From 4816bfae52151f24af7d35627dec47b9a95b1043 Mon Sep 17 00:00:00 2001
From: et31efoj <markus.holzer@fau.de>
Date: Thu, 7 Feb 2019 18:09:20 +0100
Subject: [PATCH] Implemented an improved version of the communication for
 periodic BC

The communication of the ghost layers used to communicate just all
values in between one time step to make sure that everything is correct.
Furthermore the communication was only valid for pull stream steps.
The improved communication distinguishes automatically between pull and
push and communicates only values which are needed. With this improvement
it was possible to implement the EsoTwist streaming scheme.
---
 lbmpy/fieldaccess.py                         |   11 +
 lbmpy/lbstep.py                              |    1 +
 lbmpy_tests/test_lbm_streaming_pattern.ipynb | 1063 ++++++++++++++++++
 3 files changed, 1075 insertions(+)
 create mode 100644 lbmpy_tests/test_lbm_streaming_pattern.ipynb

diff --git a/lbmpy/fieldaccess.py b/lbmpy/fieldaccess.py
index 214d1f58..b3b0c45f 100644
--- a/lbmpy/fieldaccess.py
+++ b/lbmpy/fieldaccess.py
@@ -5,6 +5,7 @@ from pystencils import Field
 
 
 __all__ = ['PdfFieldAccessor', 'CollideOnlyInplaceAccessor', 'StreamPullTwoFieldsAccessor',
+           'StreamPushTwoFieldsAccessor',
            'AAEvenTimeStepAccessor', 'AAOddTimeStepAccessor',
            'EsoTwistEvenTimeStepAccessor', 'EsoTwistOddTimeStepAccessor',
            'visualize_pdf_field_accessor', 'visualize_field_mapping']
@@ -58,6 +59,16 @@ class StreamPullTwoFieldsAccessor(PdfFieldAccessor):
         return [field(i) for i in range(len(stencil))]
 
 
+class StreamPushTwoFieldsAccessor(PdfFieldAccessor):
+    @staticmethod
+    def read(field, stencil):
+        return [field(i) for i in range(len(stencil))]
+
+    @staticmethod
+    def write(field, stencil):
+        return [field[d](i) for i, d in enumerate(stencil)]
+
+
 class PeriodicTwoFieldsAccessor(PdfFieldAccessor):
     """Access scheme that builds periodicity into the kernel.
 
diff --git a/lbmpy/lbstep.py b/lbmpy/lbstep.py
index fbb50668..272956d2 100644
--- a/lbmpy/lbstep.py
+++ b/lbmpy/lbstep.py
@@ -120,6 +120,7 @@ class LatticeBoltzmannStep:
 
         # -- Boundary Handling  & Synchronization ---
         stencil_name = method_parameters['stencil']
+
         self._sync_src = data_handling.synchronization_function([self._pdf_arr_name], stencil_name, target,
                                                                 stencil_restricted=True)
         self._sync_tmp = data_handling.synchronization_function([self._tmp_arr_name], stencil_name, target,
diff --git a/lbmpy_tests/test_lbm_streaming_pattern.ipynb b/lbmpy_tests/test_lbm_streaming_pattern.ipynb
new file mode 100644
index 00000000..aae05109
--- /dev/null
+++ b/lbmpy_tests/test_lbm_streaming_pattern.ipynb
@@ -0,0 +1,1063 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from lbmpy.session import *\n",
+    "from lbmpy.fieldaccess import *\n",
+    "from pystencils import fields\n",
+    "from pystencils.session import *\n",
+    "from lbmpy.stencils import get_stencil\n",
+    "from pystencils.stencils import *\n",
+    "from lbmpy.macroscopic_value_kernels import pdf_initialization_assignments\n",
+    "from pystencils.boundaries import add_neumann_boundary, Neumann, Dirichlet, BoundaryHandling\n",
+    "\n",
+    "from matplotlib import pyplot\n",
+    "import time\n",
+    "#this makes matplotlib plots appear in the notebook (instead of a separate window)\n",
+    "%matplotlib inline   "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Simulating a fully periodic shear flow problem"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this tutorial we will simulate a 2D fully periodic shear flow problem, which we will show with different propagation schemes. First of all, we will consider Two-step two-grid algorithms. The most prominent uses a pull streaming step another very commonly used is the push streaming step.\n",
+    "\n",
+    "Afterwards we will show how to implement more advanced methods like the AA-pattern or the Esoteric twist."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "omega_0 = 1.9\n",
+    "domain_size = (300, 300)\n",
+    "iterations = 4000\n",
+    "a = np.random.rand(*(domain_size[0], domain_size[1]))\n",
+    "\n",
+    "\n",
+    "dh = ps.create_data_handling((domain_size), periodicity = (True, True), default_target=\"cpu\")\n",
+    "f1 = dh.add_array(\"f1\", values_per_cell=9)\n",
+    "dh.fill(\"f1\", 0.0, ghost_layers=True)\n",
+    "f2 = dh.add_array(\"f2\", values_per_cell=9)\n",
+    "dh.fill(\"f2\", 0.0, ghost_layers=True)\n",
+    "u = dh.add_array(\"u\", values_per_cell=2)\n",
+    "dh.fill(\"u\", 0.0, ghost_layers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "((0, 0), (0, 1), (0, -1), (-1, 0), (1, 0), (-1, 1), (1, 1), (-1, -1), (1, -1))"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stencil = get_stencil(\"D2Q9\")\n",
+    "stencil"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "visualize_stencil(stencil)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cr = create_lb_collision_rule(stencil=stencil, compressible=False, output={\"velocity\": u}, relaxation_rate=omega_0)\n",
+    "method = cr.method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sym_pre = method.pre_collision_pdf_symbols\n",
+    "sym_post = method.post_collision_pdf_symbols"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# The Stream Pull scheme"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The Stream Pull is shown in the figure below"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "visualize_pdf_field_accessor(StreamPullTwoFieldsAccessor)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "{d₀: f_2_C__0, d₁: f_2_C__1, d₂: f_2_C__2, d₃: f_2_C__3, d₄: f_2_C__4, d₅: f_2\n",
+       "_C__5, d₆: f_2_C__6, d₇: f_2_C__7, d₈: f_2_C__8, f₀: f_1_C__0, f₁: f_1_S__1, f\n",
+       "₂: f_1_N__2, f₃: f_1_E__3, f₄: f_1_W__4, f₅: f_1_SE__5, f₆: f_1_SW__6, f₇: f_1\n",
+       "_NE__7, f₈: f_1_NW__8}"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stream_pull_dict = {}\n",
+    "for i, direction in enumerate(stencil):\n",
+    "    inv_direction = tuple(-e for e in direction)\n",
+    "    stream_pull_dict[ sym_pre[i] ] = f1[inv_direction](i)\n",
+    "    stream_pull_dict[ sym_post[i] ] = f2(i)\n",
+    "    \n",
+    "stream_pull_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ur_pull = cr.new_with_substitutions(stream_pull_dict)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>Subexpressions:</div><table style=\"border:none; width: 100%; \"><tr style=\"border:none\"> <td style=\"border:none\">$$rr_{0} \\leftarrow 1.9$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$vel0Term \\leftarrow {{f1}_{(-1,-1)}^{6}} + {{f1}_{(-1,0)}^{4}} + {{f1}_{(-1,1)}^{8}}$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$vel1Term \\leftarrow {{f1}_{(0,-1)}^{1}} + {{f1}_{(1,-1)}^{5}}$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$\\rho \\leftarrow {{f1}_{(0,0)}} + {{f1}_{(0,1)}^{2}} + {{f1}_{(1,0)}^{3}} + {{f1}_{(1,1)}^{7}} + vel0Term + vel1Term$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$u_{0} \\leftarrow - {{f1}_{(1,-1)}^{5}} - {{f1}_{(1,0)}^{3}} - {{f1}_{(1,1)}^{7}} + vel0Term$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$u_{1} \\leftarrow {{f1}_{(-1,-1)}^{6}} - {{f1}_{(-1,1)}^{8}} - {{f1}_{(0,1)}^{2}} - {{f1}_{(1,1)}^{7}} + vel1Term$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$u0Mu1 \\leftarrow u_{0} - u_{1}$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$u0Pu1 \\leftarrow u_{0} + u_{1}$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$f_{eq common} \\leftarrow \\rho - \\frac{3 u_{0}^{2}}{2} - \\frac{3 u_{1}^{2}}{2}$$</td>  </tr> </table><div>Main Assignments:</div><table style=\"border:none; width: 100%; \"><tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}} \\leftarrow {{f1}_{(0,0)}} + rr_{0} \\left(- {{f1}_{(0,0)}} + \\frac{4 f_{eq common}}{9}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}^{1}} \\leftarrow {{f1}_{(0,-1)}^{1}} + rr_{0} \\left(- {{f1}_{(0,-1)}^{1}} + \\frac{f_{eq common}}{9} + \\frac{u_{1}^{2}}{2} + \\frac{u_{1}}{3}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}^{2}} \\leftarrow {{f1}_{(0,1)}^{2}} + rr_{0} \\left(- {{f1}_{(0,1)}^{2}} + \\frac{f_{eq common}}{9} + \\frac{u_{1}^{2}}{2} - \\frac{u_{1}}{3}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}^{3}} \\leftarrow {{f1}_{(1,0)}^{3}} + rr_{0} \\left(- {{f1}_{(1,0)}^{3}} + \\frac{f_{eq common}}{9} + \\frac{u_{0}^{2}}{2} - \\frac{u_{0}}{3}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}^{4}} \\leftarrow {{f1}_{(-1,0)}^{4}} + rr_{0} \\left(- {{f1}_{(-1,0)}^{4}} + \\frac{f_{eq common}}{9} + \\frac{u_{0}^{2}}{2} + \\frac{u_{0}}{3}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}^{5}} \\leftarrow {{f1}_{(1,-1)}^{5}} + rr_{0} \\left(- {{f1}_{(1,-1)}^{5}} + \\frac{f_{eq common}}{36} + \\frac{u0Mu1^{2}}{8} - \\frac{u0Mu1}{12}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}^{6}} \\leftarrow {{f1}_{(-1,-1)}^{6}} + rr_{0} \\left(- {{f1}_{(-1,-1)}^{6}} + \\frac{f_{eq common}}{36} + \\frac{u0Pu1^{2}}{8} + \\frac{u0Pu1}{12}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}^{7}} \\leftarrow {{f1}_{(1,1)}^{7}} + rr_{0} \\left(- {{f1}_{(1,1)}^{7}} + \\frac{f_{eq common}}{36} + \\frac{u0Pu1^{2}}{8} - \\frac{u0Pu1}{12}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}^{8}} \\leftarrow {{f1}_{(-1,1)}^{8}} + rr_{0} \\left(- {{f1}_{(-1,1)}^{8}} + \\frac{f_{eq common}}{36} + \\frac{u0Mu1^{2}}{8} + \\frac{u0Mu1}{12}\\right)$$</td>  </tr> </table>"
+      ],
+      "text/plain": [
+       "Equation Collection for f2[0,0],f2[0,0](1),f2[0,0](2),f2[0,0](3),f2[0,0](4),f2[0,0](5),f2[0,0](6),f2[0,0](7),f2[0,0](8)"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ur_pull"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "yHalf = (domain_size[1] + 2)//2\n",
+    "dh.cpu_arrays.u[1:-1, 1:yHalf, 0] = 0.08\n",
+    "dh.cpu_arrays.u[1:-1, yHalf:-1, 0] = -0.08\n",
+    "dh.cpu_arrays.u[1:-1, 1:-1, 1] += a * 1e-2\n",
+    "plt.vector_field(dh.cpu_arrays.u[1:-1,1:-1,:], step=8);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# initialize the pdfs\n",
+    "initial_assignments = pdf_initialization_assignments(method, 1.0, u.center_vector, f1.center_vector)\n",
+    "ast_initial = ps.create_kernel(initial_assignments, target=dh.default_target)\n",
+    "\n",
+    "kernel_initial = ast_initial.compile() #compile the kernel to produce C-Code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# stream collide\n",
+    "ast_lb_step_pull = ps.create_kernel(ur_pull)\n",
+    "\n",
+    "kernel_lb_step_pull = ast_lb_step_pull.compile() #compile the kernel to produce C-Code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# claculate conserved quantity\n",
+    "cqc = method.conserved_quantity_computation\n",
+    "cqc = cqc.output_equations_from_pdfs(f1.center_vector, {\"velocity\": u})\n",
+    "ast_cqc = ps.create_kernel(cqc, target=dh.default_target)\n",
+    "\n",
+    "kernel_cqc = ast_cqc.compile() #compile the kernel to produce C-Code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# take care of periodic boundary\n",
+    "sync_kernel_pull_f1 = dh.synchronization_function(f1.name, 'D2Q9', target=dh.default_target, update_rule=ur_pull)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run the simulation\n",
+    "dh.run_kernel(kernel_initial)\n",
+    "\n",
+    "for i in range(iterations):\n",
+    "    sync_kernel_pull_f1()\n",
+    "    dh.run_kernel(kernel_lb_step_pull)\n",
+    "    dh.swap(\"f1\", \"f2\")\n",
+    "    \n",
+    "    \n",
+    "dh.run_kernel(kernel_cqc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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cXByvTkBAAG3fvp2LnnXo0IFqa2t5/SEUCmnPnj1cPucPP/zAa2dDQwPdvn2b3N3dycLCgu7cucPTlUol/fzzzzRp0iQuZ+7J/YeEhJCHhwc5ODjQsWPHOK2mpoZu3bpFS5cu5SYTwcHBpFKpKCIigo4dO0ZTpkzhTQD37NlD3t7edPjwYXJ3dydXV1eDycEPP/xAt27dov3795O7uzt1797doM7x48eJiKi8vJwePHhAhw4domnTpvGi5tOmTeOdZ319Pfn4+NC6devI2dmZgMaHHU+Tm5tLmzdvJltbW9q1a5eBXl9fT4cPH6YBAwYYaEREMpmMLl++bFTTarVNjs8/mrKyMjp58iQ3XnQ6HSUnJ5OnpyeNHz+ee2BgLIr6dFm7di1duHCB3n333SbfCrCxsaHx48fTjh07aMqUKU1OTkeMGEF79+6lZcuWGZ34WllZ0ebNm+ngwYPUvn37Jts0cOBAeuONN6hXr14GD370xdnZmXtQUFhYSDdu3KAPPviAhg0bRmZmZmRiYkJCoZDXbxUVFXT27FkaPHgwOTk5cTnZenQ6Hf3666/Uq1cveu+991rkWjIYDMbv5XknoixHlMFgMNDoyejm5vZXN+O5qKiogI2NjdGVM4kIycnJSEpKwoIFC4xuL5fL4evrC61W26TVRl5eHry9vTFgwACjq/MCjaugpqamwt3dvcl2ZmVlYdiwYUZ1iUQCGxsbtGnTxkBTqVQQCoUYPny4gabRaBAaGoqKigrMmjXLQBMKhQgICIBQKMQ333wDW1tbTi8rK0N8fDxiY2MRFxeHmpoa3Lp1C5aWllydmpoaJCUlQSQSQSQSISMjA1euXEGnTp14xyIi5ObmIioqCpGRkVizZg169epl0F4iQlxcHMLCwrBhwwajK8YqFAo8fPgQc+fONdpXYrEYXbt2/dNXmyVqtAaqrq5G27ZtYWb2x9iN19TUwN/fH6GhofDw8EB2djY3ftLS0pCamgq5XA4A6NOnD0pLS1FUVNTk/g4cOIDBgwfDw8MDBQUFRussXLgQ27Ztw5IlS5CcnNzkvt544w3IZDJoNBqDolarud+PHz+O999/H0Djasr6vOInf/bq1QsrVqwwOEZdXR2ioqKg0WgwYcIEo+2Ij49H+/btDcYZ0DiuAwICmtyWwWAw/k4w+xYGg8H4AyAiVFZWQqfTwcHBATU1NVAoFFyprKyEk5MT+vXrh9LSUoPStWtXblEdtVqNgoICSCQSSCQSqFQqLF261GByUV1djdTUVLRv3x6urq5G26X/cmxlZfWn9wHjr4eIoNFoUF9fD6VSiYqKCpw9e5abQJmYmMDBwYEbr+Hh4dy41fvg6rdXqVQgarRb6dmzJzQaDaqrq7mi0+ng7u6Obdu2QSqVIj8/nxuz+fn5mDZtGvbt28drn1arRVpaGtLS0uDu7v5fTZgrKioQHh4Of39/uLm5wczMzOBeUygUKC8vR1ZWFkxMTLgHCPrvMk/+VKlUcHFxQc+ePTmfYGPF3Nwc69evNzoBZDAYDMZ/DpuIMhgMxlMolUruy7REIkFKSgrCw8NRVFQEtVqNUaNGoaqqCuXl5SguLoZUKoVSqYRAIEDr1q1RU1NjsJql/suwUqk0OF6rVq0wbtw4lJSUQCKRQCaTcV+UBQIBbt68ifbt2yMlJQWpqalISUlBSkoKJBIJunXrBpFIBFtbWxAR8vPzERkZiaioKERFRUEulyMmJgatW7fmjqfVarlo4OPHj7F//34MHcr/f0Cn00EoFMLX1xempqb48MMPDdpdXl4OPz8/+Pn54dChQ5yfqZ7KykoEBgbCz88PkydPNvDqLCgoQGBgIAICAvD6669j0aJFnEZESEtLQ1BQEAIDA/Huu+8abC8Wi+Hv7w9/f3/s2bPHIMqoUqkQEhICb29vbNy4ES4uLgbnUFVVhXv37qFbt2545ZVXDHR9O/39/bF48WKjEyciQlRUFBQKBSZNmmR0H3K5HF5eXhg6dKhRv9X8/HwEBAQgPj4ex44d4yZOarUaGRkZEIlEiImJgVAoxNy5c2FnZwe5XI6ioiJIpVKEh4cjPz//v16l9o+mf//+CAkJQU5ODuLi4hAXF4fY2FgkJCSgrq4OJ06cMBhTRITU1FR4e3ujTZs2TUbhgcbIoaWlJc9r9c+EiJ45aS4tLYWjo2OTek1NDSIiIpqMVtbV1cHb2xs2NjaYPHkyT9NqtUhOTkZISAhkMhkOHjwIgUCA6upqZGZmIiMjgysuLi44cuTIf36SDAaD0cKwVXMZDAaDiCIiImjMmDFNeoQ+T2nVqtV/pTXnI/osj9GZM2fSmjVr6M033yQnJycD/dy5c6RWqyk2NpZOnjxJ06dP5y3O82TOokQioUuXLtHChQu5fhAIBFy+mj6HdM+ePTR8+HAul27FihVE1Jin+PjxY9q9eze98sor3OIxbm5u1NDQQFKplH788UdavXo1z2PU2dmZqqurSSQS0enTp+ntt9/mncvAgQNJo9FQYWEh/fjjj7Ry5UreQi+zZs3iziEvL4+++eYbmjlzJueD+tZbb/GudVFREZ0/f56mTJlC5ubmZG9vzy3e82Sdr776ikaPHk0CgYB2797N0/V5sB999BF17dqVAFBUVBSvTkZGBp04cYJeffVVEggE5OzsTPX19UREJJVK6fvvv6eVK1fSiy++yJ3L0qVL6fDhw7RgwQLq27dvs4ssGStNLf4DgEaPHk0dO3Y0qnXv3r1JTT8O/tP7oaltLC0t6fz58+Tt7U3h4eH0/fffk4eHB5eba25uTmKx2OAe1el0FBYWRqtWraKxY8c2m9caHx9vNNf2SaqqqujYsWPcNWmqzv79+8nHx6fJOnFxcTRr1izau3evUT0zM5M++OADat26NZdHrKe2tpZu3LhB8+bNo1atWpGpqSnl5uZSbW0tPX78mA4dOkSTJ0/m5TRPnDiRXn/9daPXy97eniQSSbPnzWAwGH8XwHJEGQwGo5GSkhJ4enrizJkzTXqA2tvbQ6lU8jwVn8TU1BQ6nQ4t+Tfz92Bvbw9zc3PU1tYaPWcrKyu8+OKLKC8vR2lpqYFPJwB06dIF9fX1KC8vN+praGNjAyJqsk/Nzc25V0qNYW1tDSJq0ofU2dkZJiYmqKioQE1NjYE+YsQIODk5obCwEFKp1CCnsG/fvnjrrbdQXV2N9PR0ZGRkoLCwkBdd3LZtG1q3bg2JRAKRSITi4mKIxWJOb9OmDTZv3oycnBwkJSWhvLwc2dnZvOO4uLjAzs4OUqkUlZWVRs/lWX6rnTp14vraGObm5nByckJpaWmTY9TOzo7zDH0WzbWnXbt2KCkpea79/CeYm5tj4MCBcHV1hampKRoaGpCXl8fzsF2/fj327t2LsrIylJeXo6ysDKWlpYiMjMSjR48gFotx8OBB7NmzB0BjNFLvMZqSkgK5XI7r16+jd+/eCAoKAgDOQzYhIQEDBw5EdHQ0jh49yo19S0tLiEQixMXFYciQITA3N8eBAwfg5eUFALh37x6srKyQlJSEwYMHo66uDl9++SXu37/P/T04cuQIlEoliAgZGRm4e/cu776wtbWFjY0NSktLjd5LAoEAZmZmPB/cJ7GxscHAgQMxY8YMbN++/Y+7KAwGg/EnwCKiDAaD8RRFRUW0bdu2Zq04tm/fTjY2Nty/bWxseCt3jhs3jvvd0dGRJkyYwKuvtxmxsLCgjRs30vDhw436Ck6dOpXGjRtn1GLE1NSUXn75ZeYj+j9Y9KsaN1W2bNlCAwYMaFI/ceIEzZw5k/u3o6Mj9evXj/v3hx9+yK38O3r0aPr8889p/Pjx3BjUr1p77NgxSkhIoKNHj9KYMWN4EXpfX18Si8V05coVmjZtGu9+WbBgAZ0/f55ef/11srKy+kv6cMKECTRq1Cjq0KFDk3UGDx5MM2bMMFgp+ckIpN5y5slzf9b1ac7+5XlKcx6jAOjVV1/lVlk2VlavXv1X/xllMBiMZwIWEWUwGAzjyOVynDhxAl9//TXq6+sxZ84crFy5Eunp6fjggw8gk8mwd+9eXLp0Cb1790ZsbCzi4+MhFArh4eEBHx8fbN68GVKpFBUVFQCAhIQExMTEYPz48di5cydu3ryJjIwM9OjRA/X19RAKhXj48CGkUikuXbqEnTt34uDBgyAiFBUVwdvbGxcuXIBQKIRSqURGRga6d++O0tJSPHjwAD/88AMCAwNRX18PgUCAmJgYWFlZQSQS4bfffkNgYCBv9dB169bh9ddfR2JiIsLDwxEfH8+1FWiMen388ccoKipCQkICkpKSkJeXx+unNWvWoFu3bsjOzkZCQgJSUlJQW1vL6RMnTsT06dNRVFTE5QnKZDJOHz9+PBYvXozCwkKEhYUhLi6Opy9YsACTJ0+GUChEREQERCIRL4q0Zs0atGvXDtHR0UhISDCIeI4fPx6mpqbIzMxEfn6+QaSpffv2cHJygkwmQ2lpqdGx0KtXLzQ0NKCkpMRo1NXCwgITJkxAeXk5l7v5dD7wyy+/jHHjxkGlUqFt27YIDQ3lonF69u3bB41Gg/nz56O2thZffPEFbt68ybX5woULqKysxPTp09G9e3dcvXoVe/bsgVgsxsyZM7Fv3z7ExMRg0qRJcHFxwW+//YaNGzdCpVKhsLAQRUVF8Pf3x9ixY2Fvb499+/bh/v37SEpKAtCY1/vw4UO89tpr8PHxQUxMDL766iuufQqFAt7e3khNTYWDgwM2b97Ma7+Xlxf27NmDkSNH4ptvvgHQuGDW3bt3cebMGfj5+cHBwQF37tyBWCzGr7/+igcPHvCup6WlJQQCQbORYT0CgQACgeAPy401MTFpdl/P0gUCQbNvQ3Tp0gV2dnbQarXIyckxiGw6ODhg4cKFGDFiBAQCAb799lv4+/tz+2zXrh3ef/99DBo0CBMmTMCPP/6IEydOIC0tDQCwatUqDB06FD179sTYsWP/gzNnMBiMlodFRBkMBuMZFBYW0vvvv089evQwmpcmEolo0qRJnDfgk6hUKjp16hRlZGQY3XdoaCiFh4cb1cRiMZ0+fdqoVlpaSocPH6bz588baHV1dfTDDz/Q2LFjad++fQZ6UlIS7d69m7p160bDhg3jnZNOp6PY2FjauXMnl8cZGhrK214ul9M333xDEyZMIFNTU1q4cCFP12g09PjxY1q3bh21a9eOnJ2dDXwPMzIy6MCBA/TSSy9RmzZteD6kRETp6em0d+9ecnNzox49evD8VNVqNT148IBWrFhB9vb29Oabb/K2zcrKIk9PTxo1ahQJBAIaP348p9XU1NDdu3dpw4YNXFTrhRdeoPLyciJq9Lm8desWvffee9S7d28uwrRt2zZuH2KxmC5dukSLFy+mTp06cXUePnzI1amvr6dHjx7R1q1bOS/Vdu3aUXV1Na+t+fn59Omnn3K+rRcvXjS4Xvn5+bRjxw5ycHCgCxcuGOgNDQ10+vRp6tWrF2k0GgO9pqaGPvroI6Pjk4goNja2yXxLpVJp9HMiMnosPbm5uUY/z8rKog8//JCXT1tXV0deXl60YsUKLjf55s2b9PXXX9OSJUt4+cT6MmTIEHJwcGg2ativXz969913m/X9FAgEtGDBAl7OsbEyaNAgat++fbO5smPGjKGYmBi6cuUKbdmyhSZMmMDzkAVAU6ZM4fq6pqaGvL29acuWLdS/f3+uTnR0NK/P8vLy6MiRI1yUWiQS8XStVku//vorjRw5kjfWGQwG4+8OWESUwWAwno+CggK0bdu2SSsUjUbzh/kpPi/0jNU8y8rK0LZt2ya3jYqKQp8+fXgemk/qSUlJKCkpwbhx45rc/7179zB//nyex6YejUaDwMBAvPjii+jWrZvRY8THx8PBwaFJPSoqCm5ubkZXJG1oaMDDhw8xfvx4WFtbG+hFRUXw8vKCu7u70X7IysqCj48P3NzcDFblBQCZTMb5Wh47doy3+rC+fRkZGXj8+DHKy8uxa9cug30AjX6rPj4+6N27N8aMGWO0TkZGBoRCIebNm2dUr62tRWJiYpOr+1ZXV8Pc3PwfbdWj1WoRHh6O+vp63uqypaWliIiIQFhYGBe59/LyAhEhPT2dV3JycqDT6WBubo4tW7ZyQqlsAAAgAElEQVRAo9FAIpFAKpVCKpWioKCAFxV/++238eabb0Imk/G8PvVFq9WidevWiImJgaurKyQSCfLy8pCbm4u8vDze71u2bMHGjRu5fdO/32TQe82KRCKsW7fOqOeuXC6Hv78/VCoVli1bZqATEaKjo1FbW4s33njDqB4eHo5XXnkFJiYmv/NKMBgMxp8Ps29hMBiMPwiVSgUzMzODL4E6nQ5FRUUwNTWFk5MTT1Or1ZBKpSgrKzOwUAEaLR2ysrLQsWNHA3sU/b7z8vLQtWvXJiekDQ0NRieJjP89dDqdwfgjIpSVlUEul6N3794wMTFBZWWlgZft6NGjYWZmhpKSEhQXF6OkpIQrS5YsQc+ePSGTybgJnb7MmzcPI0aM4I5XVVWFjIwMpKWlwdHR0cCKRN8miUSCdu3aGX2A8Cz0nqYODg4GWkNDA7Kzs5Geng5LS0u89dZbPF2r1XK2NxKJBAUFBVi2bJnBQwZ9f5aWlkImk8HS0tLAIshYfTYJZDAYjOfjD5uICgQCKwBBACwBmAG4SUT7BALBFQCvA9AvEbiMiITN7YtNRBkMxl+NRqNBTk4O59uZmpqKtLQ0HD16FFZWVhCLxcjJyYFYLEZWVhaysrLQvXt3LF26lIuY5OfnIy8vDxKJBNbW1ti/fz8UCgVyc3O5IpVKodPpcPz4cfTs2ROZmZmcL2BmZiYKCgowYMAAREZGQqFQIDExEYmJiUhKSkJiYiKSk5Oxdu1afPbZZwCA+vp6JCQkIDo6GjExMYiOjsa8efOwb98+7tzUajXi4+MRGhqK0NBQdOvWDZ9++inv/KurqxEaGsrllF66dIkX7dXpdEhOTsbjx48REhKCL774Ap06deLtIzc3F48fP0ZAQADWrFmD1157jadLJBLOR3T69OmYOXMmT5fJZJw+ceJEzJkzh6dXVVUhKCgIfn5+GD16NNzd3Xm63gv1wYMH6NatGxYsWGBwnSsqKvDgwQOUlpZiw4YNBjoRIS4uDt7e3nj//fdhZ2dnUKeoqAj3799Hu3btMG3aNANdoVDA398fkZGROHToECwsLHj7z8vLQ0hICEJCQrBixQoMHz6ca392djaEQiGEQiESEhKwbNkyjBo1Cjk5OdwqsLGxscjOzkZRURHmz5/P9Z1MJkNeXh6Ki4tBRGjbti3MzMxQVlZmsEKxqamp0VVagcYVgS0tLVFUVGSQHzlkyBC88847yMjI4CKS+vze1q1bIzExES4uLigrK0NMTAznbxsdHY2XXnoJgYGBvAcoT/rXFhYW4tSpU0YfsKjVajx+/BjDhg0zOhnVI5fL0aFDhyZ1oHFFXWNvBOghIpSWlhp9EKRHoVCgvLwcL774olFdrVbDx8eHW8H5aZRKJfz9/VFcXGzgn0r0f566ycnJ8PT05MZQdXU1EhMTkZCQAKFQiNraWly+fBnm5ubNnjODwWD8HfjDckQBCADY/vt3cwCRAF4BcAXA28/z/q++sBxRBoPRkhQXF9O1a9do3759NG/ePOrbt6/RlWiftZLln1W6d+/e5Cqctra2tG/fPlq5ciUNHjzYoI1dunQhqVRK9+/fp927d9PYsWN5q5va2NiQVCqlyspKunfvHn344Yc0fPhwzgMUAP3yyy+k0+koOTmZzpw5Q2+//TbPb3X9+vVE1JjLduXKFVq2bBlvFdKRI0eSTqej/Px8+u6772jFihW8VUd79OhBDQ0NJJPJ6OeffyYPDw/q1asXp7u6upJSqaS6ujry8/OjXbt28XxKnZ2duRxTqVRKly9f5nmh2tracvmROp2OEhIS6MiRIzRq1ChuJVRfX19uPNTV1dFvv/1Ga9as4XJA3333XU7X6XQUFxdHBw8epOHDhxPQuLJqQUEBETXmsIaFhdH+/ftp5MiR3DEOHz5MGo2GEhIS6MyZM7RgwQLq3Lkzd54DBgygr7/+mjw8PGjkyJG8VZaBRi/apz973mJpaflf6/+NhygA6ty5Mw0ePLhJf9KffvqJ5HI5l3O7YMEC3ri6c+cO7z5Vq9Xk6+tLq1atorZt29LQoUON5rZWV1fTxYsXaeTIkbRz506j97xGo6E7d+7QxIkTjeZZ68fBxYsXqX///vTrr78arRMTE0MrVqygVq1aUXp6Ok/T6XQUExNDmzZtIkdHR+rbty+vvcXFxXT58mWaPXs25zP84MED0mg0FBcXR1988QW5u7vz+mTNmjV06NAhmjNnDrfq8ZPFz8/PaDsZDAbj7wj+jBxRgUDQCkAIgHX/LneJ6Obzbs8iogwGoyXR6XTw9vbGyZMn8fjx4ybrWVhYQK1W/2M8Qp+HZ/kSAo1eo7W1tU3WeeGFF9DQ0NDkKqc2NjbQarVN6vpXM59eZfbJ7c3NzVFVVWV0xdI2bdrAzs4O5eXlRv0xnZyc4ObmhuLiYshkMgM/U0tLS8yaNQsFBQXIz89HYWGhQcRwypQpEAgEXC7gk6sCA0DHjh3Ro0cP7nVVlUpltB0VFRVN9qOZmVmTXqpAYz9pNJpmr5WlpWWT/qHAs1d9/TsxatQozuO2qKgIcrmcd25LlizB6NGjoVQqoVQqkZmZiejoaKSkpHB9FBgYCDs7O+7149zcXPj5+SEpKQlFRUWwsrJCZmYmampqUFBQAKlUiuTkZBQWFsLb2xvl5eWwt7dHVFQU5HI5JBIJsrOzUVtbi8ePHyMqKgoA0KNHD3z55ZcoLCxEamoqFAoFwsLCkJKSwrV32rRp6NWrF+Li4iCXy5GWlsa7FmZmZnB2doZMJjM6fp6FiYkJ+vbti86dO2PKlClGI/wMBoPxd+IPzREVCASmAGIBdAfwFRHt+PeruSMBNADwA/ARERn8LykQCNYAWAMALi4uQ562B2AwGIyWIC4uDp999hmuXbvW7KSgVatWBhOaJ3nyC7+lpSUsLCyMTpIAoHv37pBKpUYnajY2NnBwcIBUKjW6rZWV1XPZXDD+t3ByckJxcXGTeo8ePZCZmcn9u3PnztzCO09vP3jwYG6y9bQ1zYABAzBx4kTuldonx5qjoyPef/99xMXFISwszMA2Z9q0acjPz0dmZqbRhwzPsjphNI2FhUWzk9XVq1fj/PnzLdgiBoPB+M/5UxYrEggE9gBuA9gIoAyAHIAFgPMAsonoYHPbs4gog8H4q5FIJDh9+jTOnTuHqqoqmJiY4O7du1xUxcPDA19++SW+/PJLVFVVYevWrVi9ejVSUlKQnp6O2bNn45NPPsGPP/4IW1tblJSUQCaTcTmenTp1wieffILMzEx88803WL16NcRiMZKTk/Ho0SMUFRXh5s2bsLOzQ3FxMdRqNbKyshAREYGrV68iOTkZpaWlmDVrFn7++WdIpVKkp6fj9u3b8PX1RX5+PgBg3rx5OHjwIIqKihAdHY379+8jMjKSi+gNGDAAnp6eKCsrQ2RkJIKDg5GYmMhFniwsLPCvf/0L9fX1SExMREREBBITE3kTi507d8LV1RXZ2dmIjIxEQkICKisrOX3RokUYM2YMJBIJIiMjIRQKUVJSwunTpk3DrFmzkJeXh4iICAN98uTJcHd3R1paGiIjI5GYmIiqqipOHzt2LKZPn46EhATEx8cjPT2d9yW9T58+mD59OpKSkpCamorc3FxePqS1tTWWLVuGnJwcZGVlIS8vz+AhxIwZM2BlZcXlBZeVlfF0V1dXzJ49G3K5HJmZmSguLoZEIuHV2bx5M6ytrSGXy2FmZoYHDx7wPFlXrlyJnj17orKyEsOHD8ejR49w5coV7gHG3r174ebmBqlUihkzZkAkEuHIkSNITk6GtbU14uLikJeXh9TUVEydOhWZmZnYtWsXEhIS4Onpiffeew+JiYmIjY3FG2+8AV9fXxw4cADDhg2Dt7c3tFotUlNTERERgXbt2uGLL75ARkYGpFIpBAIBNBoNUlJScOfOHURERMDb2xsSiQTOzs4AGvMVr1y5gm+++QYpKSk4efIktmzZAgDIzs7GqVOncO3aNRQXF8PS0hIymQwSiQRXr17F3bt3OS9ToPFBzptvvon09HTk5uYanbDa2Nigrq7umZPZlooCt2rVCmq1usmIdefOneHi4gKFQgGFQoHCwkKebmFhgdWrV0Or1cLKyopb0Vk/Fs3MzHDo0CEolUr07dsXFRUVOHPmDBITEwE0jvM9e/ZAKpWib9++mDRp0p97wgwGg/E7+dN8RAHsA7Dtqc/GovE1XZYjymAw/hFUVVXR559/Tq6urvTdd98Z6BUVFXTo0CF67bXXjG6flpZGixcvpoCAAANNo9HQDz/8QFu3bjW6bWZmJq1du9Zo3pdSqaRLly7RsGHDqKyszEBPSkqi999/n7p06UJVVVU8Ta1W0927d2nu3LlkZWVl4HGqVCrp5s2bNHv2bLKwsKArV67wdJVKRd7e3rRkyRKys7Oj5cuX83SdTkcRERG0adMmat++PQ0ePNggly8xMZF27txJrq6u1KVLF1Kr1TxdJBJxeocOHai+vp7TtFothYWF0aZNm6hjx47Url07qqur4/T6+nq6e/cuLV++nBwcHMjKyornoVlVVUXXr1+nRYsWkb29PQEgHx8fTq+rq6N79+6Rh4cHl8O5ePFiXvuys7Ppiy++oHHjxpGZmRlZWFiQVCrl9UF8fDx9/PHHnB/psWPHePvQarUUGBhIK1euJDs7O5o1axY9TVVVFX311VfUu3dvWrRokYGu1Wrp9u3bNHToUIOcSr1+9epVeu+99ww0ov8bv0/6tD55Dvfu3eM8Vp9GKBQaeFo+qZ06dcrgc41GQz4+PuTu7k5ff/01T5NIJHTq1CkaPXo0CQQCzjO1oqKCfv31V9qwYQMvd/jNN9+k6OhoOnPmDC1evNio3+iqVato586dNGXKlCZzVdesWUM7duygqVOnkouLi9E6Fy5cIG9vb/rkk09ozpw5Rn1HQ0NDSafTUVZWFl25coVWrVrFeX8CIBcXF55fbnZ2Nn355Zc0adIkLkf33r17vD4pLi6m06dP04gRIwgAXbt2zeAaBQYG0ty5c8nS0pLLU2YwGIx/AvijckQFAkE7AGoiUggEAmsAvgCOA4glIpmgcdm7zwHUE9FHze2LRUQZDMbfDY1Gg+zsbPTs2dOoXl1djVatWsHU1NSortVqm9ToGV6gzelEBLVazVuJ9UmUSiXUarVRawqgcdXYioqKJlf7VCgUSE5ONljx9sn9+/n54a233jJqW6HRaBAQEIAhQ4YYXd2U/u196OrqykXWjOn6aNLTaLVaBAcHo3PnzujevbuBrlarERAQgNatW/MsRp7Ug4KCIJfLsWjRIqPHT0hIwP3797Fhwwaj/ahQKODj4wN7e3ujViUAkJKSgtDQUKxatcrotayrq8O9e/cwc+ZMo9eSiBAZGdmkhyj926LFmNcq8Pe0FVGpVE2OW5lMhoSEBKP9KZVK4efnh0ePHmH79u3o168fp5WVlSEqKgoRERGIjIxEbm4uIiIiYG9vDwAoLi7mVpjVr0RcX18PoVDIrZyrUCiQlJTE+X4mJiZCoVAgPDycd/0rKiogFAoRFxeHuLg4qFQqXL161cBLuKSkBKGhoQgJCcGoUaMwa9Ysg3Oqra2Fn58fZDIZ1q5da7RPMjMzkZqaihkzZhjVpVIpGhoa4ObmZlRnMBiMvxt/pH1LfwDfAjAFYALgOhEdFAgE/gDaoXFVXSEADyKqaXpPbCLKYDD+mTQ3YdRoNNBoNLCysjK6XXP2EM15Jj5r3/r963S6JifCz2o7459Bc5NNtVqNmpoagzGkn8Dm5uZi0KBBvDGi0+lQWFiInJwcdO7c2eBhRW1tLTIzM1FVVYUxY8YYHFOj0SAzMxPt27dHmzZtjLarrq4O1tbWf9rY0+l0UKvVzfroKpVK6HQ62NjYNFmHiKDRaJgtCoPBYPyBPO9E1OxZFYhIBGCQkc/H/ZdtYzAYjL+UoqIixMfHc8XFxQWenp5Qq9XIzMxEcnIyr+zbtw9Tp05Feno60tLSOO/RtLQ0qFQqhIeHIz8/n/v8SX3Tpk3Yt28fxGIxkpKSuH0mJSVBLBYjNDQUDg4OqKqqgkgk4iI6QqEQ1dXViImJgZWVFYgIUqmU8xCNiYnhopb6SYZarUZiYiLCw8MREREBuVwOLy8vbvVa4P+iOKGhoRCJRLh69SpvMqFSqRAbG4ugoCCEhobi008/5UWL6Qnvw6CgIKxatQpvvPEGr3/z8/MRGBiIoKAgvPnmm5g7dy5PLy0tRVBQEAIDAzFgwACsWLGCpyuVSoSFhcHf3x8dOnTAxo0bebpOp0NiYiIePXoElUqFnTt3GlxjuVyOR48eITExEUePHjWYyCmVSoSEhMDX1xdbt2418KTUarWIjY3Fw4cPMWzYMLz55psGenx8PPz9/WFubo7Nmzfz9OrqakRERCA0NBQlJSU4ffo01walUgmRSITY2FjExsaioaEB3377LQQCAfLz8w3G34gRI7Bp0yZkZWUhMzOT+5mRkQGZTIbjx4/DxMSEy3PVe+HW1NRg6tSpGDduHHJycriSm5uLhoYGuLq64uTJk/Dy8kJ6ejoyMjK43FEAuH//PoqLi3kRRJFIhOTkZPTs2RP6B8s6nQ7p6emIjIxEREQEIiIiMHToUFy8eNGgT4KDg+Hn54cXXngBe/fuNbhuOp0OUVFRCAsLwwcffGB0Ak5EiI+Ph52dHV566SUDXX99YmJiMGrUKKM6AJSXlyM3NxeDBw82qut0OgQFBaFHjx5NRvX1ueHGou46nQ6xsbHw9vbG2rVr0b59e55eVlaG4OBgBAYGYt68eRg5ciSnVVRUcPd6dHQ0tm/fztMZDAbjf4LneX/3jyosR5TBYLQk+ryuGzdu0K5du2jKlCnUoUMHXv6XhYUFTZs2jfr06UPm5uYG+WGOjo48T8inS+fOnY1uh3/7Q/br14+srKyM6kOGDKGZM2fyvDefLFu2bKG9e/fS1KlTqX379gb6L7/8Qrdv36bt27fTmDFjeD6iAOj27duUnp5O//rXv2jFihX00ksv8fQTJ05QdXU1PXz4kPbu3WvgRbpkyZJmvQ9feeUV0mq1lJmZSRcvXqQlS5bwfEa7du1KSqWSiouL6ebNm7Rhwwbq168fp7dp04bKy8upvr6eAgMDaf/+/TRmzBjO69XS0pJyc3OJiCgnJ4fOnz9P8+fP57UhLCyMiBrzPx88eEDbtm2j/v37c/rZs2e5sZCUlEQnT56kSZMmcddk3rx53HjJycmhc+fO0Zw5c8jBwYEAUMeOHam2tpa0Wi0JhUL6/PPPacaMGfTCCy9wXpwJCQmUl5dHP/30E7333ns0cOBAzmMUAHl6etLp06dp2bJl1K9fP56XKwCaPHkyDR061KiXqKmpKW9fLVVsbGy4PFtjZcWKFfTee+/RhAkTuL54ctzn5eVRfX09BQQE0J49e+jVV1/lvHDNzMx43pw1NTX066+/0sqVK7lxfvjwYYN7WSgU0s6dO8nNzY3s7OxIoVAY3PNCoZC2bdtGnTp1oqVLlxroKpWKvLy8aM6cOWRhYUHe3t4GdRISEmj79u3UpUsXcnV15eU56z1EP/roIy539dKlS5xeVlZGV69epXfffZfatWtHAGj69OlERFRUVEQ3btwwuA8GDRpEQUFB9Pnnn9M777xjkBM7bdo0o76qDAaD8XcFf4aP6O+FvZrLYDBaCiKCl5cXjhw5wnkCGsPExOTJhdf+p3iWjcazrCKsrKygVqt5K9E+ibW1NbRabZP70L+a2ZQdjrW1NaysrFBZWWl09VNra2u0adMGFRUVRvdhYWEBNzc3lJeXo6SkxOg+hg4divLycsjlcqP76N27N7RaLeRyOW/FXj2Ojo6wtrZGcXGxUR9PMzMzmJmZ/S6rHVNT0yb7GPhneYQ+D9bW1ujZsyfq6upQUVGBsrIyg/NbvXo17OzsUFJSwkVqKyoqOH3UqFFYtmwZlEolZDIZoqOjDVZlPnLkCLp164bKykqkpKQgIiICGRkZUCgUABp9dC9evIiqqiqIxWKEhYVxUWU9b731FqZMmYLU1FTExsYiNzfXwM5m1apVXKRaJpMZnIuzszN3rv8N+tennZycMGHChCZzTRkMBuPvwp9i3/J7YRNRBoPxVxATE4OzZ8/i6tWrLerN+b82gWD8/TAzM2vSF7djx46orq428BAFGi1SevXqhZSUFKNeoH379oVCoTDqc2tubo7WrVsbWN0w/nxWrVqFCxcu/NXNYDAYjGZhE1EGg8F4irKyMly5cgVff/01srOzATR6Wa5ZswaFhYXIzc1Fjx49cOrUKaSkpAAALly4ADc3N4jFYqSnp6N9+/Y4deoU8vPz0blzZ0RFRUEsFiM7OxsxMTHQ6XS4dOkS6urqsGvXLmzcuBE5OTnIzMyEt7c3ZDIZgoKCAAChoaHo2LEjcnNzERcXhzt37iA9PR3FxcWwtrZGUlISKisrIZFI4OfnB19fX2RlZUGj0cDe3h6BgYEoKyuDWCyGr68vgoODOQ9DKysr3L17F7W1tcjKyoK/vz8iIyNRWlrK9celS5dgbW2NnJwcBAUFISYmhje52L17N3r06IH8/HyEhYUhLi4OxcXFnL506VKMHTsWUqkU4eHhiIuLg1wu5/SpU6di9uzZkEqliIiIQHx8PC+a9Oqrr2Lp0qXIy8tDZGQkRCIRL6LVu3dvrF+/Hjk5OYiNjUViYiIvquTo6Ijt27dDLBYjISEBKSkpXLQLaIwIf/zxxygrK0NiYiLS0tJ4+wcavVA7deqE1NRUpKamQiKR8CK8r776KiZOnMh5xcrlcl7EzNXVFevXr0dNTQ3S09O5vF199LVt27Y4evQoFAoFZDIZLC0t4eXlxY2v7t27w9PTEzKZDDKZDJ07d8atW7fg4+MDAFizZg2WL18OsViM3NxcdO3aFVevXsVvv/0GAMjIyIBOp0NGRgZSU1Nha2uLy5cvIyYmBitXrsSFCxcglUqRkpKCqKgoFBQU4OrVq6irq0NxcTFeeOEFSCQSJCUl4erVq4iJiUF6ejr27duH/fv3o76+HpmZmfj5559x48YNZGZmwszMDDKZDHZ2dsjJycG1a9dw69YtJCUlgYjQv39//Pbbb0hPT4eXlxcePXqE9PR0Ljrv7OyMtWvXIiYmBkKhkPPGfZL+/fujpKQERUVFTUbLm4u2A8+O6AONUVGlUmk02g00jjEHBwdUVlairKzM6L5mz56N6upqFBQUQC6XG0Q+p0+fDjc3NxQUFKC6uhqxsbG8cTh//nz0798fCoUCAoEACQkJ8PX15fpr37596NSpE4qLizFw4EBMmzatyfNhMBiMvwN/mo/o7yksR5TBYPwd0Gq15O3tTdOnTydHR0dSKpU8XafTkY+PD02aNIlWrFhhsL1araaffvqJBg0aRCEhIQZ6WVkZffLJJzRq1CijuV1xcXH07rvv0vbt2w20+vp6+vHHH+nVV1+ly5cvG+gymYyOHDlC3bp1o9u3bxvoycnJtG3bNnJycqJvv/3W4LxiYmJo48aN1LZtW9q/f7+BHhsbS5s3b6b27dvTggULDPafmJhIH330EXXp0sWoj2h6ejrt3buX3NzcyNnZmVQqFU9PS0ujffv2Uffu3cnOzo4qKysN2r9nzx7q3r07mZmZkUQi4bUvISGBdu/eTd27dycAFBERwdNFIhHt3buX8/g8d+4cb//Z2dn06aefcv6NCxcu5OlVVVV09epVmjNnDllbW5OzszM1NDTwjiEUCumjjz6irl27kkAgoMzMTIN9XL58mcaOHcvLY31yH0FBQfTOO++QpaUlL1/yyX5YvXo19e7d2+gYEolEtGjRIqOenjqdjry9vWn27Nmk0WgMdL3H6P37941u6+PjQxs2bDDQ9O3y8PAwOjZzc3PpwIED5OrqSjExMTxNKpXSF198QSNHjiQAFBUVxWlyuZwuX75Mc+bMIVtbWwL+z5u1traWHjx4QNu3b6chQ4aQQCDgcndramqotLSU7ty5Q9u2baMRI0ZweagAaNOmTaTVaik5OZnOnTtH7777roFPqN7LNy8vj77//ntatWoVL5dan+dM1OjD6+fnRzt27KBBgwZxdc6fP8+di1arpcjISNq1axe9/PLLBIDc3d15faFSqej+/fu0aNEisrGxoXHjxhn0pVgspo8//pg6duxIq1evNnotGAwG4+8KWI4og8FgPJvc3Fy0atUKTk5ORnWJRIIuXboY1YgIVVVVeOGFF4zq9fX1MDc3b9Jepba2tllrifLy8ibtMfQWHJ07dzaqq9VqZGVloXfv3kZ1lUqFuLi4Jv0rNRoNAgMD8cYbbxhduVSn0yE4OBgDBw40ev70b3/MLl26NLniaExMDOzt7dGjRw+jenx8PAQCAQYNMli4nfMBLSsrw/jx442eQ0pKCoRCId555x2julQqhZeXF5YvX85bWVhPTU0NvL290bdvX6P9qD9HrVbbpB+rWCyGXC5vcsXTkpISKBQKo32g1+3s7Jq08FEqlUbbrm8fgD/FQqU5SxmdToeKigq0bdvWqJ6Xl4fi4mIMGzbMQGtoaEBwcDAiIiKwa9cug2OUl5cjICAA/v7+GDVqFBYsWMDTa2trERERgeDgYISHh+P8+fNwdXXl1SkoKOBWjq6srMSlS5cMjiOTybgVbSdMmIDZs2cbtLW4uBiPHj1CcnIyDh06ZLQ/MjIy4OXlhdWrVxu9T2pra/Hbb79h6tSpsLOzM9A1Gg2CgoIwbhwzKmAwGP8c2Ku5DAaD0QI868u+RqOBmVnTTllqtbpZD0OtVvu7fEKfpTP+2RARtFqt0TFGRKioqGjyYUZ1dTVUKpXRCSP92y7I2dm5SQuVyspK2NvbN9m25iarDAaDwfjf5Q/zEWUwGIz/NSoqKhAdHY2oqChERUXhww8/xOjRowE0RsESEhIQFxeH+Ph4pKqhYPQAACAASURBVKam4ueff4arqytUKhVSU1ORkJDAFSKCt7c3LCwsUFRUBJFIhISEBO7nxIkT4enpyX2xFwqFSEhI4LxCjx8/jjlz5gBojH7FxsYiLi4OcXFxEIlEuHXrFvr27QugMXoSFxfH+QumpqbCy8uLi9hqtVqkpaUhIiICkZGRSExMxI0bN3hR0+LiYoSHhyMsLAxRUVE4d+4cz4uxvr4e0dHRXMRo9+7dvKipTqdDcnIyQkJCEBwcjIULF2L69OmcTkTIy8tDUFAQgoOD8eqrr2L58uW8/tf7JwYFBaFz587YsmULT1cqlYiMjERAQACICAcOHODpeh/Rx48fIz8/H56engYTHolEAn9/f0RFRcHT09MgaqhQKLjI2rZt2+Di4sLTa2pqEBISAn9/f8yYMcPAj7KqqgohISEIDAzEsGHD8Pbbb/N0qVTK9eHAgQN5Xqn666gff1OnTsWSJUsAAHV1dRCJRJzHrVAoxGeffYZRo0ahoqKC863UF307lUqlgf9ocnIyPvjgA2zZsgWpqamcf61eq6mpQWJiIqqqqpCUlMTzCk1MTIS7uzsuXboEIoJYLObGpv7n+fPn4e7uzl2TtLQ0hIWFITw8HFFRUfj+++8xcOBA3thITk7G48ePERAQgIMHD6JPnz68ftNHun18fDB06FBMmDABT6PRaBAWFgaxWIylS5ca6Prrc+/ePYwbN87Av1N/HJFIhIKCArz11ltG91FUVIQ7d+5g/vz5RqOZFRUV8PHxQdu2bQ18ZvXbP3r0CEVFRQZjXKfTISUlBQEBAcjKysLJkyd5D5xKSkoQERGB8PBwFBUV4dy5c80+0GIwGIx/JM/z/u4fVViOKIPBaGmUSiWFh4fTqVOnaNGiRQYefUOHDqVjx47R/2PvvMOjKvb//94U0kNCMIUSOqGGEgEpgQABBOlNigIiglSFoIiCAoqAgHQERFGkK4IIAoH0TbIpm05CEhLSy2azqbtpu/v5/cHduRx2N/r9Xe+96J3X8+R5fHzvOWfOzJywkzkzr3nz5lH37t3ZGjTdz8SJE+n1118nT09Pg77QBQsW0Lhx48jZ2Vkvc3BwoDVr1tCYMWOoVatWermXlxdt27aNpk6datBV+vrrr9Px48fpjTfeoD59+uj5JLdu3UrXr1+nzZs305gxY8jOzk6Qb9++neLj4+n48eP02muv6flKV69eTTKZjK5du0YbN26koUOHCu5x8uTJVF9fT2FhYbRr1y565ZVXBG5JT09PamxspOTkZDp+/DjNnz9fcB+urq5UXV1NhYWFdOnSJVq1ahX16dOH5VZWVpSfn09KpZICAgJo69atAo8oAIqJiWEO0CNHjtDMmTPJycmJ5ZcvXyYiIplMRpcvX6YVK1YI2nj79u1E9GStob+/P23atIlefPFFVpezZs1i/SQwMJC2bNkicF726dOH1Go1VVRU0I0bN8jPz09wvIuLC1VUVFBCQgIdO3aMFixYIHCpOjk5UVhYGH399df01ltvUb9+/QQe0Xbt2tGuXbtowYIF1LNnT7027t27N7388svUtm1bgz7PPn36CLyqT/9YWVkJyvLsT7du3cjd3d1gZm5uTq+//jr5+PgY9IkOHTqUbty4Qdu3b6cJEybofWblypWk1WopNTWVjh07RrNnz2ZeTTyzblIul9PFixdp8eLFzPPr6upKSqWSfaampoZ++uknWrRoEWv/H3/8UfCsl5WV0TfffEOTJk2iFi1a0KBBgwTra7VaLUVHR9OmTZvYs3Dv3j3BOR4/fkxffvkljRgxgkQiEU2aNEmQZ2Rk0P79+8nHx4dMTU3J0tKSioqKiOjJ+m7dGtL+/fuze7158yZpNBpKTEykQ4cO6fXhb775huLi4ujYsWMGn9Pr16//q78GORwO5z8K+BpRDofzv4xSqcRnn32GL7/8sllX5u+5Nn8v/yvze/5Kc3NzqNVqo/ffokULaLVao/qQFi1awMTExKgyp0WLFrC0tERNTY3Ba5iZmaFVq1aorKw02oYdOnRAZWUlqqqqDOadOnVCbW2tQVcl8MTR2NjYCLlcbjB3dHQEEQl2430aCwsLaDQao3Xwr/avv2r/E4lEEIlERvVFLi4uMDc3R01NjcG269q1Kzw9PVFUVISCggIUFRUJzmVubo7169ez3YozMjJQUFAgqKtp06Zh0KBBePz4MVJSUpCWliZwxdrZ2WHLli0oKChAcnIy0tLS9Byhs2bNgp2dHdLS0pCZmQmFQiHI27Zti27duiE3Nxf5+fl6/cDExARt27Y16qEFmn8ORSIRBg0aBCcnJzg5OWH06NGC2XUOh8N5HuFrRDkcDgdAdnY2vvnmG5w5cwbFxcX/7eJwOM8N5ubmaGpq+j9nnP8e3CPK4XD+CvCBKIfD4TyFWq3Gb7/9hq+//hq//fYbm1356KOP0LVrV5SWliIhIQEAcPXqVfYl/JdffkFDQwMKCwsRExODxsZGXLt2DRqNBt27d8fFixdRUFDA1kVWVFQgICAAAPDGG29g7dq1KCgoQGZmJvz9/ZGfn88ckgcPHsSwYcNQWFiI+Ph43L17F1lZWcz1+dNPP8HZ2RlFRUWIiIhAQEAAHj16xGZWfv31V1hYWKCwsBChoaEIDQ3F48eP2b1duHABtra2KCgoQHBwMCIjI5Gfn8/q5Msvv0S7du3Y8TrPpA4/Pz8MGDAARUVFCA8Ph1QqRUFBAcsXLlyI8ePHo7i4GBKJBFKpVHD+cePGYf78+SgpKUF0dDQ7XvfvTv/+/bFq1SqUlpYiOjoaCQkJgrxt27b46KOPUFpaitjYWCQmJqKwsJDllpaW2LVrF+RyOeLi4pCcnCzIAWDLli1s3eGDBw/0Zq2WLl2K9u3b4+HDh0hKSkJ+fj5qa2tZPmXKFLz00kvIy8tDQkICioqKBPc4evRovPLKK5DL5YiPj0d5eTme/nfO19cXM2fOZOs7a2pqEBAQwGaJFy9eDF9fX5SVleHhw4dQqVT49ddf2SzhiRMn0KZNGxQVFTFP6i+//IKqqio4OztDLBaz/hcTE4Pi4mLcunULjY2N+OCDD7BmzRrk5OQgOzsbd+7cQUZGBitfVlYWLCwskJOTg/j4eFy9ehWJiYmoqKiAj48Pbt++jYKCAjx69Ai//PILbt++jdzcXADA559/joULF6KoqAgBAQG4efMmpFIpe24OHDgALy8vxMXFwd/fH5GRkQK/5urVq9GlSxfmn83Ozha0m5eXFzw8PJCeno5Hjx7pzZqamprC29sbRUVFKCwshFKpxLN06dIF5ubmkMlkejOZwJPB9sCBA1FeXo6SkhJBu+sYPHgwrKysUFxcbPA6HTp0gK+vLwoLC5Gdna33GRsbG6xbtw61tbV4+PAhSktLkZKSwp7RFi1aYOfOnairq0N2djbkcjkkEgn7HdCqVSscOHAA5eXlKC8vh5eXl8EdfDkcDud5gntEORwOxwj5+fm0Y8cO6tChAy1YsEAvLy0tpc8//5zc3d3pyJEjenlBQQFt3bqVnJ2dKTk5WS9PS0uj1atXU5cuXfQ8mlqtloKCgmj27Nk0efJkvWPr6+vp3LlzNHz4cFq3bp1eXl5eTocOHaJevXrRJ598YrBsO3fupM6dO9NHH32kl2dlZdHHH39MHTp0oOXLl+vlmZmZtHXrVurQoQNNnDhRL8/OzqYdO3ZQ165dqXfv3nqOy9zcXPr888+pZ8+e9MILL+g5WvPz8+mLL74gT09PatGiBZWWlurl+/btY57GhIQEvfvbv38/DRo0iADouVSLioro8OHDNGzYMAL+6aPUoVAo6JtvvqHx48eTqakpvfbaa4K8vr6erl+/TvPmzSNra2vy8vLSW2cokUho7dq15OzsbNCV+vjxY9qxYwd16dKFXF1dBR5SXRmOHDlCnp6e5OnpqVeHtbW19PXXX1P//v1p5cqV9Cw1NTV07Ngx8vDwoPv37+vlJSUl9Mknn9CQIUMMOkilUim99tprtG/fPr2srq6OvvvuO/Ly8qLc3Fy9/MGDB7R27VoaOnSo3rmrq6vp9OnTNHz4cL2+rdVqKSIigtauXUsuLi40duxYQS6Xy+nMmTM0ZcoUsrCwIGdnZ1KpVOzY1NRU+uKLL2jUqFFsje2NGzcE+YEDB2jChAlkaWlJAGjkyJGsjHK5nK5cuULLli2j9u3bs/WXISEhrAyZmZl09OhRmjx5MllbWxMAmjp1quAe4uPjaceOHaz/WVlZCfpwY2Mj3b17l5YvX87WxAYGBgrutaioiA4cOEAvvviiwT7c0NBAV69epcmTJ5OJiQmFhobqtQOHw+E8z4CvEeVwOJzm0Wg0EIvFGDlypEHFiUajQXp6Onr16mXw+IaGBigUCri5uRnMq6qqYGZmZtQVWlJSAhcXF6N6lby8PL3dXHUQEbKystC1a1eDuW5XTt2Ou4bymJgYDBkyxGguFosxbNgwo2oQiUSCHj16wNHR0WAeFxcHZ2dnox7WpKQkmJmZGa3ftLQ0VFZWGnVwPnr0CJmZmZg4caLBPC8vD2Kx2KhHtKysDL/++itee+01tGjRQi9XKpW4efMmRo8ebdAzq1arERAQAA8PD3Ts2FEvJyJERETA3d3dYB0QEaRSKXr06AFbW1uD+cOHD426YLVaLeRyuVEHbn19PczMzIzuttrQ0AALCwuDGRGhsbHRaK5UKmFhYWH03FlZWejcubPBvq1z1A4bNqxZf2v37t3Rr18/vbyyshL+/v4oLCzE+vXr9fK6ujqEhYXhzp07WLZsmV7/IiJkZGTg7t27qK2txYcffqh3joaGBojFYty5cwfr1q0z2H4lJSW4desW3NzcDO68q/v9IpPJMGfOHL0ceOIZzczMxCuvvGIw162RHTx4sMGcw+Fwnkf4q7kcDofzHED/oufzX805f3+a6wPNuTyJCE1NTQYH4QDYK8zGBpv/quOWw+FwOH9PuEeUw+FwjFBVVYWoqChERkYiOTkZp0+fhoODA4B/ujh1jseSkhJcvHgRlpaWAACFQgGpVAqpVIrY2FjY2trizJkzbHfTrKwsgW9x6NCh+PTTTwE8+WL/8OFDwfFvvfUW82yq1WqkpaUxT2hsbCx2796NMWPGAPinq1HnQI2JicGJEycwcOBAAGC+x6ioKERFRSEmJgbHjx8XzCrJ5XJ27xKJBJ9//rlgtqWurg5SqRQRERGIiIjAqlWrBI5EjUaDlJQU5sh85ZVXBDOOujoIDw+HWCyGp6cn1q5dK6h/mUzGcltbWz1PqEqlgkQiYWtuDx48KBjQaLVaJCUlISQkBKmpqThy5IjeYCo3NxfBwcEIDw/H7t270apVK0FeVlaG4OBgBAcHY8OGDejSpYsgVygUCAsLQ3BwMBYuXIgXXxT+eyqXy9m63BkzZmDUqFGCOsjJyUFYWBjEYjFef/115qkFnsy2xcXFMefmtm3b2My1rv50/e/hw4c4f/48nJycADxxUz7b/86dOwfgySylzoGr+1m5ciVWrFgBrVaL7Oxs5seNi4tDRkYGAgIC0LlzZ6jVaqSmprJzx8XFwczMDIGBgaxc2dnZrN9FR0ejf//+OHr0KLsvpVKJmJgY1neGDx+OzZs3C+qtuLgYISEhCAkJQZcuXbBx40ZBTkRISUlBQEAAKisrsW3bNjxLfX09QkNDERQUhC1bthh84yAvLw+3bt2Cl5eXwdnE+vp6BAUFQSaTGXSRarVaSKVS3Lt3D++++y6sra31yvngwQPcuXMH48aN05u51fXR+/fvo1u3bpg2bZre9aOiohASEgI3Nze89dZbgly3Ljs8PBxdu3bFmjVr9MrI4XA4f3X4jCiHw/lbo9VqkZGRgcjISERGRiIiIgKpqalsY5RNmzbBy8uLfcGWSqWCTUs++eQTWFlZITY2FlKpFI8fP2aZmZkZdu3ahZKSEkilUsTHxws2VWndujV27NjBvuAnJCSgrq6O5X379sV7772HuLg4xMTEID4+HiqViuWTJk3C0qVLWdliY2NRU1PD8kWLFmHBggVs4BkdHc02OQGebMSzZs0aNuiMjIzEo0ePWD579mwcPHiQDYgiIiIQFxfHNpwZMWIEbt26haioKERERCA8PBwSiYSVoWvXroiLi0Nqair70hweHs4UGI6OjsjIyEBFRQXEYjH7ycjIYPWXnJwMZ2dnhIeHIywsDKGhoZBKpWw2zt/fH6NHj0ZCQgIbwISFhTGdytGjR7F69Wrk5eWxgWVwcDBrp3feeQcHDx5kA8egoCAEBQXhwYMHAJ4oPq5fvy4YeAYHByMxMRFEhCFDhiAyMhIlJSUIDQ1FSEgIQkND2fGenp6IjY1FWloawsLC2OBTt+nT4MGDcfXqVVaHkZGRkEqlTEczdepULF++HNHR0eyPB09vrLNixQq0a9eODTyf3izK1NQUGzZsQGFhIeLi4pCeni7Y8KdTp06YMmUKEhISEB8fL+g7untv06YNpFIpkpKS9DQ7X3zxBWpqalj/e7pcLVu2RFBQENLT09nAMyEhgWlIXF1dkZ6ejsrKStZuISEhrP/Z2NggMzMTbm5uyMvLQ0BAAO7fv4+AgADWf+7fv4+xY8eCiPDo0SPcvn0bd+7cQXBwMOrq6rBu3TocOnQIwJM/4kRGRuLWrVu4desWUlJS0K5dO2RmZrI/IhUVFeHWrVu4efMm7t+/D5VKhbt377I/tFRXV8Pf3x+3bt3C7du3UVpaihUrVuDEiRMAnrwSHBAQwMpRWFiInj17Ijk5GaampsjNzcX9+/dx7949BAQEQC6Xo2XLlsjOzoa1tTUkEglCQkLYxmENDQ2wsrLCw4cPUVVVxZ4fsViMnJwcAE8UMxkZGXB1dQWHw+H8VeCv5nI4nP9p8vLy8MEHH+DOnTuC3To5/8TExMSo5xH4fc+omZkZtFqt0XPoXuk05tg0NTWFhYWFYPD9NCKRCA4ODqipqTF6DldXV1RXVxs9h5ubG1QqlVHPqLOzMxobG416Qh0cHKBWqw3uqAoA1tbWaGxsNFo+MzMzo9nfGZFIBBMTE6P9x8LCAvb29qitrRX8cUaHmZkZ+vfvD4VCAZlMZrD+x40bh4aGBraT8bOezn79+qFHjx7IycnB48ePIZPJBLmlpSXmzZuHx48fsx1vn+3LY8eORV1dHXJzc1FUVKTndO3cuTMsLS1RWFhosI/Z29vDysoKcrncYF2Ym5uDiIz2EQcHBwwYMAAODg5wdHTEqFGjsGjRIoOf5XA4nOcFPhDlcDj/89TV1eHatWs4c+YMAgIC9L5Ecjgczl8J7hHlcDh/Bf7oQNTU0PqLfxenTp3atnz58v/Y9Tgczv825ubm6Nu3LxYtWoQlS5bA0dERubm5bPZLJBLh1KlTmDBhAjw9PWFqagpbW1uUlZUBeDIbcfnyZYwbNw4DBgxguW5mZcCAATh79qxgjViLFi1QXl4O4Mmrr0eOHMH48ePRs2dPNDU1QaPRsNmdjRs3YseOHRg3bhw6duyI+vp6qFQqNrOzZ88e+Pn5wdfXF25ublAqlaitrWWzJ0eOHMHq1asxZswYtG7dGrW1taipqWGzOgcOHMDbb78NHx8fODg4QKlUoqqqig3It23bhlWrVsHb2xv29vZQKpWorq5m+apVq/Duu+/C29sbLVu2hEqlEuRz5szB5s2b4e3tDUdHR6hUKsH1fXx8sH37dnh7e8PJyQn19fWora1lM0M9e/bEF198gREjRqBVq1ZoaGgQ5K1atcKhQ4cwfPhwODo6slx3fhMTE+zbtw8jRoyAo6MjGhsboVQqBTNPmzZtwvjx49G6dWuo1WqoVCrB7NOyZcswffp0uLm5QavVoqGhQTCzNm/ePMyfPx+dOnWCSCRi59AxZ84cLF68GB4eHjA1NYWJiYlgZmzx4sVYsmQJPD09YW5uDktLS9Y/gCee0wULFsDLywuWlpawtrZm/cvExASXLl3ClClTMGjQILRo0QIWFhasf3p6euLy5ct4+eWXBeuEdf37/fffx969ezFp0iT06dMHjY2NUKlUbAYyMDAQq1atwqRJk9CuXTvU1taisrISGo0Gbm5uiI+Px6uvvgofHx9YWVmhvLycvd7r7e2NX375BbNmzUKPHj3Q1NSEsrIyVrfjxo3DyZMnMW7cODg4OEClUgle7R0wYAD27duHvn37wsLCQm9W287ODp999hk6dOgAMzMzVFdXs9eZn65bDw8PmJubQ6lU6uX9+/eHt7c3rK2t0dDQoDfzam1tjfnz58PBwQEikUjQt3TMnDkTvXv3hpWVFerr6/VeXx45ciSmTp3K1vA+2/8GDhyIN998E927d2ezn0+/It2/f39s2LABXl5esLOzg42NjWDmdsSIEdi8eTNGjBgBLy8vjBo1yugu0xwOh/O8sH379uJt27ad+t0P/hHHy5/1wz2iHA7nv41Go6HAwEB6/fXXycrKir766itBrtVqKTIykpYuXUrW1tZ07949g/nixYvJxsaG8vLy9PLAwECaM2cOubm56Tkkm5qa6Nq1azRhwgQaPHiwXvlqa2vp22+/pZdeeolmzpyplysUCjp8+DD17duX3njjDb28tLSU9u3bRz179jSYFxYW0u7du6l79+40a9YsvbygoIB27dpF3bt3pxEjRujlRUVF9MUXX1Dv3r2pS5cupNFoBLlMJqNDhw7RwIEDqWXLllRTUyPIy8vL6auvvqKhQ4eSqakp5eTkCPKKigo6deoUeXt7EwA9h2JFRQWdPn2aRo8eTSKRiL799ltBXllZSd999x2NHz+eTExM6MMPPxTktbW1dOnSJZo6dSqZm5vTwoULBXlDQwPduHGD5s2bR1ZWVuTr6yvI1Wo1BQQE0NKlS8ne3p6GDRsmyHX9Y9WqVdSqVSu944mI4uPj6Z133iEnJyd666239PKkpCR65513yNHRkU6ePKmXx8XF0YoVK8jOzo6ysrL0rh8YGEizZ8+mF198Uc/12dDQQJcuXaKRI0ca9MzK5XLav38/devWjfz9/fXyxMREWrNmDTk5OVF+fr7eua9du0ZTp04le3t7UigUgry0tJQOHz5MQ4YMIXNzcyosLBTkDx48oE8++YR69uxJAATPnlarpejoaNq8eTN5eHgQAPLz8xPk8fHxtG3bNuag7dixo8DxmpubS0ePHqUJEyaQubm5nkdUpVLRzZs36a233iJXV1cCQO+8846gjBkZGbRnzx4aMmQIAaD+/fsL6lipVNLVq1fp1VdfJRsbG3JycqLa2lpBOaVSKfn5+VGbNm3IxsaGKioqBNcoKCig3bt3U48ePcjBwUFwPIfD4fwVwB/0iPKBKIfD+Z+lsrKSgoODjeZVVVWUlJRkNFcoFJSbm2s0Ly4u1vsy/jRZWVmCL8rPkpqaqjeQ0KHVaik5Odnosbov5s3lEomk2fNHRERQXV2d0TwmJobkcrnRayQlJdHjx4+N5hkZGc3W7+PHj0ksFhvN8/Pz6ebNm0bzkpISunDhgtF7VCgU9P333xttg5qaGjp37hxVV1cbzOvq6ujHH3/UG0jo0A3MVCqV0fzOnTtGy1dXV0exsbEGMyKi6upqvT+EPE1RUZHeH0Kepri42Gim0WiotLTUaK5SqZrNS0pK9AaaT5OZmUlpaWkGM13fvnPnjtHjU1NT6eDBg6RWqw3meXl5dPToUaPPQFVVFf344490+vRpg7lGoyGJREKffvop1dfXG/xMQUEBHTt2jLKzsw3mSqWSfvrpJ6NlUKvVFBQURImJiQZzrVZLUVFR9OjRI4M5h8PhPK/80YEoXyPK4XA4HM7/KMQ9thwOh8P5k+EeUQ6HwzFCdXU1JBIJwsPDIZfLceTIEZiYmAD4p4tTIpFAIpGAiHD48GH2ZbuxsRGJiYlMt9GmTRvs3r2bnbuqqop5QKOjozF06FC89957LJfJZAIP6Ny5c7FkyRKWFxcXMxVLdHQ03n33XUyePJnlBQUF7NrR0dHYvn07Ro4cyfKioiKBzuXTTz/F8OHDWa5QKBAdHc3u7/3332eeUuCJwzM2NpbpXhYvXozp06ezvKmpCYmJiUyHM3r0aIEDUec61eUdO3bEli1bBPVfUFDAdDFEhAMHDggGMzU1Nax98vPzcfLkSbYDL/DEZZqYmAixWIy4uDgcOnQILVu2FFwjJycHoaGhCAsLw9atW+Hu7i7Iy8rKmI5l+fLlzOP5dD2FhYUhJCQECxYs0POIlpeXs+MXLVrE1mjqKCwsZKqXjRs3omvXroI6Sk5ORlhYGGJiYnDgwAGB57SiogKRkZEIDw9HSUkJTp06BVNTU3bvKSkprH26du0qqF+ZTMbaPyoqCuvXr8ekSZMAPNm9OCUlhfWtpKQk/Pjjj+jQoQOAJ+sbpVIpy+VyOW7dugUrKysATzb/iouLY31HJBLh0qVLrO00Gg1SU1OZzsXU1BTffPONoG3lcjnEYjHCwsJQXl6Ob7/9lj17T9dNcHAwpFIpjh8/DltbW0HdVlVVISQkBAEBAVixYoXemkkiQlJSEu7du4dOnTph1qxZeBaZTIb79++juLgYfn5+erlKpWL9Z8uWLawOdDQ2NiIiIgL37t3D8uXLWR3qqK+vR2RkJAICAjBt2jQMGjRIkFdXV0MsFiM4OBgTJ07E6NGjBXl+fj5TAc2cORO+vr56ZeRwOJy/OnwgyuFw/vbk5eUxP194eDiSk5PZpiRXr15FaGgoc21KJBLBZiFXr17FhQsX2MAuPj6ebYpiZWWFCxcu4MiRI2xwmZ6ezo51dnbGm2++ib1797I8NzeX5T179kTbtm2xZ88e9uX/aU/kiBEjYGVlhV27drG8qKiI5a+88gqICF988QUbeOj8lQAwffp0WFlZ4fjx44iKioJEImEOTwAYP348OnTogPPnz7P7T0xMZBvOeHl5YfDgwbh+/TobWMbGxrJNX9q3t7kZBgAAIABJREFUb499+/bB39+f5VFRUWyzHFtbW6SkpCAmJoYNPCMiIpCfnw/gyWZRUVFRrH3Cw8MRERGBpKQk1j6XL19GU1MT84yGhYUhMjKSbfiybds22NvbIyMjgw38QkNDkZeXBwB47bXX4O7ujtLSUuayDA4ORmpqKoAneo7evXsLBpbBwcFISkoCEeGll17C/v37BQPX4OBgJCcnAwCGDx+OAwcOIDc3V+DLzMrKYm3g7u6OiIgIVv7w8HDBhkIKhQK//voru3+doxQAzp49izt37rD6jY6OZptd2dra4sKFCzh48CBr/6c9t0OGDEF1dTX8/PwQFRWFuLg4wYY9q1evhr+/P+tbKSkpgs16Tp06hatXr7Ln4um+IRKJEBwcjICAANauEokE1dXVAJ5stBQbG4vc3Fw28AwLC0NaWho7/2+//QYASEpKYv7WkJAQtqnRZ599BltbW9TX1yMiIgIBAQEICAhAbGwsNBoNxowZg549ewJ4MvDXOTzv3bsHmUwGOzs71g6NjY0IDw+Hv78//P39ERcXBwC4ceMGgH8OXv39/XH37l2EhYWhsbER77//PqysrEBEePDgATt/SEgIVCoVJk6ciA4dOkCtViMuLo6VMTw8HPX19ejXrx+2b9+OqqoqiMVi1n+kUim0Wi08PDzw2WefITU1VVBPut8Tffv2xeHDh8HhcDh/R/iruRwO529JbGws9u/fD7FYLBjccf6JSCRqVmnze57RP5Lr1oEYu76ZmRmampqMnsPW1hZKpdLoOVq1agWlUqnnkNTRunVrtluvIZycnKBWq416Rh0dHaHRaNgA61kcHBzYbrSGsLGxQV1dXbOu1b+rZ/T3PLT29vZ6uxg/Tdu2bVFfX4+KigqD9depUyeYmpqirKzMYPu5uLigffv2KC0tRXFxsd51zMzM8NJLL6G0tBSFhYUG23DgwIGoqakxmnfu3BlqtRolJSV6u/YCT/qfVqtFRUWFwT5sY2ODpqYmg8cCQMeOHdGzZ0+0bNkSLVu2hLe3NxYuXGjwsxwOh/O8wD2iHA7nf57MzEycPXsWZ8+eZTNkHA6H81flzTffxOnTp//bxeBwOJxm4R5RDofzP4+TkxPGjBmDd955B6NGjQIAPHr0iM3AOTk54fDhwxg5ciTc3d2hVquhVqvZ64tdu3bFkSNH4OPjg06dOkGtVkOj0bCZkWHDhuHAgQMYPXo0OnXqhMbGRoFncsaMGdi9ezfGjBkDd3d35iHUzd699dZb2Lp1K0aPHo02bdpApVJBqVSymZv3338ffn5+GDVqFJydnZmnUzfLtH37dqxduxY+Pj5o3bq1nsdzx44dWL16NUaOHGnQ8/nBBx9g3bp1GDlyJFq1aqWXL1++HH5+fhg5ciRat26Nuro6gSdxxowZ2Lp1K3x8fODq6oqGhgaoVCpWv8OGDcPu3bvh4+ODNm3aoKmpCXV1dWz2p3Pnzjh8+DBGjRqFtm3bsrrX5TY2Njhx4gRGjRrFjn/W87l3716MHTsWrq6uUKvVqK+vF8wu6dbYurq6QqPR6B2/ZMkSzJw5E66urgY9ovPnz8fcuXNZ/uz5Fy5ciDlz5hjN3377bUyfPh1t2rSBRqPRy3fu3IkJEyagffv20Gg0gvu3t7fHyZMnWf00NTVBqVSy+vX29sbevXtZ/dfV1Qn6x8aNG/Hee+8JPLNPe2QvXbqExYsXw8fHB3Z2dqiurmYzizY2NggICMDMmTMxdOhQmJmZoaKigvXttm3b4ubNm5g6dSr69OkDIoJcLmdlb9++PS5duoSJEyeiY8eOUKvVUCgUrG/b2tri7NmzgrZ7duZz9+7dGD9+PJycnNDU1ITKykrBrOL8+fMxa9YstG7dGhqNBlVVVYLjPT09sXTpUri4uEAkEqG6ulowQ2ttbY0NGzbA3d0dZmZmqK2t1ZuZXLFiBQYMGAArKys0NDRAqVQK8jlz5mD8+PFs5lypVArKMGXKFMydOxft2rUDAL3+NXXqVCxatAg9evSAmZkZtFqtwDM6b948vPnmmxg6dCgGDBiAkSNH6q1n5nA4nOcN7hHlcDgcA9TU1NB3331Ho0ePJgAUHh4uyOvr6+nKlSs0YcIEMjU1pYyMDEHe0NBAP/30E7388stkbW1N5eXlesdfunSJxo4dS25ubnpqEKVSSd999x0NGzaM+vbtq6fuqKyspK+++ooGDhxIY8eO1Su/XC6ngwcPUu/evWnGjBl6uUwmoy+//JJ69epFs2fP1stLSkqYZ3TSpEl6eWlpKe3fv5969+5NgwYN0ssVCgUdO3aMvLy8qF27dtTU1CTIa2pq6NtvvyVvb2+ytrbWU5uoVCo6f/48+fr6komJiZ7Co66uji5fvkwTJ04kExMTunXrll7+448/0tSpU8nMzIwOHjyol1+9epVmzJhBLVq0oDVr1gjy+vp6+vnnn2n27NlkYWGhV0f19fV0/fp1mjt3LllaWtLEiRObzSdPnmzw/LNmzaIWLVrQkiVL9PKrV6/S9OnTydzcnD7//HO98l+5coUmTZpEJiYmeh7b2tpa+v7778nHx8egg7KiooKOHTtGAwcOpFGjRtGzlJSU0J49e6hbt24GPaJZWVn04YcfkpubG126dEmQ6ZQ9b7/9Ntnb2+upddRqNfn7+9OCBQvI0tKSJBKJINfpbGbMmEHm5ub0yy+/6N3bxYsXacqUKWRubk6fffaZIK+urqYLFy7QtGnTqEWLFjRhwgRBrnN4zps3j2xtbcne3p4qKytZ3tjYSP7+/rR8+XJ64YUXCAAFBAQI7i82NpY++OAD6tatGwGg7du3C66Rk5ND+/fvp5deeokA0Ny5cwV5VVUV/fDDDzR58mQyNzfXc/E2NTXR3bt3afHixWRnZ0cDBw4U/A7Q+VLXrFlDrVu3pqFDhxKHw+H81QD3iHI4HE7z5OTkUEREhNE8Ly+PUlJSjOa5ubmUk5NjNH/06BGVlZUZzVNSUpqV1cfFxekN9HTovjQ35wGNiYlpNpdIJEY9jLovxEql0mj5EhMTSSaTGc0zMjKMOhaJntSfMYci0RMPZnMeUZlM1qxHVKFQNOsRrayspLNnzxp1bVZVVdHZs2eNtpEuN+YJraiooB9++MFoHcvlcr3B2NMUFRVRZGSk0fzRo0fN9r/4+HijjlStVksPHjwwemxTUxNlZmYazZVKZbN+y8rKSqOeUCKi8vJyioqKaja/ceNGs+c/e/asUcerSqWia9euUUxMjMFcrVZTcHAwXb582WCu1WopKSmJjhw5YrT/5OXl0eHDh40+IwqFgr799lujvwNUKhX9+OOPRp+hxsZGunHjBlVVVRnMORwO53nljw5E+RpRDofD4XA4HA6Hw+H8KfxpHlGRSGQJIBSAxT8+/xMRfSISiToBuASgFYA4AK8TkeFt3zgcDuc5QuepDAsLg5WVFTZv3izICwsLmZLC2dlZkD/tyZRIJOjRo4fAQ6jzjOqUFyNHjsSKFStYrlKpIJVKmU5l5syZWLBgAcurq6sRExPDdBzLli3DlClTWF5eXs48olFRUWwNoI6ysjKBR/Kjjz5i62MNHb9hwwaMGzdO7/oSiQRRUVFYtGgRZs+ebbD80dHRGDlyJNasWSO4/+TkZJa7uLhgz549LCciZGVlsevX1NTg9OnTzJMJPHF46uonPT0dp0+fFrgkdS5TnTJkz549aN++vaAN8/LymIdxxYoV6N+/vyCvqKiAWCxGaGgopk+fLnCtAk/6SHh4OEJCQjBlyhQMGzZMkCuVSojFYgQFBWHBggXw9PQU5FVVVQgNDUVwcDA2btwINzc3QZ6fn4+goCDEx8dj9+7dsLCwYJlOBRIcHIz6+np8/PHHgmPLysoQFhaG0NBQDB48WNB/1Go1c6yKxWJs2bIF/fr1Y7lMJmMqneTkZJw7d445TLVaLTIyMpgqprS0FFeuXGFl03lCdblSqcTFixdZ2xER0tPTWV5eXo5Lly7B3NxccP2IiAiEh4fj4cOHOH/+POzt7QVtGx8fzzQ3e/bsQbdu3QT3X1xczDQ9EydOFHh2gSd9MCYmBsHBwbCzs8O6desEOREhOzsbQUFByM7Oxs6dOwWuU+DJcxIUFISIiAh8+umnsLGxEeQ1NTUIDQ1FUFAQNm7cCFdXV708LCwMgYGBWLlyJbp06SLIFQoFU7msWrUKHh4egjw/P5/d44YNG/RyDofD+TvwRzyiDQDGEFGtSCQyByAWiUS3AWwAcICILolEohMA3gTw1b+xrBwOh/P/hUwmEzj6EhISoNFoYGpqCqlUivj4eOZwjIiIYA4/S0tLSCQS5nHUDc50G7q0bNkSQUFBuHLlCht4xsXFsc1I2rZtiw0bNuD7779nA6ukpCS2YUrPnj2xefNmfP311+zcqampbEOWIUOGwNnZGUePHmUDt8zMTHZfY8eOhYWFBQ4cOMAGl097JF9++WVYWlriyJEj7PhHjx6xXLeJzcmTJ1melpbGrj9gwAB4eHjgzJkzLE9OTmblb9u2LbZu3YqLFy+y6z99/5aWloiMjMTdu3cFg+Py8nJWhnv37iElJQUSiYTV8dMu1qNHj6KhoQEhISFsABMdHc02lHr77bfRtm1bJCcnszYWi8XMVTp27Fj069cPpaWlbPAWEhKC5ORkEBH69euH3bt3s4Gnzmepc1X27dsXn332Gerq6hAREYGgoCAEBQUhOjoaarUaQ4cOxa5du6BSqRAeHo7AwEAEBgYiNjYWWq0W8+bNg5ubG0pKStixQUFBrB327NkDExMTREZGMgepWCxmupnw8HA2KNGVX+fidHFxwaZNmxAQEMAGnroBIgBMmzYNJiYmOHnyJOvbT7f/jh07IJVKBQ7diooKlp87dw4BAQGsbXR/ONDx22+/ITg4mA08IyMjBcffvHkT6enprN2evf7Ro0dhYmKCe/fusfJLJBK2IdKiRYvQrVs35ObmsnYLDQ1lz0DXrl1x4MABNDU1sYFncHAwwsPDoVKpYGZmxpyshYWFrG0CAwPZLtrnz5+HSCSCUqlEWFgY84AmJCSAiLBp0ybY2NigoaEBEomE5br2nz9/PtsoKiIigp0/JiYGGo0GEydORJcuXaBQKNgfJp721E6YMAHdu3fHo0ePBPeYk5MD4MlmRnwQyuFw/q78n17NFYlE1gDEAFYCuAXAlYjUIpFoKIBtRDShueP5q7kcDuc/xb1793DlyhWEhYUJBjZPY2JiApFIZNR1+HuezN/zcP5e/rzzr97fH7n/36tjCwsLo45QALCzs0NdXZ1RF6WDgwPUarVRj6huNtCY57F169YQiUQoLy83WE7dbrlyudxg7ubmBpVKZdRT2rp1a1RWVhosv4mJCSwsLNig+1nMzMyg0Wia9bT+N/vfv9q2tra2bKdkQ9jb28Pc3ByVlZUGn2Fra2u88MILUCgUggH00/To0QMKhcJo+3l4eKCmpgYymcxgG3Xs2BH19fWQyWQGj3dxcUFjY6NggP40jo6OqKurQ319vcHc09MTXbp0gb29Pezs7DB8+HDMmzfP4Gc5HA7neeFP9YiKRCJTAFIAXQEcA7AXgISIuv4jbw/gNhE1u6c4H4hyOJz/FGq1GgEBAfjhhx/w888/G/0yz+FwOH8Vli1bhq+//vq/XQwOh8Nplj9tjSgAEJEGQH+RSOQA4BqAnoY+ZqQgywEsBwB3d/c/cjkOh8P5lzEzM8OECRMwYcIE1NTU4Oeff8YPP/yAwMBANkvk4eGB1atXQ6FQIDExEQkJCSgoKGCexhdffBErVqyAXC5HYmIiYmNjUVBQwGYvxowZg8WLF6OsrAzx8fGIjo5Gfn4+y2fOnImZM2eirKwMsbGxiIqKQl5eHnMVLlmyBOPHj4dMJmOvtubl5bHrr127FkOHDoVMJmOvtebl5bGZmQ8++AD9+/dHaWkpoqOjERkZKci3bNmCPn36sOMlEong/Js2bcLAgQNRWlqK2NhYdrxuBmrlypUYNWoUysrKkJSUhPDwcOTm5rJXP2fNmoW5c+dCLpcjNTUVERERyMvLY6/eDhkyBH5+figrK0NGRgZ7zbS0tBQA0KZNGxw4cAByuRwZGRmIiIhAYWEhioqKWBueOnUKtbW1yMzMRGRkJIqLi1FYWMjaWbd+Lz09HTExMSgsLGTnB564UDt16oSHDx8iLi4OhYWFUCgULJ8zZw769OmD1NRUJCYmorCwUDB7NmPGDPTq1QvJyclISUlBYWGhYIZu7ty5aN++PZKTk5Gamori4mLB7NyyZctgY2ODpKQkpKWloaSkRNBPP/74Y1RXVyMxMRGpqamCsru5uWHjxo0oLi5GbGwsUlJSIJfLWe7r64tp06ahoKAAUVFRSEpKEtybn58fPDw8kJ+fj4iICMTHxwvy7777DiYmJsjJyUFYWBhiY2PZzJ2NjQ0uX76M6upqZGdns9eVKysrATxx8J4/fx4KhcJgbmdnh4sXL6KqqgpZWVkICQmBVCpluUgkwtmzZ6HVavHo0SOIxWLEx8ezHAA++ugjdOjQAdnZ2YiMjERSUpJgZnHatGnw9fVFbm4uYmJikJycLLi/7t27Y/ny5cjPz0d8fDxSU1MF9WdhYYGtW7eitLQUiYmJSEtLQ1lZmaB91q9fD7VajeTkZKSnp6OkpEQwy/zGG2/AwcEBqampSEtLQ2FhoaD9X3vtNbRv3x5paWl48OCB4PkCnvwO6NixIzIyMpCUlIScnBzB7P3KlSvh7u6O6upq1NTU6K1V5nA4nL80f2Rr3ad/AHwC4D0AcgBm//h/QwHc/b1jub6Fw+H8t8nPz6fdu3dT7969ydTUlPLz8wW5XC6nI0eOkJeXF1laWup5QisqKuirr76iQYMGkaOjo566o6Kigo4fP05eXl7k7u6up+6Qy+V06NAh8vT0pH79+umpIWQyGe3fv5969epl1AO5d+9e8vDw0HNYEj3xgO7du5d69OhB06dP18t15zfmES0vL6fDhw+Tp6cnDRkyRC/XeUKHDRtm0CPa0NBAP/74I02YMIGsrKxILpcL8qamJrp58ybNmDGDzMzMSCqVCnKdi3LevHlkYWFB58+fF+QajYYCAgLo9ddfJysrK9qyZYve8ffu3aNFixaRjY0NzZs3T+/6t2/fpoULF5K1tbWeq7W+vp6uXbtGc+bMIUtLS702qK6upnPnztErr7xCZmZmem1QWlpKx48fp5EjR5JIJKLVq1cL8ry8PNq7dy8NHDiQANDJkycFeVZWFn366afUo0cPAkBJSUmCPCUlhTZv3kzu7u7k5uYmUM9otVqKi4ujd999l1544QU9R6pO+bN69WpydHSkPXv26OUSiYSWL19OdnZ29NNPP+nlYrGYli5dSjY2NuTv728wf/PNN8nW1lZPTaPVaikyMpJWrFhBLVu2pEOHDhm8/urVq6lVq1Z6DlatVktSqZTWr19Prq6u5OHhQRqNRvCZ5ORk+vDDD6ljx45kZmam93w/fPiQtm/fzur3119/1av/3bt304ABAwgA7dq1S5AXFhbSoUOHaNiwYQSAVq5cKcgVCgV98803NG7cODIxMaEFCxYI8traWrp06RJNnTqVzM3N9fpnQ0MD/frrr8xTu3jxYuJwOJy/GvizPKIAXgDg8I//tgIQBmAygB8BzPvH/z8BYNXvnYsPRDkczvOC7kt7XFyc0c8kJSVRenq60Tw5OZny8vKM5gkJCUYdgjrPZ01NjdFcIpEYdVxqtVqKiIho1gMqkUj0vqg/mzd3fExMDNXV1RnMiYgePHjQrCc1JyeHHj9+bDQvKSlp1iNaXl5OYWFhRvOqqqpmPaI1NTV08eJFoy7WmpoaOnfunFEXZVVVFX3//fdUUVFhMJfL5fT1118b9Yzm5+fTiRMnjNZxeno6Xbx40WCm1WopPj6eQkNDDeYajYaCg4ONekQbGxvp9u3bRq9dX1/frKNUqVQ22zY1NTXNekhra2v1BtFPo1Kpmr1+Q0MD3b5926jDU/cHi5KSEoO5btAbHR1tNE9MTKTr168bLUN6ejp98803RvPc3Fw6fvy40f5VUlJCJ0+epPr6eoN5eXk5nTlzplmP7YULF4y2IYfD4Tyv/NGB6O+uERWJRJ4AvgdgCsAEwBUi2iESiTrjn/qWeACvEZHxXQfA14hyOBwOh8PhcDgczt+ZP22NKBElARhg4P9nAxj8/1c8DofD+e+hVCoRGRmJ0NBQuLu7Y9myZYK8tLQU4eHhEIvF6NWrlyCnfzgIdTqMwYMH44033mC5VqtlrsWIiAiMGzdO4HlsampCcnIy013MmjULM2bMYHlDQwPi4uKYUuPNN9/EhAn/3JC8trYWsbGxTLfh5+cHb29vlj/rCd26datgXZluPanO8/msZ7S4uBgxMTGIjo5GTEwMVq5cienTp7NcJpMhNjaW/YwbNw5r165leVVVFeLi4iCVShEbGwsXFxccOnRIcP+pqanseJlMhgsXLgg8msXFxez6SUlJOHHiBNq0aSOoo4SEBHaPa9euxUsvvSRow8LCQqYM8fX11XNNKpVK5pL19PTEzJkzBXlTUxOkUimCgoLQr18/TJo0SZBrNBrExcXh/v378PX1xaBBgwS5Wq1GdHQ07t+/jxUrVsDFxUXv+iEhIYiPj8fmzZthYmIiyHNzc3Hv3j2YmZlhyZIlgqyxsZGpRMaPH6/nQM3Ly0NQUBDEYjF27dqF1q1bs0ylUrH7zsnJwalTp5jnk4iQm5vLdCtNTU04efIkc2xqNBo8ePCA6VwA4Ntvv2W5bi2lbj2yQqHATz/9hBYtWrDzZ2ZmsnZLSUnBxYsXBY7V6upqREdHs/69YcMGgSdXd46IiAhERkaiV69eeOeddwT3X1tbi6ioKIjFYlRXV2Pfvn0CTygR4eHDhwgJCUFSUhK+/PJLWFpaCs4hk8kQHBwMsViM7du3w9HRUZA/7Yl9//339dq3urqaeUb9/PwE/Rd48pzqVC2bN2/WOz4/Px8hISEIDw/Hjh078MILL4DD4XD+bvyhzYo4HA7nr0xlZSXCw8OZID42NhZqtRo2NjbIyMhAeno6xGIxG3zqPIWOjo5ITk4WeBAjIiIgk8kAPFF3fPjhh/D392cDz6c9ox07dsS2bdvwyy+/sIFnbGws8yT27t0bO3bswJUrV1geHx/PNjMaMmQI2rdvj++++459MU9OTmaaCF9fX1hYWDDPqEQiEXgaJ02ahKamJuzduxfR0dGIjo5m/kQAmDBhAhobG7Fr1y428Ht6I6DBgwfD0tISn3/+ORs46vycANChQwesXr0a+/fvZwPPpz2nlpaWuH79Or7//nt2fEJCgkBVcf78eYSFhbHrP1uGzZs3o66uDhcuXGADmKfraPz48fDy8kJcXJygnXT32aVLF+zZswcVFRWCPiCVSqFWq/HCCy8gMzMTarUacXFxCAoKYgOQ2tpauLi4IDMzE0SE9PR03L9/HwEBAQgODkZlZSV69OiB9957D0SErKws3Lt3D/7+/ggMDER1dTVmzJgBFxcXaLVaxMfHs1wsFqOpqQkHDhyAiYkJKisrERQUhPv37+PevXvIzMyESCRCUlIStFotEhISmMMyLCwMKpUKHh4e2LJlCwoKChAcHMzKnp2dDQBYvXo1TE1NcfPmTeYglUqlbLOq77//HgkJCazewsPD2UZRAHD37l3cvn2b9c3o6Gi2kZNIJMKtW7fw888/s74nlUpZ3waAK1euICAggLVbdHS0YDOhTz/9FAqFAr/99hvr3w8ePGCbAfn6+mLIkCEIDQ1lz15kZCTbcMjR0REZGRkoKSlhz65u0yPdhkEBAQEgIiQlJbGBX2hoKNuUaN++fbC0tIRcLkdISAirQ51/dPXq1XB0dDTqiV24cCFcXFygVCoRHh6OoKAgBAYGQiqVQqPR4NVXX0WbNm1QWVnJBqZBQUHMI7po0SK4uLggNzcXISEhCA4ORkhICGvDlStX8kEoh8P52/J/8oj+q/BXczkczn8CIsLt27fh7++PkJAQJCYmGvQp6mZqdIOaZ/k9T6OpqalRBynw+x7Ff9VT+u/mefCk/l4dW1paoqmpyehn7OzsIBKJUF1dbTB3cHCAlZUV5HI5G6A9jbOzM2xtbVFaWsp2C36aTp06wcLCAkVFRQav0adPHzQ0NKCgoMCgQsjT0xMymQylpaV6dWltbQ1nZ2cUFxcbdGk6ODhAo9EYdWRaW1sLBobP8nv979/N7/UfMzMzo35YADA3N4epqalRB6eJiQkcHR1RXV1tsG0BoF27dqipqTHqee3YsSNUKpVRz2iHDh1QX1+PsrIyg3nbtm1RX18PhUJh8F6dnZ2hVCoN9i0AGD58ONq3bw87OzvY2tpi6NChmDNnjsHPcjgczvPCn+oR/bPgA1EOh/OfoqqqClevXsW5c+cQHBz8Xx3QcTgczp8B94hyOJy/An90IGq6bdu2/0BxnnDq1Klty5cv/49dj8Ph/O9iaWmJAQMGYPHixVi6dClcXV1RUlLCXqsFgEGDBmH9+vXo378/rKysoFKpBDMTPj4+8PPzw6BBg2BjYwOVSiVw/E2aNAl+fn4YPHgwbG1toVKpBLNTs2fPxvr16zFkyBDY2tpCqVQK8sWLF2PdunUYMmQIbGxsoFQqBedftWoVVq5cyY6vra0V5O+99x5WrFiBYcOGwd7enp1fN+jeunUrli9fjuHDh8PJyYmVXzdz8/HHH2PlypXw9vZGmzZtoFKpoFKp2CzUxo0bsX79evj4+KBz585oaGhAU1MTm9lbtGgRtm/fDh8fH/Ts2RNarRampqZsdmn48OE4duwYRo8ejb59+0IkEsHa2pq9WvnCCy/gwoULGD16NPr16wczMzO0bNlS4NI8ffo0Xn75ZXh6esLMzAwODg4CF+d7772HefPmoWfPnuz8Oo+prg0WL16MTp3JmwThAAAgAElEQVQ6gYhgYmIiaAOdC7Z169bQaDRobGwUzJCPHDkSM2fOhI2NDRobG6FSqQR/1PD19cXw4cNhbm4OpVKpN3M5a9YsdO/eHSKRCDU1NYKZW5FIxF69JCLU1NQIZtXc3d2xdOlStGrVChqNBtXV1YJrT5gwAXPnzoWTkxPUarVevnHjRkyaNAlubm7QaDSorKxk57ewsMDJkycxduxYdO7cGRqNBhUVFazt3dzc8N1332H8+PHo3bs3AEChULC6cXd3x4ULF/Dyyy/jxRdfRIsWLVBZWclmYO3t7XHjxg1MnjwZw4YNg42NDXNh6rhw4QJeffVVeHt7o2XLllAqlYJ72LhxI9asWQNvb284Ojqirq5OUEdjxozBJ598guHDh6NVq1aor68X5C4uLti/fz+GDBkCBwcH1NfXC/q/SCTCrl272PPV0NCA2tpaQR2uX78ew4cPF+RPs2zZMowaNYrlSqVScPybb76J0aNHw97eHo2NjXr5ypUrMXbsWDg6OqKpqQlKpVLQBzZu3Ijx48fjxRdfRN++fTFy5Eh4enqCw+Fwnme2b99evG3btlO/+8E/srXun/XD9S0cDue/TWJiIr333nvUtm1batmypZ4+JSsri7Zt20adO3cmZ2dnPfVCfn4+7dy5k7p160bt27fXUzfo8q5du1KPHj309BN5eXn02WefUZcuXWjQoEF65cvNzaUdO3ZQx44dacyYMQbz7du3U8eOHQ16QgsKCmjnzp3UuXNnevXVV/Xy0tJS2rdvH3l4eOh5JomIKisr6auvvqL+/fvrOTaJnmg/Ll68SD4+PtS1a1e9+9NoNHT37l2aOXMm2drakkKhEOQ6rcaSJUvIysqKwsPD9a4RHx9Pq1atInt7ezp8+LBenpKSQuvXrycnJyd64403DB7/zjvvUOvWrWno0KF65QsNDaXly5eTg4MDde3aVaC4qa+vp+vXr9Orr75KVlZW1K1bN0Euk8no5MmTNGbMGDIxMaHhw4cL7i05OZk+/vhj6tWrFwGgFStWsLypqYkCAwNp1apV5OrqSgDo7NmzLK+rq6Pr16/TwoULyc7OjszMzAR6oOrqajp//jxNmzaNWrRoQf379xfUf1VVFZ09e5ZefvllMjU1pY0bNwruXalU0sWLF2nSpElkampKly9fFuQNDQ107do1mj59OpmZmZFEItGru3v37tH8+fPJwsKCYmJi9OpeKpXSqlWrqGXLlnqOTiKiR48e0Ycffkht2rShnTt36uWFhYW0e/du6t69O02cOFEv13l+Bw4cSI6OjqRUKgW5QqGgEydOMM9nbGysIC8vL6cTJ06Qt7c3AaBvv/1WkMtkMjp27BiNGDGCANDHH38syEtKSujo0aMsX7dunSDXeWR153/WI1tWVkYnTpygUaNGkUgkog0bNgjyqqoqOnPmDPn6+pKJiQl99NFHenXA4XA4zzv4szyif+YPH4hyOJznBbVaTQEBAZSammow12q1FBYWZtSDqdVqKTw8nIqKipo9vry83GgeEhJi1EGp0WgoKCjIqGNQlxtzDGo0GhKLxUY9jDqPaHO5VCo16kgkInr48CFVVVUZzQsLCyk/P99oXlFRQSkpKUbz2tpaEovFRvP6+nq6efOm0XvQDayMlbGuro6uXr1q1AWr84wa6wMlJSV07Ngxoy7LBw8e0J49ewy2oVqtptDQUDp58qTRsv3yyy90//59g3llZSV9//33VFhYaDCXyWR04cIFo3VTWlpKwcHBBjPd8c15RBUKBaWlpRnNVSpVs57RpqamZh2+uueruf6XmJhIubm5RvPMzMxmXaU5OTnNekRzc3PpzJkzRuswLy+PTpw4YdTV+3se2YKCAjp9+rTR8xcVFdEPP/xgNOdwOJznlT86EOVrRDkcDofD4fzp6L5fPK1OMfSZ5nIOh8Ph/PX40zyiHA6H83dDpVIhMjISISEhGDBggMDjCQBlZWVMBTFs2DDMmjVLkOfl5TFdxNixYwUOSvqHxkOnEZk4caLAw6nVapGens50FLNmzRI4KnWuRl2+dOlS+Pj4sPxpz2hkZCQ2bdqEF1/85+/6yspK5mGMiorCnj170KdPH1a2/Px8gSrl4MGDbM2ZRqNBeno6U7FIpVLs3LmTeUZ1DtD4+Hj28/rrr+Ott95ix2dmZiIhIQGJiYlISEhAhw4d8NVXX7HBhlwuF+QlJSW4evUq7O3tBed4+hqff/65wNOpUqmQmJjIyjl69GgsXrxY0EYymYxpRVq1agU/Pz9BrtFokJiYiLCwMGg0GmzYsEGvn+Tk5CAwMBAikUjgitVRVFQEf39/tGvXDr6+vnp5Xl4ebt++jUmTJqF9+/b/j733jovi2v//X/QOAlYQCyrYlVhQowZ71yjYYo1GjYkxijF2bxJTjBpjjyaaWNHk2qKgYqdKb8vSYWnL0suysGx9f//g7vyYzC76+yS5yb13no/HeYC8Zs6cOecMcvbM+/1iaUQEgUCAqKgorFmzhrMYa2xsxJMnT2BpaYlJkyZx6s7Ozsa9e/ewYMEClg8n0Jyo69mzZxAKhdi5cyerbqVSidjYWDx79gw2NjbYvHkzq025ubnM3B84cCA2btzI6A0NDSwP2wEDBuCzzz5j9NLSUpbHrKmpKW7evMlcv6qqComJiYiPj0dCQgIyMjJw584ddO3aFUDzs5GVlYX4+HimrFy5ktX3TU1NSE5OZuavlZUVa34BQE1NDTP2GRkZOHv2LGxtbVn3mZWVhfDwcERGRuLTTz9F586dWX1YU1ODsLAwPH/+HB988AG6d+/O0nV2LU+fPsWGDRs458tkMoSHh+PZs2fYunUry8sVaH5OQ0JCEB4ejr1798LOzo6li8VihISEICYmBl9++SWsra3Bw8PD898GvxDl4eH5r0cmkyEyMpLx6IuNjYVKpUL79u2RlZUFkUiEsLAwhIeHIywsDBkZGQCarRf27t2LhIQExmcxIiICxcXFAJqtO7744gtm0an7qvMo9PDwwP79+/Hs2TOWD2JNTQ0AYMCAAThw4AAePnzI6FFRUUxCl5EjR6JXr164ceMG41MaHx/PJIyZPn06TE1NcebMGWZxoGs7ACxYsADFxcW4desW4yPaMlmTr68vkpOT8eOPPyI+Ph6JiYmsZE3jxo2DUCjEpUuXkJiYiNTUVFYiHw8PDygUCqxbtw5JSUkQCAQsixIbGxvMnj0bu3fvZhafLT1CAeDLL7/Ezz//zCw6U1JSWJYjixYtglarxcmTJ5mFZ1paGpP0p3v37jhy5Ahr8R0VFcX4MFpYWEAoFKKpqQkxMTEICwtDWFgYIiMjmX6OiYkBAEgkEsYH8unTpxCJRDAyMkJSUhIAQC6XIywsDA8fPkRwcDBSU1NhZ2fHXEutViMyMhL37t3DvXv3IBAIMGLECOiS9Mnlcjx79gyBgYEIDAxEUVER9u/fzyyiCgoKEBQUhMDAQDx79gxqtZrxZZXL5Xj+/Dnu3buH+/fvIzc3F+PHj8eHH34ItVqNuLg4PHz4EA8fPkRUVBQ0Gg1Onz4NjUaDuLg4xmc0PDwcjY2NMDExQWJiImJjY1keurpEUY6Ojli9erVBD1sHBwcsXrwYX3zxBbPw1D0XQPMu6PHjx/HVV18hISEBCQkJyM/PZ439li1bGG/ThIQEJCYmspIBvfbaa/Dy8sKPP/6I2NhYxMTEQCAQMFYspqamiI2NRUpKCtPGFy9eIDMzk6nj2LFjsLCwQHR0NLPAjoiIYJ7RVatWoXPnzqiurkZoaCjj5amzfJozZw66d+8OhUKBqKgoZm5ER0dDpVLhzTffROfOnTl6VFQU1Go1li9fjrZt2zIL06dPn+LZs2dISEiAVqvF5s2bYWdnh5KSEpaPqW7c//GPf/CLUB4env9a+FdzeXh4/uvQaDR4+PAhs/CMi4vT6zNpbW0NItLr7wg0L2LUarVBj0ozMzOo1WqD1jAv01/mk/gyD83f6+P5svP/CJ/T3+tF+ipek615vVpYWMDa2hp1dXV678XS0hKdO3dGZWUlamtrObqDgwP69OmDkpISlJSUcMbL3d0dvXr1QkFBAUQiESdr7rhx42BlZYWcnByIRCKOn+WiRYtQVFSE7Oxs1ocEQLPHZf/+/ZGTk4P8/HzOtfv37w+lUomCggK9PqOurq4oLy/X66FpYmICAAbn1x/hIftn+8zqFvCtXUOXzdrQPG7fvj0UCoVBH1E3Nzeo1WqUl5fr7avu3btDqVSirKxM77PcvXt3NDY2GvQZdXNzg1QqNXj9qVOnMl62tra28Pb2Zr2BwcPDw/N3hPcR5eHh+Z8mPz8fV69exZUrVyAUCv/q5vDw8PD8bngfUR4env8EeB9RHh6e/2natGmDMWPGYP369Zg3bx7s7e1RUFAAqVTKHOPj44PVq1ejd+/eMDMzQ319PWtnafr06Vi3bh0GDBgAc3NzyGQy1u7p3LlzsX79egwePBgWFhaQyWSs10oXLlzI6LrzW+rLli3DunXr4OXlBXNzc9TX17P0d999F6tWrWLql0qlLP3jjz/G8uXLMWzYMFhZWXF8Rr/44gssW7YMI0eOZHwaW/okfvvtt1ixYgXjIyqXy9HY2MjsoB08eBDr16/HG2+8AU9PT6hUKhARc42tW7diz549jA+oiYkJywd02rRpOH36NMaPH48hQ4bA2toaXbp0YV7RdHZ2xp07dzBx4kQMHToU9vb28PT0RF5eHrN7dPLkSfj5+WHo0KFwcHCAp6cnRCIRszu1YsUKrF+/Hl5eXrCyskLXrl1RWFjI3OOIESOwefNmeHp6wtjYGHZ2doyPKQD07NkT77//PuMjqlKpWHPA3d0db775JiwsLNDU1MTZPff09GRibFt6VOoYNGgQ2rVrB6VSiaamJvwWnQepXC7n7Ki5uLhg8ODBMDY25vhLAs0+mrr7amhoYJ1vbGwMf39/9O7dGxYWFmhsbGRdv0ePHti9ezdGjBgBJycnzq7gG2+8gc8//xwTJkyAh4cHtFotqqurmWuMHz8e3333HaZOnYpRo0bB2tqa5RPq7u6O+/fvY9asWRg3bhw6d+7M+Ozq6njw4AGWLl3KXEOpVEIulzPt9Pf3x549ezBhwgT06dMHarWa8doEgIEDBzLzq1evXsz46Z4RU1NTfP/99xg3bhxcXV0ZD9yWr5fv2LEDkyZNgqOjI+MD2rKfdT6g1tbWen1Ely9fjlGjRsHS0hJNTU2sV9t153t7ezPzp+XzCwAbN27E8OHDYWNjw1y/Jbt27cKYMWPg5eWF/v37Y8yYMRg8eDB4eHh4/s7wPqI8PDw8v0Gj0dDz589pzZo11KZNG+rWrRvLWkGr1VJCQgJt2rSJ2rdvTx4eHhxrBqFQSNu2bSMXFxfq168fx1ohIyODduzYQa6urvTaa6/p1bdv304uLi40atQoThuFQiFt3bqVOnbsSFOnTuXoqamptGXLFmrfvj299dZbHD0rK4u2b99OnTp1onfffZeji8Vi+vzzz6lbt260YcMGjl5XV0enTp2iAQMG0LJlyzi6SqWimzdv0sSJE1kemi2Jjo6m5cuXU9u2bfXa0+Tm5tJHH31Ejo6Oei1ESktL6YsvviA3Nze9PooVFRV06NAh6tWrl942iMVi+uqrr6hXr17k6OhIjY2NLF0gENDHH39Mrq6uZGZmRhKJhNEUCgUFBgbS0qVLydbWliwtLamsrIzRCwoK6Ntvv6XRo0eTkZERubi4MF6zcrmcgoKCaO3atYxPaEuvV5FIRMeOHaNJkyaRmZkZAaDz588TUfPcjI6Opl27dtGAAQMIANnZ2TH2P0qlkh4/fkwbNmygzp07EwCWT6xarabnz5/Thg0bqFOnTgSArl69yrrv1NRU2rVrF7m7u5OxsTHHlqaiooKOHz9OQ4cOJTs7O5JKpSxdpVLRnTt3aM6cOWRnZ8fxiCUiSk9Pp82bN5OTkxPFx8dz9NraWjp+/Dj17duX9u/fz9GVSiX985//pAkTJpC3tzdH12g09ODBA5o3bx5ZWFhw7IHUajU9fPiQFi5cSObm5hQQEMDSFQoF3b59m+bOnUtmZma0c+dOll5XV0fnz5+nSZMmkbGxMcsHlohIIpHQ8ePH6fXXXycAnGesoKCADh48SEOHDiUAtHXrVpYuEono66+/Ji8vLwJAX331FUsXi8V0+PBhGjZsGAGgkydPcvqAh4eH5+8OeB9RHh4eHsM0NTXRrVu3KD8/X6+uUqkoKCiItUhpiVqtpuDgYKqoqGhVr62tNag/ePDAoI+oSqWie/fuGfQRVSqV9ODBA4MehiqVqlWfSN3CxxBarZaSkpIM6kREmZmZrfo8lpWVGewfIqKGhgbKysoyqKtUqpe28cmTJySXyw3qoaGhlJOTo1dXq9X0+PFjioqK0qs3NjbS9evXKSQkRK9eUlJCp06dotjYWI6m0WjoxYsXtGPHDiovL+fodXV19Msvv9Cnn36q1ycyLy+Pjhw5Qnfv3tV7X3FxcbR3716qqanRe+3w8HD68ccf9bZbq9VSdHS0wfsmav5AxJB/KlHzgqy4uNigLpfLW/X41Gq1BsdFR2ZmJimVylbbkJuba1CvqqqisLAwg3plZSX98ssvrdb//fffG/QBLSgooBMnThh8BrKzs+nEiRMGn9GMjAz64YcfDF4/KyuLrly5YlDn4eHh+bvyqgtRPkaUh4eHh8cg9BKfR61WC2NjY4O6RqNhEuP8X6/B8/fkZePW2NjYasZXjUYDhULR6jFqtRqmpnyCfx4eHp7/JHgfUR4eHh4DNDQ0MHYu06dPx+uvv87Sy8rKGCuXN998k+XjCbB9RGfNmoWpU6cyGhGhoKCAsXqZPn06Zs6cydILCwsZG4lZs2Zh2rRpLD0/P5/Rly5ditGjRzO6VquFUChkrr9nzx54enoyen19PWJiYvDixQskJCTg1KlT6NixI1N3Tk4OY+WSnp6OgIAAxuOwrq4OSUlJjJVGeno6rl+/jq5du0Kr1UIkEkEgECAlJYX5euzYMUyZMgUajQZ5eXkQCoUQCoVIS0uDUCjEmDFjcPz4cQDNPpLp6elIT09HWloa0tPTUV5ejvv376NDhw4Amv0/W56flpaGVatWYfny5cw91tTUMNdPTk6GhYUFjh8/zloUSaVSJCQkIDY2FtnZ2Thy5AhnwSORSBAeHo6YmBi9Xo4KhQKRkZGIjo7GRx99xFkQaTQaREVFoaSkBPPnz8dvUalUCA0NhaurK3r37s3R6+rqEBoaipkzZ3IWdPQvn1FTU1P07duXc25tbS2ePn2KuXPncs5VKBQIDQ2FkZERx99UpVIhOjoajx49wvz58xmPWaDZYzQ+Pp6Ze4cPH4a7uztznkAgYPw7dR6048aNY+Z8cnIyq8ycORNHjhyBVqtFYWEhhEIhUlNTma9lZWWIi4uDtbU1NBoNcnNzkZqayhShUIjZs2fjq6++YvqkpKSEdQ2xWIzbt2/D2dmZuY+qqirG6icuLg5btmzhPOMSiYSxXJo0aRLrGdT1RWxsLJ4/f46xY8dizJgxLF2j0SAxMRGPHz/GvHnz4OHhwTk/OjoaT58+xaZNm+Dg4MDS6+vrmYzeu3fv5syt4uJiPHv2DFlZWfj0009b/bCHh4eH5z+WV9k2/aMK/2ouDw/PX0F9fT0FBwfTjh07aOTIkWRqakoAqG/fvqRUKik3N5fOnz9Pq1evJg8PDwJAAGjAgAHU1NREiYmJdOLECVq0aBG5ubkxet++famhoYFiYmLo22+/JT8/P3JxcWF0T09PamhooLi4ODp69CgtWLCAXF1dGb1Pnz7U2NhI8fHxdPToUZo/fz7rfG9vb6qvr6dnz57Rvn37aOrUqeTg4MDofn5+lJ2dTRcvXqR3332XBg0aRMbGxoz+wQcf0J07d2j37t00efJkcnR0ZDQAtHbtWvrqq69o/vz51LNnT5YGgGbNmkVr1qwhb29vsrGx4egDBw6kxYsX06BBg8jCwoKj29vb0+rVq8nHx4fat2/P0QHQihUraP369TR27Fhq27YtR/fy8qKrV6/Szp07aebMmdSlSxeWbmpqStHR0RQZGUnHjh2jZcuWUe/evcnIyIg55vjx46TVaikjI4POnj1LK1eupB49ejC6Lo5Po9FQYmIiHTx4kKZMmUJWVlYEgD777DNmLlVVVVFAQAAtWbKEnJycCAAFBQUxekNDA926dYuWL19Ojo6OnDjZmpoaOn/+PM2cOZPMzc1p+/btjKaLUd65cyd5eHhw4lMlEgl99913NHnyZDI1NaWNGzcyWmlpKf3000/k6+tLtra2ZGJiQllZWaTVaiktLY2OHj1KM2fOJFtbWwJAw4cPp7q6OgoODqbdu3eTj48Pc78AyNfXly5cuEAbNmwgb29vzvgOGzaM3n//fRozZgxrTuqKjY0NLVmyhIYPH85c87dlxowZtHTpUho8eLDe+dOpUyc6ffo0bdq0icaNG0fOzs6cY7777jt68uQJff311zR//nzq3r07S58+fTqpVCpKTEykkydP0ltvvUXdunVj9F69elFTUxMpFAqKiIigL774giZNmkTW1tYEgHr06EEKhYK0Wi1lZWXRqVOnaN68edSmTRsCQCNGjCCtVktarZaEQiEdOXKEZsyYwdzzypUriag5NjU0NJT27t1Lo0aNYn4Hffnll8z4Xbt2jdauXUu9evVi2nfu3Lk/+LchDw8Pz58P+FdzeXh4/ldRKBR4/vw5U+Li4vR6/Nnb2zOZNPVhZWUFlUpl0OvzZT6jL9MtLS2hUqlaPV+pVBr0SXyZz+jLeJnP46vU/zKv0T9bfxUvyXbt2kEqler12gSaM9s2NDRALBbrnQvz5s1DVVUVRCIRiouLWe2xsbHBxo0bkZ2djfT0dOTl5bHqeOONNzB16lQkJycjMTERubm5rPm0f/9+SKVSxMTEIDExEVVVVYw2fPhw+Pn5ISYmBgkJCRCJRKz7XLduHUpKSiAQCFBQUMDS2rZtCzc3N+Tm5rIyReuwtraGXC432G8v63fgz/cJ/SN42TPo6OgIMzMzVkbglri6usLa2hqlpaVMRuCWeHh4wMjICGKxmJNRFwD69esHmUyGkpISvX6uHh4eqKysRHV1td72LVy4EPb29rC2toaNjQ2GDx+OOXPmvOy2eXh4eP5SeB9RHh6e/1mICAkJCQgICMDVq1chkUj+6ibx8PDw/G54H1EeHp7/BPgYUR4env9ZjIyMMGTIEAwZMgQHDhxASEgIAgICcP36dZZX4pw5czBo0CAUFhYiKSkJWVlZHB/QwYMHQywWIz4+HmlpaazzFy1ahGHDhkEsFiMuLg4CgQA1NTWs80eMGIGioiLExMRAKBSy9EWLFmH48OHIz89n9Ja7LqtWrUK/fv0gEokQExODtLQ01q7L1q1b0alTJxQWFiImJgYCgYB1/tGjR2FmZgaJRILo6GgkJiaioqKC6aOrV69CoVCgrKwMKSkpePHiBYqLi5mdw8DAQKjVakgkEuTl5SEsLAwSiQQFBQUAgAsXLqBLly4oKipCQUEBoqOjoVAo8OjRIwDNO3bvvPMORCIR8vPzIRAIYG1tjatXr0IqlaJdu3Z48OAB8vPzIRKJkJ6eDhcXF1y4cAGFhYUAmr1Mu3XrBpFIhMzMTLi4uCAgIAC5ubkAmnccV61ahaKiIqSmpsLe3h63b99GeXk5AMDOzg6ff/45iouLERsbC61Wi4iICNYO2UcffYTc3FwIhUJUVFSwxggAZsyYAZFIhIKCAo7Po6WlJTp37gyJRMLRdNcnIr27ZQDg4OAAmUymd8fO2toaZmZmkEqlencee/TogYaGBlRVVXF22zp16oShQ4eiuLgYRUVFLO9UAJg1axb69euHsrIyCIVCZGZmsub23r170aVLF9TV1SEnJwdRUVFIS0tj5saBAwcwfPhwlJWVoaysDPHx8QgLC0N+fj60Wi3eeust7Nu3D8XFxSguLkZubi6ePHmC3NxcFBcXw8zMDOnp6ZBKpSgoKIBIJGLmV1RUFADgww8/xMqVK5n5ERUVhYqKCoSFhUGtVsPe3h6//vorMycjIiJQXl6O2NhYpr8++eQTdOzYEdnZ2YiIiIBYLEZRURFzn/Pnz8eAAQOQlJTExJy29FudMmUKunXrBoFAgKysLE4/zpgxAzY2NsjIyEBeXh5nnN966y0olUpkZmYiLy+PM0c2btyImpoapKenIycnB7W1tYxmbm6Obdu2QS6Xo6GhAQ0NDRg1ahRnHvDw8PD8x/Iq7+/+UYWPEeXh4fkraWpqops3b5Kfnx9ZWFjQ2LFjWbrOZ3T16tVkb29PPj4+LF1nm/HBBx+Qs7OzXg/L5ORk8vf3p/bt2+v1QUxMTKRNmzZRu3btOD6iWq2WIiMj6d1336U2bdrQ9OnTOe0LCQmhVatWka2tLcfjUKvVUnh4OK1evZpsbW2Z+LOWpKam0ubNm8nZ2Zm+++47jl5ZWUmHDh2iHj160OHDhzm6Wq2mu3fv0sSJE2nt2rUcnajZduO9996jvn376rUmqauro2+++Ya6dOmi115DpVLRL7/8QiNGjKC3336bo2s0GgoMDKQpU6aQo6Mjx75FoVDQL7/8QhMnTiQAFB4eztIlEgkdPnyYBg8eTADowoULrGs/fvyY1q1bx8SsXr58mYia+1cgENDnn39Ow4cPZ+L4EhMTiajZbuPYsWM0bdo0srS0JADk4eFBKpWKSkpK6OLFi7R06VLq0KEDc+7Ro0dJqVRSeHg47d27l0aOHMnE+Xbs2JEaGhpIJpNRUFAQbdiwgRXLe+jQIabNoaGhtHXrVvL09GRiNFta50gkEjp58iT5+PiQsbExTZw4kdUnOkuXDRs2kLOzM61atYrT73K5nAICAsjHx4dmzJjB0YmIiouLaffu3dSjRw+91i6F9wIAACAASURBVES6sZswYQJ9//33euvIyMig9957jwYNGqR3/ojFYtq7dy916NCB7t+/z9ELCgpoz5495OLiwvH51Gq1FBMTQ++99x61adOG8ztAJpPR1atXadasWWRmZsZ5xvPy8ujAgQOMT6ifnx+r7vj4eNq+fTsTg9zSp1TXx1u2bGFizX/66SdW/TqvV935gYGBevuIh4eH5+8MeB9RHh4eHsPU1tbS+fPnqbq6Wq/e2NhIP//8M0mlUr26QqGg27dvG9SVSiXdvXuX6urqDOp37twxeL5cLqcbN25QU1OTXl0mk9GtW7f0/qGu0588eaJXI2pelMfFxRnUNRoNZWRkGNSJiAoLC1vVKysrDXp8EjUvoFrzoiRq/sO8NTIyMkgsFhvUc3JyKDQ01KCekpJi0KtRpVLRo0eP6MSJE3p1sVhMZ86coTNnznC0xsZGevDgAW3atImePn3K0rRaLaWkpNChQ4do2bJlnDGuqamhmzdv0rvvvksBAQGcunX+lCtXrtQ7PzIzM+nQoUN08+ZNve0uLS2lU6dOUVVVlV5doVDQw4cPDc4touZ+bU1vamoy6JGrw5DHro7q6mqDPrq6a7TmRapSqTh93xK5XE6//PIL1dfX69Wrqqro+++/1+sDS0SUm5tLBw4c0PsM6xJPHThwQK+PqM5n1pCPqG7BfP36dYPt5+Hh4fm78qoLUT5GlIeHh4dHL7r/Hwx5RarVaqhUKlhZWenVtVotqqurGXsYfWg0GiiVSoN18Pw9kUqlsLW11WsrotVqmVe8e/Xqpff8hoYG5Ofnw9nZmbEX+i1EhLKyMjg5OcHc3NxgW4h4H1oeHh6evxN8jCgPDw+PAWpqahAWFobnz58zcZY6iJo9EXU+ops3b2Z5QBIR8vLyGA/ChQsXYty4caz6i4uLGX3s2LHw9fVl6dXV1YwPqLe3N+bNm8fS6+rqEBERgZCQEMycOZPjYVhSUoLQ0FCEhYVh165dcHFxYTSFQsHE6+Xl5eHkyZOMR6FGo4FQKER0dDSio6NhYWGBEydOwMjICCqVChkZGUhMTERSUhISExPRpk0b3LhxA3K5HJmZmYwHqK7IZDJER0dDLBYjNzcXOTk5yM3NZb7Py8vDgQMHsGDBAohEIiZWVPe9SCRCY2MjYmNj0a5dOxQWFiIvLw8ikQh5eXlMGTJkCM6cOQMjIyNoNBoUFBQgMzOTKbm5uTh16hR69uzJ9INSqUR6ejpzLz4+PnjzzTdZ/ajRaCAQCBAeHg43Nze92UgrKyvx6NEjeHh4YMiQIRxdKpXiwYMHmDNnDiwsLDh6RUUFJBIJBg4cyNGICOnp6ejTp4/ehVRdXR20Wi0cHR05mlqtRlFREbp3787RtFotIiMjMXz4cM4CTi6XIyQkBFKpFAsWLGC1RRcHHBoaimHDhmH9+vUAmr1dExMTGX/ZxMREDBw4EBcuXEBWVhYzDhkZGcjMzERWVhaUSiXu3LmD4uJiZjxbfi0rK4OHhweeP3+OlJQU5uctj8nPz8e4ceNw9+5dEBHKy8uRlZXFXFP3/bZt27BixQrWmOg8ZpOSkvT6zKpUKiQnJyMyMhLl5eXYt28fZwzKy8vx9OlTqNVqLF26VO/YPnz4EP3798egQYM4Y5uVlYVHjx5hzZo1nLkhl8sRFhaGgoICrFmzhlN3fn4+nj59Cq1Wi3feeYej8/Dw8PxX8Crbpn9U4V/N5eHh+SuoqamhO3fukL+/P3l5eTEek4sXLya1Wk3JycmMT2hLn8/Zs2dTU1MTRUZG0sGDB2nu3Lms+L7XXnuNmpqaKD4+no4dO0aLFi1i+Vx26dKFZDIZiUQiunTpEq1bt4769evH6K6uriSTyaiiooJu3rxJmzZtIi8vLyZGsF+/fqRSqSg/P58uXrxIq1evZsUILl++nGpra+nevXu0c+dOGjt2LBObCICOHTtGt27dou3bt5OPjw/Lz9HY2Jh27txJq1evpiFDhnB8HI2NjWns2LHUrVs3lidny9K2bVsyMTHRqwEgBwcHljelvuLp6Uldu3Zl+Z/+tg5/f3/y9fWl/v376/Wb/PjjjykkJISOHj1KK1eupMGDB5OZmRmje3h4kFwuZ15X/uyzz2jy5MlkZ2dHQLPfqc6vU6VSUXh4OO3Zs4eGDRtGRkZG1KFDB9ZrppWVlfTjjz/SjBkzyNzcnObPn8+abzKZjK5cuULTp08nExMTio6OZullZWV0+PBhGjhwIC1ZsoSlaTQaevToES1ZsoQ6duzIem1UF4O4efNm6tixI+u1TbVaTSEhIbRhwwbq1KkTTZ06ldHy8vLoxIkTNGPGDGY8QkNDKSUlhU6cOEELFy5k+dfa29vT1q1bacaMGayft5wbLZ8DfaVjx46t6gAMesvqiomJCU2dOpWGDRum16sUAI0dO5Zu3rxJn3zyCc2dO5fc3d1ZuqmpKSUnJ1NlZSXdvXuXduzYQW+88QZrXt65c4eIiKRSKQUGBtLmzZtpwIABjK57hV2tVtOLFy9o7969zNxwdXVlXj9vaGigoKAgev/995l26OKodT6jhw8fpilTpjDP6T//+U9mTly7do3WrFnDuoeEhIT/w288Hh4enr8W8K/m8vDw/K9SX1+PkJAQxkc0MTFRryeik5MT6uvr9fr7Ac1ZS5uamgz6Kb7MB9TKygpExMrC2RIbGxsYGxvr9ScEmn1O1Wo1K5Pvb9tnSHsZr+K/aWJiAq1W+7u9Rl92jJmZmcExAABTU1ODXq7Ay/0s7e3tYWJigtraWr3HdenSBT169IBEIoFYLOaMx/DhwzFmzBhkZWWhvLwccXFxrPvZsGEDevbsCaFQiNLSUjx9+pTJjurm5oajR4+ipqYGUVFRyMvLQ0hICHM/p06dQq9evZCWlobg4GAkJiYydkMLFizAtm3bkJGRgcDAQDx//pzRnJ2dERQUhKioKDx8+BARERGsrLdvvfUW6uvrER8fj5KSEk5/mpqaGpyX5ubm0Gq1rfY58Gpeo6/Cn+lHamxsDHNzc4P3amJigl69eqGmpgYVFRWc+3F0dGSyD+fn53N8Zr28vNChQwfk5OQgPz+f02fjx49HbW0tcnNzWeMDNI+DLmu3Lpv1b6/t6+sLKysrpgwdOhQzZ878v3QFDw8Pz78N3keUh4fnfxaFQoHg4GBcvXoVv/76K+ePR55/Dy9bYPL89+Lm5gaxWGxwoWprawsHBweIxWKDdVhZWfHP7m9YvXo1zp49+1c3g4eHh6dV+BhRHh6e/1ksLCwwe/ZszJ49GzKZDL/++iuuXr2K4OBg1o7F2rVr4ejoiIKCAggEAuTk5DA+iUDzTlenTp0gFouRkJCAtLQ0SKVSRl+5ciX69++PkpISxMXFITU1FdXV1Yw+d+5cjB49Gvn5+YiNjeWcP336dIwZMwbp6elISEhAdnY26/rz5s1Dv379IBAIIBAIkJ+fz9qJ27hxI+zt7SEUCpGSksLSLS0tcejQIdTX10MkEiE2Nhbp6enMzlCfPn3w+eefo7KyEuXl5YiPj0dsbCxKSkp0oRQ4c+YMxGIxxGIx8vPzERoairKyMohEIjg4OCAjIwNisZiJ5UxJSYGVlRWuXLmCpqYmnD17Fj4+PkzsYHp6OoYNG4Zjx44hKSkJbm5uiI+PR3p6OoRCIdLS0uDr64uzZ8/i6tWr0Gq12L17N8aPH4/09HSkpaXBz88Ply9fxqVLl6BUKmFra4tLly5BJBIhKysLQ4cOxY0bN3D//n2mn9atW4f27dtDIBDAwcEB9+7dY+1AjRo1Ch06dEBaWhpqamoYD1Idrq6uTOIcfTu75ubmUCqVrzAz/1ha20ls164dAEAmk3EWc05OTpg1axYUCgUKCwshEolQWlrK1OXj44N33nkHUqkUdXV1yM7ORlRUFDIzM6HRaPDaa6/h/v37KCkpYUp6ejoeP36M7OxsyOVynDlzBhMmTEBBQQETMxwbG4vy8nI8evQIZmZmTIywLuZYIBDAwsIC169fR05ODubNm4dTp04xempqKhwcHBAYGIiYmBgAwOXLl9GhQwdkZ2cjNTUVarUajx49gkgkAgCMHj0aa9euhUgkQkREBKqqqlhvSLi4uGDNmjWIj49HamoqSkpKWGPp5uaGAQMGICcnBwUFBaznEwD69esHKysrFBUVoby8nDMekyZNQk1NjV7dxsYGCxcuRFFREfLy8lBUVMS6dpcuXbBw4ULI5XI0NjZCLpfD29v71ScIDw8Pz9+dV3l/948qfIwoDw/PX0lFRQWdPn2axo4dSwDI39+fpatUKgoKCqJFixaRpaUlrVmzhqXrfEQ3bNhATk5OrDg8HampqbR161bq2LEjxwdRq9VSbGws40P6W59NpVJJQUFBtHjxYrKysqJx48ax6q6vr6dLly7R1KlTydjYmD766COWXldXRz/99BONGzeOFfvW8v7u3LlDs2fPJjMzM8rNzeW0Pzc3l7Zu3Upt27YlkUjE0TUaDd2+fZtGjx5Nv/76K0cnao5327FjB61cuVKvrtVq6e7duzRs2DCDMXBZWVm0atUqmjx5sl69pKSEtm/fTg4ODnrtWbKzs8nf35/atGlDq1evZmk6ax0/Pz8yNzenwYMHM+Og0WgoOjqatm3bxsTjvvbaa6TVakmhUNDTp09p27ZtNGjQICaO74MPPqD8/Hy6cOECrVq1ivGAxL/iKQMCApgY49/GRS5btoyOHDlCCxYsYMUnA6DevXtTcHAwffLJJzR+/HhWXKOJiQkJhULKzc2l06dPk6+vL7Vp04bRt2zZwhrTw4cP09ixY8nY2JiMjY0pMzOT1SelpaX07bff0pAhQ8jOzk6v7VBtbS0dO3aMevfuTQKBQO+41NTU0P79+1n+mb8lLy+P1q5dq9dDlqh5nl6+fJlGjRpFSqWSo2u1Wnr+/DlNmzaNNm7cyNHVajXjM2tvb08NDQ0sXSwW0/79+6l3794EgNUXMpmMrl27RvPmzSNLS0uysLCg0tJSpt6wsDDasmULE8c5ZMgQZu5UV1fT5cuXaf78+Uw89ueff87UXV1dTRcvXqQ5c+YwMaIvXrxgdKVSSffu3aMVK1aQvb09mZqaUlFRkcF+5OHh4fm7Aj5GlIeHh8cwRUVFuH//Pt555x29FhR1dXUICgrCokWL9OoKhQJBQUGYMWOG3myparUaDx8+xIgRI+Dk5MTRlUolHjx4AG9vb3To0IGj19fX4/bt25gzZw7s7e05ellZGYKDg7Fs2TK9GVd1O1Hjx4/Xe/8SiQT19fXw8PDQq8vlckilUr1t0yGVSvW2rWUdrdmyEBFkMhns7OwMHiMWi+Hi4mLQnkMqlUIsFqNPnz569cbGRgQGBmL+/Pl666ipqcHPP/+MWbNmwdXVldO+1NRU3Lx5EwsXLmRlTwaa+/Dhw4d49uwZDh8+zBrn4uJihIaGIiQkBHZ2djh06BBTZ8usy3Fxcbh27RqT8beoqAiRkZFMefvtt/Hee+8BaJ4zCQkJTMZkW1tbBAQEMPel0WgQHx+PR48eISwsDOfPn+dYo1RUVCAwMBCWlpZYvHix3j5LS0uDtbU1unXrplcnItTX17c69lqtVu9z89t6WrNd0Wq10Gg0MDMzM3iMWCzmjFtLsrKyYGNjo/cYIkJMTAxUKhVGjx7N0evr63H37l20b98eEydO5JwrEAhw69YtLFq0CJ6eniy9qakJT58+RXh4OPbt2wcTExOWLpPJcP/+fTQ2NrIy/urQhRfY2dlxsnLz8PDw/N3hY0R5eHh4eP7PEBEUCgUsLS31auXl5SgpKYGXlxdHb2pqQmlpKSQSCWxtbTFgwADOMRqNBjU1NaisrISdnV2riwkigkajYWxo/ttobUGmVqsN3rdGo4GxsfG/1UOzuroaQqEQAwcOhIODA4DmBWNFRQWKi4uZUlFRga1bt8LKygpSqRRVVVWorq5miu7fy5cvZy14iQhyuRzV1dWoqalBdXU1XFxcDPqR6tBoNJzFHg8PDw/PX8MfthA1MjJyA3ARQEcAWgDfE9FRIyOjTwCsAaALtNlJRPdaq4tfiPLw8PzVEBFycnLw/PlziMVi/OMf/2D9Id/Y2Ii4uDi8ePECycnJOHXqFNq0acPoCoUCSUlJjBfnihUrMHnyZNY1xGIxoqKiEBUVBRcXF2zevJmlq9VqJCYmIiwsDCYmJvjwww85bczOzsaTJ0/QpUsXzJgxg6Xrdr6ePHmC9evXs9qnu7+nT5/CysoKy5cvZzSVSoWkpCREREQgIiIC27dvx5AhQxgP0aSkJCQnJyM5ORmpqak4d+4czM3NGW/Qll6hDQ0NmDt3Lnr27AmJRMIqNTU1AJrjVJcvXw61Wo3KykpWqampARHByckJ+/fvZ46pqKjgFCsrK0RGRjLJbYqKilBcXMz66u7ujm+//ZaVDVgikSAtLQ1paWnIzMzEnj17ODuECoUCCQkJiIiIwIIFC9ClSxfOnCkuLsbjx4+xdOlSvYvCoqIi1NTU6PUKBYC8vDy4u7vr1RobG2FlZaV3Mal7dcnQzqKhBWxrHyJUV1dDIBDgjTfeYB2fl5fH7OAOGTIEK1asQFpaGlJTUyEUCpmvEokE3bt3x/Dhw5lFZ0lJCScplaenJzPOhhIW9e3bFz169GAWnLrFZ8s4zK5du+KXX36BXC6HRCJhxaWWlJRAIpFApVIhJCQEbm5uAJqfr9zcXJbn7ZgxYzh+nS2fh169enGeM6B5bIODg7F48WLY2Nhw+jk1NRUajQaDBw/mnFtXV4fIyEhMmzaNo6lUKoSFhcHOzg7Dhg1jaVqtFgKBAI8fP8akSZMMziseHh6evyuvuhB96bu7ADoBeO1f39sByALQF8AnAD56lfd/dYWPEeXh4fl3o9VqKSsri77//nt66623WL6IN27coIKCArp27Rpt3LiRhg4dSqampoy+b98+yszMpIsXL9KGDRto2LBhLH/KESNGUENDA0VERNA333xD8+fPp86dOzO6tbU1FRYWUkNDAz19+pQ+/fRTmjhxItnY2BAAMjIyoqSkJCIiKi4upgsXLtDy5cuZOuzt7am8vJyImuPqzpw5Q35+fuTo6EgAaOnSpUTUHPN26dIlWrlyJbm5uTExhDExMXTv3j3atWsX+fj4kLW1NdO2vn370sqVK8nLy4vMzc05/owt/Uj1lQ4dOtDgwYNbPWbixImsWEp9ZdSoUXq9QVuWnj17Urt27QzqTk5OdOHCBTp48CCtWrWKRowYQfb29qxjdPG0paWldOvWLfroo49o1KhRzL1PmTKFifXT+UXu2rWLaf+GDRtY86q2tpbOnTtH48aNIyMjI0pNTWXpDQ0NdO7cORo6dCgnFpmIqLCwkLZt20bTpk3jaAqFgi5dukQzZ84ktVrN0lQqFV2/fp1mzZrFiX0sKyujb775hgYNGkR5eXnMz4uLi+nEiRM0YcIEMjExodOnT1NaWhp99913tHjxYlZsqrm5OWsO6ytr164lDw8Pg7qZmRmtX7+efH19mbmur7z11lvk4+Nj0KcWACve1lD58MMPaffu3eTr60t9+/ZlPaMAyN3dnerr66mmpkbv8+Ds7ExVVVVM/4aGhtL27dtp4MCBBIAWLlzI+n0SExPDxBCbmppSQUEBo1dWVtK5c+do+vTpZG5uTnv27GG0qqoqunz5Mi1cuJDx2NXFnxYUFNC5c+do8eLFzFzv378/Z/x5eHh4/hPAnxUjamRk9CuAEwBeByAjokOvei6/I8rDw/PvQCQS4cmTJ4yPqD6LCCMjI1haWrZqD/Eq/pdqtdpg5lILCwtYWlqivr5e766QlZUVXFxcUFlZyfEYBICOHTvC2dkZYrEYtbW1HN3d3R21tbWsTL2v2nYLCwtOBtDfYmpqyrwW2xovs2kxNjaGqalpq5ll7ezsDPqpAs0ZRnXenPrqB9Cqp6WLiwsaGhr09jMATJs2Dba2tlAqlYiMjOT4Ovr7+6N9+/awt7fHs2fPcOfOHab/3N3d8cUXX0AqlcLd3R13797FhQsXmGtdu3YNTk5OkEgkcHBwwLVr1/DPf/4TGo0GR48ehZ+fH5O5OTc3F5cuXYJEIsGmTZtw+PBhlJeXIyEhARcuXEBoaCgkEglWrlyJn376CTKZDAEBAbh06RJevHgBjUaDmTNn4quvvsK1a9dw9+5dpKSkMPdhZGQEW1tbg31tZWUFBwcHVFVVvZL1zqt4ib6KT+jv9ZJtDUtLS5iamkImk+nV3d3d4e7ujpKSEhQWFnKOe/vtt2Fubg6hUMh4yeoYOHAgVqxYgdjYWCQkJCA3N5f1vOzYsQO5ubmM1rIfunXrBldXV2RlZen1ER0xYgSGDRsGS0tLpnh5eendYeXh4eH5O/GnxIgaGRl1AxAKoD8AfwArAUgBxAHYQkQ1rZ3PL0R5eHj+HVRWVuL69esICAhAWFjYX92c/0pcXV1RWVlpcDFraWmJAQMGICUlhXWMvb09Y2Hj7OwMExMT1h/2Xl5eSExMZP7924XOkCFDEB8fb7Bdbdq00bto/7vS2kKuQ4cOqK2t1dvH7dq102vN8mdjYWGBrl276rUy0eHj4wN3d3fmFW99x40ePRoeHh548eIF0tPTmZ87OTkxH6y4uLjAyckJQqGQWcB17NgRpaWlBtv3sg9g/tN555138MMPP/zVzeDh4eFplT98IWpkZGQLIATAF0R008jIqAOASjS/+rIPQCciWqXnvLUA1gJAly5dhhQUFLz6XfDw8PD8TgoLC/Hzzz8jICAASUlJzM8dHBywZcsWyGQyFBUVMT6iOp9NIyMjHD9+HAqFAmVlZUhISIBAIEBZWRlTxwcffIA+ffqgtLQU8fHxSExMZHlNjh49GvPnz0d+fj6io6ORlpbGWiR5enrC19cXSUlJEAqFKCoqYi1KvLy84O7ujoyMDOTl5XEWHX5+fpDJZMjOzkZhYSFrR6lnz57w9fVFZWUlhEIhMjMzmdhNANiyZQs8PT1RU1MDiUSCmJgYpKSkMLtBQUFB6NSpExMHmJ+fj7CwMEgkEuTn5+PTTz/Frl27UFhYiIyMDGRkZCAtLQ29e/fG4cOHIZFIUFZWhjZt2iAtLQ0JCQmIj4+Hv78/zpw5g6NHj6Jnz54QCAQoKChAdHQ0oqKisGfPHsTFxWHr1q1ISUnB8uXLsXfvXsTExCA6Ohq7du1CTk4O9u7di8ePHwMA9u7dCzc3NyQnJ+PDDz9EaGgoDh8+DKFQCKB5wevv74/s7GwMHjwYwcHBCA4OZvX1pEmTUFxcDIVCgby8PM48epUd5P8EjI2NMXDgQBgZGaG+vh5VVVWsedGnTx/84x//QH19PaRSKaRSKdLT0xEdHY2CggJYW1ujqqoK5ubmKCsrQ0FBAfLz85Gbm4tHjx4hIyMD/fr1w5MnTwA0x2tmZmYy8cedOnXCuXPn4OTkhNDQUADNcavR0dF48eIFpk6diri4OHzyySfo2LEj88xER0cjMjISU6dORWlpKXbv3o20tDSMHz8e33//PRISEpCQkIBhw4YhISEB3333HbOg3bp1K1xcXBAdHY2mpiZERkayPvzw9vaGqakpsrKyUFlZydm97dixIyd2VYelpSVMTEwM7tZ37twZMpkMdXV1nHrd3NzQq1cvJrb6tx+gTJo0CZ6enmhqamLKxIkTsW7dulcdbh4eHp6/hD8sRvRfvzjNAAQD8DegdwOQ+rJ6+BhRHh6evxKhUEi7d+9m4s4iIyNZus5H1M/Pj8zMzOj777/n1JGXl0d79uwhV1dXmjNnDkeXSCT09ddfk6enJzk7O5NcLmfpAoGAPv74Y3JxcSELCwuqqKhgtNraWrpw4QJNnz6dTE1Nyc3NjfFR1Gg0FBkZSf7+/tSlSxcCwPJqVCgUFBgYSMuWLSM7OzuytLRk4kt1JCcnk7+/P7Vv3578/Pw4bddoNHT//n2aMWOGXn9GXR8FBATQsmXL9OpERI2NjXTw4EF68OCBwWPy8/Np6dKlnDbqUKvVdP78eRo1ahTLa7UlISEhNHbsWI5PKFFzLN+DBw9o0qRJHK9Ioua42q+//prxkjxy5AijZWdn0+HDh8nHx4dMTEwIAH377beUn59PFy9epHfeeYcVI2lsbEz+/v40f/58vTGNnTt3Znl8tiy/jWdsWczNzQ3qbdu2penTp1OvXr04WpcuXSgnJ4cEAgGdPn2a5s6dS3Z2doze0ruSqDm29Pjx4+Tt7U1WVlZUWVmpt79zcnJo48aNFBwcbHBcFQoFnT17llQqlcFjVCoV/fTTT6TRaAweU1VVRZs2baLq6mq9ulqtposXL1Lv3r1JJpNxdJlMRidOnKAePXrQqlWrWJpSqaQ7d+6Qr68vmZub04gRIxitvLycfvzxR5ozZw7j27pr1y7SarWUnJxMBw4coAkTJjCxxc7OzlRXV0cSiYQuXrxIS5YsYcUznz9/noiIpFIp3bhxg1auXMnorq6urN8P+fn5dOjQIfL29mZirHl4eHj+E8EfFSNq1JyS7wKAaiLa1OLnnYhI8q/vNwPwJqJFrdXFv5rLw8Pzd4CIEBsbi6qqKoPxVlVVVUhMTOT4B+rQaDR48uQJJkyYoNc2gojw4sULuLi46PVj1Gg0ePbsGdq0aYOhQ7kfGlZXV+PWrVvw9vZG//799bb/8ePH2LZtG+f6TU1NePDgAdq1a4fXX3+dU7dKpcKTJ08wadIkg5YXFRUVaNeunV5N14Y/wjbkZfXI5XKYm5sbbCf9y8+xtcyiAoEAcrkcw4cP13t+bGwsIiMjsWnTJo5eXV2NBw8eIDY2FocOHWK1o7S0FGFhYQgNDYWdnR2+/PJLAEBtbS2SkpIQHx+PhIQEpKSk4MqVK2jbti1SU1OZIhQKIRQK8c0336Bfv37Mv4VCIdLS0lBaWooffvgB3t7eSE5OZmU1rqiowM8/nyhmFgAAIABJREFU/4wFCxawdgxfvHiB6OhoHDx4EGvXrmXaqlQq8eLFCzx48ABKpRLffPON3r7Kzs6GsbExevToYbA/DY0Z/Stbr1gsRlZWFjp16gRzc3ODxczM7HfPIaVSCbVaDWtra726RqNBSEiIQT/d6upqXLt2DfPnz+fM98bGRjx69AjPnz/H119/DXNzc0ZraGhASEgIgoODMWzYMCxdupTRtFotkpKS8PDhQ2RmZuKHH35gZVvWaDSIjY3F3bt34ePjg0mTJnHaVVBQgOvXr2PFihVo27bt/68+4eHh4fmr+SPtW0YDCAMgQLN9CwDsBLAYwGA0f+qXD2CdbmFqCH4hysPDw/OfQXV1NRwdHZmFgkqlQllZGUpKSpCWlobExER4enqiQ4cOkMvlaGxsZH2tq6uDQCDA8OHD0bVrV+a1xJZftVotNBoNevTogcmTJ0Or1TKfkur73snJ6d/qmflHYmjxptVqUVVVpXfRX1VVBbFYzFlkExFKS0shFov1foih0WhQUlLC2Jn8HhoaGiASiZCXl4fs7GzcuHED9fX1MDExYca6ZdGN77x58xAYGNhqgioLCwsMGjQIbdq0YSXk0SX5alnWrVsHZ2fn330/PDw8PDx/Pn9KsqLfC78Q5eHh+auprq5GeHg4QkNDMW7cOJZ3oFQqRWJiIhNvVlVVhRs3bsDKygpA8+5LZmYmUlJSkJKSwiy0PvnkE9Y1SktLmXqSkpKwf/9+zg6TQqFAbGwswsLC8MYbb2DUqFGctorFYgQHB2PhwoV6PQyTk5NhZWUFT09PjiYUClFfX4+RI0dy6nz27BnS09Oxb98+aLVaZGVlISUlBcnJyYiOjkZcXBw6d+7MZBItKSlBeXk5J+NnZWWlwUykADB79mxIJBLExsYaPMbR0RFKpdJgjJ2OxYsXY/r06ZDJZKivr9f7derUqXj//feZc1QqFRPfKhKJUFBQgI0bN3IWNBqNBmlpaXjx4gXmzp2rd1FYVFSEhIQEzJkzR2/7kpKS4OHhoXdnTqFQQKPRGNy1+3cil8uZ+ayjqKgId+/exbVr12BiYgJXV1fk5eUhLy+PFRMNAFOmTMHKlSvh7+8PiUT/Z89TpkzBjRs3kJubi6VLl0IgEOg97ty5c/D29saSJUuQnJxssM1Dhw6Fvb09lEolVCoVlEolq6hUKpiYmODXX3+Fl5cXgP9vMZ6fn8+MPxFh7969nA8EamtrERYWBlNTU71vSNTU1CA1NRVjxozhaFqtFsXFxXr9Z4kIZWVlHO9aXfuioqIwcuRIjk+sTCZDSEgIsrKysGnTpv/YD194eHj+d/lDY0T/qMLHiPLw8Py7KS4upqtXr9L69eupf//+rDi6oKAg+vrrr2nhwoV6Y+0++eQT2r9/Py1ZsoQGDBjA8hgFQJ06dSKBQEC3bt2iPXv20IwZM6hTp06sY9577z0iIqqrq6P79+/Tzp07acyYMYx3poeHBykUCiJqjp0LCwujHTt2MP6VLT0MNRoNRURE0JYtW6h79+5ka2vLxNCpVCoKCQkhf39/cnd3JwCUkpJClZWVdP36dVq/fj15enoy7Ro1ahQNGTJEr1+ojY0NE1tpqCxevJiOHj1K06ZNM3jM5MmT6eDBg+Tv72/Ql3TatGl07tw5mjhxosF6Bg0axBo7fcXd3Z127NhBy5cvp7Fjx1KXLl3I2NiYdcy2bduIqNnrMSgoiHbv3k0TJkxg4id/G/ObnZ1NX3/9NQ0fPpwA0MmTJ1l6U1MTXb58mUaOHEkDBgzgxLI2NjbSsWPHyNPTkxobGzlzMzMzk95++21m/FsilUrpypUreue0VCql6OhovVpsbCyFh4dz2nnr1i3y9fWljRs3kkgkovPnz9PKlSupe/fuTP9YWFjQ2LFjW+1nb29v2rRpEx05coTmz5/P6WNdMTMzozFjxtCuXbto8eLFBr1Cvb296csvv6S1a9fqPcbBwYG2b99Ob775Zqvt8vPzo9WrV9OECROoR48enNhaExMTioiIICKi6upq+vXXX2nz5s302muvkZGREZmamrLiiBsaGujatWs0e/ZsMjMzY2I9dRQXF9O+ffuoW7du9Msvv7C0lnHiAQEBzM/VajU9f/6c3n//ferYsSMtWrSI+Xl0dDTt27ePxo4dy7T9p59+0jvGPDw8PH938Gf5iP4e+B1RHh6ePxu1Wo2rV6/iyZMnCAsL05sBFWj2S3yZ9YWlpSWTRVcfr+KP6OTkBLVajfr6er3H9uvXDx06dIBEIoFIJOJcb/Xq1TA2NmZiCnXWJwDw+uuvY+jQoYiLi0NSUhJrV9HBwQH29vYoLi7We91XuX8LCwsYGxu/9Dhzc3MYGxu32leOjo4wMTFBZWWlwWv17t0beXl5ej0uLS0t4e7urtfnEWj2IdVoNGhsbDTYBg8PDzQ1NaGwsFCv/vbbb2P27NlISUnBjRs3WP6bxsbGOHjwIN58800YGxvjzJkzOHv2LHM/K1aswJQpUzB27Fg4ODjg9OnTOHToEMrKyjB79mx88803SEtLg7e3N9RqNT777DOcO3cOU6ZMQVBQECorKxEfH48BAwbg9u3b+PTTT7FgwQIcP34cQPOuXHh4OBISEnDixAkcP34cixY1p2XQarW4cuUKDh48CIFAgPT0dHh4eCAiIgJXrlzBzz//zGRkbd++PStjbEvMzc3RrVs3WFhYoLS0VK+3pT5aenyamZnBzs6O421raWkJAMwcaWnToqNnz56orq7W64sLNPt9ymQyve03NjaGiYmJQS9SGxsbdO3aFXK5HPn5+ZxnokePHli+fDnMzMwgFApx+/Zt5nkyMzPD2bNn0dTUhPr6eoSEhCAoKAharRZ2dnZ4/vw5Kisr8fDhQ8TGxiIiIgIajQZt2rRBREQEwsLCEBgYiLCwMJaP7dy5c1FaWoqUlBTOGwHGxsZYt24dbGxsYGFhwZTBgwdj8uTJeu+Rh4eH5+8CvyPKw8PzP0tFRQWdPHmSRowY0eouCl/+b6VTp060dOlS6tevH2dHTLfTO3XqVNq1axeNGDGCyTwLgNavX082NjYEgAYOHEhLliwhR0dHRr9w4QL5+voy/7a2tmbpP/30E73zzjsGd9jWr1/P2uX7bWktS+2rlCFDhhi8NtC8U+zs7GxQnzNnDmt3uGvXrkwWZADUsWNH5ns/Pz9avHix3ky8x48fJ39/f+rbty+rfy0sLOj1119n+viPLjNnzqRVq1bRyJEj9WYCNjU1paamJoqPj6eDBw/S1KlTydramtF1O/0HDx6kjIwM+uKLL+i1115j9E2bNtHixYuZf+/bt4/1HG/atIn27NnDGseWc9DHx4fVh/9tRV+GaB4eHp6/G+B3RHl4eHias4BeuXIFly9fRm5uLvPzWbNmYfTo0ZBKpaiurkZqairS0tJQVVUFoHnn6PLly4zHn87rUiaTISsrCwCwatUqzJkzB0VFRcjLy0NkZCQAICoqirnOiRMnIJPJEBsbi4SEBFRUVLB29MaNGweVSoWsrCy9Oz3t27dHTU2N3p0ea2tr/D/2zjusinNr+/cGNlWkCCqggKDYe0VNbDGKJWIJ9hINtqixJMZYYi/RE/NGU2zBiCXo0RBjjS0JdrBgBYzSkd7rZpf7+4OX+RhnNiY5JjHnnd91PRc4a8ozz8zgrFnPWrdKpZLNr3RwcIC3tzeys7ORkZEhWsfMzAwffvghNBoNSkpKkJKSgrt37yI+Ph56vR7+/v7Yvn07kpOTkZSUhOTkZCQmJuL69evIzMxEbGwscnJyhKjqvXv3cPv2bdy+fRvTp0/H8uXLkZubK+hEFhQUICwsDBcuXMCqVauQmZmJwMBAoTKxTqfD1atXcfz4cSxfvhzW1tY4cuQI3nnnHaFI0tWrV3HixAksWbIEtra2iIiIwKxZsxAeHg47OzsEBwfjl19+waJFi2Bvb4/9+/dj7dq1ePz4MQCgRYsW6NatG2bMmIFr164hKCgI4eHhojFr1qwZ1Go17t27J9IY/S2o1Wqh+JIxTExMfvd+/0qsra0xdepUtGrVSpR7W3nvx8bG4l//+hfmz58PAEIOZFRUFKKionDr1i1kZGRg5cqVQq4mUJFbff36dVy4cAFDhgxBXFwcbty4gbVr1wrrxMXF4ciRI/Dz80Pz5s1x4MABzJw5E2FhYWjVqhWSkpJw+PBh9O3bFy1atEBUVBSmTZuGixcvYsGCBRg1ahTOnDkj2Hfu3ImPP/4YT58+BQChKq6NjQ3u3buHs2fPiq6VlZUVysrKnjvD4UXi6uoKExMTFBcXo6CgQNQfc3NzTJ06FRqNRtT69u2LmTNn/mV9VFBQUPgjKBFRBQUFhSoYDAZeuXKFM2bMoKOjo2xOH0nev3+fs2bNYs2aNSW5dmRFnubp06c5YMAANm/eXHYfkZGRnDZtGm1sbLht2zaRrbi4mAcOHKCfnx9NTU1FeYnp6en8+uuv+cYbbwhRs2XLlgk5ZCtXrqSvr68QAWrUqBG1Wi1TU1MZFBTEESNGsGbNmgRAW1tbkR7k/fv3uWzZMiEX9vDhw5J+5+Tk8JNPPmGTJk2Maknq9XqGhITwwYMHxgeb5Pnz56u1GwwGBgcHG9UIJSu0JCdMmMDk5GSjffn666/p7OzM2NhYiV2r1TI4OJg+Pj50dXWVHOv+/ftcsGCBoOsYGhpKkszNzeXhw4cZGBgoilbOnz+fS5Ys4YABAyS5wNVFSf9o+6P7bN26NVu1asXatWtLbEFBQUxLS2NJSQkNBgNzcnK4Y8cO9ujRg6ampnz8+LHR6/HkyROR9q7BYJC9flX1QQ0GA7dt28Yvv/ySt27dEvRFq+qMarVapqenS/YTHx/P6Ohoo/3R6/XcuXOnrCYuSZaWlvKLL75gvXr1+Oabb4psldqpvr6+BEBvb28WFBTw3LlzXLJkCbt16ybKCZ80aRIDAgLo6ekpGdOZM2dy5MiR9PDwkNiuXLnCu3fvcvPmzfTz8xNFh9etWyf0p6ysjMePH+fEiROFSPOZM2eMnruCgoLCywyUiKiCgoKCPOXl5Th16hR8fX1Ru3Zt2XWKiorw9OlT+Pj4GN3Pr7/+inr16kmqkFaSn5+PyMhI9OjRQ9aenp6OgwcPYsqUKZKquMXFxYKG4caNG0Uahjk5OTh//jxOnz6N4cOHY8CAAYJNq9Xi8uXLOHnyJJo3b46JEyeK9ksSt2/fxuPHjxEQECDbL71eD41G89wqr7m5ubh79y6cnZ1Ru3ZtODo6SiqA5ubmYseOHXBxcYGXlxe8vb1Rt25dUSVQvV5vVCcUqMiBfHa/VcnLy0NxcTHc3NyMns+hQ4fQo0cPuLq6SuxarRYnTpxAQkIC3n33XZGNJGJiYvDjjz8iPj4emzdvFvpeWR25skJymzZt4Ofnh7i4OCHq9+DBA6SlpcHU1BRdu3ZFZmYm0tLSkJycDI1GA6AimqrT6WSjcVXzL6tSt25dDBo0CL/++iuioqJE0fTAwEDs2LEDQEWV5Eqt07CwMFhZWeH69euy45mUlISioiI0bdrU2FBLxmbbtm3Ytm0bGjRoAG9vb3h7ewvX2cPDA+bm5sjPz0ffvn0REREBa2trdOjQAV26dBGai4sLNmzYgB07dqBz587o3LkzunTpgjZt2gi5pdVRVFSEGjVqGLVrNBqEhoZi5MiRshVoY2NjERISgoEDB6J169bC8uLiYly5cgU///wznj59il27dsHU1BSZmZmIiIhAeHg4wsPDUVRUhHPnzsHc3Bypqam4du0arl27hqtXr8Lc3BxnzpwRxrtSz/XcuXOIiIhASEgI7O3tRf0pLy/H+fPnkZGRIXl+FRQUFP4JKPItCgoKCi+I5zlC/43odDrk5+dLpDKqtsoX/B07dkCn08HExAS1atUSHFNnZ2c4OztDo9Hgu+++Q25uLoCKaZCVjouXlxfq1KmDH374AQUFBWjYsCE8PDzg6ekJDw8P4fdatWr9o2UsDAYDDAYDzMzMhGVFRUVIS0tDWloaGjVqBJLIyMhARkYG0tPTkZGRgaKiIkyePBkZGRlISUlBcnIykpOTkZKSgh49emDSpEkAKj5OREdHIyoqCtHR0ZgzZ46sjmhWVhZsbGyMfjyphCQePXoErVYrNJ1OJ/ldp9PhypUr2LJli0Qz1MTEBO7u7vDy8kLv3r1x+PBhREZGSo7l7u6OLl26wMzMDAcOHBCWq9VqtGnTBp07d0bHjh2RkJAAFxcX4d5wd3eHhYXF77kMfwpkhdat3McUrVYrFFJSUFBQ+L+C4ogqKCgoyFBcXIzbt28L0Yx58+ahbdu2SEhIECJZlbqDcXFxyMrKwpEjR2BjY4PU1FTBcaj8PTU1Fenp6diyZYtIZzAvLw8JCQmCjmF8fDxGjhyJLl26SPpUUFCAGzduIDExERMnTpR1uKKiopCXlyfRBQUqnMZ79+6J8vKqEhMTI9EaBSpeki9evAhXV1c0adIEer0ecXFxePjwIR48eIDQ0FDcvHmz2rxGa2trfPbZZ1i+fLmQj/cs/v7+WLNmDYYNGybk1z5Lhw4d4O3tjYMHD8raLS0tYWpqCnd3d9SpUwc1a9aEra2tqFUuGzp0KBwcHIRtSaKoqAi5ubkoKSlBkyZNZI+h1WpRVFQk2rYqubm5sLGxEUWnqx4jOjraaDSxoKAANWvWlLX9XZSVlUkijiTx5MkThIeHIzQ0FBcuXDBaxRaoqBx96NAh1KlTB0OGDBE+NlRl4MCB2L9/P7RaLXr37i2rKzp79mxs2LAB69evx5o1a2SP5ejoCEdHRyHvFwBcXFyEDxaVrXPnzmjfvr1ke4PBgPz8fNSsWVPWMay8T2xtbWWPHx4ejo4dO8o+n3JjWXW/ctuQRGZmpuysjNTUVJw/fx5WVlYYPny47H4VFBQUXlaUHFEFBYX/82i1Wt6+fZs7duzg22+/zVatWokqbLq4uLBevXrV5uL9lsq7ffr04bvvvsshQ4awdevWtLOzk6zz+uuvU6/XU6vVMjIyktu3b+fkyZPZvHlz4fj79u0T9f/+/ftcvnw5mzVrRgC8c+eOyJ6cnMwVK1bQzc2NGzduFNkKCgq4Y8cOdujQgRMmTBCW5+TkcP/+/RwyZAitra1pbW3NESNGsFWrVkLF26rtvffe45AhQ4ye+4ABAxgeHs7k5GSjGpQzZszgnTt3mJWVxe7du0vsZmZm/Pbbb6nVarl+/XrZfajVaoaEhFSrW4r/zY8cMGAAu3TpwsaNG9PZ2VmU67dnzx6SFbmL8fHxPHjwIOfPn89u3brR3t5epCVJkhqNht9//z2HDx/ODh06SHIiDQYDT548yU6dOnHRokWSe1Cj0XDDhg2cNGmS7D16//59Hj9+XNZWWlpqNFeXpKw2aSW//vqroDH7bH8vXbrEiRMncs6cOUxNTeXRo0e5dOlSvv7666IKxWq1mpGRkZIqtVVbixYtePLkSRYXFzM6Olq2YrG3tze/+OILFhcXMz09nU2bNpWsM2LECD5+/JgGg4EffPCBxG5ubs4rV66wsLCQb7zxhtHr7+rqyvHjxzMgIIB9+/Zlhw4d6OXlRQcHB6pUKo4aNUp0DcvKynjq1CnOnDmTHh4evHnzpmS8zp49y549e7J3796S8YyKiqK/vz/PnTsnsV27do3+/v7Mzc0VLX/69KmgM/rvf/+bJJmXl8ejR49y9uzZwvNuZmbGR48eGb3GCgoKCi8r+I05ooojqqCg8F9HQUEBFyxYQCsrq2qdFg8PDzZu3FhUQOTZplKp6OrqWq0kh5WVVbX2yhfkevXqGe2TtbU116xZwwsXLvCjjz6SvKx7eHhw+/btzMnJ4Y8//kh/f3+RbMf+/fsZHBzMsLAwBgYGskaNGoJt+fLlDAwMZJMmTUTbABVFjarrt7OzMzt37sxXXnml2nVr1arFN998k2PGjDG6TseOHXns2DGOHDlS1t6wYUOGhoby3//+t0jipLL5+Pjw8OHD/OSTT2Qdo1q1anHChAlGr6eLiwtnz57NN954g3Xq1JHYX3nlFcbHx9NgMPDatWt85513RNd18uTJTEtLIyl2QCvt69evFzmO58+fZ5MmTQhUFKa5dOkS8/PzSVZ8JNmwYQPNzc0ZGhpKg8HAGzdusKioiCR5+/ZttmjRQnBEDAYDIyMjWVRUxIyMDI4ePZo///yzcCy9Xs8bN24wNjaWc+bMYa1atUQFgRITEzlr1iw2btxYdE9Vd+2tra356quvcvjw4Rw5ciTr169vdF0LCwv27duX27dvF43Js9dn48aNfPr0qVA0q+qHIbVazYULF9JgMHD+/PmS7dVqNRcsWECtVitrB8C33nqLHTp0kLWp1WqeOnWK6enpDAoK4tChQ0UyN82aNWNUVJQwnkePHhWdy1tvvSUUT0pOTmZgYCBNTExoaWnJ3NxcXr16lb/++ivDwsLYt29fAhUfqQwGAxMTE7ly5UqhKBQA1qxZkzNmzGCLFi0kMkgA6Obmxnnz5vHDDz/kqlWruHHjRqWAkYKCwj8CKI6ogoLC/3Xu3LnDWbNmyeod/tHWokWLau39+/evNsL6n1ZXrc4Z+CvaiBEjhJfm2rVrs1evXiKn8Mcff2RISIjwgr9ixQq+9tprgv3o0aPU6/VctGgRgQonfsaMGYLjeejQIZLk9evXBWdRpVIJ0dqQkBCSZHh4OL28vCT9+/bbb5mSksJJkybJjvWAAQPo6Oho9PxGjRpFHx8fo/bDhw/zxIkT7Nixo6z9u+++Y0pKCkeNGiV73b/77jtGRUWxc+fOgs3f35/16tUjAB48eJDr1q2jWq2mmZkZL126xPfff1/QEn333Xfp5OREAExMTOR3333HKVOmCGNV+aGjffv23LVrFwcPHmz0/pdzfp7Xhg0bJlRmVqvVDAgIEO1/xYoVLC4uFqLou3fv5qpVq4TKxO+//z5JMikpiV5eXmzZsiUvXbokjMecOXNIVjjec+bMIVBRHbrSPnPmTOH53rZtm+TDyqxZs6jX6xkcHEw3NzdJ/11cXKp9Bt977z1+++23bNmypay90jGs+kHJ1NRU6Mezz6ejo6PsR5U/2hQdUQUFhX8CUBxRBQUFhQpKSkoYHBzMV155RfRSt3jxYm7ZsoVLly7l1KlT+cYbb3Dbtm3CS3+9evUYExPD0NBQrl27lhMmTKBWq+W///1vwVmpV68eL1++zC1btvDtt9+mXq/n/fv3OWrUKOGF19ramuvXr+f48eP5+PFjrly5UhKNcnR0ZP369WUjdf9pMzU1pbm5uazNy8uLr732Gl977TV27dqVY8aMESKKFhYW/PHHHxkUFMSlS5dy7NixTE1NZUREBNu2bUsHBwcaDAYWFhby+PHjfPfdd4Xpovfv32ejRo2ECM6TJ0+4atUqUZRu+/bttLGxIUlmZmbyk08+EdkTEhLYsmVLmpubMz09nRs3bmR5eblgz8vLE6KrpqamghNUyc2bN9mjRw/hXN9++20+ffqUZWVlDAkJEaJWla1hw4bs1auXUUe1fv36QoRTrtWqVYvjxo0TRaOrNktLS/r7+8tOga50DJ8XpazajF3T39tMTExYq1YtidPUqVMnbt++nWvWrOGcOXM4atQonjlzhikpKRw2bBgBMDU1lVqtlleuXOFHH33Eu3fvkiR1Oh1nz57NgwcPCs/gjh07RFI88fHxHDlypCADExISwszMTMFuMBg4Y8YMDho0iAaDgQcPHpTIvJw5c0aYCr9mzRqR/ExRURFXrFgh3M8DBgzgiRMnuGPHDg4ePFgyO8HR0VEiy1O1qdXq586y+CPN3NyclpaWEge5UaNGnD59OidOnMiAgAAOHjyYn3/++R/8K6igoKDw16E4ogoKCgoyREVFccGCBXRycuL06dNl19Fqtdy7dy8bN27MyMhIo+vs3LmTbm5ufPLkiew6Dx8+5NixY2liYiK8oFei1+t55swZBgQEUK1W09HRUdB2vHfvnkR30MzMjOvXr+fMmTPZuXNnSZRl8ODBnDNnDn19fSW2qVOnkqzITdu1axf9/f2F/bZr106S95idnc21a9eybt26PHr0qNHz37x5szBVVY68vDxJzmUlGo2GWq2Wp06dEulOPkt+fj79/Pyo0Whk7QaDgTt37qSVlZXIialq/+677+jt7c0dO3ZI7LGxsVy2bBnd3Nw4bNgwkhQ+Jmzbto1jx44VtERtbW3Zs2dPenl5yU4NrpqL+mxTqVRGo2zm5uacOHGiaJpo1Y8IzZs3N+oAVXdMNzc3Nm3alB4eHrLrffTRR8zKyhKNf2FhIXft2sVOnTrRxsZGmEosR2hoKG/dumXUbjAYmJeXx7t37xrViy0pKeGRI0cYHx8va9fr9UIepTEePHjABg0aSHKoK0lOTuaECRMYEBAgOfbx48c5bdo0Ojk5Ua1Wc9iwYezcubMQdX4RTv5bb73FN954Q4h6V70nquak5uXlcc+ePRw4cCDVajXt7e1ZUFBQ7bkrKCgovIz8VkdUqZqroKDwfxKNRoOffvoJ/fv3N7qOXq9HXl4eatWqZXSd0tJSFBQUoE6dOkbXiYmJQUFBATp27Chrz8rKwt69e9G5c2d07dpV0s+rV6/i7NmzcHJywrx58wBUVMqNiorCzZs3cfPmTdy7dw9ff/01vL29odVq8eDBA4SHhyMiIgI3b97Ezp07RZVEy8rK8PPPP+P48eOYNGkSOnSQFrfTaDSIj4+Xrbj7PKKiohAaGop3331XopEKVIztuHHjMHPmTFG14UrI/19RVKfTQaVSVSuB8fDhQ9jb28vqhFaey8OHD41WFtbr9bhw4QL69OkjK9WTmJiIS5cuoXXr1mjevDkMBgPS0tKQkJCAsLAwHDt2DDk5OahRowbc3NxQUlKCkpISFBcXIyUlBZmZmfgj/9+am5tLZFF+K/Pnz8cnn3yOe/e/AAAgAElEQVQCoOJ637lzBxEREULLycnBw4cP4ejoKLv93bt3YWNjA29vb6PHIOUrwlZlz549iImJwbp162TtJ06cwKJFi3D58mXZysIffvghJk+ejEaNGhk9RmZmJrRardHrD1TohXp5eRk9j8jISFhYWKBZs2YAKiodP3jwABcvXkR0dDRiY2MBAG3bthUkdiorZ+fl5WH69OmwsLAQKm7HxcWhoKAAQ4cOxZEjR6BSqZCcnCxojF69ehX29vY4ceKEZAxzc3Px/fffw8fHB926dTN6TgoKCgovI4p8i4KCgsKfwD9VU/S3OAy/h8ePH8PJyQn29vZG1xkxYgQuXbqEjz76CG+//bZE9mTfvn0YP348Ro8ejU2bNsHNzU1kX7BgAXQ6HT744INqHYyXmbt37+LatWuClqSJiYnQ7t27h2+++QalpaUwMzMT9D3VajWKi4uRmpoq3G+2trYgK/QqK38aDAb4+vpixYoVyM3NRVZWltAyMzORlZWF5cuXG3W+CwoKoNfrjcrV/BbKy8uxYsUKLF26FNbW1rLrXLt2Db6+vtiyZQtmz54tsd+/fx8tW7aEn58ffvjhB5HWKgB8/vnnWLduHS5cuCCR3klMTIRGo6nWSf0r0Ov1KC4uFjnSJJGbm4u4uDg0bdpUdnw0Gg3MzMwUnVEFBYX/KhRHVEFBQeF3UlJSgr1798LS0hIODg5Cc3R0hIODA6ysrJCeno63334bWq0WzZo1E1rTpk2FF/qysjJcu3YNPj4+cHFxeaEO4MtCVlYWunXrBi8vLwwfPhz+/v5wcnISrfPo0SM0b94cOp0OXl5eWL16NUaNGiU48jqdDk2aNMGTJ09gY2ODpUuXYt68ebCwsAAAZGdno1GjRigpKcHUqVPxwQcfCM5qcnIyFi1ahI4dO6J///7w8fH5R4+zXq+v1hnR6XQSB+1ZXvTHht/KnDlzcO7cOYSEhKBVq1YSe25uLhwdHaFSqRASEoKAgACRvbCwUHDgZs2aha1bt4rsERER6NSpE2rXro0LFy6gefPmgk2v16Nt27bw9/fHhx9+CCsrqz/hDF8e/q5rrKCgoPB7UHREFRQUFJ7BYDAwMzOTt27d4tGjR/n555/zgw8+4JgxY/jKK6+wUaNGPHDggNGqqRYWFpw/fz5zcnLYrVs3id3FxYWTJ09mWVkZDx48SLVaTVtbW7Zv355jxozhypUr+f333xvNl3uZ0Ov1LC8vZ2lpKYuKipifn8/c3FxRztrt27eF3EUTExP26tWLn3/+uUjCZObMmaIxatWqFU+ePCnYg4KCJAVaTpw4Idi3bt0qGv9Zs2YJBW/CwsKEgj0eHh6cOnUqv/vuOxYUFPDQoUP88ssvGRQUxP379/PIkSM8fvw4r169Knu+Wq2Wt27dYkJCglH7sWPHjF67pKQkHjt2zOh47t2712g+ZWlpqSR/sSp5eXkcPXq0UbvBYOCKFSuYkpJidJ2CggKePXvWqJ2syNstLCwUbbNp0yYeOHCAt2/fNqpbevPmTeH6fP7557JjVFk119zcnOfPn5fYqxaI2rJli6RflQWenJycJLmgu3btIgA2aNBAdA0MBgPDwsJ4586dF5Jr+bzn9tlCSlUpLi6udvyfPHnCmTNniopxVW73008/cfXq1ezfv79SrEhBQeEfAZRiRQoKCgpibt++zf79+xstLNK/f3/m5eUxPz+fAQEBEnu9evWYmJhIsuIFccCAASK7tbW1qCjRuXPnRNqbarWav/zyC8mKqqJbtmxhu3bt2Lx5c3p7e9Pb29tocaSHDx9y/fr1Rl+GCwoK+P333xs999TUVO7fv1/WVl5ezpCQEE6ZMkXYf0JCguT81Go1L168KNp2//79onUWL14sKiyUlpYmqiI7cuRIJiUliY7t6ekp2AcMGMDbt28L/dBqtWzevLlgHzJkCB8+fChsf+DAAdHxFyxYQI1Gw+zsbI4YMUJSHKayim9mZiaPHTvGxYsXs2fPnrSxsWGdOnUkxXmKioq4ZcsWenp6MiAgQFTVl6xwTnbt2sWaNWvyq6++kjgSOp2O77//PgHw+vXrksJMBQUF7N27N9VqNdPS0mQLR3Xs2JGurq58+vSpxK7T6Tht2jQC4KNHj2QLP125coVeXl7ctGmTpH8Gg4FXr17lzJkz2aBBA8n537hxQ3AiVSoVp0+fTp1OJ9lHZSGmWrVqyd5n3bt3J1BROXjw4MGSwlJt27YVii/169dPUuSqS5cuwjM2btw4kcOs0WiEQkDOzs6iDxkxMTGCzI+zszNnz54t6T9ZcZ0/++wzo4XHnj59yo8++kjWRpKrV6/mp59+Kvt8JiQksG3btlyxYoWk6FZiYiKnTp1KMzMzvvbaa3z48CGPHDnC+fPns1OnTqIiUzY2NtUWh1JQUFB4WVAcUQUFBQUjXL58WaRtWbXFxcWRrHi53rp1q6Q6alVHs7y8nGPHjhXZw8PDRce6deuWSJLl2Yjc6dOnRXqYDx48EGxFRUXcvXu3EH21s7NjbGys5Hxu3LjBhg0b0t3dXbb66OnTp1m7dm26u7uLXrRTUlL40UcfsW7dugQqqsLeu3dPsBsMBh44cEBUQfTChQuS/c+fP59ARYXXb7/9VmJftWoVAdDBwYFffvmlxL5t2zYCYJ06dfg///M/EvvZs2cJgDVr1pSNCK1bt05wlHbt2iXq/549e0QfA/bu3Su8/FddXtkOHz5MkszIyOBHH30kkXL54YcfhP0nJCTw9ddfF2ympqY8fvy4YM/NzaWfn59gNzc356lTpwR7VlaWSI/UwsJCFC3OyMhg69atBQfN3NxcFPErKSmhv7+/sL2VlRW/++47wa7Varl8+XJB49LCwoL79u0jSf76669cvny5IFVUGdXevn27ZHxjYmIEWZm1a9dK7CT5ySef0N3dXaTzWZUpU6bQz8+Po0aNkjjzJDl06FAOHz6cb775pmzkde7cuezSpQsDAgJkHclPP/2Uzs7OnDRpksSWkZEhOLKVOqaVpKenc9myZcJ13rp1q2T7+Ph4ent7s27dupJoLUlu2rSJQIW8z4YNG0S2ixcvsnbt2oIjuWzZMpIVH4bmzJkjkeDp1asXO3XqZPRj2eTJkyXHV1BQUHjZUBxRBQUFhefw888/89VXXxVe8ubPny+JaISHh9PDw4MmJiY8cOCAZB96vZ6zZ88mAEm0sJInT57Q29vbqAxFSUkJly1bxilTpogiWllZWTx27BiXLl3Kvn370tPTk9nZ2aJj/+tf/xKcZZVKxUuXLgn28vJyLly4UBQRvHLlCkmyrKyMQUFBnDFjBn19fWltbU17e3vZ6YWZmZkcN24cx48fLyujotVq2bt3b167dk02IlRUVMTevXszNzdX9vzLyso4dOjQaqdPjh49mhkZGbI2g8HAwMBAHjhwQDYiGBsby27dunHy5MksKioSlhcXF3Pv3r3s3bs3AbB169ZMTEzkF198QXt7e4kTUKtWLUZGRlKv1/Orr76S6IVaWloKcjfR0dGSKd4mJib85JNPSFZM5W3atKnkGDNmzCBZEYFr1qyZxD5u3DiSFZFSuenhc+fOJUk+fvxYcL6qXv89e/aQrHCugoOD+fbbb7Nx48aCo2xMAiUlJYVz585lWVmZrD0tLY0PHjwwGrGPioqqdmprdHS0URtJRkZGSqK5VSkqKuKPP/5YrUzM3LlzRfdvQUEB169fz4CAALZu3ZpWVlb84osvRNvFxMSwfv36whg+6+hWnTpeGfGvZOfOnZIPWRMmTOD7778vK8ejUqm4efNmkhUzIBYtWkQ3NzfBXq9ePYaGhlY7TgoKCgovA4ojqqCgoPAbMBgMPH/+PLt27cpvvvlGdp3s7GwOGjTIaA6YwWDgqlWrqn3RTk9PF01JleN5eWyVeZuVJCUl8eTJk/zll1948+ZNxsTEiBzVn3/+mV9++SX37t3Lo0eP8sKFC3z8+LHsvnU6HaOjo0X5nc9iTOuRrHBWq3MUqvZLjqoOohzG8hMrKS8vZ05OjlG7TqfjtWvXjNrj4uK4bt06lpaWCus/fvyYJ06c4ObNmzlt2jT27NmTe/bsYa9evYxGrFasWMGTJ0/Szs5O1r506VJGR0cL2qTPtvXr1zM+Pp4NGzaUdVS2bNnChIQEWScVqJiavHPnTomTXNmMRSTT0tL473//26gjSrJavdc/ik6nqza3tqioSDRL4D/heTmeer1edA/dvXtXmM3g4ODAHj16cM6cOcLfgR07dkjG187OjufPn+esWbNkx9/T05MffvghZ82axaFDhwrTrlUqFQFw9erVoj7pdDqePXuW48aNo52dHZ8+ffpCxkJBQUHhz+S3OqJK1VwFBQUFVHyUS09PR926dWXtBoMBOp1OIkGi8Me5f/8+6tevDzs7O4ktOjoaKpXqD2mY/pmkp6ejrKxMtKyyiilJ7NixAxs2bIDBYICDgwNcXV3h5uYm/NTr9di5cyeys7Ml+/D29oaHhwcePHiAtLQ0ybEtLCzQsGFDpKWlibZXqVTw9PSEj48P3N3d0bx5c7Rq1QqWlpawtLSElZWV6HdbW9u/TILo0aNHePToEQYNGiSxPXjwAIGBgRgxYgTmz58vsV+5cgWTJ0/GmTNn4O7uLrGTxIMHD9CiRYsX3u/y8nIEBwfDzc0NrVq1gqurq6ha7d69ezFx4kQ4OTnB19cXXbp0ga+vLxo1aoRFixYhOjoarq6ukuvv6uoKDw8PiV6qTqcTNEk7dOggWxm3sLAQxcXFRv9GKSgoKLwsKPItCgoKCn8DJPH06VOJJmZViouLYWNj8xf26u9DTpaEJL7++mvs3r0bly9flmxz//599OvXDzExMahRo4bEnp2djcePH6Nz585/Wr//CFlZWYiKihIckGelRMLCwgSZm2bNmqF58+bCz8aNGyMpKQm9e/dGSkoKnJyc0LZtW7Rp0wZt2rRB69atodfrsXjxYjg7O8PHxweNGzeGj48PGjZsCEtLy7/lnI3p6ubk5GDVqlX4+uuvERUVhXr16gk2jUaDdevWYf369bC0tERSUpLoY4RGo8HKlSvx8ccfY8CAATh27Jhk/ykpKXj77bcxdepUDB069M85OSPk5+fj1KlT6NixI7y8vBQ5FQUFBYVnUORbFBQUFP4EkpOThYJGcnzzzTdGc0ErtzdW8OW/ibi4OC5evJjr168XLS8oKOCYMWMIQMiXrEpkZCSdnJzYqlUr2f0WFxezS5cu1U6z/TOmkP6nGAwGxsTECFN/n0Wn0zEoKIgnTpxgSkrKSy/xk5KSwoULF4qKN5EVFWw//fRTOjg4EADfffddkf3ixYts0qSJKC+7Knfu3GGrVq0Ee9UKuGTFOO7bt4/29vZ0c3OTnWZMVhQoUvIpFRQUFP4eoOSIKigoKLxYDAYDBwwYIKqcW5WMjAw6OjrKFjUiK4r6vPrqq1y+fHm1xzl9+rQgE/NPQqvVMjQ0lP3796dKpWKTJk1EuZ23b99mo0aNhMI9z+a73bx5U6heGhgYKLv/QYMGEYDRfNDk5GShMqzCi+fhw4ecPHky1Wo1+/TpIzjMBoOBR48eFa4v/reKb2pqKskKLdTp06dLijdV5h3rdDquX79eVNzHw8NDVCE3IyODw4YNE+XjPktpaSk//vhj2tnZ8fr163/BiCgoKCgoPMtvdUT/miQRBQUFhX8ACQkJePDggVF7cHAwTp48aXQq3vz585GTkwOtVitrX7FiBcLCwmRzIoGK6YYBAQFYvXo16tevL7vO3bt3UVJSYrSPDx8+RFZWllF7dHQ0wsLCjNqPHj2Kbdu2obS0VGLTaDQYPnw4mjZtitatW6Njx46YOXMm8vPzAQCHDx/GpEmTcPr0aZiammLv3r3C9NS8vDxs3boVjx8/BgD07dsXLi4uwr4zMjLw3nvvIScnBwDQpUsX0bFJYvr06Th+/DicnZ3h4OAg6V9hYSEGDhwItVote26FhYW4fv260XMvLCzEtWvXjNqNXddKUlJSjNqKi4sRHx9v1J6TkyOcuzHkrsnvoaioCBcvXqz4Ci0DSVy9ehXr1q3Drl27JPbw8HC89tprCAoKgomJCb788kvhWdDpdDAYDCgvLxfWnz17tpDPqFarMXToUFF+44gRI+Dh4QEAKCgoQL169eDo6CjYp06dKkzrJom9e/fi0qVLAABTU1MEBgaK+hcfH4927drhgw8+QM+ePdGpUyfJOSQmJuLkyZMIDQ2VjANJhIWFwWAwGBnBv59Lly499z5UUFBQ+MfwW7zVF9WUiKiCgsLLTJs2bWhjY8PCwkJZ+w8//MChQ4cyKipKYisvL+eRI0c4evRoHjp0SGI3GAw8d+4chw0bZjRil52dzdatW0umO1ala9euNDEx4ZQpU5iZmSmxjx49mnXq1DG6j0mTJtHExISrVq2S1WMcOnQoAdDZ2ZkrV66UHKNz585CtGvjxo2iSrkajYZNmzalmZkZV61aJdl3eno6W7ZsSTc3N9kxePr0Kbt06cKmTZvy/v37IpvBYGB2djYHDhzI4cOHy55bXFwchw0bxoiICFn7lClTCEi1XiuZNm0aAanWK1lRvXXw4MG8ceOG7LZnzpxhhw4dBHmcZ1m2bBn79u3Ly5cvy9o/+ugjDh8+3KgE0L179xgQEMBffvlF1k6SJ0+erHbK8ooVKwhApDX6LHPmzGGfPn2MyrQEBATQxsaGK1eulNh0Oh39/Pzo4OBAW1tbSQXm0tJSDhw4kC4uLgQg6atGo+HgwYNZv359mpmZCdHUSgwGA0eMGEFXV1ej98DcuXNpb29vdNbChg0b2LJlS6akpEhs33zzDQHw008/ld2WJC9cuFDtlN/Tp0/z66+/rnb7SokfOSIjI/nw4UNZ29GjRwlA0CJVUFBQeFmBMjVXQUFB4fexe/du2RfsZ3le/t7z7HIOYCUFBQXV5jiGhoby1q1bsrbS0lKRNuWUKVOYn58v2LVaLVu0aCHYe/fuLZkeO2bMGKpUKnp6etLPz49LliwRTYM9deoU/fz8jObJlpWV8b333jOau6fX63ns2LFq5VoePnxY7RhVPSc5jI3/L7/8wunTpzMvL0/WfvHiRU6bNk2id6rT6ejv709bW1tu375dsl1OTo6g9+jv7y+RmomLi6OlpSUBcNCgQRIHLS8vT5B7efXVV2VlcubOnUsAbNGiBe/duyfb/549e7JHjx5G81AjIyONfsCoJD8/v1oZIa1Wy+3btxt1VMvKynjz5k2jzpJWq2VGRgYHDRoka9fr9czOzuY777xj1B4VFcULFy7I2g0GQ7VTcouKioxO646Li+OUKVOMysXExsaybt267NChg6z9m2++Yc2aNQlA9v69du0aa9asyebNmxvt35o1a2SnHJMVH2oCAwONfgxRUFBQeFn4rY6oUjVXQUFB4b8Mg8EArVYLrVYLtVoNCwsLABVTMx88eICCggKhWVlZISAgACYmJiCJqKgoeHp6wtraWnbfxcXFsLa2rrZSqLFKqv9UoqOjkZqaim7dusnK94wfPx7Hjh3DxIkTMW3aNDRr1kxkHzFiBI4cOQJbW1vMmTMH8+bNQ61atQT7mjVrsGzZMgDAqFGjsGnTJkmVWVdXVxQVFWHdunWYN2+eZHy1Wi369euHI0eOyE5b/qspLS2VVA2uSkFBAXQ6nWgqblWSk5NhaWkJJyenP6uLf4hjx45hwoQJyMnJkTwDGo0G3bp1w82bN5Gbmwt7e3vJ9gsWLEBISEi107gjIyPRpk2bF953BQUFhb8KRb5FQUFBQUHhT+bRo0e4fPkyRo4cKeu8//TTTxgyZAjeffddzJs3T+J4FRYWwtPTE25ubti6dSt69Ogh2cehQ4ewYsUKHDhwwKiDkp+fD5VKJdGn/DsoLCxEXFwcbGxs4O3tjfLyckRFReHu3bu4c+cO7t69i+joaGzduhVDhgxBYWEhbt68ifDwcERERCA8PBwdOnRASEiIkO9LEikpKbhx4wYiIyMxefJkWW3Rv4I9e/agT58+oo8FlcTGxqJt27a4e/eukP9aFa1WCz8/P5w7d+6v6KqCgoLC34LiiCooKCi8JJBEQUEBUlJSkJKSAisrK3Tv3l20jkajQXJyMhITE+Hj41OtDul/EzqdDgUFBcjLy0N+fj7y8vKE3wcMGIDatWtDo9EgKSkJCQkJSEhIgIODw1+uHflHOXz4MHr37m008rdz505oNBpMnz4dZmZmsut8//336NevX7URxr+S8vJyJCQkIC4uTmixsbHCz5ycHDRr1gwtW7bEw4cPERUVBZ1OJ2xvYWGBwMBAFBUVITw8HFFRUaLCQf7+/vjiiy9w9+5dRERECC0tLQ2mpqY4ePAghg8fLqyv1+uRkJCAmJgYPHr0CG+++SZcXV3/1DGoLup/+PBh+Pj4oFWrVrL2pKQkuLq6SvR1FRQUFP5beGGOqEqlqg8gGEBdAAYAO0h+plKpHAEcBOAJIB5AAMnc6valOKIKCgovM1qtFsHBwfDy8kLjxo3h4uIimn4XFhaGhw8fQqfTCU2v10On06G8vBzR0dHIzc2FRqOBm5sb0tPTBeezqKgIANCyZUuMHj0a2dnZSExMRGJiIhISEpCWlgagYure3LlzodPpoNVqUV5eLvwsLi6GRqNBjx49jDold+7cgbe3N2rUqGH0PKOiouDm5lZt9OzatWto2LCh0amRBw8eRGxsLNq3b4/27duLpprGxsZi2LBhMDExgZ2dHWrWrCn8LCwsxJkzZ1BWVia0Z7GwsEDHjh2h0+mEsan8v2rQoEHYvXs3iouLkZqaKmq5ubl477334OnpafS8XjbKy8tlp/v+HcTExCAiIgLFxcVCKykpEf07NzcXt27dqrYyc0BAAK5du4bExESJzcbGBu3atcPFixdlt3Vzc4NarZatMGxiYoI1a9agXr16iImJQXR0NGJiYvDrr79Co9HA3Nwce/fuRUBAwB8egxcBSeh0OqPVm0tKSmBhYWHUEU1ISICLi4vsfZGXl4cLFy6gV69eL8UUbAUFBQU5fqsj+vxqRoALgHb/+7stgEcAmgHYCGDR/y5fBODj5+1LKVakoKDwsrNmzRqhmI+trS07dOjAsWPHctWqVdy+fTs9PT1FWojPNlNTU6O23r17i3QSqzYLCwsuXbqU1tbWRrd3dnZm06ZN2aBBAw4YMIALFizgrl27ePnyZaEAy+HDh2lpackhQ4YwODhYUniHrCjKY2VlxfHjx/Onn36SLY505MgRmpqasnfv3vziiy8kRY3S09Pp4OAg0nwcNmwY165dy9OnT3PPnj3VjpOxZmZmZtTm7+9PZ2dnWVu9evUYFhbGzz77jNu3b2dwcDAPHz7MEydO8MKFC7x27RpzcnKYkZFRbTEpvV7/3GJTLzPVFboyGAxcu3YtFyxYwK1bt/KHH37g3bt3heJPhYWF7NmzZ7XXZ/z48YyLi5N9DkxMTLh161amp6cLFYqrNnt7e16/fp0JCQn08fGR2AcPHsyrV6+yYcOGss/VypUrWadOHdl+2dra8vjx4xw6dChbt27Npk2b0svLi/Xq1aOzszPt7OzYqVMnbt++ndu3b2dERIRswSWdTsf9+/eLqkE/y7Fjx5iQkGDUfv36dW7evNnofZSUlMRXX33VqFbwhQsX6OHhwV27dsn24/XXX6dKpWL79u35wQcf8MyZMywuLjbaHwUFBYW/GvxZVXMBHAXQF0AMABf+f2c15nnbKo6ogoLCy4xOp+PGjRtpbm7+ux0oa2trrl+/nr169ZJ1rrZt28bs7GzZF/3atWvzypUrLC0t5ejRo2X3P3ToUGZkZHDz5s1G+1CnTh2++uqrtLW1FZap1Wr279+fO3fuZGZmJs+fP8+TJ0+ybt26wjpeXl5cvXo1ExMTefLkSR44cICHDh0SKoACoEqlYrdu3ThmzBjOmTOHU6dOZYMGDX73OKlUKtrY2MjaZs2aJcjHPOuEfPXVV9Tr9Rw3bpzE3q1bN0Hq4/3335fYa9asyS1btlCr1fLw4cN0d3fnrFmzePbsWWo0GtE9UF5ezhEjRlRbWbY6+Q2SzMjIqNb+7DGfxVjV20piYmKqtb3xxhtGZWJOnz4tO/YODg6cPHmyIPEi5+jt27ePq1evppOTk+z9f/ToUS5evFj2+jo7O/P27dtcuHAhLSwsJPaBAweytLSUH374oVBhuOr1r5REWrVqlex9X1lJOiQkRPaee++991haWsrHjx/TyspKeC7btGnDyZMn8/PPP+eVK1dYWFjIvn370tPTk9u2bZM4qxqNhtu3b6eDgwO///572Wt77do1AmBgYKDkWhcXFzM2NpZqtZqOjo6SfaSlpfGnn34S+ujl5cXdu3cLVagfPHjAWbNmSc7R3NycPXv25OrVq3nlyhWjVasVFBQU/gr+FEcUFdNwEwHUBJD3jC33edsrjqiCgsLLjMFgoL29vVEnqkePHrIv2V27duWjR49YXFwsihICYK1atfjTTz+RJEtKSlirVi2RvUWLFoJch06nk0R8atasyT179gjRFS8vL9m+NWnShDt37hTJszzbTExMRE6q3At7VefzRbfevXsL0S4TExNhuZ2dHUNDQ2kwGNi8eXPJ+f/444/C9WnTpo3IPnXqVNHLfrdu3UT2sWPHivQoR4wYIbLb2dlx1KhRvHPnDkly4cKFVKvVrFu3Lk+dOiW5R/71r3+xdu3a3LZtm+w9tGvXLnbt2pXZ2dmy99fevXs5btw4o5HL/fv388033zRqDwoKoru7u6yWLVmhR6pSqQiA3bt357Fjx0T7mjhxouS6tG3blkePHqXBYOCYMWMk9k6dOvHx48ckyVGjRhEAnZycBMkaFxcX3rx5kySFDyk+Pj7ctGkTAdDV1VXob+X+27RpI3x0GDBggODwTZgwgQAER6yqE0qSgfD7ywEAACAASURBVIGBor55e3vzyZMngr1S5qay1a9fX3j+SHL58uWS8zM1NeXw4cN57tw5fvrppyKbm5sbP/vsM0GS5+uvvxY5yu+++67IWd23b5/I0e7Zs6dIrmffvn2S47/zzjvCx4egoCDZZ6dhw4YMDg7m559//tznzMrKipMnT2ZaWprsPaKgoKDwZ4MX7YgCqAHgJoBh//vv3+SIApgK4AaAG+7u7n/N2SsoKCj8Qd555x3RtEETExMGBAQwIiKCJLl582b26NGDQEUUYuPGjSLNwG+++YaDBg0SnMyqL8lkRcSm0j5w4ECJZuO+ffvYunVrAmCvXr0kmpKbNm0SOcs9e/YUORsTJkyQjeiamJjQ19eXjRs3pqurq+CsGGvW1tZGp8laWlqyadOmbNeunWh5ly5dOG7cOC5ZsoTnz5/n1KlTCYANGjQQHM2DBw8yKCiI33//PQGwY8eOjI2NFc7vxIkTnDx5MgHQ09OT9+/fF53/xYsXOWDAAJqZmfGrr76SXL/w8HA6OTmxadOmslqTO3fuFF7WBw8ezG3btommSD4bcZ01a5bghFTVaTUzM5PsPywsTLg2cjqahw4dEqZeX7p0SWI/d+6coCd65swZiT0rK4utWrUSHLBn9UhJcsuWLULfzc3N2axZMy5dulSYunnx4kXh/m7fvj1/+OEH0RTSsLAwjh8/nkDFh4nFixeLpofevn2bO3bsYElJCf38/NiyZUvR+MXExDA4OJharZZJSUn09PQUPQOxsbHct28f9Xo9P/30U/bv318UAY6Pj2dwcDA/++wzmpqa8uDBg6Lze/LkiRAVbdeuncTZio6O5siRIwmA48aNk0xNv3nzJhs1aiQ4mStXrmRKSopgP3r0qOzzU6dOHW7cuJGrV6+W2Nq3by846jNmzJDYvb29BUdcLpoJgC1btuTDhw/5P//zP9V+LHJzcxP6X7VZWFjQ39+f3377LQsLCyX3hYKCgsJfyQt1RAGoAfwIYH6VZcrUXAUFhf9KWrRoQSsrK77zzjsSR5IkAwIC2K5dO4mTVMns2bP5xhtvSJzMSmbMmMF58+bJit6TZKdOnbh582bZqFhiYiLVajVHjx4tK2wfHh4uvJx6eHhw6tSpPHz4sOiF/MqVK6KX2Bo1arBPnz5cunQpT5w4waysLN6/f19wVs3NzdmnTx9u3LiRkZGRguPi5+dHGxsbTps2TZgaWZVevXpx7dq1slNN9+zZw7lz58pOU/3qq6/o6+vL9PR02fGZM2cOf/nlF1lbYWEhP/74Y6PTX0+fPs2TJ08KzmVVioqKuHz5cs6fP58zZ87klClTOHbsWC5btoylpaW8f/8+58+fL0R1HRwc+Ouvvwrbp6am8q233iJQEcmtzNutJCsri35+foKD+yylpaVcuHAhVSoV/f39JXadTseLFy/ygw8+YLNmzdijRw/JeZ46dYqnT59mbGys7P1VWlrKXr168fjx40ZzGHfv3k1XV1dZR74qa9euFfJL5cjPz2dSUpJR++3bt41OQ/7mm28YEhIia4uIiOBrr71m9PlasmSJxIGtJDs7m4MHD2ZoaKjs9NVPP/2UHh4e7NmzJydPnszVq1dz//79vHLlClNSUmRzXyuvd0hIiOzUYaAi8v7jjz/y8ePHomnxz0Yyd+7cyWnTphl1RM3MzOjo6EigYtr9oEGDuHfv3mqvg4KCgsJfzW91RH9L1VwVgD0AckjOrbJ8E4BskhtUKtUiAI4kF1a3L6VqroKCwstOamoqduzYgXfeecdoxdiQkBAMHz7caFXMy5cvw9fX16i8Q0xMDBo3bmy0D7GxsfDy8jK6raWlpaxGIQB8+umnMDU1Rb9+/eDj4yOq+gtUyE6MHz8earUavr6+8PX1RfPmzSUVPBcvXozi4mL069cPPXr0gI2NjcheVlaG4OBgjBo1ymj13YyMDNSuXVvWVlhYCFtbW1lbZGQkmjRpAktLS1n7311pliRiYmJw7Ngx/Prrr9i8ebOoSnFERATmzJmDfv36YcWKFaJtDQYD1q1bhy+//BKJiYmyki1XrlzBlClTcObMGdSvX99oP2JjY2Fqamr0XpBDp9PB1NRUcl9U5ZdffkGLFi1ElZCNYTAYoNVqRZWk5VpZWRn0ej1q1aqFwsJCSfPw8ECvXr0AVIxvYWEhioqKkJeXB0tLS9HzkJubCxsbG6P3gFarNfpskqz23PV6vdFqtvn5+bhx4wYKCgqQn5+PgoICoeXn5yMhIQEqlQomJiZISkpCUlIS8vLyhO1NTEzQuHFjlJaWoqioCEVFRbJVox0cHNC9e3d4e3ujfv36cHd3F37Wrl0bc+fORfv27TFkyBClcq6CgsJLyYuUb+kO4CKAe6iQbwGAxQCuAzgEwB0VeaNvksypbl+KI6qgoPDfRnJyMkpKSuDu7i5xnOLj43H37l3Y29vD3t4eDg4OsLe3R40aNZCTkyM4YzVq1ICFhcXfdAZ/HtVpLWq1Wpiamhq1/5OQc25I4uTJk/Dz85M9x3PnzsHZ2RmtW7eW3WdJSQkSExPRpEmTP6XPVYmNjUVsbCwaNGiA+vXrSxy8sLAwzJ49G9bW1rCxsRH9NDc3x/Hjx5GcnPyHj1+/fn24uLigoKAAubm5yMnJgVarBQB06dIF8+fPh4mJicR5LSkpwYwZM/6SMfqjFBYWCk5pZevfvz98fX0BVHwYKC4uFhzTyubg4GBUh1RBQUHhZeeFOaIvEsURVVBQ+CfyySef4MmTJ0IE0dvbW3A8MjIy0Lp1a6SlpcHFxQWenp5Cc3V1xZdffomoqCjR/kxNTQVNTZ1OBwBQq9WCU2pjY4PU1FSoVCrY2dmhZ8+e8PHxQZ06dVCnTh2YmZnh0KFDaNu2Ldq0aYPmzZtLIiPff/891Go1unfvDjs7O9nz+u6779CiRQs0atRINkpUUlKC3bt3o1evXmjatKnsOsuXL4der0enTp3QsWNHuLi4CLaUlBT06dMHjo6OaNiwIRo1aiT8dHJyQr9+/ZCfn4/atWuLmk6nw8mTJ2FnZwdHR0e4uLjAzc0N9vb2yM7ORnJyMtzc3FC/fn20atUKzZo1g7OzM0xMTHDu3Dk0btwY9evXl+3v06dPUbt2bdlIJFDhIOfm5hqN5AIVDjZJo5Gzv5LqIniV7Ny5E2ZmZujZsyc8PT0l41JSUoIOHTogKioKJiYmcHNzg6enJxo0aCDcy5cuXUJQUJDRY5iZmQn3clXMzc1ha2uL7Oxsic3a2hrl5eWy2z0PKysrdO7cWYjaVk7zqnSIbW1tMXfuXPTo0QO2trbCOUdGRsLKykp2tgAAaDQaXL9+Ha+88kq1kdO8vDzY29v/7n7/EZ4XxdVqtQgKCkKvXr2MPssKCgoKfyUvTEf0RTYlR1RBQeGfyNOnT0UFRJycnDho0CCuWbOGBw4ckFTq/K3teQWDqlaWfV5zcXHha6+9xjlz5nD79u38+uuvqVKpaGJiwnbt2nHu3LkMDQ0VFbjZvn27UExoxowZPHr0qCTvrjInzsXFhePHj+eePXuYnJws2G/fvi3qZ/369Tl8+HB+/PHH/Omnn7hr1y6jfa4szPMimomJCevUqUMXFxeheEv37t05b948fvPNN4yMjKRGo+GlS5fo5OTEadOm8fz585I8SoPBwJYtW/LDDz+U5HhWXcfPz4/R0dHV3jfnzp0zmgdMklqtlo8ePap2H8ePH6+2+MzDhw/Zp08fHj582Kj2ZUREhDBO7u7unDhxInfv3s24uDjm5eXxypUrf/geNjMzM1rUysXFRais+2xr0aIFJ02aJFuluW7duvz8889lZV6Aiiq/z3t2qjYrKyt6enqyc+fO7NWrF1UqFWvUqMGBAwdy3bp1/Omnn1hUVCSMV48ePejl5cVVq1ZJioVVMnfuXE6cOLHa65eYmMglS5YwLy+v2mu8detW0TP1LEVFRXz99de5a9cuo/dCZREkT09PTp8+naGhoUreqIKCwt8GXlSO6ItEiYgqKCi87AQFBSEjIwPZ2dmidu/ePRQUFLyw45iamkKv18va7OzsYG1tjdTUVFl7jRo14O3tjTt37hjdv0qlgqWlJUpLSyU2V1dXNGrUCB4eHvj222+FaZCV/fL29oaPjw+8vLxQUlKCXbt2Sfbh4OAAZ2dnWFtb49GjRygpKXneKf8uLCwsoNFoZG2urq54+vSprM3c3BwGg0E2yqZWq9GgQQOkpKSguLgYAFC7dm2MGDECI0eORLdu3RAXF4dFixbhyJEjsLOzw4IFCzB37lwhnzU5ORk2NjYYNGgQbt26hTVr1mDu3LlCVDI9PR3W1tawtbVFYGAg4uLisG/fPtStWxdARQ6ylZWVEE3z9PTE4sWLERgYCJVKhfj4eKhUKiHvc/Xq1fjqq6+wYcMGjBs3Dg8ePEBmZiZcXV3h4uKCmjVrwtfXF9evX4erqytef/11+Pj4wMzMTJjmWVxcjEOHDiE3N/c/uCLVU6dOHaSnp8vazMzMYGJigvLycgCAs7MzMjMzZddt3LgxLC0tZe9tc3NzjB49Gunp6Th79qzk+bGwsMDYsWMRFhaGx48fy+6/cmr8s1OJTU1N0aZNGzRr1gxpaWk4e/asYOvduzfeeustDBs2DHl5eUhKSkJKSgqGDx8OExMTjB07FkuWLEHjxo2RmZmJ5ORktGjRAmZmZvDw8EBJSQmWLFmCGTNmID8/H3FxcWjWrJmQW/3+++9jy5YtCAwMxLhx44SIfGWzsLDAzJkz8dVXX8HGxgYdO3ZE165d4eLiAq1WC61Wi+TkZGzdulUy7r6+vujfvz/69euHtm3b/ldMhVdQUHj5USKiCgoKCn+AZ3U+f0uztbWVjd6Ympqyffv2guRH5TJUidRUraDp4OBQbZTQ3t5eqJhprP2eKOrL0KqOR+VYGlu3W7dubNmypdHI3IwZM9i9e3ej29euXVtW+qKyubi4sHHjxpLltWrV4qZNm1hcXMwpU6bQ1NSUNWrUEOxdu3ZlTEwMyYqKyFZWVhw5ciQHDx4sHPf06dMkK+SB1Go1BwwYwKCgIEH3dfDgwUxPT+fMmTMJVESWR48eLarS2qlTJw4ZMkQS7ZPTtv09TaVS0dXVVXROlcs7dOjAxYsX8+zZs8L5VDYvLy8uWLCAly5dYlJSknCPVtq7d+/Or776illZWXRxcaGzszNff/11Yd99+/blvn37WLNmTapUKi5btkykE9q2bVvh94YNG/LmzZtG5U98fX0ZFRXFhQsXytpr1KjB5cuX88MPP6x2LKq7/2xtbenr6ytrMzEx4ZgxY7hixQoCFRH5Tp060dXVVVjH3d1dqKpc+W8/Pz8OHDjQ6PMAVMwccHZ2/o+v8YgRI5iQkPB3/nlVUFD4PwJetI7oi2iKI6qgoPCyM2bMGPr7+3PKlClcuHAhP/74Y+7atUvQDq186ezQoQM3b97MrKwsFhUV0cLCgubm5mzfvj3nz5/Pc+fOCdPo+vbtSwcHB3722f9j77zDorq6vv2bwhSGzlCGocPQe5MiRRBFRKygxqjEJHbTjZpmiSbRRGNLsyYqiRp7TbCX2LBjL6BEEFEEpbdZ3x88c15Pzgz65TF58rzvua/rXF5xndmn7TGzzt573fNoypQpNH36dDp8+DA1NjbSoEGDSCAQ0IgRI+j+/fv00Ucf0cSJE2ndunX0+uuvE9Dm7ZwwYQI9fPiQ3nzzTRo6dChNmTKFlZR6eHjQggULKCcnh9LS0igrK4vRjOg2qVRKLi4u5OvrS4mJiZSamkoymYzzo1Uul5O7uzslJiZyEh9d0ufl5UUDBgyg2bNnU0hICCvm6elJo0aNok2bNtHly5fJycmJAJCDgwNlZmbSuHHjaM2aNVRYWMgkWgEBAbRt2zZauHAhTZo0ibZt20Zdu3YloE1Ds2bNGtJqtTR//nx64403SKlUMsccOHAgo1H57LPPyNnZmZOk5ObmUkNDA02cOJGTcOl+qIeGhpKXl5fBaZ8qlYrTtm6TyWQ0e/Zsg4kyAJowYQJFRkYajNva2lKHDh2emlTI5fJnfuFgZmZGCQkJ5OLiwknMMjMzadOmTdTa2kqPHz8miURCCoWCYmNjae3atZxp2kFBQTR27Fj68MMPWRofIqIDBw7QhAkTaP/+/TRjxgwqKipiYg0NDZSamkqlpaV04sQJ+uSTTxitS11dHSmVSiZRP3HiBH388cd08+ZNunjxIgGgQYMGMedy5MgRmjhxIs2aNYt133VToHft2sXqs0ZGRjRu3DhGBbRu3TrWiyGgTU/Ur18/2r59O82fP5/s7OyemtS1F3/as3neL4tEIpHefikWi6lr16703XffcXyrPDw8PH8lfCLKw8PD85yora0lCwsLCg0NpQULFlBFRQUrvnPnTho7dqxeZ2JraytNmjSJtTbzSV588UU6deqU3ljXrl3p5Zdf1tvulStXCAAlJibSpk2bOGsRm5qayMHBgQQCAXXq1ImWLFnCcokSEZ07d4750RoSEkLTpk2jgoICVoLxzTffMAnNkCFDaNu2bdTQ0MDEKysrSS6XU0hICH311VecY5w+fZo8PT1p8eLFrM8Rta21jI+Pp+XLl+tdq+np6UnTp0/nOD/v379PAoGA0tLSOP7S1tZWcnZ2JplMRsOGDePc2ytXrjCjTh4eHjRixAhau3Yt3b9/n4iItmzZYvAHv7GxMXl6epKbm5vBfeLi4uj777+njIwMvfEOHTrQhg0b6K233mKNlj25DRkyhH788Ud68803DY7QGRsb08SJE2nPnj16E2uhUEgBAQE0ZMgQ+vjjj0kikZCZmRm99NJLlJeXx3Fo7tu3r10vaEtLS7vJzNPWwhqKP3782KBr9ODBg/T999/r9Z0uWLCAOnbsqHeN5vLlywkAvfDCC3o9wLoRyLCwMFqwYAHru6nValmj6lKplOLi4mj8+PG0ceNGKisro+bmZoqKimo3OVQqlZSUlNTuPn5+fjRq1ChydHRsN8ns0aOH3hccAoGAfH19aciQITRgwAAmMe/VqxetWLHC4BpnHh4enr+aZ01E+TWiPDw8PE/h9u3bePjwIUJDQ/XGidqvatke7X22qKgIbm5uemNHjhyBTCZDWFiY3nh+fj7279+PgQMHwtHRUe8+8+bNQ0tLC3r37q3XW0pEmDZtGsLCwtClSxe9ipmrV6+iuroa4eHheq/jwYMHsLS01FvZVavVorGxEXK5nBNrbGxERUUFHBwcOLGCggJUVFQgKSmJE7ty5Qq2bt2KYcOG6fVg5ubmorGxESkpKRz/Zm1tLUaPHg25XA61Ws3aHB0dYW5ujs8//xwTJkzgtPskUqkUpqamePDggd64hYUFZs6ciZkzZ6KwsFDvPhqNBoMHD8ZHH33U7rHMzc1RW1uLoKAghIWFMVtgYCCMjY0BAIcOHcL9+/eRnp5u0M3638aVK1fg5eWld83j8uXLmYrSf+Thw4eYMWMGhg4dqlePsmfPHnz99deIjY1FXFwcQkNDOf1+1qxZmDt3LqtCtqurK1xcXODq6gpnZ2dotVrExMSgoKCA+Zy1tTXs7e2Z6td2dnaora3FkiVLoPstJhKJ4OTkxLTl4uKCxsZGzJw5Ey4uLoiMjERkZCSioqIQFhYGMzMzEBE++ugjBAcHIy0tjeW05eHh4flPwOtbeHh4eP4GtFottFqtQR3IvXv3YG1trTdeX18PmUzG6xb+yyAi5rnrVC5P/veOHTtw+fJlNDU1oaamhvFePn78GNXV1Xj06BFKS0uhVquh0WjQ1NSExsZG1lZfX4+KigokJCQgNTUVFhYWMDc3Z21mZmb4/fff4evry3F//hl+++03WFhYQKPRcNrbtm0b9u7dCwcHB2ZTqVRwcHDAvn37sGLFCpiZmTGb7vyuX7+OCxcuQKFQwMTEBLa2tjA1NYVUKkVpaSmqqqogk8kgl8sRGRkJCwsLGBkZobm5GWKxGCYmJpDJZPDw8GCK+/ynaW5uhpGRUbv73Lx5E9euXWMSTxsbG85niAjLli2DkZERk3Sq1WrOvxWXLl2CUqlsVynEw8PD80+CT0R5eHh4nhN79+7Fli1bEB8fj7i4OKYCKtD2YzI7OxvXr19HYGAgAgICEBgYiMDAQDg6OuLHH39ETk4OXFxc4O7uDnd3d3h4eMDd3R2NjY0YM2YM7O3tWSMgLi4ucHJywhdffIHGxkbGv6nb3NzcUFdXhzfeeAMajQaBgYEICgqCi4sLk9RqtVp8/PHHcHNzQ3R0tF6/4Pbt21FWVob4+Hi98Tt37mDx4sWIi4tDdHQ0JxGorKzE+PHjERQUhKioKISEhLBG3I4cOYJPPvmEOb/AwEB4e3sziUZOTg6AtkqpXl5e8Pb2hkajgYmJCRYuXIiCggJoNBp4eXkxVXwlEgkuXryIjRs3MvfZ1dWVNTK2c+dOmJqaIjIyUu8o7rlz52BnZ8d6jn+krKys3bju2f+TXiLU1NRAJpMZfClSVlaGt99+G7GxsUhMTISfnx/rvv36669IS0uDSCSCRqOBr68v/Pz84OfnBw8PD4wcORJnz57ltKtQKACAqUT8vBEKhVAoFJDL5ZDL5TAyMkJ5eTlEIhGUSiVSU1Ph7OwMpVIJa2trFBUVoaioCP7+/ggODoaPjw/L+Zmfn4/S0lLExMToTe6ICHv27EHHjh0NjiC3tLSgvLxc74j9k+00NjY+dRS6qamp3RcJ1dXVaGxshFKpNHicRYsWwc/PD9HR0U9Nknl4eHj+avhElIeHh+c50dLSgpCQEFy8eBEA4OnpiY4dOzKbTCaDn58fR2Fibm4OHx8f3L59