERFRDTAxpWYrLi4OJ06cQFpaGmbNmoWkpCR07doVlpaWUodGRERERETlMDGlZketVuOtt97C5s2bIQgCZDIZRo8eja+//ho3btzA77//zqa+RERERESNCEflpWbn66+/xo4dO7BixQqcOHECgiAAAF555RWo1WqsXr1a4giJiIiIiKg8JqbU7GzevBkLFy7ElClTYGtrK0739PTEwoULceLECemCIyIiIiKiCpiYUrOTkZEBT09Pne+5uLjg7t27DRwRERERERFVhYkpNTsdO3bEkSNHdL4XHh6Ojh07NnBERERERERUFQ5+RM3O448/jrfeegslJSUIDg6GTCZDYmIiwsLCsG7dOixevFjqEImIiIiIqBwmptTsPPzww7hz5w6++eYbrF+/HgDw0ksvwdjYGE899RQeffRRiSMkIiIiIqLymJhSszRv3jyMGzcO4eHhMDIygpWVFfz9/bUGQyIiIiIiosaBiSk1Kzt37sSff/6JyMhIlJaWAgDMzMzQrVs3PProoxg2bJjEERIRERER0f2YmFKzoFKpsGjRIuzZswcuLi546KGH4OjoCEEQcPv2bYSHh2PBggWYMGECPvjgA6nDJSIiIiKicpiYUrOwfv167Nu3D2+88QZmzpwJmUym9b5KpcKff/6J999/Hz169MDUqVMlipSIiIiIiO7Hx8VQs7B161ZMnz4ds2bNqpCUAoChoSFmzJiBRx55BP/8848EERIRERERUWWYmFKzcP36dQwcOLDa+QYMGICrV682QERERERERKQvJqbULCiVStjY2FQ7n52dHfLz8xsgIiIiIiIi0hcTU2oWBEGAoaFhtfMZGBhAEIQGiIiIiIiIiPTFxJSIiIiIiIgkxVF5qdl45513YGlpWeU8eXl5DRQNERERERHpi4kpNQs9e/YEgGqb6VpYWKBHjx4NERIREREREemJiSk1C7/99pvUIRARERERUS2xjykRERERERFJiokpERERERERSYqJKREREREREUmKiSmRHoqLizF27FiEhYWJ05KSkjBnzhwEBARgzJgxOH78uIQREhERERE1XUxMiapRVFSEl156CbGxseI0QRDw/PPPw9HREZs3b8aECRPwwgsvICUlRcJIiYiIiIiaJo7KS1SFa9euYdGiRRUeQxMaGoqkpCT8+eefMDc3h7u7O06dOoXNmzdjwYIFEkVLRERERNQ0MTElqkJ4eDh69eqFF198EQEBAeL0yMhIeHl5wdzcXJzWvXt3nD9/vsrlKZXKeoq0cdCsX3NfT321pPKQyWSQy+VSh0ESUSqV1T5HuqrPlv+3JWNZaGsM5cHfgqjhMDElqsJjjz2mc3p6ejqcnZ21pjk4OOD27dtVLi8hIaGuQmvUWsp66qsllIdcLoeXl5fUYZBErl+//sAV+Jawn+iLZaGN5UHUMjAxJaoFpVIJExMTrWkmJiYoLi6u8nOurq7N+q6SUqlEQkJCs19PfbWk8pDJZFKHQBLq1KnTA90xbSn7SXVYFtoaQ3loYiCi+sfElKgWTE1NkZ2drTWtuLgYZmZmVX5OLpdrNf9trlrKeuqL5UHNXV0kDdxP7mFZaGN5ELUMHJWXqBZcXFyQkZGhNS0jI6NC814iIiIiIqoeE1OiWvD398fly5dRWFgoTouIiIC/v7+EURERERERNU1MTIlqISgoCK1bt8aSJUsQGxuL77//HhcuXMDUqVOlDo2IiIiIqMlhYkpUC4aGhvj666+Rnp6OyZMnY/v27fjqq6/Qpk0bqUMjIiIiImpyOPgRkZ5iYmK0Xnfs2BG///67RNEQERERETUfvGNKREREREREkmJiSkRERERERJJiYkpERERERESSYmJKREREREREkmJiSkRERERERJLiqLxERET1pFhphrwMJyhzbFCYZ4VipTnUJUZQq4wgM1DBwEgFY7NCmFrkwczqLiwdMiG3zoHMQJA6dCIiogbFxJSIiKiOqEqMcCe5A7KS2iMrpR2K8qxqvAxD42LYtLoF27bJcOiYALlVbj1E2njIZDLI5XLIZDKpQyEiIgkxMSUiInoAggDknIvB7V3uyLjaDepS4wdanqrEBHeSOuJOUkfEh/aDlfNtuHS+CpcuV2FoXFpHUdcRs1aAoAJkhrVehFwuh5eXV+0+/IDfTUREjQcTUyIioloQ1DKkx7sjaacl8m9/BsBR630Dw1JYOaXB0jEdFvZ3YGaZC1OLfBgaF8PASAVBbQBVqRFKlHIU5VmiINsOeZkOuJvaCsVKC3E5uWmtkJvWCtfP9EJrjyi0842EibmyYVe2Mia2ZYnhyRlATlTDfreNJ9D3j4b9TiIiqjdMTImIiGpAEIA7SR1w/XQvFGQ5aL1nZFIEJ7drcHC9DptWt2BopKpyWcYAzCzzYOWUDuC6uPyCLDtk3nBFelxn5P/3HapiUyRfDEDKFW+08bqM9v7n8GD3ZutQThSQdU7qKIiIqAljYkpERKSnwlwrxJ4YgKzkDlrTLT06ol2XEDg6HYSBofqBvkMmAyzss2Bhn4UOAeeQl+GAm1d8kBbXBYLKCGqVMZIvBiA11gOuowS06qMGe2cSEVFTx8SUiIioGoIApFz2wfUzvbT6kFo5pcJ1rAVsZ74G2Z6NQNaDJaW6WDpmwmPgEXTqEY6kC4FIifKCoDJCSaEcsVuB1NhP4NHHFPI6/2YiIqKGw8SUiIioCsVKM1w9Gow7SR3FaSbm+XDvfQKOneIhc3207DZnPTMxV8K990m09YnE9fA+SI/vDAC4ezkeETG+6NQzF228LjdEKERERHWOiSkREVEl7qY548qBkSguuDcYUWvPS+jUMwxGJiWSxGRmmQ/PIQfQqusVxIY+hMI7hlCXGiLu1ABkp7SDx8BDMDItliQ2IiKi2jKQOgAiIqLGKPVaF0TuGi8mpcZmBfAZuQtd+h2XLCktz65NCro/n4c2EweL0zITO+Hs1qnIy3So/INERESNEBNTIiKicgQBSDzXDTGHh0JQlTUssm6Vgu6TN8G+fZLE0WkzNAE6L5wG78kxMDItBAAU5lrj/I6JyEhwlTY4IiKiGmBiSkRE9B9BAOLD+iIxIkic1srjCvxG72w8zw7VwcE9G90m/g0rpzQAgLrUGFcOjETSBX8IgsTBERER6YGJKREREcqS0thjg3Dzkp84rVPQKXTpf/SBHwHTEMys8uD30DY4ucf+N0WG6+F9