From 27b86f847a837ad8ed936ee61a13fc730183a50e Mon Sep 17 00:00:00 2001
From: Markus Holzer <markus.holzer@fau.de>
Date: Mon, 11 Jan 2021 18:35:36 +0100
Subject: [PATCH] Move special fd stencils to lbmpy

---
 .gitignore                                    |  3 +-
 lbmpy/phasefield/fd_stencils.py               | 32 ++++++++++
 .../phasefield/test_entropic_model.ipynb      | 58 ++++++++++---------
 3 files changed, 65 insertions(+), 28 deletions(-)
 create mode 100644 lbmpy/phasefield/fd_stencils.py

diff --git a/.gitignore b/.gitignore
index 585e8b8d..0fd1e869 100644
--- a/.gitignore
+++ b/.gitignore
@@ -11,5 +11,6 @@ _build
 /.idea
 _local_tmp
 **/.vscode
+/lbmpy_tests/db
 doc/bibtex.json
-/html_doc
\ No newline at end of file
+/html_doc
diff --git a/lbmpy/phasefield/fd_stencils.py b/lbmpy/phasefield/fd_stencils.py
new file mode 100644
index 00000000..a6fa9271
--- /dev/null
+++ b/lbmpy/phasefield/fd_stencils.py
@@ -0,0 +1,32 @@
+import sympy as sp
+
+from pystencils.fd.spatial import fd_stencils_standard
+
+
+def fd_stencils_isotropic_high_density_code(indices, dx, fa):
+    dim = fa.field.spatial_dimensions
+    if dim == 1:
+        return fd_stencils_standard(indices, dx, fa)
+    elif dim == 2:
+        order = len(indices)
+
+        if order == 1:
+            idx = indices[0]
+            assert 0 <= idx < 2
+            other_idx = 1 if indices[0] == 0 else 0
+            weights = {-1: sp.Rational(1, 12) / dx,
+                       0: sp.Rational(1, 3) / dx,
+                       1: sp.Rational(1, 12) / dx}
+            upper_terms = sum(fa.neighbor(idx, +1).neighbor(other_idx, off) * w for off, w in weights.items())
+            lower_terms = sum(fa.neighbor(idx, -1).neighbor(other_idx, off) * w for off, w in weights.items())
+            return upper_terms - lower_terms
+        elif order == 2:
+            if indices[0] == indices[1]:
+                idx = indices[0]
+                diagonals = sp.Rational(1, 8) * sum(fa.neighbor(0, i).neighbor(1, j) for i in (-1, 1) for j in (-1, 1))
+                div_direction = sp.Rational(1, 2) * sum(fa.neighbor(idx, i) for i in (-1, 1))
+                center = - sp.Rational(3, 2) * fa
+                return (diagonals + div_direction + center) / (dx ** 2)
+            else:
+                return fd_stencils_standard(indices, dx, fa)
+    raise NotImplementedError("Supports only derivatives up to order 2 for 1D and 2D setups")
diff --git a/lbmpy_tests/phasefield/test_entropic_model.ipynb b/lbmpy_tests/phasefield/test_entropic_model.ipynb
index da23daf4..3edab1c1 100644
--- a/lbmpy_tests/phasefield/test_entropic_model.ipynb
+++ b/lbmpy_tests/phasefield/test_entropic_model.ipynb
@@ -11,8 +11,8 @@
     "from lbmpy.phasefield.eos import *\n",
     "from lbmpy.phasefield.high_density_ratio_model import *\n",
     "from pystencils.fd.derivative import replace_generic_laplacian\n",
-    "from pystencils.fd.spatial import discretize_spatial, \\\n",
-    "        fd_stencils_standard, fd_stencils_isotropic, fd_stencils_isotropic_high_density_code\n",
+    "from pystencils.fd.spatial import discretize_spatial, fd_stencils_standard, fd_stencils_isotropic\n",
+    "from lbmpy.phasefield.fd_stencils import fd_stencils_isotropic_high_density_code\n",
     "from lbmpy.phasefield.cahn_hilliard_lbm import cahn_hilliard_lb_method\n",
     "from lbmpy.forcemodels import EDM\n",
     "from lbmpy.macroscopic_value_kernels import pdf_initialization_assignments\n",
@@ -74,16 +74,16 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/latex": [
-       "$$- 0.037 \\rho^{2} + \\frac{0.042578305 \\rho \\left(- 0.000125 \\rho^{3} + 0.0025 \\rho^{2} + 0.05 \\rho + 1\\right)}{\\left(- 0.05 \\rho + 1\\right)^{3}}$$"
+       "$\\displaystyle - 0.037 \\rho^{2} + \\frac{0.042578305 \\rho \\left(- 0.000125 \\rho^{3} + 0.0025 \\rho^{2} + 0.05 \\rho + 1\\right)}{\\left(1 - 0.05 \\rho\\right)^{3}}$"
       ],
       "text/plain": [
        "                           ⎛            3           2             ⎞\n",
        "         2   0.042578305⋅ρ⋅⎝- 0.000125⋅ρ  + 0.0025⋅ρ  + 0.05⋅ρ + 1⎠\n",
        "- 0.037⋅ρ  + ──────────────────────────────────────────────────────\n",
-       "                                              3                    \n",
-       "                                 (-0.05⋅ρ + 1)                     "
+       "                                             3                     \n",
+       "                                 (1 - 0.05⋅ρ)                      "
       ]
      },
      "execution_count": 3,
@@ -115,9 +115,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/latex": [
-       "$$\\left ( 0.0695273860315274, \\quad 8.02904149705209, \\quad 115.480272671423\\right )$$"
+       "$\\displaystyle \\left( 0.0695273860315274, \\  8.02904149705209, \\  115.480272671423\\right)$"
       ],
       "text/plain": [
        "(0.0695273860315274, 8.02904149705209, 115.480272671423)"
@@ -147,24 +147,25 @@
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/latex": [
-       "$$0.5 c_{l1}^{2} \\left(- c_{l1} + 1\\right)^{2} + 0.5 c_{l2}^{2} \\left(- c_{l2} + 1\\right)^{2} + 0.3 \\rho \\left(- 0.037 \\rho - \\frac{1.0 \\left(1.7031322 \\rho - 51.0939660000001\\right)}{1.0 \\rho^{2} - 40.0 \\rho + 400.0} + 0.042578305 \\log{\\left (1.0 \\rho \\right )} - 0.0530922164415325\\right) + 0.5 {\\partial c_{l1}}^{2} + 0.5 {\\partial c_{l2}}^{2} + 0.005 {\\partial \\rho}^{2} + 0.00085206629489322$$"
+       "$\\displaystyle 0.5 c_{l1}^{2} \\left(1 - c_{l1}\\right)^{2} + 0.5 c_{l2}^{2} \\left(1 - c_{l2}\\right)^{2} + 0.3 \\rho \\left(- 0.037 \\rho - \\frac{1.0 \\left(1.7031322 \\rho - 51.0939660000001\\right)}{1.0 \\rho^{2} - 40.0 \\rho + 400.0} + 0.042578305 \\log{\\left(1.0 \\rho \\right)} - 0.0530922164415325\\right) + 0.5 {\\partial c_{l1}}^{2} + 0.5 {\\partial c_{l2}}^{2} + 0.005 {\\partial \\rho}^{2} + 0.00085206629489322$"
       ],
       "text/plain": [
-       "       2           2          2           2         ⎛           1.0⋅(1.7031322\n",
-       "0.5⋅cₗ₁ ⋅(-cₗ₁ + 1)  + 0.5⋅cₗ₂ ⋅(-cₗ₂ + 1)  + 0.3⋅ρ⋅⎜-0.037⋅ρ - ──────────────\n",
-       "                                                    ⎜                      2  \n",
-       "                                                    ⎝                 1.0⋅ρ  -\n",
+       "       2          2          2          2         ⎛           1.0⋅(1.7031322⋅ρ\n",
+       "0.5⋅cₗ₁ ⋅(1 - cₗ₁)  + 0.5⋅cₗ₂ ⋅(1 - cₗ₂)  + 0.3⋅ρ⋅⎜-0.037⋅ρ - ────────────────\n",
+       "                                                  ⎜                      2    \n",
+       "                                                  ⎝                 1.0⋅ρ  - 4\n",
        "\n",
-       "⋅ρ - 51.0939660000001)                                              ⎞         \n",
-       "────────────────────── + 0.042578305⋅log(1.0⋅ρ) - 0.0530922164415325⎟ + 0.5⋅D(\n",
-       "                                                                    ⎟         \n",
-       " 40.0⋅ρ + 400.0                                                     ⎠         \n",
+       " - 51.0939660000001)                                              ⎞           \n",
+       "──────────────────── + 0.042578305⋅log(1.0⋅ρ) - 0.0530922164415325⎟ + 0.5⋅D(c_\n",
+       "                                                                  ⎟           \n",
+       "0.0⋅ρ + 400.0                                                     ⎠           \n",
        "\n",
-       "     2              2               2                      \n",
-       "c_l1)  + 0.5â‹…D(c_l2)  + 0.005â‹…D(rho)  + 0.00085206629489322\n",
-       "                                                           \n",
-       "                                                           "
+       "   2              2               2                      \n",
+       "l1)  + 0.5â‹…D(c_l2)  + 0.005â‹…D(rho)  + 0.00085206629489322\n",
+       "                                                         \n",
+       "                                                         "
       ]
      },
      "execution_count": 5,
@@ -211,9 +212,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAADMAAAAVBAMAAAAZessyAAAAMFBMVEX///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAZpkQzYndq1TvMrsiRHaZuvfyAAAACXBIWXMAAA7EAAAOxAGVKw4bAAABIUlEQVQoFXWSvy8EQRiGn7W77rAj27vESkQp5x9Ac9EotiK60agUKrVKonJaCdloRRx/wVKpdArdRqOVUIiQ+L6budiT3BTv977zzJf5sQsEc/wfk4ttnQo7DpSuODWnWoM3l3JXvM5rja1Lw2ijjiq3wmsdmWIkiocIta6r+4fSw6fXArY0NFZFxg6WWNckx8pMF2bVHhUiN7TY1ASHhD8QZXC5KzGw5CwogBPMp5T9Cp4LmMoErckEmHemv6VrT3yjBxNpkia6Vna1RNbvpa8RVUEpnTrGM64Lf0JFxsbcEn4IWumF21L+7nUx8yJLd9pw/KiuhriTSFNQ/8kHqKuzLRV9rHM1HrnvlWtehuRLzaC5ozb1YqwazFm/NEf8G7/BLzfXHxALAAAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/latex": [
-       "$$\\left\\{\\phi, \\rho\\right\\}$$"
+       "$\\displaystyle \\left\\{\\phi, \\rho\\right\\}$"
       ],
       "text/plain": [
        "{φ, ρ}"
@@ -327,8 +328,9 @@
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/latex": [
-       "$${{\\mu_{\\phi}}_{(0,0)}} \\leftarrow 0.0004 \\phi^{3} + 0.000473530700220886 \\phi \\rho^{2} - 0.00760399528440326 \\phi \\rho + 0.0205263968409311 \\phi - 0.02 {\\partial {\\partial \\phi}}$$"
+       "$\\displaystyle {{\\mu_{\\phi}}_{(0,0)}} \\leftarrow 0.0004 \\phi^{3} + 0.000473530700220886 \\phi \\rho^{2} - 0.00760399528440326 \\phi \\rho + 0.0205263968409311 \\phi - 0.02 {\\partial {\\partial \\phi}}$"
       ],
       "text/plain": [
        "                 3                           2                                \n",
@@ -718,12 +720,14 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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EREREREREllJ+2CcAcPnll/tVV1112KchIvv07ne/+zZ3v+deXvuNX3fSP3t7ufdjv2/rLe7+2D3vQGaieC1yNCx7vE4LU58BSqBw94ft+YDHlOK1yNGw7PFa9k/xWuRoULxerKVIYF911VXccMMNh30aIrJPZvaxvb72tttL3vmW++352J37fPjyaduY2Y8APwA48LfA09x9c88HPYYUr0WOhmWP18nXufttez7QMad4LXI0rEi8ln1QvBY5GhSvF0stRETkWDCzK4FnAw9z9wcDGfDEwz0rERERERERERGZZCkqsEVEwCm9WvRBcmDDzPrACeCTiz6giMjRcyDx2oE/NjMHfsPdr1/0AUVEjp4DidciIrJvitfTKIEtIkvBgQpf3P7dbzazXwI+DlwA/tjd/3hhBxQROaLmEK8vN7P2XOnrRySov9rdP2lm9wL+xMz+3t3/fD8HFRE5bhY9vhYRkflQvJ5OCWwRWRoV+7riODEhYmaXAtcBVwN3Ar9nZt/r7q/Yz0FFRI6jfcbr26Ytyujun0w/P2NmrwceDiiBLSKyS/uM1yIickAUrydTAltEjoppCZHHAP/k7rcCmNnvA18FKIEtIrJEzOwkENz9TPr9G4CfO+TTEhERERGRQ6IEtogsBccpfaFTZj4OfKWZnSC2EHk0oOW+RUR26QDi9RXA680M4lj1d9z9jxZ5QBGRo+gA4rWIiMyB4vV0SmCLyNJYcA/sd5rZa4H3AAXwXkCLgomI7MGC4/VHgIcs7AAiIseIeqqKiKwGxevJlMAWkaXgQLnggO3uzwWeu9CDiIgccQcRr0VEZP8Ur0VEVoPi9XRKYIvI0tAVRxGR1aB4LSKyGhSvRURWg+L1ZOGwT0BEREREREREREREZBRVYIvIUnDQogUiIitA8VpEZDUoXouIrAbF6+mUwBaRpVEd9gmIiMhMFK9FRFaD4rWIyGpQvJ5MCWwRWQqOa9ECEZEVoHgtIrIaFK9FRFaD4vV0SmCLyHJwKBWvRUSWn+K1iMhqULwWEVkNitdTaRFHEREREREREREREVlKqsAWkaXgqOeTiMgqULwWEVkNitciIqtB8Xo6JbBFZEkYJXbYJyEiIlMpXouIrAbFaxGR1aB4PY0S2CKyFByo1PNJRGTpKV6LiKwGxWsRkdWgeD2demCLiIiIiIiIiIiIyFJSBbaILA1NmRERWQ2K1yIiq0HxWkRkNSheT6YEtogsBUcBW0RkFShei4isBsVrEZHVoHg9nRLYIrI0KlfAFhFZBYrXIiKrQfFaRGQ1KF5PpgS2iCwFXXEUEVkNitciIqtB8VpEZDUoXk+nRRxFREREREREREREZCmpAltEloJjlLqmJiKy9BSvRURWg+K1iMhqULyeTglsEVka6vkkIrIaFK9FRFaD4rWIyGpQvJ5MCWwRWQrq+SQishoUr0VEVoPitYjIalC8nk4JbBFZEkbpmjIjIrL8FK9FRFaD4rWIyGpQvJ5Gn46IiIiIiIiIiIiILCVVYIvIUnCg0jU1EZGlp3gtIrIaFK9FRFaD4vV0SmCLyNJQzycRkdWgeC0ishoUr0VEVoPi9WRKYIvIUnBXzycRkVWgeC0ishoUr0VEVoPi9XT6dERERERERERERERkKakCW0SWRqUpMyIiK0HxWkRkNShei4isBsXryZTAFpGl4ECpSSEiIktP8VpEZDUoXouIrAbF6+mmfjpm9hIz+4yZ/V3rscvM7E/M7B/Tz0tbz/2kmX3IzD5oZt+4qBMXkaMm9nza600Ur0XkoChe75fitYgcDMXr/VK8FpGDoXg9zSzv8qXAY4ceew7wVne/Fnhruo+ZfRHwROBB6TW/ZmbZ3M5WRI4sByrCnm8CKF6LyAFQvJ6Ll6J4LSILpng9Fy9F8VpEFkzxerqp79Ld/xy4fejh64CXpd9fBjy+9fir3X3L3f8J+BDw8Dmdq4iITKB4LSKyGhSvRURWg+K1iMhy2Gua/gp3vwUg/bxXevxK4BOt7W5Kj+1gZk83sxvM7IZbb711j6chIkdJ6bbnm4yleC0ic6d4vRCK1yIyd4rXC6F4LSJzt+h4bWaPTe2NPmRmzxnxvJnZr6bn32dmXzbttWb2BDO70cwqM3vY0P7m2lJp3os4jvrUfNSG7n49cD3ARXaZf314wpxPRURWiWNatOBg7T1eZ9+1yPMSkSWneH3gNL4WkT1RvD5we4rX6/e7v3/eC355keclIktu0fE6tTN6EfD1xItr7zKzN7n7+1ubfRNwbbo9Avh14BFTXvt3wLcDvzF0vHZLpfsCf2pmD3T3cq/vYa8J7E+b2X3c/RYzuw/wmfT4TcD9W9vdD/jkXk9ORI6XaoGLD5jZ5wO/23roGuBn3P2FCzvoclC8FpG5W2S8PsYUr0Vk7hSvF0LxWkTmbsHx+uHAh9z9IwBm9mpi26N2Avs64OXu7sA7zOySFOOuGvdad/9Aemz4eE1LJeCfzKxuqfSXe30De/103gQ8Jf3+FOCNrcefaGZrZnY1MWv/V3s9ORE5PhwoCXu+Td2/+wfd/aHu/lDgy4HzwOsX/LaWgeK1iMzVouP1MaZ4LSJzdRDxeoYp6Y8ys7vM7K/T7Wfm/T4PgeK1iMzVHOL15XVbonR7+tAhZmlxNG6bmdsj7fJ4uzK1AtvMXgU8ivhh3AQ8F3gB8Boz+37g48ATANz9RjN7DTGDXwDP3E95uIjIgjwa+LC7f+ywT2SeFK9FRFaD4rWIHAUzTkkHeLu7f/OBn+AcKF6LyIq4zd0fNuH5WVocjdtm5vZIuzzerkxNYLv7d4956tFjtn8+8Pz9nJSIHD/OvheLudzMbmjdvz71lhvlicCr9nOwZaR4LSIHYQ7x+thTvBaRg3AA8XqWKekrTfFaRA7CAcTrWVocjdumO8Nr93K8XZn3Io4iIntW7W9q+bQrjgCYWRf4VuAn93MwEZHjbJ/xWkREDsiC4/WoKeKPGLHd/2Nmf0NMXvxbd79xkSclIrKKFhyv3wVcm9ob3Uws6nvS0DZvAp6VLkY+Argr9fq/dYbXDnsT8Dtm9svERRz33VJJCWwRWQruUB7MIjPfBLzH3T99EAcTETlqDjBei4jIPswhXk+b4TjLFPH3AJ/j7mfN7HHAG4iJDBERSRY9vnb3wsyeBbwFyICXpLZHz0jPvxh4M/A44EPENcOeNum1AGb2bcB/Be4J/C8z+2t3/8ZFtFRSAltEjpvv5gi2DxERERERmbNpMxynThF397tbv7/ZzH7NzC5399vme6oiIjKJu7+ZmKRuP/bi1u8OPHPW16bHXw+8fsxr5tpSSQlsEVkSRjWyiGOORzA7QVxk5gcXeiARkSNt8fFaRETmYeHxeuqUdDO7N/Bpd3czezgQgM8u8qRERFaPxtfTKIEtIkvBWfyUdHc/D9xjoQcRETniDiJei4jI/i06Xs84Jf07gX9tZgVwAXhiqvITEZFE4+vplMAWkaVRalEwEZGVoHgtIrIaFh2vZ5iS/t+A/7bQkxAROQI0vp5MCWwRWQqOUbmmzIiILDvFaxGR1aB4LSKyGhSvp1N6X0RERERERERERESWkiqwRWRpaMqMiMhqULwWEVkNitciIqtB8XoyJbBFZCk4UGnRAhGRpad4LSKyGhSvRURWg+L1dEpgi8iSMErU80lEZPkpXouIrAbFaxGR1aB4PY0S2CKyFHTFUURkNShei4isBsVrEZHVoHg9nT4dEREREREREREREVlKqsAWkaWhKTMiIqtB8VpEZDUoXouIrAbF68mUwBaRpeBumjIjIrICFK9FRFaD4rWIyGpQvJ5OCWwRWRqlAraIyEpQvBYRWQ2K1yIiq0HxejJ9OiIiIiIiIiIiIiKylFSBLSJLwYFKPZ9ERJae4rWIyGpQvBYRWQ2K19MpgS0iS8I0ZUZEZCUcTLw2swy4AbjZ3b954QcUETlyNL4WEVkNitfTKIEtIkvBgcp1xVFEZNkdYLz+YeADwEUHcTARkaNG42sRkdWgeD2dEtgisjRKteUXEVkJi47XZnY/4F8Azwd+dKEHExE5wjS+FhFZDYrXk+nTEREREZFl80Lgx4HqsE9EREREREQOlyqwRWQpOKYpMyIiK2AO8fpyM7uhdf96d7++vmNm3wx8xt3fbWaP2s+BRESOM42vRURWg+L1dEpgi8jSqDQpRERkJewzXt/m7g+b8PxXA99qZo8D1oGLzOwV7v69+zmoiMhxpPG1iMhqULyeTAlsEVkK7lDqiqOIyNJbdLx2958EfhIgVWD/WyWvRUR2T+NrEZHVoHg9nRLYIrI0NGVGRGQ1KF6LiKwGxWsRkdWgeD2ZEtgiIiIispTc/W3A2w75NERERERE5BApgS0iSyEuWqCeTyIiy07xWkRkNShei4isBsXr6ZTAFpGlUaIpMyIiq0DxWkRkNShei4isBsXryZTAFpGl4Kjnk4jIKlC8FhFZDYrXIiKrQfF6OtWni4iIiIiIiIiIiMhSUgW2iCwJ9XwSEVkNitciIqtB8VpkoRZRMOsL2KesAMXraZTAFpGlUannk4jISlC8FhFZDYrXIvt00P8LTTqekttHmuL1ZEpgi8hScIdSPZ9ERJae4rWIyGpQvBbZg2X+X2b43JTQPjIUr6dTAltEloamzIiIrAbFaxGR1aB4LTLGUcgVjnsPSmyvJMXryZTAFhERERERERGRo2/Rievd7H9Rieb6HJTIliNECWwRWQqOUS14yoyZXQL8JvBg4tf5v3T3v1zoQUVEjpiDiNciIrJ/itdy7M3rr/+i/jdadLJbLUdWhuL1dEpgi8jSOIBFC34F+CN3/04z6wInFn1AEZGjSIvMiIisBsVrOZb2+9d+Gf+3mUcyur0PJbOXjuL1ZEpgi8hScFjoFUczuwj4GuCpAO7eA3oLO6CIyBG16HgtIiLzoXgtx85+/rqv2v8q+01Gq83IUlG8nm5fHcLN7EfM7EYz+zsze5WZrZvZZWb2J2b2j+nnpfM6WRGRCS43sxtat6cPPX8NcCvwW2b2XjP7TTM7eQjneSgUr0VEVoPitYjIalC8XhLWuu31daueN9zPezkqn4EceXtOYJvZlcCzgYe5+4OBDHgi8Bzgre5+LfDWdF9EZKrKw55vwG3u/rDW7fqh3efAlwG/7u5fCpzjmMQnxWsRmbd9xmsZQ/FaROZN8XoxFK+XxF6Trkc9WavPZSUpXk+233eZAxtmlhN7yX4SuA54WXr+ZcDj93kMETkOPC5asNfbDG4CbnL3d6b7ryUmtI8LxWsRmY/Fx+vjTvFaROZD8XrRFK8Pw0FXGvuUWzXH27RjHcT7VUX24VC8nmrPCWx3vxn4JeDjwC3AXe7+x8AV7n5L2uYW4F7zOFEROdrid7/t+TZ1/+6fAj5hZp+fHno08P4FvqWloXgtIvO06Hh9nClei8g8KV4vjuL1IdnLX8v9Jq0nPTf0vPnub7Pue+p5TbLXhLTCwIFRvJ5uz4s4pl5O1wFXA3cCv2dm37uL1z8deDrAOif2ehoicoQcwJXDHwJeaWZd4CPA0xZ9wGWgeC0T+ZQRsB2PAZHsznGp9DhoitciMm+K14sxz3idX6I22VPNuyXGpOHviKT02NdN2nZWw+c44f62/519xLaT9lM/tpfkd308WSjF68n2nMAGHgP8k7vfCmBmvw98FfBpM7uPu99iZvcBPjPqxak/7fUAF9ll+l9BRBbO3f8aeNhhn8chULw+jqYlphexHyW7RfZL8fo4O4gYOq/vBhGZW7xev9/99T/mOHtpfzHOuE+59fjIZLWPes62PzYlsT2StX6MSlK3Dlg/1nxNtJLK23KewwnuUY8Pf0az/u1TIlsO2X4S2B8HvtLMTgAXiNPxbyAujPYU4AXp5xv3e5IicvQ5uuK4QIrXx8VhJybax1cy+8hSvF4oxevj5qBjZft4h/2dIQuneL1QiteLtpe/usNVyTNWWu9IRA8nrUclrEcmtscfY3Cw8ffdWgntFK/d0jHMBwnr1vu01mub401KUs/6+YyzlypumUrxero9J7Dd/Z1m9lrgPUABvJd4BfEU8Boz+35iUH/CPE5URI4+BezFULw+glYh6TDuHJXYPhIUrxdD8foIW8bYN2SkhR0AACAASURBVO6cVuE7RmameL0YitcLtN+/suN6R9e7n5SEdou/Dz+XbuYj9jW83aTzaF64/fdB1fXOimpvFlW0oQR3/Zw329J6Lr2dncecR4hXNfZCKF5Ptp8KbNz9ucBzhx7eIl59FBGZmXN8Vs89DIrXR8iqJxbclzORIzNTvF4sxesjaL8xz8LuX+PVPo5nq/9dI4Di9aIpXq+IHUnqwc+Jieuq9XPEPsYmutvbTTqtEQlnLIXg+jHf/hzp68BDOodtiW3f9vZovXS4aluWj+L1dPtKYMsxph59sgDHZfVckV05irFw+D0pob1yFK9FJthtTNtLgnq/+5yW4B5+D0fxu+iYULyWlTHPv6qjktbbEs3bE9Yjk9XVICldPz7ufn0Mc58pib294tq2Janr5LWH8fc9tLYPKdcdbCgB7tt7Z6ck9rbE+X6pEnuuFK8nUwJbpjusxMKo42rwLCLHwXGLdeqdLSJHwSzxa4ZktYX5x0Gvhi8cjjiPSUnt+r0dt+8nEVm8eYW8CW1C6qQ1DCWf20nqOjGdQmEoaZLVzWsq377tUGuRWauwtyewfahVSExK10lqz1Iv7Poxgyqrn4vn4Tb4Saj3Y03FdpPMbuXKm9NTIltWhBLYMtqyJhC08MzR5er5JAIotqnFyPJTvBbZbp+J64kJ6/1UZ7cS0sPH2JHQbh9LieyjQ/Falt2ck9f7TVybg7UT1w5WeiuBvf25we/OjkT20LkNv9+msrr5aTurrA289JS0NizE50KVnksV1dZKbjetQsLgdw/WLAS58ES2vh72RvF6KiWwJdpLsmAR0x1rs/Tt09TGI8VRwJZjTPFrO1VkLzXFaxGmx6Yx4+QdyepR241JaNsM8dC3fZ9kg1+HEtaWsWO83SS1h89p1LhcRSUrQfFaltp+/2pOahNS7UxaN4npdiK6HDxXJ7FD6YPnUvV1/digKtu3Jbih3pfvbFfSPuX2e24nrpuKamuS13VLkCqj+VlXYXvzWKyyrh9zGzznoZUcz+rfrdVHO533vNuLKIm9J4rX0ymBfdwtQ4++aceZdREaLTiz8hSw5VhS3JpMFdlLSfFajrU9JK+nJq6Hnp+YrA4jxuNVNfZ17r59/8OJ6jTWrs9xZLuRaVXZ+i5bWorXspTm/ddyKGG8o7/1qGrrajiBnZLSxfaktlXeJK5D4Wkf3qrU9kFSO2Yhdy4YOeK9x3YfhpvjpaVqawYJ57qq2lO5tDseYpW2e3wu4DH8Ns2u075TX2xCOoUqheqQ3n8rybyQBR6VxN4TxevJlMA+jmZNBOx1quOcjK0CiU+OfpGqskVkFSg27U79eSmRLSKHaVIMGhqvjk1Ytx5vks3thPTwMVrP7boCu05qD55MO6qGtk+lf2nsbWFEZfa04hK1Fjm2zOyxwK8Q/yL9pru/YMx2XwG8A/h/3f21B3iKsmz2M5yb0ipkXKuPOlldV1aHkqbaukla19XWKUkdivRc6YTCmwQ2lafXeUqEO3h9PyWv61g4KibW8dJskMQOFu+HWCFdZSEmr4NR5akSO7dYoR3S7/VjATzzJuldV2VXWasau06It1qTEOrEePxA3eZcja0ktsyZEtjHyT4T12OT1vOsyh7Tq2/swjOzrqCuwfTSc0xXHOV4UDzaOyWyl4LitRw7e01ct59Lj29LQtfJ6aFE9iCxPWZfk04VBuPjLDRJ6SaxXVWQZU08taqVzK4PUW1PVu+ozJ40DtfYe6ksOl6bWQa8CPh64CbgXWb2Jnd//4jt/jPwloWdjKyGeSavUwiyyrb1o66T1DBIVDfV1lWdwN6euK6T1aGsf3dC3wdJ7vSYFVWq1PbYOqSq4k93KD21EPFBDBy13kAd2y0lrc0gS79nBiEQMkvV1kbIQ/ppg+R0Jz5XlYPWInUy23KP8bwyvKqruImtQ7Khc2mS1KkCPHjzuNVJ7P1UZyuJPTONr6dTAvu4mMdUxzHbjevTNzh0KxE9bTBbjdh/a+A8eGhEdbamNq48V8CWo05xaD7UVuTQKV7LsTEu1sySuB5Xbd363cxayYzW62zEY7NoJ0vqsXFdGdh+rPI4Lm8lnOtktrffWjVIVu86ka3vvKWw4Hj9cOBD7v4RADN7NXAd8P6h7X4IeB3wFYs8GVly80peT6i63lF5XbYS1wVNO5D68SZxXdSPp8S1Q9ZLyerCsbJqEtiUKV42P6sY76qqqcaetQKb+jsgfTdYFvAQsMzwPD7mKYHtWSDkqUq7CmCOdYyQGVUW36MHqKrYU9sqp3Jij+3UcsSdQT/s+s8kPRdPyxhe6FFJ7IOj8fVkSmAfdbuoGIkPTaj0GDUIh9F9+MYcd9ujI4P58JRGgGznwjOtqY0zJ7NVEbL0qrk3QxNZEssUd+aR+F2G96Nq7EOleC1H3m4T1+OqreuEdbu6Oljcvk5Up9+tTmZArJKuz6NdrTfq/NoxuV31V/9els1z7p6eq2KlYPq9SWiTqrJTMmZUVXY9Dp+ayNbYeynsM15fbmY3tO5f7+7Xt+5fCXyidf8m4BHtHZjZlcC3Af8cJbCPr73+NRxRdT0pcT3oVU2qno5Jaasg9FvV1qmNSOinauveoOo69FOyul8OfhYpLvaLeMGvKAeJ66KIp1pWuNfxc+ii4bbPYuhipQUsS4/lefwuyAKeZ/H5Th4T2Z2sSWZnnSxWYHfCoBq7m352Bu1DYlW2U3VSAjsluwlQ5fHPpZ38jonqWOXdtBWpQ/x+/iyVxJ6JxteTKYF9VO2y4nriwjK77dU3/Pw41Yhg3u7zV1eBtBeeaQ+UJy04M2mxGQ2ml1L8nlfAliPosGPNLAneSVPTJ10QbLY5xPeoauwDp3gtR95ek9fDbUJayWsbTkxnYWfiOstaCeww2Ac0/VGnqqutMwZj7fp1VRXH1+axyqtKmZ8SyMBSottDiK8NYWdVdmu8bcFmG3+rGvvQzCFe3+buD5vw/KidD/9hvxD4CXcvZ+njLkfQPJLX235vtQxptw2pF2d0Wm1DfFvrkKaFSKq4Dv3Y9qNuExLKKrYJccf6MWZaUUFRxhiaflJWUJZ4VQ0uEpbVjguCk3Ie7QuanoJsLII28CxeZAwhvvUQUouo+BjBoLK0q4DnQEFTOY3HZKil361OTuOYWcxTVzR9r9uLO6aW2DiG1YtE1rvdTzW2ktgTaXw9nRLYR80ievQNTXXc/tyU6Y2jzmd4ADtiSmPcbKg3n9ffSvVz2dAgeqgqWxXZInKYDjK2jIq1u7lQOVGrWd5QLB1U341+Pj52AJ+DqrFFZB5mSFxPTFrXhRgpSW2tJDUhi8nqEFLyIaQktsUqO4BUbechbO+H2vRJZdsxt6kXYHSa6evb+rLWVdVFmZ5L98sqJliqKiZiKseqsqnM9jIVjNQJGqsGU5wrxzKa2L9t/K1q7OPiJuD+rfv3Az45tM3DgFenfz9eDjzOzAp3f8PBnKIcqr0MzYarrgdpAKyyJkldL8rY7nMd6p7WqQ1I6NePOVmfVpV1jJFZr4rbbZWxTUhZYVtlTB73+oNq66KMCeuijPGtTmC7Nwlsr+NkPbOlPv2hC3/N4/X3A2Dpe8OzLFVgZ82FTsuzeD+PNzODXie2BlnLCFnA80DVzcCgLLLYSqRjTXV2WaTq6zwm9T2Al/WCkOkiZVo2IeXPaRZ6TH8gHlpD/r3++SqJLfugBPZRspfk9bTEdb3f4auE9WuHpzTupk9fk/ioE9T1PtK0RmJliNfnkSpB4ktGVIO0BswzV4TU567B9FJQzyc5Mg4zeT0q0TL0+KgYPaoqaue6BaMvHE6cRn6QMVbV2AdG8VqOnHkkr9vV1qFVUV1PDzeDPG+e8+axlLjOQ5O89hD34VlIFXVxSrenhbZ2cFJLEGLCxYlJ6rTYmKcktoXYBNXrRLaVUBlUASsKMI+5hVSaZxDH41m2rSq7mSFZj8GHx9+qxl4aC47X7wKuNbOrgZuBJwJP2n58v7r+3cxeCvxPJa+PiXn81aurr5sLZ4MK66YPdjt5XZIWWBw81vS5brULCf2KUDqhF+Nk6BWxWrtfxjYhVYX1ixjjimKQuC7iY16WgwR2fcGvnbgeE+e2hcV2DqUsWz/jd4Rl8cKnew5FiZUZVsbvkNjpwzD32FqkjIn4+nupyqxJlnj67ojnZ81jVVqlsbm+mE7F68+5DuPDFyD3++eqJPZYix5fm9ljgV8hVij9pru/YOh5S88/DjgPPNXd3zPptWZ2GfC7wFXAR4Hvcvc7zOwq4APAB9Pu3+Huz9jP+SuBfRTMmLietLjMqGrr+irgxD59sL1H36hV08dpKq99EAzrq5cT+vPB4Oqmpf58ZNaappOS3OMqslWNvaS06q4cEYuOI2MS1jNVBY6bTdPaftuuW8nqHVMh2/eHV1qvB8fN64fi7iI/IyWxD4DitRwxU2axzJy4riuu66q5LMRxcgiDJHUnT71NA96Jj8WqudjL1DNLVXIxUV3VC3ZZnYQYc7510rqZSu+EIlUgFp6m0cekDe6EXkpg171dy5SsqasN07R4D1kcj6ep8V5WkJImo3pkb7uwOakaW2PuA7LYeO3uhZk9C3gLManxEne/0cyekZ5/8cIOLkfPuMrrEf2u61YgdZV1fT/rxwt5g2rrul1I3ecaQq+Kfa7LKsbClLi2MlZa17GwrsD2MiWu6xjYHvvWLGChwuv1AibNThxVXDg8M9JTktwDRgEWUmsPj8ltiO1F6gV4s4wANO1HspAWsgx4cCA0bULMid8r9YfthtcLQKZdVHn686hPy9J/zOdTiS0jLDZem1kGvAj4euLsmXeZ2Zvcvb3o7jcB16bbI4BfBx4x5bXPAd7q7i8ws+ek+z+R9vdhd3/ovN6DEtirbjfVIu3HRw28YTD4hp1VI+3H6oqRekpjsG33Ry42A9sDfXuF3rpfX/17PaUxTclpJ7RxH/S9ToNoYOxAeseq6VoxfWmpok9W2kEmrickrcdWAg7PmmnfZyiZnbQrsK0Vg4HtFxbri4l1HE69VQdTy7NBMtsHcXthn5laiiyc4rUcCbtpv9Se6t2Ks03BR1pkiyzD8vR7HpPX3slT4trwbh4T1J0sJqxzo+yGuNhWJyauq/S7G4OFt0Jdgd2agdg+z219X2NvV4sF1XG6fN3ztR8rE7NeFfu99itCv4wJ7q1+fH2/SJWHqd+rO14UUJaYVdumy48cf4+qxoads3NA4+4DsOh47e5vBt489NjIxLW7P3WhJyPLY7d/7drJ69ZEbassJq5TsrqdvA4FTQI79rAetBDJ0qKMWX+QuM620qKMvRT3iipWXFcV9IvBwoxFMeht3b541xrrwvZxcjzhEMe+zXuKY+DRn8/4Vn5NUjreiecSAuYVXqSLpEWGhRC/b7J4kTRWZwcoHTLDioxQxkUf60Uaq65RVpYWbKx/evwOyurvu/i5esagAr7+80