G2VlZc/tfIRCIVxcXCAWi3H9+nXm783MzFhJ3507d/DJJ58AAKysrBAVFYXo6GhER0cjKiqKSXJrampgZ2fHXE98fDyCg4MhFovRp08fbNy4EUKhEMHBwejYsSPi4uLQsWNHqNVqTJ48GdOmTQPQposICgpipg5GRkZi6tSpWL9+PXOORkZG8PHxQWBgIMzNzfHdd99Bq9Wyrk+tVsPNzQ2nT59m3VOhUAhXV1d4enri0qVLjIJDoVCwXgAIBAK89tprkEqliIqKQnx8POLj4xEbGwszMzPk5+ejQ4cOiI+PR1ZWFvr06cNJKAYMGICmpiaMGzcOSUlJehPOd999F6GhocjOztY79RgAjh8/DrlcrncaqI6WlhacPHkS0dHRBvcBgMWLFyMzMxN2dnZ64xUVFQgPD0daWhr69++PhIQEznmNGzcOCxcuBNA2VVT3csXDwwMSiQQTJkxg+vn/D4Z0RAKBADY2NigvL+fEjIyM4Ovri/Pnz+ttMzAwkDW19UmEQuH/FLt4BpRKJfMiR61W4+uvv0Z1dTU8PDwQGxvLbP7+/hCJRBgzZgx++OEHpKWloXfv3ujevTsrmQWA2NhYWFtbY9iwYejevbveZDIzMxPe3t4YMWIEPD099Z5b//794eDggJdffhkBAQGceEtLC3x9feHh4YHs7Gz06tULVlZWrH0WLVqEESNGwMTEBElJSUhNTUVqaip8fHz+US9LeHh4/m/AJ6I8PDw8f4KVK1eioqICjx49QlVVFfNnQUGBQTfhX4VUKkVTU5PBH9umpqaorq7+0+1bWlqitbVVrx9VIpFApVJBIpGwkt0nUSgUUCgUepMMHQKB4JmThT8iFAo5Seq/065QKGQcqSdPnmS8lwKBAHFxccjKyoKvry9MTU1x/vx5jBgxAkBbQvTaa6/hhRdewJ07d0BE8PT0xJIlSzBy5Ej4+flhypQp6Nu3L4qKiiAQCODm5gaBQICLFy8iMDAQL774IqZNm4aWlha0tLRAo9GwksSwsDDY29sjJycHzs7OcHFxgZ2dHWvE8p133sG8efMQHx+P7OxsBAQEQC6Xw9jYmPlz2LBh2L59O4C25+Pp6QlHR0fI5XLU1NTg6tWrKCoq+v+6b38F7Xl05XI5JBIJHj16pDdub2/PTPvV1wesrKygVCpx7do1g8dXKBR6R3CNjY3h4eEBlUqFvLw85u/FYjE6deqE+Ph4uLu7w9vbG7/88gs+/PBDAG1u1MGDB6Nbt24QCARQqVRQqVRYt24dhg8fDgBITU1Fv3794OjoCHt7e9jY2ECpVGLr1q3o378/ACAkJASxsbHo3LkzLC0tmVHglStX4osvvgDQ1o/9/PwQHBzMrJOtra3FrFmzON8XR0dHdO7cGampqejcuTM/vZeHh+dvgU9EeXh4eP4ESqUSFRUVz7VNmUyGhoaG59rm/1XaS06fJf7vYGVlBZVKhYsXL0Imk8HJyYmVpAcGBsLW1hZ79uyBlZUVIiIiEBERgdmzZ6OxsRESiQReXl64cOECZDIZAgICEBwcjODgYOzbtw8bN25kHU8ikTBJqa5oTW5u7l9ybUBbcigWi9HY2Mj6e6VSicTERHTo0AETJ05k3V8PDw8kJSUhISEBn376Ka5cucI6/7i4OKSmpmLTpk04ceIE67sgl8uRmJiIO3fu4MKFCxAIBAgICGBGQUUiEUxNTVFVVQWgLdkLDQ1lJYhPYm1tjdDQUOzevdvgNTo7O6O4uPjP3aA/gVgsRktLS7v7yOVy1NfX/6XnIZFIkJaWhilTphgsusbDw8PzvOATUR4eHp4/QVZWFmpqapjiMLo/z507hzVr1jD7mZubIz4+Hr1790ZMTAzefvtt7Ny5kxl169GjB7p27QpfX1+cPXsWmZmZkMlk8PHxQVBQEGJiYhAQEAB3d3doNBrU1dUhKSkJSqUSFhYW8Pb2hre3N3Jzc7FmzRoIBAL06dMHIpEIQqEQzs7OcHJywtSpU5nqrL6+vlAqlVAoFLC3t4dSqcTKlStZI38ODg6wtraGRqOBpaUlCgoKcPz4cea6jIyMYGtrCy8vL2g0Gmi1WixZsoSJCwQC2NnZITAwEGFhYbCxscHErdcyWAAAIABJREFUiROZH9sKhQLOzs6Ij49HUFAQhEIhRo8eDaDtx7Cvry+cnJwQFRUFjUaD77//Hr/++isAIDk5GU5OTgDaqsY+ePAAc+fOBdCWDL322muoq6tDYWEh7O3tMX/+fOa8XFxcMHbsWJSUlODChQu4efMma+RPJBKhS5cuaGlpwZ07d3Dr1i29P/51o5SGRuv+2zExMUFNTQ3z36ampujRowdeffVVJCYmonfv3ti8eTNsbW2Rk5OD8ePHM2sTT506haioKPj7+2Ps2LHIzMxk1tE2NDTA3t4ePXr0gIWFBdLT05GQkMCsH3V3d0eXLl2QlpaGQ4cOIS0tDfHx8ZDJZIiOjkZtbS0WL16Muro6bN68GSkpKUhMTMSwYcOwceNGjBgxAjNmzMDJkyexbt06REdHIz8/H99++y2kUilef/11vPfeezh48CByc3Ph6OiI2bNnM9eZnp6OSZMmoaSkBEuWLEFNTQ2OHTvGxAUCAbp06QJXV1ccO3YMjY2NrKT6SXRTcJuamp7vwzHA00b/hUIhbGxsUFFRwUp6pVIpunbtiqysLPTo0QPm5uZ/x+ny8PDwPHMiyntEeXh4eJ6BTp06kZmZGb3yyit06NAhltuwsrKSnJyc6KOPPqLS0lLOZ9944w0aP3483b17lxPbtm0bJScn04EDBzgxrVZLGo2GcnJy6PLly5x4QUEBCQQC6tGjB+3atYvjWywsLCSBQEDOzs40efJkunXrFqf9kJAQEolElJ6eTj/99BPV1tay9vnss88IAEVERND8+fOpvLycFd+4cSPj9NywYQM1NTVxPm9vb09Tp07leCibm5vJ3t6esrKyKD8/n3N9I0eOJBcXF1qwYAHnvHS+z4SEBFq/fj3Li9na2kqenp6MK/LLL79kHbusrIwUCgXjYgwPD2ecnPX19URE1KNHD463US6XU2RkJA0dOpTefPPNdv2PAEitVpO3t7fBuJmZGXXq1Ini4+NJLBYb3C88PJxycnLIz8+v3eMpFAry8vJi/Z2zszO99NJLtGrVKiotLaU333yTZDIZ9e/fn7Zu3UqNjY2s/jBs2DDatm0btba2cp5Hfn6+Xi8nEdGDBw84/UtHU1MTHTlyRG9Mq9XSvHnzOP1GR2ZmJh07dkxvLD09nQYOHEhFRUWc2Lp160goFFL//v3pzJkznPiIESMIAGk0Gvrkk084LtOlS5cy99DGxoYGDx5MP/74I8s5mp2dzbn/SUlJNGnSJNqwYQMVFBRQz549DTpeBw0aRJMnT6bMzEzOPjKZjOLi4uitt96iNWvWUP/+/Vn+0LCwMBo/fjz9+uuvVFtbS4cPH2a8p7169aLc3FyDTlgeHh6evxrwHlEeHh6e50NtbS22bduGzMxMvc7LR48eQSqVGqyO2djYqLd6K9BWEdPU1FRvrL6+HuXl5RzfpY5Tp07BwsICHh4eeuP79u1Dc3MzUlJS9BbTKS4uxoYNGzBw4ECDBXC++eYbJCQkwN/fX298165d8PLyMniOx44dQ1hYmN5CLpWVlaioqDBYxGXXrl1ISkrSWwV03bp18PDw0DvN8MyZM1izZg0GDx6s97w///xzXLt2DampqUhOTuZUI924cSNTDVhX/CkoKAju7u7MfVy8eDGGDx/OjBDrRqif3CwsLDB8+HDcunWLcw6mpqawtbWFnZ0dHBwcsG7dOr33wNLSEo6OjnBwcEB+fj4ePnwIoK0wVUBAAFOkKSAgAA0NDRg6dCg6deqE5ORkpKSkwN3dnSlWQ0TYvHkzkpOT/zEqlPagf2lxDBWCunTpEvz8/PTGtmzZAl9fX2g0Gk6ssbEREydORL9+/RAbG8sp5tPS0oLBgwfD19cX6enpCAsL4/hK9+/fj5EjRzLFv2JiYuDv78+qWHzixAkkJCTAz8+P8buGh4ezHK8lJSXw8/ODWq1Ghw4dmC0gIIDp95cuXULfvn2RlJSElJQUdOrUiePIXbx4MUxMTJCRkWHw3xMeHh6evwt+ai4PDw8PD8+foKWlxaACRUd+fj6USiXUarVB9ca2bdtw9uxZ2NnZsTZbW1smEamtrcXIkSMhl8vh5OQER0dH5k9HR0eYmJgAADZv3oyrV68ySaejoyMngaqsrIS5uTknaXoW6urqIJfL9VZYraurw7lz5+Dp6QmlUsnZJy8vDzKZDGq1Gmq1mvVC5vz586isrIStrS1sbW1haWnJnN/Dhw9RVVUFpVIJU1NTVru63yb/1Iqvz+ISLSsrg6WlpcGXUABQXl4OqVTa7rTZp+ldeHh4eP5p8IkoDw8Pz3PgwYMH+OyzzxAbG4u4uDjOyOHx48cxY8YMZrQjPDycpQJ55513UFBQwBq98vX1hUKhQElJCfr37w8XFxeOs9HIyAhr167F6tWrmc/6+/vDy8uL+QH89ddf4+bNmwgJCUFoaCh8fHxYCdTKlStx584dREVFISIigvNjNy8vD2fPnkVMTAzCw8OZ5EjHiRMn8MsvvyA6OhodOnTgfP7IkSPYsmULoqKiEBUVBbVazUoccnNzcf78eebeuLu7M0lIa2srJkyYAKVSyZz/k/f27NmzWLduHUJDQxEWFgZXV1dW26tXr4ZQKER0dDScnJw4Ccu6desQEBAAb29vvcnMiRMn4O3tbTABqKqqgkAgaDdBaG+kWwc9J9fo05LjsrIyPHr0CN7e3nrj9+/fx+TJkxEXF4fExEQ4Ojqy4nv37sULL7yA4OBghISEMJuuKuvAgQOxZs0amJmZMRoUnd+2oqIC77zzDtOWlZUVHB0doVarYWZmhq1btzIaHp3709bWFlZWVjhz5gweP34MkUjEJOlKpRJKpRKnT59GeXk5M+rv6ekJlUoFe3t7VFdXY/369fDw8GD8s66urnB1dYWdnR1yc3NRVFTEfG88PDxYI6vbt29HY2MjYmJioFKpOPfr9u3buH79OuLj4w0+45MnTzLfZUPPrLCwEF5eXgaf2507d2BsbMzRsTzJr7/+iujoaIN9UadHSkpK4oyU8vDw8Pwn4BNRHh4enufE8OHDsXjxYgCAl5cX49rs2LEjPDw80K9fP2zYsIHZ397enklKNRoN3njjDVYlXoFAAHd3dwQEBKC+vp5TBdTIyAgajQY+Pj44duwYSktLWTFvb2/4+/vDxcUFX331FaOhkEqlCAwMZBI7tVqNwYMHM4oXb29vluPT09MTwcHBKC0thVgsRnBwMGJiYpiphk5OToiMjMS5c+cgEAjg5+fHims0GkRHR+P06dMAAJVKxbSvK0YUExPDOFTNzMyYxDIsLAyPHj3C2LFjWfdNlwAFBwdjzpw5yM/PBwBYWFgwnw0NDYVMJkNWVhaICCqVikmWo6OjERERge+//x5jx46Fg4MDM001JSWFKYaUm5uLl156CSkpKejduzd69uzJSoTr6+uh0WiQmJiInJwcJCcnc6aI5uXlYebMmRgzZgwyMzP1Jopr167F8ePHMXbsWLi5uentXz/99BMuXbqEESNGcBJEHe+//z7u3r2LoUOHIj4+njPq2dDQAHd3d5ibm6Nnz57o2bMnOnTowNpv5MiR+O677wAAbm5uSExMZDZnZ2cMHDgQP//8M6tdmUwGb29vKJVK7Nu37y+rSGyI9jQvhtCNzhYXF6O5uZn5Ox8fHyYxtbKywrhx49DU1ARXV1fExMQgJiYGsbGxCAoKAhHB19cXZWVlSEpKQteuXdG1a1d4eXkxLxaWLVuGMWPGIC0tDX369EFGRgYsLS1Z59K5c2c8ePAA/fv3R3Z2NmcafWlpKby8vBAXF4d+/fqhV69esLGxYe3z4Ycf4rPPPkNCQgIyMjKQkZHBmnJ84cIFBAcHQ6vVIjg4GMnJyUhOTkZCQsJ/xRRsHh6e/33wiSgPDw/Pn2D16tUcj2hRURF27dqld38jIyOIxeK/TL/wNP3D0+JPc3FKpVKDahm5XA6pVMroM/6IkZERZDJZuy7TZ9FX/FkMVRPVVQe+e/cu59rVajX8/f0RFBSEb7/9lqkgKxAIEBsbi6ioKISHh8Pf3x9z587FDz/8AKDNxzhkyBDExMQwU3JtbGzg6emJkpISqNVqjBgxAgkJCTA2NoazszNsbW1RVVUFe3t7NDc3IzMzEz179oSPjw/UajXs7e0hkUhQXl4OtVoNIkJiYiLS0tLQqVMnWFlZMVWbr1+/Dl9fXwBtGhPdOlC1Wg2hUAiRSIRVq1Zh1apVzLUqFAq4u7szI5OlpaU4fPjwX/Is/gztVYMViUQQiUQGK9PKZDIoFAqDqiWxWAyFQmHQRao7hr4k18jIiHlp8EcXqYODA/z9/REREYGgoCC8/PLLzGivWCxGTEwMAgMDkZSUBAcHBxw9ehTjx49nPh8QEICwsDB06tQJzs7OkEgkmDZtGvPvi+6FT3R0NCIjI2FhYYHKykqMGjWKdR52dnbw8fGBu7s7lEolcnNzWS+sdNcXERHB9JW4uDjOrAceHh6evwI+EeXh4eH5E/wVHlGe/50IBAIIhUJWMvNkciWVSuHk5ISSkhKDLypsbW3h4OCAa9euMQmNPszMzFBdXd2uxuOvxNbWFkDbmsY/onOdHjp0iBOTSqUIDQ3FxYsX9b6wMDY2hkKhwP379wE83QP7NCevkZERMwrK04ZcLkdmZiaGDBmCbt26/WPX3fLw8Pzv4VkT0farMfDw8PD8HyMhIQHV1dUwNzdnNgD48ssvmX0EAgFcXV0RHR2Njh07orq6GhMnTmTiarUasbGxSExMhJubG9asWYMVK1YAaEt0NRoNkpKS4OnpCVdXV/Tt2xdVVVWQSqVwd3eHm5sbAgMD4erqivLyckyePBlAWzLi5uYGlUoFT09PqNVqnDx5klkjJpFI4OLiwnhA7ezscOrUKdZorq5ojJ+fH+zs7FBUVIRt27YxcWNjY9jb28Pf3x+urq6oqKjAjz/+yMRlMhlUKhWCgoLg5eWFyspKlmfU3NwcDg4OCA8Ph6enJy5fvsz4VwUCAdzc3GBra4uwsDA4Ojpi1apVuHTpEoC26bdeXl4wNTWFRqOBRCJhuULd3Nzg4uLCjHgWFBTg/PnzrPvu6OiIlpYWWFpa4ujRo8y0Zd3x7e3tQURQKBS4ffu23tFaoVAIgUDw1CmhRMTZ58lEsbGxETdu3Gi3jfLycr3J3R95/Phxu3GBQACJRILGxkZOTCQSMfduz549zN+LxWKEhIQgIyMDPXv2xNmzZ/HSSy8BaBtxy8jIQE5ODoKCgmBmZoaYmBiUl5fDwcEBvXv3Rp8+fRASEgIrKyusWrUKhw4dYvpNRkYGoqKiEBAQgObmZmbdaJ8+ffD48WNmKnVAQAD69euHzZs3Y8CAAUhJScGhQ4eYqe1XrlzBK6+8AoVCgbfeegs+Pj7YsmUL/P394e/vj5deegmPHz+GmZkZXnvtNXh4eGDDhg2cvisQCNCrVy8EBQXh4MGDsLKyQlFRETOtHGirZBwWFoZ79+7BysoKVVVVTN/UIRQKIZfLYWJiAqlUipKSEr39RCgUwsjICETUrm9Ut4+hWQNSqRRmZmZMov7HY6hUKri6uqKkpIRVnVkikaBbt24YMGAAMjIymKJXPDw8PP8onsXx8rw23iPKw8Pz38icOXMIAMXGxtI333xDFRUVrPibb75JDg4ONHnyZI6PUKvVkpeXF/Xr148OHz7McX3u37+fbGxsaMqUKXTv3j3OsUePHk0eHh40f/58evz4MSceExNDzs7O9Omnn3Icn0RE4eHhZGFhQePGjaPz589z4hkZGWRkZERZWVm0Y8cOamlpYcVHjhxJQqGQunfvTuvXr2d5J4mIxo4dSxKJhAYOHEh79+7l+CfT0tLIxsaGJkyYQIWFhaxYVVUVyWQyCgkJocWLF3NcoXPnziWBQEAZGRm0Y8cOVttarZa8vb1JLBZTnz59aPv27axzv3HjBgmFQgJAMTExNHfuXLpz5w4Tv3LlChM3MjKilJQU+vzzz+nChQuk1WqptbWVwsLCWG5He3t76tu3L82ePZv27t1LW7duJYFAwHFAGhsbU2RkJGVnZ1NWVpZB76eRkRF5enpSREREu67RqKgoSklJ0es1TUpKovfff5927NhBvXv3ZmKurq40ZswY2rFjB9XV1RER0YcffkhCoZA6d+5M33//Pccz2a9fPxo4cKDeflpaWkrZ2dl06tQpTh/SPSt9LlsiomPHjtHMmTOZ83iSlpYW6tWrF504cUJvuyNGjKCxY8dyHLRERCdPniRzc3OaPHkyPXz4kBMfNmwYmZqa0htvvKHXfxobG0sAqFOnTrRixQqqqalhxV966SXGzZmZmUk//PAD67t/4cIF5vmLRCLq2LEjTZ8+nfLz85m+OnnyZJb/Mzw8nCZMmEB5eXlUW1tLra2tFBwczOxjbW1NAwYMoKVLl1JxcTEREeXl5bHctCNHjqTt27czztuamhqytLQkkUhEXbt2peXLl1NlZaXe+8nDw8Pzd4Bn9IjyiSgPDw/PU/jhhx/o+vXrBuMHDx6k5uZmvbGamhoqKioy+NkbN27o/YGu47fffuMkhzpqa2tpy5YtBuMVFRW0cuVKg+3X1tbSggUL6P79+3rjra2t9NVXX1FJSYneuFarpeXLl9ODBw/0xhsbG2n16tXU0NCgN37p0iX67bff9CYvRES5ubkG792NGzfoiy++0Ju8ExEtXryYZs2aRbdu3dIbnzRpEo0aNYq2bNlC1dXVnPjy5cspODiYRo8eTatWraLCwkLWeWq1WkpNTSVbW1vq2rUrTZw4kVavXk1Xr15lnkdrayvFx8cTAHJzc6PMzEx6//33ac2aNXTp0iVqbm4mrVZLPXr0YJKMjIwM+vDDD2nDhg3MMbVaLcXFxZGdnR317duX5syZQ8ePH6empibmfK5cuUKdO3em2bNn0+XLl/Xe05UrV1Jpaane+0FEBp+j7nr/ClpbW9ttW1+CqePq1asGEy6tVkvLli3jJNs6SkpKaPLkyZyXIzoePHhAgwcPprVr1+rtH0REb7zxBg0fPpzWr19PVVVVnHhZWRmFh4fT6NGjaf369ZwXWERE69ato06dOtGnn35KJ0+e5LzIISJ6/fXXacqUKXTq1Cm99+rQoUP0zTff6H0RxcPDw/Of4FkTUX6NKA8PDw8Pzx94mieysbERDx8+1Kv+0PHw4UNcu3YN/v7+MDU11bvP48ePcezYMYSGhnKqpeqoq6vD3bt34e7ubnB9Hz0nTYw+GhoaWG7QJ2lpacGjR48MakMqKythamqqt6Jwa2srs872v5Gn3XOtVvvUa3uWfXh4eHj+23jWNaKiKVOm/A2n08aiRYumDB8+/G87Hg8PD8+/y6pVq/Dbb79BJpPBxsaG88Pzyy+/xI4dO1BbWwtzc3PWWiytVovRo0dj3759ePDgAcRiMaysrJgfng8ePMCQIUNw9uxZVFRUQCwWw9LSkomfPn0a48ePR2FhIerq6mBmZsaqerl3717MnTsX5eXlnLZ18WXLlqGmpoZzbgBw8OBBrFq1Cs3NzVAqlRxf4qFDh/Djjz+ipaUFNjY2kEgkrPivv/6Kn3/+GS0tLXo/n5ubiz179kCr1cLGxoaV2BERZs+ejWvXrkEikcDa2pp1b2tqajB79mw0NDTAxsaG03ZhYSE2b94MMzMzWFhYcJ7L9evXcerUKTg4OOhNKCsqKnDx4kWoVCq9yYRIJMLFixehVCr1xsViMZqbmyEQCAz6PXVrCdtzkYpEIsapaYi7d+/Czs6Oc/91VFdXY/v27VCr1Xqdl01NTZg4cSLj5Pzj+dy/fx8ZGRk4evQo7t69C4FAAGtra0ZXs2vXLiQkJGDnzp04efIkiouLUV9fD1NTUxgbG2PAgAEYM2YM1q9fj/379+P8+fO4c+cO6uvrcfnyZYSGhmLZsmXYsmULDh48iIKCAvz++++orKzECy+8gM8//xzbtm3D4cOHcfHiRdy5cwc1NTXYv38/XnnlFezduxfnzp1DcXExqqurYWRkBIVCgYkTJ2Ljxo0oLCzE48ePIZVKYWpqCoFAgPr6erz33nu4desWtFotrKysWP2goaEB8+bNQ1NTk96+DbRV0CYivd97ADhz5gzKy8thZ2enN97Q0IADBw7A0dGRo/7RoatibGFhoTd+5coVHD16FA4ODnqf7YMHD7Bw4ULGw2roODw8PDx/J1OnTr07ZcqURU/bjx8R5eHh4WmHGzduwM/PD83NzbCwsEBsbCzjEI2IiEBJSQn8/f2ZIjHOzs6MpzMqKgr19fVIT09n2jM2NkZwcDDjxDx37hwWLFjAiutcoMHBwVi7di3279/PxNVqNUJDQxESEoLAwEBMmzYNFy9eBNCW+AQHByMsLAzh4eEICAjA4MGDGQWFzguq83wGBASgY8eOuHbtGksbofNxenh4ICQkBNevX4dQKERAQADjEY2OjmZUFnfu3IFAIIC/vz86dOjAfN7U1BQBAQGora2FSCRCUFAQc+yoqCgUFhaiZ8+eANoKMUVERKBDhw6IiopChw4d8Nlnn2H+/PlM2zrXY3R0NOMw1SWbCQkJSEhIQHx8PPz8/NDU1AQvLy+Ul5ejY8eOSE1NRWpqKkJCQpjKrMHBwaioqEBGRgYyMzORkpICuVzO3Ot3330Xq1evRnZ2NrKzsxEZGclKOO7du4fg4GD06NEDgwcPRseOHTmjW19++SV+/vlnDBkyBNnZ2ZyEk/6lbLGzs8OgQYPQrVs3TsJx7tw5xMXFIT09HX379kX37t05LxXS09Oxa9cuxMXFoVu3bujWrRsCAwOZ8/3iiy8YjYizszNzvxISEuDl5YUFCxbg9ddfZ9qTSCQIDAxEREQEQkNDsW7dOuzevZvz/bCzs4OLiwtOnTplsLiTRCJpt2BPexiqoiuXy+Hg4ICioiJW3MTEBD4+PvD19UVFRQV27NjBtOPj48M4dkNCQrBlyxYsWLAAIpGIcejqXKKurq745ptvMGbMGJYuJzk5GZ6enhAIBCgsLIS3tzdsbW2RlpaGtLQ0pKamspLK7t2749ChQ+jSpQsyMjKQnp7OVCAGgF9++QXdunWDv78/0tPT0b17d8TGxjJJc0NDAzQaDcrKyhAbG4suXbogNTUV4eHhTNKZnZ2Nn3/+GQqFAnFxcUhMTERSUhIiIiIMvrzg4eHh+Svh9S08PDw8f4K1a9dyPKKbN2/G3bt3OfsKhUJYWFigrq6uXaXEf5L2XI1AW1VOfZVWgbaKnlKplHFt/hGJRAKJRGIwLhaLIRKJDLYvFouh1WoN6jqMjY0NKk3kcjlMTU31VpxVKBTQaDRoamriVD01NzdHQEAAgoODUVVVxaoILJfLERkZibCwMCQkJEAgEKB3795M3NXVFYmJiYiOjkZ4eDjMzc0xYcIEbNq0CUBbgte5c2d07NgRISEhzMijv78/GhoaIJFIEB8fj4SEBCQnJ8PKygqmpqbYvn0744k0MTFBXFwcUlNTERYWBrlcDolEghEjRkD3/08jIyMEBQUhMjISgYGBkEqlOHPmDL766ivWtZqamsLV1RX29vaQSqWs6sh/fA5isfg/0ofb6586P6ohHYtYLIZQKDSY5D5NBdMepqamcHZ2xpUrVzgJtpWVFfz9/eHj44MjR44wL4J0x/Ty8kJoaChCQ0NRWVmJTz/9lPV5T09PhIWFITQ0FI6Ojnj77bdZ/VgulyMgIAD+/v7QaDQ4cOAA8vLyWG3I5XJ4enrC2dkZWq0WO3fu5FyDXC5nEtPExERERUXpHVXl4eHhed7wiSgPDw/Pn4D3iPLw/P/Tnr9TLBYb1JPw/LUIBAIkJiZi0KBB6Nu3LywtLf/Tp8TDw/N/AN4jysPDw/MniIuLQ3V1NSwsLJj1dAcOHMCZM2eYfWQyGTQaDSIjI+Ht7Y2tW7cya70EAgHs7OwQGhqKDh06QK1WY968ebhw4QKAtlEKFxcXxMTEwMvLCw4ODhg9ejTju7SxsWGm0Do7O0MkErEcpSqVCmq1GsHBwXBwcEBlZSUWLlzIxG1tbWFvb4/AwECoVCqUlZVh1apVTNzMzAx2dnYIDAyEWq3GvXv3sHbtWiZubGzMeEbd3Nxw7949rFu3jonL5XLY2toiICAAHh4eKC4uZkYEgbaRJFtbW8aDevbsWdbUYqVSCaVSiYCAAKjVamzfvp3l2lSr1TA3N4ePjw9sbGywdOlSVhLj6OgIhUIBNzc3tLa2shypuvblcjlUKhXq6uqY+65DLBZDoVDA1NQURISSkhJOHxAIBJBKpRAKhQZHZP9u2hs5NDY2hqmpKe7du8eJWVtbw9vbG4GBgZx76ezsjNjYWHTu3Bk2Njbo27cvE3d2dkZycjK6desGjUaDoqIi9O3bF0DbiGBCQgIyMjLg5+cHb29vjBkzBqtXr4aFhQVcXFyQnp6OkJAQ+Pv7QyKRwMvLCwKBANHR0TAxMUFsbCzjAp05cyZWrFgBKysrdOnSBbW1tQgMDISPjw+srKyQkZEBoM0jm5KSgtLSUmg0Gri7u2P//v3YuHEjgLYR66SkJBQXF8PZ2RlqtRrLli1jZjPoXKgVFRVQq9WwtLTETz/9xBqxd3Nzg1arhZOTE8zMzHDw4EHWiL9AIICJiQmsra2hVCpRUlLCmS2h28fc3BwymUyvS1YkEsHc3ByWlpYoLy9HdXU1pw1LS0vY29sDAGdkXywWQ6VSwcPDA3Z2doyrV0dISAgGDRqEAQMGwNHRkXN8Hh4enn8Ez1Ja93ltvL6Fh4fnv42mpiZycHAgExMTysnJ4bgym5qayM7Ojtzd3emTTz7h6DHu3btHRkZG1LlzZ9qwYQNH87J7926SSqU0dOhQvS7Fzz//nExMTGjMmDF08eJFTnzs2LFkYmJCI0eOpLNnz3LiOTk5JJVKadCgQXTgwAGO/mHo0KEkFoupV69etHXrVs5h5eGgAAAgAElEQVT55eTkkEgkoh49etCmTZtYyhAior59+5JEIqHs7GzKy8vj6CfCwsLIxMSEhg8fTvn5+azjP3r0iBQKBdna2tK7775LV65cYX12165dBICcnJzoww8/5Lggp0yZwmhP3n33XY4ndciQIQSATExM6IUXXqANGzawVDajR49m/Ize3t709ttv0969e5lr3LRpE8vb6efnR+PGjaPNmzdTVVUVNTc3U0BAAGsfd3d3Gjp0KC1dupQuXbrEXMOTm6enJ+Xk5NCSJUvo3Llz9NZbb7HiCoWCunTpQjNmzKDDhw9TdXU1ubm5MXErKyvq378/LV26lPHWfvzxxwSAhEIhJSUl0bx581jqmvXr1xMACgwMpFmzZnF8t8uWLSMbGxuaOHGiXufmiBEjKDs7m44ePcqJ1dfXU1hYGC1evFivquerr76iF198kS5dusSJtba2UkBAAH322Wd6PbmLFi0iX19fWrlypV5FUnBwMEVGRtKaNWs48eLiYhIIBBQYGEjffvstR8Ny7NgxAkC2trb01ltvUUFBASt+/fp1EggEJBAIKCkpiaNIaWlpIR8fHwJApqamNGDAAFqzZg3rOr744gtWHxs/fjxL93T//n1SKBTMcx0yZAitX7+eda59+vRh4i+//DLt3LmT5fPVHcPNzY3ef/99vf9O8PDw8PydgPeI8vDw8Pz7XLp0iVauXMmR3eu4desW7d69W6//j6jNdfjHBOtJ8vPz2/X/5eXl6f2BrmP16tUG462trbR48WK9/kIioubmZlqwYAGVlZUZjM+fP9+ge7KhoYEWLlxo0ENaXl5OS5cuNehhzM/Pp/Xr17N+VD/JypUrKS8vT68ntbW1lSZNmkR79uzRG6+oqKCcnBzatGkT1dfXc+JlZWXUvXt3mjt3rl5HbHNzM3Xp0oVycnJo5cqVel2qS5cuJX9/fxo5ciT9+OOPnOROq9VSSkoKhYWF0euvv04///wz3b17l7VPaWkpOTg4UHp6Os2cOZOOHTvGSfYXLVpEiYmJNGPGDMrPz+dcb2NjIw0bNoyWL19u8Fn8/PPPdO7cOb0xIqLz588bfA5E7TtGGxsbDbpsiahdT25DQ4PB7xZRWzJo6LtVV1en9+WKjqNHj9LBgwfb9dTqe7miY9myZTR37lyDHt39+/fT8OHDaefOnXoT8IaGBsrKyqIvvviCrl69qreNxYsX05tvvkn79+/Xm2iXlZXRqFGjaNeuXQbPc9asWe36eHl4eHj+bp41EeXXiPLw8PDw8PwBrVYLgUDQrieyvr6eVWX3j7S0tDCaE0PU1NRALpe3q91oaWkxqIj5T0NPcWk+Lc7Dw8PD87+P5+YRFQgEy6ZOnbp46tSpQ6dMmfL1v/5uytSpU3OnTp06ZOrUqSOnTp1aPGXKlOtPOxjvEeXh4flvoqWlBdOnT8eDBw9gZWXFUWa0tLRgwoQJuHnzJkQiEZRKJSuhqK+vx2uvvYZr166hubkZVlZWrKqVFRUVGDNmDG7evImmpiZYWlpCJpMx8Vu3buGdd97BnTt30NraCmtra5YL8dKlS8z5SSQSjkdUp4apqamBhYUF5/xPnz6NZcuWobm5Wa+r8/jx44xL0dbWlpMM7d+/H1u2bIFIJIKNjQ0nmdq8eTOOHDkCmUzG8YQCwIoVK3Djxg2995aIsHjxYtTW1sLOzo5z7JaWFvzwww8wNjbW23ZLSws2bNgAGxsbKBQK6GPXrl16rxtoW6N3/vx5yOVy1jN5ksrKSlRWVsLMzExvXCgU4saNGwZdpECbAqa9ZFWr1WL37t0GfagAsHHjRty/fx8qlUpvQrt27Vrs2LGDcZb+cZ/vvvsO3377Le7evau3H48bNw7fffcdLl++jIcPH0IikTDu1qqqKnTq1AkbNmzA2bNnUVJSgubmZpibm0MikWDr1q3IysrCvn37UFBQgLKyMrS0tMDMzAxGRkYYMWIEvv32W5w+fRrFxcWoq6uDQqGAsbExysrK8MILL+D48eP4/fff0djYCFNTU+Z57NmzB7Nnz0ZJSQlaWlpgaWnJ0pWsXr0aeXl5er97ALB+/XqcP38e5ubmel2ve/fuxZUrV2BnZ6e3j1y6dAknT56ESqXSq0mprq7Gli1boFKpDL6wWLNmDXPP9fWRbdu2obCwEPb29nqPsWfPHuzZswcKhULv94CHh4fnP8GzekSfPncXSAAQBuDCE383BcA7zzLk+uTGT83l4eH5b2POnDms9X+DBw+mb7/9lgoKCqi1tZWWLl3KxOVyOcXFxdHbb79Na9eupdu3b9PChQuZuEAgIF9fXxo8eDDNmzePfvvtN5o0aRJn/WD//v1p1qxZtHv3bho0aBATE4lEFBgYSEOHDqX58+fT4cOHqVu3bkzcxMSEEhIS6K233qIff/yRrl69SvHx8Uzc2dmZ+vXrR7NmzaIDBw7Qo0ePKCwsjDm3wMBAevXVV2np0qV08eJFqq+vZ9bAGRkZUVRUFL3++uu0evVqun37Nj1+/JjUajVz7fHx8TRhwgTatGkT3bt3j37//XcyNjYmAGRpaUnp6ek0ffp02rNnD1VXV9PBgwfbvbdff/01ASCJREJxcXE0adIk2rFjB1VVVRER0TvvvEMASKVS0cCBA2nRokV07do1ZoriyJEjCQCFhobSu+++S7t372ZN0/3ggw/IyMiIkpOTafbs2XT58mXW9Mbt27eTkZERdenShb766ivO1Nu6ujqys7OjDh060KxZs+jGjRuc/vPBBx+QSqWi0aNH0549ezjTL8vLy8nExIRiYmJo5syZdO3aNU4br776KslkMurWrRstXLiQioqKWPF9+/YRADI2NqZu3brR7Nmz6dy5c8y1lJWVkZmZGQEgmUxGiYmJ9MEHH9Avv/xCjx49oqqqKrKzs2OehUwmo+joaBo3bhytWLGC9u7dS6ampqx+amJiQrGxsTRq1CgaNWoUZx0sAHJxcaFu3bqRt7e33rizszMlJCSQRCLhxKytrSkuLo6ioqI4MQcHB0pNTaXXXnuNXF1dWd8vjUZD/fr1o48//piWL19OJiYmBr97J0+eJLFYTADI0dGRsrOzae7cuXTixAlqamqimzdvkkQiIaFQSJGRkfTOO+/Qtm3bmP5XU1NDKpWKjIyMKD4+nqZOnUqHDx9mTaHt0aMHCQQCioiIoPfee4/27dvHmsa7YMECZp3z0KFDaeXKlayp8GfPniWBQEBisZhiYmLovffeo127dlFtbS0RET18+JCsra0JANnY2FDv3r1pzpw5lJ+fr3eqLw8PD8/fAZ7n1FyBQOAKYBsRBfzrv6cAqCGiL5764Sfgp+by8PD801m/fj0qKiqY0a779+9j2bJlevfVjULeu3fPYEVTiURi0HP4dyASiTgexCdpz9UpkUggl8vx6NEjvXGFQgGxWGwwbmFhgdbWVk5FUKBtxNHW1haPHj3S66+UyWRQq9UoKiriuCAFAgHUajVUKhXy8/M5n7W0tISvry9sbGywefNmzjX5+voiODgYrq6umDZtGivu4OCAsLAwREVFISQkBMOHD0dZWRkT9/PzQ0REBBISEqDRaLB06VKsWLGCiWs0GkRHRyMpKQmenp54/PgxevbsyVyDhYUFIiMjkZCQgPDwcMjlcnz++efYsWMH04ajoyOioqLQoUMHuLm5obi4GO+88w7rPNVqNfz9/eHt7Q2VSoU5c+bgwYMHrH0UCgUcHR2hVCpx69YtvRWCdfu1tLQY9L3+lehG8Ax9f56mfnla/26v2rBAIIBYLNarnTEyMoKjoyOqq6s591UgEMDFxQUeHh6oqKjA2bNnWXGpVApfX194e3tDJBKxXLVAWx/08fGBj48PnJ2dMXfuXM41Ojg4QKPRwMXFBfv27cPvv//OuW5HR0c4Ojri7t27KCws5FyDiYkJYmJiEB8fj/j4eMTFxRkcVefh4eF5njxXj6iBRDQHwGMAJwG8TUSVT2uHT0R5eHj+6VhbW+Phw4f/6dPg4eHh+bextbXFCy+8gMGDByM0NJSfusvDw/O38Fd7RL8B8DHapsN8DGA2gGEGTmQ4gOFAm5eMh4eH559MbGwsqqurYWlpCUtLS1hYWGDRokWM5xMAzM3N4eXlhdDQUKjVaixYsIAZNREKhYxHMzg4GCqVCtOnT0dlZdu7OolEwoy6+fj4wNbWFhMmTGBGoxQKBdRqNcLCwuDu7g5TU1NMmjSJObaZmRlUKhWCg4Ph4uICgUCAWbNmMXETExPY29sjICAATk5OaGxsxKJF/7NMQyaTMZ5QV1dXVFdXIzc3l4lLJBLY2NjA29ubGfHZsGEDEzcyMoJSqWTipaWl2LlzJxOXSqWMu9LV1RVXrlzB0aNHWce3traGRqOBs7Mzjh49iuvX/6fEgFwuh6WlJdzd3aFWq5GXl8fcO93nzczM4OTkBJVKhZ07d7JGxMRiMeMytbGxYfyuTyKXy2Fubg4LCwtcvXqVM2ImEAhgbGwMY2NjPH78WO9IoVAohFQqBRHpHdEF2katxGKxwZFGna+UiPTuIxAIGOfpH12Vumu1sbGBo6MjiouLOR5RpVIJjUaD0NBQnD9/nnUv5HI5/Pz8EBcXB39/f+Tl5WH9+vXMcd3c3NCxY0fExsbC2dkZCxcuZEZtTU1NER4ejpSUFOY59+7dGyUlJTAyMoJKpUJCQgIiIiLg4eGB+vp6ZGdnAwDs7OxgY2OD+Ph4eHl5wcPDA6tXr2ZGDX19fSGXyxEREQF3d3e4urpi1KhRTB8ICQmBQCBAcHAwHB0d0djYiM8//5y5rsDAQGi1Wvj6+kKlUuHatWv49ddfmbiLiwtEIhE8PT1ha2uLgoICnDt3jombmJjA2NgYzs7OUKlUuHHjBi5fvsy6ryYmJrC1tYVarcajR49w/vx5znO3srKCvb09TExMWP1fh7m5Oezs7ODo6Ihjx45xZiWYmppCrVbDzc0NV69e5Yx4WllZwc3NDd7e3vj9999x6NAh1rPt1asXBg8ejNTU1H9soSseHh6eZ1rbCcAVT6wRfdbYHzd+jSgPD89/G8ePH2dclu+//z5Hw3DhwgUCQAEBATR37lyO5uLUqVMEgBISEig3N5ejEtm5cycJhULq0aMH7dixg6PBWLZsGYnFYsrKyqK9e/dyFA2zZs0isVhMffv21evx/PDDD0koFFL37t1p48aNHAXEm2++SQKBgDp37kw//fQT5/xGjBhBACglJYVyc3M5Ko5+/fqRQCCgrl270po1azifj4qKIpFIRJmZmbRx40aWIqS+vp6USiVJJBLKysqi7du3s9a1FRUVkVAoJKlUStnZ2bR161bW+e/fv59Zv9qzZ09avXo1SwWyefNmZv1gbGwszZkzh27fvs3EDxw4wFp3OHLkSJaKQ7d+E//yc8bFxdGMGTPozJkzzHPo3bs304alpSVlZWXRkiVLqLi4mIiItQ4W/1qvOnHiRNq3bx81NjaSVquljh07stZVjhw5kjZv3sxob1avXs3EXV1d6fXXX2f5Th88eMCsxY2OjqY5c+YwxydqU914enoadOFqtVry8fEhX19f+vLLLzl9uL6+nmxsbCg7O1uvDiU/P59UKhXNmDFDr+bl/fffp9jYWNqwYQOnf2u1WtJoNDRgwADKz8/nfPb48eMkl8tp5MiRdPnyZb1tm5iY0NixY/XGk5OTydjYmF555RU6ceIE69x1163z5G7YsIHVP7VaLYWEhBAACg4OplmzZrHuKxFRdnY2s6b11VdfpV27drH6sG4NqFgsprS0NFqyZAnrHun+/dD10S+//JJ1jMbGRlKpVASAYmJiaN68eRwFUFJSEgkEAkpOTqbly5fTo0ePOPeBh4eH5+8Ez7hG9E+9JhMIBCoi0r2e7Q3gwp9ph4eHh+efTmlpKXbv3o1OnTqxKtLquH//Po4fP47IyEi9097q6upw6dIl+Pr66m1fJpOhqKjI4IwRe3t7FBcXQ6VS6Y27urri999/h729vcH47du34ejoyIkREdzc3FBYWAhXV1dOvLW1FRqNBkVFRXrj9fX1iIqKwpdffqm3/bKyMvTv3x9btmyBnZ0dJ37hwgVMmzYN/fv3h5WVFSd+6tQpLFq0CP369dNb1fT06dNYsmQJ+vTpA0tLS078yJEjmDdvHvr27Qu1Ws2Jb968GR988AF69uyJ8PBwzvP7/vvv0bt3b6Snp6NLly6cczx9+jTu3buHKVOmoGvXroiMjGRVmyUizJ8/H0OGDEGXLl2QmpoKW1tbVhv79u2DVCrF7Nmz0a1bN/j4+LDOg4iQl5eH6dOno2fPnvD39+ec52+//YaPP/4Y/fr109uPiouLMWXKFPTq1UtvBeGqqiosXrwYcXFxevtwTU0Nzpw5o/ceAoBKpcKtW7f0VnUFgFdeeQXTp0/XG6uvr0deXp7e/gW0rWEuLi6GUqnUG4+IiEBJSYneysU1NTXIysrCxo0b9cZv3ryJV155BS+++KLe/nnt2jWkp6dj1apV8Pf358QfPHgAc3Nz/PLLL0hOTuasv9Rqtfh/7L1pfBRV3vf96+50kk7S6fSW9N7pTjqdrbPv+8K+uQACoogrODoyA6ggOqAOCKODCKLoIKKiICKKhCUYZF9VQED2sGQjCQSSkIRs5NwvcvW5KKqCPqNzD97P+X4+/UJ/qepTp05pKv+q//fEiRP48MMPMWTIEME1vn37drz55psYOnQozGYzL//xxx/xzDPPYOTIkYJzdPnyZfTr1w8ff/yx4PYMBoNxJ/OL74iKRKLlAPIAaADUAJj+P/8ch+6/4p0HMO6mG9MeYe+IMhgMBuOPAvkFB2ZXV5fgHydu3h7AbffxS9/BYDAYDMYfjd/NIzpjxowvZ8yY8c8ZM2a8OmPGjLkzZsw4OGPGjK9mzJjx7v98ls+YMaPp1wyKeUQZDMYfiYsXL+KNN95Ae3s7NBoNzydZV1eHl156CXV1dfDx8YFSqeTcVFy9ehXPPvssKisrIZFIoFarORWzK1euYNKkSaioqIBIJOL5G2tra/Hcc8+hurpacPuqqipMnz4ddXV19N3Km7+/rKwMr7/+OlpaWqBUKnnVsNLSUrz33nu4ceMGtFotr6J17NgxLFu2rEf/5A8//ICioiLIZDJBh+G2bduwZ88eKJVKwYrUunXrcObMGQQGBgq6OlevXo2rV68iKChI0I/51VdfgRByWwej23kpxLZt2+Dh4dGjB/TIkSNobW3tcfvq6mqcO3cOgYGBgt9PCMHWrVuh1+t7fE9vz5491IEpxKlTp7B3714YDIYeXZVvv/02pFIpgoKCeDfGnZ2dmDZtGiorK+Hr6wuVSsUZa2dnJ/785z/j4MGDaG1thVKp5Dgvr1+/jjFjxmDv3r24fPkypFIplEol/Z7y8nLcd999+OGHH3Dx4kV0dXVBpVLR4y0uLsaECRNw5MgR1NbWAujuauw+n//4xz/wwQcf4Ny5c2hpaYGfnx9dp+6xff/996ivr4e3tzcUCgUd/6VLlzBt2jTU1NRAKpVCrVZzjv/YsWNYsmQJOjs7odFoePN38OBBrF+/vkcX7eHDh7Flyxao1WpBz2tpaSk2b97co6u2rq4Oq1atgkqlEqzod3R0YPHixfS9bKE19P777+PKlSsICgoSPP9Lly7F0aNHIZfLqduVwWAw/tv8Wo8oe4OdwWAwekCv1+PkyZN45ZVXIBKJEBERgYyMDKSnpyM9PR1OpxMdHR0YPXo0gO6Ou27tRmpqKpKTkyGXy+H+A5y3tzfi4+ORnJyM5ORkJCUlQS6XY/z48QC6GwXFxMQgKSmJfsRiMR577DG6fVxcHJKSkuj2V69epd+vVCqRnJyMlJQU+h3Hjx/HzJkzAQAhISFITU1FWloa0tLSEBMTg82bN+OFF16ARCJBbGwsPbaMjAw4nU489NBDmDhxImQyGZKTk5GZmYnMzEykp6cjOjoaI0aMwLhx46BSqWiWlZWFpKQkREZG4q677kJDQwOCg4OpRiI7O5s2uYmJiQEAxMbGIicnBzk5OcjOzoZWq4W3tzcyMzPh4+ODzMxM5OXlIS8vD0lJSfD09MTVq1cRFRWFoKAgFBQUoLCwEAUFBbDZbACAiooKDB48GKGhoejduzf69OmD/Px8elNQW1uLvLw8REdHo3///ujXrx8yMzPh5eUFoLshkc1mQ2RkJAYMGICBAwciIyODPoKpUqmQmpoKkUiEQYMGYdCgQcjPz6c31WKxGCtXrsTgwYPRu3dvDBw4EAMHDoTBYKBrrKOjA3a7HU6nE/3790f//v2Rk5ND92G1WtGnTx9UVVUhPT2dHkdiYiIkEgnkcjmOHTuGyZMnQy6XIzs7G7m5ucjLy0NCQgI8PDxgsVgwduxYAIBWq0VGRgYyMjKQmZmJxMREFBQUYNiwYXRMoaGhdA2lpKSgT58+eOSR/+1H6Ovri7i4OCQkJCAhIQEhISGYP38+zSUSCZxOJ2JjYxETE4OamhqOnkYqlSI8PBwulwt2ux2rVq3Chx9+yLnuXC4XYmJiIJVK8fLLL9MsICAAcXFxiIuLQ3x8PGpqauix+fj4ID4+nl478fHx+OabbzBlyhSIxWJER0cjLS2NXgNOpxPDhg3D2bNnodFokJGRgaysLDovDocDgwcPRllZGRwOB3JycpCbm4vc3FxYLBZYrVYMHjwYx48fR1RUFPLz85Gfn4+cnBxoNBqo1WosX74cDz30EEJDQ2men58PnU4HqVSKM2fOYPz48VCpVPS8udekWCyGr68v+vTpA4lEgoSEBHp9ZGVlQa1WIzIyEqmpqXTe3NdgZmYm4uLimK6FwWDc0fwqfcvvBXs0l8Fg3Ol89dVXuHz5Mq5cuYK6ujocO3YM69atE/xZLy8v+Pv749KlSz3u73aeTuCXPYhisZjn0fz/knt5efXYtVUikcDPz++2nlAfH58ej89dwb21W6t730ajEa2trbQSduu+rVYrqqurBXU5Op0ONpsNhw8f5nQsBrpv2B0OB2w2GzZt2sTztGq1WkRGRiI0NBTLli3jHL9YLIbD4YDL5UJkZCTmz5+P+vp6mnt7e8PlciE+Ph5xcXF49913ceTIEZr7+fkhLi4OycnJSEhIQHFxMZYtW8bZPiYmBikpKUhMTERTUxP+/Oc/c8Znt9uRkJCA+Ph4WK1WTJkyBRUVFZzji4qKQlRUFMLCwrB3717OjRzQva5CQ0MRHBwMDw8PTmdjN1KpFAaDAQEBAZzOsDcjEong7++PxsbGHn2bv5XbuTyBX17Dv4XbXV9eXl6QyWSc8+/Gw8MDJpMJhBBcuHCBl6vVaoSEhKC9vZ3nEQW6XbChoaHw8PBASUkJL9fr9QgJCYFarea5boHu68Nms8FgMGDr1q2CLuLAwEDo9XqcPXtW0NUrk8mQkpKCzMxM9OrVC3l5eaxiymAw/q/wu3pEfy/YjSiDwbjTYR5RBoPx/woZGRl46KGHcN999/X4iDmDwWD83vynPaIMBoPx/yRpaWloamqCSqWCWq2Gp6cn3n33XZq73+V0Op2Ijo6GSqXC7NmzaUVHIpEgKCgILpcL4eHh0Gq1ePnll9HR0QGgu9ql0+kQExODsLAwaDQaTJ8+neZeXl7Q6XSIjY1FSEgIVCoVpk+fTvfvzqOjo6lndNasWXR87vfNIiIiYLfb4enpibfffpvmHh4e1OMZGhqKrq4ufPzxxzQXi8VQKpUICQmBw+FAa2sr9Uu6j1+pVMJmsyE0NBRXr17Fpk2bOHlAQAAsFgtCQ0NRUVGBffv2cXKFQgGz2UwdiSdPnuR8v7+/P4xGI6xWKw4ePMhxaIpEIsjlcupg/PHHH9HY2Mg5hz4+PtBqtdDpdDh69KhgRVWpVEKtVqOsrAxNTdw2B2KxGH5+flAoFGhqauJ4TN14e3vDz88PIpFIsGLsrjbL5XJOtfPm4/D390dAQADq6+t5VWn3PLvf+/z55595+3dXjY1GIz7//HNOLpPJEBISgpiYGNjtdrz11lucqpl7jSYlJcFoNGL27NmorKyk+7bb7fTxbb1ej7/+9a/0OH18fBAVFYWcnByEhIRAo9Hg/vvvR2dnJ4DuSnlCQgJSUlJgtVrR2NiISZMm0bnXarVISkqirtvt27dTj6hcLodSqUR8fDwcDgeMRiMWLVpE14i/vz8UCgVcLhdsNhs0Gg3+/ve/06qne87Dw8NhtVpx48YNfPLJJ5xz7+/vD5vNhuDgYNTX1+Pbb7/lzLvb4RkcHIzGxkbs2rWLN7dBQUGwWCzo7OzE7t27OblUKoVWq4XZbIafnx82b97MO3darRYWiwUmkwlr1qzhVG3d72S7PaqbNm3irDEPDw/o9XqEhYXBbrdj586dHNep2WzGmDFjMGbMGISFhYHBYDDuWH6N4+X3+jCPKIPB+KOxaNEi6n+cP38+z5O4atUq6vj74IMPqPvRzbp16wgAkpeXRz777DOeZ9OdFxYWkpUrV3I8hoQQsnr1agKA9OrVi3zxxRe8/OOPPyYASH5+vuD+Fy5cSMe3ePFi0tjYyMlnz55NAJCkpCSycOFCcuXKFU4+depUAoAkJiaS+fPnk0uXLnHyRx99lJPX1tZy8t69exMAJCUlhSxYsICTu/2WAEhmZiZ59913OfPb2NhI/P39ab5w4ULO9uXl5cTDw4Pu/5///CfHwXju3DkikUgIABIREUH+9re/kSNHjlCXZE1NDZHJZAQACQwMJE888QTZsGEDneOOjg5it9sJAOLp6Un69+9PFi1aRCorK+l3PPTQQ9QD6XK5yLRp08jevXupp/Orr76iuV6vJ+PGjSPr1q2jPtZr164RlUpFAJCAgADy4IMPki+//JLjQx01ahTNH3roIVJUVERdp4QQsnjxYgKABAUFkQkTJvB8mXv37iUAiNPpJK+99hqpqKjgnKPjx48TACQ7O50O1KUAACAASURBVJt8/PHHPFfs999/T6RSKRkxYgTZtm0bzyO6YsUKolQqyeTJk0lpaSm5lcmTJxObzUbmzp1Lrl69yssTExNJfHw8Wbp0KW/91tbWEg8PD5KVlUWWL1/OW/9r164lAEhubi757LPPOPNCCCEzZ8687fofP3489YTOnTuXVFdXc3L3+rbZbOTFF1/kuUonTpxIABCtVkueeuopsnPnTo6jdf78+QQAkcvl5MEHHyTr16/nuHBLSkoIACKTycjIkSPJN998wznGiooK4uHhQby9vcmIESNIUVERZ/vW1lai1WqJTCYjDzzwACkpKeG5hBkMBuP/NvhPekQZDAbj/y9IJBIcPHgQcXFxgrlIJMLRo0cFPYPu/MSJE3A6nT3u/9SpU3A4HIK5p6cnTp8+jdDQUMFcJpPddnuZTIaff/4ZkZGRgrmvry+OHDmC6OhoXkYIgUKhwOHDh+FyuXh5e3s7TCZTj8d/6dIlpKamYsGCBYLHf/ToUYwZMwajR4+G3W7n5bt27cLUqVN7dChu2bIFr776Ku677z7B7Tds2ICXXnoJw4cPFzz+NWvW4Mknn8Q999yD9PR0XmfejRs3IjMzE3PmzEHfvn15nVPLyspQW1uL+fPnY/DgwbwxEkLwzTff4KWXXsKQIUOQkJDA62q7du1ajBo1Cvfccw9ycnJ4zWXq6urg5+eH9evXo7CwULBzakNDA7799lvk5+cLdhe+cuUK9uzZQxsr3cq1a9du67qVSqUoLy8XdG0CgNPpREVFBXx8fATz4cOHY/bs2YJju379Ot566y1kZGQIju3SpUv44YcfEBsbK7hvALcdu7+/f495R0cHtFotDh06JLj/lpYWKBQK7Nq1C+np6bzxtbe3o6OjAxs3bkRhYSGvMzIhBBUVFVi1ahUGDBjA6UZ889iXLVuGu+66C35+frz8wIEDeP/993HvvfcKdt49fvw4Zs+ejWHDhvXY/ZnBYDDuVNg7ogwGg8FgMBgMBoPB+F343TyivyfMI8pgMP5IHDhwAEuXLqUeQrfWw82ZM2cwZ84cNDY2ws/PD/7+/pyqSXV1NV544QXU1tYKeg6vXr2K5557DlVVVYKe0MbGRjz//POoqqqi73bevH1jYyP+9re/UY/prR7BhoYGvPbaa2hpaYFareZVrOrq6rBgwQIQQhAYGMirxlVVVWHp0qXw9PREYGAgr5p35swZfPPNN/Rdx1srRocOHcLu3buh1WoFq2W7du3C6dOnqcriVjZv3ozLly8L+jEBYNOmTWhra+vRI7p582Z0dXXx/Kpudu7cifb29h7zQ4cO4cqVKz3u//z58zhx4gT0er3g+FpaWrBhwwYYDAbe2nGzatUqeHh48PyebjZu3IhTp04hKChIcB/ff/89Vq9e3eM5OnfuHGbNmoVr165BoVDwqmbV1dX4y1/+Qt9j1Wg0nMpedXU1xo0bhzNnzqCtrY3nGT179izGjx+P06dPo7m5GXK5nFPZ27NnD6ZOnYrz589TJ+vN269YsQKLFy9GbW0tJBIJVCoV5xjmzZuH7du3o729HWq1mjMHXV1dmDVrFi5evAi5XM5xjAJAU1MT3nrrLXR1dSEoKIhXsaysrMTnn38OPz8/QY/ouXPnsH79eqhUKsFq47lz57Bp0yZoNBrBamZlZSXWrFkDpVIpWM2sr6/HkiVL4O3tLegRbW9vx5tvvom2tjYEBgbyquGEELzxxhuoqqqi784yGAzGnQDziDIYDMZvJDY2Fo899hheeOEFiMViREVFUUdoWloaIiIicOLECfzjH/8A0K1TuNnhmZycjI6ODuo59PX1RUJCAscT6uvri8cffxwA1xPqdoX6+fnh0UcfBdDdJCYhIYHjIRWJRBg1ahSAbm1JSkoKdZmmpKSgrq4OgwYNAgCEhYVRT2h6ejqioqJw9OhRTJkyBVKpFImJidQvmZmZCb1ej/Xr1+OZZ56Bv78/9SxmZ2cjOTkZNpsNw4cPx8MPPwyTyUQ9oLm5uXA6nQgNDUX//v1RXV2N6Oho6kjMycmhzVycTie6urqQmppKHYtpaWnw9vaGXC5HamoqFAoFcnNzUVBQgIKCAkRFRUEsFqOjowNRUVHQ6/UoLCxEr169UFhYCJPJBKD7RsThcCA4OBi9e/emuVqtBtD9aKZbA9OnTx/07dsXBQUF9Bd6Pz8/hIeHw2AwoG/fvujbty969epFu48GBQUhMzMT169fR+/evenPGI1Ger4++OADDB06FBkZGfQ7bn5Et7q6GsOHD4fZbOYcg06nAwAEBwfTx6YTExPpHGZlZUEulyM2NhajR4/GM888A7lcjvT0dHqOUlJSYLPZcPbsWbzxxhsAuhvZuD2yaWlpSEhIgK+vL5566ikA3Y+Cx8bG0jWWkpICo9GIKVOm0OvCbrcjMTGRfuRyOaZNm0Zzg8GA+Ph4JCQkIC4uDhUVFfj0009pHhwcjPj4eMTHxyMiIgKrVq3CW2+9BaD7UfLY2FjqKNXr9Rg9ejRu3LgBkUgEp9NJr43k5GQEBARg5MiRALqVPzcfW1JSEs6ePYvnnnuOru+bPZsGgwHLly/HE088gcDAQDpv2dnZiI2NhcViwb333osHHngAdrudOkRzc3MRHBwMi8WCu+++GyNHjoTT6aQe0NzcXBgMBhgMBrz33nsYM2YMgoOD6bZ5eXkIDg5GQEAAtm/fjqeeegpKpRKZmZnIzs5GTk4OEhIS4Onpifr6ehQUFEAikSAuLo4zfqPRCJ1Oh/vuuw8AYDQakZ6ejrS0NKSnpyMhIYH6aBkMBuNOhD2ay2AwGDexZs0aXLp0CZcvX8bly5exZ88eXldMN1KpFL6+voIeQjfe3t5obW3tMffw8KDdRoX4Jc+oVCqlHXeF8PPz43WFdePuHivkAQUAlUoFuVwu6FGUSCQwmUyQSqU4c+aM4Pfa7Xa0tLQI5gaDASEhISgvL8f58+c5mYeHB0JDQxEaGooffvgB1dXVnNzf3x8REREICwtDUVERr6utwWBAVFQUwsPD8emnn/J0PCEhIdQj+tFHH9FusUB3x9ywsDDExMTA5XJh9erVOHjwIM3dN0OxsbFwuVz48ccf8dVXX3H2b7FYEBsbi+joaLS1tWHu3Lm8uYmOjkZERAQsFgtmzZrFO4dGoxEOhwMWiwU7duzAuXPnOLlIJILJZILBYEBDQwNOnDjBm2ORSAStVgtPT0/Bzr3un/H19e1xjbjn5D/l+fyt3M5R6u483JOOSa1WQy6X89Yf0H3dBgcHQywW49ixY7xcpVIhNDQUN27cwI8//sjLg4KC6HvLe/bs4eXuztMymYzXlRfovq7NZjNUKhV6+r1JoVAgMDAQpaWlgudHKpUiPj4eaWlpGDVqFNLS0gT3w2AwGL83zCPKYDAY/wYqlUpQ18FgMBh/JLy9vTFs2DA88sgjyM3NFXx8nMFgMP4TMI8og8Fg/BukpqaiubkZGo0GGo0GLS0tnMcK3Y7AqKgohIWFwdPTE2+++SbNPT09qaMxNDQUSqUSr7zyCq3auPOYmBiEhIRAq9Xi1VdfRXt7O821Wi3dXqvV4rXXXqNVVQ8PD+oJDQ0NhVqtxhtvvEEramKxGCqVCg6HA2FhYVAoFPQ9UDcBAQGw2WxwOBzw8/PDkiVLOHMgl8thNpvhcDgglUqxatUqTu7j4wOj0YiQkBDcuHGD42EEuh+v1Ol0CA4ORlNTE77//ntO7u3tTT2MtbW1HI+oO9dqtTCZTCgrK+NULIFul6pGo4Fer8f58+dx+fJlTu7p6QmVSoWgoCCUlZXx/rDg4eEBpVIJjUaDmpoaXsXM7TJVq9Vobm7mVWRFIhH8/PygVCohFosFK2q+vr5QqVQICAjAkSNHeLmPjw8CAwNhMBjw008/8Vynfn5+MBqN9NHaU6dOcXJ3RS0iIgJXr17F+vXrOeMLCgpCREQEXC4XRCIRffQV6K5mWywWxMXFITIyEnK5HFOnTuWs0ZCQECQnJ8PhcCAgIAATJkygVTeZTAan04mUlBTY7Xb4+fnh6aefpvuXy+WIiIhAcnIyrFYrrl+/junTp9NcoVAgMjIS8fHxMBqNOHnyJMdlGxAQAKfTCZfLBZ1Oh2+//ZbjolUoFAgJCYHT6URgYCCWL1+O2tpaztxZLBaEhYVBqVRi6dKlnPUvk8loRd7Lywtr167lzK3b1RscHAyRSIStW7dycvf7uFarFRKJBNu3b+fkUqmU5j4+PigpKeHlOp0OdrsdWq2Wd315eXnBYDDA4XDAZDLh008/RVtbG2f8ZrMZERERMBqN+Oqrrziu3ZSUFDzyyCMYMWIEfYycwWAw7kh+jePl9/owjyiDwfij8dxzz1HPp5Cnc8GCBQQA6d27t6AHdOXKlXT7zz//nJcXFxdTh+OyZct4+//uu+8IAJKWlkaWLFnC8UvevH1sbCx5++23eR5Qt8fS6XSS2bNncxyYhPyvh9Rms5EZM2bwPJDz5s0jAIjVaiXTpk0jJ06c4OTPP/88AUAsFguZMmUKOXLkCCcfOXIk3X7q1Km8PD09nQAgdrudTJs2jRw9epRm7e3txGw2EwDE4XCQl156iZM3NjaSgIAAAoCEhoaSF154gRw6dIh6Luvr66mH1Gq1ksmTJ5N9+/bRvLm5mWi1WuoRHTduHNm0aRP1NHZ1dRGXy0UAEF9fX3LfffeRFStWcFyUY8aMIQCIh4cH6du3L3nvvfc4Lsr33nuPACAikYhkZmaSN998k1y4cIHmJ0+eJCKRiLpQ33jjDXL+/Hmad3Z2kpCQEJrPmzePVFVVcebwwQcfpK7V9957j7cG5syZQ120Qmv4o48+IhKJhAwZMoQUFRWRzs5OTv7ZZ58RqVRKRo0aJegRff/994mPjw95/PHHyYEDB8itTJs2jQQEBJC//vWv5NSpU7x80KBBJDAwkLzwwgucYyek2+Wq1+uJwWAgL730Ei8/d+4cEYlERK/Xk6lTp5LTp09zcrdnVK/Xk+eee478/PPPnPzNN9+k+aRJkzjrhxBCXnzxxds6Wl944QXqEX366afJ7t27Obnb06tWq8mf/vQnsmvXLk6+bNkyAoBoNBry9NNPc9YnIYTs3r2b5hMmTCAHDx7kjL+iooJIJBKi1WrJxIkTedcXg8Fg/DcA84gyGAzGb4MQApPJhNLSUkFPJdBdmbpd7uXldVvPZ1dX1209n21tbfjpp58QExMjmLe0tOCHH35AQkKCYNfVpqamHj2I7nzbtm3IysoSfHTv+vXr2Lp1K7Kzs3m5u4FMT9s3NDQgKCiox+8/c+YMUlNTMW/ePCQnJ/PyPXv2YNSoURg5ciTi4uJ4eUlJCcaNG4cRI0YI5hs3bsT48eMxbNgw2tjpZoqLizFy5EgMHToUWVlZPM/l7t27kZCQgJkzZ6JXr148D2RNTQ2uX7+OTz75BAMHDoRSqeTkXV1d+PHHH7Fw4ULcc8890Ov1vPndsmUL5syZg2HDhsFms/HyI0eOYOzYsRg5cqSgS7atrQ0RERG3dc3qdDqcO3dO0MUKdDe5unDhAm2yJLR9RUUFAgMDBfOwsDBUVVX12LU1OzsbL7zwgmDn5M7OTowdOxZffvmloCO1vLwc7777LgYOHMjregt0r6G1a9eib9++gvnFixexYcMG9OrVS9Dz2dDQgOLiYhQWFvLO/40bN9DS0oLi4mIUFBTwtu/s7KSdkXva/5UrV1BUVIQ+ffoIdoauqqrCN998g379+gnmZ8+exddff43+/fsLzs/JkyfxxRdfYODAgYI5g8Fg3Mmwd0QZDAaDwWAwGAwGg/G7wDyiDAaD8RvZuHEjvv76a3R0dECj0fAqDj/88AMWLFiA+vp6yGQynkuzvLwc06ZNw8WLF+m7m7d6QidPnoyysjIQQqBWqzlVlfb2dkyZMgXnz5+HWCyGRqPhbN/Z2YmXX34ZlZWV8PHx4fkwOzs78Y9//AP19fWCHtGOjg4sWLAAnZ2dgp7F5uZmfPjhh5DJZIKew9raWqxZswYajQZyuZw3f6Wlpdi7dy90Op2gA/Onn37CmTNnoNfredUoANi3bx8uX76MwMDAHj2gra2tPTo4t23bhs7Ozh49oTt27EBbW1uP2+/fvx9Xrlzp8fuPHj2KU6dO9Tj+yspKfPfddwgKCuJVU4HuaqZ7fntylb7//vuora2FVqsVVHGsWLECO3bsgFQqhUaj4VWlS0pK8MEHH6CpqQkKhYJ3nn766Se8/PLLqK6uhlgs5rlsz549iwkTJuDChQvo6OiAWq3mXAdlZWV4+umncf78ebS3t0OlUnHO9alTpzBlyhRUVVUBAG+N79mzBwsXLkRDQwPkcjnPxVtUVISNGzdCLBZDq9Xy5nnZsmU4d+4cNBoNb313dXVh8eLF1JN769xcu3YNK1asgFKpFHyXsqKiAps2bYJWq4Wvry8vP3PmDLZv347AwEDB83vq1Cl89913PXpGS0tL8fXXX9P3iW89/9XV1Vi0aBEdv9D1OWvWLNTX1wueWwaDwfhvwTyiDAaD8RvJyMjAI488gosXL0IkEiEyMpLjCI2OjsaECRMwe/ZsAN0dd2/2KyYmJqKlpQWPPfYYgO4mJzExMUhISEBiYiISEhKgUqnw5JNPAuhuohMdHc3Z3mg0Yty4cQC6H/ONi4vjjCEwMBAPPvgggO5f8t0O0bS0NKSkpEAqlWLw4MEAgPDwcGRkZNCP0+nE5cuXkZ2dDS8vLyQnJyM7OxtZWVnIyMhAQEAA9u/fj/Hjx0Oj0XA8oTExMdBqtVi8eDFGjx4Np9NJPaB5eXkIDAyE2WxGnz59UFZWhpSUFBQUFKCwsJB6Qt0NY7q6upCbm4vCwkIUFhbC5XJBLBZDLpfD5XJBrVZTx2bv3r1hsVgAdN9oOJ1OWCwW9O7dG71790ZhYSE0Gg0AoLW1leMRdecqlQpA96OXt9ve19eXHqf7u3v16kUfYTUYDMjOzkZnZydyc3PRq1cv9OrVC1FRURCJRNDr9Xj11Vdx7733IiEhgXpQs7Ky4OfnBy8vL/z000944oknoNVq6dzm5uYiOjoaYrEYAQEBGDBgAEQiEVwuF7KysujHbDYjNTUVkZGRaG1tha+vL5KTkzkuyezsbDz99NOYNWsWAMBkMlE/aEpKChISElBWVoZFixZx1lhSUhISExORlJQEqVSKv/71rwD+V1/jXp9uV+WkSZPodeNwOGiWmJiIK1eu0DUulUrhcrno/uPj41FSUoI5c+YA6H4M+ObxhYeH46GHHsKVK1fg7e2NxMREzvFZrVbk5OTQ9X3z/NjtdtTV1SE5ORlyuRyZmZnIzc1FTk4OkpKSIJfLsW7dOowdOxbBwcHU0ZqXlwer1QqDwYA5c+Zg+PDh1IObn5+PnJwcaDQaWK1WDBw4EKdPn0ZsbCzdNjs7GyqVCjabDYMHD8apU6fgdDo514/ZbIbNZsPIkSPx6KOPQqvVIjMzk449Pj4eOp0Oe/bswbPPPstRsbg9wBaLBR0dHbjnnnvouXXPW0pKCj1GBoPBuFNhj+YyGAzGTaxduxY1NTWora1FTU0NNm/ejJ9//lnwZ8ViMby9vdHS0tLj/n7JE3o7D+KvyX9p/wqFAg0NDYKZTCZDUFCQYNdXoPtGS61W99j1NSQkBN7e3ryuuEC3BzMsLAzNzc3Yv38/J5NKpQgLC0N4eDhKS0tx6NAhTu7v74/o6Gg4nU7s2rWL1zFWr9cjJiYG4eHh+PLLL3mOTLvdDpfLhYiICCxdupTX9TY0NBQulwvh4eH45JNPetw+PDwcRUVFvPNvNpupp/TgwYPYtm0bJ1coFLSrckNDA88zKhaLERISgpCQEPj7+2PlypW8+fPx8YHNZoNer6eV31tRKBQICgrCpUuXelQOyeVyiMXiHtcA0H3zeXNX1lv5pTX4W/ml/d/Olevv74+2tjbB8cvlcphMJpw4cYK3f6lUCrvdDoVCwVufAKDRaOh73UIeULPZjNDQULS0tHA6+rqxWCyw2+1obm4WvD7UajVsNhs6Ozt56x/ovq5NJhNkMhmOHz8ueOzuSmp5eblg7v7jWVpaGiZPnozw8HDBn2MwGIzfG+YRZTAYjH8DpVKJ+vr6//YwGAwG4zdhNBrxyCOP4JFHHumxURWDwWD8J2AeUQaDwfg3cHtEg4KCEBgYiKqqKqxZs4bmPj4+1BMaHByMzs5OvPPOO5xcp9MhNjYWwcHBUCqVmD59Oq3IuKuQMTExCA4Ohk6nw8yZM6lH0u0RjYqKgt1uR1BQEBYuXEhdme73+MLCwuBwOKDVavHhhx9yXJoKhQLBwcEICwuDWq3GZ599hsbGRprLZDKYTCbqKV2xYgX1mLrHEBQUBJvNBo1Gg9WrV3PmyMPDAxqNBiaTCX5+fjzPokQigUqlou9OHjx4kJcHBARAp9Ohvb0dp0+fFswDAwPR2NjI84hKJBIoFApotVrU1dXxPKLu7TUaDS5dusTzhLpzrVaLy5cv97i9VqtFY2Mjfb/RjfuR2cDAQHR2duLMmTO8XKlUQq/Xw9fXl1cxc7/vazKZYLFYsGbNGk7FTiKRICgoCHa7HXa7Hd9++y3HEymVSmE0GhEREQGbzYaDBw9yqnaenp6wWq2Ii4uDzWZDVVUVli1bRnNvb2+EhIQgMTERVqsVnZ2deO2112guk8no47VuF+Zzzz3Hy5OSkmC1WiGXyzFx4kRO7t6/xWKBh4cHxyPq7e0Nm82G2NhYmM1m1NfX41//+hdn/O6qs9FoxKlTp7B582aae3h4QK/Xw+FwwGAwYM+ePSgtLeXMn0ajQXBwMIxGI4qLizmeVvc1ZDKZEBgYiOLiYt75UavVMBqN8PX1xa5duzi5RCKBWq2G2WyGVCrF3r17Obnb9Wu1WuHh4YGdO3dycren1O0x3bBhAyf38fGB2WxGWFgYVCoVPvroI04ul8upQ1an0+H999/H9evX6dgGDRqExx9/HP369RN8d5nBYDDuGH6N4+X3+jCPKIPB+KMxatQoIpVKyfDhw8m3335Lbty4wclffvllIpFIyNChQwXz5cuXE5FIRAYMGEDWrl3LczTu2rWLekQ//fRTnuPx559/JgBITEwMWbhwIbl69SonP3nyJAFAgoODyauvvkrKy8s5+eHDh6knc9KkSeTw4cOcfOfOnQQACQgIIOPHj+d5Dr/88ksCgMjlcvLwww+TkpISzjHMnTuXACB+fn7kwQcfJOvXr6ceTkIIeeqppwgA4u/vT8aOHUs2bNjAyfv3708AEJVKRR577DGyadMm0tHRQQgh5MaNGyQqKop6GseNG0dKSkpo3traSvR6PfU8/ulPfyJbtmyh42tubiYajYZ6Iv/85z+T7du30/z69etEp9MRAESn05GnnnqKbN26leY3btwgkZGR1AP52GOPkeLiYs7477rrLnp8Y8aMIUVFRaS1tZXmM2bMoB7S0aNHk2+++YaTb9iwgQAgPj4+5P777yfr1q3j7L+2tpZ4eXkRmUxGRo8eTYqLiznz39XVRaKioohMJiMPPvgg2bJlC28NPvjgg8Tb25uMGTOG7Nixg+cBfeWVV2h+6/knhJBFixYRLy8v8sADD5CdO3fy8iVLlhBPT08yevRowf3PmzePeki3bt3KyydMmEA8PT3JiBEjSElJCW/8+fn59Bpcv3495/hbWlqIWq0mUqmU3HvvveTrr7/muHqPHj1KABBPT08ydOhQsnr1as78f/rpp3T+R40aRdauXcvZfubMmfT8Pvzww5z1SQghkydPput3/PjxZPv27Zzxu3OdTkcmTpxIDhw4wDl+9/6tVit58cUXeZ7VTz75hHp2//73v5OysjJOvnfvXprPmjWL55hlMBiM/wZgHlEGg8H4bXR0dCAtLQ3z5s3r0aFot9tRVlYGg8EgmPv5+aG0tFTQEQl0N9Q5evQooqKiBPNLly5h7969SElJEeyqWlZWhpKSEuTn5wt6QEtLS2/rKTx9+jRWrVqFQYMGCXa2LS0txcqVKzFo0CBeZ1BCCCoqKqjH8Na8ubkZbW1tWLNmDfr27cvb/4ULF6DT6bBhwwYUFhbyxrd//35kZWXhrbfeQm5uLq9r6ObNm3Hvvfdi+PDhgh7Q4uJi3H///Rg+fDgyMjIEO8oOGzYMw4cPR2ZmJm/7ffv2ITMzE/PmzUNeXh5vfJWVlVAoFPjmm2/Qp08f3vF1dnaiuroaX3zxBQYMGCDo0Tx+/DiWLVuGu+66S7Cz6qFDh/Duu+9i2LBhgo1nKisrMWHCBNx3332CHs8bN24gLy8P8+fPF+wMCwDR0dGorKykTZxuxWazoaKigjZxuhWz2YyKigpotVrB3G63o7KyUjAnhCAuLg6VlZWC+29oaMDdd9+NlStXCuaHDx/GK6+8ghEjRkCtVvPy77//Hv/6178wbNgwweM/