EB/Wh8kpERE1ekxMiYioxRME4NqJAbh91bNsgkwNxcBDaO8X2aRGuTU0UqHr4BB07B4uTrt5yR8xR4ZAUDehFSEiohaHiSkREbVoggDEneqHW9HeZRNkangGH0ArRYy0gdWSTAZ0DDyLLv0PA7KyO71p1xSIZnJKRESNGBNTIiJq0ZLOd0PKFd+yFzI1ug4+CCe3eGmDqgOtu0bDa9g+yAxUAID0uC5MTomIqNFiYkpERC3W7aseSCg30JFiwGE4u1+TMKK65dgxAV7D9jI5JSKiRo+JKRERtUhZN9vi6rFB4utOPUPRSnFVwojqh0OHG/Aaqn3nNOZIMJNTIiJqVJiYEhFRi6PMsUFUyAhAKDsNtvG+iHZ+56UNqh45dEzUSk7T4hSIPTGQo/USEVGjwcSUiIhalNIiE1zaNwqlxaYAAPsOCXDvdbJJjb5bGw4dE+E5dL+YnN6O8UTi2R4SR0VERFSGiSkREbUYggDEHA2GMscOAGBudwddB4dAZtAybh06dkyAx6CD4usb53rgVrSnhBERERGVYWJKREQtxs3LvshM7AQAMDIthPfwf2FkUiJxVA3L2T0Obr1Oiq9jTwxAZmJHCSMiIiJiYkpERC3E3TRnXA/vLb72GHQQcutcCSOSTjvfC2jrE1n2QjBA1MFhuJvqIm1QRETUojExJSKiZq+kyARRB4dBUBsCANr5nodDhxsSRyUtt16n4OQeCwBQq4xxad9oKO9aSxwVERG1VExMiYioWRME4OrRYBTllSVd1s634dozXOKopCeTAR4DD8G2TTIAoLTIDJf3jUJpsbHEkRERUUvExJSIiJq1lPv6lXYdcgAGBmqJo2ocDAzV8Bq2D+a2dwAABdn2iD40jM84JSKiBsfElIiImq28TAfE39ev1MwyT8KIGh8jk2J4D98DI9NCAMCdpI64frqXxFEREVFLw8SUiIiaJbXKADFHgtmvVA9ym7vwGroPMlnZM06TLwbg9lUPiaMiIqKWhIkpERE1S4lneyD/jiMAwNwuE6492K+0KrZtUuDe94T4Ovb4QOTcbiVhRERE1JIwMSUiombnbpozki4EAABkMhW6DjoIA0P2K61OG88raON1CQAgqA0RFTIcRQXmEkdFREQtARNTIiJqVlSlRog5MgQQyk5xHbpFwNIxU+Komg633idh0/omAKBYaYGog8OgVrO6QERE9YtnGiIialYSTgdBmWMLALBySkMH/3PSBtTEGBio4TlkP0wsygaJunu7Da6HczAkIiKqX0xMiYio2ci+YYWbl/0AAAaGpfAYdBAyA0HiqJoeE3lh2WBIBmWDId285I+0OHeJoyIiouaMiSkRETULqsJiXN3rJr527REOc9ts6QJq4qyd0+De+95gSFePDUZ+lp2EERERUXPGxJSIiJqFxF93oTDbDABg7XILbX0uSBxR09fa8wqcu8QAANSlxrhyYCRKi40ljoqIiJojJqZERNTk5aUYIHnjAQCAzEAFxYAjkMkkDqoZkMmALv2OwcI+AwCgzLEtezYsW0cTEVEdY2JKRERNmqCW4eo2c0Bd9jiYDoERbMJbhwyNSuE1bB+MTIoAAJmJbkj+71E8REREdYWJKRERNWnJl/yQl2IIADB3LEB7v/PSBtQMya3vwmNwiPj6+pkgZKW0kTAiIiJqbpiYEhFRk6W8a43EiB5lL2QyKEZeh4GhWtqgmimHDjfQIfBM2QvBANGHhqEol+2liYiobjAxJSKiJkkQgNjjA6FWlQ3G02bSYFi3yZM2qGauY2AE7NomAQBKlOaI3mgOQaWSOCoiImoOmJgSEVGTlBqrQHZKOwCAqY0arnPHSxxR8yczEOAxOAQm5mUXAHISjJCwbofEURERUXPAxJSIiJqc4gI54sP6iq+7jFfCyNxMwohaDhN5ITyH7odMVnanNGnDXmTG2UobFBERNXlMTImIqMmJC+2L0qKyRNTJPRb2ilKJI2pZbFxS0alnmPg6Zrc7CnMtJYyIiIiaOiamRETUpGTe6ID0+C4AACNTJdx7n5A4opapre8FOHiWAABKC40QdXA41CpWK4iIqHZ4BiEioiajtNgYsScGiq/de5+CibxQwohaLpkM8JhUALPWjgCA3HQXxIf1kTgqIiJqqpiYEhFRk5FwJgjF+WVNRu3aJsG581WJI2rZjOSA59vzIPvvET0pV3yRHu8mcVRERNQUMTElImpOhOb76I6cVBekXPEBABgYlaBz/6OQ8TGakrNSdID7kETx9dVjg1GQYyNhRERE1BQZSR0AERHVIZkhcHIGkBPVsN/bZjTg/169LV6tMkDssUEAyjJR1+6nIbfKrbfvo5pp7Z+Gu/ElSItTQFVigqgDIxAw4R8YGnFQKiIi0g8TUyKi5iYnCsg617Dfad21XhefFBmIgmx7AICVUxrael+s1++jmpHJgC79jyIv0xEF2fbIz3LAtZP94THwsNShERFRE8GmvERE1KjlZ9nhxvluAACZTIUu/Y9AZiBIHBXdz9C4FJ5D98PAqGyk3tSrXXH7qofEURERUVPBxJSIiBotQQBijw2CoDYEALTzi4SlQ6bEUVFlLOyy0KXfUfH1tRMDkJdpL2FERETUVDAxJSKiRivlijfuprUCAMhtstExMELiiKg6Ll1i0arrFQCAWmWEqIMjUFpsLHFURETU2DExJSKiRqkwzxIJZ3qJr7v0PwIDo+Y76nBz0rn3CVg6pAMAlDm2ZXe92fqaiIiqwMSUiIgaHUEoawaqKjEBALTqegW2rW9JHBXpy8BIBc+h+2FoUgQASL/eGSlXvCWOioiIGjMmpkRE1OikXeuCO0kdAQAm5vlw6xkqcURUU3Lru/AYeEh8HR/WF3fTnCWMiIiIGjMmpkRE1KgU5Vvg2qn+4uvOfY/ByLRYwoiothxdE9DWJxIAIKgNEXVwOEoKTSWOioiIGiMmpkQPYP/+/fDw8ND6W7hwodRhETVZggBcPToYquKy5MW581U4uiZIGxQ9kE5BYbB2vg0AKMqzQsyRIexvSkREFRhJHQBRU3bt2jUEBwdj+fLl4jRTU94NIKqtW9GeyLrZHkBZE173PscljogelIGBGp5D9+PsP1NRUijHnaSOSLoQgA7+56UOjYiIGhHeMSV6AHFxcVAoFHBychL/rK2tpQ6LqElS3rVCfFhf8bViwGEYswlvs2BqkQ+PwSEAym6VJpwJQvat1tIGRUREjQoTU6IHEBcXB1dXV6nDIGryBAGIORoMdWnZ8y5bdb0C+/ZJEkdFdcm+XTI6aJ5DKxgg+tAwFBfIpQ2KiIgaDTblJaolQRBw/fp1HD9+HN999x1UKhVGjRqFhQsXwsTEROdnlEplA0fZsDTr19zXU18NXR4ymQxyedOs6N+85Ie7t9sAAMys7sIt6JTEEVF96BgYgbuprZCd0g7FBRaIPjwUvqN2QWZQ+06nhYWFECTqtFrX38tjqLbGUB78LYgaDhNTolpKSUmBUqmEiYkJPvvsMyQnJ2PFihUoLCzEm2++qfMzCQkJDRukRFrKeuqrocpDLpfDy8urQb6rLuWmO+H66V7/vRKgGHgIRiYlksZE9UNmIKDr4BCc3ToVxQUWyE5ph8SzPeDa43TNF2bWChBUMDMzq/tA9aBWleDS5SiUlNT9tspjqDaWB1HLwMSUqJbatm2LsLAw2NjYQCaTwdPTE2q1Gq+88gqWLFkCQ0PDCp9xdXVtsne09KFUKpGQkNDs11NfDV0eMpms3r+jrpUWGyPq0DAI6rL9pZ1vJGxb35I4KqpPJuZKeA7Zj8hd4wHBADfOd4e1y+2aN902sQVkhsDJGUBOVL3EWikbTxj0/QNdunSp07umPIZqawzloYmBiOofE1OiB2Bra6v12t3dHUVFRcjJyYG9vX2F+eVyOczNzRsoOum0lPXUF8tDN0EAYo8PROFdGwCAlVMqXHuESxwVNQSbVrfRqUc4rp/uDQCIPjwE3Sb9DTPL/JovLCcKyDpXxxHqp76SJR4ztLE8iFoGDn5EVEvHjh1Dr169tPqfREVFwdbWVmdSSkTabsd0RXp8FwCAoUkRPIccgIGhWuKoqKG08zsP+w4JAIDSIjmiQkZAXVqxpQkREbUMTEyJaikwMBCmpqZ48803ER8fjyNHjuCjjz7CU089JXVoRI1efpYd4k71E18rBhyGmVWuhBFRQ5PJAI9BB2FqeRcAkJvugtgTAyHROEZERCQxJqZEtWRpaYm1a9fizp07mDJlCt544w1MmzaNiSlRNVQlRog6OBxqVdmjYVp7XoZTp+sSR0VSMDYthvewvTAwLBtAKDXWAymXfSWOioiIpMA+pkQPoEuXLvjpp5+kDoOoydA8r7Qgq6y5u4V9Btx7nZQ4KpKSpWMmFAMPI/rQcABAXFgfmNvdgV3bmxJHRkREDYl3TImIqMHcON8NGdfdAQCGxsXwHLIfBkYqiaMiqTm7x6G9/9myF4IBog4Oh/KulbRBERFRg2JiSkREDSIjwRWJEUH/vRLQNfgAzG1zJI2JGg/X7qdh3z4RAFBaZIbL+0dBVcKGXURELQUTUyIiqnf5d+wRfXio+LpTzzA4dLghYUTU2MgMBHQNDoHcJgsAUJDlgOjDQzgYEhFRC8HElIiI6lVJoRku7RsFdWnZYEdO7rFo53de2qCoUTIyKYb38D0wNCkCAGQmuuHGue4SR0VERA2BiSkREdUbVakRLu8fiaI8awCApWMaFAMOQyaTODBqtMxtc+AZfABA2a3SxLM9kXG9k7RBERFRvWNiSkRE9UKtNkBUyHDcTW0NADCR58N7+F4YcrAjqoZ9+yR06hkmvo4+PAS56U4SRkRERPWNiSkREdU5QQCuHh2MO0kdAZSNwOs98l+YWuRLHBk1Fe38zsPZ/SoAQK0yxuV9o1CYZylxVEREVF+YmBIRUZ0SBCA+rC/SrikAADLDUngP3wMrxwyJI6OmRCYDFAMPw9rlFgCgWGmBS3tHo7TYWOLIiIioPjAxJSKiOpUUGYibl/zKXsjU8Aw+ANs2KdIGRU2SgaEa3sP3wMy67LFCBVkOiAoZAbWa1RciouaGR3YiIqozyadbIeFML/G1ov8ROLomSBcQNXnGZkXwHbkbRqaFAICsm+0Rd7IfHyNDRNTMMDElIqI6kfjbbsQf7ii+7tQzFK08YiSMiJoLuU0OvIfvgcygbOCsW9HeSDpiKnFURERUl5iYEhHRAxEE4PoBUyT+tEOc1rF7ONr7n5cuKGp2bFrdhmLgYfF1QogZbu0+IV1ARERUp5iYEhFRrQkCcD28N5KOmInTOgWdQsfAsxJGRc2VS+dYdOoZKr6O/fQPZF6zlS4gIiKqM0xMiYioVgS1DNdODkDyxQBxmvvQBLT3i5QuKGr22vmdR1ufC2Uv1AKidnRBTqqLtEEREdEDY2JKREQ1pioxwuUDI3EryrtsgkxAl5dmoG23VGkDo2ZPJgPcep2Ek28xAEBdaoDL+0YjP8tO4siIiOhBMDElIqIaKS6Q48Lu8bhzwxUAIJOp4DFZidZj+0sbGLUYMhngMVkJ2+5dAQClRWa4+O9YKO9aSxwZERHVFhNTIiLSW0G2Dc7vmITcdGcAgKFxEXxG7YZLQInEkVFLY2AEeL37NCxd8gAAxQUWuLB7HArzLCSOjIiIaoOJKRER6SUrpQ3O75iEwtyyu1Im5nkIGLcNdm1vShwZtVRG5mbwnRoDc9s7AICiPCtc/HccigvkEkdGREQ1xcSUiIiqJAhA8iVfXPx3LEqLykbftbDPQOCEf2Bhf0fi6KilMzYvhe+YnTCzzgEAKHNscfHfsSgp5HNOiYiaEiamRERUKVWpIWKODEF8aD9AKDtl2LW7Af+x22BqkS9xdERlTM0L4DdmB0wtcwEA+VkOuLjnIZQWmUgcGRER6YuJKRER6VSYZ4nIHRORdk0hTmvvfxY+I/6FkQn7lFLjYmaZB7/RO2EiL7tgkpfhjAv/jkUJk1MioiaBiSkREVWQfas1zm2dgrxMJwCAgVEJPIfsQ6ee4ZAZCBJHR6Sb3CYHvmN2wthMCaAsOWWzXiKipoGJKRERiQQBuHnZGxd3j0VJYdkAMmZWOQgc/w+c3OIljo6oehZ2WfB7aDuMzQoAMDklImoqmJgSEREAoLTYGNGHhiLu1AAIgiEAwK5tEgInbOEgR9SklCWnO2As/y85zXTChd3jUFJoJnFkRERUGSamRESE/Dt2OLdtMtLju4jT2vmeh8/I3TA2K5IwMqLasbDLgv9D28U+p/l3HBG5azyK8s0ljoyIiHRhYkpE1MKlxipwbttkKHPsAACGxkXwHLoXbr1C2Z+UmjRz22z4PbQdJuZlyWlBlj0id06A8q6VxJEREdH9mJgSEbVQqlJDXD02CDFHhkCtMgZQ9nzSbhM3w6nTdYmjI6ob