xNteuYb7C3vtiqwh5pwfH64cCH3P0jAGb2auA6oJ3Avg54uce/3O8ws0vM7D7E6upxr70OeFR6/cuAtzFIYM+VEtirbB/J67GLy9TTHWF7r776sbp6pJ3Abv3uaXrjYDrM6AqR5meVEs/1quh10to9VnCkSrpmcFzZ9unr6Rhef5EMLzbTmtZYfx6a2ricHC1aIDLSiIrr4cS1tRf7GtV7ddzFyHr/Y2bNGAwS1NBcVIR0AbG+qNjulZplsYKlXrOgbpvaVOW1Yq8SGCtJ8VqOi1Et94YvEg4uEKZxc54PxsvdTqy27mQxcR2Mai1vktYxgQ3FWkxgl93Yn7T+nXYCOxskrj2wPVHgTchNiR1L0+Xjc1kvJXv6lpI64HlMcMfHLCazLV2sDMT3VVbNomFWVam1SCsZ7WFnW5F6m1Et/eTAKV7LKrF2uHDSFTuaWz3LZPgWSt/xe/NYQTMDxYrUQqSoYpI39f+nrAbrAvjQuDcYlDH2Nwvc1mPtersxOer9fRjtWZKthYDbY/Z2MWBZ4WmsbWWJkxGsokoXPy2rUlI7Lvzo7niZXp5m+QTi+20v6Bh3SL3+YzpuypdsL+KWfTqAeH0l8InW/ZuIVdbTtrlyymuvcPdbANz9FjO7V2u7q83svcDdwE+7+9v38waUwF5Ve5jqODVpXVeN1AvLNP340qIBwWL/uyz26CPEnnyex/15qBeaoenPN+r/v8GKwZ6upg6qr+OKv0CRVkkvPSZCqpg0qatA6lWA6yujVidV6hV/q9R6xOrBdDZoSTJLNbaS2CKyG/OOF5OqretBc73Ay/C09Xrxl1YFoLcXCqsH4OliY7POwKhCkCYhUlectH5vLwRW/14Ug8Vs6gR3XbGSZtNYxiAJPqrFyDw/S7UTEZFRdjOOblddNxcIB2Nj8jw+1+nEeJtn0O3EKuv1TlxYay2jWM/wzChOBKocijWjXI8tQsoNqDLi/W6shCvXKgiOdxyyeLO8wsxHFu7F64kWq/NKg9KwvkFlZFsWE9g9I9s0QgnZhUAonGwzI99yQgH5+Q5WOvmFktAr4xT7rX5cDLLXHyxk1k/T1lMvWMoyVmNDa+bkjC1FdCFT5GiZU+U1bk0f62231Oc6zjJJldX1RboiVlzHausqthLpVYRelXpfl6m3dRkrr8uq1TKpGixoW8ej1EKJPN/+1iatIxbvbH+PobV9NZR3aMW+Qbu+Vjyc0ILEPeVK3CGkWewhxPeVlXgnIzQXGbN4EbXrlGX8d4BVqa1ImWb91NXYdXV2mS6eOk17kUHltFG3E9n28LYPaop6O4X/ebnczG5o3b/e3a9v3R/1JzP86Y/bZpbXDrsFeIC7f9bMvhx4g5k9yN3vnvK6sZTAXkW7/cd4+yrdcPK6Hny3q62HF5fJs5i4DsRefSFQ5SFdnTM8j5XXnnr0udEkQnzEuTZXKqv6Kmq6GuqeejU55IHQLyF36KdtQzyOpdXQ68VmHFoLQsYg3lwd3bHQzJiq63GfswbTB8f1ccuKWuRf3Hbyuv69tf5AvbhLfREyTiMc6reaViz3ECAPMS63FwhrtRVpX3SM/5CI780q374QmPu2hcCsjpdmMcFthlPQLABmabGZOnFtg8SGD82UmTslsedP8VqOmklFILSqrpsLftaMn5uZinXyupNTdWO7kKqb4Z1AsZ5RbgSqDPonYpV1uW4UG7HPaHHC8RzKNcfXHM8cWy+xrCLvlGSZk2UVnazEzMmCY9ZOeqQp4W70y4yyDJSlUfYzvAwUm1msyt4yqq5hBeSZEQqLyYmsrtY2Qmkx/lusysvcm8KS5l+wXo+3M6BkW1+Tulp7aCbkTLMgZf4Ur2XVpMpr81ZSu55l0kpkU8UkNnU7kTK1Tmov4lhUqfo6JrDrWFb3/W8qsOvZ3GN6W+9ouTdcGDhcHT0pmQ3bj9FKWtfxtd2mBA/bW5UMz2ppbxssvY9WUt1SRXVm6aKAEfoVnod4cdJjRTbmVHm6aOCDkE49xE8dAD0M/ly8eXLnW5Q92H+8vs3dHzbh+ZuA+7fu3w/45IzbdCe89tNmdp9UfX0f4DMA7r4FbKXf321mHwYeCLST7LuiBPaq2Wvl9ahp5Vlo9eirF5RJFSVZaHr0eSeLCevMKOvFZXJLV+ksLS4TK0fq6SdVPY1mqAq7fWU1NH2sYtWHeVpkpkr9+dKCM1k/VmKH1KPKSsd6RfzSqauym4UVYo++iQvNaJGZpVXp209WzTzjw7iq63rh3DpJnQ3idBPD17o0i4N1Uuyup6t3s7hYWDCqbj1zJiUtLP4EBons9imlQXIczNb/GIgLhTXVLP0Um6sYm6302EewXgBnq5cqtgdxm1Qt4mVMxsSV25sGqvP/fJXEnjvFa1lZI9oyDX610WPouvijLvLI86bow9c6cVbieieOmbs55UZO1TGKkxllxyg2jP7JmLjun4KqC+WGU56o8E5FdqogZCWn1vucWOuxlpVctLZJbiWnOlushZK1ULAW+gRzOlYSWgnsyo2+Z1RubFUdtqqcrSrjbH+NwjPu3lpnq8w4v9XlwoUuRRnone1ghZGdD2QXjNCDztmM0IfO+UB+ISPrO52zOVY42YUOoVfEeL/Zj1WMW/2mV2xdje3pM942E7I19h6bxNaYe2EUr+XA7KH6euSCjSmJuq0CO/W2Dn3igrQlhF58LOvXeYMR/a77Qws1tmZztxcrb1+ktHYiemjNr2bmYj27MRWGANtnNc4y7kyzG4FBz+tUKELdXhWaxHp7zTDqNcKa828l2SvHqeJMHLOUaCF+b0Fc2LGMs9TrBR7bn39MXns8bFW/t/i22h1WJi7suJu/C9vKt4+3BcfrdwHXmtnVwM3AE4EnDW3zJuBZqcf1I4C7UmL61gmvfRPwFOAF6ecbAczsnsDt7l6a2TXEhSE/sp83oAT2qph1kZnhRRrr1iCjppjX1dZZXFymWWRmLVbvlWuxXUi5ljXJ6mI9Ja07tBaZIVVikxaZoZUQGXHadZBuvpAsfSE5oW+tRWbiY/lmSmpvVWT9DEon28rSwLmEepGZnsUrl2Z4lpLbFPH9tRLZTmrIOm4wDZraeAhisacG2LIiFtUyZFTium7vVFdbd7oxnud1sjrAWrdJWlfdOHum3IhTBcu1tChYbk28rnusxouP8cLj2AuO3uojWNaL4zhZL4v/gCicbCstlHOhbFZ0b5LZeRYrX/pFTHSUFdbvpco8S9PNbWciu17scZ5J7PZnLXumeC0racJY2oYv4A0lr63VLoRgWKtdiK+vxfHyiS7VWka5Fuifyqhyo3c6xuDiBPRPO1UH+heX0HE6p3pccnKTjW6fK06cYT0ruNf6GS7Nz3M62+Sy/Czr1ud0doF169OxknXrk+Fk+I4Edkm8bXqHvmdseocz5Qab3uH24hRnynXuKE7wmc3TbJY5t5y7iK1+zpmzG2yd60DfKO7KCD2jOGvk541syyk7RiicTsfItjLCVklmFvvHEgtjrCibGZGWYreX5WAmZF2NnT7riUls0Jh7jhSv5cDssXVI/fu2BRur1mMpZ1AvzhiKtFhjyaBdSC8msEPfybbqdiEVVB4Xa+zXCeyiqVhuZnVDKugLze/Nel9NC766faql2YzEberZ51makZ6K+eKM9JT4HfXVU7/3ygftVauUuC7TY1WqHHdi5XhazNGKapDcrlv5tXt2p59WpguKaZY7W0BWETxLk2PqxHTKG1W2PYdjBhXxImSq4q5aiWavC88tbVsv7NjOYiuJvSuLjtfuXpjZs4C3EDu3v8TdbzSzZ6TnX0xckPdxwIeA88DTJr027foFwGvM7PuBjwNPSI9/DfBzZlYAJfAMd799P+9BCewjYGK/6+F2IUNTzH2tE7fpxh59TfIjt6ZXX9VNC81kxERIFitHqlTBV3VjAKty4sW7AJ7F6DM5gW2DL6USzGP1R50gCT0IpVHl8Qpr1jGqrUBoVtV1QrriaUWa1pi+iAZT2GmuVtZtRerPZngwDWihGRE5eKOS10N9VpuEtQVsrTu48JgS1+0+q+VahmdQbASqzOKiYB2aRcE8jFgUrB5st8dMrambVg36EMaLi2khsNII/fgPh1A6eSdul22VhK0MKypCZlBUsWK8H+IiMwBeYUWsZImLzZRAhlFubyuiqjwRWYRRjaTbFw7byetm1ktq0dTJBzNe1nM8D5Qncsr1QLEe6J0KVB3oXWyUa1CcdPoXVXjH6Vy8RadbcMnJC9xz4xwn8h5XbtzJiazH5flZLs7OsR76XBLO001J646VZDgdq+IiW0DWSmCn7tNUGF0qSjP63uOk9eh5xomwxWbV4bL8JBfnFzhfdlnPCs4XXW7t9rlzbYPeVod+6GK9mKypOrF3NsSFHiHO3smyWBBidVuR9O+Mej0a97xZ/HFnElvtRERkoF0s0V6wcVsCu50vSK1BmlYhzWOxoKJeW6tpfVemxRrdB21MYZCkbguDpHW9Vkx7/S/PBut/eVro0JuWfHEX9ePxGIxspzp4794kbOP7HMx6rBPQ9eMx3nrz+2CdMAb9u9utRFrvE4ifRfA4nC49FvARWseMi/hWzfHTugnEpLWF2GrEWrPs63YiOxZ2JOWidd1sKbn7m4lJ6vZjL2797sAzZ31tevyzwKNHPP464HX7POVtlMBedrtcZKbdG7Wpuq4T153OYNCdevT52mCRmaoTKNdC6tEXpztWeRp4r1vqzZeSIGtOlTueO1U3Tknx3CGkW+bpipzvSIjgloKnxYhYxdVwqeLiMlYYoaBZcCbbjD/zTSPbildd8wtZWngmJ9uqCP2KsJnHQL/Vj9PXixLrx0ptbw+s60R2WcYvJLdtCzxqkZnDYlolXVbDvGLAmMT1tsUZ8zxOVc+z2CYkBHxjLSWrc8oTHarcKFK1X7Eeb7Gn6iBuVx2nyqHqxiSCdz1OGQzExcHS1MId0lTCGK/Thcd+vPgYepYuNhpZL/VUPR/iQmCbGflmrITpnO3GaZ3n+4Stevp5Jw6yt3pxGmcRq7OpWgnrstzZVmQen73aicyB4rWskFkqr9tFIO12TXW7kLr4o9uJVddrXXw9Fn30T3fw3Ni6KKN/wig3jK1L4mKMvctKfKOke6rHfS8+y8lOj2svupWL8gtcuXYH9+98lnXrc+/8DOtWcsKcrlkMza0BdKpvpgLKFAfL1tupk9mZGSHFy4yC1HqSkjupgJ47593Y9IxPFac572vc3L+Um7cu5c7iBB+++3LO9bt85s5TnD/bxS5kdO8IhJ6xdmdGdiHQOe+s3R2wwul0szjjZrPA8iyOvXv9GL+LIo3vU3s/iBcqx7Xy05h7QRSv5QDsofp6UCRBTI5WdfK0lbguUuV1GYslqCDrp9naRVygMS5QWzUJ7NCrW4fE1qN13+ttM/GanEkrWd1a6ysmrFPrvVDPYqyLQKyZwRjb8Q2KQYZnM8788bUS+VavE1YOZkCG/uBn03K1CIQJlgAAIABJREFUl/p7FxWhqJrFKZsF18uhZHZVYZ7G8+54VuEeZ2vi4IVhnYBVsRjRPC44bE0LkVhS7VlMndTtRJqFHUm/tNqJqJXIbileT6ME9qqZssgM0PRviv2O6iuJWZPIbpLXWYZ3YpV13Sak6gaKtRCr99YHi8yU62l19A1vEtjeiQlsOlXsqZRXhCwuKhOytEq6sWORmdg3yajKkH6mFdMrKPOAlYb3YnC0Ml65DCXx3M0JhaXAak01NwZWZjF5XlRN7LPUOiRemSxj9aKlauzhq5RaZObQ6d8psvTmnbyu76aWIXXV37bESaq+rls9Vd0c7wSqjZxyvU5ch9RnFYqNmLguTqQLjuveJLB9rYpxslNhWazGyLI0c2XEomCeFgWrqvR7aXg/ziGstmKyOnTBN2MCG4sV2R5i7M5yb1aFrytfLARCWjgnTo10nBzzqjVrpsItbG/xVH9uSmIvBcVrWVmjKq9hUAjSXozL6vZ7aeZivShuJ6Pqxlu5HmIc3ojJ6+JErLiuug6nCrobfS49fZ77nrqLizubfM7GbVyWnePKzh3cO7ubNSu5R+Z0MDqW0bGM0p0qJaL7Xv90+ulUS6e9WkBMeFvcpgN00nvopPe6RiAzo+8lJ72iT0mHu9jyjI4VrFuf28uTbJU5Z4o1emXGXQa9rEPR6xA6kPVidiZO1w9kPafqxnK8UDpWZnHsXaTUelmlApuq+UwtTUPfsQhZ/eeiMfdCKF7LUhn397FO4I6qwK58sIBj6dsXaqxaldd1pXLpaYHCVj/ptnY/65SsjnmRgOeDdb+qbsyLlJ3Wul91AjtvzWKse2APz2bcxWdSD8HjeZPapaSikSzezzLwIhaUuMVtswBViIsz1q/3gsGCkO14u63FCPHfBPUxjfj5ZfFNxc/R4r8PypjktiyOny1dD7AU5n3an6uG3DNTvJ5MCexltpdFZrZV79U9+lKf63ra+VqnGXQXJ+NiX/1TGWUnJq2LE3G6eXEiTjMv151y3fFOBetVXBG9W5J3SvK8ZL1TEMxZzwuyUJFbXCUdILedA9EizavplxmFB8oqsFnkVG5s9nOKIqPoZxS9uHK6XcigMLLNeAt96Jyrq/2MfDMOojvnYj/W/FysBgm9EjppGuNWaBZ69H4/LWxA/LzKOC9ei8wcPvXok6U2j//vhxZqHF6ksVkgbG0trlOwvhbXJuh2qE518SzQP92JPVU3Ar2TMV73T9dV1065UcUWIRsl5E62XpDnJXlesdbpk4VWvA4VnRAXAwvmzdR0iFPRK4+3fpVRVIN4XVbGVr9DUQSKIqO/mUNh2IW4AFh2IfZPDYXRORPjdvdcRn6hQ7bldM50Yq/ssz2s1489CTezVJW9FQfbRdFa5DFdWPRBImTffx5KYu+L4rWshBnH0paFnf2u6/UGOp3Yci/LqE6t4VmgONWlOJlRrBtblwTKNWPrUuifcspTFfk9LrCxVnD1ZbdzxfoZ7rt+Jw9c/xQnwxb3z2/nhBV0rWItTdk+U8WK6jNVYNMzzlVr3FmdoO85d5Yn2Ko6bFYdzlfdbQs21toLO54IPdZDnxNhi9PZJh0ruEcW+2mftIoTIfbQPhmc01ScDrdxTX47Z7zDtWuf5ly1xj+cvjc3XbiUT2+e5mOXXMrWVs65izbIzgY6Z43i9oys56ytG/lmTn4uJz8b4mJpIcR1aEKAflyHxqBZ4LFZ3LGs/xw05l40xWtZqN389ar/V3dSJXCq8G31uh5esDFWVsfKa6t8UIHdH1QhZ/0qLjJeDqqQqarYw9kMq/tXd6DuaR2T1SG2Tw1GuZaS1920fkw2KOKr6nZ8KXENrarroc9gzxXYwzuoE/m0Etm9VIVdQraZEcq4Dk3W87jYbt3/e6scVGUXda/s1kHKNGu+3i/gVcDylIjPDAhYh1i1jQ/6e1fenKOnWknan0VI26evWG8qC2f9MDjWVdiK15Mpgb2MZm0bAjv79JltW2SmWeQrz/BuB/IQp5x3M8r1jP7JWDXSO2VU3Vi5V5yM0837p1KV9XpF2CjIs4qNjR55VnKy22cj77OWF5zIe+RWsZH16YSS3MpmEB1sZ/RpEiKeUXhGv8q4UHYoPHC+6LJV5FwoOpzrdSjKjAsXupRloLiQU27GaYxV1wh9S1XjcQq7h7jIDECWpv5kEHuvVlUzVbG+EmkeF3bwuuJxt4vMaEA9V3Vlvsix0Epe14mTZop6nmPddMFxvRsvOq7n9E/FVk+9izLKNaN/cpC47l0Uq/2qExV2oiDLKzZObNHJSk6v9VjP+3SzklP5FnkoY7y2ijwM4nVGNWJRsDCI11VG30OM11XG2VSld77f5VyvQ7/MuHB+jbIIlOdzivMpXndiq5GqA51uRrYVB7WhX9EBwmaArZB6qqb+12m6efysYqIjJjlUobcMFK9lJUxLXkOzyFbT+zSEQRFInmYvdvLYOqSTxZZ73UD/dBxD9zeMrUuNsgtb96ioLipYP73F1Zd/lku6F/jSiz/O/Tu3c9/OHVyTn2XdjNOhS846BSV9LznvZZO4vrm4hNvLU9xZnuCW3iVsVTm3bZ1is8w5X3S5UHRwN/pV2JnADnH248lOj/Wsz3pWcPnaWdZCwX26d3JJdp7LsrNcmd/JupVcHCrWU8V3TkZByTX5p9l058r8Dj61fjEf613Oqc79ubu3zkfCPdjaWKNai2WHWc+wMlB10ri56hD6sUWfFSG153PMSrzKYoamnv3YzITUmHvRFK9lofbRLiP+tFYiu3Wrk9nlYMHGOpEd+jF5XS/aGNuFVIMK7LKONfGCmZulf+/T9LSuFzyvOoFyPbYJKTbimLXsxhmNnsUZNc36X53YGqPdLqQxLkRN+nxmeU27rUgV1yMIvTg7PT8fP6f8QlyXJvQ9zVB3smB4P850DFamRXfLZupOXBDSMKvin0GdKXcjmOFVbBkS6oLtYHiISey4BrvH71FnW1/smOAm5qWIPbeNPST1j2kSW/F6OiWwV8zIntfjFpmpe/WlhWaqE3GRr+JEnHZerltcZCaH3kV1AhuKk6l671SBdSrW1vtsrPXp5CUXr2/SCSWnOluczHt0Q8GpbCtWfGQ9ArECpBMKgLRK+mAQWnloFprpVzl9z+h7xlYVK7DPlmv0qpxzRZez3TX6VcZdnXX6Rcb5Tpf+Wk7ZC1R5Tug7VR6ourE3NhavTmJQdQLZZppGU1SxtWu/GHzXjFlkhrKM/5gZtcjMjj8MDahFjo39/r8+YaHGuEhjjNeW57Hab2MN8ozq5Brlek5xIqN/OqPsGFsXG+V6HFT3L4rrEZSnS+hWdDb6bKz3WesUXLy+yVpWxHid9VjLCk7W8Tr04qJgVqUEdkU2YqRYYlQe6HtGmX7WFYDnyjW2ypxzZZe7e+spXhf/P3vv8iNLtp33/dZ+RERmVtbr9Dn97tuXvJekSAqkCdIybMCQDMPQzDOPDQ80Mzy0Zwb8H2jggQkDhiYGbAjQxIAFC7QlQZBEWJRAQyTvJanLZt9mP8+jnpnx2nt7sHZERlVXnXP6PLpPd8cHJDIrqyozMiJzxcpvf+v7aDrHtvB0pSe2OnJvup2SxdaQjMV2eh6z3mK91VDePp8hrNFpGXJ9zhMyI4kNvBBf7FmFPWPGdxOPC866ZsE32oYM2TGDCKTQ7JhUFcSFJxaObs8RC0O7NjT7hn4JzXEilAm523C03nB3dcmvHXzCgdvy4/Iz7toz1qYFoE6JTWgICR7GgpO44jwu+KB9jU0o+bg55GG75KIvebhd6iJhU9D3htBbQq+z2imYq1/uBcRGELAuYvPUzV7V4EzkeLFhzzUcFxveKk9Y2ob3i/uszZY7ZsOBabCyi0I4thu89HgJdGvLo25JFy0PqiWnxZImlTmrRui3Q2iZy2rIAukCZhjdH6z8sngkwRiqfmuw403Hc+65Z8z41mPUSWTyWgYie+L7LFEJa/L1ENhoelVgj17XIWVLOkbbEKZ2IQYSE6sQK0SvC5ShskSvYbXdUm1CumUOPs+cSDI6iZ6sWvIll3YWIYNIWm54cTeosm8lu9P1690fXt1X+nP0IKXuj+AFiZpXZhuyuE9Jfm8F0xlMN9ipJg3jDdmm78o2pCsKbQlau1MQIuysAY0QbT5PDEQ+jL7lWs/zqTXlfZ8ZbEk8kzJ9xozrmAnsVw3PahsyhDU6txs7twbK3HR7S7/WsK92rSOP/QK6/azeO8g2IYuA2+sofeBgtaVyPftlzWGxYWE7Dv2WynTs2XokQCppsZKopMNKxBApROcCDV9WymU6mTZZIoaQDHXyhCTUqdAxyeS4CBV19Jx0C7bBc9IuOWsq6t5xcrEg9JbmwtNuLXYrFAtV+YXSYGtwtaEojIY+WoPpHGZroWl1vAhINurojJHJiOMkKZ3JaONtwY5zQ/3CMIcWzHgl8aLIaybEyUBaiyBVCcYiZUGqCvCOsK5I3tIeePqloVuYUeXXHiZCFQl7EbvucL7ntb0tC99xVG44KraUtufYX+IlsLY1S9PgJbAyDUa0RnvpdZFxCPy6wfIp5O40oouPXXJau5PhMpaZ0C45DxVdsjzs1EP1QbPitK3Ydp5H50tCb9mceeylLi72K4NpoVwY/NbiLh2F10bbWKMLjnVLMi0SA9R6HFIISI4uG8bPn7sOzyT2M2Gu1zO+NXhcLz0NbBwnYDJxXWo9jsuCbl0QC0N9bOlLob4jtIeJfpWwb2xZLVp+5bXP+aW9z3mneMhvLT5gLR13bWJtCiWuI2wS/Fl3h5Ow5Kf1m3y4PeZRu+DnZ0fUnWNzURI3DukM9lLDtGyjNkw2KoFDyuTONQI72nydfVmDh4elKgY/XkWSj5hlz3KvofI97+4/4qjY8sPlfX5Ufsah3fBj/4ClwA9copLAuf+EXy0+VXuRxft81B7zk/PX+dO9u2w3JZdFhdsIYaE5DK5RUY1tAs4YtRPJAhKiktcivQpJyCrAa8GOt/bcM54Zc72e8Y3jGml7xec67K7NaB2SRssM22ULkWlgY6fktbSapTKGFw4EduZJkgg4VVonawgLS7RCvzSjVUi3p3xIt9acr1hAWEYNLXRp9InWbb/O1aQdoS