deoUPv30UwwZMoQ3/11dXaipqcHq1avRv39/Xtfi9vZ2NDc3o6ioCL179+Z11e7o6EBHRwc2bdqEgoIC3voihKCtrQ1btmxBTk6O4PV77dq1Hj2+QLcndfPmzcjLyxPMGQwG406GvSPKYDAYDAaDwWAwGIzfBeYRZTAYjN/Ihx9+iO+++w5tbW1QKpW8ikhJSQneeecd1NbW0vcCb656XLhwAZMmTcKFCxfQ2tqKgIAAzj5aW1vxzDPP4NixY7h+/ToUCgWnakYIwYwZM3Do0CF0dHTwHI0AsGDBAhw+fLhHj+SHH36I8+fPQ61WC7oQly1bhsbGRkGPKCEEK1asEHSUAsD169dRVFQEnU4n6FGsrq7GDz/8AIPBIPiu2unTp1FWVoagoCDBau9PP/2Ea9eu3dbzeePGDcFKIAD6bl5P+bZt20AIgVKpFMy3b9+O5ubmHh2fu3fvRnl5OXQ6neDx/fTTT9i/fz+0Wq3g/JSVlWH58uXw8vIS9LS2BKzSVgAAIABJREFUtLRgzpw5aGpqgkql4lVUCSGYPXs27Wqs0Wh453Dp0qVYuXIlrl69Kui63bZtG2bOnImKigp0dnZCpVJxKnvnzp3D008/jdLSUsE1WldXhyeffBKnT5+ma/zmY21oaMCkSZNQUVFB3928ea5qa2sxa9YstLS0QKVS8dboiRMnsGrVqh5dqzt37sTJkyeh0+l4FUkAWLduHUQikeAaam9vx9q1a3v0vFZWVmL//v3Q6/WCTxP8/PPPOH78OPR6PW/ege5q7LFjx3oc2+7du7F3714olUrBavf333+PNWvWCDqEge5z89Zbb+HatWuQy+VM1cJgMO4YmEeUwWAwfiNun6O7EYjdbkdCQgL9REdHY+LEifjnP/8JoLsJSXR0NOLi4uiHEIIJEybQfQYHByM2NpbmJpOJ0wjGbDYjPj6efhwOB/WEikQihIeHIykpiX4iIiLQu3dvAN2PASclJSEtLQ1paWlITU2FxWJBr169AHT7Hd2uwszMTDidTojFYmRnZ8Pb2xvp6enUY+l2fZ4+fRr3338/LBYL8vPzqQvTrZZYsWIFhg0bhqSkJOraTE9PpzdXvXr1wvnz55Gbm4s+ffqgT58+CA8Ph0gkgkajQUpKCjw9PdG7d2+a63Q6AN1NbSIiImCxWNC3b1/06dMHBQUF9Mayra0NVqsV4eHh6NOnD/r27Yvc3Fx6M9PQ0ACr1Qqn04k+ffqgd+/eyMvLo7+wX7t2jTYEco89Pz+fPuIpEokQFRUFnU5HHaiFhYWwWq0AgMDAQERERMDLywtZWVnUo5qQkAAPDw/Y7Xb069cPNTU1cLlc1COZk5ODoKAgmM1mrFixAk8++SQUCgXS09Pp+UlJSYGPjw+am5sxcOBAAN3aGfe5TUtLQ0xMDBITE9G3b18A/+upvdkz269fP0yaNIk2bFIqlZw1HB8fj+PHj2Px4sUAuhv1OJ1Ozhr09PTE888/z1uj7u3VajUnt9lsHI+ot7c3xo8fT89pXFwcUlJS6BgrKysxZMgQeoxuT2Z6ejoiIiIwcuRIPPnkk1CpVNSzmZ2djYSEBFgsFoSFhaGrqwspKSnUY5uRkQGZTIbLly9j0KBBMJvN9PwVFhZCr9fD09MTX331FYYOHYrExETqgc3IyIC3tzd0Oh369u2LM2fOIDMzE7169UJhYSESExMhkUhgMpmQm5uL5uZmZGZm0msjKSkJHh4esFgsKCwsxPXr15GUlEQdopmZmVAoFHA6nRg8eDCuXLkCq9WKzMxMZGRkIDMzEy6XCzExMRg9ejROnz4NLy8vJCQkUE9wSkoK7HY7Dh48iJdffhlAt4PV7Wd1f3p6ZYDBYDDuBNijuQwGg/E/EEKwbt06XLx4EVVVVbh48SKKiop4XVtv5naOQ+D3cTCKxWJ0dXX1mEskEty4cUMw8/f3x/Xr1wXH6OvrC7PZjNLSUl4ukUhgt9thNpuxZcsW3jHo9XpERERAoVDwPJmenp6IiopCVFQUmpqa8PXXX3NytVqNuLg4uFwuHDlyhNMRFei+kXHna9eu5XTdFYvFiIiIQFxcHGJiYrBo0SKcO3eO5h4eHoiKikJMTAyio6Mxd+5c1NTUcI4rPDycekgXLlyI2tpazveHhoYiOjoaYWFhWL58Oc/TqNPpEBERAYfDgZ07d+LYsWOc3NvbG06nE3a7HeXl5RD6/15QUBCsVisIIYKeSbFYDJ1Oh4CAAN7+bz4WtVqNK1eu9OiSlUgkkEgknK7IQt91u/X1n+Z2LlypVAo/Pz9BT6pUKkVwcDAaGxs559i9z5CQEISGhmLz5s08D6vJZEJUVBRUKhWWL1/O229kZCQiIyNx7do1FBUVcXJfX19ERkZSD+7u3bs5uUwmo+f/zJkzOHz4MCcXiUQwm80IDg5GdXU1z5MLdP9Ry2g0orOzE2VlZYJz4+3tDT8/P17X55vR6/UYMGAAZs6ciaCgoB5/jsFgMH5PmEeUwWAw/g0CAgLQ0NDw3x4Gg8Fg/Cby8/Mxfvx43H333YKPBjMYDMZ/CuYRZTAYjH+DtLQ0NDc3w2AwQK/X4+eff0ZJSQnN1Wo19YBaLBa0tLTg7bffprlKpUJQUBBiY2NhsVig1Wrx/PPP04qTXC7n5AaDAXPnzqWeSPcjrdHR0dQz+vnnn+P48eMAuqspSqUSDocDDocDGo0GmzZt4lTNfHx8YDKZEBYWBo1Gg23btvGqhm7PoV6vx44dOzhVFZFIhICAAOj1ehiNRmzfvh1tbW2cefLz84NWq4VGoxGs6Pn4+EClUsHb25vn2XTn7nczhSrOPj4+CAgIQHt7u2DFx9fXF0qlEk1NTaivr+dkIpEIfn5+UKlUaGho4OVisRgKhQIajQaXL1/mVdskEgmUSiUCAwNRV1cnWG1Tq9UwGAxoaGjA2bNnObnbBWu1WtHe3s6riHp7e8NgMCA0NBQ+Pj68irGvry8sFgv1RC5ZsoRT0ZPL5QgJCYHL5YJer8fatWvp+gC634kNCwtDbGwsjEYjDh8+zKlaKxQKWlU2mUy4du0a5syZQ3N/f384nU4kJCTAZDLB39+f83i5j48PHA4H4uPjYTabERgYiMmTJ9M14unpieDgYMTFxcFsNkOtVmP69Om06i6RSKDX6xEeHg6bzQaZTIb58+dz5kCtViM4OBh2ux0tLS1Yt24dJ/fz84Ner4fVakVFRQVOnDjBm2ONRgODwYCTJ0/y/rjk7e0NlUqFwMBAHDp0CLfi4+ND36u+dd8ikQhyuRyBgYEQi8W8iqbbo2s2m9He3o6jR49ycrdHNDQ0FC0tLRwHrFgshq+vL33kvKOjg+Mx9vb2hq+vLxwOB5xOJxQKBWfulEolxo4diyeeeALh4eG842IwGIw7il/jePm9PswjymAw/mhkZmYShUJBnnnmGXLs2DFe/uyzzxKZTEYef/xxcujQIV6+evVqIpFIyPDhw8m2bdt4DsXTp09Tj+iKFSs4DkNCCKmvrycymYw4HA7y+uuvk0uXLnHylpYWolQqiVqtJn/5y1/IkSNHOPm1a9eIQqEg3t7eZOTIkWTDhg0cD2J1dTXx9PQkEomE9OvXj3zyySfk2rVrND9w4AABQEQiEcnLyyOLFi3ijOGzzz6jeW5uLnn77bfJxYsXaT5t2jQCgEgkEtKrVy+yaNEiUl1dTfOhQ4cSAEQqlZIBAwaQJUuWkMuXLxNCuh2Z8fHxBACRyWTk3nvvJZ9++impr68nhBDS1tZGTCYT9Tw+8MAD5KuvviItLS2EEEKampqIWq3meEi//fZb6um8OTcYDOSZZ54hO3bsoB7I9vZ2YjabCQBiMpnIxIkTyb59++g57OrqIsnJyQQAMZvN5Nlnn+V5Ih966CGaT5kyhXd+5s2bRwAQi8Ui6JHcvXs3zadPn07OnTvHO79+fn7EaDSSv/3tb+TChQvkVnJzc0lgYCCZOnUqb3tCutewv78/eeaZZ8jx48d5+ZIlS4i3tzcZO3Ys2b9/Py9fv349kUgk5O677ybFxcU8D+i6desIAJKXl0c+++wzniv3ww8/JABIQkICWbBgAamrq+PkbhdneHg4mTVrFucYbz4HYWFhZPr06eTEiRM0r66uJl5eXgQAiY6OJq+88gonX7NmDQFAAJCMjAwyb948jov3xRdfpB7SIUOGkGXLlpGGhgaa33///dTD++ijj5Jvv/2Wc30NGTKEnr+pU6eSo0ePco7Nvb3L5SJz587lXBuEEPL8888TACQ9PZ188MEHnGuTEEKWLVtGx/7xxx/Ttc9gMBj/TcA8ogwGg/HbaGxsxMMPP4yRI0cKdpwFgISEBFRWVvbYedXf3x8XLlyA0WgUzK9evYrDhw/D5XIJ5uXl5SgqKkJ+fr5g59bTp09j0aJFuOuuuwQ9oIcPH8brr7/eo2dy7969eOONNzBixAhBV+qOHTvw1ltvYdiwYbzGJ4QQ7Nu3D2+//Tbuvfde6PV6Tn79+nWcPXsWixcvxl133cXzQJaVlYEQgmXLlmHQoEG88e3btw8RERGYNm0a+vXrxzsHxcXF6NOnD4YOHYrCwkLe8a9btw4jRozA8OHDkZ2dLegZHT16dI+e0e3bt+Puu+/GiBEjkJ6ezstPnDiB5ORkzJ07V3D7pqYmyOVybNu2DVlZWYKex+bm5tt6ICsrK1FcXIzCwkLBzrxnz57FZ599hv79+wt2bm1pacGTTz6Je+65p8fHM7OzszF9+vQe17i76ijk6QS6K7jnz5+HyWQSzMViMU6ePImwsLAe84MHDyIuLo6X3bhxA76+vvj++++RmJjIuwbOnDmDnJwcvPvuu0hISODlmzZtwpQpU3DfffchMjKSt/8dO3bgzTffxNChQ2E2mzlZW1sbysrK8NFHH2HIkCE8D2ldXR08PDx69MheunSJPlGQmZnJO7/uJy8OHDiAuLg43tgJIQgICMCRI0cQHR0tOHdAd3fmmJiYHnMGg8G4U2HviDIYDAaDwWAwGAwG43fhd3tHVCQSLQEwCEAtIST6f/6dCsDnAIIBnAdwHyGE39KOwWAw/qAQQvDyyy9DJpNRlYLRaORULT7//HNs3bqVdoiNioriVBXLy8sxceJEhIeH09zpdNLKVFdXF/7yl7/Ay8uLfodbB+Lmvffew/nz56luw263c8awfv16HD16FKmpqUhKSuJVtbZv347y8nJkZ2fDYrHwjnP79u0Qi8VUo3IrW7duRWhoqGC1ixCCrVu3Ii0tTdDD2NDQgNLSUsTFxQlW+8rKynDjxg3YbDZeBgDHjx+HUqmkOpdbOXDgACwWC6/S6mb37t30PVkhtmzZgvDwcF4l101xcTEcDgdsNptgNXr9+vXQ6XSIjY0VrFZu3LgRIpEIaWlpgtXobdu24ezZs0hNTUV4eDhvjo4fP46VK1dSJcet89Dc3IwpU6bA4XAgLi4OsbGxvO959dVXUVdXh5iYGLhcLkRFRXE8oBs3bsSSJUvgcrnoGgwODqZjqampwbhx4+g7p+5uw26vZmdnJ5566imoVCqqc7Hb7XR7QgheffVVyOVypKSkID4+nufKXbBgAYKDg5GRkcE7V+3t7Vi+fDlycnIE10lZWRmqqqqQnJwseA4OHjwIi8UiWM29ceMG9u/fj+TkZMFqcnl5OZqamqhu6FZ+/PFHBAQEICQkhJcB3dVYvV6PqKgowfX/xRdfQK1WIyUlBX5+frx8xYoVaG9vR2JiIsLDw3nHt2nTJuzbtw8xMTGIjY2F1WoVHCeDwWDcqfyaR3OXAngbwMc3/bspADYTQmaLRKIp//PPzwtsy2AwGH9IRCIRcnNzUVBQQP9dQEAA/YXd5XIhLCwMJSUlWLRoEf0ZjUaDyMhIeuPp5eWFv//97zSXSCQICwujuUajwfTp0zm5Wy8SExMDk8mEd955B42NjQC6G824HY6JiYlwOBxUUSKRSBAdHU0domlpaYiIiMDdd9+Nq1evwmw2Izs7m34iIiIQFBREx5mdnU1diPHx8ZBIJKipqUF+fj4iIiKo59Pt6hSJRFi9ejUGDhyIvLw89O/fH/369YPD4QDQ/Vjy448/jqqqKvTv3x8DBw5Er1696M2SXC6HzWaDXq/HwIEDMWDAAGRlZdEb4s7OThiNRsTHx6N///4YMGAAUlJS6C/kNTU1SEpKQkpKCvr164f+/fsjKSmJ5qWlpcjKykJiYiL1jKalpdH9nzt3DgUFBYiOjqYOydzcXHpTcOnSJfTr1w8Wi4XOS35+Pr0pF4lESExMhL+/P7KyspCbm4ucnBwkJiZCKpXCZDIhLi4OXV1dcLlcHIerxWJBTEwMhg8fjkuXLsHf3586It2f8PBw7NixAzNmzAAAGAwGjicyKSkJISEhnEZCbvWN+5OXl4e+fftSF65IJILD4aA3ndHR0bhw4QK++OILug9fX19ER0fTn9FqtXj99ddp7tabuG+ALBYLXnzxRZr7+/sjLi6OrlOj0YjHHnuMru+YmBikpKTQ41WpVLjrrrsAABEREdQVmpWVBZvNhn379mHs2LGwWq2c82A0GhEYGIisrCw0NTWhsLCQ+mbdf3Spra1FUlISUlNTMWDAAAwYMID+YUQikeCdd95BUVER+vbti4EDB6Jfv37QarUAuhv/JCUlQSaT0fVVUFBAPbQikQihoaGw2WzUQ1tQUEBvejs6OhATEwO1Wo2cnBzk5eUhNzcXLpcLYrEY/v7+KCwshFgshsvl4vhTQ0NDERMTg7i4OHR0dMDHxwfx8fEcR2h6ejr+9Kc/obS0lP63wf3fjdjYWMTGxiI6Oppz489gMBh3Er/q0VyRSBQMoOimiuhJAHmEkIsikUgPYCshxPlL+2GP5jIYjDuZrq4ubNiwAWVlZfSzZs0aNDc397jNL3lEvby8eB1nb8bDwwOEkB49oL/mO27nEfXy8oKnpyeuXbvGy3x9fWG321FTU8Nzafr4+CAqKgrh4eH4+uuvOdu7b3jj4+NhNBoxc+ZMzrYGgwHJyclISkpCXV0d5s2bx9s2NTUVycnJWLduHadrrEwmQ2JiIlJSUpCYmIh//vOfOHDgAM39/f3pvmNjY/Hcc8+hoqKC5gqFglbmoqKiMHHiRE7HVJlMRn9JDwsLw/Tp09HU1MQZX3h4OKKjoxEaGooFCxbQPwK4cTtU7XY7vv76a15XXy8vL4SEhMBqteLw4cOCXYEVCgVMJhMaGxt5ntKbf8bLy4t3bm7G29ub58i8ldutD+CX19evceUCuK0v93Y+XalUis7OTsHc398fer0eJ0+e5GUGg4G6am/uPAsAZrOZPkXwr3/9i7NGlEolUlJSkJycDIVCgWeffZazbXh4OF1/u3btwsqVK2nm9tTGx8fD5XLhgw8+4HleHQ4HoqKiEBoaio8//ph3/txdb81mM3bs2MHr6uz+Gb1ej8uXLwvm7rF4enqipaVFMAe6Oxg///zzmDp1quBTCwwGg/Gf4Hf1iArciNYTQgJuyq8SQoQ7ddwEuxFlMBh3MoQQ+Pv7c25MGAwG44+GVqvFE088gfHjx/fYRIrBYDD+U9wxHlGRSPQEgCcACL6fxGAwGHcKIpEImZmZaG1thcVigdVqRUlJCfbu3Qvgf92ZQUFBiIyMRHBwMOrr6zF37lwA3dUHnU6HoKAg6gG1WCx46qmnaNVCq9UiMDAQMTExsFqtMJvN+Oijj7B//34A3RU7rVYLl8tFPZ/79+/H2rVr6Tjd76W53388e/Ysx7MolUqh0+lgt9uh0+lQVlbGqxj5+/tDp9PBaDTi/PnzHM+o+1gCAgKg1WpRVlbGq6iKxWL4+flBoVAIVvREIhF8fHzg5eWFK1eu8HKxWAyZTAaxWCxYrZVIJPDx8UFXV5dgRVoqlcLPzw+tra30sdObkclkUCgUaGxs5FWM3B5ItVqNS5cu8f7w4PaIBgUFobKykleR8vLygkajgdlsxoULF6gD1o2Pjw8MBgPsdjvKy8s5jk+xWAy5XA6r1Qqn04krV65g8+bNNPf09IS/vz/CwsIQFhYGHx8fvPPOO5x9+/v7Izo6GmFhYTCZTPg/7J13eFTV9ve/05PMTCqpk94nvScQSCGVUEIJvUiXLlKkCgIKonIBqRcQQUREmtIFQZAiCAQEQkkglBQgJCGBQOrMev/InfPkMGcC3ov36vs7n+fZT4ZZp+yz9z7DWWfvtb5Lly5ltE7lcjnMzMwQEhICb29vODs74+jRo9i7dy/TLubm5ggNDYWvry+cnZ1RVVXFLK0ViUQwNzdnlu06OTnBwcEBw4cPZ9pRoVDAx8cHISEhUKlUcHBwwKJFi5CXlwegcabO0dERgYGBjJbuli1bWLOa5ubmcHNzg6enJywsLPDDDz+w9FolEglsbGzg6OgIS0tLHDhwQK8PFQoFrKysIBQK9bRcdf2kUChQXV3NOWsok8lgYmKipyOrO76xsTEkEomeBqmufubm5mhoaNDbX6fDa2dnh/Lycj0dWmNjY9jb28PT0xO3bt1i1V0ul0MmkzE6wfn5+Th9+jRjd3R0hFarRUBAANzc3FBfX4/169cz9sjISIwdOxbdu3eHkZGRXr15eHh4/lK8jsYLGpMSXW3y75sA7P/12R7Azdc5Dq8jysPD83dCo9GQo6MjeXh40JIlS1j6gTrGjRtH1tbWNHv2bD0NQCKiY8eOkUwmo8GDB9Ply5f17M+fPyelUklxcXG0fft2lgahjoiICFKpVDRnzhwqKirSs7dv356kUin16tWLDh8+rKfjmJaWRgAoOjqali9fztIB1Wq15OfnRwDI3d2dpk+fTpcvX2a0MMvKykihUBAAsre3pzFjxtCxY8eooaGBiIiOHz/O6DDa29vTyJEj6dChQ4xW54IFCxi7u7s7TZgwgY4fP85cZ1ZWFmMPCQmhDz74gC5evEharZY0Gg0FBAQQABIKhZSQkECLFy+m/Px8ImrUULWxsSEAZGRkRJ07d6aNGzcyOpTl5eVM3S0tLWnQoEG0d+9eqqmpISKix48fk7GxMaMTOn78eDp9+jTTfhUVFaRUKlkalU21ZGtra8nOzo4AUHBwMH366acsDUqtVkthYWFM269cuVJPI3PAgAGMjuzGjRvp+fPnLPuqVasIAMXHx9OWLVuYuuvQ6dC2atWKNm/erGfXarWkVqspICCA1qxZo3d8okatSnt7e5o3bx49evRIz37o0CFGK5drDBcWFpJIJKKUlBTauXOn3hguKysjmUxGHh4etGDBAiouLmbZ79+/TyKRiExNTWnYsGF04sQJlharTodUIpFQp06d6JtvvmHpab799tssrdpVq1YxWrbPnz9nxohMJqP27dvT2rVrmXt19+7dzPiztramwYMH0w8//MC00+DBgxl7ZGQkzZ8/n9Fa1Wg05O/vz9Kx/eGHHxid1JqaGmZ8qNVq+vDDD5mxS0TU0NBATk5OJBAIKDU1lb799ls9jdW4uDiSSCTUu3dvTh3iadOmkUQiob59+9KZM2f0+oaHh4fnfwFeU0f033VEPwUw9V+fpwL45HWOwzuiPDw8fycKCwtp9+7djNPFxd69e/UeHpty/vx5zod7Hffu3aNLly4ZtFdWVtKuXbs4HVSiRmds+fLlVFpaymkvLS2l999/n27cuMFpz87OpgkTJtBvv/2m95BLRLRhwwZ699136eTJk3oOLhHR2LFj6b333qNff/1Vz/78+XNq164dzZs3j65cuaJ3/NzcXEpOTqbPP/+c7t69q3fsH3/8kTp37kwbNmxgOc86Nm3aRP369aMdO3ZQVVWVnn3t2rU0YsQIOnz4MOMYN2XdunV6zmdTtm7dSu+99x7jGL/Mzz//TNOmTaOrV6/q2YiIbt++TVOnTmUcl5epra2l2bNnG+wbosb2b+r8vsyZM2coOzvboL2iooKOHj3KWX8dx44do9raWoP2Cxcu6DnQTcnJyaGbN28atF+8eJGOHj3K2cZERAcOHKBvv/2WXrx4wWmfP38+ffHFF1ReXq5nKysro27dutH69es574GNGzdSv379aNu2bfT06VOWTavVUp8+fWjSpEl08uRJvfu8qKiI0tPTadmyZXT//n29Y584cYL69+9Pu3fv1nsBQER0+PBhmjRpksHxk52dTfPmzeM8NlHji5SFCxc2+/uxfv16xunm4eHh+avwuo7oK2NEBQLBFgAJAFoAeARgNoDvAXwHwBnAfQDdiUh/7dVL8DGiPDw8PP93IKJm5ST+bDsPT3NjRPf805ydH188PDw8f5w3FiNKRL0NmJL+cK14eHh4/iY8efIEEyZMgJOTExOv5+3tDXNzJk8bFi9ejBMnTsDT0xMeHh7MXycnJ4hEIjx8+BA9e/aEnZ0dE/Pl5eUFT09PWFtbQyAQYN68efjtt9+gVqtZRSdxcuHCBSxcuBDBwcGMVmRTPdPy8nJ89NFHCA8PR3R0tJ7O6LNnz7Bp0ya0adOGU8/w4cOHuHHjBlq1asWpI5qXl8fEinJx/fp1eHt7c2o41tbWoqSkxGB+gIcPHzIxi1zcvn0bDg4OBuUnLl++DG9vb4PZQH/99VcEBQXpaasCjU7Gzz//jIiICJiamnLa9+7di+joaJY2rA6tVott27YhPDwcHh4eeg4LEWHDhg3w9fVFWFgYSxtWx7p162BmZobw8HBOrdKtW7fi9u3bjCSHk5MTa5ucnBx8/PHHUKvV8PPzg5+fH9zd3RlNTI1Gg6FDh6Kurg4+Pj5M8fLyYtpk3759+PDDD1l2Hx8feHp6QiaToaamBl27dmUkW/z8/KBWq+Hr68vI3Hz++ec4efIkk4345boeO3aMacuoqCg4OzuzruP8+fO4efMm4uPjORPrnDt3DnZ2dnBycuLsh7y8PHh7e3M6jY8fP4aFhQWje/oyxcXFUKlUnLbCwkJYWVkZHH+//fYbgoODOfv2xYsXOH78OFq3bs3IvTSlrKyMaRNvb2+9+/LFixdYsmQJ1Go1goKC4ObmprfNJ598gpqaGvj6+kKtVsPLy4uPC+Xh4flb8acnK+Lh4eH5O2JhYYGQkBCMHz+e9b21tTXjlLq4uODXX3/Frl27WNtIJBK4u7vDw8MDUqmUJf+gw9TUFF5eXnBxccHx48eZZDI6dBIharUat27dYuk8WlpaMk5pcHAwHjx4gL59+wJo1DFtqkcZFRWFs2fPYvTo0bCyskKbNm0Yvcvg4GBYW1sjOTkZd+/eRXx8PFJTU5GSkgK1Wg2BQACNRgMHBweEh4ejffv2aN++PUJDQ5mH/u+//x6LFy9Gx44d0alTJ6SkpDAP7jKZDN27d0d9fT0yMzPRuXNnBAUFMfsKBAI4OzsjKioKmZmZyMzMZDmtBQUFCAwMRHJyMjp27IgOHTrAwcGBsZ8/fx4tW7ZE27Ztmbo13f/YsWNITExEXFwc0tPTkZ6ezlyXQCDA0aNHkZqaipiYGEafjuP8AAAgAElEQVQHMioqChKJBAKBAL/++is6deqEgIAAJCYmIjExEfHx8bC0tIRQKMS1a9fQq1cv2Nvbs/RZdTqRVVVVjIMfFhaGmJgYRifSyckJLi4uSE1NZcZbU33Q8PBwJCYmYvTo0SgrKwMAJolQU61IrVaLGTNmMNcslUrh7e3NOKdqtRozZsxAQ0MDa3w1fcFSU1ODjRs3suxCoRCurq7w8fGBQqHA9u3bsXv3btY2zs7O8PPzg6enJ44cOcIaoxYWFkwdAwICsHv3bixatAgAYGtry4zRqKgo+Pn5ITMzE8XFxfDw8EB8fDxTXFxcmORh/v7+SEtLQ3p6Otq0aQMjIyMIhUJMnz4dV65cQWZmJjp16oRWrVoxL0aKi4vh5+eHTp06oWvXrkhJSWEcR4FAgFGjRqGkpATdunVDt27d4ObmxlzD06dPoVarkZycjM6dO6NDhw5o0aIFY9+/fz/atm2LpKQktGvXDu3atYOLiwuAxqRSa9asQceOHREREYGEhAQkJiYiNjaWSbK0a9cuDBw4EGZmZnoastbW1qitrUXXrl0BNCaIelkjVHcv66R1BAIB3NzcmBcFuqJWqxltUx4eHp6/Eq8l3/Km4Jfm8vDw/JXRaDQ4cOAA8vLykJeXh5s3b+Lo0aMGt5dKpRAKhQZ1HMViMYyNjTmzwupQKpWora1FXV0dp12XZZUrc6eOV+lEmpmZce5vYmICHx8fiMVinDt3jmVr0aIFIiIiEBERgYMHD6Lpb7eVlRVatWqF1q1bw9/fH127dmXqL5VKERUVhYSEBMTFxSE7OxtTp05l9nVwcECbNm2QkJCA0NBQLFiwAD/88ANj9/X1RWxsLNq0aQNvb2+89dZbTDZWAPD392ccOhcXF2RlZbGuzdPTE1FRUYiIiIBKpUK/fv1YGph2dnYICwtDSEgIHB0dMWbMGGi1Wlab6DLGqlQqzJ07V0/f0t3dHb6+vrC3t8f69ev17CYmJvDw8ICDgwOOHDmi5wTq+sTOzg4FBQUGdSBlMhmEQiFnVmAdQqGQVf+XEYvF0Gq1BrcRi8UQCoUGx58ue2xzWpUymQwCgaBZPdNX6ekaGxtzXqe1tTX8/f1x9epVll6rTCZDeHg4WrVqBSsrK0ybNo2xmZubIy4uDsnJyUhISMCIESOYzLNyuRytW7dGamoqEhMTcePGDfTp04fZNyAgAK1bt0ZKSgrc3NwwduxYnDp1CkBjW+v0R3UvGHr06MG697y8vBAcHIzAwEDU19fjww8/ZF2PSCRiVk6IRCJWNuymWFpawtLSErdu3TLYZkBj/3GNLx0pKSmYNGkSUlJS+GXGPDw8/zXeqI7om4J3RHl4eP7KEBEUCkWzD908PDw8f2XEYjF69eqFiRMnIiQk5H9dHR4env+D/GV0RHl4eHj+LggEAiQmJqKuro6J51y9ejWjf9iyZUtoNBqYm5tDrVbDx8cHpaWlmDVrFgDAw8MDpqamsLS0hK+vL3x8fODt7Y3Ro0fj9u3bMDIygr29PWxsbODv7w93d3e4u7vj7NmzWLp0KYDGJXhNdUYdHR0hFAoxceJEpp5KpZLREbW2toa5uTkWLFjAzHoJBAJYWlrCyckJKpUKRkZG2LFjB+tadXqRLVq0gEAgwI0bN/TaQyqVwsTEBPX19ZxangKBABKJpNnZNIFAYHA2Thfz1txsHRFxzvYKBAIYGRmhrq6O0y6RSCCXy1FVVaU3Y6TTODU3N0dJSQlrxhRobBszMzPY2tri9u3betdnZGQEa2trODs749KlS6y2EYvFMDExgaOjIzw8PHDmzBk8fvyYsSsUCpiYmMDb2xvu7u7Izs7G1atXGbudnR2kUikCAwPh5uaGkpIS1tJuT09PCIVChIaGwt3dHY6Ojhg3bhzTBr6+vhAKhQgPD4enpyc8PT2xZcsWZum3m5sbpFIpIiIimHhlneMCNM7UmpqaIjIykqmju7s7pk6divPnz0MgEMDMzAz+/v4ICgqCo6MjHB0dcfLkSaxdu5ZpPwcHBwQEBDA6osXFxSy9S5lMBjs7O7i5ucHKygoPHjxg6WXqtjEzM4OlpSUePnyop+eqa+/mZnT/TKRSKRoaGjjHr1wuh5WVFe7fv8/6XigUwsjICCqVCp6enjh48CBrRt3d3R01NTVQq9Vwd3fH3r17GZ1amUyGNm3a4P79+wgICICHhwdyc3OZFQVKpRLDhw/HO++8wxlPy8PDw/OX43VS676pwsu38PDw/J148uQJSaVSysjIoF9++YVTgmH06NEUGBhIW7Zs4ZRYyc/PJzMzM5o2bRqnzigRUVJSEiUmJtLevXs5JS4++eQTMjc3p4kTJ9KtW7f07Nu3bycAFBMTQ+vWrdOTqfjmm28IAFlYWNDw4cPp+PHjrPPMmDGDpcO4evVqpq5arZYiIiJYWorz5s1jtEbz8vJIJBIRABIIBBQVFUVz586lCxcukEajoX/84x/MvjKZjNLS0mjp0qWUm5tLREQZGRksHccBAwbQ1q1b6cmTJ1RbW0tOTk6MPTAwkKZNm0anTp2ihoYGKikpIRMTEwJAYrGYUlJSaPny5XTv3j2m7XV1Mzc3pwEDBtCuXbsYjcjr16+TQCAgAOTs7EwTJ06kM2fOMP18/fp15tyhoaG0cOFClsxMfn4+CQQCEggElJSURBs2bGC1fVlZGRkZGZFEIqGsrCzav38/SyJEo9GQq6srGRsb05AhQzgldPr3709yuZxGjRrFKeOyZ88ekslkNGzYME67RqMhJycn6tKlC50+fVrPTkS0cOFC8vf3p40bN3LKuJSUlJCZmRmNGzeObt++zXmMVq1aUUREBG3cuJFTzuitt94iExMTGjRoEJ06dUrvOrt160YAyM/Pjz766COW3mZNTQ05ODgQAFIoFNSrVy/67rvvGC3RHTt2MP0kFoupbdu2tGjRIrpx4wbV1dUxWrQAyNjYmNq1a0dLliyh69ev06ZNmxgbAPLx8aGxY8fSnj17qKKigkJCQhibra0tDRw4kL777jt68uQJ3bhxgxk/SqWSevbsSVu2bKGKigoiItq/fz+zb1xcHK1atYolQ/Tzzz8TADIzM6PRo0fryfA8fvyYxGIxOTo60vz586mkpESvXVNSUkilUtEnn3zCnJeHh4fnfw3epI7omyq8I8rDw/N3Ii8vjy5fvtzsNob0N3Xcv3+/2QdEjUZDFy9ebPYcP//8M+M8cbF9+3aDWpZEjY7Grl27OLUOX7x4Qb1796Z169ZxanUeOXKE2rVrR6tWraLCwkI9+9ixYykrK4s2bNigp3dYVVVFkZGRNHLkSNqzZ4+e1ueZM2coIiKCZs+eTWfPntVzwr/88ktKT0+n5cuX0507dzivq3fv3qyH/6bMnTuXRowYQYcOHeLUEZ03bx5NmjSJzp49y9mHixYtotmzZxvUAf3iiy9o4cKFVFBQwGnfv38/LV26lLNdiRp1VJctW0ZPnjzhtGs0Glq7dq1BOxHRqVOnmtWZrKioaFanlKjR4W5uDD948IBTw1NHXV0dnT171qBdo9HQxo0bDd4HFRUVNHXqVIN6mzt37qTBgwdzavZqNBpKSUmhQYMG0fbt26myspJl37JlCwUGBtKkSZPo8OHDrP3r6uooMjKSsrKyaM2aNXpjbOfOndSqVSuaN28e82KlKVOmTKHhw4fTgQMHOO+tyZMn06effmpQJ3TFihW0adMmg/qpJ0+epG3bthnUEK6rq6PNmzc3qwHLw8PD87/gdR1RPkaUh4eH50+ivr4eQqGQU9pER21tLaRS6V82kQi9QktRo9EYvL6GhgaIRCKD+zc0NDBSI1xotVo9yYo/UrdX2XkaZUKMjY2bbafKykpGToiLV/XTn4luWayh81dXVxuU96mvr4dAIDA4Bl81PvnxxcPDw8MNHyPKw8PD8x9w8OBBrFy5EiqViomD031WqVRQKBQYMWIETp48CXt7e9jb28POzo712dTUFAMGDEBlZSVUKhWrODg4QKVSoaSkBGPGjIGzszMTj+fm5sb8dXFxwdtvv43S0lL4+/sjICAA/v7+UKvVjEzK1q1bceXKFUYOw9bWlnUtJ0+eRF1dHVq2bMn5UP7777/D19eXUw+xuroaDQ0NnFqbAFBVVWXQSSEiPH/+nNGbfJnKykqYm5sbdGQLCgrg5ORk0Mm4fv06ExPJde7z588jLCyM8/h1dXX47bffEB0dzakx+ezZM0YehkubsaSkBOfPn0erVq04dVALCwvxyy+/cGq7AsCDBw+wefNmRobnZZ3W2tpazJgxA/b29owMh6urK+tali9fjmPHjsHNzY1VXF1dYWRkhLKyMqSnp0MkEsHJyQlOTk5wdnZmPjs5OeH69evIzMyEvb09Y3v575o1a7BhwwZmfDYdo+7u7pDJZGjfvj1sbW0ZrVF/f3/4+fnB0tISADBnzhzU1dUhKioKUVFRsLe3Z13vnj17oFKpEBISotefGo0GxcXFnHGPQqGQeeHDBdeY1iEWi5vNNl1VVWVQ41YnqWNIFiU7Oxt2dnYsuaGm7N+/H5aWlggODua8J/fu3YuioiKm721sbFhjqLCwEO+//z4cHR3h4uLCFCcnJ4OONw8PD89fjteZNn1ThV+ay8PD83dBq9VSly5dWPFjTYupqSn5+PiQqampwW0AkKWlJRNHZqjo4t+4ikAgIFtbWxKLxXrfu7u7U8eOHendd99l1cPFxYW6d+9On332GZ04cYKuXbtGUqmUZDIZJSQk0Ny5c+nkyZPMkr7PP/+cFAoFdenShdatW0fFxcVMO9TV1ZGPjw+1b9+e1q9fT6Wlpax2Wr9+PQUHB9NHH31EeXl5em0YHR1NWVlZtG3bNr3lxZcvXyZbW1t6++236aefftJbgrh69WpSqVQ0evRoOnLkiJ79vffeIzs7Oxo6dCjt3r1b7/iDBg0iS0tL6t27N3311Vd6MXZdu3YlpVJJmZmZtGLFCsrLy2OWhmq1WkpKSiKZTEZt27alDz/8kE6fPs0s8dVqtdSyZUsSCAQUHBxMY8aMoa1btzJtp9FoKDY2lgBQixYtqH379jR37lz68ccfmaW2PXv2ZPpMpVJRRkYGTZ8+nb777jvKzc2lL774gtXnUqmUAgICKCsri2bOnEnr1q0jZ2dng2MqNjaWkpOTmx17YrGY7Ozsmt0G/4qBNGQTCoVkY2PDabO1taXExETq1asXCYVC5ntHR0fq0qULLViwgI4cOUJbt25l7pdu3brRypUr6ebNm0x/tGvXjsLDw2nu3LlMfLKOnTt3Utu2bemLL77QW8b8+PFjio+Pp9WrV3Muce7YsSNNnjyZcnJy9GyffPIJtWzZkpYvX643dp49e0a2traUkJBAS5Ys0VvWe+zYMQJAvr6+NHr0aNqxYweVlZUx9h9//JFp/5CQEBo6dCitXr2aLly4QLW1tVRcXEyWlpZMe5mbm1NMTAwNHDiQPv74Y/r+++9p1KhRnG1uY2PDLDmeOHEi3bx5U+/aeHh4eP5MwC/N5eHh4flj1NfX4+DBg7h06RIuXbqEc+fOoaCggHNbY2NjSKVSg/qeEokECoUCT548MXg+uVwOgUCAqqqqZrcxMjJCeXm5nl5l03MZGxvj6dOnnHaBQACZTKan82hkZISgoCAEBQXh66+/ZtnVajXatm2L5ORkXLp0CXPmzAHQOAMVGRmJdu3aoWPHjnBwcEBwcDBKSkoAAH5+fkhLS0NmZiZ8fHywY8cOjBkzhrmWxMREJCcnIykpCaampujfvz9++eUXAI2akYmJiUhMTERMTAwEAgHi4+OZNra0tER8fDxiY2MRFRWFqqoqdOjQgVmeaWRkhJiYGERHRyMmJgaVlZUYOHAgqx38/f0ZfdSamhpMmjSJ1SYqlQqhoaEIDAxEXV0dFi1axLIbGxsjICAAPj4+qKurY2W01WFvbw93d3cAYDQoX8ba2hpKpRL5+fmcdqAx+6xWqzXY76/KWiyRSCAQCP5tO9CoidqcnJFAIIBCoWBmzg1hYWGB6urqZrVGufRwbW1tERMTAxsbGyYrLwA4Ozujffv2yMrKQuvWreHj44O7d+9CIpEgISEBvXr1Qvfu3aFUKjFgwABs2rQJMpmMGbcdOnSAlZUVNm3ahEGDBgEAIiMjkZWVhTZt2sDR0RENDQ3w9/dHdXU1RCIRUlNT0b59ewQFBUGpVGLFihVYt24dU6eQkBC0bdsWfn5+sLe3x/jx41kauLrx5+XlBRcXF2zfvh2FhYV67SAWi2FnZ4fq6mpm5pULiUSil/G5KZmZmZg1axbCwsIMbsPDw8PzZ8DriPLw8PD8QRoaGqBUKpt9WBYIBAYdgze5Dw/PXwmhUGhQZuevgKF7TCKRQCaTGXzZ8ypH++9IZmYmZs+ejdDQ0P91VXh4eP6PwseI8vDw8PxBxGIx0tPTodVqERISgsDAQLz11lt48eIFrK2tMX36dJw4cUIXaoCwsDA8fPgQgwcPhlgsxvDhw5kZ1NDQUISEhCAkJASzZs3C119/DQ8PD1haWjI6jGq1mpk9UavVaGhogJWVFWxtbREcHAxXV1emLFu2jNGCNDExgbu7O3x8fGBjYwNra2tcunQJu3fvZq7FyMgINjY2UKlUUCqVuHv3LnJzc1nXKxKJYGRkBCMjI1RUVDQbL/dXhGsGranNyMiIU/8UaJzZVCgULI3PpvuamprCwsKCc8bSyMgILVq0gK2tLS5cuKBnMzIygrOzM1QqFQ4cOMCyq1QqCAQC+Pn5wdnZGV999RUzI2liYgI/Pz/U1NQwOpH79u3DpUuXAACOjo4IDg5GWVkZAgMD4efnh7q6OkyZMgVAowZleHg4Hj58iODgYGa2e+7cudi/fz+srKwQGxuLsrIyhISEMHZHR0e4urpCo9EgMDAQQOPsoFqtZsru3bvx7rvvQiqVwtzcHBEREfD19WViUp2dnZGYmIjy8nIIhULY29sjICAALi4usLa2ho2NDb766iumvQQCAUxNTWFvbw9ra2sYGxsjOzsbpaWlrPbSxUW+6kWOIXt9fX2zs4Z/lhMqlUohFAr1XmqZmJhALBbDyckJdXV1rBlTMzMztG7dGrm5ufD394dUKmXNuLdp0wbJycnYvXs3AgICEBgYiC+//BI5OTkAgM6dO2PWrFm8A8rDw/P34XXW776pwseI8vDw/J04c+YMWVhY0IIFCxjNwpcZP3489e3bl1Pfk6gxVjA8PJzWrFnDKSFCRPT1119TcnIyHT9+nNNeU1NDdnZ2NHDgQINSL61atSJLS0t655139CRntFothYaGEgDy9PSkmTNn0pUrVxh7UVERyWQyAkASiYRSU1Np+fLldPfuXaqtraWpU6eyYtBCQkJo8uTJtH//frp69Sqj5Yl/xQvGxMTQtGnTaN++ffTee++x9m3RogX16NGDVq9eTTk5OeTv78/YRCIRxcbG0gcffECnTp2iwsJC1rEdHR1p2LBhtGPHDqqoqKDff/+dtW9cXBx98skndO3aNdJqtXT8+HFWjF2/fv1o+/btTF/u2bOHsbu5udHkyZNZUi7fffcdY2/ZsiUtXbqUioqKmHbTaVDKZDLKysqiH374gSWloYt7bNGiBU2YMEEvDvHs2bMEgLy8vGjx4sV6MYx1dXVkaWlJgYGB9NVXX3HKdMycOZO8vb1p48aNnDIfdXV15ObmRvPnz9fTl21az44dO9KFCxc47USN8bSzZs3SixHWcfjwYfLw8KDly5dz3iuVlZUkl8spODiYli9fricHU15eTnK5nIBGzdYFCxawNEt1Wrm6Eh4eTpMnT6bvv/+ezp49S2ZmZiy7QqGgxMREGjduHPn5+enFUVpYWFDbtm0pKipKz2Zubk5paWk0dOhQPVtQUBCNHTuWtm/fTn369GHF0Hbp0oXWrl1LBQUFpNVqKTAwkKlL3759ac+ePaw+bN26NTO2vvzyS70Y548++ogEAgF169aNzpw5o9emL168IBMTE+rcubOeBikPDw/P/xLwMaI8PDw8/xk3b96EnZ1ds9IVjx490stS25T6+npoNBrOzKs6KioqDGbnBIAnT56gtrYWdnZ2nPanT59i37596NKlC+d5rl27hvXr16N3794ICwvTy+A6Z84c5OXloVOnTkhLS2Ndb2lpKaKiotCyZUukpaUhNTWVVY8pU6Zgz549SE5ORnJyMuLj45n9y8vLmZnlpKQkJCUlITAwkMlwumXLFsyZMwcpKSlISUlBQkICKzvve++9h4sXLyI9PR3p6enw8/Nj1X3YsGF4/vw5OnTogPT0dCZDq47BgwfDxMQEnTt3Rnx8vF523CFDhsDOzg5ZWVkICQnRa5eRI0fCzc0NPXr0gKurq167Tpo0CT4+PujevTtn/y1cuBAeHh7o1KkTpFKpnn3nzp2Qy+VISUnhzPp679493LhxA6mpqQZlQn777TeEh4cbzDz8/PlzaDQag1mPgcbssIYyGzc9jlwuN2h/8OABbGxsDNYjNzcXlZWViIiI4LyWXbt2IScnBz169IC3tzfLptFokJCQAJVKhYyMDKSlpbHuuU8//RQfffQR4uLikJCQgISEBAQHB0MkEuHUqVNo06YN1Go1WrVqxRRvb288fvwY3t7esLe3Z9l8fHwgFArRuXNn3L9/H/Hx8YiPj0ebNm2YLLl5eXno3r07UlJSkJGRgdjYWFYfnzx5Ep9//jl69uyJjIwMvUy2RUVF+PjjjzFs2DAEBQVxttnq1auRkpICDw8PTntBQQFKS0v5GVAeHp6/HHyMKA8PD8+fSG1tLR4/fgxjY2OYmJjAyMhI7wG7trYWhw8fhkKhgFKphFKphKmpKZRKJUxMTCAQCFBfX49Dhw7B2toatra2sLW11XMmX8eZ+E+gZvQQX7x4ASMjI4PyGGVlZQYlLKqqqiCTyTjlUXT25hyg2traZuU3mtMwBZq/Lt3/ff8/60BWVlYyiawMXefly5dRXl4Oc3NzmJmZwdzcHKampqx2vXjxIu7cucOMTxsbGyiVStYxb926BaFQCGdn52a1N/8ddEmQDB331q1bcHNz4xwLN2/ehLW1td5LCgB4+PAhJBIJ5/jVarV4+vSpwRdEvMYoDw8Pj2H4GFEeHh6ef5P6+noMHDgQ+fn5LCdSVxQKBeRyOTZu3MjE7wGN8YEmJiYwNjZmHNSKigrcv39f7xxCoZA5dkNDAx49esTYTE1NYWdnxzz4W1paYufOndBoNAgICICXlxe8vb3h7e0NLy8veHh4YPXq1SgsLERUVBSio6Ph4uLCehA+ceIEPDw8OHUNdTF0XLN2JiYmzcbncT3g6zA2NjbowOraoDmePn2qp6+po6GhAUVFRXBxceG0v3jxAkVFRfDy8uK0V1RU4NGjR/Dx8eF0GAoLC/Hs2TP4+vpy2q9cucLEenJdx5EjRyCXyxEaGsrpTG/duhUikQgBAQHw9PTUc2q2bduG7OxsuLq6MnGYLi4uzLEePXqEPn36QCaTMXHCNjY2rFJcXIzu3btDq9WyHE1dMTMzg0AgwJYtW/RiaU1NTZnt5XI5rl27xsrKrItB1jmmMpmMiVF2cXGBh4cHPDw84OnpyXxeuXIlqqqqEBERgcjISAQHBzNauADw66+/wtXVVU9jVCwWNzsGPT09Ddp8fHwM2gytMGjaBoYoKyszuBKioKAAIpHIoIZodnY2E4/LtYIhJycHx48fh4uLC5ydneHi4sKqCxFhzpw5uHPnDiwsLJhiaWnJ+Znrvubh4eH5S/A663ffVOFjRHl4eP4u3Lt3j2xtbZvVTuzVqxeZm5sb3CY2NpaWLVtGLVq0MLhNamoqrVixotnjWFlZ0cCBAw3aBQIBqVQqEolEzHfW1taMduXBgwdpw4YNBIACAgJo4sSJdOjQIaquriYiooaGBoqIiKC33nqL9u7dSzU1Nay2mDNnDo0fP54uXrzI0m8kIjp06BD169ePjh49ShqNhmWrqamh+Ph4+vjjj1mxlTrWr19PrVu3ptWrV7M0FnUMGDCAWrduTUuXLqXCwkI9e1JSEoWEhNDs2bMpOzubVTedhqmnpye98847dOjQIdZ1NTQ0kJ+fHzk7O9Pw4cNp586dVFFRwdh1OpEqlYreeust2rRpE0tf9c6dOySTycjKyoq6dOlCixcvpuzsbGpoaCAiotOnTzMxt5GRkTRmzBjatGkT5ebmklarpTNnzjC6mjKZjEJCQqhfv3708ccf0759++jKlSvk5uam19c6fdC+fftSjx49DI4JXXF0dGzW3rJlS8rMzDRoNzExocGDB1OvXr2aPU5mZiZ16tSp2W0EAgFrjIpEIgoKCqLBgwfTqlWr6LPPPiMAFBwcTFOmTKGff/6Ziamsr6+nzp0706JFizjH0sqVKw3GSa5cuVJP51M3Rt555x06d+6cnk2j0VBaWhr94x//0ItnJSIaNmwYxcbG0ooVK/Q0Rh89ekQKhYL8/f1p/PjxtG/fPqqqqmLseXl5ZGRkRCKRiPz9/alfv3702Wef0ZEjR6isrIzq6+upTZs2rLYzMzOjoKAg6tixI40ePZqmT5+uFxf7crGzs6MvvvhC777k4eHh+bPBa8aI8o4oDw8Pz7+oqamhbdu20ZgxY5hEI4Ye8JycnAzajY2NydnZmQQCgcFt5HI5WVhYNPsgKRKJyMrKiiQSSbPbyWQy8vDweOWDaVMnAAAZGRlR27Zt6eOPP6bp06cz3yuVSurZsyd9//33VFNTQ9euXWNsPj4+NHPmTCaRTH19PePsuLm50YQJE+js2bP0/Plz0mq1NGPGDAIaHfeMjAxasWIFXbt2jUpKSqiiooJx0iUSCWVmZtLy5cvp4sWLlJ+fTwcPHmTVNzY2lmbOnEmHDh2iy5cv08qVK1l2Z2dn6t+/P61YsYJOnTpF8+fP12vz5ORkmjp1Ku3YsbvgSVMAACAASURBVIMmT56s1z7h4eE0dOhQWrFiBfXt21evDT09Palr1640Y8YMio2N1bMrlUqKjIykHj16GBwjcrmcvL29/3B/vezUKRSKZsdX00RPXA5mc3bdtTRn151HLBY3u41AICA7Ozvy8PB45bY657zp8Tt16kQrV66kKVOmMMdLSkqiL7/8kiorK4mIaMWKFQSAIiIiaNWqVcxLFiKi2bNnk1AopJ49e9LRo0eptLSUeWkxduxYAkDx8fG0Z88eKisro6KiImpoaKAPPviAuZ+HDBlC2dnZ9PjxY7px4wb9+OOPrH5q164dbdq0ifLy8uj06dPUrVs31nVIJBJKSEigyZMn06JFiyg+Pt5gG1haWpJKpWq2nczMzAz2j5GREc2cOdNggjUeHh6ePxvwyYp4eHh4/hg1NTUwNzdHbW0tp93e3h6lpaUsOQhHR0dGlF4gEEAsFrPstra28PX1xfHjxw2e18XFBVZWVsjOzm62fmKxmImX+28il8tRXV2tpyMpEolgbm6O+vp61rJNHRKJBHK5HBUVFf+tqv5/z6s0aWUyGWv8isViSKVSRqbk5TEkFosRFhaGO3fucErZAICVlRUiIiJw7tw5lJeXc24jFArh6urKKXfzZyIQCODg4ABPT0/WPSYQCGBjY4OwsDAoFAps27aNtZ9cLoe3tzeEQiFLgsfGxgYlJSUQiURQKpV6Y9fFxQX37t0zWJ8/+x7V1c8Qffr0wYIFC+Ds7Pyn1YGHh4fnVfDJinh4eHj+Dfr06QORSIT4+HiYmJigb9++kEgkmDBhAmbMmIExY8ZAKBQiKSkJiYmJuHjxIjp27IioqCisWrUKS5cuRUNDA5Np09vbG5s3b0b//v3Rv39/PH36FFqtFpGRkYiIiEBERASsra0xa9YszJs3DyqVCvb29ggMDGRiQL29veHh4YHAwEDk5+dDJpPBxcUFfn5+sLW1hbW1NaytrfH999/j559/Zq7FxMSEiQWUSqXIz8/Hs2fP/oet+99DIBBAIpEwGp0vI5VKIZVKUVVVpWcTCoUwMTGBTCZDWVkZ574WFhYQi8UoKipi2UxMTCCRSODs7IyamhqWTqRUKoWHhwdqamrg5+eHiooKnDp1irFHRkbC1dUVBQUF8Pf3h42NDRYsWACg0cEcNmwYLC0tcfLkSURFRSEyMhLbtm3Dt99+C6VSiSlTpsDY2BiHDh1C69at0bp1a0RFRSEmJgY5OTkYNmwYPDw88NNPP7HsxsbGsLa2ZjL43r59G5GRkUxxdXVFTU0NLCwsmGRbLVu2hK+vL1M8PT1x7do1hIeHM85hcHAwnJ2dmVhnW1tbjBs3jmkznbNnZmYGY2NjiMVi5ObmGuyz/x9wcXHBs2fPYGVlxRobYrEYWVlZCAsLw5YtWxAQEIADBw4wuqoBAQGYPXs2o2fcqlUruLq6YsyYMQCAmJgYLF68GDExMf+T6+Lh4eFpyus6ovzSXB4eHh4DLF68mNLT0+nmzZvNbvPPf/6z2TistWvX0qlTp5o91/vvv0/nz583aM/Ozqa4uDjat2+fXpwmUaNepJ2dHfn6+tJnn31Gjx49YtmfPHlCpqamBDTqWg4ePJh27dpFDx48oKKiImbZo66Ym5tTeno6TZs2jebOncu53NLHx4c6dOjAaJA2LXK5nKKjo8nDw0PPZmpqSm3btqW3335bb6mmg4MD9e7dm5YvX06LFy9m2aytral37970xRdf0L1795i4V/xreWR8fDwtXLiQrl69Slqtlv75z38ydgsLC+rXrx9t27aN0dNctGgRY3dzc6NJkybR6dOnmb5sunQ3NjZWL1ZVFzepVCpp4MCBdPjwYSZGlIgoOTmZgMa43CVLluhpcGZlZZFIJKIePXrQ6dOn9fr1yy+/JGNjY3r33XdZ8alNCQ0NpXHjxunFKeooLy+npKQk+v333w0NLcrPz6c5c+bo6Vg25dKlS7Rq1SqDWrhEjffC3LlzOWMqiYgeP35MxsbG1KlTJ9q3bx+rrYgatUZ1sdJmZmbUrVs3Wr58OZ04cYKOHj3KGSdtYmJCarWavLy8XrmM+E0VW1tbCgoKYn2nUCgoPT2dPv74Yzpz5gwNGzaMsYWFhdGCBQsoNzeXudYPP/yQGe9z586lBw8e6PWbSCSigIAA2rZtG+fvyzfffEPOzs60ZcsWzt8EHh4env8V4Jfm8vDw8PxnFBYWQqVSNSvDoNVqX5n99XXQ/RYbOldNTU2zWqSFhYW4e/cuYmNjOY+xceNGnD9/Ht26dUPr1q1ZWVqfPn0KPz8/eHt7M5qeoaGhjBxGZmYmDh8+jJiYGGYmLSYmBqamppg/fz5mzJgBPz8/tGzZEjExMYiJiYFarcbNmzcREhICDw8PtGzZktFp9PX1hVAoxIgRI3Do0CHExcUhPj4ecXFxcHd3h0AggFarRWxsLExNTZGSkoLk5GQEBQUxbV1fX4+EhAR4e3sjIyMDKSkpLKmN+vp6pKenIygoCJ06dULr1q1ZMjK1tbXo2LEjYmJi0LVrVwQHB7Pa7enTp+jVqxfS0tLQrVs3ODo6stqzpKQEo0aNQo8ePdCxY0c9nciHDx9i9uzZGDJkCCIjI/X6pK6uDvPnz8eQIUPg5OTE2acHDx5EaGioweysWq0Wd+/ehbu7O6dd1w5isfi/IiVCr5AsuXfvHkQikV5b6vjqq6/w66+/omvXrkhISGD1V1VVFby9vVFfX8+Ml/j4eAQGBqKhoQHh4eG4evUqAMDLywuhoaEIDQ2Fk5MTxowZwyyxNTc3h1qthlqthlgsxpo1awA0Lj/Wfe/r64vq6mq8//778PDwYI4VGhqKkJAQWFpaIjo6GnZ2doxuaVhYGFPfR48eISsrCx07dkRWVpZe/xARRowYgZSUFGRmZnLKG507dw737t1D165dDf6+XLp0CT4+Pnpjj4eHh+d/Db80l4eHh+cNodFoUFNTg+rqaqbcuHEDp0+fhpmZGWpra1FVVYVnz54xf3WloqICZmZmABqdD12pra1lPhMRWrRoAScnJxgbG8PIyIj119jYGA0NDbhz5w4yMzMREREBZ2dnWFhYvBEHo7KyEmKxGHK5XM9WU1OD33//nfWg3ZRTp07B39+fU2/x7t27MDU15ZR4ISI8ePDAoMRFfX09NBqNQee7oaEBQqHQ4EO6VquFQCBoVke0ubZ7lf2vTnV1NS5cuICGhgamaDQavX8fPnwYt27dYmJ9Gxoa9P7W1NTg2bNnEIlEjC4sVykpKWGWldva2rIkiOzs7GBlZYWqqiqYmpr+4bYtKCjA06dPoVar9fo8Ozsbp0+fRkhICIKDg6FUKhnb7t27UVhYyDiZtra2zLkPHDgAuVwOtVqtJxN0+/ZtRi/1Zerq6pil31y8qZdTPDw8PH9XeEeUh4eH59/kyy+/xLRp0xins2nyIR2mpqbw9fXFb7/9ZvA4usQh3bp1g6HfvsjISGzatAk//fQTE+/FRWBgIFQqFQ4ePMh8Z2JiAmdnZ6aUl5ejoKAAiYmJ6NChA8LCwljO5YMHD2Bra/uXeEgmImg0Gj39TB3Pnj2DTCYzqIFYWloKqVRqUOuxtLQUDQ0NBrUiS0pKUF9fD5VKxWm/e/culEolrKysOO0XLlyAr68vp/NeXl6Oq1evIiIigqWTqePixYsoKiqCn58fXF1d9frjzJkzOHz4MMuZ0/01MjJCfX09Bg0ahNzcXKaNpFIp81nnLGZnZ+P333/nrL+OoUOH4ubNmzhx4gSn3czMDMuWLWO0P1/WG9URGRmJJUuWYPjw4cjJyeHcRigUQqlUor6+Hi1btkRYWBgzy+jt7Q2RSISysjJIJJJmNTz/GzT3IqK0tBQtWrTgtD169AgmJiacDiwAXLt2jYnp5uLmzZvIzc3V031VKBTMOPn666+xe/duaDSaZkt0dDTmzJnDOQZ5eHh4/kz4GFEeHh6e/4CJEycajBGLi4ujs2fP0oIFCzglNkxMTGjlypX0zTffUFZWFqdMhkgkonfffZfWrVtH/fv3J3t7e85zmZiY0NSpU2nLli3N1gkAubi4kJ2dHfNvoVBIQUFBNGzYMFq7di0tXLiQHBwcaMSIEXTgwAGWrmZRURF98MEHdO/ePb22KCoqoh9++IEzTi0nJ4e+/fZbqq+v17PdvHmTxowZYzDGtmvXrjR16lRW7JyO8vJycnZ2pqFDh9JPP/2kF09YVlZGVlZWlJaWRitXrtTTGX3+/DnZ29tTeHg4zZo1i86ePcuqf1VVFdnZ2VFQUBBNnTqVjh8/zop/vH37NslkMoqOjqZZs2bR6dOnWXVYtmwZSSQSiouLo7lz59KpU6eY/bVaLcXGxpJYLKbIyEgaN24cffvtt3T//n2m7rr+NjY2prCwMOrXrx/Nnz+fvv/+e8rJyeGUhsG/Yie9vb0pKiqK5HK5wbFgbm5O06ZNM6gj6uDgQIsXL6bJkydz6pXqxvmSJUuoX79+ZGNjw7mNXC6ncePG0aJFi6hv377N6pbGxcXR0aNHKTIyUs9mbGxM0dHRNHDgQFIqlRQVFUVLliyhu3fvsvr1l19+MShLYih+tamGZ1MaGhro4MGDnLZvv/2WPvzwQyaeuCkLFy6kNm3a0DfffKOnuVtUVESmpqaUmJhIn3zyCV25coUVv7l3714CGuO04+LiaMSIEfT555/TTz/9RMXFxVRZWckpHSUUCsnCwoLc3NwoKCiIdZ+/XKRSKS1cuFDvnuHh4eH5bwFeR5SHh4fnj/H8+XNav349paenc+odikQi6tq1KyUkJBjUCHVycqKkpCTOBD5NnQkXF5dXJkWxsLAgIyOjV24nl8spICCAwsPDX0v7UVeUSiV1796dvv76ayovL6fo6GgCQCkpKbR9+3aqra0lIiKNRkOOjo7k6elJ8+fPZyXdqa6uJlNTU3J1daWlS5fS7du3mQd/rVZLarWaAFBGRgb9+OOPVFBQQI8ePaL6+npWsqH4+Hj66quv6Pr163Tr1i0qLi6moUOHMnZbW1saPXo0bd26lX7//XfKycmh/v37s64nMjKSJkyYQN999x2dP3+eRo4cybJbW1tTly5daMGCBfTTTz+xEsro+iU9PZ3ef/992r17N5NsqGl/ZGRk0PTp02nz5s16ba1UKikhIYFGjhxJw4cP52xzGxsbiomJIX9//2b75mU9zaZFIpGQvb29wTHo7e3drKPi4+PTrF0sFjerk9v0epurp64oFApycXF5pW6u7tyurq6s74KCgmjmzJl09uxZ+uyzz0ipVNK4cePoxo0brPu3T58+9I9//EPPedy7dy9lZmZSXl4evXjxghnXRETBwcHUrl07un79OhE1Oq0vXrygu3fvEtDoMH722Wf04sULIiKqqKigixcvMtdtbW1NU6dOpTt37hARUUlJiZ6GqJOTEw0fPpx27dpFOTk5FBER0WybOjg4NNv3sbGx5O3tzWkPDw+nq1evvtkfRh4eHp4/CHhHlIeHh+ePUV5eThKJhHmok0qlzGcvLy86evQo67uAgAAaNWoU8+/hw4ezHEdbW1saOXIkHTlyhEJCQpgHyaYPjl5eXjRy5Ejavn07DRo0iPPhUiAQkJeXF3Xt2pXTQX4TRSAQkEKh0HMKfH19adiwYYyTqiumpqbUqlUrGjZsGCszrq5+lpaWFBoaqjdDppvFEwgETBbfl8/5Z1zf36UYci51bdOcg+jl5UVhYWHMvyUSCaWlpTHHtLGxodDQUJa9Xbt2tGbNGkpLSyMAes6iq6srjRgxgnbt2kXbt2/nPK9CoaD4+HiaOHEixcXF/ant8/ILHi8vL5ozZw49ePCAFi5cyLShj48PTZ8+nQ4cOEB3794lgUBAEomEUlNTydjYmBISEmjmzJmUkJDAtO0777xDixcvJqFQSGq1mrXawd7enpYvX05Lly412G8ZGRk0ZMiQZuv/Ksfd3d3doK179+6s35uXx8bcuXObzWrMw8PD898CfNZcHh4enj/O22+/DaVSiZ49e2Lz5s1YunQphg0bhsWLF0Mul2PMmDGQy+Xo27cvgoKCcPjwYfTs2RPr169H586dMWrUKEgkEmRlZaFVq1YQiUQgIqjVaixevBjbtm1DXV0dkpKSkJSUxBKeT01NRWFhIWxtbREcHIygoCAEBgbCz88PcrkcRAQTExPU19fD2dkZ/v7+jI6ojY0NrK2tMX78eE7ty/9rCIVCiEQizvheoFG3USwWo6amhtMulUohFAo57UKhEHK5nEk69fJ+EokENjY2uHPnDstmbm4ONzc3PH36FB4eHjh06BDL9vbbb0MgEOD06dMIDw/H1q1bUVxcDADo3bs35s2bh0OHDmH//v1ITU2Fj48P0tLSIJVKMXXqVEybNg3ffvst9u3bhy5duqB9+/aorq6Gvb09unXrhlWrVuHgwYPYvXs3Y9cl0oqJiUFmZiZsbGywc+dOpKenIy0tDV5eXkys5GeffYY9e/agrq4O0dHRjA6ut7c3E784ZMgQbNiwAW5ubggPD4ezszMcHBygUqmgUqnwzTffYM2aNWhoaADQmCVaKBRCIBAwccP/LjKZTK8/dOd43WcdIyMjg2MCaIwNf/r06b9VPxsbGwQGBiI7OxtPnjxhvpdIJOjbty8mTJiA0tJSTJ8+HaWlpbh16xYAIDQ0FEuWLEFcXBwuXLiAKVOmoEuXLti/fz/279+PoKAgbNy4ESEhIf9WvXh4eHjeNHyMKA8PD89/yKBBg2jnzp3NbvPbb78xsX9NefbsGf36669UWFhI9fX19PjxY5a9qqqKLl26RN999x2dOXOGiIgKCgqaPVdRUREtW7aMqqurOe1arZZCQ0MpMDCQPv/8c0bPUavVkkajoWfPnrGWZJqbm1NCQgINHz6c3n//fYOxgnjFTN2/W5rOLuuKTCajmJgYGjVqFAUHB+vNzg0ZMoQ2b95MxcXFrKW5CoWCunTpQmvXrmXiRZvqgNra2tLQoUNpz549zDLLpnYnJycaO3YsHTlyhJlV6tChA2MPDQ2lefPmUU5ODmm1Wnr69CmjeWlqakoDBgygvXv3Mss+jx07xsyApaen09atW1n9tnPnTgJAHh4etGzZMr24x6dPn5JYLKa0tDTKzs7m7O8dO3ZQfHw8s6yUi4sXL9LmzZtfqTPJFadbWVlJ58+fp3PnzhFR47LUl9FqtVRWVkZXrlyhuro6unjxIlVWVho8j1arpZYtW9I777yjt7RWZ2+qFyqTyUitVlN8fDwlJSW9Ub3Q5paxc83WN1eMjY2ZcduyZUvWDOfEiRPp5MmTTMzmp59+SgDIysqKZs6cyakRGxERQTY2NrRu3TqDsZ6xsbE0Y8YM1lJjHh4enr8C4GdEeXh4eP4zqqur9TT6nj9/jps3b6KoqAgZGRkQCAS4c+cOLl++jMuXL+P333/H5cuXcfv2bYwcORLjx4/HrVu3kJubi9zcXCYrZmFhIQCgf//+WLJkCZ49e4aysjKUl5dz/u3atSsyMzObre/z58+Rk5PDqVsJAMuWLcOmTZuQkZGB9u3bIzw8nJnJunz5MsLCwqDRaODo6Ijo6GimlJaWolu3bsxxFAoF/P394e/vj4KCAhw+fJixOTs7w9fXF76+vsjPz8fevXshlUqhVqsRGBjIlBYtWqBt27aws7NDTEwMc67g4GBIpVJGTzIxMRFJSUlo27Yt3NzcmPPcuHED3bp1Q3p6OjIyMtCmTRtWht3Hjx+jffv2SEpKQqdOnRAdHc3KTltWVoYOHTogOTkZXbp0QWhoKKvNrl69ilGjRqFz587o0qUL69wAsH79ehw9ehQ9evRAamqqnszM+++/DxMTEwwYMIAzM++SJUvg6uqKjh07MnqtTcnNzUVRURESExP1O/pfPHz4kCVH8jpUVlYiPz8ft2/fxt27d9G5c2fU1dUx4zM3Nxd5eXnIzc3Fw4cPERQUhLlz5+L58+coLi5GcXExioqKmM+6GdsvvvgCffr0AdD8C26tVguNRgOFQsFZv/v37yM9PR2pqano0KED2rRpA5lMxtiHDx+OtWvXMv+2sLBASEgI3NzcsG3bNjx79uy12+J1EIlEcHFxgZubG1QqFSwtLfH111/DxsYGwcHBSExMRKtWreDj4wOxWIw7d+6gV69e6NChAzp37oyAgAC9/unTpw/i4uIwYMAAzoy2tbW1mDt3LqZMmdJs9uDr169DrVa/0evl4eHheRPw8i08PDw8/wFPnjzB9evXcf36dVy7do35e+/ePVhaWiIhIQHFxcW4cuUKp6TFhAkTcPPmTezbt8/gOSZPnozc3Fz88MMPBreRyWTo0KEDvLy8oFAooFAoIJfLOT8rFAo4OjoadExevHhhUMrh+++/BwBERUWxtD21Wi1mz54NMzMzxvl0cnKCQCDAs2fPsHTpUnh6esLX1xdeXl6MnIlGo8Hu3bvh4+MDLy8vPc3F4uJiyGQyg/IolZWVzepN1tXVGZR20Z2fy8F7XfurtCCJ/no6o0SEqqoq3L17F+fOnUNFRQXKysoYxzM/P59Zti2TyRAdHY0TJ04YXLaakZGBkSNHom/fvgaXo6pUKixduhRjxozBw4cPm61feHg41q1b1+wS0traWkilUs62vXHjBqZPn46QkBCm6MbisGHD8OWXX8Le3h6Ojo5QqVRwdHTEjRs3cOLECZiZmcHS0hItWrSApaUliAh37txhJFJsbW2RmJiIFi1a4MmTJ1AoFPD29oajoyPrJUNNTQ2zbJuLV40r4M3rjD558gT5+fm4c+cO8vPzkZ+fj8DAQIwaNeovN0Z5eHj+b/BfcUQFAsFdAM8AaAA0vOqEvCPKw8PzV2fjxo2YOnWqwYdqFxcXHDp0CNeuXcPgwYNZsV465s2bhxkzZqC+vh6JiYk4ffo0yy4QCLB06VKMHTsW1dXViI2NxcWLF/WO4+npie3bt6O+vh5xcXGorq42WG+lUonExER07NgRoaGhCAgIYM0kvc4D8n+ThoYGgxqiRITS0lKDWotA44yhh4eHwWsqKCiAkZGRwWOUl5ejrq7OoM7ow4cPYW5urjfTCTS2ZVFRESu+9/+xd+ZxNW3//3+f5nlSSikaRGSIQpllzpUyz5m5xugKH5e4uKYSrnm4hpAxU4ZuuCFSioqiIl1Cg5SG03DOef3+6Hv2t93eJ9zP5d77++7n47Ee6bzW3nutddbOfu/3Wu93TZ48eUL29vYc41vebmVlZbK2tuY1Rm7dukVSqZR0dXVZRVtbm5SUlCg1NZUCAwOpsLCQt8j3WDZs2JDxutfG2NiYLly4QO3atWP2GtZm0qRJtHv3bpJIJLRy5Upat24dp07Hjh3p7Nmz1KBBA7px4wb16tWL16jV0dGhDRs20OXLl+nSpUtkZGREdnZ2ZGtrS3Z2dkwxNTWlRo0aKZwXipDJZIx3uPZ8+DNG39/5kkEmk1FFRQVVVFRQeXk5lZeXs/59+fJlevr0KUkkEsrMzKTMzEwqLCxknWPu3LkUFBT0j7rfBQQE/m/xTfaIEtFLIjL+3PrCHlEBAYF/OjKZDJs3b+bdB9aiRQu8fv0aBQUFWLZsGSfKLBEhKCgI5eXl2L17NyuarLyoqanh5MmTSEtLw5IlSxSmavDy8kJWVhYuXboEPz8/hXlGdXV1ERQUhGPHjnGiaLZq1QoTJkxAcHAwpk+fjiFDhuDcuXOc3IcA8PjxY4X7CEtLSxWOV0pKisLjfvrpJ979swDwn//8B3PmzFG4v3HQoEFwd3fH7t27OftrASA4OBhGRkYYPXo0QkJCOHVev34NLS0tODs74z//+Q9u377NynUqFothaWmpMM9oamoq9PT0MGTIEBw+fBjv379nnb9v375o06YNli9fjgcPHrDGYO3atdDR0YGHhweCgoKQmJjI6GlpadDQ0GDa5uPjg02bNuHq1at4/fo1rl27xpublv5nH2yDBg1gbGyscK+ijo4OQkNDcevWLejr63P0Jk2aIC0tDZGRkejduzfvOZYtW4bnz59j0aJFqFevHm8dHx8fJCcnY+PGjejatavCaLDu7u548eIFXr16hWPHjn1yr7Gqqiq+++47nD9/ntnLK0cqlX5yr+uXUFpaypsb9927d5g2bRpvDlEA8PX1xc2bN3m11NRUzJs3j7XXuCYbN27E4MGDMW/ePAQFBeHMmTN48OAB8vLykJ+fz9kXXbtYWlrCysqKVxOJRAgODv6vxkRAQEDgr4C+RfoWwRAVEBD4/4nCwkL89NNPMDIy4jzkubq6IjMzEwEBAbyBTEQiEbZs2YINGzawjEYtLS0ml6auri4WLVqEzp07s47V0tJi0mYoKSmhe/fucHFx+WSqB0dHRwwfPhx9+vT5ZF5K+bnl7ZgwYQIuX77MPCz/8MMPaNu2LY4cOcIJjnLw4EGMGzcOr169QklJCcsYWLRoEdzd3ZGUlMSMofzhfurUqVBTU8PcuXPx9u1bAEBOTg5KSkoQFxfHtKtXr144d+4cJBIJXr16hczMTJw8eZLRlZWV0adPH+zbtw8PHz5EYmIi7t69ywo2IxKJ0LFjR/j6+iIkJAT37t3DoEGDWP3X09ND3759sXz5cly+fBnz5s1j6SYmJhgyZAgCAwMRFxcHd3d3Vhu6d++OFStW4Nq1a9i/fz/rWAsLC8ycORMHDx5EREQEtLS0WHr9+vUxcuRIrFq1Cn369KnTkKwriE6jRo3Qo0cPXmO1ZcuW2LZtGytYTu05fODAAU4eS3lKGCUlJcyaNQseHh4sg9HIyAj9+vVjxrlHjx5o2rQp5/w17ws1NTW4uLjAycmJSdlTV2nRogX27t2L4cOHs+4Lb29vHD58GAUFBSgvL0f//v0RGRnJa5Dm5ORAIpFwtPz8fOZFhUQiYebns2fPMHDgQHz48IGpW1lZCYlEAgMDA1hbWyMqKop1LolEm5t5hQAAIABJREFUgh9//BFEhO7du3N0qVSKTp06gag6L+2oUaNw/Phx5hrv3r2DiYkJ7xhoaWmhbdu2CnMQT5kyBdevX2e+i5pFU1MT586d+5w/cwICAgJfnW9liGYSUQIRxRPRtE/VFwxRAQGBfzKZmZlMHsuaXqd+/fqhpKQEmZmZTB7Qxo0bY//+/Zg+fTqUlZUREhKC7OxsJhKskZERVqxYgfz8fPz4448wNzfHnTt3WHlG3dzcsG/fPnz8+BFubm4wMzPjPLQbGxtj6NChWLVq1Scf5hUVFRUV6Ovr8xovmpqa6NatG+bMmcMyutq2bYu1a9fi1q1bSElJYera29vDzMwMw4YNw5YtW7B27VrGiJkxYwb69u0LXV1ddOrUiXkglx8rN1qJiIk4W9vIsrOzq7MvXyN67z+p8HnZ5UbNli1bFBqZ06ZNQ2lpKVxcXJhx8vb2ZozMYcOGobS0lMkHq6ysjDFjxiAxMRFbt26FhoYGwsLCmLyaRIT27dvj4MGDKCsrQ2hoKAwNDTnXd3FxwU8//YTExEQcOHCgzr6Zmpqy5v+XFCUlJfTs2ZPJS2tmZoa1a9eyvPVLlixB7969YWNjgzVr1iA7OxtAtXfcysoKsbGxOHPmDGxtbfHzzz/j6dOnIKqOXJyYmAgACA0NhampKfMiQSQSwdfXl/HO7t+/n9MHd3d33LlzBwAQFBSk8B50d3fnNSLlYxMUFIS5c+dyNGNjY4SFhQEAbx7R+vXrIzY29lv+qRQQEBCoE/pGhqj5//ysT0SJRNSVp840InpARA+srKy+SecFBAQE/ixLly7F9u3b8fbtWxARRo0axUqPEBAQgN27dzOf+fn5MSleZDIZli1bhqCgIFY6joMHDyIrKwv37t3DmDFj4O/vz0ldMWnSJLx9+xbjx4+Ht7c3tm3bhsePHzPem/DwcBgYGKBp06Zo2rQpevTogbFjx2LRokXYsmULTp06xUrN8lcWuXH+OeVThuKnvLxfch1F1xKJRFBXV+d4JWvqqqqqvOlj/qq28fVTW1sbzZo1g6mpKaf+oEGDcOPGDWzcuBG9evViXniIRCJMnjwZOTk5AIBDhw5h7Nix+PXXX5lzhoSEMPPo7Nmz+P7775Geng4AcHBwgJ+fHzOPLl68iFmzZuHFixfMMQcOHMCdO3dQWVmJ5cuXw8fHh0nZIicyMhLp6enYvXs3WrZsiRUrVjCGnpyVK1dixIgRaNGiBby9vbF06VIcOnQIMTExjEewdt+/tNQeVyUlJXTu3BkHDhzgLKlXUlKCh4cH411XU1NDy5YtGb3mixlNTU2EhIRg1KhRvNd1cHBAXFwc4w3lK71798aPP/7Iu6KiQYMGmDJlClasWMHyJpuammLz5s2MQR0XF4du3boxev/+/ZnVBACQnp4Ob29vph0ODg7IzMz8rL9tAgICAt8K+haGKNgGZwAR+dVVR/CICggI/FvIy8vD7NmzWXvI+JYDFhUV4dWrV/D19eXNByiTyRAREYHu3bujefPmvPvGgOolgZGRkZgyZQrLsJATExPDGCN8JCQkQF1dHePGjcPt27fx/v17ZGdnIz09HYmJibh8+TLHI6qtrQ0rKytYWVlBU1Pzi40CLS0thfsZTUxMFBqCRKRw+aGmpiZcXFzQpUsXzvlGjhyJffv2ITMzE+/fv2eWsIpEIri5uWHDhg149uwZMyZjxoxhjnd0dMSKFStY+zWXL1/O6PXq1YOPjw/CwsKY5cc1DQIDAwOMHDkShw8fRm5uLk6dOsUxhtatW4fk5GR8/PiRWWqtqamJoUOH4tSpU4yxIT9WW1sbc+bMYYxGOdnZ2SAidOjQQaGnKzo6Go6OjnXmEAXAeNIAxXsiP3z4gA0bNsDCwgKHDx/m6BKJBFeuXMGIESOgrq6O8ePH816r5tx+9+4d42WUk5WVhWHDhiEhIQEymQxVVVUoLy9HaWkpPn78iA8fPsDLy4v1vRsaGjJj+VcVFxcXZrl87TJ9+nQ4OTnxasrKyvD19VW4R9fExARt27ZF/fr1IRKJ0L59e6xatQrx8fGsvx1Tp06FmZkZywCtSUREBDQ0NLB9+3aFe2JDQ0PRs2dP1rJiAQEBgX8KX90QJSJtItKt8e+7RNSvrmMEQ1RAQODfgjwwikwmQ3R0NKZMmYK0tDRWnTdv3mDOnDlQU1PD0qVLOcefOXMG7dq1Yx5Uawc4kUqliI6Oxpw5cxhP0ciRIz8rIEvtfZxPnjzhDeojx9fXF/r6+vD09MSWLVtYwYkqKyuZJZ18nhy+PbFfWtTU1GBjY4MuXbrA29sbmpqa0NPTQ/v27bF48WKEhoYiNTUVEokEYrEYjo6OGDBgABPsp7YBtW7dOgwcOBB79+7Fu3fvOP198eIFXF1dsW7dOpZxKqewsBDOzs5YsGABoqKiWIGMAOD69eto2bIlFi9ejFu3brF0qVSKrl27YvTo0Th27BgnkNGuXbswePBgHD9+nOUZr/ldBAYGKjQibt26hV9//ZXXaJTz6tWrOoNI1SQ5ORmzZ8/GggULWJ9nZWVhwYIFjEHfq1cv1txLSUmBv78/K6CWnZ0dJ4hPWVkZoqOjERgYiOHDh6NRo0awsrLieOo+Na9TUlJgZmaGcePG4fjx48jPz2e04uJiXLlyhfEUf27R1dXlPcbW1vZPe8SNjIzw/fff48CBA/jtt9/w7NkzZuluamoqfv31V945KSc0NJQTiKkmUVFRSElJqXOsnj9/zlqpIZFIcOvWrc+eEwICAgJfk881RP90+haRSGRDRGH/86sKER0DsKauY4T0LQICAv8WioqK6OjRo7Rr1y5KTk6mdevWkb+/PxER5ebm0vr162nHjh1UXl5OZmZmlJaWRrq6ulRVVUXHjh2jdevW0dOnT5nzjRkzhkJCQggAPXz4kEJDQ+nEiRP0xx9/MHWaNWtGcXFxpKOjQ0REVVVVlJmZSRkZGZSens78zM7OprVr19J33333WX0BQMnJydSiRQvelA67d++mU6dOcdJp2NjY0MaNGykwMJCMjIyoXr16zE89PT2KiYkhmUxGBgYGZGxsTC1btiQjIyPS0dGhpKQkatCgAVlbW1OzZs3IycmJSYmRk5NDRESmpqa87S0vLyclJaU684TWlf6F6NNpOyQSCSkrKytM01FRUcFKf1MTqVRKABRe/1OpcoC/Nj2ITCajp0+fUmJiIg0ZMoTU1NSorKyMTp48SXv27KF79+6RtbU1JSYmkq6uLiUkJNCmTZvo5MmTTLoXDQ0Nevz4MRkZGdGJEyfo4MGDdP/+fdZ1VFVV6e7du6Snp0f379+n+/fvU0xMDCUmJpJEImHqWVhYUFRUFNna2n5RP4qKikhXV5f3ewNAXl5edP78eTI0NKRGjRoxxcrKil6/fk3BwcFfdD2RSETKysqstssxMTGh7du3k5OTE0kkEk5RVlYmZ2fnvzVPp0wmo+joaDp58iSdPn2aZs6cScuXL//b2iMgICAg55vkEf1SBENUQEDgn058fDzt2rWLjh07RmVlZURE1KlTJ4qKiqLCwkLauHEjbdu2jdGIiPbv30+jRo2i/fv308aNG1nGJRGRnp4ePXv2jF6+fEk+Pj707NkzznW1tbXp3r17dObMGYqJiaH09HTKyspiDAU5+vr69OOPP1Lfvn3J0tKS9PX1Oef6+PEj6enp/RXDQZWVlXUahHzUZQRWVVXx5teU8+rVKzIzM6uzzsOHD8nGxoa373Kio6PJ0dFRYZ2cnBzS0tIiXV1dXr20tJS0tbV5teLiYoXHfcpA/isQi8UUFxdH0dHRFB0dTXfv3qWysjK6fPkymZiY0J49e+jIkSNUVFRERNUG1++//04lJSW0adMmunnzJuecP//8My1evJiuXr1Ky5Yto/j4eE6dTZs20YIFCygkJIRmz55NHz9+5NRp0KABXblyhX766SfKzc0lFRUVVlFWViYVFRUSiUQEgKZPn069evX6ZJ/LysooMzOTrKysOGOfkpJCU6ZMocrKSpLJZASAyceZm5tLEomEeTmgra3N5JCV4+fnR1OnTqWCggLKy8uj3NxcysvLo8LCQpo5cyY1atTok+37GhQVFdHjx48pOTmZkpOTydramubPn0/3799njM83b94QEdGAAQPo4sWLX5wzVUBAQOBr8E3yiH5pEZbmCggI/FO5f/8+axmtvGhrayMjIwM7d+7kjWjq5OQEiUSCvLw8bNq0CU2aNOHU2bp1K+s6fLlDjx8/DqA6cm+bNm14lwQ2btwY8fHxaNasGWvpYfPmzdGnTx9MnjwZAQEB8Pb2hpOTE3bu3AmxWMzpa3FxMXx9fRXmSQSqAywpWhqanp6OI0eOKDx20qRJiImJ4dWePn2Krl27IiwsjLO8GKgOiqOnp4ehQ4cqXOJ48OBBiEQitGzZEjNmzMCRI0fw4sUL1tLPjRs3QiQSoXXr1pgzZw5OnjzJCvqSnZ0NfX199O7dG1u2bEFGRgbrGrt27ULXrl2xZ88ezhLaQ4cOoUuXLggJCeGM7927d9G9e3fs378fhYWFnLbv2bMH69atw++//85ZtpuXlwd/f38sXLgQCxYswPz58zFv3jzMmTMHs2bNQp8+fdCuXTvOUlMVFRUcOXIEPXv25J03ixcvhkwmw40bNzB06FCO3rJlS9b+zsjISM7+3r59+zLzoby8HAsWLOCcx9TUlNmzmpiYyJvHVF6srKzg4OCALl26IDAwkDP+cl6+fMn7+X+DTCZDcXEx0tLSEBcXhytXruD58+eM/uHDB2RlZSk8vq4l8EVFRawls7V58OABHj58iLS0NGRnZ6OoqIi5DzIyMrBkyRIMHDgQjRo1Yo3XiBEjEBgYCAsLC85Y2tjYoKCg4E+MhICAgMDXgb51sKLPKYIhKiAg8E9FJpPh2rVrnNQMe/bsAVC9B+vEiROcqJ2///47c443b95wEtK3adOG2V9YUFDAypMoL7NnzwZQHUxm69atnIdQIkLbtm3x5s0b3LlzB7Nnz65zD1uDBg2YIEIGBgaYNWsWEhISAFQbEQBgZ2cHS0tLnD9/njUO8ofijh07wsPDg/OAK5FI8O7dO6bdtR+6q6qqMHXqVIhEIsybN49jbJWWlqJt27bMPr0tW7awDOKsrCxOTlQXFxcEBAQgLi4Oz549Q1RUFG+EYDMzM/Tt2xdz5szBhg0beIMlNW7cGN7e3li9ejUnlUbTpk0xc+ZMnD59Gm/fvmVSzKirq2Po0KE4d+4c3rx5g7dv3zL7Zo2MjODr68vs6SspKUGrVq1ARNDQ0MDw4cNx4cIFxtBLT09nDEklJSW0atUK06ZNw/79+/HkyRNs2rSJ9zt1c3NDYmIiPD09WZ8rKSnhxIkTAKrzaNZ+idG6dWvmO6qqquKk/xCJRMxLA6lUilWrVjHRiOU/TU1N8e7dO8hkMoSGhsLa2prTPhMTEzx+/Bjx8fEICAhAx44deSMHi0Qi+Pj4ICkpCdu3b2dpjo6OWLJkCWJjY5mXCi4uLtiwYQNzD8n3bctJSkpi5jQfil62yGQyjB49mvdlSFpaGmxsbPDHH3/wHjtt2jQsX76c1+DMy8tDw4YN4ePjg/DwcE6dEydO8H6/rVq1QkxMDAICAjjalClTIJFIUF5ejqlTp7I0DQ0NPHr0SGH/BQQEBP4OBENUQEBA4AuJjo5mPTx7eHiwHnqvXbvGihLr7e3NOj4yMhIqKirQ1dVlDKW7d+8yekJCAmOEyCOydujQgXlYzcnJ4c2z2LdvX3z8+BEymQwmJiYKDVALCwteI1ZenJyc4OjoyOQClX/u5eWFV69eAQAmTJiAXr16MSkmrK2tGSMWACZPnowePXqwDKSaaTxGjx7N8oQ1atQIV69eZXQPDw9Ou/T19eHn54esrCzWufnKlwar+atLXQFuunbtysqdWrMYGxtj1qxZrDydfN+fra0tx9AIDAyERCKBVCpF8+bNWfqBAweYsf348SPLSFRXV0dycjKj5+XlMXrjxo1B9L8vQYBqT7m9vT2ICIMHD8aKFStARLh27RqAakPV2dmZ+c5WrlwJompjXB4hd8iQIQr716pVK4wfP/6zxllLSwt9+vRh8p62bdsWCQkJuHjxIlxdXREREQGZTIZffvkFvXv3RklJCQDgzp078PDwYDya8+fPR3R0NNPH+/fvY+DAgUhKSgIRwd/fn3UPR0VFMZ5lGxsb5r6Qc/nyZWaMWrduzTECjx8/zlo5oa+vj/Hjx+PixYsoLy/Hhg0bOP1cu3YtY0zPmDGDpS9YsID1N6j2+PJFORYQEBD4uyHBEBUQEBD4co4dO4ZZs2ahXr16rKWccsLCwrB06VKoqanxLic8evQovLy8MHfuXEyePJmj79mzB0FBQXj8+DHq1avHWQK4fPlyrF27FmvXrgURYeLEiaxlk15eXujUqRMrpYWZmRm2bt0KsVjM6636nKKjo4P169fzpnHR0NDAgQMHUFxczOtlNDMzw+3btyGVShWmthg3bhzy8vI4HuOaRVlZuc48k4aGhrCysoK+vj5vJN/mzZujVatWMDQ0hLW1Ne9San19fSgpKUFVVVVh6pmvWTQ0NFipa1RUVODt7Y3w8HBIJBIcP36cMTZdXV05+WZv3LiBsWPHgoiwbds2zvx69OgRgoODQUQICgri6Kmpqdi9ezfs7e1hYWGBoqIilp6UlITAwEAcO3YMc+fOxQ8//MDSo6KiMH/+fOTn56OiogKGhoasFxWHDx+Gu7s7Nm7cyHj/NDQ08PPPP6OyshI//PDDnx47ZWVlNGjQgPm9U6dOzFh07twZBQUFzNjp6Ohg+/bt6N+/P0xMTPDixQtIpVI4OjqCiP1CoWa6pP79+7OuaWtri9evXzP6unXrWLqKigpWrlzJ3KOXLl1izU11dXX06tUL69evx7NnzxAXF8esCBg6dCjn/s/IyICPjw+ICAEBAZxIw7m5uQgMDAQRYdasWZzvV0BAQOCfgGCICggICPxJIiMjcerUKV7t3r17mD17NgICAnh1+UN+dHQ0716yiooKNGvWDGKxGBEREQrbsHnzZqxYsYI35UVZWRk0NTVhYmKCwMBAViqIiooKHDt2jNeI69+/P3x9fev0OjZv3pzxhtYuU6dOxbVr13i9gioqKtiyZQu2bdum8NwmJiZYu3YtZ8mmSCSCnZ0dPD09sWTJElhZWTGatbU15s+fj5s3b7KWZ8r38xoaGmLWrFmIi4tjjZVYLGaM4oYNG8Lf3x+PHz9mjePo0aOZ69SvXx+TJ09GWFgY3r59y/GOExHMzc0xfPhwjtdKbiS1adMG48aNYxnrDRo0wIgRI7B9+3YkJyejsLAQOjo6aNasGTZt2sSbG9bDwwObNm3iXTYKAGfPnsXPP/+scO6Ulpay9nTWZuXKlVBWVkZ4eDivnpaWBh0dHQQGBirc7yiVSrFs2TI8fPhQYTuOHDmCHj16cNIeyWQySKVS7N27lzWGLi4u8Pf3x88//4yJEyeyjM6aRVdXl3fZb7t27RAREcEYm7XndWFhIe7fv8/aYy03FmNjY1FZWYn58+dzjm3SpAljjMq9xLWLk5MTkpKSkJCQACcnJ/zwww+IiIjgTdMyY8aMOu/9q1evIjAwUKEOACNGjKhzL6qAgIDA38nnGqJC1FwBAQGBGlRUVNDbt2+pcePGvPqAAQNIXV2dzpw5w4lQWVlZSU2aNKG8vDwqLS3lTe2wZcsWmj9/PhUUFJChoSHvNcrKyigxMZFcXV159djYWPr9999p1qxZnMiuVVVV5OzsTCoqKtSxY0fq0KEDdezYkZo0aUIikYju3btH7u7uJBaLP2M0uGhoaFB5eXmduo6ODikrKzNFHi1VSUmJ3r59S6ampjR48GBq3bo1tWjRgpo1a0aamppERHThwgVavXo1eXp6kqenJ7Vo0YIzjvHx8RQQEEA+Pj40cOBA3jQrZ86cofDwcBo7dix1796d8109e/aMhg0bRh4eHuTp6Unt27dn1RkzZgzFxsZS165dqUuXLtS1a1eytrYmmUxGbm5uVFJSQs7OzuTi4kLOzs7UunVr0tTUpM2bN1NycjJznI2NDav9aWlplJ+fT66urgpTf7x7947MzMwUjnFZWRlpaWkp1JcuXUotW7akUaNGcbTHjx9T27ZtSSaT8aYtKS8vJ1dXV3r06BHt27ePJk+ezKkDgHx9fSklJYUiIiIUtuP169dkYWHB28/KykpydXWlJk2a0IABA6hv376sdD4AaOrUqbR//36F5zcxMaG8vDzWZy1atKDw8HA6cOAArVq1iqX16dOHhgwZQitWrKB3796xNHNzc/r555/p5MmTFBcXR7m5uSzd3t6eIiMjqaCggBWZt2ZRVVUlJyenT0ZN/lRqoU9Flib6c9GsBQQEBL4VQvoWAQEBgT/Btm3bqHHjxrw5OuPi4qh9+/bUpk0bevjwIUfftWsXzZw5k4iI8vLyyNjYmKUXFBSQnZ0dffjwgTIyMnjzLAKgCRMm0JQpU6hr165f3P7y8nKSyWQKDZXHjx+TWCwmNTU1TiEievDgARUVFdGHDx/o/fv39P79e8rPz6f8/HzKycmh3NxckkqlNG3aNLKwsKC8vDxWyou8vDxq0KAB7dmz50+lvagrf6cc4NN5OD9Vp64HeQCUk5PDawxWVFRQZWWlwvQtfzeJiYnk7OxMR44coZEjR7I0qVRKbm5uFBsbS0pKSpzUQEREs2fPpu3btxMR0alTp2jo0KGcOsuXL6effvqJFi5cSJs2bVLYFgCUn59PJiYmHK2yspKUlJQUGm1nz56lrVu3sl5k1CxpaWn05MkT4nuGsbCwIENDQ3r8+DFH69y5MykrK9Pt27dJJpOxtPbt21NUVBSpq6vTH3/8QXFxcRQbG0txcXH04MEDsrCwoJs3b1KDBg0U9vlbUFBQQEZGRn9rGwQEBATqQkjfIiAgIPCFFBcXo379+ti1axev/t1334GoOhJtbcrLy2Fpacks1YuPj+fUmTt3LqPHxcXxXmPnzp0gIjx58uS/68xXhi8tjMC34cSJE7xLtiUSCVxcXEBEvOl1akbkFYlEHP306dOs5abyIEU1qRls5+DBgwrb+ODBA/To0YOVFuWvorS0FBEREQgMDMSECRPQtm1b1r5b+p/luw4ODrzLaLdt24b8/HwcOnQIXl5erKXUY8eOVTi2T548YQUf+9rwLa2uqqrClClTvlkbBAQEBP4M9JlLc79u1m0BAQGBfxFbt26l3Nxcevv2LUd7+PAhXbx4kYiICgsLqbCwkAwMDBj9wIED9OrVK+b3P/74g9q2bcv8/uzZM9qxYwfze0FBAecasbGxNG/ePCIiqlevnsJ2SiQSevnyJdnZ2X1B7/5aNDQ0/vJzSqVSio6OJktLS7KwsOB4LD9+/Ej+/v6kpaVFxsbGVK9ePTI2NmaKkZERrVmzhgCQg4MDOTg4UPPmzcnU1JTxjl65coVevXpFXl5evJ660tJSysrKoubNm9fZTmVl5b+285/J3bt3adWqVTR8+HCOtm3bNoqLiyMi4iy7TU9Pp2XLljG/o5Yn8cWLF5xluPr6+qzfd+7cSYsWLWJ+b9WqFacNb968oaVLl9KhQ4doypQpZGNj85k9+3y0tLSod+/e1Lt3b+YziURC6enplJycTElJSZScnEw5OTkUERFBmZmZFB4eTpGRkVRWVkbz5s0jW1tbGj9+PI0fP57EYjFFRkbS+fPn6eLFi7Rp0yb64YcfWNdUVlauc078lXz48IHxOFtYWLC0bdu2UUxMzDdph4CAgMBX53Os1b+qCB5RAQGBfyrv379n0o5MmzaNo3t5ebG8KjXTNpSXl6Nhw4YsfcuWLazj5d5UeQkNDWXpeXl5LI9qzUi5cqqqqnD48GE0b978q3pM+TxCNakrSEplZSUn5UVNzp49i+DgYOTm5vLq/v7+jMfO3NwcHTt2xPDhw+Hn54eHDx9yAtzULE2aNMGaNWs4nxsYGMDV1RWTJk1CQEAANDU1oaSkhJ49e2LHjh2s6MgymQwNGzbE1KlTWWlpajJ27FhkZmbyalKpFDdv3lTY/9p5VWsjFosRGRmJixcvcrQ//vgDpqam6NatG0fLzMyEtrY20+d9+/ax2tS9e3dO6h/591xZWYmBAwdygvikpqYy57hx4wbs7OxYwZlqe8XPnz/PtEFVVRUvX77ktDMhIQH37t2rM/dnUlKSwkBLcu7du1enHhcXh/LyctZ9JBaLcfXqVcyZMwdNmzZFUlIS5ziJRII7d+5wohXXRFF+UQB49+4db7/lnDt3DgEBAZg2bRo8PT1Zc0UikWDPnj0wNjbmjbj9+vVr6OjowNbWVuH5BQQEBP4J0Gd6RBXvlhcQEBD4P0RGRgaNGzeO7OzsqKKigqWJxWIaPXo0zZ07l/T09GjEiBH0/PlzRs/JyaHTp0/T3LlzSVVVlebOncvyjorFYvL396eAgABSU1MjT09PjkdULBbTihUryMjIiCwtLXmDlbx69YpmzpxJ7u7uCr0zgYGBFBsbq7CfCQkJdOTIEYX6kydPaOXKlQr1uLg4mjx5Mu/ePCKiixcvUrdu3SgrK4tXv3PnDs2fP5/Mzc1p8ODBFBYWRpWVlaz2EVW/JH3z5g3FxMTQu3fvyMPDg9q0aUO//PIL55zGxsa0bds2evLkCV26dImjFxYWUnx8PIlEIoqJiWH20d64cYO+//57Mjc3p27dutG2bdvI19eXSkpKaO/evdSkSRNavnw5FRcXM+fat28fXb9+nZycnOj8+fOca4WHh5OHhwdt3LiRd4x2795Nbm5uFBYWxtmjKZPJaMCAATR79mxyc3PjHPv8+XPS0NDg3XtbWVlJp0+fJl1dXXJ2dmY8omfPniWJREIXLlygkJAQ0tPTo759+5KamhoBoPDwcFJVVaWLFy/S7t3ppqR1AAAgAElEQVS7ycDAgNzc3EhZWZn09PSY8/fo0YNu375NxsbGZGFhQfb29hyv+KBBg8jFxYWIiKZMmcLbzvv375Orqyvp6emRq6srHThwgLVX88GDB7R48WLauHEj51iias/uyZMnydPTk0pKSjh6VlYWhYeH05w5cygyMpJ1H2loaJCDgwN5eHiQkpISffz4kXP8y5cvKSYmRuE98PjxYxo2bBjvPCMiSk1NJWtra3J3d6cjR45QaWkpS8/MzKSAgAA6deoUzZo1i7p3785oFRUVFBkZSYWFhbRkyRLOuZ8+fUrW1tZ1rpYQEBAQ+FfxOdbqX1UEj6iAgMA/HalUipKSEgDVXtLaVFVVQSaTYcOGDYiOjuboFRUVePLkCcubVBOxWAyZTKbQa1JWVsbrqZGTmJjI2y6g2ps3fPhwuLm54ezZsxw9Li4OampqsLS05HikZDIZoqOjoaysDCUlJV6vT3Z2NpNnlO/8MpmMyeNoZWXFm2d19uzZjFdNX18f/fr1w86dO5nULFu3bmX2+3Xp0gU3btxgHb927VqYmZkxaTcWL16MwsJCRvf394eBgQFzDSMjIyxbtozxek6dOhUqKiocr6mxsTFGjhwJZ2dnjmZiYoLt27ejsrISnp6eLG3evHksD/GIESMYbejQofj48SOr/XPmzIGVlRX69OmDbdu2Mf2Wk5KSUqdHraqqijfli5zKykpUVlYyezOnTZuGtWvXsvTi4mJcv34dUqkUAwYMwLFjxxi9vLwc79+/x7Fjx/Dx40fOPCkuLmZyWfLx5s0brFy5UqFX/MKFC9DT08OMGTMQGxvL8b4PGzaM8bhGRUWxtNorD3bu3MnS3717Bz09PSY/rI+PD0svLCyEkZERk/pl2bJlnPZ169aN8cjz3cN+fn7M3Ks9N4HqPKL0P+lipkyZglOnTrH6+Pr1a/Tt2xfp6em841NSUoLffvuNVwOq77FPedUFBAQE/m5IyCMqICAg8N+xYMEChQ+FiYmJUFFRQVBQEOdhOj8/H40bN8bhw4c/ucz1W/L+/XvMnTsXKioq2L59O0c/e/Yss3zzxx9/5OinTp2CtbU1iAjNmjXjGFFZWVnw8/ODu7s7jIyMYGFhwVniuHfvXuzcuRNJSUm8eTLT0tLQuXNnXL9+nXfsZDIZLC0tMW7cOGRlZXH0yspKGBsbw87ODjt27EBpaSlLT0xMhEgkgpqaGnr27Il169YhPj6eWQq6fPlylqGprKwMU1NTODo6Yvz48bwBcFxcXPDixQuUlpbCz88Pw4YNQ/fu3dGiRQt0796dlUfzr879GB0dzeS45CMoKIizVLcmfn5+UFFRwaVLl3j1qVOn4sOHD5zP65rXivKfAkBOTg7nO5Hz6NEj2NjYMOPaoEEDvHv3DkC1ATdq1Cjo6ekxeosWLZh2hIWFYdKkSdDR0WF0Q0NDZmnujRs3MHz4cOjq6jJ606ZNmeNlMhmTX1Wujx07ltU+sViMFStWoGvXrlBXV4eOjg5iYmJYdbKzsxW+KJJT17JkAQEBgf8fEAxRAQEBgU8gkUhY3rTanD9/HkpKSrzGZk3vn7e3N+c88gi5PXv2xLNnz5jPq6qqsHfv3jqNh6/N06dPMWPGDN7Itzk5OfDy8kKDBg1496mWl5cjODgY9erVU2jcANXjk5WVxXlQ/xRyj7EiSkpK8ODBA4X68+fPERYWptAYunDhAq5cucJrDJWXlyMsLAy3bt3C06dP8f79e9ZeRZlMhtLSUrx58wapqamIiYnB1atXceLECZw6dUrhNb/my4inT5/CxsZG4Z7V8PBwEBGUlJRw/vx5jv7rr7+CiKChocHxQALA999/jxYtWvAa/V8DqVSKW7duYebMmahXrx569OjBjOvt27dZ+1SJiPFKFhUVYfDgwZyXBPLIvxKJBD/++CNHT0xMZK4tk8lw6tQpWFlZMWNW8yVCTcrLyxEdHY29e/f+5S8XBAQEBP7tCIaogICAwGcwevRohcFlysrKmOAr48aNQ1lZGUtfvXo180BrZ2eHhw8fMlpmZibjXVFTU0NAQADjCQkPD4eysjIGDBiAM2fO/G0PsnUZTocPH65ziWBhYSF27tz5yaAyAl8XmUwGIyMjNGzYkPXCQ87z58+ZOaqhoYE7d+6w9Li4OFbKk9pG/rlz50BEMDc3Z81voPqlSmRk5FcztCsrK3H58mVWm0pLS+Hr6wuRSAQigpeXF6NJpVKsXr2a0Ygn8NiFCxeYoGSKlueWlpYiICAAGhoanOW93xrh/hIQEPg3IhiiAgICAp/BoUOHIBKJ4Ofnx7tkbujQocxDq7OzM2vvW0ZGBsu7oqGhgX379jEP5qNGjWLpTZs2ZTw4c+bMYe1BXLhwIVJSUr5Npz8T4SH476ekpARr1qypc1+gh4cHiAimpqZITk5maRKJhJVj08DAAI8fP2adv6bhZmxszNobWVRUxLxQ0dXVRUREBOv8/v7+6Ny5M+9+6a9JdHQ07O3toaSkxNlTGx4ezhibJiYmnCXkaWlpcHR05CzPrc3Lly8xcuTIr5IL9XP5+PEjZs6ciRcvXvxtbRAQEBD4UgRDVEBAQOAzKCsrY4LbtGrVihMo6OjRoyxj0tTUlOVV6tChA2e534QJE1BaWoqEhASORkQYP348Xr16hRYtWnC0Dh06YOzYsZg4cSLmzZuHZcuWYf369dixYwdCQkJ4A6TIqaio+EftSf1SpFJpnfsLP6X//8rixYthbm6Oo0eP8n6/NVPW1KtXD/Hx8SxdbnTJi4WFBWupbc19mUSEhg0bsoy7zp07M5qKigp+/fVXRisoKIChoSGICIMHD/6mL1PKysqwcOFCLF26lKOlp6cz/ea7Z0pKSpgXRTWX5/KhaE/rt2LdunVQV1eHv78/ioqK/ta2CAgICHwOgiEqICAg8JnUjORqZmbG2tdYWFgIVVVVRm/dujX8/f0ZD1VwcDDrIb5Hjx4ICQlh9oD27t2bpY8cORKJiYmQSqVITEyEmpoaS1+zZg0+fPiAmTNncoxUPT09zp5LmUyGu3fvYubMmfDw8FDYx4SEBFy+fFmhXlxcXGf+T6DuIDSfS12GckZGBs6dO6dQz8zMrFP/HP7O/Xx1eZjFYjHevXuHvLw8jpabmwstLS0QETp16sSJuHrz5k2WV97NzY21B3nIkCGs4EsjR47E8uXLme9i0KBBLH3s2LFYtWoVo69atYrRdXR0MHDgQNYLm02bNrH0CxcuMJpMJsOHDx/w7Nkz3L59m5V/90vGpy4U7eMsLi7GsGHDMGvWLF5dJpMhODgYAQEBf+q6fHyqD3zz/9atWzhy5Ahu3LiBtLQ0Tp2SkhLUr1+f8fAqCiwlICAg8E9BMEQFBAQEPpOkpCTmIbymt0dOv379mL2iCxYsYGlv3ryBkpISo0+ZMoWl//bbb0zgEyLC3LlzWfrmzZtZxubGjRsZ7fTp06z9bESEyMhIANVGW0BAACt4i7W1NW/qj9DQUGhqamLAgAG8HhWpVApPT0/MnDlT4RLQjIwMzJ49u84lojExMUzqGz4WLlwIQ0ND3tQwABAZGVnnnrwbN25gwoQJCvWlS5dCW1tb4TLGn376CQYGBgpTZzx9+pSTbqUmly9fVuiRkslk2LFjB/Lz83n19+/fY8SIERxjXywWY+nSpUxKmdDQUN7jFy5cyMwvPkNFWVkZRkZGaNWqFeeFga+vL3R0dGBubg5LS0vO+MvHzdzcHA0bNuQEJoqJiQFRdbqdJk2acIJcicViWFpagogwbNgwzrGurq7MHN21axdv/6qqquDr66vwu3vw4AEyMjJ4DXWgei9sSUkJJ2iYTCbDkSNHUFFRgaqqKhQVFXGMxZrjUVRUhLKyMoUvXcrKynijCAPVLwTU1dVx5MgRXv327dtQU1PDgQMHWJ+Xl5dj0qRJICKMHj2a91h59GMnJ6d/9aoHAQGB/xsIhqiAgIDAFzB58mRebwQA7NmzB5s3b8a9e/d4dXd3d5w+fRoXL17kja7bpk0brFu3jjedi1QqRZ8+fdCuXTts3ryZ85CcmZmJjh07Mg+pYrEYDx48wIgRI9CgQQOWkdq4cWPWfjaJRIIlS5awvF18e/kWL17M1Dlz5gxHr6ysRPv27UFECA4O5h2/R48ewdvbmxPQpiarV6+Gg4ODwkjFn3rA/pS+efNm2NvbMzlDa7N9+3bY29srjDDr4uKCIUOG8Hq1Xr58CSJCt27dkJuby9EvXrzIBM+pvZQzMzMTzZo1AxFh/fr1vNd+9uwZPD09FRrpb9++xbZt2xQayr6+vpg4cSKOHz/O2RN5+PBhuLm5oVWrVti5cyfnHCEhITh69ChSUlJ490lLJBIMGjQI6enpCpepHjx4EJs3b+YdG5lMhrCwMDg4OChcBhsYGAgiQr9+/ThBwYDqe1BXVxe6urq4dOkS54XHhAkT4ObmBiLCli1bcPHiRZYeHBzM7PeeOnUq9u7dy7mGv78/VFVV0aZNG965VlJSAgcHB07+UjlxcXFo3Lgxb3RioHpVQuPGjRXm4N28eTNiY2N5jy0rK8OyZcv+1mjbAgICAp+LYIgKCAgIfAF15fbbuXMnli1bhjt37rBSmuTn5+PEiRMIDQ3lPPzX5MyZMwo9OUC1V3XlypUK9crKSvj7++PKlSusz2UyGTIyMvDrr79i0qRJcHV1Zbw1hYWFTBAbedHX10dQUBDrHIcOHWJ0bW1tzJo1i5O2ZfHixdDW1oaPjw+ioqL+v/TIvHv3Du3bt8ebN2949e3bt0NJSQm//PILR5PJZOjYsSNsbGw4yyarqqqwf/9+hIaG4sGDB3WmC5Kfqy5N0TyTSqV48OABlJWVYWlpibVr1zJzrqKiAu/fv4e5uTmzfHbKlCmIiYmBTCbDtWvXMGzYMOzatUuhR/JT+yQlEskn61RVVfGmDHr+/Dk0NTXh6OiIAwcO8NapuTx4+vTpHH3p0qWsuV57r/e9e/dYeu2gTgCwY8cOEBE6d+6ssA+hoaHYsGFDnf38WgjBwwQEBP4tCIaogICAwBdQVlYGHx8f+Pr6IiIigmWYVlVV4bvvvmMih3733XfYunUrUlNTsWvXLohEImhpaaFDhw6YPn06duzYgbt379a5jLU2n7P/ki+vZ23khsyVK1cQGhqKW7duISMjg9dIiI6Ohp2dHWbOnInLly8rzCt66NChL+rLv5GXL1/WaUiNGjWK8yJAzt27d7Fy5Ure8fur2bdvH3x8fPDbb7/xzpmaBpm6ujomTpyIhIQEAP+7TLxmadmyJbZs2YJ169Yxn8nnRFhY2CcN5/8WmUyGoKAgRERE1GmEz5o1C0QEV1dX3pdGO3fuZNo/fPhwjl5ZWQkdHR0QERwdHXmvUVxcDH19fXz//fd1tpkvTY6AgICAwP/yuYaoqLrut8HZ2RkPHjz4ZtcTEBAQqE1sbCxZWVmRmZkZR8vJyaGOHTvSy5cvSUtLi3r27En9+/en/v37U/369alnz54UGxvLOqZhw4ZkbW1Nd+7cIb6/pyoqKqSlpUU2NjZkampKenp6pKenR/r6+sy/+/TpQy1atPhqfVbE69evycLCgkQi0Te/9r8JAPTixQuytbXl1aVSKSkrK3+ztnh5edH58+fJzMyMRo4cSaNHjyZnZ2cSiURUUVFBbdu2pZSUFNZxnTp1ojlz5lBMTAwFBwdzzquurk4dOnSgW7dusT5XVlampk2bkq2tLXXq1Ik6d+5MpqamZGJiQnp6et9s7gwbNozu3LlD8fHxZG5uztHDw8Np4MCBJBKJ6MmTJ+Tg4MCpM2DAALpy5QqtXr2a/vOf//BeZ8GCBdS0aVOaPn36X94HAQEBgf8riESieADOn6wnGKICAgL/l3jy5An17NmT1NTUyMXFhSnOzs5kYGBAKSkp5ObmRkVFRazjmjZtSt26daNLly7RmzdvOOc1NzennJwckkqlrM/V1dWpoqJCYXuGDBlCmzZtory8PMrOzuYUW1tb2rVrF+8DPwBKSUkhBwcHUlJSUngNAJ80GGQyWZ3n+Nw6X5u6jL7y8nISi8VkaGjIq5eWlpK2tjavJv+/sK5x+pxx/G+RSqW0c+dOEolE5ODgQA4ODmRmZsa67ocPH6ht27b08uVL5jN7e3saPXo0jR49mgoLC6ljx44kk8lY59bU1CQ/Pz86d+4cJScnM58rKSlRSEgIDR8+nMaMGUMnTpzgtEtfX59zT6ipqZGJiQmZmJhQ/fr1qWnTprRhwwbS0NDgHC8Wiyk1NZUcHR1JTU2Nt+9isZg0NTV5tV69etGqVavIzc2NV09MTKQ2bdrQmDFjKCQkhLfOpk2b6IcffqCMjAyFLxWeP39O+fn51KFDB179W3D37l3S0NCgxo0bk6GhofCiSEBA4F+HYIgKCAgIKODJkyfUo0cPysvLY31uZ2dHnTp1Ik9PTxo+fDhJJBKWrqSkRGPHjqXLly9Tfn4+87mysjIdP36c1NXVadiwYVRZWcnSevfuTXFxcfT+/XtOW0QiEa8nlYjIxMSEHj16xPIA5eTkUGRkJEVERNBvv/1GPXv2VPjg/ccff9Du3bvJ3NycZs2axVtHLBbT/v376cWLFxQUFMRbJzc3l3bs2EHl5eW0bt06jl5aWkoREREUGRlJGzduJC0tLSIikkgklJmZSU+fPqWUlBRKSEignj17UqNGjSgvL48pubm5zL+9vLyob9++9Mcff1BWVhZT5L+vXbuWJk6cSEREZWVlFBMTQ1FRURQVFUUpKSmUlJTE8nZLpVK6cuUKbdu2jcaMGUPjx4/ntD89PZ3Wr19P+/bt4+1/aWkp+fn5UXBwMKmrq/PWiYuLo+LiYurZsyevDoAePHjAeC5rI5PJKDs7myoqKkhfX58GDBhA8v8v9fX1ycHBgZo1a0YODg40ZswYevv2LXXq1Ik11+T4+PiQsbExbdq0ifX5xYsXaeDAgZScnEwuLi6sFyR2dnYUFhZGTZo0oT59+nA8oz/88APZ2NjQ/PnzeV+sWFpa0tWrV6lJkyaUlpZGjx8/ZpXnz5/TyJEj6dixY5xjP378SFu2bKGMjAw6dOgQ7/gFBgbSmDFjeFcyEBG9efOGrKysKDU1lZo0acJbJz4+nr7//nu6f/8+ry7nz75w+JRnHABJJBJSVVVVqL9//56Ki4tp4MCBlJKSQrq6utSoUSNq3LgxNW7cmBo1akQDBw6kZs2afXH7BAQEBL4Vn2uICntEBQQE/k/y+PFjmJiYsPbLaWtrM3k69+3bx9lP5+LigqysLMTGxjJ5HWsWT09PHDlyBJqamiAiJiUHEUFVVRUWFhacY+oqysrKaN68Odzd3dG9e3dWqhZ5CQ0NRWJiIlJTU/HixQuIxWJcvXoVgwYNYlLGyCPpFhcXM/sKi4uLsWnTJpiZmYGIEBISgvLyclZAlNTUVEydOhXq6uogIly7do3Rc3NzceDAAQwaNAgaGhogIowYMQJLliyBl5cXmjdvzsq/SkSwt7dH48aNFfZXPm6KiqurK86dO4clS5agU6dOnPN///33zD7PgoICBAYGwsbGBkQELS0t5ObmsvbZlpWV4ccff4Samhq8vLwgkUg4AWESEhLQtGlTWFpa8gaLqaiowLJly6CsrIzff/+do0ulUpw9exYdO3bE4MGDIZPJcP36dfzyyy+YP38+vvvuOzg4OEBdXR2qqqpM1OGPHz+iV69enDFYvXo1s5fyl19+4egzZsyARCKBWCxmIvXKi5qaGg4fPgzgf9MGDRw4EMbGxswYHT9+HAUFBXBwcOCc29bWFr/88gusrKw4mqqqKurVq8ea8zWLkpISwsLCkJOTw4zNx48fsWbNGhgaGoKIsHPnTt48rxcuXIC6ujpvaiKgeg+3t7e3wnyhAPDw4UNUVlbi4MGDCuvUlbpHJpPVGRH64cOHWLx4Ma8mlUpx/vx5dO7cGQUFBSgoKMCFCxcQHByMuXPnYuDAgWjevDk0NTWZqMqFhYWcHMREhHHjxv2tuXAFBAQEPgcSghUJCAgI1E1ycjLHGK2ZWqFm6hN5kedBvHjxIpSUlNC7d29MmzaN0Xfu3Inff/8d2traGDNmDC5duoQ2bdqwjFWRSAQiwvz585nULH9VkedzlBcVFRU0bdoUurq6ICLEx8dj9erVqFevHqtew4YNoaSkhIyMDNy8eZMTcVduGPv7+6NLly6MkVtbX7lyJdq2bauwfWfOnEFQUBBjfPAZUvb29n+6/1u2bMG0adN4XxQQEW7evMl8f9bW1qz+GxoaIj4+HkC18bBx40bG2DUwMEDDhg1Z0VaTkpJY322TJk2Y48ViMfbu3cvqS8OGDXHjxg1kZWVhzpw5jAFf01A8evQoc/7y8nIMGzaMVcfX15fRZTIZR+/bty9jqN67dw9KSkpYv349unfvDiKCm5sbY3D37t0bly5dQlZWFlxcXEBE6NSpE6RSKV6+fAkzMzM4Ojpi7969MDAwABGhd+/eyM3N5TWS5XOgru9nyZIlKCkpwfr16zlzUFVVFXv27GHdoyEhIcw5u3Tpgt9++41zH69evZoZm0ePHnF0mUwGV1dXbN26FSkpKbx/C6KjozFnzhykpqby6oGBgXB3d+dNr3L27FloaWmhdevWrLQxEokEx44dQ8uWLUFE0NPTw6+//gqZTIZLly7x3vs1jdnKykpMnz6dpXft2pW3fQICAgL/JARDVEBAQOAzSE5OhrGxMczMzODn58fyekmlUgwfPpwxQKdOncrS9+zZw3hhoqOjMXHiREa/e/cu5s6dy5zn9OnTGDx4MKqqqnDjxg00aNAA4eHhAIC0tDQsX74cLVq0gLe3N/PQuWzZMsyePRv29va8hh9RtRf3Uw//tevXpdva2tapDxs2DK1ateLVDAwMmJQg169fR//+/Vm6nZ0d86BfUFCARYsWMd5WIoKDgwPS09MhkUhw9OhRNG3alHW8mZkZFi1aBGdn5z9tqAYGBmLQoEEK9Q0bNiA7O1uhobVs2TJUVVVh7dq1HI+s3JD4+eefGU9zzaKpqYnQ0FBm/uTk5GDJkiXQ09MDUbXHWO6RlyORSDBz5kwQVXucMzIyWHpRURHs7OxgYmKCRYsWMTlU5cbowoUL8fTpU1RUVGDJkiUsj2R2djaT4qW8vBx+fn7Izs5m9ISEBAwZMgRAdXqbCRMmID09nWmXPP9s9+7dcfz4cbi7u+P8+fNYvXo1J8etrq4ujIyMMHToUNSvX1/h+Nf0am7fvp15aSMvPXr0YPU/ISGB5YVt1qwZJ5rw5cuXGb158+Ycz7ZMJkPXrl1BVO11rx2998qVK8z9Jx8P+XFyI1hexo8fj4qKCuzbt493BcPatWtZx1+/fh09evRg7p8TJ05w2hYUFASRSITOnTtz0gMJCAgI/BMRDFEBAQGBzyQ5ORnu7u68WllZGVxdXZGbm8urK1ouKD9WETk5OUxajdrEx8djwIAB8PHxYT4rLS3F6dOnMXr0aMa7SUSYPXs2vL29Wd692qVfv34KPYTyYm9vj0mTJmHAgAGwtbXlGABEhFGjRjEP6a9evcKePXvg5eXFpMWYNGkS79hOmDABqqqqvPkXs7KyMH78eIhEIpY3GgDHID1//jyjPXv2DMuXL2cZzt27d0eXLl0Yw6528fLyqnP57/r163H8+HEYGRnx6k5OTrh//z46dOjAq+vp6SEqKgrnz5/Hhg0bMHnyZHTu3JkxvLS1tTmGJAB8+PABa9asQb9+/Xjng0wmw4oVK3jTxyQmJiIqKgoeHh6szy9evIhOnTph3Lhx2LBhA8LDw5GZmYnnz5/j4MGDuHr1Kh4+fIg3b97UmQM3Pz9foQZU58jl89JVVFQgJCQE7dq1Y14i8BnnNUvDhg2Rl5cHmUyGNWvW8NbZvHkzcw2xWAxHR0eW3rFjR9Z9JZPJWC8u9PT0MHfuXNby1itXrjC6oaEhax4+ffoU+vr6jG5nZ4fHjx+jrKwMo0aN4rSvW7duyM7ORmJiIs6ePYuNGzdixowZ6NWrF6ytrRXmC75z5w4GDhyo8O/M+fPnsXTp0jq/CwEBAYF/Cp9riArBigQEBASI6P3791SvXj3WZwUFBaSnp0cfPnwgY2Pjbx69Mi0tjezt7Tmfl5eX02+//UanT58mXV1d+uWXX4ioOprqo0eP6OHDh0xJTU2ldu3aUWRkJL169YpevHhBmZmZrJ8vXrygsrIyOnXqFA0dOpSIqoMYpaWlUWpqKqWkpFBqaiqlpqbStm3bqEePHqz2VFZW0p07dygiIoKWLFlC+vr6nDa/fv2aoqKiaMyYMbx9ffToEWVkZDDXr4lUKqUTJ07Q27dvaeHChSwNAMXGxtLRo0cpKSmJbty4QSKRiLKysigxMZGSkpIoJiaGbt26RRUVFWRiYkJisZjEYjGVl5ezzqWlpUVlZWV1fCNEBgYGZGBgQCoqKqSiokLKysqsn/b29rRv3z5OUKPCwkJKS0sjNTU1atOmDe+5y8rKSFNTU+E8q6io4Jw3KSmJevfuTcrKyuTk5EStW7em1q1bU6tWrSgjI4NGjBhBYrGYqa+pqUkmJib0+vVrJqquSCQiY2NjMjU1ZYqZmRlNnz6dd/7V5u3bt9SgQQNeDQBFR0dTcHAwLViwgIyMjOjVq1cKy4QJE0hLS4s2btzIez5dXV3avXs3jRo1ihYtWsSpZ2FhQdOmTSM/Pz/S0tKi8+fP0+DBg4moOpXS7Nmzafny5UxkZZlMRs7OzvTkyROaO3cuLV26lNEKCwupQ4cOpKamRoMHDyZPT09q164dlZaW0qJFiyg7O5saNmzIFEtLS+anoqBWnwpoVFdk6vLyct6IxAICAgL/NISouQICAgKfQVlZGR09epR0dHSYVBTGxsZMxNphw4ZRcXExo5mYmJC2tjbFxcXRmzdvSF1dnTQ1NcnIyIi0tbVJTZ9+QrwAABYkSURBVE2NVFVVGUPFw8ODbG1tqaSkhFXKyspo9uzZHOOXqPrhXSwWM9Fn6+JTD7ZlZWWUnJxMtra2ZGxszFsHAOXl5dH79+958y/WrvtPTSchkUhIJBIpHI+SkhISiURMChepVErl5eVUWlpK586do5cvX5KBgQGZm5uTlpYWaWpq8v6sX7/+N8sbSkSUl5dHvr6+VFlZSTY2NqxiaWlJL168IHd3d8rOzmYdp6GhQY0aNaLMzEze6Lp1RWxu1aoV2dnZUUVFBVVWVrJ+VlRU0MSJE8nPz++L+vGp9D8SiYSmTJlChw4dIg0NDXJwcCBHR0dydHSkFi1akKOjI1lZWZFIJKLbt29Tt27dmPnYr18/mjFjBg0YMIBUVFSY6zk5OVFSUhINGjSI/l97dx4UxZn+Afz7ihyWgqtGPAFFLaPEi2w2Gk3WYmWjmEo0ka3gT80aw6+i0dVoIh5bG+NR2dUqjxwmpSGuBxsTSSAGxAMUMAENxANRUAcUxd8iKspwKTjz/P6YoZd2ZsjJDAvfT9VbzPTb3fMOvLbzdPc8z7p162wC69jYWMTHx2P16tXo06ePru/kyZPo2LEjAgMDf9L7JCJq7ZwSiCqlxgPYBMANwMciYpvXvwEGokTkCmazGYcPH4bJZIK7u7sWKNY/NhgMWLBgAYqLi3Xb+fj4oHPnzigrK4PRaPxVx/TOO+9gxowZuHjxIgwGg+7n1atXkZKSghEjRthsd/36dRw9ehSDBg1CUFCQw/3/0NU14McFlbW1tQ7rPgJAXV0dSktL0atXL7v7v3DhAioqKvDb3+r/P7p37x5yc3Nx8uRJvPjii+jQoYOuv7S0FMeOHcPAgQMxcOBAu/suKiqyCR5cRURgMpm0IOinrlNSUoIbN27orq42bBUVFZg+fToyMzN127m5ucHf3x89evTAmTNnUFFRYbPvwYMHa+VxGvr973+P8vJynDp1ymafImJTh7TeM888g/j4eF0wXl5ejtzcXOTk5GjjiI6ObnTuPDj/cnJyUFBQgEceeQSBgYEOg/2KigoMGzYMVVVVmDVrFiIjI9G3b1+b9fbs2YPVq1djw4YNDsvq3Lx50+EJmp+qOZ+kISJypiYPRJVSbgAuAAgFUAwgC0CEiJxztA0DUSJylXPnzmH69Ok4ceLEz9p+6NChyMnJsVkeGBgIEcGlS5ds+jw8PBxeiXJzc7OpU1pv0aJFWLt2LZRSuHTpEo4ePYr09HQcPXoUFy9eREBAAPLz821u0ysrK0NCQgLi4uIgIoiPj7e7/5ycHPzrX//CjRs3EB0dbdN/7949HDhwAJ9//jnc3d2xbds2Xf/Vq1exf/9+7N+/H8nJyfj666/x1FNPobKyEllZWcjIyEBmZiaOHTuGsrIyfPPNN3B3d8eJEyfw/fff4/vvv8eZM2dQV1eHyMhIbN68GTk5OcjMzNRaYWEh+vXrh9zcXO19Go1GJCcnY9++fUhKSsK8efOwZMkSm/Ffu3YNO3fuhI+PD+bMmWP3d3D//n18+eWXCA4ORv/+/e2uIyI4dOgQKisr8fzzzzvczxdffIHNmzcjMTHRJqAWEZw4cQKxsbFITk5GSkoKfHx8UFtbC4PBgPPnzyM/Px+5ublISUnB9evX7b5OvS5dujisRxsVFYW4uDicP39e1zdu3DjMnj0bb775JgoLC222CwwMREFBQaOv25Cbmxv69+8PX19fmM1mFBcXo6ioSLfOwYMHERoaarOtiOD48eOIiYnBww8/7LC+LWAJbo1GI/z8/HTLY2Ji0LZtW0yePBn37993eOfAt99+i8cffxwAGj1BYO+W54Zu376NkydPOgxmASA9PR0HDhzAmjVr7PYXFhbi448/xquvvgp/f39t+f3795Gfn4+srCz885//RE1NDfz9/VFdXY2amhpUV1drraamBt26dcOhQ4d+teCZiKgpNHkdUQCjABxo8HwpgKWNbcNkRUTkSrW1tfK3v/3NYZbZsWPHaplAH2zDhw+XyMhILTHPg+3BUhS/tLm5uTmsyfj000/Lu+++K9u3b5etW7fKvHnz5LHHHtO9r0OHDkl1dbUYjUa5ffu2ZGdny7JlyyQoKEhbp2EGzsrKStm9e7dMmzZNl+wnMzNTqqqq5Ouvv5Y5c+bI4MGDdWMJCAiQqVOnyuDBg+1m9m3Xrl2jWX39/PzEw8PDbt+kSZNk1apV8tJLL8mIESN0v4/27dtLdna2XLhwQQoKCiQ/P1/ef/99CQ0N1caRn5+vvT+z2SwVFRVSVlYm7777rvTt21e6dOmiqytaV1cndXV1YjabJTExUUtKlJGRISKW5En1GVmNRqNs3LhRAgICBIBMmTJFt/2xY8fkjTfe0NVNffzxxyUsLEz69+9v93cyZMgQSUxMtCnBU998fHzk7Nmzsnz5cps+d3d3mTVrlqSlpTnMahwaGqplcl2wYIGMGTNG16+UEqWUfPrpp1om15/T2rRpI8HBwfLcc8/JvHnzZN26dbJhwwaZOXOmllTL3d1dy/ArYsksbTQapaqqSu7evSsbN26ULl26aFl66/+GDRMrZWRkSEhIiO7feMOMt9XV1TJjxgwpKiqy228ymWT58uUSHx9vt1/EUgLH399fNm/ebLf/2rVrMnXqVAEga9as0fXX1tZKbGysVg80ODhYTp06JZ988om89tprMnLkSF3yrPbt28uyZcscJhZTSklKSooQETV3aOqsuQCmwHI7bv3z6QDeb2wbBqJE1Bx89913NqVB6ltqaqokJCRodRMfbB9++KEMGjRIAEsGzbCwMF0AVp9h869//assXrxYC1QatoiICHnhhRd02W9d0Xr16iUdOnRwWBqm/sOvK8f4c5uHh4eMGjVKBg4cKL6+vlrg1/B3PmjQIJkzZ4788Y9/lH79+ombm5usWbPGpjxMRESEDB8+XLy8vGTPnj0SFRWly6QKQDp06CBubm4yefJkh4EkYCn/0dhJiw0bNsidO3dk5syZdvujoqJERGTr1q12g9mXX35Zbt26pdUF/fzzz3XlaiZPnixPPPGE7NmzR8xmsxw5ckRCQkK0fi8vL7l165aIWDITL1q0SFfztUOHDnLy5ElZunSpLsj+qc3T01MGDBgg3bt315UUioiI0ILVhx56SBISEuStt96SsLAw6dq1q2zZskU7odSmTRsJCQmRc+fOydtvvy2PPPKIVoe1sLBQq/F648YNiY6OlpEjR2rlUW7fvq3Vyj106JDs3LlTRo8eLZ9++qmIWILUtWvXaic/IiIi5LHHHpNt27aJiCXIXLdune7ElK+vr2zYsEEMBoMsWbJEunXrZvOeH330UYcnswBogfPkyZPt9oeGhjr5aElE9NPBCYFoOGwD0ffsrPe/ALIBZPv7+zvlzRMR/ZDq6mqZP3++9gGvU6dOMnToUO2KV0FBgQwbNkwAyKZNm2TFihUyatQoqaurE6PRKOHh4RIcHCwiIleuXJGVK1fKqFGjpLi4WCZMmCDvvPOOiFiuoBw/flxef/118ff3Fz8/Py2YMJvNkpubK7Nnz5aHHnpIAMvVpIsXL0pSUpJMmzbNbsmL3r17OyxR0tyan5+f9OvXz+6Hb29vb5kwYYL06dPH7lXRXr166eqMNof2QzVbHwxQH2zbt2+Xqqoq+eCDDyQwMFDX5+vrK/v27dPm6N69e3XBTFBQkK7O6IEDB8Tb21u6du0qCQkJMnbsWMnNzRURS33RMWPGSEFBgYhYTr6EhYVJXl6eVFVVyYULF3T/Hr799lsZP368pKSkyJ07d3R9NTU1EhMTI0OHDhU/Pz8pKyvT+m7evCkLFizQ5i9gOUEzZMiQJjmJER4ergXZAGzuGpg0aZIcOHBAV4Kn4cmHcePGyblz52TAgAHaMi8vL+3x2LFjpbS01KYGbn0LCQmR5ORk7WTUg61r166Njn/27NliNBrlo48+0o4vDefOqlWrtN9tYmKibo4EBATI+vXrf9mBj4jICeCEQJS35hLRf72UlBTx8/OTAQMG2PRVVVXJ9OnT5aOPPrLpM5vNsmvXLrv7NJvNkpeXZ7evsrJS4uLi7Palp6fLxIkTZcuWLbrlZ8+elSVLlmhX2v7yl7+IiEhJSYns2LFDIiIibGpf7ty5Uw4ePCirVq2SsLAw3VWt+rZy5Uo5cuSIbNmyRV599VUZPny4TfAQHR0tBoNBrly5IklJSbJw4UJd7c4nn3xSTCaT1NbWSnV1tZw6dUoWLlyo1c6cMmWK9j5MJpOcPn1a5s6dqwXSly5d0vrPnDkjixYt0oKvtWvXasH66tWrdVcq27VrJ4sXL5bQ0FCHV5aDgoIaDYaUUhIaGio9evRoNHgIDg6WoKAg7T3Za97e3pKVlSVVVVWSm5sr69evl/Hjx+tuvfzzn/+su3Wzrq5OPvvsM+19rV692mZO3Lx5U/70pz8JAMnOzrbpP336tAwePNjhXKuoqLDb93PV1NSI0Wi0WW42myU1NVWef/558fT0lPPnz0t8fLy8/vrrEhwcbHPVvU2bNhITEyNbt251WJcVgHTr1k2effZZWblypcyfP9/hbatPPPGErF+/XhYvXmz3b96tWzeJioqSDz/80O586dy5syxcuFB27NghPXv2tPsakZGREhYW5nCs7u7ucvDgQUlMTJQVK1bIxIkTdXOmY8eOutuRzWazZGRkyIwZM8TT01OCgoJsbv2trq6Wt956Szw9PeXNN9/8Vf+WRERN5ccGor8kWVFbWJIV/QHANViSFU0VkbOOtmGyIiJqjsrLy7Fo0SJs3rzZJsuniOD69evo3r2708ZjNBrh4+Njs9xsNiMtLQ1fffUV1q5dqxuryWRCVlYWkpKSkJSUBG9vbyQnJ2tZPM1mM3Jzc5GamorU1FSkpaWhf//+yMzM1JXUKCsrQ2pqqpZYp3v37khNTdVlAxURnDlzBnFxcYiLi8N7772HJ598UjfWuro67Nu3D7t27cIHH3wAX19fXX9lZSV2796NTp064YUXXrDZNikpCenp6Vi3bp3uta9evYq9e/ciPj4eISEhWLp0KUwmE3Jzc5GRkaG1wsJChIeHY+bMmcjPz9fa+fPndQmB5s6di5EjR+Ly5cu6VlRUhLq6OgCW2pSnT59Gly5dUFFRgfz8fOTl5Wk/8/LyYDAYMHfuXGzcuFH3Xu7evYuMjAwcPHgQhw8fxq5du2xKiIgI0tLSsH//fvz97/aTz3/22Wfw8fHBhAkTbPpKSkqcOj9/yOXLl2E2m3VlT8rLy/HNN98gLS0NaWlpyM7OxpAhQ3D69OlG9zV16lSsX78er7zyChISEuyuM3HiROzYsQOvvPIK4uLibPq9vLyQnp6OxMREvP3223b3sWnTJpSXl2PFihUOswX37NkTEydOhMlkQlVVlVaKqeFjPz8/JCUlabV0RQTFxcXIyspCVlYWAgMDERkZabPvW7duYfv27QgPD7dJzgQABoMBsbGxdpNzERE1N84q3xIGYCMs5Vs+ERH76eKsGIgSUXMm0nLKL5SWlqJz584Os4XWB6YBAQHah2Z7rl69Cl9f30azit69e9cmg68zNJbttKSkBMeOHcOECRNs1rl9+7aWrfby5cuIiopCu3btdOuYTCaUlJRogWmfPn0wevRoh2Opra1FYWEhBg4c2Ogc+qFamq1FRUUFTpw4gUcffRQ3b95EaWmprl2/fh2lpaU4e/YsioqKcOfOHd32bm5u8PT0hJeXF9q0aQOz2YyysjK7r1VfO7aystJuv5eXF9q2bYtOnTqhZ8+e8PHxQceOHeHj46NrHTt2xPDhw21KERERkZ5TAtGfioEoERER/RgmkwkGgwEeHh7w8vKCp6en1upPsFy6dAkrV66El5cXfH19da1r165o3749Nm3ahDt37qB79+52m7e3d4s5AUVE1BwwECUiIiIiIiKn+rGBKO8PIiIiIiIiIqdiIEpEREREREROxUCUiIiIiIiInIqBKBERERERETkVA1EiIiIiIiJyKgaiRERERERE5FQMRImIiIiIiMipGIgSERERERGRUzEQJSIiIiIiIqdSIuK8F1PqBoAip70g/bd6CMBNVw+CWi3OP3Ilzj9yNc5BciXOv5YhQES6/tBKTg1EiX4MpVS2iPzW1eOg1onzj1yJ849cjXOQXInzr3XhrblERERERETkVAxEiYiIiIiIyKkYiFJztMXVA6BWjfOPXInzj1yNc5BcifOvFeF3RImIiIiIiMipeEWUiIiIiIiInIqBKDULSql1Sql8pVSOUipOKfWbBn1LlVIGpdR5pdTTrhwntWxKqfHWeWZQSi1x9XioZVNK+Smljiil8pRSZ5VS863LOyulDimlLlp/dnL1WKnlUkq5KaVOKqUSrM/7KqWOW+ffZ0opD1ePkVompdRvlFKx1s9/eUqpUTz+tS4MRKm5OATgEREZCuACgKUAoJQaDOBFAEEAxgPYrJRyc9koqcWyzqsPAEwAMBhAhHX+ETWV+wAWicggACMBvGadc0sApIjIAAAp1udETWU+gLwGz/8BYIN1/t0GMMslo6LWYBOA/SLyMIBhsMxDHv9aEQai1CyIyEERuW99egxAb+vj5wDsFpF7InIJgAHA71wxRmrxfgfAICKFIlILYDcs84+oSYjIv0XkhPVxBSwfwnrBMu+2W1fbDmCSa0ZILZ1SqjeAiQA+tj5XAEIAxFpX4fyjJqGU8gHwFIBoABCRWhG5Ax7/WhUGotQcvQwgyfq4F4CrDfqKrcuIfm2ca+QySqk+AEYAOA6gm4j8G7AEqwB8XTcyauE2AlgMwGx93gXAnQYnhnkcpKYSCOAGgG3WW8M/Vkq1B49/rQoDUXIapVSyUirXTnuuwTrLYbldLaZ+kZ1dMdUzNQXONXIJpVQHAF8AWCAiRlePh1oHpdQzAEpF5PuGi+2syuMgNYW2AIIBfCgiIwBUgbfhtjptXT0Aaj1EZFxj/UqplwA8A+AP8p+6QsUA/Bqs1hvA/zXNCKmV41wjp1NKucMShMaIyJfWxdeVUj1E5N9KqR4ASl03QmrBRgN4VikVBsALgA8sV0h/o5Rqa70qyuMgNZViAMUictz6PBaWQJTHv1aEV0SpWVBKjQcQBeBZEalu0LUXwItKKU+lVF8AAwB854oxUouXBWCANWOkByxJsva6eEzUglm/jxcNIE9E1jfo2gvgJevjlwB85eyxUcsnIktFpLeI9IHleHdYRP4HwBEAU6yrcf5RkxCREgBXlVIDrYv+AOAcePxrVdR/LjwRuY5SygDAE8At66JjIvKqtW85LN8bvQ/LrWtJ9vdC9MtYrwxsBOAG4BMRWePiIVELppQaA+AogDP4z3f0lsHyPdHPAfgDuAIgXETKXDJIahWUUmMBvCEizyilAmFJ1tYZwEkA00TknivHRy2TUmo4LImyPAAUApgJy0UyHv9aCQaiRERERERE5FS8NZeIiIiIiIicioEoERERERERORUDUSIiIiIiInIqBqJERERERETkVAxEiYiIiIiIyKkYiBIREREREZFTMRAlIiIiIiIip2IgSkRERERERE71/50ARgJgbvcGAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.vector_field(dh.cpu_arrays.u[1:-1,1:-1,:], step=8);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# The Stream Push Scheme"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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m5uYyCp1X3SiCulLLJn/4dHxDQ0MYGhrCnj170NTUhPz8fNePJV18jKB4X3l5uev7n5ubQ29vLxYXFzOOi1fdKKK+vh59fX2mvw86vv7+fgwMDKC5uRm7d+9OmS1zAyvjQvG+5A6nUzRNw+zsLO7evYtoNJrxOLgbxTA2oa7UpUvG/07RoD/+Y+B//k/gE58Afvu3AQ8uVK3UZor3eTFZsrCwgN7e3rQTaIRX3SiCulKRSMTw3/2szWljfQTF+w4dcn33s7Oz6O3ttbTMvNc1gGqz2YS/UW3es2ePoRQ7JV2sj6B4X3KH0zGaBvzwh8CnPw3cv28uT0QA3SggxzpSgHlXSo/XHapM0QHCi3if1Q6UHq+6UUS6mS89Xs+CZYr1EV7E+6x2oPR41Y0i0nWl9HjdobIS6yPcjBDY6UDp4W4Uwwhg1pXS43GHyk5tdrsGWO1A6fGqG0XIUpszxvoID+J9VjtQerzqRhHpulJ6vO5QZYr1Ea7H++x0oPQE0I0CclCkjO6VMsMrobL6ZQTci/eJCBTgfTeKMLpXygyvTtqZYn2Em/E+EYECvO9GEUZ5bDO8EqpMsT79/t2IEIgKFMDdKIYRxuheKTM8EiorsT7CrXifiEAB3nejCKN7pczwTKgyxfoIF+N9IgIF+FcDRGuzm0KVKdan378r8T5RgQIC60YBOShSgLWulB63hcpqrI9wsnqfqEARXnejCKszX3rcPmlbiY8RTlfvExUowutuFGG1K6XHbaGyMy5OVu9zIlAEd6MYxgFWulJ6XBYqO7XZ6ep9ogJFeN2NImSozZZifYTD1ftEBYrwuhtFWO1K6XFbqKzE+ghHq/c5ESgioG4UkKMiZacrpSdZqEZHR4W2YafF6STed/PmTWGBAvzrRhF2ulJ6kk/aIi1kq7E+wkm87/r168ICBfjXjSLszHzpSRaqhw8f2t6GnVgfITL+mqbhypUrwgIFcDeKYRxjpyulJ1moBLoSIrVZtAZ0dnYKCxTgXzeKsNOV0pNcmycnJ+3v3Gqsj3AQ77t27ZqwQAH+1wA3avNrr70mNFlvNdZHCMf7VBU4eVJcoIBAu1FAjooUYL8rpcdJO1/kCyoa73MaO/CrG0WIzHzpod+ryLhajfURTuJ9IidoPX51owiRrpQeVVWhaZpQcbEa69PvSyRCQJMkTsaGu1EM4wJ2u1J6aMZb4OLSTqyPEI33Oa0BfnWjiCBrs+VYHyEY76Ma4AS/ulGESFdKD9VmEazG+vT7Eor3bWwA6+ub/xMlwG4UkMMiJdqVAjb/eNva2oQkw26sjxCZMTh27Biqq6uFvmR+d6MI0a4UsHnMhw8fFjqR2YmPEaLxvtOnT6O8vFzod+t3N4oQnfkCNsfl+PHjQqtPioyLSLxPURScO3cOJSUlQr9b7kYxjEuIdqUAoLgY+O//Hfjwh21/VKQ2i8b7Tpw4gaqqKuHa7Gc3ihDtSgGbx3zkyBHs2LHD/oftxPoIgXhfKBTCmTNnUFZWJlybg6gBTmvziRMnhCYA7cT6CKF4X0EB8OabwL59m/9tl4C7UUAOixQg1pUiidq9e7ft/dmNDhCi8T79l8Tuz+l3N4oQnfkiiaqvr7e9T7uxPkI03hcOh4Vlyu9uFCHalSKJEimgIrE+QuR7lpeXJyxT3I1iGBcR6UqRRL34ou3dOanNIjVAURScPHlSSKb87kYRTmrzkSNHxOqW3VgfIRjvC4fDwjLldzeKEO1K0fXh9u3bbe/TbqyPEI73VVWJy1TA3Sggx0XKbldKURTU1NQISRQgFusjRON9dCFr5+QXVDeKsNuVUhQFO3fuFJIowH6sj3AS7wuHwzh58qTtzwTRjSLsznwpioLm5maxWUjYj/URTlYIysvLwymbs+HcjWIYl7HblSouBn7u54QkChCL9RGi8T66kLVzjguqG0XY7UopioJdu3aJT/7ZjfURDlbvE63NQdYAkdrc0tIiJFGA/Vgf4Wj1vqoq4Ac/AOx0jSXoRgE5LlKAva6UqqqYmprCyMiI0L5EY33Ao4eC2kVVVXR1ddnab1DdKMLuzJeqqhgdHRV+ToFIfIxYX18XivfFYjF0dnba+kxQ3SjCbldKVVUMDAwILTIBOBuXSCQitHrfxsYGbty4YatIcDeKYTzATlcqGgX+9/8Wvnh2UptVVRWK96mqilu3btmaXA2qG0WI1OaRkRGxRSYAsVgfMTEhtHqfSG0OqhtF2O1KqaqK/v5+zMzMCO1PJNZHCK/et7AAfOAD9sRagm4UAIgFL7MI6kpZPRGqqoq7d+8CAHbt2mVrX/n5+SmdlrW1tZQ/yFAohLy8vJSTld1ZKDpRP3z4ULrnRmWCulLLFldoUVUVt2/fBgDbslFYWJgyLqurqymzjIqiIBwOJ4xLKBSyPTMTi8WEnk0RZDeKoCeqW73oUFUVnZ2dQhGCoqIiS+NCY6L/m1UUxfYs8cbGBq5du4ZIJCLdM0MYZstBXalLl6y9PxoF/uN/3PzvX/olW7syqs1WawC9bgdVVXHz5k3bz3QMshtFUFcqEolYej9N5h49ehS1tbX2dlZfDzQ3J742Opq68EBp6eb/9OIdDgMCtbm9vR2Li4tZVwOoNlt9NI+qqrhx4wZOnjxp+/7loqKiFBnysjZjYQF46ing7t1HC8pkQpJuFLAFRArY7Epdv37d8hdHVKb27duHffv2Jbx27dq1FIkLhULYt2+fbVFLPka7EgUE340iaObr5s2bti7aRWTqwIEDOHDgQMJrP/nJT1IkLhQK4eDBg466QiISBQTfjSKoK9XT0+O5TB09ejTltddeey2lUIRCIRw9elRoMQtCRKIA7kYxjKe89BLw3HOAxYt2UZlqbW1Fa2trwmtXr141vEeztbXVUY0UkSgg+G4UQbX51q1btmqAkEz9j/+R+tqBA5sX1HrCYeDll4F/9++sbzsJEYkCgu9GEdSV6unpsXUtKyJTx44dS3nNrDYfP34cVVVVlredgohEAdJ0o4AtEO0DzO+VUhTFdPaHZEo05uclViQqFAql/GyydKMIs3ulMo3L7du3hWN+XpJJoqi7lfyzydKNIszy2JnGpbOzUzjm5yWZJIrGJfn3L8tMJMPkLGb3ShUXb/7PCJIpwZifl2SSKLMaIEs3ijC7VypTDejq6hKP+XlIJolKV5tlqgGitfnGjRvCMT9PySRRhYWbUb/kBSgk6kYBW0SkgNR7pWh1vmPHjmWVTFmRqMLCQjzxxBMpq/nJ0o0ijPLYtDrfoUOHskqmrEhUUVERnnzyyZTV/GTpRhFG90rRoibpctoyypQViSorK8OTTz6Zspofd6MYxgeS75UqLgb+8A+B//W/skqmrEhUQUEBnnjiiZTV/GTpRhFmtfnIkSM4ePBgVsmUFYkqLi7Gk08+mbKanyzdKMLoXila1CSdiEspU1Yk6tgxYGAgdTU/ibpRwBYSKX1XSr/EeU1NTdbIlFWJOnfuHIqLixOWRpetG0Xou1L6Jc4bGhqyRqasStS5c+dQVFSUsDS6bN0oQj/zpV/ifM+ePVkjU1Yl6syZM/HxIZmSbSaSYXIWfVeKJOpXfgX44AezRqasStT58+dRXFycsDS6bN0oQt+V0i9x3tjYmDUyZVWiqDbrl0aXtQYk12aK1Dc1NWWPTFmVqP/3/4CdOzfvoySZkqwbBWwhkQI2u1L0f/VLnGeDTNmRKL2YkEzl5eVJ1Y0iaOYLQMpzorJBpuxIVME7Myr650wVFBRI1Y0iqCtFGWj9EufZIFN2JIqKkv45U9yNYhgfeeklQFEeSRSRBTJlR6L0YkIylZeXJ1U3itDX5uTnRGWDTNmRqPz8fACJz5kqLCyUqhtFUFcqFAql3JecFTJlR6JKSzdfq65+JFPHjknVjQK2yGITRGVlJd71rncZ/pGRTJktV+pkNT+niEgUQSdsANLNrBDbt283HZeGhgYAwNtvv206LqKr+TlFRKIIOmGLrAroFw0NDairqzMclz179gAA+vr6TMdFdDU/p4hIFJGXl4fHHntM6nFhmJzj8cc3H876zgVtAiRTP//zm+KUjIPV/JwiIlGEoijxZ9rJeq7ZsWOHaW0m+TNb/MDRan4OEZEoIhwO4+zZs1LXgMbGRtTX1xuOS1NTEwDg3r17puMiupqfY0QkiqiuBjo7xZ475jFbqiMFpF/GVMbOlBOJImQ+IRDpxkXGzpQTiSIURcnqcZGxM+VEoohsGBeGyTmMJIqQsDPlRKL075H9XJOuBsjYmXIiUUQ21IB04yJlZ8qJRBH5+baXvPeDLSdSmZBJptyQqFxBJplyQ6JyBZlkyg2JYhhGUiSSKTckKleQSabckKhcQSqZckOiJIZFygAZZIolKhUZZIolKhUZZIolimG2ABLIFEtUKjLIFEtUKlLIVI5LFMAiZUqQMsUSZU6QMsUSZU6QMsUSxTBbiABliiXKnCBliiXKnEBlagtIFMAilZYgZIolKjNByBRLVGaCkCmWKIbZggQgUyxRmQlCpliiMhOITG0RiQJYpDLip0yxRFnHT5liibKOnzLFEsUwWxgfZYolyjp+yhRLlHV8laktJFEAi5Ql/JAplij7+CFTLFH28UOmWKIYhvFDplii7OOHTLFE2ccXmdpiEgWwSFnGS5liiRLHS5liiRLHS5liiWIYJo6HMsUSJY6XMsUSJY6nMrUFJQpgkbKFFzLFEuUcL2SKJco5XsgUSxTDMCl4IFMsUc7xQqZYopzjiUxtUYkCWKRs46ZMsUS5h5syxRLlHm7KFEsUwzCmuChTLFHu4aZMsUS5h6sytYUlCmCRgqZpmJ+fh6Zplj9jRaZ6enqwsrKSdjtjY2OYnp52VaLW1tawvLxs+f2yoqqq7XGxIlO3bt3CxsZG2u0MDg5ifn7eVYlaXV1FJBKx/H5ZicVitsfFikzduHEj43bu3buH5eVlVyUqGo1m/J4yDOM/IjXAkkz98i8D4+NpNzM6Omo6wSkqUVu5NluRqZs3byIWi6XdzsDAQNoJThGJWllZQTQatfx+WYnFYlhYWLD1GasylZHf/E2gp8dVicqm2rwlp201TcPs7CzGx8cxOTmJWCyGI0eOoKGhwfI2SKZu3bqV8qVWFAW1tbUZT7K1tbUYGBgw/GMR7UR1d3djenoaRUVFaGhoQH19PUqzZAZAVVXMzMxgfHwc09PTiMViOHnyJHbs2GF5GzSGb7/9tuG47Ny5E+FwOO02GhsbMTIygrW1tYTXnXSiOjs7sbCwgOLiYjQ2NqKurg4lJSW2thEUsVgMMzMzGBsbi19cnDt3DpWVlZa3sWfPHgBAX1+f4bg0NzebfpYK9q5duzA+Pp4iwk46UR0dHYhGoygpKYmPC3d/GSYYVFXF3NxcQm0+evQo6uvrrW+EZOrnf35TnPSUlAA/93NAXR2QJjVSW1uLwcFBrK6uJgiDk05UV1cXZmZmsr42T01NQVVVnDp1Ctu3b7e8jcbGRgBAT0+PYQ3YtWuX6QU93hkDqs3r6+sJ/+ykE9XZ2YnFxUWUlJTEx6XYTMQlIxaL4eHDhxgbG4t3T8+fP4+KigrL22hqagKwOVFpNC4tLS2mn41/N37t14C/+Rtgfj7xDQ46UdevX8fq6mpW1OYtI1LJ8gQgPvuhKIq9Wa93MJIpkqgjR44gFAqhvLw8ZZYgFAqhpKQkfkK+cuVKgkw5ifPRcaysrGBgYACDg4MoKCiQ9sSdLE/Ao3EJh8NC42IkUyRR+/fvj4+L0SxUcXExioqK4uNCMuU0zkc/RzQaRX9/P/r7+1FYWCitVCXLUygUcjwuRjJFErV3714AQHl5OWZnZxM+R7/7kpISnDt3DlevXo3LlNM4n6qq0DQNy8vLuHfvHu7du5cgu7KeuBkmV0iWJ8B5DTCUKZKoP/9zQFFQXl6OxcXFhI9RbaYafPXq1bhMOY3z0c+RjbV5amrKlRpgJFMkUW1tbQiFQsCpU6mSGwoBLS0oLi6O12aSKadxPvo5IpFIvDbrZVc2qUqWJzfGxUimSKJIpMrKyjA3N5fwOUVRNr8LR44Aly4BTz75SKYcxvk0TUuozX19fdJKVU6LVDp5cgu9TAFIkCgAOHDgAA4cOGD6eb1Mra6uoqBCPPb9AAAgAElEQVSgwLV7ougPUbYTdzp5cgu9TAFIkCgAOHr0aNrP62VqfX3d1Xui6EQlm1Slkye30MsUgASJAoBTp06l/XxpaWn8AicWi7l6TxSNC0sVw3hLOnlyDb1MAQkSBQAHDx7EwYMHTT+eLFNu3hOVDbU5WZ7cQi9TABIlCgD+9m/Tfl4vUxsbG67eE0U1QDapSidPbqGXKQAJEgUAp0+fTr8BvUxFIq7eE5Vcm2WTqpwTKT/kKZmamhocP34c8/Pz2Lt376MTgkXoBH3//n00Nzd78kcR9InbD3lKpqGhAeFwGJFIBE1NTbbHhWRqYGAAe/fu9WRhiaClyg95SmbPnj3Iy8tDLBbD7t27bX+eZGpkZAT79u3zZGEJliqGcRdf5CmZD34Q+Pu/B65cAX7v9+ISZRWSqf7+frS0tHiysIRMtdkreUqmsbER4XAYKysr2LNnj+3aTDI1ODiIffv2ebKwRNBS5Yc8JdPU1IS8vDxomoZdu3bZ3wDJ1MsvA//tv3mysISMUpUTIuWGPC0vLzt6CJmiKKiursbs7CwqKysT7sOZm5vD4OAgotEoqqur0dTUlDDYKysriEQiqK2tRSQScbQoQXJ22Ai/TtxuyNPS0lLGe5rSkZeXh4qKCszOzqKqqiohgz0zMxPPwW/fvh1NTU0JshSNRhGNRlFbW4ulpSXhYwCQcYELwD+pckOezFZNsgr9/dO46Avp1NQUhoeHsb6+jpqaGuzevTuhUEYiEayurqKmpsb2zbXJWPkZWKoYRgw35Mlpbcb585v/m5tLqQFzc3Px+5Srq6vR3NycIEv62ry8vOxosQhZa7OoPC0tLZnf02SB/Px85OfnY3Z2FtXV1Qk14OHDhxgaGsLq6ip27NiBPXv2mNbm5HimXezUZq+lyg15WlxcdCRc9LMk12ZN0zA9PY2hoSFsbGygpqYmPilKRCIRrDQ0AL//+5sLTxgtPmERkdoclFRlrUi52XlSVRWjo6MYHR11fFyqqmLv3r3xm+fHx8cT7tVZXl7G+Pg4zp8/H78w7uzsRCQSsT0rY4TdfKzbJ243O0+qqmJwcFDos0bbOnDgAHbu3AkAGBoaSrhXh8blscceixfS69evY319PZBxcVuq3Ow8aZoWb/87JRaL4dixY6itrQWwGSsYHBxMGJexsTE89thjcZm6cuVK/J4Fp4iOC0sVwxjjZudJVVWMjIwIPejeaFutra3xePHY2FjCvTr6GkAXkzdu3EA0Gs252uy086SqKgYGBoQ+a7StQ4cOxeP4g4ODCffq6GsA1eZr165hY2Mj0BrgllS52XnSNC0em3dKLBbDiRMn4ot99fX1YWRkJH5sNC4XLlyIy9Tly5cBQIra7KdUZZVIeRnbszIrYRUaUFVVcefOnQSz1jQNGxsb6Ovrw/Hjx+Pv8zziYAHRE7dXsT36XbmBfkER+v0nj8v6+jr6+/vjuXlZxkVUqryK7amq6qgbpUd/c+zq6mqCRNG+1tbWMDw8HL+Xys39O4GlimE28Sq252YNAKzX5mPHjgHY/BlkqAFu1GY3Y3tu12Yah42NjZTV46g2DwwMxO83l60225Uqr2J7btdm/eJlw8PDprWZ7qXSNE3K2uy1VGWNSC0tLeHq1avxVbaygeXlZdNjdRRV8IHkE3d/fz/Kyspw4cKFhPfNzc2ho6Mjq8ZlYWHBcMaEWtcyo5eq+/fv4969e6iqqsLZs2cT3jc1NYVbt27FxzEbmJubMxwXVVUxNTWVsCiFbOhP3H19fejt7UVNTQ1OnDgR8JExjLcsLi7i2rVrWVUD0kW1s7E2l5eX47HHHkt43+zsLDo6OrKqBszPz6etzekW7goavVRRba6ursaZM2cS3jc5OYmurq6sGpdMtTndEulBY1Sba2tr440MN8iaB/IWFhZi165dKCgogKIorrQOvYZu2jP7t2yAMtDl5eWGNx/SDHxeXp6je5n8JN3vPtvGpbKyMh5X1FNWVhZfbCMXxiVbnlJPv+vq6mpbz6VjmGyFanN+fj7XZh/JVJtLSkqwc+fOnKnN2VID9LWZVijUw7U5GLyszdlxxsDmYLW1taG1tTWeZZ6YmMD6+rq0Zl9cXIyysjIsLi4mHB89N0FWKAZXVlaGxsbGtA8XLiwsxIEDB7B//34sLi7Gx0WW1rsR5eXlKCgoSHmOlKIo8fy8jNC4VFRUoLGxETU1NaYrCRYXF+PQoUM4ePAg5ufnMT4+jgcPHkDTNGnHpbq6GuFwOOX4ZB8XikBUVVXFxyVbLsYYxikFBQXx2ry0tISJiYn4g7Nlrc0lJSUoLS1NWahAURShlUT9Irk219XVmdYAfW1eWFjAxMSE9LW5oqIC+fn5WVcDkmtzbW2tqWCUlJRkXW3etm0bFEXJunHxqzZnXbWnB3C6KVWKosT/5wb6p0ofP34c7e3tWH1n9RJN0+KrnRDV1dWWVvSxAv0O7GJHnowIhUKoqKhARUWFa1IVDocRCoVcGRf6u6H/PnXqFNrb2+O/d03T0NjYmDBTQaswuoHTcbEiT0aEQiFUVVWhqqrKtRN3OBx2beZZUZR4vl9RFJw6dQodHR3x49I0DU1NTfEbXoHNcXG6UhMhOi4sTwyTCD3ovLy83DWpcrM20/ERJ06cwPXr1+MPXdc0DXV1dQkitW3bNkxNTTneN+BebU4nT0aEQiFUVlaisrLSNanyozbTPViapmHnzp2oq6uLf6a6ujrl4bCiOK0BVuTJiGytzRSV0zQNzc3N2L59e/wzVVVVjlc4JrKpNoc0GaeL3uFHP/pR/L+fe+65tO+lJyCLSJWiKDh48KBhG9YNNE3D/Pw8VldXUV5e7umzgdrb2y1nvEXlye64iEpVOBzG0aNHUVNTY+n9dtE0DXNzc1hbW0NlZaWniwNcvnzZ8sW/qDzZHRfRE3c4HMapU6dQVVVl6f12UVUVs7Oz2NjYQFVVlSfPbiHeeOMNrKysWHqv6AnazrgwTDZg91wjKlXhcBgHDx70LCarr80VFRWePhvo+vXrlifmROXJ7riISlU4HMaxY8cSJrjchBYWW19f97w2v/XWW5Yv/kXlyc/afPr0aVRWVlp6v130tbm6utqTZ2sSr7/+erwBkYmga3POTKF60amyiqqquHXrFubm5nDu3LkUUaKZh3RMTEzg9u3bOHDggKexP6edJ7t40amySiwWQ0dHB6LRqOET6UOhEKqrq9NuY3h4GHfv3sXRo0cTZsTcxmnnyS5Gs2FUUL2OGGxsbOD69euIxWKGT6RXFCVhlsuI+/fvo7+/HydPnsz4Xidw54lhnOFFp8oqqqri5s2bmJ+fF67N4+Pj6O7uxqFDhzybbAWcd57s4kWnyiqxWCye1Dl37pxhbd62bVvabQwNDaG3tzfh8Rle4LTzZBcvOlVW2djYwLVr16BpGs6ePStUm+kRJqdOncp4feUEmWpzTl4R+ClVdKKemZmBqqq4evVqwgk7Go0aPjR0x44d8ZvfJiYm0N3dDU3TcPfuXQBwVab8licz/JQqkqiFhQVomoYrV64kyNTy8rLhLFRNTU08rjA8PIze3l5omobbt28DgKsy5bc8maE/cR84cMBTqaITdSQSgaZp8e8LnbCXlpZSHnoZCoVQU1MTjyvcv38fAwMD0DQNnZ2dOHHihKsyJdMJmmFyCT+lSrQ262sAPQdS0zT09PQAgKsy5bc8meGnVJFE0b3jVmpzcg2g50Bqmoauri4cPXrUVZnyW57M8FOqNjY2cPXqVUQiEQBIqc2Li4vxfyMURcGOHTvi46J/DmRHR4frMiVrbQ7+CDzGilSJknyiBjZznfoT9ttvv52ydKSmafGHw5JE6Z9v4YZMySJPZliRKtGx0UsU/V7X1tYSTti3bt1KeQiypmnxEzJJlH5c3JApWeTJDCtSJToueonSL+OuP2HfuHEj5X5BVVVx+vRpVFdXxyVKPy5uyJSsJ2iGyVW8lCortfn27dspj8LQNC0e8yeJ0p9r3JApWeTJDCtS5aQ2k0SZ1eabN2+mPARZ0zQcO3YMNTU1cYnSj4sbMiWLPJlhRaqc1GaSKNqGUW1OfnaYqqo4c+YMqqqqEiSK/s0NmcqG2izX0XiMmVRNTk4KPSU8+URN0An7iSeeMHxAGp1IHz58mCBR+m2LylRVVRXW19ellCczzKTq4cOHQk8JT5YoYPNETCfsJ554wvDBcfRw2ImJiQSJIpzIVFVVFRRFkVKezDCTqpmZGduZdSOJAjbHhU7Y9H1JnmWjpYqHh4cTJIpwIlNVVVVYXV2V9gTNMFsBM6nyqjY/+eSThjWAavP09HSCROm3LSpTlZWV2NjYkFKezDCTKtHanCxRQGJtNhsXqs3j4+MJEkU4kanKykqEw2Ep5ckMM6manZ21fc1nJFHAo9p87do1PP7444YdMKqXQ0NDCRJFOJGpqqoqrK2tZUVtlvfIPEYvVW1tbbY+m+5Erd9+ppVT0q14IypTe/fulfrBpZnQS5VdzCRKj5UVbdI920FUpmR+kKAV9Cduu5hJlB4rz9PINC4iMnX06FHL72UYxnv0UuV2bba60lym2iwiU62trWhtbbX8ftnQS5VdzCRKjxs1QESmDh06ZPm9MuK0NhtJlB43xkVEpo4dO2b5vUGTNQ/klQUrElVQUIDz589nNOjq6mocP37c9KRNMjUyMuL4uHOdTBIVCoVQVFSEc+fOZSykNTU1OHz4cNpxuX37Nh48eODKsecymSSKJjSSn/5uRGNjI1pbW9OOS2dnJx4+fOj4uBmGyS6sSJTV2rxt2zYcO3Ys7bmmp6cHY2Njrhx7LpNJokKhEIqLiy3V5traWhw8eDDtuHR1dWFyctKVY89lMkmUndq8c+fOjLW5o6PDtcfJyAaLlA3sSJTV6NOOHTtYphxiR6Ksxinq6+tZphxiR6Kstu337NnDMsUwTAJ2JMpq9KmmpoZlyiF2JMpqpK6xsZFlyiFWJers2bOWOlKAtdqcqzLFImURLySKYJkSxwuJIlimxPFCogiWKYZhCC8kimCZEscLiSJYpsTxQqKIrSpTLFIW8FKiCJYp+3gpUQTLlH28lCiCZYphGC8limCZso+XEkWwTNnHS4kitqJMsUhlwA+JIlimrOOHRBEsU9bxQ6IIlimG2br4IVEEy5R1/JAogmXKOn5IFLHVZIpFKg1+ShTBMpUZPyWKYJnKjJ8SRbBMMczWw0+JIlimMuOnRBEsU5nxU6KIrSRTLFImBCFRBMuUOUFIFMEyZU4QEkWwTDHM1iEIiSJYpswJQqIIlilzgpAoYqvIFIuUAUFKFMEylUqQEkWwTKUSpEQRLFMMk/sEKVEEy1QqQUoUwTKVSpASRWwFmWKRSkIGiSJYph4hg0QRLFOPkEGiCJYphsldZJAogmXqETJIFMEy9QgZJIrIdZlikdIhk0QRLFNySRTBMiWXRBEsUwyTe8gkUQTLlFwSRbBMySVRRC7L1JYSKVVVMTQ0hI2NDcN/k02iCKcytbS0JPUF/cbGBoaGhgx/7zJKFOFUpubn5zE1NeXlITpibW0Nw8PDhr93GSWKcCpTMzMzmJmZ8fIQGYbREYvFMDQ0hFgslvJvMkoU4VSmFhcXpa/NZjVARokinMpUNtTmkZERQ0mSUaIIpzIla23eUiI1OjqKu3fv4vr16wkyJbNEEaIytbi4iKtXr6KrqwuRSMSPQ7XN4OAg7t69i/b29oTfv8wSRYjK1NzcHNrb23Hr1i2sra35cai2uXfvHu7cuYNbt24l/P5llihCVKamp6dx48YNdHZ2Gk64MAzjPiMjI7h79y6uXbuWIFMySxQhKlMLCwu4du0aurq6EI1G/ThU2wwMDODOnTvo6OhIqc2yShQhKlOzs7O4fv261LW5r68PPT09uHXrVoIsySxRhKhMTU1NxWuz0YRLkGwZkVJVFffv3wew2aEhmcoGiSLsytTi4mK8MGmahnv37vl5uJagbhSwWVhIprJBogi7MjU3N4eOjo74uPT39/t5uJZYXV3F+Pg4AODhw4dxmcoGiSLsytT09DRu3rwJVVWhaRqGh4f9PFyG2ZLEYrH4OXBpaSles7JBogi7MrWwsIDr16/HawBdm8jE+vp6vDbPz8/HZSobJIqwK1Ozs7MJ0jgwMODXoVpmZWUFExMTADZrFslUNkgUYVempqam4tcgMtbmYK90fGR0dDRusZqmxWWqsLAwKySKIJmiC75kSKZWVlYwPDycYO5TU1OIRCIoKSnx85DTMjg4GP/Sq6oalykAWSFRRH19PQCgu7vbdFxu376N5eVlDA4OJvwtjo6OoqWlRZqfBQDu37+fMC4kU9FoNCskitizZw+AzRk8s3Hp7OxEc3MzBgYG4u9RVRUDAwPYvXu3ND8Lw+QiIyMj8e8d1eZr166hoKAAs7Oz0ksUQTKV3MEnSKai0WhKjPHBgwfYu3cviouL/TzktAwODsb/W1XVBJnKBokiGhsbAQA9PT2m49LV1WVYA0ZGRtDc3Cx1baYJwEgkkhUSRVipzR0dHYbj0t/fj927d0vzs2yJjhR1o/SDpWkalpeXTU/UgHwSRVjpTBnlzVVVlaorZXRvFMlUNkkUYaUzNTAwkDIusnWlqBulPyGTTGWTRBFWZr/0J2pCxpkvhsklqBtlVJvn5uayRqIIK50p/USa/nWZulLUjUquzfPz81klUYSVzpRRDQDk6kpRNyq5Ns/MzGSVRBG5UpvluuLxCH03So+ZQAFiErW2tpZyH5LZfRbRaBRzc3MJr1VUVJj+QSVjpTNlhExdKX03So/ZsYtK1OrqakoG3SxjG4lEUsalsrISoVDI0r6sdKaSka0rpZ/x0pNuXEQkamVlBSsrKwmvGe0XAJaXlxO+G6FQCBUVFZbHxcrsl9Fr3JViGO/Qd6P0pDvXiEiUUQ3wqjZb6UwZIVNXSt+N0pNuXEQkyqgGWK3NdmuAlc6U0WsydaXMarPZ70xUoqLRKFZXVxNeMxv7paWlhP9fURRUVFRY3pdobZapK5XzVwdG3ahMiHaiuru7MTMzk/GLTV9O/cIQqqriyJEj8QtxK2SSKbN937t3D8eOHbO8Hy9It1KfEU46UTdv3sTi4qKlcRkYGEiYgVJVFSdPnsT27dst7y+TTBlBXakDBw5Y3o8XGHWj0uGkE9Xe3o6VlRVL49LX15fwWiwWw/nz5109YRtBM18tLS2W98MwTGaMulHpcNKJ6u7uxuzsbMZzDX3f9bPdqqri6NGjqKurs7y/TDJlBF2rHDlyxPJ+vMCoG5UOJ52omzdvYmlpyVINSE5tqKqKU6dOYdu2bZb3l0mmzBgYGMD+/fstv98LjLpR6XDSiWpvb8fq6qqlcent7U14LRaL4bHHHkN5ebnl/Tmpzc3NzZb34xU5H+0z60aZ4STORxfbsVgs4X9GJL8nFAqhsrLS9j4zxfyMoK5UkJh1o4xwGufbtm0bNE3LOC5m77FzsU5kivkZ7Xt0dDTwVYLMZryMUBTFUZyvuro6fvNyunExeg/t2y6ZogRG+x4YGOAV/BjGZcy6UUY4jfNZrc1mNUCkNmeK+Rnx4MGDwFfwM+tGGeE0zhdEbc4U80uGJr6zsTaLxvmqqqoc1ebS0lLb+xSpzf39/VKs4JfTImW3G6UoCgoKCoRjPLW1tZb/0JMpKioSbukXFhZabm8Dwd8rJdKNKiwsFB6X+vp6W78fPRUVFcJ5b7syHvS9Una7UcDmz2jnQkFPQ0ODcFt++/btwvu1G2uVLY/NMNmOaDfKSW0WpaSkRPg+aZHaHOS9UiLdqMLCQuHzuJPaXFVVJfz3IHKtFeS9UiLdqOLiYuEa2djYKDymNTU1wvu1Oy6y1OacFim73ShVVbG8vJzynCmrFBYWCs2Sh0KheMvZLvolzu0QZFfKTjcKSFzNz047nigtLRXqZIXDYeFxoSXO7Rxv0F0pOzNeQOJqfiLjYufeMz1OxkW/xLlVuCvFMO5ipxsFbH4HaaVdkRnooqIiofuCFUURPtfolzi3Q5BdKTvdKODRAhQ3btwQqgFlZWVCE5VOakDyEudWCLorZbc2x2KxhKXR7VJVVWX7M8DmuDQ0NAh9Vr/EuVVk6UrlrEiJ3BsFJC6NLnLh1NjYaNvGQ6GQrfw1ISpRQHBdKbvdKMKpTDU0NNi+aFdVVWgmU/+cKLsE1ZUS6UYBzmRK9O9e0zRb96wRIhKl36cMM18Mk+3Y7UYRmqZhcXFRWKZEarOmaULnKFGJAoLrStntRhGqqmJubk5YpkRrc01Nje19iUiUniC6Una7UQQtjS4iU6FQSOjaR9M0W/esESISpd9n0LU5Z0XKbjdKD52wRURDJN4nGutz+oTnILpSdrtReuiELXIyE4kQiMb6bty44ehvL4iulN0ZLz2qqmJqagqjo6O2PysS7xOJ9anq5vOiRAsod6UYxh3sdqP0OK3NdhGN9TmtzUF0pex2o/TQEtz0AF87iNRmkVifpmnCsgcE15VyWpsnJyfjD4K2g0i8TyTWF4vFhCc4ATm6UjkpUqLdKGDTxBVFQW1tLXbv3m3783bjfU5ifYcPH0ZpaalwltXvrpRoNwp4NC4NDQ1Cvy+78T4n0YHDhw+juLhYeFz87kqJdqOAR+Oyc+dOoZlbu/E+0XFRFAWHDx92lOeXYeaLYbIZ0W4U4aQ22433OYn1uVGb/exKiXajgMTaLBLrshvvE60BoVAIR44cQVFRkaMls/3sSol2o4BH47Jr1y6h7p3deJ9orC8cDuPQoUMoKCjI2tqck8ufi3SjQqEQQqEQduzYgdbWVkfPWWpsbERvb6+lk5JovAnYXPHmwoULmJmZwd27d7GysiJ8r5Qfz5US6UbRuNTV1Tl+xkZDQwMGBgYsHYNorA/YnPmsqanB1NQUent7sba2Zmtc/H6ulMiMF41LQ0MD9u7dK/xgTBpbq90s0VgfsDn+9fX1mJiYQF9fHzY2NmzfQ8nPlWIYcUS7UYqioKamBvv27XNcm60usSwa6wM2u+YXLlzAw4cP0dvbK1Sb/XyulEg3Sl+b9+3bJ7wgB7B5brZ6fSAa6wMe1ebJyUn09vZifX3ddg3w87lSTmpzY2MjWlpaHNXm2tpajI+PW3q/aKwP2Pxe6mtzuhWvjQj6uVI5dzVgtxvlpkARtbW1uHv3rqX3OlmtD9g8fjppiwiVX8+VElmpzy2BIurr6y2frJ2s1gc8OgmJCpVfz5USeW6UGwKlp6GhARMTE5Z+N05W6wMQP3ZRoeLnSjGMGCLdKLcEiqitrU15Jp0ZTlbrAxC/rti+fbuQUPn1XCmRlfrcEiiivr4eQ0NDluqQk9X6gEeTd7W1tcJC5cdzpURW6nNDoPQ0NjZicnLS0u/GyWp9wKMOsKhQBflcqZwTKavdKC8EiqB43+LiYsZjEI0OGG1LVKj86EpZFRgvBIqgeF/yk9STcRLrS0ZUqPzqSlmd8fJCoAir8T63x0VEqLgrxTBi2OlGuS1QBMX7lpaWMu7fzXONqFD50ZWy2o3yQqAIivetrq6mfZ/bNUBEqPzqStmtzW4KFGE13udktb5kRIUqyK5UTl0JWOlGeSlQeqzE+5zE+tJt065Qed2VstKN8lKg9FiJ9zmJ9ZkhIlRed6WsdKO8FCj9PqzE+5zE+tLt265QcVeKYexhtRvllUDpsRLvcxLrM0NEqLzuSlnpRnkpUHqsxPucxPrMEBUqL7tSVrpRXgqUfh9W4n1OYn1miAhVUF2pnBKpdN0ovwSKsBLvcxrrS4ddofKyK5Xu5OiXQBFW4n1OY33psCNUXnel0s14+SFQeqzE+5zG+tJhR6i4K8Uw9sjUjfJDoAgr8T6nsb502BUqL7tS6bpRfgkUYSXe5zTWlw47QuV1V8pKbfZSoPRYifc5jfWlw45QBdWVypmrALNulN8CRWSK97kZ60uHVaHyqitl1o3yW6CITPE+N6MD6bAqVF51pcy6UX4LFJEp3ufnuFgRKu5KMYw10nWj/BQoIlO8z81YXzqsCpVXXSmzbpTfAkVkivf5WQOsCpUXXSmzbpTfAkVkive5GetLh1WhCqIrlTMildyNCkqg9KSL93kR60uHFaHyoiuV3P0JSqD0pIv3eRHrS0cmofKqK5U84xWUQOn3ny7e50WsL9PxpBMq7koxjDWMulFBCJSedPE+L2J96bAiVF50pZK7UUEJlJ508T4vYn3pyCRUXnWlzGqz3wKl33+6eJ8Xsb50ZBKqILpSOXEFoO9GySBQRLp4n5exvnSkEyq3u1L6bpQMAkWki/d5GetLRzqhcrsrpe9GBS1QetLF+7yM9aUjnVBxV4ph0pPcjQpaoIh08T4vY33pSCdUbnel9N0oGQSKSBfv8zLWl450QqVpmqtdKX03KmiB0pMu3udlrC8d6YTK765UTojU6Ogo1tfXoSiKFAJFmMX7/Ir1pcNIqCKRCB48eOBakRscHEQsFoOiKFIIFGEW7/MrOpAOI6FaWVnByMiIa10pmnSghygGLVCEWbxPlnFJFqq1tTXuSjFMGkZGRrCxsSGNQBFm8T6/Yn3pMBKqSCSC8fFx12ro4OBgvAbIIFCEWbxPlhqQLFSrq6vxC3a3a7MMAkWYxfv8ivWlw0io1tfXfe1K5UT1X1lZQW1trTQCpcco3ud3rC8dyULV19eHlZUVV36Pq6ur8Qt1GQRKj1G8z+9YXzqSher+/ftYXV115WS9vr6OnTt3SiNQhFm8z+9YXzqShWpwcBBra2ssUgxjwMrKSvxCXcbanBzv8zvWl45kobp37x5WVlZcqaVUm2URKD1G8T6/Y33pSBaq/v5+rK2tuVabd+3aJY1AEWbxPr9jfelIFqqhoSGsra35cu2ZE9W/ra0t6EMwxSjeF1SsLx0kVG5esB4+fNi1bbmNUbwvqFhfOugE5qbgHT9+3LVtuY1RvC+oWF86SIXhq3sAACAASURBVKiCno1jGJnx+oHiTjCK9wUV60sHCdWOHTtc26bXD/l1glG8L6hYXzpIqNwU7xMnTri2LbcxivcFFetLBwmVnx1MuX4DOQjF+wgZYn3Mo3gfIUN0gEmN9/G4MAzjBRTvI2SI9TGP4n0E1wA5SI73yRDrkwUWKR9obGyMW7tMsb6tTkNDQ/yiXaZY31Ym+fshU6yPYZjcQl+bZYr1bXWSa7Mssb6tDKVjCJlifUHDIuUDtbW18Ta1jLG+rUp9fX38ZC1jrG+r0tDQEL9BVMZYH8MwuYH+wlDGWN9WRV+bZYz1bVUaGxvjtVnGWF9Q8G/BB/TxPm5RywPF+zhuKRcU7+NxYRjGS/TxPj7XyAPF+7gGyAXF+2jFX2YTFimfoJMBRwfkoqGhAZqmcaxPIijeRwugMAzDeAXXZjmhC3WO9cmDPt7Hsb5HcL/UJ+rr65Gfn8+xPsnYtWsXysvLOdYnGc3NzdixYwdHBxiG8ZT6+noUFBRwrE8ydu/ejYqKCo71SUZLSwvq6uq4Nuvgv1CfyM/PR319fdCHwSRRWFjI3SgJKS4u5kkHhmE8p6CggGuzhHBtlpOSkhLpngkXNCFNv1i/ZPzoRz8K+hAYhmFc47nnngv6EBjGMVybGYbJJZzUZu7NMQzDMAzDMAzD2IRFimEYhmEYhmEYxiZZc49Utkdi5ubm0N3djQsXLmT9TXr6WEe2j8s//dM/4TOf+QyuXbsWf25FtpJL4zI+Po7R0VGcPXs26ENxDMegmFwm2881s7Oz6OnpwWOPPca1WSKmpqbQ39+Pc+fOcW2WiLGxMYyPj+PMmTNBH4pj3KrN2X3WyCLGxsYQiUQwOzsb9KEwOv7kT/4E7e3tuH79etCHwugYHh7G3NwcIpFI0IfCMEwOMzY2huXlZczNzQV9KIyOkZERLCwsYGlpKehDYXQMDw9jdnYWKysrQR+KNLBI+YCmaZicnASwedJm5CAajeJf/uVfEA6H8Z3vfCfow2HeYW1tDYuLiwiFQnjw4EHQh8MwTI6iqirXZgmJxWLxSeeJiYmAj4YhVldXsbS0BEVRuDbrYJHygbm5OdDiiNPT01BVNeAjYgDgBz/4AfLz8xGLxfDd734XEi9guaWYnJyEoijQNI0vbhiG8Qx9F2pqaoprsyRMT0/H43zj4+NcmyVhcnISoVAIqqpybdbBIuUD4+PjiMVi8f+f431y8K1vfQuLi4sAgEgkwvE+SRgbG4t/X1ZXVznexzCMJyTXZo73yYG+BmxsbHC8TxLGxsbikw3RaJTjfe/AIuUx+lgfsNmyZpMPHor1ESsrKxzvkwCK9enhCAHDMG6jj/UBXJtlQR/rAzbHieN9wUOxPj1cmzfJCZGKRCLSzlrrY32ErPE+TdMwOzubMEPnhNu3b2NkZMSVbbkNxfoImeN9mqbh3/7t37C+vu7K9hYWFrC2tubKttyGYn2EzBECTdMwMzMj5d8Mw8hAJBJBNBoN+jAMMeo+yRrvc7s2Ly0tSdtN0Mf6CFnjfVQD3Pqbkb0268eFa/MjckKk7t27hzfffBO3bt2STqiSowOETPE++qO7fPkyrl+/jqmpKVe2+8lPfhLNzc34+Mc/Lp1Q6WN9hGzxPk3T8Oqrr+LgwYN497vfjTfeeMOV7XZ3d+P111/HnTt3pDtp6yMdhGzxPk3TMDExgUuXLqG9vZ1jJwxjQm9vLy5duoSuri7phMqsNssU79M0DQ8fPozX5ocPH7qy3Z6eHly6dAlvv/22dEJlVANki/dR0ujNN99Ee3s7FhYWXNnu7du3pa7NycIoW7xP0zSMj4/jjTfeQHt7O5aXl33Zb06IVEtLS3yFr7feeksaoUqO9RGyRAj0AtXZ2YmlpSUUFBSgtrbWle1/9rOfhaIo+Mu//Eu0tbVJI1TJsT5ClnifXqB+4Rd+AXfv3sWBAwfwUz/1U65sv6WlBcDm8rJvvPGGNCdto1gfIUOEQC9QdAFSWVmJ8vLyoA+NYaSEavPExAR+8pOfSCNUybE+QqbaTAJ18+ZNLC0tobCwEDU1Na5sf+/evQA2L47ffPNNaYQqOdZHyBLv0wvU7du3EY1GUVpaisrKSle2T7V5dHRUqtpsFOsjZKnNJFA9PT1YXV1FVVUVysrKfNl/TohUWVkZtm3bBmDzCyeLUBnF+ogg431GAhWLxRAOh9Ha2uraQwmffvppnDp1Cuvr61hZWZFGqJJjfUTQ8T4jgVpeXkZZWRm+8pWvuPZQwtraWhQVFUHTNKiqKo1QJcf6iKAjBEYCFYvFoCgK2traAjsuhpGdiooKVFdXA3h0MSyDUKXrOgUZ7zMSKH1tdqsGVFdXo6ysLF4DZBEqo1gfEWS8z0igaFz279/v2rjU1dWhsLAQqqpCVVVphCo51kfIUJuTBSqI2pwTIgUAbW1tKfdWBC1UZtEBwu94n5lAEeFwGPX19a7u86WXXkJpaSkASCNURrE+Ioh4n5lAETt37sT73/9+1/YXCoXQ2tqKcDgc378MQmUU6SCCiPeZCRRRXl6OqqoqX4+JYbKN5Mk5GYQqU232O95nJlBEXl6eq7U5FAqhra0tpQYELVTpakAQ8T4zgSKKiorik/hukFybZREqo1gfEUS8z0ygiIqKCte6hFbIGZEqKyuLz3zpCUqozGJ9hJ8RgkwCBcD1bhTx9NNP48iRIwmvBSlUZrE+ws94XyaBAuB6N4qora1FQUFByvEEJVTpYn2EXxGCTAIFgLtRDGORiooKwwmHoITKLNZH+F2b0wkUANe7UUR1dTVKSkpSjicooTKL9RF+xvsyCRQA17tRRF1dXUpiJkihShfrI/yszekECgimNueMSAGpXSk9fgtVulgf4XW8z4pAEV50owh9V0pPEEJlFusj/Ij3WREowu1uFJE885V8fH4LlVmsj/AjQmBFoAjuRjGMddJN0vktVFa6TV7H+6wIFOF2N4pI7kolH5/fQpUu1kd4He+zIlCE290oIl1tDkKozGJ9+mPyozZnEijC724UkGMiZdaV0uOXUGWKDhBexPvsCBTgXTeKMOpK6fFTqNLF+giv4n12BArwrhtFGHWl9PgpVOkiHYRX8T47AgVwN4ph7GLWldLjl1BZrc1exPvsCBTgXTeKMOpK6fFTqKzUAK/ifXYECvCuG0UYdaX0+ClU6WJ9hFfxPjsCBQRXm3NKpID0XSk9XgpVplgf4XaEwK5AEV52owizrpQer4UqU6yPcDveZ1egCK+6UUS6mS89XguVlVgf4WaEwK5AEdyNYhj7WJ2s81KoMsX6CC9qsx2BIrzqRhHpulJ6vBaqTLE+wu14n12BIrzqRhFWa7PXQmUl1ke4XZvtCBQRRDcKyEGRstKV0uOFUFmJ9RFuxPtEBQrwvhtFZOpK6fFKqDLF+gi34n2iAgV4340iMnWl9HglVJlifYRbEQJRgQK4G8UwoljpSunxQqjsdJnciPeJChTgfTeKyNSV0uOVUFmJ9RFuxPtEBQrwvhtFZOpK6fFKqDLF+vT7d6s2iwgUEGxtzjmRAqx3pfS4KVRWowOEaLzPiUARfnSjCCtdKT1uC5WVWB/hJN7nRKAIr7tRhNWZLz1uC5WVSAfhJN7nRKAI7kYxjDgik3ZuCpXd2iwa73MiUITX3SjCaldKj9tCZacGOIn3OREowutuFCFSm90WKiuxPsJJvM+JQBFBdaOAHBUpu10pPXqhGhwctP15q7E+wkmEoKOjQ1igAP+6UYSdrpSeZKH6q7/6K9vbsBrrI5zE+86ePSssUIB/3SjCTldKT7JQTU1N2d6GnVgfIRIh0DQtoeCLfF+4G8UwzrDbldKjF6rh4WGhz/tVm9vb24UFCvCvG0XY6UrpSRYqkdid1Vgf4STed/nyZWGBAvzrRhF2ulJ6koXq4cOHtrdhJ9ZHiNRmVVVx6dIlYYECgq/NOSlSgFhXKpmioiLbn7ET6yNE432FhYWOWtx+dqMIu10pPevr61AUBQ0NDbY/azXWRziJ9zU0NDiKhPjVjSJEZr70aJqGUCgkJGNWY32EaIRA0zQUFBQ4+r5wN4phnOPG5F1hYaHtz4h0l0TjfU7PNX51owiRrpQe+llFaoCdWB8hEu9zowb41Y0inNZmVVURCoWEZMxqrE+/L9GJB6fjEmQ3CshhkXLSlVIUBYcPH0ZdXZ3tz9qNDhAi8b7Dhw+jtrZWqCj53Y0iRLtSAFBSUoK/+7u/w3PPPWf7s3ZifYRovO8f/uEf8Oyzz6K4uNj2Z/3uRhGiXSlg82/p1KlTQicyO5EOQiTepygKTp8+jfLycqG/+aBnvBgmV3DSlVIUBUeOHEFtba3tz4rWZhEBO3r0KGpqahzVZr9rgGhXCtgclxMnTghJhkgNEIn3hUIhnDx5ElVVVcLj4mc3ihDtSgGbx3z69GlUVFTY/qydWB8hEu9TFAVnzpxBWVlZ1tbmnBUpQKwrRRIlMhtkN9ZHiEYIQqFQvKjY/TmD6EYRIl0pkqj3vve9tvdnN9ZHiMb78vPz8corrwjJlN/dKEJ05oskSuTCSCTWR4hECKioiMgUd6MYxj1EJvFIokQmOO3G+ggntVlUpvzuRhGiXSmSqO3bt9vep91YHyEa71MURVim/O5GEU5q8+nTp4UmOEVifYRobRaVqaC7UUCOi5TdrpSiKKipqRE+iYnE+gjReF8oFMKhQ4dsfcmC6kYRdrtSJSUl+NjHPiYkUYD9WB/hJN6Xn5+P73znO7Z+x0F1owi7XSlFUdDU1CQsGHZjfYSTCEE4HMaxY8dsjakMM14Mk0vY7UopioLa2lohiQKcPRNKNN4XCoVw+PBhW+e4oLpRhN2ulKIo2LVrl5BEAWKxPkJ09T5FUXD06FFbnwmqG0XY7UopioLm5mZhwbAb6yPcqM12vmuy1OacFinAXldKVVVMTU2hv79faF+i0QFgs5slMjMTi8XQ0dFha79BdqMIO12pSCSCP/3TP8U3v/lNoX2JxPqI+fl5oXjf4uIi3v3ud2NjY8PyZ4LqRhF2Z75UVcXAwIDw8yNEIh1ENBoVWr1vbW3N9nhyN4ph3MfOZB51lEQWgAKc12YREYvFYmhvb7d1YRhUN4qw25WixYZEL56d1ID19XWhrsnGxgauX79uS8KC6kYRIrW5v79fqAsLiMX6iOXlZaHV+0RqswzdKADIC/oAvIa6UlZXLaE/QABoaWmxta/S0lKUl5cnvBaJRFJOFIqiID8/P2X2327XhCRqYWHB8h990N0ogrpSV65csfT+aDSKT37ykwCAF1980da+Tpw4kbJsend3d8qXvbS0FLW1tQldzHA4bPuLuri4iGeeeQbd3d1YXV219Jmgu1FEbW0t+vr6LC8xrKoqbt++DQC2Z4srKytTitnS0lLKa+FwGAUFBcjLe3S6CoVCtqMOa2truHr1KlZWViwXUVlmvBgm16Cu1MzMjKX3q6qKe/fuAQCampps7cuoNi8vL6fUTUVRUFBQkFKLRWpze3s7FhcXbdfmoGsAdaWsTj6qqoqenh4AQGNjo619lZeXpyzP7WUN2NjYwNWrVxGJRCzXgKC7UURdXR36+vosi6eqqujq6sLRo0dt31NodM1jNi6FhYUJ46Aoiu3f1draGq5cuWJLwGSqzTkvUsBmV2p2dtbyCU1UppqamlJO8NeuXTOczWppacGuXbssbzsZEYkC5OhGES+99BLe9773WV4iXFSmPv/5z+Pzn/98wmtHjhxBd3d3wmvhcBhf/vKX8bM/+7OWt52MiEQBwXejCJr56u7utnXCFpGpAwcOpLz22muvpRRWiq86mREUkSiAu1EM4yWtra24du2ardosIlPNzc1obm5OeO3q1auYn59PeW9LSwt27txpedvJiEgUEHw3iqCuVGdnp60aICJTra2taG1tTXjtzTffNEwbtLW1CS0yQohIFBB8N4qg2vz22297LlMHDx5Mec2sNh8+fNhRjRSRKECebhSwBaJ9gPm9UoqimHZmSKZEY35ekkmiQqGQ4c8mSzeKMLtXqqSkxHSRBpIp0Zifl2SSqMLCQpSWlqb8bLJ0owize6UyfV9u374tHPPzkkwSRT9X8s8m04wXw+QiZvdKZTrX3Lt3Tzjm5yWZJCpTbZalBpjdK5VpXHp6eoRjfl6SSaLSjYsM3SjC7F6pTOPS1dUlHPPzkkwSlS21WY4rah9IvleKVuc7ffp0VsmUFYkqKirCU089lbKan0zdKCL5XqmSkhJ873vfw/e+972skikrEnX48GEMDw+nrOYnSzeKMMpj0wpA6W6ellGmrEhURUUFLl68mLKaH3ejGMZ7kif3aHW+U6dOZZVMWZGo4uJiPPXUUymr+cnSjSKM7pWi1fmOHTuWVTJlRaLKyspw8eLFlNX8ZOlGEWa1+cyZMzh48GBWyZQViaqsrMTFixdTVvOTqRsFbCGR0nel9EucV1VVZY1MWZWoc+fOoaCgIGFpdEVRpOpGEfquFEnUe97zHrz3ve/NGpmyKlE//vGPUV1dnbA0umzdKELfldIvcV5fX581MmVVok6dOoX8/PyEpdFlm/FimFxF35XSL3FeXV2dNTJlVaKoNuuXRpetG0Xou1L6Jc5ramqyRqasStTZs2eRn5+fsDS6bN0oQt+V0i9x3tjYmDUyZVWiqDbrl0aXsTbLdVXtMTTDkvycqGyQKbsSRa+RTBUWFko146XnK1/5CsrLy+MSRWSDTNmRKLrZmZ4z9a53vQv79++XqhtF0IxkXl5eynOiskGm7EgUze7pnzNVVVXF3SiG8QmqzcnPicoGmbIjUXQBrH/OlKy1Wd+VSn5OVDbIlB2Johqgf85UaWmpVN0oQl+bk58TlQ0yZUei6OfQP2equrpaqm4UsEUWmyDKysrw7LPPGv4byZTZcqVOVvNziohE6f/N7jMT/ObixYtYWFgw/DeSqeeff95wJTknq/k5RUSiiPz8fPzjP/6jX4cqRG1trekNqlT4u7u7Tb8voqv5OUVEoohwOIxz5875dagMw2AzRmtWm0mmOjo6TM81oqv5OUVEovT/duzYMb8OVYht27aZjgvJ1K1bt0zHRXQ1P6eISBShKApOnz7t16EKUVdXZ1pX6Xfd09NjOi6iq/k5RUSiiHA4jPPnz/txmLbZUh2pTMjYmXIiUbmCjJ0pJxKVK8jYmXIiUQzDyImMnSknEpUryNiZciJRuYKMnSknEiU72XW0PiCTTLFEPUImmWKJeoRMMsUSxTC5i0wyxRL1CJlkiiXqETLJVC5LFMAiZYgMMsUSlYoMMsUSlYoMMsUSxTC5jwwyxRKVigwyxRKVigwylesSBbBImRKkTLFEmROkTLFEmROkTLFEMczWIUiZYokyJ0iZYokyJ0iZ2goSBbBIpSUImWKJykwQMsUSlZkgZIolimG2HkHIFEtUZoKQKZaozAQhU1tFogAWqYz4KVMsUdbxU6ZYoqzjp0yxRDHM1sVPmWKJso6fMsUSZR0/ZWorSRTAImUJP2SKJco+fsgUS5R9/JApliiGYfyQKZYo+/ghUyxR9vFDpraaRAEsUpbxUqZYosTxUqZYosTxUqZYohiGIbyUKZYocbyUKZYocbyUqa0oUQCLlC28kCmWKOd4IVMsUc7xQqZYohiGScYLmWKJco4XMsUS5RwvZGqrShTAImUbN2WKJco93JQplij3cFOmWKIYhjHDTZliiXIPN2WKJco93JSprSxRAIsUYrEYpqenDU+WZliRqXv37iEajabdztjYGObn512VqJWVFczNzRmeZLKJhYUFfP/738fGxoblz1iRqV/91V/FwsJC2u187WtfQ1dXl6sS1dvbi6tXr2b9uKyvr2N6etrWz2FFprq6ujJu5/79+65L1NLSEhYXF7N+XBgm51heBv7pn4C1NcsfsSJTvb29hud2PaOjo2knOEUkKhqN5kRt3tjYsF0DrMhUd3c3YrFY2u0MDAy4LlHLy8tYWFjI+nFZW1vDw4cPbf0cVmUqE319fabfKWGJunVr839ZMC55QR9AEJA8jY2NYXZ2Fpqm4dChQ2hsbLS8DZKp9vb2lJOtoijYuXMnioqK0m6joaEBIyMjKScGJ52ot99+GzMzMwiHw6irq0NDQwMqKysRCoVsbScIFhYW8Oqrr+LP//zPcenSJcRiMbzyyit4//vfb3kbJFPPP/98isiWlJTgt37rt1BRUWH4WTqJf+ITn8C3vvUtDA8PJ4ick07UCy+8gJs3b6KyshIvvPACPvzhD+Ps2bNZMS7r6+uYnJzE2NhYXELPnj2LyspKy9uor68HAHR3dxt+X9ra2kw/S9+N5uZmTE5OYi3pwspJJ6qzsxMrKyvIz89HQ0MD6uvrUVZWlhXjwjA5x/Iy8H/+D/AXfwH83/8LxGLAt78NvPCC5U2QTHV0dBiea3bt2pWxrlJtjkajKbVZtBPV3d2Nubm5rKzNGxsbmJqawtjYGObm5gAAJ0+exPbt2y1vg2Tq1q1bhuPS0tKS8fy9e/duTExMYHV1NWVcRDtRt27dwvLyMvLy8lBfX4+GhgaUl5dnxbisra3Fx4Vq87lz50yvcYyg696enh7Dcdm/f7/pZ2kMWlpaMDU1hfX19ZTPC3eiPvABYGICqKkB/sN/2DwHHD0KSDguW0akkuUpFArFL5xFW41GMkUStX//foRCIVRXVyMSiaR8tqysDHl5eTh37lxCq9ppnE/TNGiaho2NDYyOjmJiYgKhUEjaE3eyPOXn52NpaQkAUFlZKTRLZCRTJFGf+cxnAADPPvssZmZmEj6Xl5eHgwcPora2Fm+99RYuXLgQlymncT5VVeMnva9//ev4sz/7MxQXF0srVcnyFAqF4n/j4XBYaFyMZIokavfu3QA2L4JmZ2cTPqcoCoqLi1FUVITz58/jypUrcZlyGuej78va2hqGhoYwPDyMvLw8liqG8YtkeSooABYXN/+trExoRtpIpkii2tra4rXZKDVSVlaG/Pz8eG0mmXIjzpdNtTlZnhRFiV8zidYAI5kiiWppaQGwOXbJSZRQKITS0lIUFhbGx4Vkyo04n6ZpWF9fx/DwMMbGxqAoirRSlSxPbtRmI5kiidq1axeAzetdkmgiHA6jqKgooTaTTDmO86nqZjd6dBT4gz8A/uiPgOpqKaUqp0UqnTy5hV6mACRIFADs27cP+/btM/18sky5fU8U/bwynbjTyVOmyIVV9DIFIEGiAODrX/86vv71r5t+Xi9TIyMjrt4TFYvFsLS0hP/P3pnHOJLd9/1bZN/3fff09DX31d1zrWZmBSgLyJJsK8EKUozAliJANpIgMuzIsaLEtrSK43XWBrIw4MiwFTmG/YcCCYkNW7LhtQyvFtrduXemZ6anr+np+2Sf7G6ySVb+4P5qimRVsd6rk+z3AQbYZZOs6n5k/epT31+9t7Oz4yupMpInu9oe1DIFIEWiAODs2bOGr08/YNt5T5SQKoHAJYzkyaYaoJYpACkSBQB9fX3o6+vTfX26TNl9T5Qfa7ORPNl17qSWKQApEgUAJ0+exMmTJ3Vfny5Tdt8TFY/HEY/HfSVVRvJkV21WyxSAFIkCgHPnzhm+vrS0VKnNsVjM3nuiDg6S/3Z3fSlVeSdSbshTOjU1NRgaGsLW1hY6OjqYv2gkU8+fP0dnZ6djE0t4eeB2Q57S+cQnPoG//uu/xvT0NL7whS8wv55k6lvf+hZ+5Vd+xZGJJbyWKjfkKZ2WlhYEg0HE43FFrFggmZqfn0dXV5cjNxULqRIIbMYFeUqntrYWg4OD2NnZQXt7O/N3lmRqenoaR44ccWxiCS9rsxvylE5jYyPOnz+PSCTCdEsFQTI1NzfnWA0AvJUqN+Qpnba2NhQUFECWZTQ3NzO/nmRqcXERXV1dzkws4UOpyguRskOetra2LH8Zi4qKsLy8jPr6ehQUvPjTrq6u4tmzZ4hEIqiurkZPTw/Ky8uVn+/u7mJ7exsVFRUZbU2spN8/oocbB2475Omdd97RnQnGLBUVFfj+97+PT33qU8p9a7Is43vf+x7eeOMNLC8v42Mf+xh+8zd/E0ePHlVeNzw8jJGREZw6dQp/93d/Z2kfzIyrW1Jlhzytr69bFmBJkrC8vIyGhgblgCvLMhYWFjA9PY1YLIaGhgZ0d3ejuLhYed3W1hb29vZQXl6O1dVVS/tg5jghpEog4MQOeXr/fUD1/Wel5sN/AIBPfAJQ1d6VlRVMTU0hEomgpqYG3d3dKbU5HA5jZ2cHFRUVGa3grPipNtshTxsbG5ZFKxgMYmlpCY2NjS9OumUZ+O53kyfJKyvAK68Av/EbQFeX8rqdnR2Ew2FbakD6fT16uCFVdsjT+vq65XMmAFheXkZjY6Pye8myjPn5eeV2B63ajDt3UPrsGbo//G9LaNwSk4FPpEqSfTxVyVtvvaX89yuvvJLyM7uTJ7uuaCQSCfT09ChR9czMDMbGxlJu4gsGg7h06RIqKioAAO+99x52d3dtOxmz+nfIduA2GhcjeWKloKAAZWVlXK9NJxqN4s0338Qv/uIvAgC+8Y1v4I033kA4HAaQ/L0rKytx7949RaY6Ozuxvr5uy2cjHo8r22IlGAyitLQ0q1QZjYuRPLEiSZJtV5pkWcbp06eVq180DS7tmyRJKCwsxNWrV5Wk9h//8R9t2TZt38rfQZKkrFJlNC4CQS5i+Jk2kidWgsEU8bFEJAL81/8KfOUrAIDp6WmMj49n1ObLly8rMvXuu+9ib28vL2qzkTyxYncNOHHixItk6j//Z+DNN5OfIwAoKAAqK4H794EjRwAAb7/9tm1pmZUaACTHJZtUGY2LkTyxYve4nD17Fo2NjQCS7fiLi4uGtRkVFUAgYI+8xGLmZEqLwsLkvyxSZVdtzqlEysm2PTsjbHLTeDyecaCmx8fGxjAwMKA838oX2U54roY51bYXi8WyTlVultLSUuV3ydVgOAAAIABJREFUW19fx+uvv55y1SYej2N7exvf/OY38e1vf1vZPq/82AlvUuVU254sy7Z9X9SSur+/nyJRtK2DgwM8f/5cmdnPL98XkVQJBB/iVNtePA7YVAMQDCbfD8a1eXx8HOfPnweQvDDqh2MNwFebnWrbs7MGBAKBF/VodTWZLKg/M7FY8rP03/4b8K1v2b59q/AkVU617dldm2lf9vb2UiSKtkUTdCjzAMTjLwTYS1xOqnJGpLa3t3Hz5s2cmutfa7Y+YnNz08U94UN94J6bm0NJSQmuX7+e8px/+qd/UkyeZtpx6p4nu7h79y6Ki4sz4u94PI5/+Id/8GivzKGWqj/4gz/Am2++icHBQdxJi9GXl5fx4MEDSJKkfGf8/t3Z3NzULDqyLGNtbc1winSvSZeq58+fo66uDoODg17vmkDgLPfuAVevJk+i6CTO5zUgHA7rXuRIn5nMj6TX5tLSUly7di3lOWtra7h//z6A1Iu7vubOHaCkJPPzE4sBqvTAr6ilamZmBlVVVbh8+XLKcxYXFzE8PJxTtXljY8OwNhtNqOY5aqn6vd8DXn8d+OQnkxd+bCJnFuQtLS1FX18fysvLEQgEcmJ15MLCQt0vSK6shk6xdV1dneaJ7JkzZ/DNb34TPT09yjSYfqepqUm3L5rnBksvqKysRFFRET796U/jm9/8ZsbPq6urlf7lQCCQE8mI0Xei2MI9Em6ibr9R328nEOQtPT3JtODEieS9TDoLovuJfKrN9fX1mrW5srJSqcu5cs6EpqakNGnBMTGRF9C4NDY2oqenJ+PntbW1OVebjSZAy5XajMrKZFL+L/8l8B//o61vnTOJVEFBAbq6utDV1YX9/X0sLS1hfn5eWQfCL/G7mpKSElRXV2esZh4IBHDkw15fP0KRbk1NDdrb2zMmz1BTX1+Pr371q/jqV7+KZ8+e4bvf/S6+853vYHp6GgBsuenRDtRX4s6ePYu+vj48evQo5fHy8nJ85cP+eT9SWVmJg4MDfPzjH8cXvvAFfPzjH0epzklLcXGxMvV+OBzG4uIiFhYWEI1GlfTED6j3o7a2FgUFBRlXTQOBALpUNxr7Dfq+NDY2orW1FXV1dblx0iIQ2EF1NfAf/kPy38wM8H/+T7LFb3w8eb+ExlpNnqA61pSWlqKqqgqbm5sZtTkXjjW1tbVoa2tDQ0OD7j28RUVFytTiu7u7yjkTdYz48ZwJFy4kJ5V4+vRFugkAZWXKvW1+hMalvr4era2tqK+v1x2XXKzNdXV1urXZz+eyqKxMfo5+9meBz38e+Gf/LHnvlM3kjEipKSkpsVWqAoEACgoKbLsSVVOjzBGEs2fP4oMPPsD29rYS5ba3t6fMz08389nB/v4+V3zPIk96dHd32ypV5eXlqKurs2Xa8UAggCtXrij//4Mf/ACf/OQnMT4+jsLCQkQiEfzar/0aPvOZzyjPefXVV22b2GBycpJLKlnkSY/y8nJbD9zBYBCFhYW2TMJBiynSfw8NDeHevXvKDFeyLKOvrw91dXXKa5qamrDNe/N6GrQQNitCngQCDTo77ZWqsrLkvQ3V1db3TZIAVfvbuXPncP/+fezs7Ci1uaOjI2U67qamJsuzwhF7e3tc8sIiT3qUlZXZKlV21gAAqKqqSv6HJAF/+7fJ2RWnppITTUQiwNe+Bvzzf648v6mpybYWTKs1wIw86ZFLtXlwcBD3799Pqc39/f2ora198aJ/8S+ADz6wvG0AwNhYsiWPFZfkSU3OztqnBa9UBQKB1FljOEgkEpBlWfcDHA6HlcXj9GLSWCzGLC/p3L171/Q0rbzyxDouvFJVXV2NP//zP8dP//RPZ32uHgcHB4jFYrryMTw8jKWlJQwODqYeEFRsbW29ONBzMjQ0pCzanA1eeWIdF94DdzAYxMDAQMoFA1aMvi+yLGN7exuxWAxVVVWan0m6qdbq94Vlen1eeRKz9gnyDebPNK9UVVQkJxj4V/+Ke1/9Upvv3LljenkTXnliHRdeqQoGgzh79iwaGhqyPlcPw3GRZeDhw+T050NDgE6tsWNc3nvvPdMzC/PKk5u1eXBwENUWLjzQ+GvVNjdrMzo7gdlZc8/llKdDOWtfNuxOqswSj8dx7949bG9v4+LFi5oJSnl5ecr6FOnMzMzg6dOn6O3tTVnl227sSJ5YsTupMsv29jZefvllTE9P4/3339dcxf7MmTM4c+aM7nu89tpr+PrXv44/+qM/wpe+9CVH9hOwJ3lixe6rYWaJRqO4desWEokELl++nNFjLUmSobjKsozR0VHMzMzg7Nmzjt7XJpIngcAG7E6qTBKPx3H37l3s7OykLDmiJlttnp6exujoKPr7+x1t+7MjeWLF7qTKLLFYDLdu3UI0GsWlS5cylzmRJODcOcP3mJiYwLNnz3Dq1ClLF8GzYUfyxIqXtZkmdeOtzSMjI5ibm8O5c+fQ1NTkyH4C8CR50iOvREqNW1JFErW1tYVEIoHbt2+nyNTOzo5mBN3S0qIIDK01BSTTGwC2ypQX8qSHW1JFEvXkyRNEo1FcvXoV7733niJTd+/exfvvv5/ymmAwiF/4hV9QJsx47bXX8Lu/+7uQZRm//Mu/DAC2ypQX8qSHWwdukiga55s3b6YcsDc2NjKuDkqShNbWVmWa3NHRUczNzQEAHj16BMDeSUKEPAkEDuKSVJFEbW9vI5FI4NatWykyZaY201pTQPLEHYCtMuWFPOnhllSRRFFLHY0LydTW1lbGsifqGgAkx+L58+cAkmsPArBVpryQJz3crM03b97E/v4+JEkyVZsDgQBaW1uV1tiRkREsLCwASHb7nDlzxl6Z8pE8qclbkVKTTap4P4jpEkWPqWXq6dOnGVNH0vY6OjoyFuxNJBK2yJSf5EmPbFJldiX4dNQSRUUgFAqlyNTnP/95jI6Ophwc6cD56quvKhJFU9jv7e3ZIlN+kic9nDpwqyWK3oMO3nTAfvjwoeaMiqWlpaitrVUkSv19sUOmhDwJBB6QTap47pFApkTRY2qZevLkibKGDyHLMiRJQnt7e8aCvYlEwhaZ8pM86ZFNqnhrQLpEAcn2e7VMDQ8Pay6CXFRUhMbGRkWi1ONih0z5SZ70cLI2k0QBUJbyUNfmBw8eKEvcqCkrK0N1dbUiUepxsUWmfCpPavx1Zu0CWlK1tLTEPKGBlkSpf3b79m1cu3ZN+XCnzwwEACsrKykSRViRKepZ9qs86aElVX/5l3+JEydOML2PlkQByQNDKBTClStXMDs7i0QikSFqVVVVkGUZ3/nOd/D6668rok1YkalPfepT6Ozs9K086aF14A6FQsz7ryVRQOoB+8aNG5qL7dJneGpqKkWiCCsy1djYiGg0KuRJIPAaLan63veytniloyVR6p/dunVLWQ9RrzYvLy9rLthrRabq6+sRCAR8K096aEnVyspKZjteFrQkiiCZunHjBoDMcSHJmZ2dTZEowopMNTQ0oLS01LfypIdebWZdgiZdogiqzervi15tfvbsWYpEEZZk6qd/GtjY8K08qcmNs2yHUEsVC0YSBSRj6KKioqwnZUbz7/PK1JEjR/w9HaUJ1FLFgp5EEUVFRThy5EhWuTT6PPDK1GuvvWb6uX5FfeBmQU+iCEmSTImZ0X0MvDJ1/Phx088VCAQuoZYqBowkCkgea2j9HiOy1WYemTp69GjOry2nlioWjCQKSI6LGQEweg6vTGndO51rWKnNWhJFmK3NRlLNLVP/83+af67HiMuvjJiRqJKSEly6dCnrCXtVVRUGBwd1D+okUyRUAn2ySVRxcTFOnjyJt99+O+s09x/72Mfw/e9/X/cAQjL1x3/8x7bsez6TTaICgQCqqqowMDCQ9b2amppw8uRJw+/Lo0ePsLS0ZHm/BQJBbmFGokpLS3Hp0qWsqUN1dTUGBgYMjzXq+3QE+piRqIqKCly8eDGr4DY0NODs2bOG4zIyMoL5+Xlb9j2fySZRgUBA+R5ko6WlBSdOnDAcl+HhYSwvL1vaZ78iRIoBFokyWglaTU1NjZApi7BIlNkWzk984hNCpizCIlFm2ylaW1uFTAkEghRYJMrsepG1tbVCpizCIlFma0BjY6OQKYuwSJTZdve2trZDK1NCpEzihEQRQqb4cUKiCCFT/DghUYSQKYFAQDghUYSQKX6ckChCyBQ/TkgUcVhlSoiUCZyUKELIFDtOShQhZIodJyWKEDIlEAiclChCyBQ7TkoUIWSKHSclijiMMiVEKgtuSBQhZMo8bkgUIWTKPG5IFCFkSiA4vLghUYSQKfO4IVGEkCnzuCFRxGGTKSFSBrgpUYSQqey4KVGEkKnsuClRhJApgeDw4aZEEUKmsuOmRBFCprLjpkQRh0mmhEjp4IVEEUKm9PFCogghU/p4IVGEkCmB4PDghUQRQqb08UKiCCFT+nghUcRhkSkhUhp4KVGEkKlMvJQoQshUJl5KFCFkSiDIf7yUKELIVCZeShQhZCoTLyWKOAwyJUQqDT9IFCFk6gV+kChCyNQL/CBRhJApgSB/8YNEEUKmXuAHiSKETL3ADxJF5LtMCZFS4SeJIoRM+UuiCCFT/pIoQsiUQJB/+EmiCCFT/pIoQsiUvySKyGeZOlQiFY/HMTExgWg0qvkzv0kUYVWmNjc3MTs76+QuWiIUCuG3fuu3sLOzk/EzP0oUYVWm3nrrLfzZn/2Zk7toif39fUxOTmp+H/woUYRVmVpeXhaiJRC4SCwWw8TEBA4ODjJ+5keJIqzK1MbGhq9rczQaxcTEBOLxeMbP/ChRhFWZWl1dxcLCgpO7aIlstdlvEkVYlanl5WVfitahEqmZmRlMTU3h1q1bKTLlZ4kieGVqY2MDd+/exdOnTzVFxQ/8zu/8Dn77t38bL7/8cso++lmiCF6Z+uEPf4hPf/rT+KVf+iXfFtKJiQlMTk7i7t27Kd8LP0sUwStTi4uLGB4exqNHjzRP6gQCgf2oa7P6e+dniSJ4ZWp9fV2pzeFw2I1dZYbOKW7fvp0iU36WKIJXplZWVvDgwQPd8w4/MDY2hsnJSdy/fz+jNvtVoghemVpYWFBqcywWc2NXTXNoRCoej+PZs2eQZRn7+/uKTOWCRBGsMrWxsYF79+4hHo9DlmWMj4+7ubumWFtbwx/+4R8iHo/j8ePHikzlgkQRrDL1wx/+EJ/5zGewu7uLeDyOr3/96y7urTn29vYUydja2lJkKhckimCVqcXFRTx+/Fg5DuRzS45A4BdisRimpqYgyzL29vYUmcoFiSJYZWp9fR337t1DIpHwbW2ORqOYm5sDAOzs7CgylQsSRbDK1MrKCh4+fKiMy+TkpJu7a4rd3V2srKwASJ7jkUzlgkQRrDK1sLCAJ0+eKOPit9pc4PUOuMXMzIzypVfLVHFxcU5IFEEylZ4SECRT+/v7WFxcTLmKFAqFsLOzg4qKCjd32ZDXX39d+T0ikYgiU7Is54REESRTr776Kvb29jJ+TjL18OFDfPvb38bu7i4A4ODgAH/xF3+Br3/96+jo6HB7t3VRtw0kEglFpiKRSE5IFNHa2goAykE4HZKpjY0NzM3NpfzO09PT6Orq8vwkTSDIZ9JrM8lUYWFhTkgUQTJFgpQOydTe3h7m5+dTnrO2toZwOIzy8nI3d9kQuvAMJMeFZCqRSOSERBEkUyRI6ZBMbW1tpYyLLMtYWFhAT08PiouL3d5tXSYmJlLqFF0w39vbywmJItra2gAAIyMjuuMyPDyM9vZ23dpcUOAPhfHHX9RhKI1SDxbJVC5JFGEmmVpYWMjoa04kEr668kVplPrLH4lE8OTJE4yMjOSMRBFmkim1RBF+S6XUaRRBMpVLEkWYSabUB2o1frvyJRDkE5RGpdfmvb29nJIowkwylS5R9LifajOlUepjvSzLCIfDOSVRhJlkSmtc/JZKqdMoIpFIYHNzU7cN0Y8SRZhJprRqs99SKX/onMOor3ipkWVZ94DAI1F7e3sZ9yHp3Wexs7OT8YWoq6szfQAyk0xp4adUSp1GqdG7qsIrUePj4xgZGUl5bHt7W/O5t2/fRklJScpjP/VTP2X6yke2ZCpdogD/pVJ6N7HqfaZ4JWpnZyfjb6S3jc3NzZQLA5Ikob6+HpIkmdqWmWRK6zGRSgkEzsFTm3kkymptrq+vN30SaiaZ0sJPqZQ6jVKjt++8EkVipkZrYgsg2WKuPt6z1gAzyVQ6fkul1GmUGqPazCNRLLV5Y2Mj5bsUCARQV1dnelzMJFNaj/kplfJ+DxxGK40ywkoS9fTpU4RCoawfIEqM1LPCJBIJnDp1SjnhM0M2mdLb9vj4OC5cuGB6O06glUYZYSWJ+vmf/3l88MEHKeOpdbPi7u4uvvWtb+Fb3/qW8lg4HMZf/dVf4ROf+ITp7WWTKS0olfqTP/kT09txAq00yggrSdSDBw+wv7+f9fsSj8cxNTWV8dilS5dQXV1tenvZZEqP58+fo6+vz/TzBQJBdrTSKCOsJFEjIyNYX183VZvn5+dTJiBIJBI4ffo0WlpaTG8vm0zpbXt8fBznz583vR0n0EqjjLCSRA0PDyMcDpsal5mZGczMzKQ8duHCBdTX15veXjaZ0oJSqZMnT5rejhNopVFGWEmi7t+/j2g0mjIuWp8HOr9Of+zy5cuoqqoyvb1sMqUFpVK9vb2mt+MU/sr5HEDvipcWVtv5GhsbASQ/SOp/Wmg9p66ujnmb2dr8tKBUykv00igtSkpKLLXzffrTn4Ysy9jc3FT+ac2SFIvFUp6zubmJYDCI69evM28zW5tfOpRKeT2Dn14apYXVdr76+nokEoms3xdZljOeEwwGuT4L2dr80qErX2IGP4HAXlhrs5V2voaGBgD8tbm2tpZ5m9na/LSgVMpL9NIoLQKBgKV2vsbGRs3jezpaz5EkCTU1NVzbNGrz09r2wsKC5zP46aVRWlht52toaMiozXqJnVZt5ul4ytbmlw7VZj/M4JfXIsWaRlmFDgo8lJeXW4qOzcaogPf92KxpFJD8/Vh+RzWf+9znuF4HANevX+e+F4t1n72+V4o1jSJ4x6W1tZW7l76hoYG735tnf/3Ujy0Q5DqsaZRVmpubuWtzRUWFa21dXtdm1jQK4D/+A0BLSwv362tra127F8vre6VY0yjA+rjw/m2bmppcq81+uVcqr0WK5YoXkDqbn9aivdkoKiriOukOBAJKtMmKeopzFrxMpVjSKCB5z5R6anRWuru70dnZyfy6yspKfPGLX2R+HQD87d/+LV599VXNe6L08DqVYkmjgNTZ/HhOiCorK7kOuMFgkPv7kj7FuRlEKiUQ2AtPbVZPjc5KUVER11VyK7VZPcU5C16mUixpFJA8Nm5vb+POnTvM5yAAUFZWxtX9Y6UGqKc4N4vXqRRLGgW8mM0vfZ0ps1RXV3OJWDAYZLo9RY16inOz+CWVyluR4k2jrMpUe3s788mhLMtobm5m3havRAHeXfniSaOA1KnReWTqi1/8YsYkEtmIRqP4mZ/5GeZt8UgU4VUqxZtGWZEpSZKY7jtQw9NqwyNRavxw5UsgyHV40yirMtXW1sZVm5uampi3xStRgHe1mSeNApJ/Iysy1dbWxpVEULsmCzwSpd6mF6kUTxoFWJMpK7WZp92SR6IIP6RSeStSrFe81NABm+dLw9Pex9vW9/DhQ64DF+FFKsWaRqmJRCJ48OABfu/3fo/5tTztfbxtfZ/97Ge5JArwLpViTaPU0AGbFm9kgae9j6etj9aksPI7ilRKILCOV7WZp72Pt62P92Sd8CKVYk2j1MiyjK2tLUxPTzO/lqe9j6etT5ZlS+PiVSrFmkapSSQSCIVCKZOnmIWnvY+nrS8ej+PRo0eWa7OXqVReipSVe6MkSUIgEEB7ezu6u7uZX8/a3meldeD8+fOora3l7kd1+8oXbxoFJGftKysrw6/+6q/iy1/+MvPrWdv7rLT1/c3f/A0uX77MPY2t26kUbxoFJD+/wWAQ3d3dXJE+a3sfb0tHIBDAwMAAysvLLfXVe33lSyDIZazcG0W1uaOjg7s2s7T3Wa3NNTU1OVObedMoIPl3CgQC6Orq4lq+g7W9j7cGSJKEgYEB7pZywP1UijeNAl7U5p6eHq50ibW9j7etLxgM4sKFC5Zqs9epVF6KFM8VLzpIt7W14dq1azh58iT3DaYs7X28bX0AUFVVhaGhIVy8eJFbqNxMpXjSKBKoL3/5y5iensZ//+//nWt2Q4CtvY+3rQ8Abty4gffffx8/+MEPuITK7VSKJ42ig3RXVxdu3LiB3t5ervUceFoIeNr6gOQsgVevXsW5c+e4DtoilRIIrGGlNnd0dODatWs4fvw41301AFt7H29bH5A8Cb148SKGhoa4hcrNVIonjSKB6uzsxI0bN9Df38+93h5Lex9vWx+QrB1XrlzBhQsXuITK7VSKJ42i2nz06FHcuHEDPT09rtVmnrY+INllcvXqVZw9e9ZSbfYqlco7keJZN8ougSJY2vusztYHWBMqt6588awblS5QLOtFaMHS3mdltj7i5Zdf5hYqt1IpnnWj7BAoNSztfVZm6wNeLOJoRahEKiUQsMOzblS6QFmtlSztfXbM1mdFqNyqzaxplJ0CRbC099kxW19dXR23ULmVSvGsG2WHQKlhae+zMlsfkPy+WxEqL1OpvBMps1e8nBAowmx7n5XWAS14hcqNVMpsGuWEQBFm2/ustPVpwSNUbqVSZtMoJwSKMFvIrMzUlA6vUIlUSiDgg7U22ylQhNn2PrtrM69QuZFKmU2jnBAowmx7n501AOATKrdSKbNplBMCRZht77MyW186vELlZSqVVyJlJo1yUqDUmGnvs9LWZwSrUDl95ctMGuWkQKkx095npa3PCFahcjqVMpNGOSlQBEsLAW9bn9G2eYRKpFICgXnMpFFOCpQaM+19Vtr6jGAVKqdrs5k0ykmBUmOmvc9KW58RrELldCplJo1yUqAIltrM29ZntG1WofIqlcorkTK64uWWQBFm2vvsaOszgkWonEyljNIotwSKMNPeZ0dbnxFmhcrpVMoojXJDoNSYae+z2tZnBItQiVRKIGDDTG12WqAIM+19Ti/CyyJUTqZSRmmUWwJFmGnvc3oRXrNC5XQqZZRGuSFQasy091lt6zOCRai8SqXyRqT00ii3BYrI1t5nd+uAEWaEyqkrX3pplNsCRWRr77O7rc8IM0LlVCqll0a5LVBEtquAdrd06MEiVCKVEgiyo5dGuS1QRLb2Pjdrsxmhcqo266VRbgsUka29z60aAJgTKqdSKb00ym2BIrK199nZ1meEWaHyIpXKG5FKv+LllUCpMWrvc6qtz4hsQuVEKpWeRnklUGqM2vucauszwkionEql0tMorwSKMNNCYHdbnxHZhEqkUgKBOfRqs9sCpcaovc+ptj4jsgmVE6lUehrllUCpMWrvc6qtzwgjoXIqlUpPo7wSKMJMbba7rc+IbELlRSqVFyKlTqP8IFCEUXuf0219RugJld1XvtRplB8EijBq73O6rc8IPaGyO5VSp1FeC5Qao/Y+J9v6jMgmVCKVEgj0UadRfhAowqi9z+m2PiP0hMru2qxOo/wgUIRRe5/TbX1G6AmV3amUOo3yWqDUGLX3OdnWZ4SRULmdSuWFSM3MzCAej/tGoAi99j43WweMSBcqSZKwurpqWyr1+uuvY29vzzcCRei197nZ1mdEulABwJ/+6Z/alkpRGuUXgSL0WijcbOnQQ0uoZFkWqZRAYIC6NvtBoAi99j6/1OZ0oZIkCSsrK7alUnTh2S8CRei19/mhBgCZQgUA8/PztqVSlEb5RaAIvfY+t9r6jNASKhIpt1Ipb0fHJhKJBNrb29HT0+P5ATqd9vZ27OzspES1XrT1GUFCtbW1hfHxcds+fIlEAl/5ylfw67/+657LUzpf/OIX8Y1vfCPl3i0v2vqMIKH68Y9/jNdeew1bW1u2vK8kSeju7kZXV5fnB2g11EIwMzOT8TM32/qMUAtVKBTC1NQUYrGY5ycgAoEfSSQS6OzsxNGjR31Xm9va2jA2NpZRm91u6zOChGpzcxMTExO2nhh2dXXh6NGjvjt2tbW1ZbQdetHWZwQJVSgUwrNnzxCLxWz5fAcCAfT09ODIkSO+rM1aF3PdbOszgoSqvr4ea2triki58Xf0z0hZoKenx+td0KWxsREjIyMpj3nZ1mdEVVUVBgcHbXu/3//937ftvezmc5/7HL7xjW+kPOZlW58RN27cwN///d/b9n6nTp2y7b3sprW1FfPz84jH48pjXrX1GUFC5bcLBAKBn+jt7fV6F3Rpbm7G6OhoymNetvUZUV1dbWttPn78uG3vZTctLS2YmppKESkv2/qMqKurQ11dnW3vd/r0advey25aWlqwsLCQUpu9auszgoTKTfH2118gD0lv7/NL68BhJ729zy9tfYed9PY+v7R0CASC/CK9vU/UZn+Q3t4naoA/SG/v80Nbn18QIuUC6tn7/NbWd5hRz97nt7a+w4rWDEF+aesTCAT5hXr2Pr+19R1m1LP3+a2t77CiVZv90tbnNUKkXEA9e59f2/oOI+rZ+/za1ncYUc/e58e2PoFAkB+oZ+/za1vfYUQ9e59f2/oOI+rZ+/zY1ucV4q/gAur2PhFR+wdq7ysoKBBtfT6C2vskSRLfF4FA4Bjq9j5xrPEP1N4naoC/oPY+SZJEW58KIVIu0d7eDgCirc9nkECJtj7/QC0EgUBAtPUJBAJHoRN10dbnL2hcRFuff1DXZtHW94K8mLUvF2hubkZJSYloHfAZX/rSl/DSSy+Jtj6fcfToUTQ3N4vWAYFA4Citra0oKysTtdlndHR0iLY+H9Ld3a3IlCCJECmXKCgoEFMl+5D6+np89KMf9Xo3BGkUFxeLExuBQOA4ojb7k6KiIs3FeQXeImpzJpKsnqzfZ7z11lsxbpz8AAAgAElEQVRe74JAIBDYxiuvvOL1LggElhG1WSAQ5BNWarPI5gQCgUAgEAgEAoGAESFSAoFAIBAIBAKBQMBIztwjlestMaFQCMPDw7h27VrO3zypbuvI9XFZWlrC2NgYrl27lrJqdy6ST+MyOzuL2dlZXL161etdsYxogxLkM7l+rFlbW8OjR49w/fr1nL+BPp9qwOLiIiYmJvCRj3xE1GYfMTMzg/n5eVy5csXrXbGMXbU5t48aOcT8/Dyi0ShCoZDXuyJQMTc3h/39fWxubnq9KwIVs7Oz2NnZQTgc9npXBAJBHiNqsz+Zm5vD3t4etra2vN4VgYrZ2Vlsb29jd3fX613xDUKkXCCRSGBlZQVA8qAt8AexWAwbGxsAgIWFBY/3RkBEIhGEw2FIkoTFxUWvd0cgEOQp6tosaoB/UNdmUQP8w/7+Pvb29kRtTkOIlAusr68r/722toZ4PO7h3giI1dVVpWVgaWkJPp7A8lCxvLwMSZIgy7I4uREIBI4RCoWUGrCysoJEIuHxHgmA5FhQm+Xi4qKozT5haWkJAERtTkOIlAssLCwo8iRJkmgh8Anz8/PKuMiyLNr7fMLc3JxyQhONRkV7n0AgcARRm/2JujYnEgnR3ucT5ufnldociUREe9+HCJFyGHXrAADE43HR3ucD1K0DQHJcxBUW76G2PkKWZdFCIBAIbEerNosa4D1atVnUAO+htj41YlyS5IVIbW1t+faKhbqtj/Bre58sy1haWsLBwYEt77exsYGdnR1b3stu1G19hF/b+xKJBBYXF237zIRCId9eSaK2PsLPLQQ0LqIdSCDQZmtrC9vb217vhibqtj7Cr+19TtRmvyb96rY+wq/tfU7U5nRZ8QvU1kckEgnf1maSb7e+yzkz/bkR09PTWFxcRG1tLfr7+1FVVeX1LimoWwcIaiFobGz0aK9SoYP0+Pg49vf3ce7cOTQ1NVl+38nJSYRCITQ0NKCvrw8VFRU27K09qFsHCGrvq6mp8WivUqED1cTEBKLRKIaGhlBbW2v5fcfGxrC9vY3m5mb09vairKzMhr21B3VbH0HtfeXl5R7tVSqJRAJzc3OYmJhALBbD1atXffXZFgj8wtTUFJaXl1FXV4f+/n5UVlZ6vUsKRrW5oaHBo71KhRL58fFxRCIRnD9/3pbzhomJCayvr6OxsRF9fX2+ObYC2rWZ2vuqq6s92qtUqDaPj4/j4OAAly5dsmXfRkdHsbOzg5aWFvT29qK0tNSGvbUHdVsfQe19fjmHiMfjmJubw+TkJGKxGF566SVXPtt5IVI9PT1YWlrC+vo6bt++jerqal8IVXrrAEHtfV6LlFqgDg4OEI/HUVJSYtt+9fb2Yn19HaurqwiFQqirq/OFUKW3DhDU2uG1SKkFKh6PIx6Po7Ky0rb96uvrw/3797G0tISVlRU0Njb6QqjS2/oIOpno7e31YK9eQAI1OTmJeDyORCKBuro6zz/PAoFf6e3txcrKCkKhEG7duoWamhpfCJVRbV5YWPBcpNQCFYvFEI/HUVpaatt+9fb24s6dO1hZWcHa2hrq6+t9IVRGtXlxcdFzkVILVCKRQDweR1VVlW371dvbiwcPHmBxcRHLy8toamryhVBptfURi4uL6OnpcXmPUlELlCzLiMfjqK+vd+3znBciVVZWhsbGRiWW94tQabX1EdTe58XivFoCBQDBYBB9fX22LX5XXV2N6upqbGxsIJFI+EaotNr6iKWlJZw4ccKTBQC1BApIjkt/f79t+1RXV4eysjKEw2EkEgnfCJV6tj411N7nlUhpCRQABAIB9PX1ebJPAkEuUF5ejoaGBqU2+0WotNr6CNpXLxbn1RIowP7aXFNTg6qqKmxubipS6QehorY+rVa5xcVFHDt2zNParBYoIFkD+vv7bdtOQ0MDSktLsbu7q7QN+kGo0tv6CPq7eCVSWgIF2D8u2cgLkQKSV9lXV1eVkzA/CJVW6wDhRXufnkARhYWFaG5utnWb/f39uHPnjnLy6Qeh0modILxo79MTKKKsrMyWlj5CkiQcO3YMDx48SJkZyWuh0mrrI7xo79MTKIJORgQCgT59fX1YW1tLqQFeC5WZ2uxmKqUnUERRUZEt7fZq+vv7cffu3ZRx8VqojGqzF+19egJFVFRU2F6b+/v7MTw8nFKbvRYqrbY+wov2Pj2BImpra109r8wbkSorK1OufKmvaHslVHqtA4Sb7X3ZBAqw/4oXUV1djaqqqoy43iuh0msdINxs78smUID9aRRRV1eHkpKSjFY6r4RKr62PcLO9L5tAASKNEgjMUl5ejvr6+ox66JVQmanNbrX3ZRMowLnaXFNTg8rKyoxlP7wSKjO12a32vmwCBTiXejQ0NKC4uDhjQiivhMqorY9wq70vm0AB7qdRQB6JFJCZSqlxW6iM2voIp9v7zAgU4UQaRaSnUmrcFiqjtj7C6fY+MwJF2J1GEVqpVPo+uilUem19hBvtfWYEihBplEBgnvRUSo3bQmXU1kc43d5nRqAIJ9IoIj2VUuO2UBm19RFOt/eZESjC7jSK0Eql0vfRTaHSa+tT74/T7X1mBIpwO40C8kyk9FIpNW4JlVHrAOFUex+LQAHOXfEi9FIpNW4JlVHrAOFUex+LQAHOpVGEXiqlxi2hMmrrI5xq72MRKECkUQIBK3qplBq3hIqlNtudSrEIFOB8bdZLpdS4JVRmarNT7X0sAgU4n3ropVJq3BIqo7Y+wqn2PhaBArxJo4A8EynAOJVS46RQZWsdIOxu72MVKMLJNIowSqXUOClU2VoHCLvb+1gFinAqjSKypVJqnBSqbG19hN3tfawCRYg0SiBgxyiVUuOkULHUZjvb+1gFinAyjSKMUik1TgoVS222s72PVaAIp9IoIlsqpcZJoTLT1kfY2d7HKlCEF2kUkIciZSaVUuOEUJlp6yPsaO/jFSjA+StehJlUSo0TQmWmrY+wo72PV6AA59MowkwqpcYJocrW1kfY1d7HK1CASKMEAl7MpFJqnBAqM219hB3tfbwCBbhXm82kUmqcECozbX2EHe19vAIFuJd6mEml1DghVNna+tTbtqO9j1egAO/SKCAPRQown0qpsVOozLQOEFba+6wIFOFGGkWYTaXU2ClUZloHCCvtfVYEinA6jSJYUik1dgqVmdYBwkp7nxWBIkQaJRDwYzaVUmOnUPHUZp5UyopAEW6kUYTZVEqNnULFUputtPdZESjC6TSKYEml1NgpVCy12Up7nxWBIrxKowDA/YUSXIBSKZ4rFmqhevbsGdfrzV5xA1609/Fw69YtPH78GPv7+1wfPLeueBGUSvFAQvX+++9jdnaW+fVmWwcIau3g4d1338XTp08RjUa5x8WNNIqgVIoHEqp3333X9NUrNZFIBDs7O6afTycorMiyjHfeeQdjY2M4ODjgkiiRRgkE1qBUige1UE1NTXG9nrU289aAmzdv4smTJ4hEIjlRmymV4oH+ru+99x7m5uaYX89Tm3lqAAD85Cc/wdOnT7kvPLudelAqxQMJ1U9+8hOmzz3B0tZH8IxLIpHAO++8Y+mig5dpFJCnIgXAloMQz4GFpa2PoPY+Vqz2CbuZRhH9/f2WWiUCgQDXuLC09RFLS0tMqSZhdVzcSqMISqWstJcGAgGuq5HU1mcWau/jwWpbkEijBALr9PX1WZ4Nj+e7zNLWR1B7HytWa4CbaRRhR23mSQSorY+FxcVF5tosy7LlcXErjSIolbJSm4PBIFdKxHphlNI+HqzWZi/TKCCPRcpKKhUIBHDu3DmuSJ+ldYCgFgJWjh07hvb2dq6Dn9tXvAgrqVQwGMTAwADXwZCldYCg9j5WTp8+jaamJu5xcTONIqykUsFgEBcvXuQ6kLG0DhDU3seCJEk4f/48amtrucZFpFECgT1YSaUCgQDOnz/P9Xo3a/Px48fR2tqaU7XZSioVDAYxODjoWm2m9j4WJEnCmTNn0NjYyF0DvEg9rKRSBQUFuHjxItdFTp7aTO19LAQCAVy4cAE1NTU5NS4p++Dp1h2G52BkRaJYWwcI3vY+ShJ4ZMqLNIrgufJFEsVzzxJr6wDB29ohSRK3TLmdRhG8qRRJFE8BZm3rI3jb++gkjEemRBolENgHTyplRaKs1GbeGnDixAkumfIijSJ4azOvRFmpzTw1wIpMuZ1GEbypFEkUzwVOnrY+grc288qU12kUkOcixZpKBQIBNDQ0cF8t42nrI3jb+yRJQm9vL9OXzKsrXgRrKhUIBNDS0sI9HTlPWx/B295HYsKCV2kUwZpKBQIBdHZ2cl/FZG3rI6y09wUCAZw4cYJpTEUaJRDYC2sqFQgE0NjYyF2bedr6CN72PjoBZjkx9Lo2s6ZSgUAAbW1t3C1zPG19BE97H8BXm71OPVhTqUAggCNHjnALBs/9zoC19j7e2ux1GgXkuUgBbKkUTWgwNjbG9QXlaR0gZFnmaiGIxWK4c+cO03a9TKMIlgJDX06eyT8AvtYBIh6Pc7X3RaNR3Lp1i+lz5FUaRbCmUolEAtPT01yTfwB8rQPE/v4+c3sfvY51XEQaJRDYD0sqRYnS+Pg417a8qs23bt1i2q6XaRTBWpvn5ubw/Plzrm1Zqc2xWIy5vQ94UZtZao9XaRTBmkolEglMTU1xT2RmpTbv7e0xt/cBydp8+/ZtptrshzQKyNPpz9XwrCtFJ4as6UBdXR2i0WjKY1tbW4jFYimPBQIBlJaWplxhkCSJ+YZAkqhwOGz6Q+/1FS+CZ10pEqnu7m6mbWm1aW5ubmYcwIPBIEpLS1FUVKQ8JkkS871DdKDe3983fVDwOo0ieNaVGh0dBQB0dHQwbauxsRGFhYUpj62vr2f8zehmWfVzA4FAxmuzsb+/j5s3b2Z8R40QaZRA4Aw860pNT08DAPN3sra2FgcHBymPsdRm1umjSaJ2d3eZaoAfajPPulITExMAgK6uLqZtaXUMbWxsZJzP2Fmbb968if39fdOv8UvqwbOu1MjICACgra2NaVtNTU0Z469Xm8vLy1FQ8EIl3KzNfhgX4BCIFMC+rhSvTLW1tWV8YG/fvq0pC52dncwnnmp4JArwRxpFsK4rxStTR44cwZEjR1Iee/fddzVlobu729Lfh0eiAO/TKIJnXSlemdJavO/tt9/OOJjS1bi6ujrT750Oz4EaEGmUQOAkrOtK8cpUR0dHxrHp1q1bmrJw5MgRtLe3m37vdHgkCvBHGkWwrivFK1NdXV0Zz//JT36iKQs9PT2W/j48EgV4n0YRPOtK8cqU1qL3erX52LFj3LddAPy12S9pFHAIWvsA/XulAoGAblRKMsXb5uck2SSKrgikx/N+ueJF6N0rFQwGdVsLSKZ42/ycJJtEGY2LH9IoQu9eqWzjMjo6yt3m5yTZDtR64yLSKIHAWfTulcpWm6enp7nb/Jwkm0RJkpQTtVnvXqlsNWBiYoK7zc9JskmUUQ3wS+oB6N8rlW1cRkZGuNv8nMRKbfbTuBwKkQIy75Wi2fkuXryYUzJlRqLKy8tx7dq1jNn8/JRGEen92DQ73+DgYE7JlBmJqqqqwvXr1zNm8/NLGkVo3StFs/OdO3cup2TKzIG6vr4e169fz5jNT6RRAoHzpN8rRbPzDQ0N5ZRMmZGoiooKXLt2DW1tbSm/s5/SKEKrNg8ODmJgYCCnZMqMRFVXV+P69esZs/n5JY0itO6VKigowKVLl3D27NmckikztbmhoQHXr1/PmM3PT2kUcIhEilIpIHWK88rKypyRKbMSNTQ0hIKCgpSp0enqul+ueBHqVEo9xXlNTU3OyJRZiRoYGEAwGEyZGt1vaRShTqXUU5w3NDTkjEyZlaizZ88iGAymTI0u0iiBwB3UqZR6ivOqqqqckSmzEnXx4kUUFBTg+PHjikz5tTarUyn1FOe1tbU5I1NmJYpqs3pqdL+lHoQ6lVJPcd7Y2JgzMmVWoqg2q6dG9+O4HBqRApJXvoqLizPWicoFmWKVKCB1namKigrfpVHEsWPHUFxcnLFOVC7IFKtEAS/WmWpublYKk9+QJAnHjx9HSUlJxjpRuSBTLBJFv4f6JK6hoUGkUQKBS1BtTl8nKhdkikWi1DWAZKqystJ3aRRBtTl9nahckCkWiaLfg9aZampqQm1trW9r87Fjx5TarE5mckGmWCSKLi7QOlO1tbVoamryVRoFHJLJJoiysjLcuHFD82ckU7dv39a8kc/KbH5W4ZEogg7Yfqaqqkp3XEim9G58tTKbn1V4JIogmfIzdXV1uH79uubPSKYePHigOy68s/lZhUei1D87f/68G7spEAg+pLy8XLcGkEzpLfNhZTY/q/BIlPpnJ06ccGtXuaiurtYdF5Kpe/fu6dYA3tn8rMIjUQTJlJ+hljctSKYePnyoOy68s/lZhUei1D8bGBhwYzeZOVSJVDb8mExZkah8wY/JlBWJyhf8mExZkSiBQOBP/JhMWZGofMGPyZQVicoX/JhMWZEov5OfnyIL+EmmhES9wE8yJSTqBX6SKSFRAkH+4ieZEhL1Aj/JlJCoF/hJpvJZogAhUpr4QaaERGXiB5kSEpWJH2RKSJRAkP/4QaaERGXiB5kSEpWJH2Qq3yUKECKli5cyJSRKHy9lSkiUPl7KlJAogeDw4KVMCYnSx0uZEhKlj5cydRgkChAiZYgXMiUkKjteyJSQqOx4IVNCogSCw4cXMiUkKjteyJSQqOx4IVOHRaIAIVJZcVOmhESZx02ZEhJlHjdlSkiUQHB4cVOmhESZx02ZEhJlHjdl6jBJFCBEyhRuyJSQKHbckCkhUey4IVNCogQCgRsyJSSKHTdkSkgUO27I1GGTKECIlGmclCkhUfw4KVNCovhxUqaERAkEAsJJmRISxY+TMiUkih8nZeowShQgRIoJJ2RKSJR1nJApIVHWcUKmhEQJBIJ0nJApIVHWcUKmhERZxwmZOqwSBQiRYsZOmRISZR92ypSQKPuwU6aERAkEAj3slCkhUfZhp0wJibIPO2XqMEsUIEQK0WgUCwsLiMVipl9jRqamp6d1v+zEwsICdnZ2bJWocDiM5eVlxONx06/xI/v7+1hYWGD6PczI1MTERNaxnpmZsV2itra2sLq6qjnWucTe3h4WFhaYfg8zMvX06dOs7zM1NYWDgwPNn/FK1MbGBkKhUM6Pi0CQb0QiEebabEampqamEIlEDN9nfn7edona2dnByspKzh9reGqzGZkaGxvL+p7T09O6Y8crUVtbW1hbW8v5cdnb28Pi4iLT72FGpp48eZL1fSYnJw1rM49EUW12aq1WOzmUMUc0GsXS0hLm5+exs7MDADh58iTa2tpMvwfJ1O3btzO+/IFAAEePHkVpaanma+mD0dbWhsXFRWxvb6d8+K0kUaOjowiFQpAkCfX19Whra0NdXV1OXDXb39/H8vJyShErKChAY2Oj6fcgmbp7927GASUQCKC/v1/3b0rj0tXVheXl5YxCaiWJevLkCcLhMIDkwau1tRV1dXU5cdVsb29P+b6QYJaWlqKmpsb0e5BMPXjwQHNcTp06pftaGoOenh6srq5mXKCwkkQNDw8jGo1CkiQ0NTWhtbUVNTU1OTEuAkG+EYlElBpAtfnUqVNobW01/R4kU3fu3NGszd3d3SguLjZ8j/b2diwuLmZc6LSSRD19+hQbGxsptbm+vj4njjX7+/tKDdjb24MsyygsLERDQ4Pp9yCZunfvnmYNOHbsmO7fNL020z6oX8+bRD1+/Bi7u7uQJAkNDQ1oa2tDbW1tTowLydPCwkJKba6urjb9HiRTDx8+1ByX06dP676WxqC3txehUAiRSCRjXHiTqIcPH+Lg4CClNtfW1voy0To0IpUuT5IkKR8a3i+MlkyRRPX09ABIfki1TL2qqgrBYFA56SeZstrOJ8uy8m9lZUUxer9KVbo8AVDGhXc/tWSKJKqzsxMANOVMkiRUVlaioKAAly5dSmntsKOdj/ZlaWkJq6urkGXZt1KlJU90gOT9/bVkiiSqpaUFANDU1IT19fWU1wUCAZSVlaGoqAiXL19Oae2wo52P9mVhYQHLy8vKfgipEgicJ12e1LWZ91ijJVMkUd3d3QCSNUAr7aLaTK8nmbKjnc+oNvtNqtLlCbBem7VkiiSqo6MDQHJcVldXU15Hf/vCwkKlNpNM2dHOl16bAfhWqtLlCbA+LloyRRLV3NysPGdjYyPldcFgEKWlpSguLlbGhWTKjnY+o9rsJ6nKa5Eykie74kK1TMmynCJRQPIKSldXl+7r1TK1tbVl+z1RVET8JFVG8mQXapkCkCJRANDX14e+vj7d16fLlN33RNG4+EmqjOTJLtQyBSBFogDgxIkThq9Xy1QkErH9nigaFyFVAoFzGMmTXccctUzJspwiUQBw9OhRHD16VPf1apna3t62/Z4oo9rslVQZyZNdqGUKQIpEAcla3d/fr/v6dJmy+56o9NoMeC9VRvJkF2qZApAiUUCya8uIdJmy+54oo9rstVTlnUi5IU/pVFZW4tKlSwiHwykfPLOQTM3Pz6O1tdWxiSW8lCo35CmdmpoaXLx4EZFIhKk9kCCZWlhYQFtbm2N/Hy+lyg15SqehoQEDAwNIJBKor69nfj3J1PLyMtra2hz7+wipEgjsww15SqeqqspybR4aGsL8/LwrNcALqXJDntKpra3F0NAQotEoV20mmVpcXER7e7vjNcALqXJDntJpbGzEhQsXlM8fKyRTKysraG9vd0xu/CZVeSFSdsjT+vq6LR/S2dlZNDU1oaioSNn+wsICpqamEI1GUVlZib6+vpQe1q2tLWxtbUGSJCwuLlrafrabaAk3pMoOeVpbWzP9OxkxOzuLlpYWRVJlWcbs7Cymp6dxcHCA6upq9Pf3o6KiQnnNxsaG8nlaWFiwtH292WzScUOq7JCnlZUV5R4GK8zNzaGlpUX5vNFELbOzs4jFYqirq0NfXx/KysqU14RCIeXzZHUVdrM3TAupEgjYsUOeQqGQLZMnzc7Oorm5GYWFhcr25+fn8fz5c0SjUVRVVaGvrw9VVVXKa9S12WoNsKM22yVVdsiT1v2qPMzOzqK1tVWpAbIsY2ZmBtPT04jFYqipqUFfX59ubbZaA/QmSUjHDamyQ55WVlawvb1teV/m5ubQ2tqq/F6JRALPnz/H7Ows4vF41to8Nzdnaft21Ga3pCpnRcrO5CmRSGBpaQlLS0uW90uWZRwcHCgtBM+ePcPU1JSyb+vr67hz5w6GhoYUmXr06JFys6MX2ClVdiZP8Xjc8kGSoM8EtRCMjo5ibm5O2be1tTVsbGzg8uXLKC8vBwA8ePCAacYou7FTquxMnuLxOGZmZrheq0VBQYFytfjRo0cpM1stLy8jFArh6tWrKCkpAQB88MEHtl3B5nkfIVUCgT52Jk/xeNzW2hyLxZR2vsnJSTx//lzZt1AohNu3b+PixYuKTA0PD2Nvb8+XtZlVquxMnuyszUDyHqj29nYAwMjISMrMsKurq1hfX8eVK1eUk3Y7a7OVGmCHVNmZPMXjcUxPT3O9VovCwkI0NTUBSH4X1DMPU21+6aWXlMlb7t+/b9u27a7NTkpVTomUk217dkamtC/xeDxFotTbGh8fx9DQUMpr/DDNI49UOdm2Z9f7qA9s0Wg0RaKIeDyOyclJnD171vbtW4VHqpxs27Pr76L+PO3u7mpODxyPx/H8+XMcP34cQPK74rdxEVIlOMw42bbnxHc9FoulSJR6W+Pj4xgcHASQOnmT1/BIlZNte07UZpryXq82nzlzBoA/awCLVDnZtudEbQ6Hw5rLt1BtPnbsmO3bt4qbUpUzIrW1tYWbN2+mPOaHg5sRRimTHdGr06gP3CsrKygqKsLLL7+c8py1tTXlptFcYXt7G4FAQPMLv7m56cEesaE+cC8tLaGsrAwf+chHUp6zuLiI4eFhL3aPG2qhSUeW5YyZ/PyI+sC9sLCA6upqXLp0yeO9EgicZXNzE7du3Up5zO+1ORwO51VtLi4uxo0bN1Kes7q6amtC4Ab5VpvLy8vx0ksvpTxnfn4ejx8/9mL3uDGqzekz+fmR9NpM98/bRc5cLi0vL8fp06cVk/TTFN56FBUV6RYUuofK7wSDQQSDQbS0tChXg9RUV1fj5MmTqK6uhiRJOXEFvqSkRPeqSbb1RfxCMBhEQUEB2tvbNddgqq+vx/Hjx1FZWZlT46KH3ppsfiMYDKKwsBAdHR1KgiYQ5DMVFRU4deoUampqcqY2FxcX501tbm1t1Vzrp6amBidOnEBVVVVO1QC92mxUH/xEttrc0NCAY8eOidrsMlSbOzs7ba/NOZNI0QGjtbUVsVgMKysrmJ+fx8bGBgKBgC03o9pNcXEx6urqsLa2lrFImdG0q15DhbCxsRFtbW2GLUp0wGhvb0c0GlXGha5g+CXmVf/9y8vLUVlZia2trYxxUU+P6zeCwSAkSUJzczNaWlqUExct6IDR2dlp2HbjNeq/f3V1NYqLizUXWzRaQsBrgsEgAoEAmpub0draqpy4CASHgWAwiLa2NrS1teHg4ECpAZubm76tzSUlJaitrVVa5IhcqAGAufbhgoICdHR0oKOjA9FoVKkB29vbvq0BFRUVKC8vx87OTs6dM1Ftbm1tVS4sa1FUVIQjR47gyJEjiEQiWFpawsLCgq9rc01NDYqKipT2UCIQCODIkSNu75ppqDa3tLSgpaXFsdqcMyKlpqCgwFapCgQCKCkpse1KlHrayDNnzmB4eBihUAiSJClrTalXam9ra8PKyoot297Z2eG6CZNFnvQoKiqyVaqCwSBKSkqUWZasIEkSampqlP8/f/48Hj58iM3NTeWL1dfXl7JSe3t7u20tZdvb21wnFCzypEdxcbGtUkWL8NkxTT8tdAwkx2hwcBAPHjxQ9k2SJBw/fjxl7Nrb221rv9na2uIqXEKeBJQtxj0AABzhSURBVIJMCgsLbZUqu2tzXV2d8t+0Zs76+rpSm7u7u1PWtWtvb89YHJYXq7XZyr2XRUVFtkqVk7V5YGAADx48SGkn6+/vTzmvam9vt62lzEoNMCtPehQXF9sqVcFgEGVlZbakwum1eWhoCB988IHSFitJEk6cOJEyA7WdtXlzc5OrRdgteVKTkyKlxi6pOnr0KNra2rj3Ix6PIx6PZxzwCwoKcOHCBUQiEUSjUc0POS3au7e3h5KSEkuDfvfuXYRCIVPPtUOe9LBLqvr6+rjWmSBisRgSiUTGuBQVFWFoaAj7+/s4ODjQHJfe3l7Isoz9/X3L8fX7779v+gBjhzzpYZdUnThxIqX4sRKLxSDLckYhLikpweXLl5VxKS8vz/hMHj9+HLIsIxKJWG73eOedd0xP4SvkSSAwjx1SJUkSuru7Uy48MrO7C+zsAB/OPkYUFBRgYGDAsDbTor121OY7d+6YvjBnhzzpYZdU9ff3p1x4ZMWoNl+8eNGwBvT19dlWm9977z3TS3nYIU962CVV6XLDilFtvnLlCvb29hCLxXRrM+JxYH4e6Ozk3gcA+PGPf2x6yQAv5ElNzouUGruTKrPEYjHcvn0bu7u7GBwc1DzBLC4uNrz/ZnJyEpOTkzhy5Aj6+/sd+xA4KU962J1UmSUajeLWrVuIRqO4ePEiKisrM55TUlKiezIuyzJGR0cxMzOD3t5eR1s+nJQnPexOqsyyv7+PmzdvQpZlXLp0KWUdCiLbuAwPD2NpaQknTpxQprR3AiFPAoF17E6qTLO1BVy/DoyPAz/6EXD1asZTstXmiYkJPHv2DEePHkVvb6/jtdnNWT/tTqrMEo1GcfPmTRwcHODSpUspa0QR2WrAyMgI5ubm0N/f72jrt5PypIfdSZVZzNRmQ3GNx4Gf+znge98DvvMd4POfd2Q/Ae/lSU1eiZQat6SKJCocDkOWZdy9ezdFpjY3N7G2tpbyGlozga7ETE5OYmpqCkBycToAtsqUF/Kkh1tSRRJF037T+iAkU6FQKKM1QJIkdHZ2oqCgQJEoWlTu2bNnAGCrTHkhT3q4JVV0oKYFim/dupVywF5dXcXW1lbKawKBADo7OxEMBhWJolbY0dFRALBVpoQ8CQTO4ZpUkUSNjgKRCPDKK8BbbykytbGxkdG9IUkSOjo6lKvxExMTeP78OQAo6/PYKVNeyJMebkkVSRR1AlANUGTqRz8CfvKT1BcVFAD//t8D5eWKRNECyRMTEwBgq0x5IU96uCVVPLU5GAyis7Mz+ZklifqbvwFkGfg3/yb5JBtlyk/ypCZvRUpNNqni/SCmSxSQnENfLVNjY2OaJ+w0sxdJFO1DIpGwRab8JE96ZJMq3il00yUKSLZeqmXq6dOnCIfDKa+TJAllZWVoamrKWLA3kUjYIlN+kic9skkV77ikH6iB5Kry6gP248ePU34OvOjVrq2tVSRKPS52yJSQJ4HAfbJJFfdJYrpEAUA4nCJTY2NjGVNqS5Kk1CWSKPWxxg6Z8pM86ZFNqqzUZrVEAcnanCJT//bfJsctdYeAkych/+zPZizYm0gkbJEpP8mTHtmkyovaXF1djZrKyhcS9eFaotjbs0Wm/CpPag6FSKnRkqqlpSXmnlItiSJIpq5fv675WvoQLC0t6S7YyytTLS0tKCoq8q086aElVSsrK5qRvxFaEkWQTKWvhUXQ32p2dlZzwV4rMkUHAL/Kkx5aUrW2tqYZ+RuhdaAm6ID90Y9+VPO1NC6Tk5OaC/ZakanW1lYcHBwIeRIIPEZLqpaXl5Ub3k2jJVFEOAx87GPAzIzmS+n7v7CwoLtgL69MNTc3o6SkxLfypIeWVK2urnLV5nSJIkimPvrRjyIgy8lEQ82HrZfT09OaC/ZakamWlhbs7e35Vp700JKqUCjEfM9Yttps5pwJv/EbwF//dVKe1FiQqdbWVsTjcd/Kk5pDJ1Jq1FLFgpFEAS+SjWwzp5SXl+t+OHhligpRLqOWKhaMJApIfulp7QYjjAo3r0z5efpus6iligWjAzWQHBczE1cYXezglane3l7TzxUIBO6gliomjCQKSJ6QnzoFlJcbvk1FRYVhbeaRKZKRXEYtVSwYSRTwousg298yWw3gkSk/T6tuFrVUsWBXbcb168D/+B/aP+OUqb6+PtPP9ZrcuCTiI8xIVHl5OS5evJhVpCoqKgyfRzI1Njbm+5XivcaMRFVVVWFgYCDrlcDq6moMDg7qPo9kioRKoI+ZA3V9fT3Onj2b9b0aGhpw9uxZw3EZHR1VLkAIBIJDhBmJOnMG+Kd/ArLM9llZWYmhoSHD2jw9PY2JiQlRm7NgRqKqq6sxMDCQVaRqamoMazjJFN3XJtDHTG2mmpuVT34S+O53Ab00jGTqf/9vC3vsX4RIMcAiUWbX2KmsrBQyZREWiTK7vkJNTY2QKYuwSJTZNpfGxkYhUwKBIBUWicqSRhFVVVVCpizCIlFma0Btba2QKYuwSJTplrqf+ZlDK1NCpEzihEQRQqb4cUKiCCFT/DghUYSQKYFAoOCARBFCpvhxQqIIIVP8OCJRxCGVKSFSJnBSogghU+w4KVGEkCl2nJQoQsiUQCBwUqIIIVPsOClRhJApdhyVKOIQypQQqSy4IVGEkCnzuCFRhJAp87ghUYSQKYHgEOOCRBFCpszjhkQRQqbM44pEEYdMpoRIGeCmRBFCprLjpkQRQqay46ZEEUKmBIJDiIsSRQiZyo6bEkUImcqOqxJFHCKZEiKlgxcSRQiZ0scLiSKETOnjhUQRQqYEgkOEBxJFCJnSxwuJIoRM6eOJRBGHRKaESGngpUQRQqYy8VKiCCFTmXgpUYSQKYHgEOChRBFCpjLxUqIIIVOZeCpRxCGQKSFSafhBogghUy/wg0QRQqZe4AeJIoRMCQR5jA8kihAy9QI/SBQhZOoFvpAoIs9lSoiUCj9JFCFkyl8SRQiZ8pdEEUKmBII8xEcSRQiZ8pdEEUKmfCZRRB7L1KESqVgshidPnmh+6f0oUYRVmVpdXfX1CX0kEsHIyIjml96PEkVYlamlpSVfH8x3d3cxMjKCWCyW8TM/ShRhVabm5uYwNzfn5C4KBAI1GxvJk6iFhcyf+VCiCKsylSu1+eDgIONnfpQowqpMLS4uYnp62sldtMTu7i6ePn2KeDye8TNfShRhVab+5E+AP/1Tx3aPl0MlUs+fP8f8/LxyYk74WaIIXplaXV3FgwcP8OzZM2xtbbm1u0xMTk5idnYWt27dSvny+1miCF6ZWlxcxKNHjzAxMYHd3V03dpWZsbExzM7O4s6dOyky5WeJInhlamZmBk+fPsXTp091fz+BQGAzb7yRPEm6ciVVpnwsUQSvTK2srCi1eXt7263dZWJiYkKpzWqZ8rNEEbwytbCwgMePH2N8fBx7e3tu7Cozo6OjmJmZwZ07d1JkytcSRfDK1JtvAl/+MvDv/h2wtub8fjJwaEQqFothenoasiynnKDngkQRrDJFEpVIJJBIJDA+Pu7yHmcnEolg4cPCub+/r8hULkgUwSpTi4uLePz4sTIuExMTbu6uKcLhMNY+PFjt7OwoMpULEkWwytTMzAzGxsaQSCQAwNdXigWCvGFjI3mSFIslJYpkKgckimCVqZWVFTx8+FCpAWNjYy7vcXb29/exuLgIANjb21NkKhckimCVqYWFBTx58kQZl8nJSTd31xQ7OzsIhUIAgO3tbUWmckKiCFaZevNN4D/9p+TjiQTw+uvu7asJvDUDF3n+/LlyQq6WqcLCwpyQKIJk6vbt25qxLsnU/v4+VldXlZNCANjY2MDW1haqqqrc3GVDJicnU8aFZApATkgUQTJ19+7dlL85QTK1s7ODlZWVlOesrKxgd3cXZWVlbu6yIePj4ynjsrOzg9u3byuSq4WfJIogmaKTlnRIptbX11PGJZFIYG5uDt3d3SgqKnJ7twWCw8MbbwBUy9QyVVOTExJFkEylpwQEydTu7q5mbd7e3kZlZaWbu2xIem0mmUokEjkhUQTJ1L1793RrwMTEBLa2tjJq89LSEnp6elCqd8LvAePj48o+yrKM7e1t3L59G5FIJDckiiCZ+tznkoKUDsnU3/0d8P/+34vn7O8Df/iHwFe/CtTXu7vPOvjjk+4wlEapvyAkU7kkUYSZZCr9QE2P+ymVojRK/fcnmcoliSLMJFPpB2p63E+pFKVR6eOyu7ubUxJFmEmmtMYFEKmUQOAolEapT8xJpnJIoggzyZRebfZTKkVpVHoN2NvbQ0RrTOBPiSLMJFN6tdlPqZQ6jSJkWUY4HM4tiSLMJFP/9/9mipbPUil/GYJDqNMoNXoz6fBKVDgcxubmZspjeh/uzc3NjC91U1OT6e2ZSaa08FMqpb7ipUZvXHglant7O6MHXevmWQBYX1/P+Hu2tLSYLgxmkikt/JRKqdMoNXr7zitRm5ubCIfDpraxtraWchVUkiS0tLSYLgxmkimtx0QqJRA4iDqNUhOLJf+lwylROzs7GfcI69XmjY2NjOMKS202k0zpbdcvqRRPbeaSqLt3gQcPUh/Tu5f7H/4BWF9/8f+SBPzczwEmj81mkikt/JRKqdMoNUa1mUeiNjY2Mu7d1vosA8n78NXPZa3NWZMprfTTZ6lU3ouUVhplhJUkamxsDGtra1k/QIlEAktLS1haWlIek2UZkiShtbXV9PayyZTetsfHxzE4OGh6O06glUYZYSWJevLkCba3t7OOSzwex/z8PObn55XHZFlGUVERGhoaTG8vm0xpQanU2bNnTW/HCbTSKCOsJFHDw8O6VzfVxGIxzMzMpDyWSCRQVlaG6upq09vLJlN6PHv2DMePHzf9fIFAYAKtNMoIC0nU2NgYQqEQd20OBAJoaWkxvb1sMqW37bGxMc9rs1YaZYSlJOoXfxEYHgbU51paf69wGPhf/yv5j4hEgPZ24JVXTG8um0xpQanU6dOnTW/HCbTSKCOsJFHDw8OmJluKx+MZsxsmEgmUl5ezXazPJlNaUCr1xhvmt+MQ/spfHUAvjdLCajtfc3MzAoGAcqMi/dNC6zn1HGadrc1PC0qlvETvipcWVtv5mpubIUkS17hIkoTa2lrmbWZr89OCUikv0UujtAgGg6irq+Nu52tqaoIsy1zjEgwGuVLVbG1+Wtudm5sTM/gJBHajl0ZpUVICnD7N3c7X1NRkqTbX1dUxbzNbm58WlEp5CWttttTO99nPJpOlcPjFPy2xjsdTnxMOA4WFyclIGMnW5qfF0tKS5zP46aVRWgSDQeUCJ087X1NTU8b3QGvbWvW7oKCAL1UlmSopMfd8SqV8MINfXosUaxoFJFu+tNbNMUNjYyPTttRUVlZytw9FIhGmBf+8vleKNY2SZRmRSMT0lb10mpubuV4HJA+6vPdi6d2Qq4fX90qxplE0Lryfeab4P42mpibu17KOCyDulRIIbIU1jYrFgJUV/bavLNCJIQ9VVVWu1mYv75ViTaOs1mZ89rN8rwOAj3/c/El3Gjy12ct7pVjTKDtqM+95D1245mJyEmARcp/cK5XXIsWSRgGps/nxnGwVFBSgpqaG+XWBQICppU+NeopzFrxMpViueAGps/nxJAMlJSVc/c3BYBBtbW3MrwNSpzhnwctUiiWNApLFRT01OisVFRUoLCxkfl0wGOT+vqRPcW4GkUoJBDbDkkYBmVOjM1JYWMiVYAcCAe4aoJ7inAUvUyme2qyeGp2Zo0eT/1iprAS+8AX21yF1inMWvEylWNIoIFmz1FOjs1JZWcklUlZqM958E/ja1wCW8x+fpFJ5K1I8aRRgXaba2tqYP4CyLHOlJrwSBXiXSrGmUYRVmWpra2NuPZBlmeneKIJXogDvUinWNIqgqdF5ZIr5plQVPO2WPBKlRqRSAoENsKZRhEWZ4q3NjY2NzNvilSjAu1SKNY0iLMvUv/7X7MlSLJZMpBjhlSjAu1SKNY0iaGp0Hpmi2syKJElM9y0r8EgU4YNUKm9FijWNUkMyxXPixNPex9vWx3tAILxIpViveKkhmUqfeMAMPKLK29ZndVy8SKVY0yg1dMBWT9JhFh6R4mnrSyQSePr0Kfe4iFRKILAJ1jRKDcnU7/wO80t52vt42/rsqM1up1JWa/Pe3h5XbeZq7+No65Nl2fK4eJFKsaZRamRZxtbWFhY4LjzwtPdxtfXt7wO/8it8EkWv9ziVykuR4k2jgGSUHwwGcfToUfT39zO/nrW9z0pb39DQkHITLc9VfbdTKd40CngxLr29vTjK0QrA2t5npa3v0qVLqK+v515Lw+1UijeNApJ/p8LCQhw/fhwdHR3Mr2dt7+NtHQgEArh8+TJqa2strXEiUimBwAK8aRSQXGumogL4rd8Cfvu3mV/O2t5npa1vaGgIjY2NlmqAm6kUbxoFJP9OBQUF6OvrQ1dXF/vGWdv7ONv6JEnCpUuXUFdXZ2lc3EyleNMo4EVtPnHiBNfnmLW9j7utr6QEePdd4MYNgHf5F49TqbwUKZ40ik7Uu7q6cOPGDfT29nIvxMvSQsDb1gcAZWVlOHfuHK5evaoctFmFys1UiueKF41LT08PXn75ZRw9epT7JkiW9j7etj4gKQcDAwO4fPkyt1C5mUrxpFF0kO7r68ONGzfQ2dnJ9XvytPfxtPUBL2bRunjxIpdQiVRKILAITxpFAvW1rwHz88B/+S/Jk2kOWGszT1sfAJSXl+P8+fO4cuUKt1C5mUrx1uaCggL09vbixo0b6Orq4q7NTO19nG19QFIOBgcHLQmVm6kUTxpFtbm/vx83btxAR0eHpdrM8nyutj4g2a779tvAj37EJ1Qep1J5J1KsaZSdAkWwtPdZma2PsCJUbqVSPOtG2SVQBIuwWpmtj7AiVG6lUqxplF0CpYZFpKzM1kdYFSqRSgkEHLCmUTYKFMHS3mdltj7CilC5lUrxrBtlm0ARLO19FmbrI6wIlVupFGsaZZdAqWFp77M0Wx9hRag8TKXybkFes2kUycaRI0fQ1dVlWZ7UUHvfunoVbp194J7hRAMSqt3dXYyPj2N1dRWyLGf9e1AqxTOrkVnMXvGicenu7kZnZ6f1A7QKau8Lh8OGz7PS1qcFCdXOzg7Gxsawvr5uqphTKlXGG3ebwGwaFQwGEQgE0NPTg/b2dssHaDXU3pdtcV5LMwJpQEK1tbWFsbExbG5uZh0XSqW6u7stn2QJBIcKs2lUaSkQDAK//uvAL/+yZXlSQ+19m5ubhs+z0tanBQlVOBzG+Pg41tbWTNUASqW41uUxCUttDgQC6O7uRkdHh621WWnvGxkxfp6F2fq03y4pVNvb2xgbG8PGxoapcVlaWkJPTw/XbMBmMZtGUW3u7e3lmlTLCGrvyzZZhd21WRGq998Hfu3XgDt3st9DRanUV78KcKzJaoW8SqTMpFFOJFBamGkhsNLWZwRrQuV0KmUmjXIigdLCzIHGSlufEawJldOplJk0yokEKh2W9j7etj4jeBIqkUoJBAyYSaMcSKC0MFubedv6jGBNqJxOpcykUY4kUFqYae+z0NZnBGtC5XQqZSaNciKBSsdse5+ltj4jWBMqj1KpvBIpozTKLYEizLT32dHWZwSLUDl5r5TRFS+3BIowI652tPUZwSJUTt4rZZRGuSFQasyIlB1tfUaYFSpxr5RAwIhRGuWSQBFm2vvsaOszgkWonLxXKlttdkWgCDPtfTa09RnBIlRO3itllEa5IVBqzLT32dLWZ4RZofLoXqm8ESm9NMptgSKyzd5nd1ufEWaEyqlUSi+NclugiGyz99nd1meEGaFyKpXSS6PcFigi2+x9trcOGGBWqEQqJRCYQC+NclmgiGyz99nd1meEGaFyKpXSS6NcFygi2+x9Nrf1GWFGqJxKpfTSKLcFisg2e5+btdmUUHmQSuWNSKWnUV4JlBqjFgKn2vqMyCZUTqRS6Ve8vBIoNUbtfU619RmRTaicSKXS0yivBIow097nRFufEUZCJVIpgcAk6WmURwKlJlttdqKtz4hsQuVEKqVVmz0RKDVG7X0OtfUZkU2onEil0tMorwSKyNbe51hbnxFGQuVBKpUXIqVOo/wgUIRRe5/TbX1G6AmV3amUOo3yg0ARRgLrdFufEXpCZXcqpU6jvBYoNUYi5XRbnxF6QiXLskilBAIj1GmUDwSKMGrvc7qtzwg9obI7lVKnUb4QKMKovc/htj4j9ITK7lRKnUZ5LVBqjNr7HG/rM0JPqOJxV1OpvJi17/nz54jH4wgGg47MwseL3ux9brb1GZE+y9/KygpCoZBtM/hNTk4ikUggGAw6MgsfL3qz97nZ1mdE+ix/oVAIS0tL6O3ttWUGP7riVVhY6MgsfLzozd7nauuAAemz/K2vr2N2dlbM4CcQ6PHGG8nZtioq/n97968TxRbHAfwsLJLsCgXGZV0Ts4CghVL6BDS+gD2dtS9gYm/lU/gO1hY+ALkNCYEQG6IJsbO4tzB779nhMsnBszNH5vMptzg7CX9++c5897cL2cJ3U9dt72uy1lenuuXv4uIifPv2LdsGv9ls7vf7i9nCd1PXbe9rsNZXp7rl7/v37+Hr16/ZNvjFs3kRW/hu6rrtfaXM5itb/j5/DuHDh8Y2+LWfNjJYWVkJW1tbxQSo2GQyCZeXl3O/gG3U+urEgSrn3ZXV1dXw+PHjYgJUbDKZhOPj47m7km3U+urEgSrnk4/BYBCePHlSTICamVUITk9Pr/T2m6711YkD1cnJSfIXWUJn3LsXwrt3xQSo2GQyCT9+/Lgym5uu9dWJA1Xu2by7u1tOgIodHobw9u38Z+paqPXViQPVyclJtnMHg0F4+vRpMQFqJp7N1dcbr/XVmQWqL19CeP8+hJ8/G3nbslLHDT169KjtS7jW/fv3w9HR0dxrbdb66gwGg/Ds2bNs521vb2c7K7fNzc0rdbk2a3117t69G54/f57tvN3d3Wxn5TYej8PZ2dlcOGmz1ldnfX097O/vt30ZUK43b9q+gmuNRqPwV+XJR5u1vjrD4TDrDNjZ2cl2VnavXv0KUrEWa3111tbWsv5c9vb2sp2V23g8Dufn53M3Hlqt9dV58SKEjx8be7tyIu8tVd3eV0qtr+uq2/tKqfV1XXV7XzHVAeBWqW7vK6XW13nV7X2F1Pq6rrq9z2z+jyDVgHhDUGm1vi6LH5+XVuvrqv/b3ldSrQ+4PaqzuaRaX6fF2/sKq/V1VXV7X3G1vhYJUg2It/eVWuvrojjQllrr66I4SJVa6wP+fPH2vlJrfZ0Ub+8rtNbXRfH2vmJrfS0QpBoQ1/s8Ci1HXO9T6SjHrN7X6/X8vQALE9f7zICCzOp9/b5aX0Fm9T6zeZ4g1ZDZP2m1vrJMJpPQ6/XU+goyqxAsLS2p9QELNZvNan2FOTz8FaTU+ooxm83Ly8tqfZFbsbXvTzAajcJwOFQdKMzDhw/DxsaGWl9hptNpePDggeoAsFDj8VjlvkSvX4fw8qVaX2Gm0+m/N6D5RZBqyPLycpYvuSWvfr+f5QsOyWtlZWVuex/AIpjNhVpfDyHjanHyuHPnjpsOFb2/C/42yU+fPrV9CQDZHBwctH0J8NvMZuA2+Z3Z7DNSAAAAiQQpAACAREVX+wAAAErkiRQAAEAiQQoAACCRIAUAAJBIkAIAAEgkSAEAACQSpAAAABIJUgAAAIkEKQAAgESCFAAAQCJBCgAAIJEgBQAAkEiQAgAASCRIAQAAJBKkAAAAEglSAAAAiQQpAACARIIUAABAIkEKAAAgkSAFAACQSJACAABIJEgBAAAkEqQAAAASCVIAAACJBCkAAIBEghQAAEAiQQoAACCRIAUAAJBIkAIAAEgkSAEAACQSpAAAABIJUgAAAIn+AZcWuNEGaLZxAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "visualize_pdf_field_accessor(StreamPushTwoFieldsAccessor)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "{d₀: f_2_C__0, d₁: f_2_N__1, d₂: f_2_S__2, d₃: f_2_W__3, d₄: f_2_E__4, d₅: f_2\n",
+       "_NW__5, d₆: f_2_NE__6, d₇: f_2_SW__7, d₈: f_2_SE__8, f₀: f_1_C__0, f₁: f_1_C__\n",
+       "1, f₂: f_1_C__2, f₃: f_1_C__3, f₄: f_1_C__4, f₅: f_1_C__5, f₆: f_1_C__6, f₇: f\n",
+       "_1_C__7, f₈: f_1_C__8}"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stream_push_dict = {}\n",
+    "for i, direction in enumerate(stencil):\n",
+    "    stream_push_dict[ sym_pre[i] ] = f1(i)\n",
+    "    stream_push_dict[ sym_post[i] ] = f2[direction](i)\n",
+    "    \n",
+    "stream_push_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>Subexpressions:</div><table style=\"border:none; width: 100%; \"><tr style=\"border:none\"> <td style=\"border:none\">$$rr_{0} \\leftarrow 1.9$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$vel0Term \\leftarrow {{f1}_{(0,0)}^{4}} + {{f1}_{(0,0)}^{6}} + {{f1}_{(0,0)}^{8}}$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$vel1Term \\leftarrow {{f1}_{(0,0)}^{1}} + {{f1}_{(0,0)}^{5}}$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$\\rho \\leftarrow {{f1}_{(0,0)}} + {{f1}_{(0,0)}^{2}} + {{f1}_{(0,0)}^{3}} + {{f1}_{(0,0)}^{7}} + vel0Term + vel1Term$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$u_{0} \\leftarrow - {{f1}_{(0,0)}^{3}} - {{f1}_{(0,0)}^{5}} - {{f1}_{(0,0)}^{7}} + vel0Term$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$u_{1} \\leftarrow - {{f1}_{(0,0)}^{2}} + {{f1}_{(0,0)}^{6}} - {{f1}_{(0,0)}^{7}} - {{f1}_{(0,0)}^{8}} + vel1Term$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$u0Mu1 \\leftarrow u_{0} - u_{1}$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$u0Pu1 \\leftarrow u_{0} + u_{1}$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$$f_{eq common} \\leftarrow \\rho - \\frac{3 u_{0}^{2}}{2} - \\frac{3 u_{1}^{2}}{2}$$</td>  </tr> </table><div>Main Assignments:</div><table style=\"border:none; width: 100%; \"><tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,0)}} \\leftarrow {{f1}_{(0,0)}} + rr_{0} \\left(- {{f1}_{(0,0)}} + \\frac{4 f_{eq common}}{9}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,1)}^{1}} \\leftarrow {{f1}_{(0,0)}^{1}} + rr_{0} \\left(- {{f1}_{(0,0)}^{1}} + \\frac{f_{eq common}}{9} + \\frac{u_{1}^{2}}{2} + \\frac{u_{1}}{3}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(0,-1)}^{2}} \\leftarrow {{f1}_{(0,0)}^{2}} + rr_{0} \\left(- {{f1}_{(0,0)}^{2}} + \\frac{f_{eq common}}{9} + \\frac{u_{1}^{2}}{2} - \\frac{u_{1}}{3}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(-1,0)}^{3}} \\leftarrow {{f1}_{(0,0)}^{3}} + rr_{0} \\left(- {{f1}_{(0,0)}^{3}} + \\frac{f_{eq common}}{9} + \\frac{u_{0}^{2}}{2} - \\frac{u_{0}}{3}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(1,0)}^{4}} \\leftarrow {{f1}_{(0,0)}^{4}} + rr_{0} \\left(- {{f1}_{(0,0)}^{4}} + \\frac{f_{eq common}}{9} + \\frac{u_{0}^{2}}{2} + \\frac{u_{0}}{3}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(-1,1)}^{5}} \\leftarrow {{f1}_{(0,0)}^{5}} + rr_{0} \\left(- {{f1}_{(0,0)}^{5}} + \\frac{f_{eq common}}{36} + \\frac{u0Mu1^{2}}{8} - \\frac{u0Mu1}{12}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(1,1)}^{6}} \\leftarrow {{f1}_{(0,0)}^{6}} + rr_{0} \\left(- {{f1}_{(0,0)}^{6}} + \\frac{f_{eq common}}{36} + \\frac{u0Pu1^{2}}{8} + \\frac{u0Pu1}{12}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(-1,-1)}^{7}} \\leftarrow {{f1}_{(0,0)}^{7}} + rr_{0} \\left(- {{f1}_{(0,0)}^{7}} + \\frac{f_{eq common}}{36} + \\frac{u0Pu1^{2}}{8} - \\frac{u0Pu1}{12}\\right)$$</td>  </tr> <tr style=\"border:none\"> <td style=\"border:none\">$${{f2}_{(1,-1)}^{8}} \\leftarrow {{f1}_{(0,0)}^{8}} + rr_{0} \\left(- {{f1}_{(0,0)}^{8}} + \\frac{f_{eq common}}{36} + \\frac{u0Mu1^{2}}{8} + \\frac{u0Mu1}{12}\\right)$$</td>  </tr> </table>"
+      ],
+      "text/plain": [
+       "Equation Collection for f2[0,0],f2[0,1](1),f2[0,-1](2),f2[-1,0](3),f2[1,0](4),f2[-1,1](5),f2[1,1](6),f2[-1,-1](7),f2[1,-1](8)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ur_push = cr.new_with_substitutions(stream_push_dict)\n",
+    "ur_push"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dh.fill(\"f1\", 0.0, ghost_layers=True)\n",
+    "dh.fill(\"f2\", 0.0, ghost_layers=True)\n",
+    "dh.fill(\"u\", 0.0, ghost_layers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "yHalf = (domain_size[1] + 2)//2\n",
+    "dh.cpu_arrays.u[1:-1, 1:yHalf, 0] = 0.08\n",
+    "dh.cpu_arrays.u[1:-1, yHalf:-1, 0] = -0.08\n",
+    "dh.cpu_arrays.u[1:-1, 1:-1, 1] += a * 1e-2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ast_lb_step_push = ps.create_kernel(ur_push)\n",
+    "\n",
+    "kernel_lb_step_push = ast_lb_step_push.compile()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sync_kernel_push_f2 = dh.get_communication_after_sweep(f2.name, 'D2Q9', update_rule=ur_push)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dh.run_kernel(kernel_initial)\n",
+    "\n",
+    "for i in range(iterations):\n",
+    "    dh.run_kernel(kernel_lb_step_push)\n",
+    "    sync_kernel_push_f2()\n",
+    "    dh.swap(\"f1\", \"f2\")\n",
+    "    \n",
+    "    \n",
+    "dh.run_kernel(kernel_cqc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.vector_field(dh.cpu_arrays.u[1:-1,1:-1,:], step=8);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# The Esotheric Twist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "eso_odd = EsoTwistOddTimeStepAccessor()\n",
+    "visualize_pdf_field_accessor(eso_odd)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#eso_odd.read()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "eso_even = EsoTwistEvenTimeStepAccessor()\n",
+    "visualize_pdf_field_accessor(eso_even)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dh.fill(\"f1\", 0.0, ghost_layers=True)\n",
+    "dh.fill(\"u\", 0.0, ghost_layers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "yHalf = (domain_size[1] + 2)//2\n",
+    "dh.cpu_arrays.u[1:-1, 1:yHalf, 0] = 0.08\n",
+    "dh.cpu_arrays.u[1:-1, yHalf:-1, 0] = -0.08\n",
+    "dh.cpu_arrays.u[1:-1, 1:-1, 1] += a * 1e-2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "eso_odd = EsoTwistOddTimeStepAccessor()\n",
+    "pre_collision_accesses_odd = eso_odd.read(f1, stencil)\n",
+    "post_collision_accesses_odd = eso_odd.write(f1, stencil)\n",
+    "\n",
+    "\n",
+    "eso_odd = EsoTwistEvenTimeStepAccessor()\n",
+    "pre_collision_accesses_even = eso_odd.read(f1, stencil)\n",
+    "post_collision_accesses_even = eso_odd.write(f1, stencil)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "{d₀: f_1_C__0, d₁: f_1_N__1, d₂: f_1_C__2, d₃: f_1_C__3, d₄: f_1_E__4, d₅: f_1\n",
+       "_N__5, d₆: f_1_NE__6, d₇: f_1_C__7, d₈: f_1_E__8, f₀: f_1_C__0, f₁: f_1_C__2, \n",
+       "f₂: f_1_N__1, f₃: f_1_E__4, f₄: f_1_C__3, f₅: f_1_E__8, f₆: f_1_C__7, f₇: f_1_\n",
+       "NE__6, f₈: f_1_N__5}"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Eso_odd_dict = {}\n",
+    "for i, direction in enumerate(stencil):\n",
+    "    Eso_odd_dict[sym_pre[i]] = pre_collision_accesses_odd[i]\n",
+    "    Eso_odd_dict[sym_post[i]] = post_collision_accesses_odd[i]\n",
+    "    \n",
+    "Eso_odd_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ur_eso_odd = cr.new_with_substitutions(Eso_odd_dict)\n",
+    "ur_eso_odd = ps.simp.add_subexpressions_for_field_reads(ur_eso_odd)\n",
+    "\n",
+    "ast_lb_eso_odd = ps.create_kernel(ur_eso_odd)\n",
+    "\n",
+    "kernel_lb_eso_odd = ast_lb_eso_odd.compile()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#ur_eso_odd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "{d₀: f_1_C__0, d₁: f_1_N__2, d₂: f_1_C__1, d₃: f_1_C__4, d₄: f_1_E__3, d₅: f_1\n",
+       "_N__8, d₆: f_1_NE__7, d₇: f_1_C__6, d₈: f_1_E__5, f₀: f_1_C__0, f₁: f_1_C__1, \n",
+       "f₂: f_1_N__2, f₃: f_1_E__3, f₄: f_1_C__4, f₅: f_1_E__5, f₆: f_1_C__6, f₇: f_1_\n",
+       "NE__7, f₈: f_1_N__8}"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Eso_even_dict = {}\n",
+    "for i, direction in enumerate(stencil):\n",
+    "    Eso_even_dict[sym_pre[i]] = pre_collision_accesses_even[i]\n",
+    "    Eso_even_dict[sym_post[i]] = post_collision_accesses_even[i]\n",
+    "    \n",
+    "Eso_even_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ur_eso_even = cr.new_with_substitutions(Eso_even_dict)\n",
+    "ur_eso_even = ps.simp.add_subexpressions_for_field_reads(ur_eso_even)\n",
+    "\n",
+    "ast_lb_eso_even = ps.create_kernel(ur_eso_even)\n",
+    "\n",
+    "kernel_lb_eso_even = ast_lb_eso_even.compile()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#ur_eso_even"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sync_odd_pull = dh.get_communication_before_sweep(f1.name, 'D2Q9', update_rule=ur_eso_odd)\n",
+    "sync_odd_push = dh.get_communication_after_sweep(f1.name, 'D2Q9', update_rule=ur_eso_odd)\n",
+    "\n",
+    "sync_even_pull = dh.get_communication_before_sweep(f1.name, 'D2Q9', update_rule=ur_eso_even)\n",
+    "sync_even_push = dh.get_communication_after_sweep(f1.name, 'D2Q9', update_rule=ur_eso_even)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dh.run_kernel(kernel_initial)\n",
+    "\n",
+    "for i in range(iterations):\n",
+    "    # even steps\n",
+    "    if i % 2 == 0:\n",
+    "        sync_even_pull()\n",
+    "        dh.run_kernel(kernel_lb_eso_even)\n",
+    "        sync_even_push()\n",
+    "        \n",
+    "    # odd steps\n",
+    "    else:\n",
+    "        sync_odd_pull()\n",
+    "        dh.run_kernel(kernel_lb_eso_odd)\n",
+    "        sync_odd_push()\n",
+    "    \n",
+    "    \n",
+    "dh.run_kernel(kernel_cqc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.vector_field(dh.cpu_arrays.u[1:-1,1:-1,:], step=8);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# AA Pattern"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "aa_odd = AAOddTimeStepAccessor()\n",
+    "visualize_pdf_field_accessor(aa_odd)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "aa_even = AAEvenTimeStepAccessor()\n",
+    "visualize_pdf_field_accessor(aa_even)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dh.fill(\"f1\", 0.0, ghost_layers=True)\n",
+    "dh.fill(\"u\", 0.0, ghost_layers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "yHalf = (domain_size[1] + 2)//2\n",
+    "dh.cpu_arrays.u[1:-1, 1:yHalf, 0] = 0.08\n",
+    "dh.cpu_arrays.u[1:-1, yHalf:-1, 0] = -0.08\n",
+    "dh.cpu_arrays.u[1:-1, 1:-1, 1] += a * 1e-2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "aa_odd = AAOddTimeStepAccessor()\n",
+    "pre_collision_accesses_odd = aa_odd.read(f1, stencil)\n",
+    "post_collision_accesses_odd = aa_odd.write(f1, stencil)\n",
+    "\n",
+    "\n",
+    "aa_even = AAEvenTimeStepAccessor()\n",
+    "pre_collision_accesses_even = aa_even.read(f1, stencil)\n",
+    "post_collision_accesses_even = aa_even.write(f1, stencil)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "{d₀: f_1_C__0, d₁: f_1_N__1, d₂: f_1_S__2, d₃: f_1_W__3, d₄: f_1_E__4, d₅: f_1\n",
+       "_NW__5, d₆: f_1_NE__6, d₇: f_1_SW__7, d₈: f_1_SE__8, f₀: f_1_C__0, f₁: f_1_S__\n",
+       "2, f₂: f_1_N__1, f₃: f_1_E__4, f₄: f_1_W__3, f₅: f_1_SE__8, f₆: f_1_SW__7, f₇:\n",
+       " f_1_NE__6, f₈: f_1_NW__5}"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "AA_odd_dict = {}\n",
+    "for i, direction in enumerate(stencil):\n",
+    "    AA_odd_dict[sym_pre[i]] = pre_collision_accesses_odd[i]\n",
+    "    AA_odd_dict[sym_post[i]] = post_collision_accesses_odd[i]\n",
+    "    \n",
+    "AA_odd_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ur_aa_odd = cr.new_with_substitutions(AA_odd_dict)\n",
+    "ur_aa_odd = ps.simp.add_subexpressions_for_field_reads(ur_aa_odd)\n",
+    "\n",
+    "ast_lb_aa_odd = ps.create_kernel(ur_aa_odd)\n",
+    "\n",
+    "kernel_lb_aa_odd = ast_lb_aa_odd.compile()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "{d₀: f_1_C__0, d₁: f_1_C__2, d₂: f_1_C__1, d₃: f_1_C__4, d₄: f_1_C__3, d₅: f_1\n",
+       "_C__8, d₆: f_1_C__7, d₇: f_1_C__6, d₈: f_1_C__5, f₀: f_1_C__0, f₁: f_1_C__1, f\n",
+       "₂: f_1_C__2, f₃: f_1_C__3, f₄: f_1_C__4, f₅: f_1_C__5, f₆: f_1_C__6, f₇: f_1_C\n",
+       "__7, f₈: f_1_C__8}"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "AA_even_dict = {}\n",
+    "for i, direction in enumerate(stencil):\n",
+    "    AA_even_dict[sym_pre[i]] = pre_collision_accesses_even[i]\n",
+    "    AA_even_dict[sym_post[i]] = post_collision_accesses_even[i]\n",
+    "    \n",
+    "AA_even_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ur_aa_even = cr.new_with_substitutions(AA_even_dict)\n",
+    "ur_aa_even = ps.simp.add_subexpressions_for_field_reads(ur_aa_even)\n",
+    "\n",
+    "ast_lb_aa_even = ps.create_kernel(ur_aa_even)\n",
+    "\n",
+    "kernel_lb_aa_even = ast_lb_aa_even.compile()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sync_odd_pull = dh.get_communication_before_sweep(f1.name, 'D2Q9', update_rule=ur_aa_odd)\n",
+    "sync_odd_push = dh.get_communication_after_sweep(f1.name, 'D2Q9', update_rule=ur_aa_odd)\n",
+    "\n",
+    "sync_even_pull = dh.get_communication_before_sweep(f1.name, 'D2Q9', update_rule=ur_aa_even)\n",
+    "sync_even_push = dh.get_communication_after_sweep(f1.name, 'D2Q9', update_rule=ur_aa_even)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dh.run_kernel(kernel_initial)\n",
+    "\n",
+    "for i in range(iterations):\n",
+    "    # even steps\n",
+    "    if i % 2 == 0:\n",
+    "        sync_even_pull()\n",
+    "        dh.run_kernel(kernel_lb_aa_even)\n",
+    "        sync_even_push()\n",
+    "        \n",
+    "    # odd steps\n",
+    "    else:\n",
+    "        sync_odd_pull()\n",
+    "        dh.run_kernel(kernel_lb_aa_odd)\n",
+    "        sync_odd_push()\n",
+    "    \n",
+    "    \n",
+    "dh.run_kernel(kernel_cqc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.vector_field(dh.cpu_arrays.u[1:-1,1:-1,:], step=8);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Use predefined method to tackle the simulation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "yHalf = domain_size[1]//2\n",
+    "initial_velocity = np.zeros(domain_size + (2,))\n",
+    "initial_velocity[:, :yHalf, 0] =  0.08\n",
+    "initial_velocity[:, yHalf:, 0] = -0.08\n",
+    "initial_velocity[:, :, 1] += a * 1e-2\n",
+    "sc = create_fully_periodic_flow(initial_velocity, relaxation_rate=omega_0)\n",
+    "sc.run(iterations)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.quiver.Quiver at 0x7f234b8fa4a8>"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.vector_field(sc.velocity[:, :, :], step=8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.testing.assert_almost_equal(sc.velocity[:, :, :], dh.cpu_arrays.u[1:-1,1:-1,:], decimal=10)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
-- 
GitLab