5rY58H9om/gomcJcG0TunIj8LDuJIyMiovKYmBIRtUDKHGuc3zEJt2M8xWmtPKIQMP4fyG3uShgZUd2T29xFwLitMLct6ytdXGCByJ0TkJvuJHFkRESkwcSUiKiFybjeCWe3TkF+piMAwMCwBB6DDkIx4AgMjVQSR0dUP0wt8uE/djssHdMAAKVFZriwexzuJLeTODIiIgKYmBIRtRhqlQHiQvviSshIqErKHp0ht8lC4IQtcOlyVeLoiOqfsVkh/MbsgE3rmwAAVYkJLu8djdtXPSSOjIiImJgSEbUAhXkWuLBrPG5e8hOnObnF/vcomCwJIyNqWEYmJfAZuRsOHcueyysIhrh6NBiJ57pB4FhfRESSYWJKRNTM3Ulqj7P/TMXdtFYAAJmBCp37HkPX4BAYmZRIHB1RwzM0UsFr6H608booTkuMCELs8UEQ1DIJIyMiarmMpA6AiIjqh6CWIfFcd9w41x1AWWXb1DIXXkP3wcopXdrgiCQmMxDg3ucETC3zcD28DwDgdownivIt4DnkAIxMiiWOkIioZeEdUyKiZqi4QI6Lex7CjXM9oElK7dsnoNvEv5mUEv1HJgPa+0Wia/B+yAzKBv7KSu6Ac9smQZljLXF0REQtCxNTIqJmJifZCme3TkV2yn+jjcrU6NQzFN4j9sDYrEja4IgaIWf3OPiO3gkjUyUAQJljh3PbJyMrpY3EkRERtRxMTImImglBpcaN3/9F5J+eKC6wAACYmOfDb8wOtPc/Dxm7zhFVyrb1LQRO2CI+67S0yAyX/n0IKVFeEkdGRNQyMDElImoGiu/k4OLiNUhYtx0QyjJQ2zbJ6Dbxb9i2viVxdERNg9w6FwHj/4FduxsAykbsvXZiIK4eGwh1qWG9f79MJoNcLoeMV5GIqAXi4EdE1PwIKkBW/5XIxvL9WWeiEL3yJ5Rk5WoCQIfACHQMjIDMgM+/IKoJI5MS+Iz4F/HhvXHzkj8A4HaMF/IyHeE1dB/MrPIAs1b1sp/L5XJ4eel5h1bq4xwRUR1jYkpEzY/MEDg5A8iJavjvtvEE+v7RIF8lqFRI+HknktbvheYBjCYONug6LBS2VmcaJAai5khmIMC99ylYOmQi9vhAqFVGyMtwxtmtU+AZHAK7jrYt5jhDRNRQmJgSUfOUEwVknZM6inpTmHYH0SvW4e6lOHGaXZAXPF57HCahg4Es6WIjai5culyFhX0mrhwYgcJcG5QWlY123bG4CB16qyFr5scZIqKGxMSUiKiJSQs5jWufb0BpXtkIojAwQKenJqDdI8MgM+DQAUR1ydIhE4ETNyPm8FDcSeoIQIbEg2bIvvM5uvY2hqnUARIRNRNMTImImojSvALEfrYB6QfvNdM1dbaH59InYe3tJmFkRM2bsWkxvEf8ixvnuyHxbA9AMEDO+auIiPaFx4BUOHRMlDpEIqImj4kpEVETkH3+KmI++BlFaffa6DoF90Dn/5sOYysLCSMjahlkMqBj4FnYtLqF6GPjUHzXAKWFxri8fzTaeF1Ep6BQGBqppA6TiKjJYmJKRNSIleYrcf3Hrbi17ag4zdBCji7/Nx3OQ4MkjIyoZbJtfQvdn8/D1aMDkHkiEgCQcsUXWTfbw2PgIVi7pEocIRFR08TOSEREjVRm6EWcmbtcKym1CVCg+49vMiklkpCxuQCvZU+j87DrMDAsBQAoc2xxfucExIf1bpBnnhIRNTe8Y0pE1MgUZ+ci7qtNSA85LU4zMDOB69zxaDs5mAMcETUCMpkMbQLTYGsThpijwchNdwEEAyRfDEDmjY7wGHQI1s5pUodJRNRkMDElImok1KUq3Np2BIm/7Lw34i4A2+5d0eWlGZC3dpQwOiLSxdwuGwHjtiL5oj8SInpCUBtCmWOH89snoVXXKHTqEQZjsyKpwyQiavSYmBIRNQJ3Tl9B3FeboLxxW5xmZGUOt2enwmVkb8hkMgmjI6KqyAwEtPc/D/sOiYg5Eoy8DGcAMtyO9kLG9U5wCwqFiyIG3I2JiCrHxJSISEJ5cclIWLsNd0IvaU13GdkHneZNgIm9jUSREVFNWdhlIXD8P0i54oOEiJ5QlZigtEiOq8eCcTvGE269T7J5LxFRJZiYEhFJIC8uGTd+3YWMY+e1plt5dULnFx6BVVdXSeIiogcjMxDQ1uciHDvFIT6sD9LjuwAA7qa1wvntk+HYKQ6deoRBbnNX4kiJiBoXJqZERPVEJpNBLpdrNcPNjUlE0vo9FRJSEwcbdJo/Cc5De3JwI6JmwNSiAJ5DQtDKIxrXTvaHMscOAJBx3R2ZCa5o7RmFDgERMDFXVrMkIqKWgYkpEVFdMmsFCCpAZgi5XA4vLy+oi0uQui8MKVsPIzc6QWt2EwcbtH90BFo91B+GpibSxExE9cau7U10n7IJt6O7IvFsD5QUmkMQDJFyxQe3YzzQqms02vudh6lFvtShEhFJiokpEVFdMrEFZIbAyRnIv5aAtCuOuH3RCSVKY+3ZLIrRvlcKWvmlwdB4H3CwDr67zWjA/706WBAR1SUDAzXaeF2Bc+dYJF/0R/JFf6hLjaFWGSPlsi9uRXnBpctVtPc7xya+RNRiMTElIqpDBekGSP91F9J3GKEg06/C+xb2GWjjdRnOna/C0EgF5NXhl1t3rcOFEVFdMzIpgWv3M2jjeRlJFwJxK8oTapUxBLUhbsd44vZVDzi0T0Rrr8uwa5vMUXyJqEVhYkpE9ABKi42Rc7s1spLbI+tmOyhzrADsBGAuziMzUMGxUzzaeF6GtcttVjaJWjgTcyXce59Ee/+zuHnJDylXvKEqMQUEA2Te6ITMG50gt8lGG8/LcOkSAyPTYqlDJiKqd0xMiYhqoCjfAnfTnJGb5oK7aS7ITXOGIBjqnNfa5Rac3K7BqVM8BzghogpM5IXo1DMc7f3OIyXKGylXvFFcYAkAUObYIi60H+JP94JDh0S4dL4Ku3ZJMDBUSxw1EVH9YGJKRKSDqsQIBdl2yM+yQ0G2HQqy7JCX6ShWGnWSqWHdXg3Hh6bBUf0mzFRhDRcwETVZRqbF6BBwDu38IpGZ6IqUK97IudUWACCojJBx3R0Z191hZKqEs3scHH0NYaNSQWao+6IYEVFTxMSUiFosVYkRCnOtUJhrjcJcayhzraHMsUFBth2K8qz0WoaZdQ7s2ibDrm0SbNukwKjLFKDfMODfV4Gsel4BImpWDAzUcOoUD6dO8cjPssOtaC+kx3VGSaEcAFBaJEfKFR+kXAGM/n0NDn184dDPH3bdPWEoN5U4eiKiB8PElIiaLUEAigssoLxr/V/yaYXCu/eS0BKlefULKcfQuAhWTumwckqDtXMqrJzS2ESXiOqFhV0WOvc5Abdep5CV3A5p17ogM7ET1Kqyqlvp3Xyk7g1F6t5QyIyNYO3tBrsenrDr7gnLzu0hM+TzkImoaWFiSkRNWmlBIQpvZaAwJaPs31sZUN7KQOE1PxRm94CgrnlTN0PjIljYZcHcNgvmdlkwt7sDc9ssmFrkc+AiImpQBgZqOHS4AYcON1BabIw7SR2Qeasb7txoC1VBIQBAKClFzvmryDl/FQk/boORtQWsvdxg7eMGa283WHm4wtCMz0kmosaNiSkRNWqCSo2i9Kx7Ced9SWhJTmXPW5FXuVwT83yYWd2FmfVdyK3ulv3fKhdmVndhYl7ABJSIGh0jkxI4u8fBuYc11EP/QPb5q8g8EYmsM1EovJUhzld6Nx93Qi/iTuhFAIDM0AAWndvD2tsN1p6usHBvD/P2zuyjSkSNChNTIpJcaV4BlOWSzfJ3PotuZ0JQ1XwUSgNjFcwss8uSTuvc/xLPsiTU1Cq37BmiRERNlIGJMeyDvGEf5A0AUN5MR1ZEFLIjopAdGYvSu/nivIJKjbyYROTFJCLlv2kyYyNYuLaGhVs7WLi1hYV7W1i4toGxnRVkvDJHRBJgYkr0AIqKivDuu+9i3759MDMzw9y5czF37lypw2pU1KUqFGdkoyg9C0VpWShKu1P2b3oWCtPuoCj1DkpzC2q+YJkMpk62MGvlCLPWjjBrU/avvHXZv8ahgyHLPlf3K0RE1AjJ2zpB3tYJbcYPhCAIUCan4e7l+P/+4lCQcEtrfqGkFHmxSciLTdKabmhuBnkbJ5j9tzx5W2fI2zrB1NkeJg42MDBm1ZGI6gePLkQP4KOPPsKlS5fwyy+/ICUlBa+99hratGmDUaNGSR1avVEXl6A0TwlVQSFK85UozS1AcXYuSrJyUZB+B0WJyYjFCajvFqAoMwfFd3IAtVCr7zKUm8KsjdO9hPO/5NOstSPMXOxhYGJc+Yd5wZ+IWiiZTAbz9i4wb++CVqP6AABKcvORG5WAvNgbyI+7ibz4m1Amp1Y4PqsKCpF3LQl515J0LRjGtlYwdbSBiaMtTB1tYeJoC2MbSxhbW8DI2kLr/4am7NdKRPpjYkpUSwUFBdi0aRN++OEHeHt7w9vbG7Gxsfjjjz8aLDEVBAG5UddRkpULQS1AUKsBQYCgUkNQl/1Bfe81/psmqAQIKhXUJaVQF5eIf0JJKdTF96apCouhyleiNL8QqoKyf4WS0mrjytF3BQwMyu56tnaEvHzS2doJ8jaOMLK2YJMyIqI6YGxlodX0FwBUhcUoSLyFvLhk5P+XqCqT01F4OxNQ6+hCIQgoybqLkqy7QKyOxPU+BibGMJSbwsDMBIZmpvf+LzfVem1gaAiZ0b0/g//+LVGrUJKejvSkuzAzl0NmaFg22rBMVnZuMPjvX5kMhhZmsPHpzNGIiZowJqZEtRQdHY3S0lIEBgaK07p3745vv/0WarUaBgb3To7q/07w2dnZUCrr7vEiabtOIHN/eJ0tr1IyABamkFmY6n8jUiaDoaU5jG0tYWxnBSNbKxjbWcG43L9G1haAQcUllgAoKS0C7hTVPFSZDGZmZoDtIMCoQ40//8AsAoGCAmm+v6V+t9Tf31K/W+rvb6nfDQCWnYCCAhQWFkIQatciReRoCRPHrjDp1RV2/00SVGqUZN1FcXo2ijOyUJyeg9LsXJTm5KEkOw+ldwsAQb++/6r//kpKi4HcYiC35iEmhUXrNZ91Nw+0nT2m5l9QhaKisvOQWleiTkR1SiY88BGNqGXau3cvli1bhhMnTojT4uLiMGbMGJw6dQr29vbi9MzMTCQkJEgQJRERET0oV1dXODg4SB0GUbPGO6ZEtaRUKmFiot1/RvO6uLhYa7qNjQ1cXV1hamqqdSeViIiIGi+1Wo2ioiLY2NhIHQpRs8fElKiWTE1NKySgmtdmZmZa042MjHillYiIqAmytLSUOgSiFoG3bohqycXFBVlZWSgtvTcYUHp6OszMzGBtbS1hZERERERETQsTU6Ja8vT0hJGREc6fPy9Oi4iIgK+vL5vrEhERERHVAGvPRLUkl8sxceJEvPPOO7hw4QIOHDiAdevWYfbs2VKHRkRERETUpDAxJXoAS5Ysgbe3Nx5//HG8++67WLBgAUaMGCF1WHWqqKgIr7/+Onr06IH+/ftj3bp11X4mOTkZgYGBCAsLE6fl5OTAw8ND669Xr171GXq9qEl5PPvssxXW+dChQ+L7P//8MwYMGIDAwEC8/vrrdfoooYZQV2XRHLaNmpRFTEwMHn30Ufj5+WHcuHEIDQ3Ver+pbxdA3ZVHS9o2Zs2aVWFdPTw8sGTJEnGelrRtVFcezWHbIKL7CEREVVi2bJkwbtw44dKlS8K+ffuEwMBA4d9//63yM08++aSgUCiE0NBQcdqZM2eEoKAgIS0tTfzLyMio7/DrXE3KY/jw4cK2bdu01rmoqEgQBEHYs2eP0L17d+HgwYNCZGSkMGbMGOHdd99tyFV5YHVVFs1h29C3LO7evSv07dtXePPNN4WEhATh888/F7p37y6ub3PYLgSh7sqjJW0bWVlZWuu5f/9+wdvbW7hw4YIgCC1v26iuPJrDtkFE2piYElGl8vPzBV9fX60E86uvvhJmzpxZ6We2bdsmTJ8+vUJiunHjRmHatGn1Gm99q0l5FBUVCZ6enkJ8fLzOZT322GPCF198Ib4+ffq04OfnJxQUFNR94PWgLsuiqW8bNSmLX375RRg2bJhQWloqTps8ebJw+PBhQRCa/nYhCHVbHi1p2yivtLRUGDNmjLB69WpxWkvbNsrTVR5NfdsgoorYlJeIKhUdHY3S0lIEBgaK07p3747IyEio1eoK82dlZWHVqlVYtmxZhfeuXbsGV1fX+gy33tWkPOLj4yGTydC+ffsKy1GpVLh48SJ69OghTgsICEBJSQmio6PrbwXqUF2VBdD0t42alEV4eDiGDh0KQ0NDcdrmzZsxaNCgZrFdAHVXHkDL2jbK27JlC3JycjBv3jwAzeOYAdRdeQBNf9sgooqYmBJRpdLT02FnZwcTExNxmqOjI4qKipCdnV1