2aLaOc+XAN3DCRTs4FY1DcJkhR9PGn919/rgFRsv2HYDfaU9ta8BfKh/QXgm0SrjHYwqjVyNaoIrvLNitwhbxOMe7sRESwgFhDjOoRkmwiiZL9gy9IzGrrQZUeXd728bXnFn2qqJ7L0WMx1+vHYyawXyU8jVoEbrYNEaMESCa0Uya0k7dEb0mFySMx6tMXKg1n7CsdhwmLSCrVKqRatHgbOChrFq5jv9hyXGwoTc+xU0Jkz9ZU0lJIYGkaVfGhar5BdW1vIK8HBAxVVmOHZKhoCcmwiYFWWspUYFGVIMDCamyNIXFpC9re0gXLJugYS8DSd3msptEKqSuSBiTq60fV2NLnkBlr80hLHuOXnZ3ITol9w2jjTcdtJrFfCObdOOM7jeEL+RDWOHqt5kVIny2fCnclHGxYcOwXOZdgkQjLiOR6XfqOw2rL0rUcFVuOi8sr9Xptt1TS6YKjabGkHXk9qdU3KrDzeUmtRAxBOrrkCIgq85LVqZt8G6Cx2loYiRSmpO0tbe/Y9ELAgRj6WjBOFSOSBImG0DiSCUjrtLftdQx9qNfqhy2kYbx8Dvz6RjHX6xmvLG7pp2/spaeBjePFQK7Ju7BG7Z/7Si+h0syBuAwcrGr2q4Y3qjPeKdQu5I5pWApjIOMmBh5Gy3ks+LC7w6N+xYfbYz68POK8KXl0tiS2Fi4cdmswnea8SMh1MhM7pk/jOPl1AntHICgZkxyYZghFVwIn9obLKNQ+Yk3kvKwA8BI4c5ccmg1r0+a+PuHFsDaBIjW84U8BOFtU3F/ucSqJk2VBjy5Muko3JJQCWFVjd1YJJWuu7uckMHhgXwt2vLXnnvvtZ8a822a8FDwLz5aGi0xsRK4R2kN9m1qK3BDYOBLW09sTUcJgGxKz3/WguI4Tn+u+IvMh0C+yHV+RSEUOPbfpWvTK4KmhsuKBoB6Ja5OUyx7uG25P9tXUJmIIS08MBPaOyE4pjc8z7vJxWxIYDVgPkdGfWoIueJpud4AkCPTKk4AhJjDZH3yckkkpc8zKf4yttuz2OznYcQhxJIu7BxeS4Tjq4mTeU2lSt7/q+2VKen+PMNfrx2MmsF8VPMb3+lbbkCGwsdBgGfFeLUOsIa0qtQvZK+gXSoI0+4ZYQHOgo+dhmegOAvhIud+wKDsOFjWvLS6obM/r5Rl7ruHAbkfCej+HwQxkSIESF0qEpKzmS9hJoZ2SImFSuUISIpJH1CWr+ywtaitSJ0+XHGehok4Fp+WC037JNng+W+xTB8fnyzXndcm28TSrEjpdWdUAMQiVwbSGsjDYOuILg3VGVx1FkD4oMdJ1EAzS6gnhS0rs6WjjTaTJ3FS/EMyeTzNeOTzP53piGzLUcQ1pzH7X3qnab1FpTsHegrAqCJWlOXKEQqiPDd2eEiXtcSD5SHHYsK5aDhY1b6zOWNiOe+U5S9Ny4DYc2o0S12ZLIYFKOirplFDOPtdDrQbGen2bhQhovQau1OzWmmwD5aiTp02Wc7+gS5aTcslpv2QTCz5frdkGz6d7+5xuKzZ1wXavRDpDvzK4jcGfQ1UJtnWUhcU2AXvpkQurvthGkL6Hrt+FOxJ0q2P+lvM8x2tWYX9lzPV6xiuJx0wyjj9PeukrgY0uW+9l5XW/X5EKQ7vvqQ8toYLNPSEsE+3dnr27lxwtt/yNux9wrzjjN6oPed+f4EmsjdClxJ93lvNY8aft+/zx5i0etkt+8vB1Nk3B5WmFnHlsIxRnkklrcLV6vrpa1XA2e71KII92D2TCVSQjyhVYySPvQvBKDveVBpCF0tKvLNHBg/0Fn5eJP9+/x+8f/IC9quGXjj7nuNjw15cf8YvF56xNzVs2cGCE3yg+5VeLz3i/uM+71UM+b/f5F+UPOd1WXKxWhIXDboRkLa5ORCcUTjCNy5k0+YxiDGm4HROp7yc5NNf9r2c/7BeBuV7PeOH4Km+pgagebke54nc92IVIn0MbQ8K25ODGHFAYrgU2Dp7XNyivk8jO53qwCykNoTBqn+rVPrVfqCik249qD1IFxEfEJIy55bUMGV+SsDZhTEQErNH+2piIyQpsI2m8vo6YlLjeXUPM2QYhmhwXYAhByeyY5FYPjrSAGIXQGboDi3RCd5Yn0jf5/NJDURhsG7F1HL2yTav+2DIqsck5BVmJHQTJ05jJCtZkBXZ+EySr+4Q4fE/Qsp1F2/l9ov7Zw274SuXoe0hiz/X68ZgJ7G8Lpj59o+e10fvtoLxWr1GcqkWSt4TSEBaGvhS6VfZ0WkG/UgWfWXc4Hzhab9gvGo6qDW9UZyxNy71Cr/fNlrXd4tHxc0uikh4vEUOiyGPnfhCxTDbbch1pEFyAJCKaKZBrHm0yRIQuGeqs8ltKQ4dl3yw4sFs2saA0PZtY4EzkkVtyVpQ8TELfWfogqkAXDXq0LmHbrLKOFukTRgTpgqYSx4iETOXYqP58OWBGYiRxC2k944UiIS+9YIvIB8A5qvvpU0q//VKfcMa3Gy/6S7KYXVDYMKruXA7YtcTK6YLjwtKuDKGEdg3dWsfU5aDFF4HXDi44KGuOyw1vL06oTMc9f8bKNKxNzco0eOlZSZvV0RFPxI7ENdhr9frLtXrcCVqzc72GXc3WCRqhw9Blf+yVaeiSY21qDu2Gy1hSmY5NKHASWfolp2XFFwlCZ+n6UpWCQ71uBFtbTTUPDtt6kjFI12ff1AQhLzzG9GLr8kxiPzW+jno9Y8aLxNQ6ZNpLMw3THWxEBuV1qX10v1Cv634hdOtEWEXKw5q3D055e3nKb64+5A13wo/9KW/aBZFInXoikQdhxcf9EX+2fZ0/OnmT07rii8/3YWvxpxZ/JtgWirOkBPY2jWFcNpM1po1ZbZjUAi9x8/lJBgJbSfrkJCsPdQJzF06mZHa71Z+7bcHl1nK5UDX2umzGjIS33CPedR1eDG85h8FQyQMMkS/8PvcP9/ik2OcvWkfXGqI1dJdKaqj1icUBpnC637teSZKUSL0BkyV813ru0UpkxnNjrtczXhkMSutBdX2D0tqENIY4mjDxu+7z7ZiQ4TpcU14PsKILetZoHSwMfWXGcMZYaBB6v6cWqnG/R1zEFz3ORVVE54eLwZCSZEsQVVI7F0bS2tmANQlvdVHO5TBdM1wew77GLAgZSOw+6l93wRKi0AdLsEpm973NliMybo+x2gNLJsz73tAXjtgbOhyx0P1getFzSpfPg8MiaJ9IJluo9gO7nJXYUUZPbPqEMRrImHr9PiA5PixmNbZhCJAclNdZmW12x/uKlchckm7EXK+fjJnAfhXwNL7X11LSR68+k5XXVr360qJQ4nrldZVxX1PS+wraA4gltIeRuArYZc/B/iWV73lzdcZRseXQb3izOKU0HXfsBZXpWEqTCZFAldXWPo8WDoEvFrCT13HboiWAz9cj7SAQkpIkXiIhQScRn+LVMXUClemoo8eSqJNTlaFreNQuMJKoO8cJ0JdOQxowmFbHcUItY9iAbQ1u8MvSTVCVXwiQdEVyDHYczmCBqypsmFUh3078rZTS/W96I2a84niBoY1DYKOIqPJ6CGysSg3YHfyuD0vatZIl9R0NZWmONaDRrDqOjy4pXc876xOOiw2H7nq9bllJq7ZOqH/psMg4kNZftV6D1uwpTRwyqR1JBBIFkRZDlIBPgYCo6tu0rGOBl0ATPV4C+77mYbFEgG2u113lc72WbClicVshWaEApAmYqKPoY88bgk7JJEEIGuyY4lyHZ8z4PuOWfnqcZLypl3Zqa4T3SlxXBXFZEAtLt+foF0J9KNTHQr9M9Pc6ilXL+6895LeOfs694oxf9J9zYBoAHsWaB0H4y/6Ik7Dkn5//iI+3B3x4dsT9+2vS1lE80ElBfwH+PGE7KC7U09U2UQnrPmLaoGRPF3IIIkicTJtMCV6zs0NJJkvnjCF5SxKwhSU5o0ROraS2bQzBg9sK7sIRFpbP2iM+rwKndcVf7N/hneUJD/f+HYd2wy/4hxzmE8a77pR9U/PFes2b5T4pCR9wTHtRUHde7U+yr3X0RsUjba7lg3VLiDrheL3nvm4lMquwZ8z49mNUYMsV8npUYoerF9MnDXDsdUFPp1CGi9bIYTHsim2It+PCXb+0JCt0e1YDGktojvIC3oFmyeA1AF1V16qYVujjWae1x5iIMUpKFy4goqS1z4R1YfQ+Nyixs00fcKsCW6/NSGT3Ucny1lpSErpo6ILN90Ulu6MQ49XOXbLS29qElD3RGfoEcaG2KRij9iGiC4veDdYiSfmQoOIW6XfnFyWxI5K3U3oBi9bytLMsISWizb8LO4pkJK9He5HMXM/k9YznxExgf9N4ku/1VC0CO9uQYfTcGB13dJa0KAgrbbrbA0coDM2B6IhMBc2dSCoT5qhhf9mwrhreWz9i5VreqR6No+fH9oJCAodmM5LWSoSoynogPwyCRTB52+y1amQeQ4vEa/7YIRf2mBJhVGYHAtClngjUpqFOai9yaDe0yXLXnXMSljzqVxwVWy77gg99z3ldcrmsaHyhnthi6OvsgWVEVS0xIZ0dlYdi8gjjkJROthPJXxbS+EXoMaqQual+Lsx7bsZ3AjeR1zkobLR8WlSkZUUqHP1+SSgt9bGlPlSlX31XVSHmtYbDvS0Hi5r31g/Zcy3vlLt6fcde4KVnbWoKIqUEqtwwV8NpQyQT17t6DV+u2U+DQBobz6v1Wp+zzsmKtXQ0ydJaw6G9pEuOY3fBSVhyWi45LjZc9AUfFHc4r0vO9hZsixJbq1rEbSzRK8lhm4CPEbqwmyTsRZXYKZFiynX5BZDYswr7qTHX6xmvFJ5EXg/ZA/lvByHIsKiYSrXhiwu/C2w8slqP7wjb1yNpGXj37Qe8sTrjdw4/4D9c/hmHpuGHzuKl5LOw5Ytg+En7Ov/k7Je53+zxh5++xeaswjzyLL4w2BbKhwnXRPwm4i4Cpk/YTaekTBeUsA4R6YPWpOFaZ8r1NdyiwNaXOkz67KZ+krMqdvGWonAkI5RLDXfv9yzdUqc160eeWHgePCz44nCfnxy8zuevr7lXnfM393/Cj/0XHJjAj3xJlwJr8yecLEqO/CX/b/k+H18c8FfxDv2likiSMfjLhOk9tjG4GPU8ZHQCkhDGEPUx5+Bp7PvmfvsrYd5TM14obmuTbrJ7mCqup4T1xDrE9Ix2IaOFSA5uNK0u7A12F4NtiIS0q4tT2xBviKUlekO/sgQvtGuhW6v6un5N+RDZb1kuW0xWTwMjWTy8CCWFdYLRu4C3ASuJheuUtLYBJ0FJbaOP4Yz+jWFnHTIQ2VPEISR9sFRNQh+VlWijVUI7Wdq8Tdve69RjsHS9JSQhTNThgzJ8fC0LS4xCvSqoFwXSaIaMq3PQr9jRnspkpbWBnZ3IQF7nWjvYiWjewvAG0KDhZNXCRA+wqtcH5XWUyfslu6CM/tjX30e32YV8z2xEvkcv9ZkwE9ivGq579cEVxYiM445yNbDR2atBM4U2oqHU1cZQJWIVoYiUZcde1bBf1hwWWxamZW1r1qZmaaZqa7UJ0YsWtSI3xz5XHCNyhQR5HGl95SVN/i4Sd4+RC5TNt7WMZ4JkEjS2NA0++2SHpCOLF67Em8BJuSABfTBsKkswhn6h1TO0QqgTYAilktfJW1X2pbQLdrS5UQ4pz8fEK6GOV47XbC3yYpC+Fs+nBPxfosvr/1NK6Xdf9hPO+P5iugh5nTBJk5rdV5pT0C2EsEAvSw3WLauW9VCv/ZY923DgNqzNlpVpWJqGAl1k9EQKiTul9YS4Bm5cbHzamg1Xa3VArZiGem1EVdo+1+si12tDosuZCVqvhWgNh27wymQMAAAgAElEQVSDk8B+WQPQdI7twhGMIVQWSdDXQr8wqh4snW6pdzotA4jts2pPIOaR83DDhs948fh66vWMGS8G097aZFLXZILX2jFXRhXKbgxsDJXahvTLRFoG3KrjtcUFb1RnvO5OOTQNSwl0QJcC94Pnr8IBP2vv8sHlHU7qBZsz9bn2F4K/VDLGb5TAdpuIrZWIMU2vxEHX6+JciDviOuh1uq66vu4VPb7GrHIOuoCKSF7sM7vgM6vj9dLrtEsSDYwMpY7Xh0pojWcj8NHqkE1f8LPyHl563ranrHPI+lICmIa77pw3qjPa4Ph0ta8+bUuh3w6PK4DFekvqAhLyfgc9DinL9bJwZLbve4GY6/WMVwnp6mVHaqdroY163+76qm3ILhhwVGuobYgRop0ENXqtZ32VQxozH+J8wNl4RR0tkjIhrLeNiXgbNCbBBiWsx/sShelVcU2itD0ATuJIWA9E9o2QOBLXoIT2NEMsIpg4CPyU5O6z8jolQYbwx8nDy+T/nYlEEayLdGUgiSFkPsR0QmjybisMtFHPCUFyNsFkvyZloQc7kSF/YTxm2UJEMocz3jdYhkwvj8NcohRzvX4iZgL7m8RTqEXGoJlJg62+qRaqchfY6C39nh+V19s7Sl43R9AdROIisLizZVG2vLk+583FGYd+w3vlQ5am4a5T/9SVtKxNiyGxMnEkradqa4tcIT2ujqI/PRkyIE7JlLRT93kigYTPY+qVQJsCkUAZAxFhJS2XtuAylhzYDZtYsrINJ92ST6p9Pvb71K1na5b0tY5ORmewdQIctjUURnAiSGu1cR6UIGIQyb6rIkgIoypETFZlz6qQF4vn222vici/mvz8uzcQ1P9RSuljEbkH/CMR+UlK6Z8+17PO+O7heYMbR9J656sqVamWT4uKVHjiuqLfL+kry+aeI1SwfU1ojyNhGVneu6QqOt7dP+Wt5SmHbsP71X0qabnnzlmahko61tJhJVFJmtRrrtRr4Naa/VVgJ07ZZpIoHol4uFKvo0CbIpFIJYGQ1Fbk2Ho28ZwDe8kmluzZhpN+ycfVAT8vD9g2BVu3xF4aQqmjj25rgApXB5wxGGOQtlPldQxQk1V8sEsJirMK+2VjPs3NeFXwuH56asOXe2lxbtdL5ynGuFcSK0+356iPLX0lbO6p53V/r+Pttx5yb3nO3777R7znH/AD94h3nWGThL/oDGep5PfOf40/OX+DD06P+eKjQ6S2LD81+AsozhPVSa8E9lmH6SNm2yF1p0q3tlNyuu9JMU/6xaD3pTgS12la1+Kk95wkjomIfjynr99oWKUMr98IsvFgDO5clefRW4pz9U3155Zuz9CtSz46fZ2fLwKfvrPmvf0f8mvrT/hb6z9mXxrecpG7IpjqA95wp3ywfA2A+9sVf2WOid5TnAkSLK5JkAq8NRjbqZ1IH7S/vtZz7wxoJ37Yc7/97Jh304wXhSe1R1O17FR9HWVHVoeswO5RBXZWW9sOzQAIWXUdwDYB0+bp6EF5nS2VRqskyYGN1tAvNag2FEJ9lPmQ40R7lIUhhzXeZzW1SVp2wy7G3JiIMxFnI9ZEKqckdWn7kbAuTMCbgJOIN2rX57IC24tea2D6ky1EAma83eV0xN5azQSLliZaYjK00dJHQxsdTXD00VD3jhANfTAjud1Ho17cNuAE7Kqmqzq6ztK4CmkM4ZEhOrXtA4vt1HLFiah91USFrR7jYUdki+y4KizJJs2qsYzn4pgSYkVL9pQailnBLWn3Nnnadvv7pML+vrzOZ8RMYH8bkNUio/o6j6QnO1WMWMJUeZ1XGkOViIuAWfbsL2tWRcvd6oK7xTkHbsuxu6CSjkO7Uc9SCSwlYEV9T73cTFw/DWltHlOR4uSTeeX/pyM2SX8Tc1hkTAkj0CUl17sEwXSYFLEkOus0LGz0XLVcLgqcjdTLgiiWvhG1FEEIRVZiFwZTWExWYKuyz46qax1nNKqAmfEq4/6TQhlTSh/n689F5B8A/z4wE9gzdnhe8nq4OdRqY7SeGItYQ/IuB+06QqnKa01BF8JSw8Ek1+u9XK9fL844cJvR53pttqykG+1CrED1BOL6Omn9LIuNAyLx6uON3WnMqu9dvc5LfWo9QkeBfiFordVMg+TxJtBFy2VfcJ7rdRBH36h6DxKhMkgCW1porPryWTPW6zSkpyfZWTzNViIzZnz/cF0MMtw9/TxP6vMQfp6sLpjF3Ef31a4ml3sNb+2d8kZ1xvv+C951p9y1iYUU1GnLSVzweVjz4faYD8+OeHi6wj1yuFooT5IS2JcRfxYwXcRedkrEtJ0S1yFC12kd6/uRtE4h98Tx2oLclLgeMPSoZqL3G8IqAbFqTpqMKGEumvei6mcljMQreRK9ycFfBgk5AK0WHuztAbByLZ8uDoj2nHc4ZyEFd+0WeATAe6uHFLbni709uo2l7w2hAsjj/d4gPk+PknvulHYLDfl4Tcn6W61EZsyY8epjQmgPtyVyi+I67X7X7wJsTR93tiE5uDGRrUOM2lokp5fgryuvIS0Dpgwsq5bC7b7Tx6A1MyUZiWZr0qi2Lm1PYQOF6SlMwJlAaQImT6k7E7Ao6Q1gUVW3zfzFrRAV8XmCTpNPn59IwIw+2jEZjER6sWM45GAt0mfV+Hi6GDw60JBJa6BwgdZauqUjWkvY6ncP5UP0/6zVfUfKY5x5F+n0jj6m+pNHEiaHaUZdfIyq/tZjKOPxTEzsQoZjL5PrGTOeATOB/U3hSWoRUPJ0GP2zRtV83mvgTOGhLLLyuiCUGtjY7Guxbg6VvO6PeqqjmkXZ8tbeKQdFzXuLh9zzZ6zNlrv2jMp0HJo6j6Cr0tmK4B9DXE/Jj8cR1bfh9v+5gcy+RmTbfPEkDD2VBAp0XKeOnuCFPVvjswfVaVtlO5GCRirAEUttzG2dkOw35ZyuOo7eg/k4pZiQFEnR5pNlmL35XhJe5siMiKwAk1I6z7f/M+B/eGlPOOP7heu+16LEteR6LWWhAWGrilg5uoOC+tjSLUQDG5eJ9k6gurNlWTX8YP8Ra9fwg8UD3vQnrO1WCWzpWJsWL5FKEp4n1+sBz0Na3/Y4UzLbYgnZJ2+68IioOttKxKaEz7WyS46YDGtTj4qV07Ki7S2bRUHDArC4S8F0BrcQSAUFYLZWlXt9IMUwnlFeqB/2jMdiHnGc8UrgcQtN00nGcTFRVH09hDZOeul+ZWkODM2xeqW2d3uKg4b3X3vI7xx+wF13PpLXm5T4oqv5y/6Y3zv7VT6pD/jXH7/D9v4Sd2pZfirYOrF4EPGXEbcJuPNG+8xNo/7WXU/qdsrrkbS+EtSYlwGvENiPqWlT0ldEiW1jNN+FTBZnxTMhCzX6gHQ9yVm173AGiSW2trjaINEQKmHDgs/OCs63JSEJr5fntPv/lnfdKSuTuGsBHvFbe3/JF9Wa02ahwY5Fia09bgu2MyDqwS1d9vzuw6galxC09x6sRCZ+2Lce/7nGPxFzvZ7xQvC4t9HYiE3uumYTcj200QQ0lLFXNbbp1AdbejSvKiSki5guqK1nv6sDaQiDdTpdHSq1Ue1Wlnad+ZCjpCKRw55y3eBcxBrdwBANIeb+VXQjvQtYEyltoHIdzkSWrh3tQspRea0WIl4CfnJbHyvzFRNR3uM8sEMyI5kd8n2dqAd2JxaX9LY3li5aXLS4GCmMwZlIH01WjFtCNHR9NmBNQttbrEmZyE4sli19YWiCAI6wANMLtgbJ6m9r1C7E9BFpE2PpCHowh8XPKGpNKCmSrCAuLyIMziM2qT1VuOpGIlHfK8PQfZq+b4Tvl9L6Fsz1+vGYCexXCFfUIkPDPagnhgAw57Th9m4c9+uXquJr9wztgXpet4eRVAWqo5rXD87ZL2t+ce8+B27LO8VDju0FK9Nwx2zwEllKGInrMhPoPo+Lq6LuKvHxONLa3uTjfQvCtYb06uOaYVcA2QsqVztDAAGbIiElvOnwKdJJg5XIZVRFuZfAabGgT5azquJToEkVsbSY1mCLrDCJWnSljRhnMP2OENEvFaKNflat3BgwM+O58ZK/g7wO/IOswnLA/5pS+ocv9RlnfL8wDW0UGcPBxDlSpQR2WBX0C0u7vwtsbI8jYRWp7mx56+iUo3LDj1ZfcOA2vOVPxoXGO2Y72jsNEzI+19snLTQOeJYFx9ugGoxrz3HLwmPMi46eRCcBQ601PS88VqajNB2n/ZI+Gk7bBX8FNCwIpcE2hn4rmM4iweOMIG0PXY/0vRLXoJ7YWIj9rNR7yXiZ9VpEKnQ6pkTr9d9PKf33L+8ZZ3wr8RRikIG8ZrTjy7XZWZJ3pMppFsHK0q4Nzb5R0mOZ2Lt7ydsHp/z28YdjYOMPnKMUxxddzU+7e/zx9m3++ec/5NHFkubneyw/V8uQ1WcR20TKhx227pFth9nUSkg3LakPahHS9UpODwrqGB/rdf3EfjPsvk+kYZ8M0jyzI7QB6HvtafseGos4qx7cxiBNwC08/tJhW08oDRIM3amj3q75A97lcLXlNX/BpvqEX/af87avqKQlVn/JSSx5dLxCJPGRP2R7uSZsBLcRJI+629phrJBah6SkViLWKts1bOewX2QqCZxFI18V8+6Z8VJxU2t5RXUtOwI77SxEJOSgxh5Mn/TS5mDBNiIhanBjF0Z/fJ3WUNuQZHSiI1lDLNV6rlvuAhvb40haBMp1w9F6s9u0JIQoV+w2rEksfYe3gdL2I3G9snpdmh5nwpdI6ylhbUSnwkcP7OnE+YTEjpm0BhgYh5