h/g8++ACTJk1Cly5dKrwXFxeH27dvY+rUqRgwYABefPFFpKWl1Wf4da4m5REfHw9LS0u8+uqr6N+/P6ZOnYojR44AAO7evYuioiI4OzuL8xsZGcHW1ha3b99ukHV5UHVVFkDT3zZqUhZJSUmwt7fH0qVL0a9fPzzyyCOIiIgA0Dy2C6DuygNoWduGhiAI+PHHHzF79mxYWFgAaJnbhoau8gCa/rZBRBUxMSWiSimVSq0KBADxdXFxsdb0kydPIiIiAs8995zOZcXHxyMvLw9LlizB6tWrkZaWhmeeeQYqlap+gq8HNSmP+Ph4FBYWon///vjxxx8xaNAgPPvss7h48SIKCwu1Plt+Wfcvp7Gqq7LQvN+Ut42alEVBQQG+//57ODk54YcffkDPnj3x5JNP4tatW81iuwDqrjyAlrVtaISFheH27dt45JFHxGktcdvQ0FUeQNPfNoioIiOpAyCixsvU1LRCZUHz2szMTJxWWFiIt956C2+//bbW9PJ27doFmUwmvv/FF1+gf//+iIyMRLdu3eppDeqWvuUBAM899xxmzZoFGxsbAEDXrl1x+fJlbNy4ES+++KLWZ8svSy6X11f4daquysLX17fJbxs1KQtDQ0N4enpi4cKFAAAvLy+cOHEC27ZtEyveTXm7AOquPJ555pkWtW1o7N27FwMHDoStra3Wcsp/tvyymuu2oaGrPIDmcU4hIm28Y0pElXJxcUFWVhZKS0vFaenp6TAzM4O1tbU47cKFC0hKSsLChQsRGBgo9h+aN28e3nrrLQBlz30tX/FwcHCAra0tUlNTG2htHpy+5QEABgYGYiKm4ebmhtTUVNja2sLU1BQZGRnie6WlpcjOzoaTk1P9rkQdqauyAJr+tlGTsnBycoKbm5vWNFdXV9y6datZbBdA3ZUH0LK2DY1jx45h6NChWtNa4rahoas8gKa/bRBRRUxMiahSnp6eMDIywvnz58VpERER8PX1hYHBvcOHn58f9u3bh61b/7+9O3ZJJo7jOP59pP+izUGENC4lImpuEQrHdsGxRcSGJvsDIqem9kB6BhvEfyCioQMXFxFsyIZyiHTq0/BAcGVRD1e/uHu/wOWOO/x9+Ax+kbvf35ePmdn+/r7t7OzYw8ODLS8vB/YnHI1Gdn9//+ZH6W/22TzMzGq1WmD/QbN/L/5IJpOWSCQsm80GnqW7urqyubk5S6fT37qGsISVRRS68ZUsPM+zXq8XONbv921+fj4SvTALL4+4dcPM7O7uzobDoeXz+cDxOHbD7P08otANADO4fi0wgN9tb29PhUJBvu+r0+kol8up3W5Lkm5vbzWZTGZe93q7mHK5rM3NTfm+r263q+3tbZVKpR9ZQ5g+m0e73dbCwoJOT081GAzUaDS0uLio4XAoSWq1Wsrlcup0OvJ9X4VCQfV63dm6/kdYWUShG5/N4vr6Wp7n6fDwUIPBQAcHB/I8Tzc3N5Ki0QspvDzi1A1JOj8/Vzab1dPT05v7xK0b0sd5RKEbAIIYTAF86PHxUdVqVZ7naX19XcfHxy/nUqmUms3mzOteD6bj8Vi1Wk0rKytaWlpSpVLReDz+7q8fuq/kcXJyoo2NDWUyGRWLRV1cXATudXR0pNXVVeXzee3u7mo6nf7UMkIRVhZR6MZXsri8vFSxWFQmk9HW1lbkeiGFl0fcunF2dqa1tbV37xW3bnyURxS6ASDojyS5/tcWAAAAABBfPGMKAAAAAHCKwRQAAAAA4BSDKQAAAADAKQZTAAAAAIBTDKYAAAAAAKcYTAEAAAAATjGYAgAAAACcYjAFAAAAADjFYAoAAAAAcIrBFAAAAADgFIMpAAAAAMCpZz9kdpeXCKOdAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(nx.degree_centrality(G2).values(), edgecolor = 'white', color = 'orange')\n", + "plt.style.use('seaborn-v0_8-whitegrid')\n", + "plt.title(\"Degree Centrality distribution of Erdős–Rényi Graph with 100 nodes and 0.6 edge probability\")\n", + "sns.kdeplot(nx.degree_centrality(G2).values(), palette=\"flare\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "31a68794", + "metadata": {}, + "source": [ + "Again, it can be observed from the histogram above that the distribution is binomial but it is now centred around 0.6, which is the probability $ p $ with which an edge exists in the graph G2." + ] + }, + { + "cell_type": "markdown", + "id": "9b9bd74b", + "metadata": {}, + "source": [ + "### Comparing the Degree Centrality graphs of G1 and G2" + ] + }, + { + "cell_type": "code", + "execution_count": 259, + "id": "153cd1e8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('seaborn-v0_8-whitegrid')\n", + "\n", + "df = pd.DataFrame()\n", + "df[\"p = 0.3\"] = nx.degree_centrality(G1).values()\n", + "df[\"p = 0.6\"] = nx.degree_centrality(G2).values()\n", + "sns.kdeplot(df, palette=\"flare\", fill=True)\n", + "\n", + "plt.title(\"Degree Centrality distribution of Erdős–Rényi Graphs with 100 nodes\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "45710ba2", + "metadata": {}, + "source": [ + "Thus, we can conclude that the Erdős–Rényi model produces graphs that have binomial distribution as their degree centrality distribution. We see that as we increase the edge probability $ p $, the centre of the distribution also shifts forward.\n", + "\n", + "The number of edges in the overall graph increases and thus the graph becomes more dense." + ] + }, + { + "cell_type": "markdown", + "id": "ab09d140", + "metadata": {}, + "source": [ + "## Barabási–Albert Graph" + ] + }, + { + "cell_type": "markdown", + "id": "3b9e2cc3", + "metadata": {}, + "source": [ + "The [Barabási–Albert](https://networkx.org/documentation/latest/reference/generated/networkx.generators.random_graphs.barabasi_albert_graph.html) model is used for generating random __scale-free__ networks using a __preferential attachment__ mechanism.\n", + "\n", + "A Scale-Free network is one in which the distribution of links to nodes follow a power law i.e. the vast majority of nodes have very few connections, while a few important nodes (called Hubs) have a large number of connections.\n", + "\n", + "Preferential attachment means that the more connected a node is, the more likely it is to receive new links." + ] + }, + { + "cell_type": "markdown", + "id": "f311d8c5", + "metadata": {}, + "source": [ + "### Create an Barabási–Albert graph with 100 nodes and $m$ = 3" + ] + }, + { + "cell_type": "code", + "execution_count": 278, + "id": "decc5ee3", + "metadata": {}, + "outputs": [], + "source": [ + "n = 100 # number of nodes\n", + "m = 3 # number of edges to attach from a new node to existing nodes\n", + "seed = 30421 # use of seed for reproducibility\n", + "G3 = nx.barabasi_albert_graph(n, m, seed)" + ] + }, + { + "cell_type": "markdown", + "id": "4275caa1", + "metadata": {}, + "source": [ + "### Plotting the graph" + ] + }, + { + "cell_type": "code", + "execution_count": 279, + "id": "ac076db0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw(G3, pos=nx.spring_layout(G1, k=0.25,iterations=20), with_labels=True, node_color = \"gold\", node_size = 400)\n", + "plt.title(\"Barabási–Albert Graph with 100 nodes and 3 edges attached from new to existing nodes\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "11b49a31", + "metadata": {}, + "source": [ + "Now, let us plot the degree centrality distribution of the above graph" + ] + }, + { + "cell_type": "code", + "execution_count": 282, + "id": "55d55caa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(nx.degree_centrality(G3).values(), edgecolor = 'white', color = 'orange')\n", + "plt.style.use('seaborn-v0_8-whitegrid')\n", + "plt.title(\"Degree Centrality distribution of Barabási–Albert Graph with 100 nodes and m= 3\")\n", + "sns.kdeplot(nx.degree_centrality(G3).values(), palette=\"flare\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c657e6ba", + "metadata": {}, + "source": [ + "We can observe from the graph that the degree centrality distribution of the Barabási–Albert graph follows some sort of power law. Specifically, it is a power law of the form $ P(k) $ = $k$ $-3$." + ] + }, + { + "cell_type": "markdown", + "id": "3b8674b6", + "metadata": {}, + "source": [ + "## Final Inference" + ] + }, + { + "cell_type": "markdown", + "id": "c8462f34", + "metadata": {}, + "source": [ + "The degree centrality distribution of the Erdős–Rényi graph and Barabási–Albert graph demonstrate some interesting differences between the behaviour of these two models in terms of generating random graphs.\n", + "\n", + "- __Power-law distribution__: The degree centrality distribution of a Barabási–Albert graph typically follows a power-law distribution, which means that a few nodes have a very high degree centrality, while the majority of nodes have a low degree centrality. In contrast, the degree centrality distribution of an ER graph typically follows a normal distribution.\n", + "\n", + "\n", + "- __Clustering coefficient__: The clustering coefficient of a node in a graph is a measure of the extent to which the node's neighbors are connected to each other. In a Barabási–Albert graph, the clustering coefficient tends to be high, meaning that nodes tend to be connected to other nodes that are also connected to each other. In an Erdős–Rényi graph, the clustering coefficient tends to be low, meaning that nodes tend to be connected to other nodes that are not connected to each other.\n", + "\n", + "\n", + "- __Small-world phenomenon__: Both graphs can exhibit the small-world phenomenon, which means that the average shortest path length between two nodes is small, even though the graph may have a large number of nodes. However, Barabási–Albert graphs tend to have a higher clustering coefficient, which means that the small-world phenomenon is more pronounced in them." + ] + }, + { + "cell_type": "markdown", + "id": "ad616579", + "metadata": {}, + "source": [ + "## Applications of these models" + ] + }, + { + "cell_type": "markdown", + "id": "eec89c04", + "metadata": {}, + "source": [ + "Erdős–Rényi networks are important in the network theory as they serve well as a benchmark tools i.e. if certain property can exist on this network, then it might be so that the property arises purely at random and is not observed due to a more sophisticated reasons. It is also worthwhile to note that this network formation model is somewhat related to the percolation theory.\n", + "\n", + "Several natural and human-made systems, including the Internet, the World Wide Web, citation networks, and some social networks are thought to be approximately scale-free and certainly contain few nodes (called hubs) with unusually high degree as compared to the other nodes of the network. The Barabási–Albert model tries to explain the existence of such nodes in real networks." + ] + }, + { + "cell_type": "markdown", + "id": "7efe44e5", + "metadata": {}, + "source": [ + "## References" + ] + }, + { + "cell_type": "markdown", + "id": "0e06a733", + "metadata": {}, + "source": [ + "1. https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model\n", + "2. https://www.sci.unich.it/~francesc/teaching/network/degree.html\n", + "3. https://en.wikipedia.org/wiki/Barab%C3%A1si%E2%80%93Albert_model\n", + "4. https://en.wikipedia.org/wiki/Scale-free_network\n", + "5. https://en.wikipedia.org/wiki/Preferential_attachment\n", + "6. https://rf.mokslasplius.lt/erdos-renyi-model/" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}