gMASEmg09hJLS7TGA30VEYQxktTQz0SYnrmER9uYOjC5bLJNdsUVSF7WxgvdAa+ghobEnYWOzW4rzkY6DbZVqjBHVvkByYTsyikADEXSh8sgbjhBQFY5NyJCJEpwdfgnqKI1mVbfT9sGOwb3j/3EZif0/I7blePx4zgf1N4JaGe8QktHG0Dhkab6tFOnlH9JZUaLHuc9hMKDWgIFVqG7Io2xzWuOHAbdmzu6DGlbSUEihySOOg4psGfH1ZwfdiiOvr/3OdyJ4+19RuxIoQUhq30SMgGhxWoR5UK2nBQG23nMcKgH2vQWFnVUm78Jrsm4MM+gpsI5AMqTBqqeWspqHHvHgwJqPrqCVDcNjUVWRuqJ8Lw/jWS3v8lH4G/MZLe4IZ3368oM+rTBcenYNB6Vc4QmUJlSqv++UusFEWPcuq4ajccODrHNRYszINlenyglzM0ydaC4c6+DTk9Yskrq8/5nVLqEGVrWpsg856AimnkadEIZGA+mJjYJUa1qYGB0fFFoBH1YJ24QnJjWGO/cLgthaJYAunW+CcEjQpXrF/eu6FxdlG5Fa87HoNNMB/klK6EBEP/DMR+T9TSv/yZT7pjO8YxkwZ2QU3GruzDvEuh5+r53VfaV3ul4m4Chwtt7y5PON1fzYGNm5SZJM6/rI/5qf1m/y7zV3un+7RXhSU5xrU6C+TBjS2EdP0SNON4YyEuCOvQ8hkdbyqtB5q11chricY/laM7B5DDEQlF2RQeOe+VjJJnPpsNWJzmGTeZa60SAB/qd9H+oWwOV3Q95Y/PXwdgKU03LUnRGApCUzDveKMN5dnXLQll8sVPYZ+abANmE7whQpljMu2UMFpcCVhDFDfiUbSLBh5RnwN9XrGjKu47oE9uf+qZcjUOgS1MhqI7WwnQtCLZKs4YLQNIYfRRm+ylerOMqRfJFIRMWXAuV0tDdGMnwdBbTZ89rv2VhXWhelx2R7E5YnuKXk9+F6PBPaEuB5oY719s4jiijobkwMcAwZRcchgGzJQ0CJqKZISmEHUFwlJ6KOlMP3oo124fnyNIS8WhmgQUSU2gMvBjjEIYWEAwZUQCuVDnBPAgM1cx8B3JF1cSILW59FaRPvlnbo+5d/tjjGTBYzRWmS2FPkS5nr9ZMwE9teNpwhuHH36rN0FgHmvftdloQFgS0+/9kQvNAfqY9QcCfVrkVhFlq9tWFUt7+0/4oerBxy4LT8sv2BtdAx9bdrsd52wQCVmHD/3khvKQQF9Q0V5FrL6cbjp8QZSe3h+g81F/VrwY1b1WSKlRKzULJMSPoUELmMJwGm/wEngIxu5WJZs45KwzekCAmEj2NZhujw2M4ychqhfdgZ1yNBQp511yGwl8gKQV+hnzPhG8Kyf0+vWIdbm2q3hYFIUpEVJWFfE0tEcOdqVoX5NqO+mMbBxf1nzg/1Ho/L6F4ovWJlGp2Wkz/X6ZruQr5O0vgnT55mqsrVWRyyaMTBVY1tJuhhpGurUUxCopNN6vQen/RJnIh+6wNmmou5X2I3R1HWxFJVg2hLbOMwQvGvypEyuu0JQK5HhC8SzHOOZxL4ZL7leJ/VLuMg/+nyZT6Yzbsf1fnoiBrliHWIMqfSkqiQtPN3aEypDfWRoD4X6OGHf3HKwqvkbdz/gN1cf8uPiU37oLB3wF53hJC74R6e/xr/84n3un+6RfrZicSEsP0tUjwL+MlI8rHX0/WKrPtd9IDVNJrD70dc6jcrrNPaP6Rb19VdFGkiHiXpZkuyU2UNNtBad4Tc6dWiN2nrUFtl6pIskb5BQ0S8NbmPY1AX92vPP+AV+cnCP+/f2KA7+kEOz5Yc+8jqW/2Dx77jrzjn2P+D/bgouLivqdqFj5dbgaodpjSosB6/uvidFuWIlMhWNzF7Yz4C5v57xMjF9a91gHzKoryXoz+qjnEtOxxjeaDpVX9smIH3CtAGytaeEcHUqxUOyuvgYFpbohXbvy3zIYKM6tQ3pelU0OxsoXKBwPUvfYUXtQga/64VV4Uhp1EpkIK+txKzA1usdcR2vBDeqMvvJNSpiRuuQIdAxZFI7IFmBbfASRkV2Z3r6aPAS6ZLBGU9hA22wWImEZNgYT9s7YoK2V+9snBL2i6KjcD2boqDpF5jaIMlAArcVbGs1WDMHOoIeE93goOfZBtWnuIQ1QgpZfY1BkiqwU4SYTQQQNOhxKN8m9+rpBhuR4X31fez65nr9RMwE9quEKYk7jPeJ2SlHRDRsxRkNbnRCKAzR64pZLCCVCcpIVXSsy4a1b0bl9dpsVc2XyRBPosjBX9e9U28jr180cf043KTOHlcms8pvqu5T9biGPCKBTnqW0mBMZM+qAvugqHlUtPTBsC107CYWuv9MlwiFNsTRG/XpC9f2P+jtwZuPuYmeMWNGxphfkH1Xjck125K8zQoRtXkKBYRFJFWRZdmxV7SsXXNFeb00DZUErdcy2DnxSpHX1zHU6N3PO0V2ltHpeGImhj3aGHfSj2rsQYl94GvWZUMXDNtyQYiaJh9KCJ0mzktS9R7O6hccOw0wm4ycz3jV8JqI/KvJz7+bUvrd6R+IiAX+APgR8D+mlH7/69zAGa84nuR9DbsJxnyfjDYiqiyLzpCcEJ0QCw2zilVitWjZrxreLE65a884NC1eKroUxsDGz5p9Hl0saS8KFhdZeb3Jyus6qPK6U29p+kBqu11AYwhftgpJ8asR19cX5B63PyYq7J06O6oVHpAIO/FMCLotomcREcE0HSla3FbrqS9F1dgI28uCE7fgs2bN52Gdx+S3eLEcmIa79ow3ylMOFjUhCZdlpefBfJEo6rltd5NLkpJ6dKMk9vVAxxsxC0ZmzHh1MfHC3qmw0zUFdrpyWxW+UZXXgw3SWM9F1ddGiDbXcA/R63UqExQR7/sxsDElISUZlcqQQw5z4GJhw0helyaMAY3OKDk9ENdTAntKXl/1wB5IbK1JNymxw9C3J1VwR5RAtlNFcjIgYeyrVQSSX4OBQIAI0ex63TZGiPrc1kRi0OeJ+fWnJGO4Y+cDTRF1vwz7r0tEJ6r9MLqfiZPzS8qK+Dwlk/IxI14/rlmBnVSNnSbq6+8lMT3jhWEmsL9OPI2Ky+zIUlVfG/Xq847kLKn0hKWnXzratSWUQnMg9Cv1vTaHLWXV8vb+GXfKS95bPOSd4iFL0+QAsJ616ViKktdTv+vrRMiUAPk6ievruE5kT0lsZKfuQyCmxMpAm5Iu63JJnRy195ybBd3CEpKw8iuaztHUBW1bAoboBdtkX+xWPxoWsseqrv7q+aTXMJzBTuRJ44xzU/3UmHfTjG8lBvV1Dt5Vf1UHVUmqCsJeSXuQVX7HhnYNzZ2IHLcsFi1vr0+5W13wg8UD3vIno/K6ILKSnlKgmCivnzWfYIrnqek3WT7dtA27hntYkI2jN/ZQrzXTYKjXUKeON/wp61jTLDwAK7fHtiloak/TVoAQveBqh90aTFtikgbL0HWIRB3NJ6ja8HEBYDOeGc9Zr++nlH778Y+fAvCbInKI5hf8ekrp3z7Xs874buJx3tfX7ZycJVWesCwIS0ezb+kXQnOU6/Ldhl957XPeqM749ern/ErxCIDPwpbPQsH/c/HX+HB7zL/++B2an+9Rnqvy2m8S1YOe4rTF1D3mfKtf7re1EtchkLp+p7q+SXF9U5162g/a4/5uTNCaWpIoQSxZ2ZwGRXZeXBTQgNzglcg2Bi+CrR0SC8DRLYVQeepTxx/wLlYS7y8esL//b3jNblkZ+JXiERHDz4+P+XhxwL+5qGikBFEldygEW3u1xUrZukRkR1jlbZIYM6lNDuqdBSRfBXN/PeO58RV0EdfDGyVObmcF9s73eqe+Nm3UPKo+Ik1Qu6M+7PyXRXvt5IzaP5WWfql1pN0XuhV0BxHZb3FeyWe4GtjorJK9C99Tuh5vAnu+wZnIyrY4EyhNT2l6vOjtgbS+qryOEw/sTIQTr/hfT61CbkPISmsYfLANPvWjMrtLliAGk9RWxKZIJ5aQdDa9E4uRiBGHz8/X58VJby1N79gOzxWFEHfBjt4G/KojlIF2W0JUgaSrDc4mQmMhJe2xjeTzVr70YbR1McYQo8HYXZ02Pqldea/BjmKylYjJ74/bwhyf+ObiO0+Az/X68XguAjt/qfifgV9H30r/FfBT4H8D3gc+AP6LlNKj59rK7yquN9w3BTfmS/IaODN49YVKG+5QQr+CfpWIez37q5p11fB6dc7d4px7/mwMbJzahlRZwTdV8b0KquvHwYr5kq0IV4gRS5SYVzKBTIr4FDN531EnT1dZShN4tFpwYSNne46+E0jqfZiMECqL6XV0xnqnxLW1edUx3uDNZ+aG+kVgLtgvDXO9fgyexz5kqI9TdZ9zSM4qSKUnLhz90tBXQruGbp0I68Dhesu6anhnecLd4pw3J4GNa+koJFIKY732Ym5VXT8Ncf2iavn0cR5HZt9IZI8hj7fX65YLltJQe0+XLN4EHq6XnPuSkwtP11kkCd2p+reGC4d0HkLUwEyJGk42Eh4hH6c424i8SHxN9TqldCIi/xj428D3gsCe6/UT8KTP401ikGEaZpiIKTUAvVsKYSF060Tc7znev+SX9j7nneIh7/sT3rQLHsWaL4Lhr/pD/ujsTT46P2R7f6mBjZeweBiw20hx2mLPG2g72NYqdmi70TIk9b1u3+A5fRtx/aK/vU4f7xqZneKOFCZc+1iHOBIW4hxyabCdp0B7ZdsY+qWl2wqbxYo/WbzO5X7Bb69+hpdH3LWRI1NR+4f86vJj9l3Nz/bv8Ki1dI2nX2kPHSqDBItp9fgIZOWfjrU/tWhkFozcjnm3vDR8r+v1TfYh0/dakp36Ovsgm7DzujY9GtjYJUwX8yWowjdnBhA1zDHZod9WC6Jkd77XodTQxn4vEVaR1arNKuPBOmQX2Fi4gDWR0vUsXEdhNLDRSmJhu9Hr+gpxncnsxxHXNyuwvxzmOGAgrQ0GT7YSIeEJdFgCaXwcjz7vQGSbFOmiIxpRER9gJNFL1PBHoyrtVpMU6aMhREMbRldt9NSYWCx0Mn2z5+k7nYoJZSb7C4PpzGQSPZ8PQu7sk3qTJ6tiwuRMDnE0mF7V4hLAmARGdB1Cn37CWl/bN7ONyPfzNX8FPO+32b8L/MOU0q+g4Wh/Avx3wO+llH4M/F7+ecZ1XPfqm2IS3CiDesTZnddTaQjVEFIghIX6qNpFYF01GtroNbRxsA1ZSXvFNsRmJd/jyGsr5pUhrwdc3yYzKf7D6xjG64s8nl5JYCVtJvG3HLit7p9SyX6z6AnLSFgkDfBZQKiEUOrqbrIa9IMxoyXAqOy5hqmX+Yyvit1o07NcZjwRc71+SRjU10NugTgL3mteQeXoK0u3GIiSRFgmzKrnYFFzWOV65Das7XYMbBzCda/X6wFfhbx+mbX8aR57un3XX8OVei1ky5ROSXy75chdcug2HFZK9ptVR1gm+mXSpPmFUf/DypEKD94jbpcfoVYuc3148Xi59VpE7mZSABFZAP8p8JOX/KJeJcz1+ivitn4a2QlCdsGNTgPQK0PIgbr9XqBaN7y23PBO8ZA3/CmVJCKRB0H4Sfs6P23e5MOzI+6f7OFOLP4C/IXahrhtwNQ9tBrYmGLMoY1ZPTiorjMB+7WR19dx/fGvq8CHbZxudwikvld1dNth6h63DbhNxF8k/Dm4U8uDkz0+PDvip/Vb/Fl3l5OoOQiexBv+lHeKh9xZbajWDWEv5iBj0eNQGmKxmziVQcgj5vH99oynwNxfv2R89+v1TW+Dx701pgrsa9Yho9VEIAc3ZhI7KDEqfbxKXk8XrawhmWyl6o1aP5XKiYRFIlQJfMQY9aOOCbpsoSGQfa97iklYY2HVLqQw/dWgxjGwsf/yfaL3FZPbeq2XYvgd+TL53XjJvyuuPE5/5fGu3v/k7XL5NfnBEsWowrzIr9uaXYpYFwwxKfFtjO63UCVChVr1lZItWYzabQ22iMPhzzYvhOF46fEbFyfCcGyvHveb3hfj5UW89771mOv1k/DMCmwR2Qf+Y+C/BEgptUArIv858Dfzn/094B8D/+3zbOR3Ak/y6hvU1yarRMSMY+ip9Hrxln7l6PYs7Z6h29eC3R0GzF7H0cEl760fcVhsea98yLG74K49447ZUGbl9WAbMiivd6EJglAAACAASURBVIGNr4ZdyNNiaityRY19TYk92IkE01ClnuAMVhJL03K5V3JSLNh2jhOgsx67dbhaaLdmLKS28dAZpNERd0mJlIt1MkZVflmFPSuvnxPziuNLwVyvXwJyTR8maGQIbnQOyoLkHXGvoNvztPuW5khJkvY4IActx4eXvLd+yKHf8l75gEN7yT17zh2zxUu8Eth4m/L6aYjrrws3ZRZMMVVj36bE1iyDRDAtXeqJuVGupONipfX6svWcAK0tcJeWUILfWogeD0jt9Rzaddpcp0SKSSdkArNC70Xi5e7GN4G/l32wDfC/p5T+j5f6jK8I5nr9BNwShj7eHvppa/P10E9rsG4sHGGZe+m1oTnUKcbiTs0PX3vArx18wu8s/oJD07IUoU49P+uP+Sdnv8wHl3f44qND3CPH8hNh9VnEbTSw0TTZNqRpVWm9rdW3uet2XteDz/W0Tn4T9ehLzzlVY6utSAr570JQlZ1o+KN0DgkRnxJ240h2Qb9UNeSGBZ9deP7p6sd8uHdMddDxuj1hZYS/XnzKW+4Rf3b4Ot4E/jwIzdmKUAj+3GieQZewW6fHrfBIH0ghIEFI1t7cb8/h6U+HeZe8FMz1+hYM5GQmLqfhjSYkDXDsB+V1wrYR00YNdO2C2lNky6UrD2sMZPuQUOkiZLen4rNuPxL3e/yiG61D+qDaZysJZwPexjGwcc83LF2Ll8jKNZjMD/hRgd1hSfk6jqSylaTX5OvBCzv7ZA9q68Eb+1bkU9kQ2AgQRAjJUEggoLd9cgTUYikkweJ2KnA1y8NK1HDHqLxONDrtUxij4Y1kq5Jo6EIiRjMq0gcrEbfo6QU6HO25wXlwW4OEhESL3RpSnzd7tHYCTFKeJCT1y87n6OhUfW+8TuwYk4ghv2iX3xfZTmQuT9cw75DH4nksRH4B+AL4X0TkN9Cgnf8GeD2l9AlASukTEbl30z+LyN8B/g5AxfI5NuM7hCtBgbkAWJNHZa6FzXgIHqJP4CLOB0rXs3ItC9Pm8C9VsXmJFBLHwEbgChnyXcJIjCQt2CYlLFDkkZrKdFSxY2kaFqalc5bK9zgfaJ0j+kTsc5CBk5yULhB1XEnCzn9LDZ2yEntIkb8Nc0M945vFXK9fNoa6MKjFjH6hj1799UOBBssUWq8XvmPPtezZhkpardfSYUjZN28X2Hib8vo2vEqZBbdhCHccbg/1muyDGvIXg0q0Xu/Zhj5ZFr7n3Ae6IhK91RDerBBJg+p6sHIy8mWya8a3Aiml/w/4977p7fiGMNfrp8UN04wy/cwPNTlPNSYrObxxuEAsErFILMuOw2LLkduwzNkDXVIF9klYcb/Z4+F2idlaXC24OmGbmImXTLpkpTIhZNI6fpm8fpWRIkPQ4xjyaEVfhzG7LBjvNKDSGGwbSRZsLbitWvA9rJcsXcvJ3pImPSSkRCmwlo4jv2G/qCnLnq1PxHxuDF5ITr1tB4u+0abLCIQv7zsxMlv3zfim8cLqtTs8+nq2+GXihhI3Vdte8cQeAv/SENqY9HMe485nefjuPPIj6Hdzky8WreMOkkuIi4hJVzYnJQFJ2ZUojoGNLgc4OhMwkrK/dcKQxl58IKFNDnoc7EIGf+ubyOspcX2TdciXof8bMGhoY8z7UW9HlNeIaH2ODH+b/baTGbd5eB0dFmcCMQrORCX0o77+ENWYZNgvA4yNiIskl5QH6SFZdvta5OqA+XBssgp7vC+mvICxC3Oc+qBPwzy/RI1M7UNmzLgFz0NgO+C3gP86pfT7IvJ3+QrjMTlt/ncB9uX4Fe/onhO3qEW+FDYz9b42quRTD9WCWHlCaelWlnZPaNdCt58Ii0h10HC4t+GtvVPeqR6xtjV33Rn7pubQ1Cwl4IUrAWCj3cYr6nf9tLjVFzsrsRHy6qQ6S3XSEO0FXnreLpfsu5pHqwUxCY8k0W5WRA9uK7nAWtzWYazB1L3W1Zg0UAJ2400iJLSJvtULeyaxH4/E92b05RvAXK9vw7N8JscUdDOq/MRa8AVSFqRFSSwc3Tqrr/eF9jARFonysObO/qXW6/IRB27DPXfO2mxZm5aViXi+XK/h6ZTXr0oNn9bmKR6nxB6CHZeS8BKJNAAUEjgvH7FnGx6ulyTgvkB7YQmV4C4FiVYVfJsS01qk7Xb12gatLYPy8Vlq8eyDfRVzvX6ZmOv1s2AgOmE3zWitWjo5my2dPLGw9CtLuxbaA6E9DrDX8/7RI35j/yN+ufqENywYsfx5Z3kQVvyLsx/xh5++xeasYvmZoTiFxYNI+bDDND1yWattSJ39r0N4NZXXt2FKEk28scfJlSEkVwSs1lABTNfjvcE2jlAIyVhMY/jo4JgH6yX3qnOO7QV37CU/8oFKIn+t+hgvgYuu5I/uLIiloz3NwcSdxW4cVoRU5PDI3pCi+mKnME89PhPmev0y8cLqdfXOu69QUXh27KwhZGcZMQlvHNXXfQ5uDEmDG9teFwK7Hgk5vDElnZ7JHEnymmEQKkO/ELqV0K2hXyTSIuCLHmsjXbCIDErohHeBpe/wNrB0LYUNrGw7el4vTTsqsK1EStONfteV6TD5upCAIY7Xg0c2QEHIz7dTYe/U2F8+tDF/Jgcv7IAQc5/f5gn5Llk8gSiGNlkiem1iJIqBiPpiS6SJHp90G8ZriQyu123Q4EdvIpvOEzudqumjISVVSLuip1sY+j0VTXYXgukECQZXWuhQeyfJiwx90PNt1+s5o7FjULspdPtMkUh54SHvKv13GR5GEJT0nssUc71+CjwPgf0R8FFK6ffzz38fLdificibebXxTeDz593I7zyuK0cGJZ/NSj4rV1V8RfYmqhKpjCzKloOy5sDX6qNqavZNnVXYgSqPog9eo1PP6wGvCunxLLiJKBmIkZgEBAoES6IzPS0NAeHAbjD/P3vvFiLb1p7nPd8Yc8469Drttfd//n9JTqzIKBcJRtiBhNwoEMkxkUMwkUOIcQzCYIXcBfk6mMg3IQScCGMMDkkQvjHWhcAEBZOrYCsgRCRF1onoP//ae69Dr66umnOO8eViHOaY1dWH1b0OvbrH20yqq+s8RvVXo97xfu8rno+6U467JdtFy27pcFjcQrBdULm7LtiJaGOQMfo/RQV2aqkMDyoXh8tUXI46fG8LtV4fwk0IBDGT6i9uPKawMG0M2hrcInjzuaXgVh639jxahnr9tNvwtHnFQxtq9ZEMMadgXq8TLlNe38YafhU1dqnEtkjcdAwEcyueIxlwxvDQnEIDT7sNLxdLNsuO5+slqMEtTfbr09aERXQMbVNr82MFtd4NSI9KYs9R6/XbQq3XN0HqZkzK65QlU9bm6JvqFqArx2Ld86XlMT/cfcoX7EvWpsWp8tyv+M74Ed85fcTmxQo5buiOoTtWmhOPPR2QfkT6IXyRH8cpsPEi5fVtIq9L7NW4UomthmwnggmbtqKK2Q6IQnvS0C0NaoXTFy0bhW9tnvCdo4+iF+yWpWn4cvOcQS3/cvklfm890DvBLcK627WhhnuvmPwdyMI4zufzsq7HirO4pW+5O4D7Wa+vsBSaqW1LxXX83bh4foze1zG4URJxHbtY8CYYiSUS24Y649tQM9widNFI62kaj4hmP2ATrUSSTUZrHEsbvK4XtvC8Ni6ormWy5pgFNjJXWrcSLDrKy3KIY1RCp98TTPG7R7CJYI+DaVVwiejWSGzHcbb4cF7BkixGNJDXKF5NfvxWHF4kkNgGGjV0Gp9vrJ3WTWtjH4N8jQmCvLH1uEUglH0LPnXHmJjNlj4jkgc2gBckWU45E3zMRw1TFuMUJM43IkQxeRCaXIW4Fu5XDbtPr/UauDaBrarfE5FvisiPqervAj8J/HY8/irwi/H0n7yRZ3rHcCZ8JC2wUxCYMTEpvUFj2IzvDONCQnDjMiy6zWrk0XLHk0UIAntiN5N9SAxtTD6qyfc6P+Qd6tHYV2L7tOOJATxt/BBoNYQ6eul5aE+x4nnSbjheLjgdW16uV3gJiehjL5gefBfGrGltaG1yoW0ydPeMod0nFe2I3NZY8Zq4O+/J24Rar98eJlWayV0zftHgVw3jyjCsCUFVRx6J9frpYsOTZsNDu80hu4vUKZM2Grk4ZPdDx0Eltk712ggsUZw4lgw8slusKE+aDU8XSzarjhfrNY5pnG1v8IuwrJG2iQqeMXymxtb3ijeJu/N+vE2o9foCXLKBNOtmLCydtG3Q1uIXlnFpQ2D3OnpfP+h58uCUry+f8dX2GU/Mjq3Cxjv+oP8Rfu/0S3zz5UeYFw3tsdC+UrqTENoo2xhsODo0Ka/LwMaSvE4bZ7eVvE5IJPYhO5G0zk2hjoDsRvDQbFq6ZQj76l4Ig2/545cf8VtHX8OtDD/e/QELDA+N48vNC76+esbjB6c8VxiPWswQv98sbBCNtMEOSoZIXhsN8+qvsAFZOx4PoNbrt4F7Ua9f460zhfJJJq+zdURhHZKDGwfFOI8MPntf4/xEXpfdIdZkO1XXhcMvgqjPd5qJ64BAnjbGY42ysIGwTkGNC+No9gIQTfa71higOGLw2e96aXpaXEFyz4nrVibbkERW20J5XZLZrhSoxOfsRWbr/JagwM72IgS/bCsefIfB40SwGHzx2ejE4JH8vLyR7LG9tANGlMFaxsbhvNB7E/cLAukvJm4I+LjR2xE6bNoY+mgLEjvNU7JYHQNHIlYwLphch4BOCSR2Ul7H/Ykk5A7vFw08dS1V1Hp9MW6iwAb4L4H/VUQ64A+Bv0YM2xGRvw78MfCXb/gYdwv7KrkUNiMytTuaQITQNujChqCClWFcGMYjYTyC8YGneTCwXPV8cX3Ml5cv+Ur3gqf2FUdmx0PTs47q6xTaOAU2TtYht1G1d12cDXYMpIglve5AhsCINcrH9hVLGfhi95JBLaM3PHuwYmuV4YFFnIkLaoM14BcNRhUZgr2LjGMIlQE02YiE/JsJ1Zev4vag1us3haS+ThYi1oaQsDYEOLp1y7gKdk/Do2D3ZB/1rFY9Xz56yddWz/lK94KP7SvWZsdaRpYSrUMkkdXmYLfMPj6EGn5VJXaZX4CGQMeleGDgaazXX+le4DD03vLpwyO2jTI8shgnmAEWRw3WCvZVG5LRxwZs/Nrg/NQSX1Fxu1Hr9T4us+Mr7UNEwMSumEIMMi7Dejq0nSvDI89XH7/iqw9e8GPL7/KvNK8A2Hj43Fv+n5Ov8Tsvvsynf/KQ9Q8M7Qksn420x47meIfZbGEY0d0uqK+HpMD+AGxDLkJJYnPWTgSiIM45pLHIMNIc26DQ85bhYYPdCp8+fchvLL/OoJZ/a/VHPDWOpwaempd8e/k9fufxl/mOfcx3Hq6Q0dKcSAiEFGi6JhBeTZhHBUTG4MWd1tu+2vZV3ArUeg0z1ehEZBP+j/fDG3OAow9q3WQdMoxBeKAauliIojBrUBO6aFxrwibkCsYl+JVHO4+xGv/lw2eBiNI1wet62Qysm55GPCsb8sEWZmRhxllgYyKzu5jBYsSzlBD62OJYFoGONvtka7zt3PfaECIEDqGdkdmaox4TsZ3DGeNp+N3jom0IpsdpUKb7eGpUMbEGpgBIE8fQa7AZGb2lMZ4xhjj2ztKPE3mtsZT6pccZGFcWuwPbC641WE8I0rQGGQhzpMHHHBFkMMErWwTpPKYBMxjUKsaCOAmKcSehRBvyRkceEeVq/O19U2VXZNyIwFbV3wB+4sBFP3mT+71TuEgtch7xkJUjsVWmEbwtggpaxTewaB1dM7K0A2vTszAhBCztItpoHTK76ysEgN0llO3pEMbDEsLCwgeUYykja9OztCOtdQyNY4jjrDHkR1xon0ltqJj4+yFcRFrXBfXFqEPz1lDr9RvCfkBY0TmT2xqbFLybwmWUpgn1emVDuG7w1xvpcCEUpqjXyeqpxF1SX5coO2YgjEGyfrJx8R6OoIJZmDB+SzvQNSNDY3FpnGP4rrExCMwmIiutkiMkKL1rLb4h6vC9NdR6fU2kdZmRvI4O4a4p8EvwNrVFg7bKg27H4zbZ7glbVTYKz/2C58OKF9sl7Cy2B7ubky5ZIeh8JK2nf4oPxjbkPByyE7HFZT6+bhc9sUePGTymN8HXthd0azneLXgxrDj2HUs5ZR07jY7MjofNjqO2R2OQpm/D/Bib2tUhBXCy37la8Xr4wN5+HxLuXb0+9K+oe7/vv98KO5GgytbJUsT5QIDGQw91WYhMAY5FPVcLajV0aMyurtESQ3OIoYmBja34bB0yC2KM4YvBadpnL+t0eVeorvfJ6xT6CGSmJZHXFzEvPl2vYG8dMtmNFJf5uBvQiQuktXhslDEbDc/bIznY0YrPSuzBuNApsxfs6FQQ0UhPlN9vFDWTd7W309hPdi7F50NJZMdTKQMdvSLREz2R1ofeH/m9dYjEvk+E9X15ndfETRXYFa+D88IbjQkBYDm8MfwerENiu+NKwm7jUWh51Acjj49OebzY8qXFMV/sXvKxfcUjs2Up4ywIrGVSXofTu6e+LpHsRBIxEhTnGs1EFIdyZDw73dEZxxealziEnW/4/tFDusbx/QcLRtdgemFYB6WHWwQLERkaZBtX8Sacig87xeL95WGOFeejFuyK24ySVBYTwxujR2dUX/tly/jAMi4Nw0Ohf6S4R44vPNzweLHli4tjvtiGev3QbGNOgbI8YPV0kXXIh1i/z1Nil7Xa489YP4Hy0PS06vjYvmJoLdtly/ePHoV6/WhB7xrMIAwPDGqhOW6xTkM7at+Hu7Emqq9TikzdULwR6tBVvC+U62mYuhlJNiJm3s3YBWuncW0Y1sLwAIbHjvbxjj/98FN+ePUpX2ue89B0bNyO3xs+5o+Hj/l/P/8Sf/KDR3SfWhafK+1GaV8O2JMB2exg16Ojm3yvnZtsNj5E5fU+9uxEUA8u/uun+rnrEWeRTYONGwjLZ0G113/U8P3uMQC/+fgb/FD7GT/efcZT0/HV5hl/5sF3WdiRP3z0CYPvaF41DGsDovhFE1R5uzGsu1PXo3NBhZ3CHF1h21fX2+fjA30LVnxg0Ol07nUdXDfFMVdfDw4ZPPRDyBJIVkwwCf2ifYi2Ft8FS1W3jPZ8SwUbDxW8M9jGY23wvF42Iws7sm5CYGNnghCiMT6rr9v4txTYGFTYY1ZeL2WyFVlG7+tlYRtiI8dQEtZpr29fjHIITpVWwsrUE9TZSZXtEAYMbbxuW96OQCYnJbZVxarPwY4OwXjFGA3WI3hW1mBFgwK7MYgoO9swisF7g3dxzK1Co7ilMg6C3YFvTajJ1iLWRS/rPYus0WWeWXYNtIrtLRiDaRSJyuv0vlBbOAim90/dq6z1+hJUAvs2Ie1mFQEFWMmKvqy+jkEFq3Zg1QysbR8UxLnohgzbNgaBwVRA76qK7zwkYsSK4FQxkSRyMSDMxXagtQkfbEdNH5KLWx/VIElBGVTwNu382rB4TmGOFW8AyQOrouKWQ5K6L5yZumWi8tc3IVjGt9GXr/Msm7CATr7XS9PT4WkJm40GMHKWvL5vMBgcLmw8SuiWMUAblSVL03NkdqxNz1G7o/cWuliv47ibMcyD2smiq+x4EiPVRuSmqPW64jYir6NLH+y4bmuKrpgW6DzdYuRJu+GpPWEtIw1LnMJzt+bT4SEn2w5OLfZUaHaeZucxvQuky+jQ0YHf871mT339oZLXCQWJHaxEImmRSCbv0BFkDONiBoftFbVgTw2cWl5tFzwbj3hkTnH6GQ2Wh7LlqT3hWXNEtxgY2xbfRXX8QAgNs3K26zF1qFZcHbVeV7xN7JW4wvZ5CnL0zEhtcqBjEH9J2cXi4vfrlPSXcg0kKa9jHbeBAMVoYcmceA/FCHTG0VlHI55GfFRfR6W1eNpIYluCQrv0tk7K60ReJ9sQI1FxndXXgbw+RFxfaSVf+ElbosQiq43DoDkVWvF4nbyt0SaovqMS28egx2DDF547ZsT7YD+CAes1jIXxdNbh1GBNEOENxfgFe49Qx308tAEdAzeVO2MgkNe5K8eFuYqiPrxMNjLlkTyw994rtUxR6/UVUAnst4nLFlhmKsgpbEYieR08+yyuNbiFYVyCW4akXV16FsuBx92WR90pj+0pj8wpD81pCG4UT1cEgR0irz9E9d7r4Gyo49Sa7hE6mcIW1rLjkTnlcbPhUXca2m2WI31vcUuDW4ZkXb8Q3GAwbVDJq2qYL68zy5dcxM9DVf2dizosFe8Mb+LNZm2wqWiaELrbNTEkLHrzrRW/9rTLgY8WGz6K9fqh2ebgxk58tDYKB8wVG3dFfV2irM8JpZVI2nC0TPW6i/X6SHq2ZsvjJoynV0O7HBnWlnEdAo5FBb+wmD6EakrToIxTfb4Jeb3XVn+fUet1xa1AWQ+NmRMeNqylfWtxXfJNFca10h4NPFmf8pXuOV9rn7EUz4jjc9/x+7sv8UebT9i8WNG+tLSvoN14mo3H7MagFBzGQF5H1XVoofZnrUPuGFKoo2pYG2ciewjjYk6FZtMhamhfGcaXls16yb88+RKDWv5M9z1Gwmffl9vnbLXlydEp/a7FrZqw5nbgOoOMFtNENb3RQGbv1++qur4Sar2uuBZeY7mTfa8piOpMWpeWIRr9sDVuBsYNwHFEnc+dHjTN3iZkKRARfDd3h4NgHWKtp20crQ1HZ4IKexEDHJN1SBngOP1tHtgYrEaDF3aHjyJBzWvStiCu90lrWwyeObBu9PGfMpDWQWTn03kNBLyHQGxHk2gvckal3KsF04Pvwv0y4jAszMCgFi+G1jiMKp0ZMSg7YxmNwVuha0ZELP1oETEzKxG1xI3FIKaUhiAQaQqLPkf+HFDnERlDd+oY7KXM4MMGsksbFpIJ7by5IQVfn4jsq6ix76itSK3XF6MS2O8beVfRTK3o1qLW4huDX5iQtLsIX8zdymNWI+tlz0eLDY/bUx7bDQ/tKUfSRwIbWkxW8+0r+T508uOqmJPYSdWoWdW3FMXiODI7BiyP/SlPuw0A62XPOFjc0uKWQWXtOoPpFN8YjLWI16jwiTvEV01Hr6io+HAhJtuHJIIkWYj4zkbbp0CSuJVH1iNHq56PulOediehVptd9Fv1WAlWT6leX9ZueFfq9yESe3558K1O9Tp8SfCszS4QHnbD0+4EgNUq1uuVYVwZ0GD5ZHYW04YQR1RD4Kb3qJi4Qq71uqLiLiDXY8iCEGzsZmwMvg1t5+MyrKX92vPoaMsnqxO+0X7Gl+1LWoFBHZ+5h/zB5gv88auPMC8b2hdCd6w0rxx265BtaHXXIZDYmsLGZqrrO+axn1+LnzYMvKI4cGE9rM2A9BZEaE5GxFna42iBuGr545OPAPjsaM2gJywEvmZfMLQNX1idsDnqeLFeMK4s4kK7um8VbS3a2BgSFonsQuGnd5G9qKi4rbgKoa0yeV4XqlvjFBMtRGSM3tejD5uBqaMlkthSrIW16E5PRGrIMVC0iV0vSjbYNlFd3FoX8lJMVGAbd4a0no4RK8Hn2nA4sLGNCu7we3huLXPiOpHWuQP+ggFLt3NoEHFkBXYQSiQie7oLn0Me0aAyD4+VbENGrHicD4Z8LnIfXgwLGRmwQb1tYGEco3F4FTobyGdjJkl0KvlqYzd6FzYOxBXzUeYSJCtVGQPvbF22EwnzbIJ1jAvzZBx4I5nEzqpjuaSe31HCuuL1cDe+CX9AKP36Zsjt6Kn1kSJ0JrRthPaNsLPYNXFH0YyhrQWHidYhh3b+KiYkpWMaq1Zc+KCSnoUJIWtt47DWQ6O5RSkFGOQ+obgrnHcgS8Tzsv/3iouhNzgqKt4lTPTALu1DrMkLa42t6rYJSpCVHViYMQbtjrE98RylxgXe13cZ6fWWm65lvQ7np1bORVTVdI3DNj4Hs/mGGOwTrbjiXIU7r8ueN4ZaryveFc7b2Nvb0MuWQakrrgxDbyTXZW08q27gQbvjyOxYiMMDW3Uc+xUv+iUnfYfZCbYHM0Tf1hTcGNvdA3E9bYSpvwcbY/sqc+8nAt+F8RGnmFGxA2H8euF4t+BZv+LYr9hqGO+FONayY930LLsBbTTb9mkTbETyPBbzKvvvh/M2dmu3zIRaryveAc7wj3vvpX37kBTcGAJx47EvBhNBRQIvbvYOYWa3IBI4ThPDG3Nwo5krra2kkMZkJ6I5vHEKdpwsRLJtSPEPUVadq5DXpvgpceh2+/c9XVezGC+dB6bXVLyecHl8nfk1x1B042iMy2GOwXIlWrGkSYyB6mfG3IT5mIX87s+hcznkeJprztaVvdPL+Ot7g1qvL0RVYL8rlIur/QDHVARiO7q20T4kKfkWgluAWyksPatVz+PFlo/bEx43pzyKnqpHMtIKdHJWzXfXgxvPw36gY6nq6+I23lKCCvuR3fK0CYq+x8stu6Hh5arFrQyiQQU/joI9NdjWhg/gJir7xhERCcEyIqGQl22NtcXxaqieTxXvAtdVxqX6aYov000TLIUWLW4VOjbGtTCuQdeO1XrHR8vT4LPanMy7ZQgKjDKr4K4FN16Ei6xEDCFhPTg0CR0S2jrFcSQ9D81prtdPVqfsRsvxqo0KbGFcGcxgsadhflBFrAnp9qnlUQzXMsOuNiIBtV5XvA/sBzjCYTu+Jti9+dbgOhPWcNHayT4Y+dL6mK8sX/AFe8LHVjn28H1v+ObwlP/vxUe8OF7TvRS6l0p34rGbobAPGWAcpy/p94G43od68CaMQVwHMwSPbLvpEdfQvWqDDeJK+Oz5A5w3fPPjj/l++ycsxfGxVQaO+drqOZux4wcPHjGuLcYJ48IgI/jOYhqL+qDKVJm8zUvUIMdLUOt1xdtGQULmo7APMY7CPmRSX8swztTXaFLzmvzdmsagbVBguy7kGWip2gOM8TSNo2scq2bICuyFCaK/ENh4WH2dhCVdPu9myutkG7KvvE7EtRE5KESBw0GONrplu/h9JESXuACaKgAAIABJREFU+4K3UXy0ETmkxJ4psJnq3UDDEFXkSxEGGhwGHz83l2ZgwDKoZWEcXg0LG2xFTpuW0RnUS3ZqSqR1yI4QvANtwnwkDkshk9XqPMKIigk5EZDn2owG48L6WXx4L4jK5JOuTNYh9x21Xl+ISmC/LbzOl9vU7jhTGZi40yi5cGgD0nia2BYzFeEx78hZ5ruAFYeRvWbhTEDD0gxhZ9I6xPqo5IsKbBNDZUTmIQZpQe1q1b0J6s5rxW3H1EVjZnU71WtvJdcMGp89+FLIbqg1DsO0aA1qi7tFTr8pmLisNwTO2cTx68ovHyaMMY1G1R5hHkw45nW6jvObQq3XFbcCF3U0FqFfWT3WgLGOpR1Z27SZGL6wb9Xyyi3pxwbfW8wY1ddDaHfHBZVx8rvOSKrk+0Kc5kBHT2aQNIyLeIXkdeo0qtfBDYbt0LDxHVu1oR0fYSkuhNE3Pdb6qePUxM/R8rvRfsejMUH1XXEpar2ueKvQvd8PnY8kJX6qE1mBrXEj0EcFthR13MQ1tgROJFMcB6iOUCYUiYrioCz2OaQxqJcL9bUk9bVmBTMwU1/DRBZDapIv1NJ7nM9l5HWJlPmSbucLMtpEv+skwHOq+VIrileZnh+eAZsV5KU5eFJhG2SyUpVpHEwcLykV2IlAlWmc5wrscsCTrZSf6nRS0muye4pdOpcosDOUg/N7X1Dr9cWoBPY7RKkWmamvISzISr++5NnXRvP8heI6pelGjmLb4wO75YHdspSBpYyzMLCkvg6NKvdTfZ1QqrCJqj7U0OJBQpjjUkJr/wO7xSE8aHe86hYcdw7faRDZxHR0bQTfWoxT1BrEm8kyJKmwC1++rAopUYMcz+Ietb5UfICQef3O1kGNRbP/dcwrWMC4VOzCzer1Q3saLUT8rF5fBXe1fl/mhZ2vh+AlhDkOeJYysDY7Bmt51G151S14sRxxyxYZJWdHzPxTjcwsBoJar9bia6HW64p3hasKQlKeTNnRuKfac0twS+XRqueLy2M+aV6xFqUVy7E3fHt8wnd2Tzg5XsKrhvYEmlPF7jyyc8gwzsPGkn3GPu5qTTnQfaLRixofVdjGhHEy0Jx6mqWh2Qi8atkY5du7J3x7+YQfap7RWmUtI580r3ixXLFa9bxarDDLMF92EHwbA8O8DfetGlXYUf1tpAanX4ZaryveFUo7j+R/rZMHtnjNp+IcMrqwCeU8mro5SsTumsCPBJFIVl9LwbMKWKvY6H/dxfDGJvpWN2Ye2jiJSXz0uR6zzUa6PFmHlL7XbXpanFVeJ+J6HsR+hbW7lJuh6fqpgxtaDb7YQXRH9IEOg+pi+mF6PQAtIwZDJzbf7aANxNcOwT51FIuP6nSA1jqs8VhrGKRgkJONiE3iEFAbcibOQBV1DnEWnEckhHRKq/k9oAbEyyzoM3tbVwl2rddXQCWw3wUuIx6ksBFJQTQm+L/lpN1G0VZpW8e67VnZgbXpWUqfCZHUSXMo6bbiMAzQkoIZgg/2TlqOmp5VM9C0jm2nyBBDI2ILTSCuJvVlbms8E49eoLY1VlTcDcQajbF5EZfS0X0DrlN8p3SxXh/ZPm40hqPF5+RyYLbhGM7Pa/hdJa/PQ7IRgSnMMamwQ80OXzaOzI5BLUe2Z932NI1jbDVvNgY/chM2GZIyJIbPVFRU3CGUYpCyk9GYSHjE9VunaKesFz0fNRse2xOWsfZuteFz94DP+zV6amk2BrtTbK/YnQtkS2p1j0rB5P08EyncdbK0ILHVB9WeGsA5xMZa6xwyCKb3Yfy2itkYXNPw6e4Bn7sHfGxf5W6ax/aEj5oj1oue44Xid5pruNrJnu9MWHr9vlNRcfuQlNbp94KoFEfuzpDY0YJz00HcFIuiAyBYiJh5N81smZysNEzoUm+Mp5FwmryeJ7W1z13XSX2dfbEjCZyCG01SZqN5/bmvvC7J69cmrveuW1qIoEGNbZFM7vp4kVONt4gKcYEWh4ue1YGsTirzcD8miveseDxCK47BODxCYzxeHW0cv9GZsO8nWiitQ2eMSXlgZvqcBTfZvqT6nOZTQnd6sI7xiLOInTY1snVIfK9UVFwFlcB+3zAyX3BLWqylg9iOrlOAo528nLq4S2gIgWDVOuTqSK05VhSjSkcYz4UZQkBmM9I0Lo+9WplsRFL7TBliYIqt4IproI5fxe2GJLuncCbXbo0hjokkCTYWGrz4rGNhJz89I2W4ytnWw/uI81TYZTtlWa/Tl4x0NCaMc9N4+hTSFhfZZyxEivkT469lgV0BtV5XvE8cCkSfBfulkCkree3miwDHzjoe2i1Hps83OfELnrs1r4YFMgT/5WQfkqxDcqt7qlcz4vqeCRTUF63jOv3NB7sVNdH3dNBsxeIHw2bseO7WnPgFTk8wBF/Wtd2xsHHNfSA8XU2xtRu7abQ4jzun47GCWq8rroXXfcuUxHV5XueEJZ7smYwqGjcDD3azSFB7qBSHkT0CG4j2F9YEFXa2C0EP2ocAWX0NKRxx+n36m0biOqqfOSsW3Cery/NXCWNPgo0zFiJ7a2ATLUQskcxWsh3hEJ+vI3liGyyKJ6i0bew6N+IxMQsshFZOoZAiijWFjcj+95NURmSydMndqBF5DmOoo0RSW70P8168J/bfH8SHfe094Dsn2q71+jJUAvtdI5EeKXAmIZ23Jviotiaqr6OSrFNoPct2ZN30PLAhOX1tdpHI9rmgWuSMfUhFQGkj4uNOpVFiMINjbXb0aoPCvelZtiPHncePMlP1aSOoi+0zY2xXHYbwIGlHUjUE3Ny3LzU3wZ36AKq4MziziJPpC3RjYWb5JPjOo52ybEceNDuOYr1emp4u+uq1wH7oC1xtsXsfUKqw899EMLFVssOzND1HannUbDlulizagZOFxw8xtK1TfBeCkcX7GOIoZ+ez4nqo9briFmBGXCf7kERex9wSn7oZFw5ZOh53Wz5pXvLQnNJKIAme+zXf7Z/wbLvCnhiaE8HuPLb3mD62usd2d02qQahrvERkpwAvG8ZJRDC9w/aeZmtoNsEm8dPTI77bP+Gr7TPgBIvwxGzYNMc8WmyRpcPtQg23ac1tBLHhOxJqz1h6HSS+KuaoQ1TxtrDvkln6HJdkZfS+TgpsnJ/CcJ2bbwhaZt3p2phAZKewr/S4omAUifYhrXU04ulMEI80xk32IWaMiupoEyJJDDFm7+iOJI7w2TrEyqS+TtYhh5TXr0tc7183B5jDZCsSOxDD5ZGpTb7ZMuV4uWxUDYNYUGglWIM4TLAOietnHzmPwVgcYZwAOuPoo42ImEJ9HS0+goAvbDASNxZn6+ly/mYKbB8U93nui82MPTJ79la6zz7YtV5fiEpgv2/IRGTPlWIUxQJS74o1niYa7ud2mLxTWHEd2Hyqs3aiNM6J886hmqJB2VMEBAlMCr+K66MW7IoPCTnAUaZgkxhyQlSBNKZQXqfwlL27uSzk5b7DiuBVsgdgGj+b1TQaWkRNWAHvB81klch5qB6p10MdsorbgmTrlFB63ac6ENfRYkK96GIXY8KgDTvfMDibW96NI3/xzmFjh5BI7PtSR5KNiCY9IEFRaW0M6gqHaBw/RyYtRm/COGuT1YWdOJYy0EgMTzdaqP2YOlVLRNV1xRVxT96aFe8Z+++zpL7OylymWlqqdWHe1VEi8SRFDTgkUDWigT6JIYWHkNaMQFZfAzM+5RAmruDy9fp1hSiHhBtnn0e4joWoxi7I63ydKHfXdD6puDWHOR6CxPHL3Mf+GKZ6zHwuZt0wcHZTt5zvrLRWpKqMz0et1xeism23BZkMDSEF2a4ipXE3imkdC+uCOtj2YYeQtEvIhYFg981DdR/nvf6kVg+21kpLWEQvzMjKDiybEWl9tBCJ89EQ5mjP+qWiouIeoOygiR6ruU091Yc2dMx0sV4vzEgXVR5JzbFPWp/nl3dfavd5r3N/XKwIVoife2Fcl2bI9ZrOo23yTw21OrWfZ2XmPtlVUVHx4eEg0TFlk6hNwV/kbkZtPbZ1PGx3OVTXqzKo57lb8+nuASfbDrsV7C7Yh5g+WGEE9bWLNhnR/1p9tayAwlIl2qs4F9rHB4cZPXZQbA92J5zsOj7dPeDYLRni7ZYy8NCe8qDdYVuXa3hYc8d5tMVnb5r7Ms/gnnxW3laIyE+JyO+KyO+LyC8cuPxnROQ3ReQ3ROTXReTfeR/Ps+IdIJPWkbhOCtvkf+2jLZOP3Sw+BP+p17Pkp0kikULct2cfIkYRo8EDOx5GfAxwdDPBX1Jg2+QRXfhiJ3uR6XqT9zXlaaG43ldfH8qwueyYvdwDgZD5vvNjTc8nKMKL51u+Btl7nRSvTVJ4ZRDsJaV6YzwmKrDFzD1h0obiZHN7YC0dPxPVFd1K3gcf7EKBva+8Lj3TKyouQ/20f99InqoFCZoK9Vx9rYgJCbGtcbnlxcrZ1kUTfyrOx6ExKot9aDUKbTTGhvakFByR58bKTImd7WEqro9z2s6udFRUvG3I3pfl5M2XgmXyEdoZW5s2GCfy2hRv1ppZ8Hoox8uQvLDH3O5pjUesBg9VU8yHif2f+10ylfC4GWq9rnjXuMr/bFqHFT6deS1tlabxdGaMAehBwjug7HzL1jWMow3+1yOYMZIthV9rVhhXAGQCX/fHJxIXMsbAthFkgGGwbF3Dxi9wKA6NIeoDC+OwViHW8Jw7E2SV4QGvss6utf0s3mK9FhEL/F3gp4EfB/6KiPz43tV+Dfg3VPXfBP4L4O/f9CVV3B7MSEiYvXdKMluU4JOvqbOlyBTY3xDM//NE4rToypg9eFIXT+prK1OH3r7/tRWf/a4NZSd72SlZrtUn0YnZI6zL368bwH4ZiT17jBQiKTLrvE8+1omgD89bZ68zX1d8vn46b2Xywc4W48XLSZsGuZvpnDI824SIcytxvsO8T++D2QYHnHm/3GvU9fWFqBYi7xNmr7CJTEU6FerUjm6jub6EZF2Td8+mgIHzyuR9UfBdhvOCwiDtYmou9mFHMuxKSvTXynMxa2ukqq/fFBRqaEHFh4AcWlKoeWf2IQLGalY1lOoOK/uKjlqfr4JZmE36m3isag5ybJJvXyKvTSCvZu3n++FfFddDrdcVtw2FiKDskCvtnbAhDH1hpo0vh+JU2fqWrWtxztD4SS2I1xg+dU7IWMUZqCbCghjqGDYExIN3hq1r2fo2Ro2Rg3kXZsRaHwjstPmYyOtk2ZdsQ2Tyhq24BG+/Xv854PdV9Q8BROSXgZ8Bfjs/BdVXxfWPuDdUyx3Cdd5C++RaJDFnthKpzh58zCTuO//xJTKeUpLV6BSYHknrfZSWIeagIDDYPE/Xl/npBd//X5d7uYijKB8/WOlNViNWOPifZGYWItM4GPE4tcX5SGInPimOYzr21e4JWnIgh8YhzWkxzzOV9R5p/VrV4JzXfGdQ19eXohLY7wt7aen5SG0yibwu1HzG+jNBBIkQqbg+sp9q3K3t4vi24mitw+TFtGZrFxIxIjKfP08gtHxdVF8H9a1c8dZxXQLi0GK0aG0MarFIkjShBS8osKMHdpF2XnF9lPU6JKj7PMatcRij+Kzek0yC6H5wcsWNUet1xftG8rY/E+QY1deztbQB04S6vIgKbIvigQHY+I6TocMPBjNE9bUDcR7xsQ3aFyS212ofEqFekSgHVJ1U6+J9GD+nmFExo+BGw8nQsfEdvSqdCK14lgwszEBrHdL4rJrPpwWRnTYq0mZkOK1zcRFuWK8/EZFfL87/PVX9e8X5rwHfLM5/C/jzZ56DyH8E/LfAF4H/4EbPqOJ2oiCrSyWtFH/bJ6+THRMxmPAMUp5BygibXTY1RFqTFNc+E9lhnZgU1tO60UphscGevUYkvxN5ncIbw30ctv8r1dfXFQ4eIrENBsSH0EYmD2wTx2VIfxfFq0Z/bIX8OgUfXy8aXqfHhNetyU5F8XuKdYk5BIfng8O5BAnJXiur7AsS2ylYmYI+YR7eWMs4UNfXl6ES2LcNs0U4M6+nvLMoStnuUuK6Cbj3CWVIQhivKQXGzlpswnXCLuSBO6rD++ZRC3bFhwBThALGkpvVIaku5NY8zcqOaXFccRMcGr+86M59iZyt0Ydaz8VwxnPxKkghZvcZtV5X3HJooQ4rFXxpHZ2IDafgVdDgOTJ9udZCLViiihTOwmuQWNt5hc4kVjzUh3H2KnjAaSKa5uo/iN2o0Qam4oa4Wb3+VFV/4oLLD03QmUdU1X8M/GMR+XeB/wb49270rCo+CLw1Mm62b1koiQ884CGF9VVwfnf7261J+4GOIcz80PUAgeEGY1zapRim+isS/4n3Xuq59fg119LVKuQC1HG5ELV3+T3gjFIknRaLbM3efcSdLsWYqb3DFP5NlRC5OeY+UpMHVrAQAWTfQmTPky+hLrIrKu405ND/ePbBn9RiItCUoSnXXDxXHEYZRGPiOGfVSOGTmK0E4mon2b8cnMeKiooPD4Udn5S5JNF+Qsu6bJTGpmCvoLJzGlTYO98weIM6QXzgYjN5nVVk/nzyutqLzFGqLFURD8YFAnvwhkEtrhiyZCNiY+bPtOaWSfFXcVvxLeAbxfmvA98578qq+n8C/6qIfPK2n1jFLcFsI+uCmlp6YufQVjnrqCDFaSEYSUiE9aG/wSRY21+fHyK/p8tuRw266HmUzz/ZF8IBwePe+JjCTgQmW5ZLsf9cShI7hfpeJTuitBWpqLgElcC+Zci7WrPCPF2+v4NY+jfVQLCb4TwvLElqvoizH6KHx70SJBUVdxzFwnq24VgoyC5aDFe8GZShO2ncy+6laiVXUXH/MFOJFUtrIzrz/kw9eA6DVznj11pxDs4jI3xBQMXxk9mYRvV1UmCTLPyKLho4v8txf229nydU8T7wL4AfFZE/JSId8LPAr5RXEJE/LfGLkYj8WaADPnvnz7TiVuJKdkwXrOUmPeD1a3YmddEZJ3Dmeu+JPrvocfdD4i+8n0sENea8zvMCs3X1gRp87nyWGxkVFddEtRCpqKi4NXgXXF9MS/914Nuq+hff/iNWVFRU3D3UvZmKioqKDwNvs16r6igiPw/8U0JT6z9Q1d8Skb8RL/8l4D8G/nMRGYBT4D/RmopaUVFRcQZ1fX0xKoFdUVFxe/BupJL/FfA7wKN38WAVFRUVdxJV2l5RUVHxYeAt12tV/VXgV/f+9kvF738H+Dtv9UlUVFRU3AXU9fWFqH1XtwySNqPTzstem4XX+ZS5op/G1X6MG6Ecy3KcNbWURlx1V6wKC14TesPjChCRrxOSz//+G33uFfcTydsz5Qbm92MMAyMEg1W8XThSO/o07rlNkapkeCt4B/W6ouImkHINViytvQpOTa7NKQMl+ehn677qu3wxzusxNyaE40Iev1nIsUyhu4Yw/k4nW5Gyhh9EDdR8fdR6XXEXcJGFcqrxN1hzp+/+HplxAmeux/upORc9riOsga90P3ox/Rfq8Os8sbPPSy777Kwfreej1utLUQns94AZsTlV3Px7IEJ0Toh4wftQnMIiz+Dj9Dkke/hVXA/l+HlMJkRGNWFadAr1oZifct6AiwMKKm4D/nvgv4b3tPqouJvIQVWxRsTMklENLtYTd8mCseL14OIXjEBEmexfq17AT5+dkoJj4n+8xjCZusFYUXFHUHx51jI40GveyMp12QvOSwgQRHAqWBEMsDAjrfGInUK7c1h3CoMVc77ncs09maMM1BRBDXgLYj2tiUGaxZA54rx4QVOIpid/tlY/8oqKDxiznJizNTUTnlJsgHk/E4rMMBP6nRWMZDL6wN8gZB6E0/n6/CLRib8l68aLnkf5/J2aTMS7Pcpvf3x8sakLSbx3/ljk+dh/LlI8TtrMnM33OXe7l/lWUXER6jfq24Z9xUihItNCoXBuQSp4OX9ftmFeE+W47O9mluOZCrmetxNZh/fN42Y7jp+IyK8Xx8+Vdy0ifxH4gar+3+/mxVTcRZwhQGMJkfl7cbagTgvFTLq+02d893Bo/GbqvTKIbX6lszfUupd1bVSFSMUth+yJQ9BpLV0q1qwwBQiKzoiWTGKXqMGBZ2HkcJjXjLgCMWGcswJbJCseUw1PKsqpu6kWjRuj1uuK94S31og404/FNXesI/u4THV8Hs5bIbq3XJP2OZzzHu9NrGBL5XbZyZgfcp+jPu+1y+uN8SUc+f1GrdcXonpgvy+U//xep0M1KMaS+sCBOEGd4J1h9IZBLYNv4mLP4FRqj/QNkIq/i0RTH8d3UMvgLN4ZcII4QRwYR1T4FSqfdMC0Y1zx2rjh2/hTVf2JCy7/t4H/UET+ArAEHonI/6Kq/9mNHrXiw4LI9f4/1TM1m0d4Dd0YXhEPxiniBUaD94bB2VBH1MbOjkp63BRlvXaETqQ0xoO3eC+hXqf5cMT5ecN1uaot67Kj4r1DVRGRcDr9cVLslWtpD34MdXnnG7baspRQlVtgbXpWzYBpPdqAbwS1oNagxiDGgPHh8QCMICpoVQbP2sUlqe1MGDe1BrWCbwTfgG08q2ZgbXq6qH4f1LDVlp1vGZxFR5NV8/lUmavrIW8k146ay1HrdcU7QbFZVRKUWvxt1p1hJNTUpNQ9hPg/L6kbY3ZZWJ6rgvNm6lLXtDFmMkHrEExcN6IepwaDwYrG9bmfrqeCQ7ESyWORYHeEYmeEr4/3qZj0OOqxr0nmptvtw+Nn5HWyi/VMpLbTtCYuj/A6naZD8veQJIJM4zNZOJlJDOLPEYLEMU+c1UFEZb3MlNdSbAjPiesZiV2X1kCt15ehfpt+n9j3DEptzklxULbQubAj5tQwqg1FJ7aGeIS4vjuIQwXxPuKicQjjlxQ5gRAZ1UYLEQG/byFCLOBUsvpN4i3uOKrq31LVr6vqjwA/C/wflbyuuA6SCjvUbB8W1pHETjXCu2BBNHo71eq8iJzq9fvy0vvQMO8uiqdxXAe1jN4yejNZiETCSsq5CjeqZMebQlWIVNwmqM/EZrYOSnZ8sT7jBOcMuyRSUIMl2IgszcC66bHW4y2BvDaJjAUkEC0Vl0MyOQWYsBHgG1ADxnrWTc/SDPlLaKrjO9/gsmgkzSPTXJabBfW7zeuh1uuKm+I674U9/3uMHCSxz80b2OugOXyVwIjmTvXIjThNhLI5aON3KPtq3/vaaXl9nZ9esJZ8Xe7lKtfff/z0/A7dcm6XMo1Dfp1xTLKFCJNNrRbHbMyL39MG8Rkr1YQ0p/vktZGz7wmK06vgPtSkWq8vRCWw3zd8sXWYi3QiQzQrD4iecIMLKrOw8G4OFmQffyrOx6ExSj5YTk1W8zlv8C4Q2FnJk+bG6aTCVp19eaqoqLiDKBeYqW6nmpA6M/zUNeO8YUj1RJszISs1ePf1UI5X2nBMn4ODGpw3qBMkbTg6JhIkL7T35rCiouLDwVX+Z9M6bJ+8jgT2OBr6qMAeNHTVtAgLM7C0I03jogI7qrCTNUZJtlQiOyOpr2V/fCSpsAW1Uc3eQts6lnZkYYaweRDJ66DAtjg3ddHkNXciseFq6+xa2ysq3inO2EEU5GR2ditITJVYW0vPazHz8L/Sqi8J+w6RdJps5JgsovYUxZ50PhK3pMDGuU90GQqeO/6YyOrkPz0XVfh4On9iVyWx96+X7ufgY2TVte7ld03WWKW/d/k683XVzKxWsrgmbwLEId4nrJkElud9fZE0p+EMSPwMiJ8N5fsg/b5PYldrkYrLUC1EbguyusAjoyKNYhzISDwV/GDZOcupa9n6sPAesJEgcbQoTuatLQnXbWe5KzjvQ8ShOFWG+OE3kBbRTRjnsUEHg4yCGcv50JnCp6qw3xDe0TCq6j8D/tm7ebSKOwWvk02Q94j3qAsbWnYAM4AMgg6G7RjqyM43wZookthOIxlblOrUhriP+1K7z6vRZzYaVeP4BfK6V8vGd7leMxikF8xArNkKLlqIODdTzVfcEHUIK94nDtk6FYIQcYo4H9ZtY6rNBjdYjocFx27FkfQY6bEIT+yGTxavWC8GXiwV0wu+FXxn0MZAY8N9p9Cx2PYuxqP3PdggfUal0C5robFoa/GdwbWCW4BbKI8XPZ8sXvHEbmjFMKhnqy3HbsWrYYEbLDLEGj6AGeM8uuKzN31e+LoheWXUel3xrhAJSCERlGG9qxbUReLahg0usaFzTqwNa7T99W5h1ZcUpjN7BQX1wfLC+2C1OvpAVI+qDGoxorkT0iSCV1MXn2IwOBGIxLYTjdcTmAknwieOV43e/R7U5N/3rUTg9ZXY++S1Uz1DXk8dnHFftrAOySR9IcpLpH0Olc9d/Knj3OQuxtEHC8Q0plIwyWU4erbm219Lx89EsRZsnF9jwIZ519iRc57VTEVErdcX4u5/K77tSIttipZHKIp0qcIO/k6h0MRCNEuYrbgOXD5NxT7sQo6ptSa2yZRKnlJ5LYXapy6gr48prOd6R0XFO0duUdeiOyOqE3xQYI+xYyYtKL0K+1XibYfBfOgISpPUOhk/DrVcrEuwavFzu6ek3JPLNhnr+L82ar2uuFXY/yJ9pquRvJZWH+pFr+FIaGVkYUa6ZkQNqCFYiaR2d4rTfWTF2T35Fp7Ho/gamQIcCwW2CpP62oYxbYxnYUZaGfOmbR8V2KNa1JnQ9ZhqhXLYb7VuQl4ZtV5XvDPsexuXStvZ9eRsXT1PrFHU8nzzA+9LrxIdhw4HOYbrTLYZZS7NoY72fBtKruDyf4h9JfZVcZXblWvh868js9eTXufkc334tWocv8x97I9hqsfM5+KMLd/+PJZ2MVllLYdJ63vyEXoR3kW9FpGfEpHfFZHfF5FfOHC5iMj/EC//TRH5s5fdVkSeisj/LiK/F08/Ki77W/H6vysi//7NRqgS2O8eyWZiP1AqnXcecR4zeMyomD4qEHqBwbAdGjZjxyu34MQv2PgFg1p6NfFLvWZVcTDJqCuPEh7NgQgOxavigT6j9V4+AAAgAElEQVS2+W/8gq2G8d2MHduhgd5gepnmYtSgwB49uDRvxUdJqfCrhPbrYeopev2jouJtYX9xFn2VVRVGB2Os2QOYPij3pBe2Q8OrccFJrNdb39FHBcTAVK9L1JodcGgcUr12CD2Gre848WF8X40LdkOL7EK9tr3G+fAwehgd6vxhIqTieqj1uuIWYPblueyKc2GdJqNihnjsDLq1vOiXfDo+4tivGDQo556YDV/pnvPR8hS39ri14haCW1p8Z9G2CSrsqCrDRvL7HnTIXIiCvBdrwET1dRPGzXWGcSGMa8UdeZ6uwjg/MRsgEDLP/ZrPxwe83C3RrcXuUg3XsOb2GpPKik6aiJppcEXUel3xtrDPcxbq2pnSNtsJhWBXrIGmCbXU2sk3OdqIaCkWG33ON8kqEIkP5oNtn1dhcFFRrIbBT/kowRq0yRYbg1qcSrb485iwqYnN+QiDGno12Wfa5TWo5iNzCpl3mexErrqeL6+b7qO8z/njFc9DE38x2RX22GyRMmgze51ZgR2vO0aRzc419N7Se8vggn1qDnHM48yeHVesyWX9LecvzWnTQJzvSYEtqDnw/tgvNfe59LzFei0iFvi7wE8DPw78FRH58b2r/TTwo/H4OeB/usJtfwH4NVX9UeDX4nni5T8L/OvATwH/Y7yfa+Oer7puAbxOX6jLtkevGKeFj6cgYwif6Z2ljwE0vdrsq5rb0iuuhInsD95RPTa2+Yfx3Y0N42jz2IuL9iGpdSZs807FO81lxfWhNzgqKt4ytNyU0okMFR/am43TbDUkozCOlt6FxeGghRI7qz80twTeZ1zFPqSs19OXjnDsXEPvLONoglXAGD43E/EhZdt5MX9a6/XNUOt1xXtC/t8t/oczkZmCdROJ7YIlX64NY1hHH7slJ77Ltz8yO57YDQ/aHdp5fEs8BG0i2SLCzLO19Gu9b0T2TH1dKChNIKiwwXrFt5LHUlvPgyaM85HZxdZ72PqWY7dk5+KaO+YXGEewDkk2UAn7YbzxfVBr+gWo9bridfG6c7/Pn6XziVtLpGUMxU2HREumdMyfg05d0OnIJs3F81TBe8Hl7sdAYvtIWO/7YEPyvz7rFz11tk9e2IFjId6O2dp93+pu7l2tlx5Xup9IWofnNYU3pjyY8nn70ioEk19neu2TX3b8vQhvdF4CrbEf4BjHOXejK1N3Y1F3y3mUmB2hJthuEee/3OAo3x9QXPY6uIs16u3W6z8H/L6q/qGq9sAvAz+zd52fAf5nDfi/gCci8pVLbvszwD+Mv/9D4C8Vf/9lVd2p6h8Bvx/v59q4Z6ut94TLVLjqZ7uMefGdffsiKTIIw2DZDMHvc+M7ttrFIBqTvZAqIXJ1eGBA8s7lVjs2vuNk7DgdW8bBBvX1GMgQE5U8MxW9xoX0Fea5oqLiDiB1WHiHuNCJIaPPtdr2gulDvd6ObfBn1ukYMMF3P91dVFvcNAjmrqB8/fNxSTU7KEu22rLxC05cx3ZsGUeLGSQeqVsmqK8ldcuk2l1RUXF3UAoJirW0eB83FnXywe6Fza7j2bjm2K/YxhqzlJGn9hVPuw2yckGFvRBcJ7iFRW1QFQeVsWQfbIzMg8fuuo1I8fokqu0kBjaGsQjq9Ox/3QluIfiVx6xHnnYbntpXLGVkUEevygt3xLNxzWbXITuZrbvFlZuQhWgE5r9XVFTcDpREdiSuE3kdrIQEbQoVdlLrWjvVVZFMjCav5ZlN34zAjsStN4wuKoujwjipsLPtarTzSwHgWZ2c/26zQnsKRZTJbzoqo5MAJQkHS9V0Or9PSJ+H8rql8hqYPc502dz72uv8eSeVdRLM5N8LX+ygwLZxfMJ4DXH8vDeZxM6WFJo2FOOmoi84KwgbEelzoJxPG/2v7eR/rWa+oVG+VyreCD4RkV8vjp/bu/xrwDeL89+Kf7vKdS667ZdU9bsA8fSLr/F4r4Ua4vgOoV7zIlejak9VEWKRdj4Y348eY0JLuu0NrhfMTrAWxr7hpG95NSx45Za04iIp0rBQh1OPEXKwQKjyJoQR3JMwsH0k8qe0D/F4BlKAo2UbyZBXbhmOYcFJ3zL2lqYX7E6CNcBAaEcdwzwl8iqrP2IxL5UhBxUhddF9ENVrr+LWQnXybiv970eHiGB6h91pPMJibbuzHO86XnahrliUbRM2HHtMrtftFR7+rtbvK6e0x3qd2iVT6NexW/KyX3K863DbhnYr2B3YPsyF6R0yumD1ElV7qjrV5VqLr41aryveCVSvRgp7nwUh4lzeWJQhbC7aXrFbg2/h5LTjB9uHPG5O2ahwpJ6HxvG15jlfXTxn/WDHxgvDkaV9JbiNQReh41WaJtR/51Bnwlp+/7mI3M3acmAeEmkhyQ6gadC2QbuGcWUYV8J4BDwYWT/Y8Y3l53ytec5DMzCosFHh0/EBP9g+5HTbBvuQLZOFyODzRiTOTYKRRJxcprq+i/NwDdR6XfFOIEpaLCfiOpGV3oaMEm8FY2TaFFSN1kwWdXvuznHzKgTyps1IySS2RDF2cPMUnA3q696Fej2qwcTssCG6FgxqQRyDWqwEi45gI+Jpo846/D2okAcinxK/BxhimCNKO71csiwlKrxz0OMlKHNwSuIagihxKHyvPTBoCjI3M5I9EfGJnO/VRisRmy+fH0Gl3vvQxZjsQ5zbk9Ir2RFgcgeI/MeZ+Zcc4Bi6cGzYrDCCt+EIViLzjY1wW2qhirjhMHyqqj9x0d0f+Nv+I553navc9jqP91q4e9+GbwteZ8GU2tL3VNiz0MC466VOGGORGbxl59tQqJKNCGlXrhaAi1CGIEyFP7T5b30bdiRdCJOZtTJ6nZLQXTFf6i9fRFdcjrfbMlNRcWNMret+VrdTvTZOc81gNKFWu1hXikWkz61+ZB+9irNI/n+TWl2yfVZehEffPkaJ9i1pkZ2S68s6Xcf5jaHW64rbgP211yxYO9YBN30BlxG8s2xdE+uyYUCxKEtxrE3Poh0wncM30UakSbYYQTEoyUqkgJizf7uzEHP29cqkSMdOXqdh/MB0jmU7sjY9S3FYAjGzVcvGdWxdg3c21u/pe89Mdb3Xrl7xGqj1uuJtYs865OD5xItGL+S5lcjU2ZIPyP/zybJipr4+Rx/mvMlBji4GFx6yEZlU2TKplrONyGTDAWTrP5iU2OF6Z60A99XUF+EQeZ3PFwrvpLyebjfZhiSrkHAfk8o8XO+wfUgKdBy8zfYh4SBMUmJQixqwH5CeBzwJUfLcpfk0eX41eWOXvtccOOWc8/cNb7defwv4RnH+68B3rnidi277/WgzQjz9wWs83muhKrDfFdRPCz31gJ1U2MZErz4XVAyDAxHsztFsDb5Vmm38bz+1nK5aXnRLPhuOcBheuiVr2dGKY60OUFoUL0GFHRTZei9V2KX6OpyPIQuq9KoMClu1nPgFL92Sz8cjng8rXmyXnJ52sDXY06jo2ynNVrGDRwYXFD5REZJtREr1daksvGcWANeC1o3XineE66rjUh3PrXMK4xgUB/2IPW2wnaHZhE1qOTWcbhY8a0eeD2sAjt2KpQy06hhwOA312oqEhayEQLFUs0vctfp9SH1dBtnkVsz9eq0dx37F5+MRnw9HoV5vFsippTmFZqM0px576pB+jEGbYwhxLAmQ69blu24RcBXUel3xvhDrsHolxwB5H74sR0GIekFGh4rEbkaP3wnNKagR+lcN3988ZN0MfO/RAwzHHBnlofH8cPcp33j0AmuUZ49W9FvBbg2LdRssMjZtDBX0uf5PdcVd9MzvFhLhFNv+aRpoW7RrcesOv7D0Dwz9I2F4pHzy5BVfffCCb3Sf8QXr2Sp85oTvjQ/59ukTvnvyCPeqYbER7Ck0uzBvpg9rbRlL9fUk9knQm9b1u4xaryveBQof4+xtbIiKW8VbEB9UuKYxaBsDXwFpLKoNwoh6HzbD1KMq4f88ddOMih2YVNilNb43jCP01nM6tniErQs9jq1vaMWBJyuxjXpsvAMb+YGULQZg8fi4uWmS1DtR3BI4BQt4AaOahSlGBIfDJqFK/N8zhW50n6wuFdfpfLYsYVJeQwxuZApuTMKYrbbZHsQVIY7DvuBDLaNadjG4cedC7lc/WsYxENp5SiNpnS1th2TN5+echzFBfBk7cSQG+dI2QYHdGHyTVNjF+6LIHqxWIhFvv17/C+BHReRPAd8mBCz+p3vX+RXg50Xkl4E/D7xQ1e+KyJ9ccNtfAf4q8Ivx9J8Uf//fROS/A75KCIb85zd5AZXAfsfINiJe5+EvpWIkp20XypGkSBgFN1r6MQYN+iYUKGzcWZtquUOrxP4AyiTf8IFgGQj+1zvfcOpahtHinEEGE8d9UmBPyQlFdTlHAVQDZSoq7ij8lF0gfrIUCj75sWYMghsNw2g5dS0r20TlcExCDzw3MK/XnvNJ7LuMkrxOKOt1OD91y+x8ExbeQ4MbTfC9HqYQR3E+d8zMAt4qKio+LJxnI1KKQyAIQ9I6uuxojK3nUgQ5nkY7vhO/YGc2PMSzFstDc8pHiw3Hw4LPForrJKuwpTFYE1qjk/ezmunxxQjqzd0mUZP6OsGUyuugulMr+EZwLbgO3EJ5uNjxUXfKQ3PKWiy9juwi6bIZO3ZDE9bcyft6DJZ98+5UnQQjJc4b72ofUlHxTlGKd4G54jb5HmdSOyquJW5ApoBcs8dexLouOnVmZDWwMntAjTyzV2H0Jp5G4tYE4tqpwaBBhS3hd6dBNewxoFGBLQaYrES8JEV2JK4JViKQuBfFInjVSGJrJrHDdQ7XqfPI6+l25XWn0MV0vvT3ToGNLoY0JvV16X2diOwx+V97E5XqhQKbaVwn5fU05jnAMU1z+ixMc5g2NkWmud57LxxSYuv9+crz3qCqo4j8PPBPCW/hf6CqvyUifyNe/kvArwJ/gRC4uAH+2kW3jXf9i8A/EpG/Dvwx8JfjbX5LRP4R8NvACPxNVb3Rbn8lsN83koJAPeo8IkHRK0YwY+HbtwuEtz01jKcNm67j2S4o+l64NUdmx1IGHmoPOAYJvkxe/LQjSCrcd0vFdx5Kdd8UAuZzku9Wg3/UiV9w7Fa8cCs+79c879dsth3+tKHZBi++ZqtBCbLzwf/aReW1c1HV56dQx4rrow5fxW2HeoitduJ9qAMiMLrog+1othY1YE8Ft2nYLDqe9SsAXiyOODI9SxnYykCHn9Vr1GAvUPjelfp9mfd12S2TlCe9mhDa6Bc8d2s+74941q843bbopgndMtvYKbML88Ew5lo980+9ywTTu0Kt1xW3BKmjEWsDySl+niszeEwvNFtFrWA2hlcnSz7tjvjO8BGdOB6bz2jF8rE94UdWnwHwh4++yHDa0m+E8ciCEZplG0nxFh3HsB6U4OmZBdiR+IhP7n0MyZtF+kwqP3tM8DqVGMImUX2tyxa3bhjXhuFhUF/ro4EfOnrGD60+52OzoRXLTke+5x7xzeFj/uT0iFcnS+zG0JyC3RLmLHc8Rr/VpL72e+q/istRh6riTaAQXpwLiRuOSVmb/Y6jErsRTLRl0sYgNNDYmA3mEd2zZ/IaVNkuhqU3UawwhM1FiCUqynh99MBWyArshRpGb8GQbfysekxcC1qarMC2GKx4rAY5iUVx4vP/UCCcU3jhpMRGJApP0t8kCzPMgXV9aT0yhUHG8+cor330vu5JZHQUxjCJYyYv7El5vYu+2Cm8MamvS/9r7ycZtEic6nEKRrdJge18DEnWqawYCZluUX1NPEJYp0EbiQpsog82cw/sq/pf35c69pZfp6r+KoGkLv/2S8XvCvzNq942/v0z4CfPuc3fBv72DZ7yDJXAfpu4LHgmLbL32x6dR8UhQyBDfCM0WwModgdua+gXLS/6JQAvVise2C1LP/DEnAKwUBespFCMagwSmNR8d4UEOQ9z8nqyD0lqvj6HN1o2uuClX/FiXPOyX/Fyt2TYNsjWYLeBELE7MP1kH5LbGX2xoE6bETVQ5vqoQ1PxrvAmQrZiUJgyIsOI9CNmZwNJIkKzEcaNYVi2xYbjiof2lKXp2em0qZjrNaFWJYHbXbQSucg6JFw+qVBSve7VsMv2IUtejGue9Sue7dYMpy1mY2g2QnMaCGyzC/YhMozoOMaw3TeQVVDtQybUel1xG6CFDi5nE8S2cxfW0mZw2ERgG2g2wu6k5flixbf6p7Ti+OHmGQ2Wp2bDjy2/SyuOf/74h9hsDc2rhmFtQKBdNMFjf3Swi49rbQh1FIMYf6e775L3tSTvWmvBxFbxrsWv2kBerw3DAxgeO44eb/nXjr7PD3ef8tgMNKzp1fD/s/cuv5ZlW3rXb8w519qP84qIfN3MvK9yuVxlbEFhLCHZWFiCDmBBC0QD5AaSuyCQeP0FtBB0S6IBggZIIEGDDjJyA0tY2EWpCvu6XFd1X5kZmRkZJ85r770ec85BY8y19jonTjwyI+JmROT6Qlv7cXacvfZa+4w91je/8X2f9nf5tL3L2WZFf1WzGBYh2yIa6ZONq6dUjucti4/zYuTz4e39SM54lXgewnp4qgxEMjfU1pQQPzUBiB9sRMRsRMCC/4IprTXl/ZR6Ob+WZNYVo4VIr7hOkOWNbVAhJZt8VBX65HGitCkRxGpF78wmoxc/IbAzCUeliUzGayiP2x9ORaSIr0c7ES+2bQ6zERmI7AQT3sXwNC/sfOM5Y56ZDjk55uXdFx/vKXndaEVCaHI95sN0GsgqtLnahzdmsxXpcqAfiOsyxdjFQEyOXLzDp5AErjMOxI2TTCVYd2rJVxaPBwuRMbyx8kZeezvuY4BjIbFHm5mJEvtrWYm8rXXtbX1fLwkzgf06YSgE2VR4MtiIpH3qrusF1wmpd+z6itoltqlmm+sxJMyjZBK9mm/TsDo49cL+rmBKXkNJ8x0VfW4Mbdzmml2q2MWKJga0d/hOxnF0F/Xa8ZCpl+pMSL80zB59M94EaFZE1AK9JmTJ9Qa71OxOiJ2jiYGtr9mmmk1ecJRrOm+jiz3ZxhHVsgvMPiRf88v7ruC2aZmMpcB3OJps+2+ba7axZtdX0DlcJ7g4UYjEYh8yDXAseJvJpV8n5no947XD0JfJIChwE/JDSz9n6j06R9cGzvo1p+GArQYiCS9wx2+5F644WHZsV0vSyhOXgmRHrj3SZzSY+ljBhChDrUnFSmRUY7+ExdJvE5NFu9E6ZOp97fzod6qVJwdHXDjiQkgrhVXicNlyN2y447d4gUhiq4HTdMBZXNN3AXoxomS0eRn67onqGua++xtirtczXhkG0rpg8DMW5ZoX9t4Tm8dsRNQ7JA2LYqX3HbPDBm5ksFYVI1aHoNcs4zSGyHDeLziFqA5JnuiN/O3VLDNwZiXS5wAO88fWTK8eBDr1OMwzwyxEQlFi62gnklUYUyULaZ/tre1r1HOIHm4S1/bYnrzuiyI9l7DJfmpFWMInByuRXEjuIYSyz2EMchysQmLZB10yC5GUZQyFFNF9mGPe7+cxWHewUp1aiIgDTXbcBjupYimyP8ZcU12Pn4vJ7pntQ/aY6/XT8cIEtoh44O8Dn6rq3xCRe8D/CPwY+Dnwb6nqoxd9nbcC0+AZV24PQY7FNgQwdS9AF/GtBy+EnUcyhI2QKyGHwPlmRZ8cX6yPqCRRSeKev6JzPWuNICV4oAQJZOSar+qbruJ7Em4GN+byL5XE8x7YZMeFLtjmBQ/TIV92x3zRHvNgc8CurZFNIGyEsIVqqyXA0RTx0pWR9JggDzYi6bEAxzlQZsbrhrlevyCmUzVDuEwqJk19hLbDeSFc1UiC6tJG5jR4Hl2u6aLn/vqEylm9vuM3ZOlYioXvUlTYkPElPuZpgY7AG1XDn2QbctP7elqvG1UaFba5YqO11ev+mC/bIx5sDtjsFvhLT30hVJdKdZXxTcI1PbSdXYrVk95U780kyIzXGHO9fgqu9dOWK6Ou8CiqiGYbOY8RhukYgbCtAEd1JcRzT+8W/PTyXdoc+O3FfX4UHuCA36oecuR2/Lm7DwB40N6lfRTINdSXFYggKdnkTR/3YY4UHmcg0cdtfUNJ7JvWISW40axDvCnPF7WNiq8XpMOa/ijQ3BXigdC9E3nv/Qv+/L0v+KcXv+I9v8MBl7njV/ED/vHVh3yyuUN/vqA691RXUG0yYae4No5TNEQLdhttoIZ++2bezNxvz/iWMNfrghsKbHWQPbgMhSu2IL9KkORGBTZVsNoNj2eVqC1kSZ9wXUYFQuPJW0i1QBpIU8V5+78pWc3a9hUL7wgu40SpNVJJLiGLmWzqPloUJxkyJHEkMdLVq9r1IIhDjMgmlWspXItSlx7WAT2mcen16XlkU8J6en+wC0nF73q0Bik5MFPltV1XYz5MoxVZHW0RNvbZMmNitjyeLgeaVNHEinYgscv+cj6Ts7N9GgXfGBfiG3BdxnWDjWoR8o2LmoVSrCu0Cna98Kh3pNoV7kpQj13K5+KajQiT6xkznoKXceb77wM/mdz/T4G/raq/Bfztcv+7i6c1rE9qtIYx52n4TLIwR1eCwVyE2Hu6aEVom2vaXNFoKVbqSg7k9dd/UoDA24rHUn5Vy6qmjKM2bVFgNynQJ0/s/eitNSqwi3pnHGGcqkFu4mkN9Jt4AjPjbcJcr18U07/h0YtTbVS9hAbaiJ1OJjiEGK1e71JFk6vSWAY6vIWtKNetMx6r3W9n7bj5vgarp/G2mpKmK/5+bbb9t4k1bV8R+zB+J9r+1nFi5tqkzLRe65xXMOONwFyvvy6mKt1x9DxPQtF1DNp1PUgvbPuay2iChqbUhbXAkeu4V284WTawSCWMsIhIqkK8uBI4VkIdb1Urjw+8YWfmN7b32vuZhjYOwY3BkStHroVcC6kGWUVOlg0n1Y4j17Euv6JRtfyZuGDT18i1fhur3zeVfvPkzIzXG9+den3bn6LcuH2z3E0Ut3s/7HLtnQUAltA/GYJhr72mSZJlnIQeLphyO8uNp8toiTEEFWYVsrqiwvbXvKKNKHb74MMh/PCawnmvbE43yOU8faxsw5SUftJleN5wf/87rv/+6et3ZXuH7crT8Mab2z3xvR7ed57sk5Rvtw4hC5LFQhvTwEOVqZjMYz20lONm3w0OFbFLCW9UJ+Oxf9rn49bP03hQb3lsxncSL6TAFpHvA/8aZsr9H5aH/w3gr5fb/y3wd4D/5EVe563CjcT0UTVSPJ8ErqtGWo9zDr/LSDLfvhyEHBztVcU2CV8eHOFEWbjIvXBFoxUH0plpEQmvmWoMcixpv7hRhQ1vlorvSbjpe53JYxBYr7mo+eBSA9tc8TAdss0L7ncnfN4c8+X2iO3VgrwLLDaOsIGwVcIul1XHhLQlDGyqBikkid7WYM9qkK+H+cvplWGu1y8RmtFsXqekQrfGohTrenwTEVXqK0+uIAdhe1Gz6R1fHB4RJNvETLiiU2/1mogXq1UeGQMdkadbibwJNfxZgY3AtXqdC4ndA406LrXiNB2yKfX6090dq9eXC3QXWBT1db1Rwi7idqaGp/hf6xDiqG+3N+2vHfOufGWY6/UtuJkrc3OqMTuTvOWMOofkVEKoTCmNg9CYr0e1ccRL66W/ODuiS54/PvyQj6pHvON2fD/Ae0T+4sGnVJI43a44e1SRlo763KNekLxA2oR0PRKj+V8P25YSmih+2G6yvW+IEvuG8nr0vR4DGwNUNVJX6HKBVoF4tKC7E2iPHc27Sn+ovPvuJb979xN+a/UF91xi7Ty/iMJZXvJPmu/xy4u7PLpcU104qkuh2ih+lwlNmqivS5+db1FfP23a8U3Yz79OzLvjlWGu1wUTK5HRD1sY7SOyF5wq6q0vlrIY6ACtvHEhuhcfSErj4tUYHBgz3kFolbwT0hLczlk5WAlSmQ3GYCXSRU9ypsAOLhNdpHLJ7PqKJ3YWwUu2HBrJZHWjxNNpBgd1SehNagGPCYcn41EqEj1GPgOjInu4PWB6O00Y2sG+YyCtgdE2ZCDXU/G9Turo8deU1xk3KrD3jwltNkV2m0O5eJpk3tdNrGhjIOW9dchwEDVTcsAsVDfswLclByxmpARqkvV6FoKIqa+rYOrr2pH9Xn09KLDND9s+F9OFjWufo+fB21zT3ub39hLwohYi/xXwHwNHk8c+UNX7AKp6X0Tef8HXeCsxjj0OyKWxFRkJEYnJxtK94FtL0Q2NI1emApGdJytcNAuWYcVROOCsXpPU0fgKp9nGZPTx0XR4u/ywbwtttNv7UfSkSo/QDEFgacVlXnLWr3nUrLlsFuRtQBpfCnYJA+syvs1jMz2GN6Y0UWBeb5xnkuQbYDJxO+OVYK7XrwA2rl58OmNEOofb9ZCV0FRUG09agt84kgbOd0tWoee4arisLX1mo1s8Sl0W2vKkXk9J7DHN/C2o24/V6UJeT+t1o0JbxiEv0pLLvOIsrjlt15zvlug24DfWYFcbbLFxF230fBjrT5Ox8xkvD3O9ftWY6/VteEY4+liPh8kYyZMwR8G1iYCNn4etqam3VzVnonzS3OWz5V18lfmzkqic5zfrL6gl8rOTdzi9c0znA/2RQ7LD7zxhaTPx0laIc2guo9XDtuZJqKO4N4PEfgJ5fc332nukrsw6ZBHQRUVce7oDR3ckdCcZPe754fEj/sL6U35cfcWJq/EiXGbPZ/1dPmvumLXWVc26WPZZ350shLcvCw/TsPT8nNMzr/P+/TYw1+tXjbe7XhdLkOd6qpSnitXqUXU7+F4XAlO84oqVCDhc5VD1SM421TFOXkzqacq4aLYfvlV8rbhW8C1QPKkH8nooY6YyhuA9VbJww2WKJGc13pVa0avHobS5Mj/sYmbtyXhVUzWLI0nEF+10j6eSRFK5Rk5n1IIesWybAenacyYEdrk9qK2H7ZkS14DZhqgbrULsZ2G8tgl8uwyT5nsC24/WIX32tMnTxf1W2/4aLNwM5V4AACAASURBVJksv8d1hbju7CK97f/RPmT4j8MUkoh9J1RmHTKQ1xbaecP/fOqHLsPnZfbBBuZ6/Rz4xgS2iPwN4EtV/Qci8te/wf//W8DfAliy/qab8XYgq6lGmDbfhRDJNvro+ow6wRdhtW/BN0ISx66tOa+WHNdLzuMaAlzkJU4yjSaWEkmqVIPHqupjqr63zQ97IEQSSlalU6VXaAoZsskLztOay7TkUbfioluwayukdfjGvgxdB76nJKGXxN2phciguh5fdK42L4x5F74SzPX6CXgRImFQYXtGgkSTqRIkZsRlXGv++b4BvxNUHNum5qJeclavOF0cknC846/wLlNpLkEyagSv7H2+nhXq+DoqsZ9XeT0+v9RrW2w0BcpGK7Z5wWVecR7XnHZrztsl26bGb0u9bsp+bq3BltJgayGvB2hR7H1jvGkWAK8ac71+JZjr9Qsi5xKqOA3Yzagrtdk7OyFvFdeZGKTzNQ+aQ37V32Pperb5S5wId9yOFB7x0eqCPz7ZsWVFd1QyDnaOdFXhnCC7ypRoMRTri5KP4rhOYg94XUns22xDBt9rkdH3mlBUdlUgLyvyItAfOPpD6A9Bj3vWxw0frc75KDziyDX0JLY583n8kF/19/iiOaLfVcjO2zlNa+HH0xo+fLeOQbxTQmvG18Nr+HF7G/Ay63W4c/clb90rxHOQ2oMKW0sZUWcPqtOJB3K57x3qsy0EBm8KXym1fBD8DdaqSczWorea4VuzI0m9I0ZHCBnn8kRVDCk7+mREcJeN4G2Tqa5x0GePE6Uq6btO8kgEe82lH894HCj0BAt5xPZDGvYJkMRIb4+ORLUTvaa6BiOsYU9gD3YgAF0RGw6q64zbX0+I7YHIHj2yi2WIBVaadUgs5HWXzA+7T56U9+cKzlmmT0qelATtLRjdt4Ibg9GLrdPNRcTB+qUEcaq3CSX1Dg1mITIlrwfrmIHEHj4nz8R3rX59197v18SLKLD/KvCvi8i/CiyBYxH574EvROTDstr4IfDlbf9ZVX8P+D2AY7n3dh+mZ409DmGOQ2M2nHDHiPTFVL/xkJVq41Dx4CCuBNc5mvWC0yx4UU6qhqtqYc2iBgjg2bGURC1ayGtsCVTGrNw31k7kNuX1QF73JLMOUaUt5PVZXvIgHnOW1nza3uEirri/Oeb04oDusqY+d4RdGUe/UqqrhN9FpE/Q9XtVXwlvHAr5c4U3vo4nK68b5l30qjDX6yfhmxAJQ03XQlyLKwq/znr6XYuLierSJmfUe/oDh2+F3eGSByo4Ue7VW67SgiO3I4UhCKZlKRl/s17DcymxX5fFyGcFNtrtPHp9D/U6A1u1AJvLXHOW1zyMh3za3uUsrvnk8g5fnR/SnS1YPXL4BhbnmfoiUV32uG2L9BFtO+g7dLR5mgQ4fpNaPJPXj+PtqgSvE+Z6/U2gN2xEBlu+YiEiqrimR7ISNp66Mqlgf+qIbcWf3rnHOvyQ/ijw29WX3HGJj3ziI9/x4PinnH5vzS8P7nL/4n3ywlTYrq8IO4/rEnT2GgqQTEEoOaMxTkjsG3Yi8Hr0htP6dovyWkIwkqKuTH29WqLrJXlR0d9ZEFeO3TuO3QdCezfzg49O+f7hGX/l6Kf87uKMpMo2w1l2/KT5iH90+SE/O72He1gRNkJ9rtSXStgks+DqItL1e/uQoY7fsA+Z8TXwGnzM3lK8tHq9/P4P3oqjpMUWQlDUmY+yun0rqwFy8VfOtdUZ7R2ZABlcLguOgwob9uR1bxyJb0zYl2qluhQkCvHYE6uASGRZ9wCj93VMji0VVTYLkNrb78kItUYAE5CU66SOpevHYMdOArV4erHwx14SXjIVkV6NzM4ycCp5VGmPGmdltCwBRqIapgT2df/qPBLTYeLV7UqGl6nJh8DGZghsLIrrXveBjbtUsY01XfJs+4o+efroR8V6cLZdXReInU2iV5di041bJezUJtF7m4wZSWwn4CbWId6yIXIdyAt/zTrEAu25FuI4BH0iaorsuc3e462oBK8O3/gsV1X/M1X9vqr+GPi3gf9TVf8d4H8D/mZ52t8E/tcX3srvCqarWkOI4+gDpbhYAh2n4WC9QHTE3tPGwCbWbNKCRq8HOnbq6FRHrduUOHjbMIyiwxCIYGRIXwp8UxR9u1yziTVNH4i9h97tw8AikyCwElowOR7TgKDnUoO8pft6xpuBuV7/GjA9qS62Qi7a9Ibr1aZnepDeETvPrq/YpNoCZLWmybU1ogg9UuqYYapSfp4g3qT5udTPrwLP+9o331Mu79cmZyzAptGq7Jeaq7TgKta0MRA7j/QO14PvwPc2pTR4JF4bOZ9r74w3DHO9/hootWaqbn5sMm5Q7pZemiHIceilO8H1QttWnHUrHsU1Ww1sFSoR1s5zx294d3HFvdWWvMzEpRKXQqqFVNtJu1amTrYgqxJCNoSRDR7SN4MdX1PcVF6P72N4f254z45UO9LCkZZCXCq6TNxZ7nh3ccUdv2UhjkqErcKlVjzq15x1K9o2lDF12Qfw9nZ8ZBreONTyW/BEwciMGb8mzPX6Bm4pcQM5ee1yTZFbwv6c2ALkEAY4vQwooYKS7bI/ZweJgkaHTgIdBfN3VhVSFlI2JfMYYqgyBhsOyuV8LURxCEYcQhEnQY4lJNF61n24Yta9tcc0gHFq8XEzmLHXcCt5PX2NRHl9LdszIbyHbZ6+j5h9eX+OLpk6O2V3zfd6erg02/6bhupKYtzXY4DjuHPluoWIKwvIQ3CjCPuwznK58Tm4Ncxxxoxn4EU9sG/DfwH8TyLy7wG/BP7NV/Aabx6e5ttXVCNmdVpUI6JojCXVVaDtIWfCNpSCAXFpDWNae2IUHgl8UvWc1SsOfMu71RUAPihL6fHS0KuCs1BHJwoKXkrCAm+OEvtZyuus5qO6yeZ7fZ4XbLTm83jC/f4uX/WH/PzqHhftkvOLA/Ssprpy1BfgG6W+ylSbTNhEZNcjKSFtb+GNMe49VWc1yEvDYIE149eKuV5/U5SaPkzSaEogpgKh7ZCUcVcdFaBeiCuHb7Ex67jgVOBn9TscLxoOfcu2skAWJ9nqtWvN9olpvX5+JTb8em1FnkVaP015PdTrplg9nRUy/8t0xGf9Xb7sjvn55h0u2iWnjw7Q0wX1ubB4pKYQuUxUVz3uqkOazqZkSnij3gxvnAntl4K5Xn8rmOs1PHGqcbw99NMpod5G0TVGq5Jdj1PFbwNVsN9Rn3tcL2yOl/zMvUNW4bdWP+Z74YzfXXzJBy7wZ8Ip/+LxH/Px4gPuf/+YR8drtqxwyRM2iotLwi4SRBDvbAoEkEFpPViKJMx2SmVCun8L03o3z0duqq5hH9jo/XXldRXQgyX9nSVp6dm+7+kPhO2Hiv5gx3snG/7aO3/Cn6kf8KPwiKVUnKaWf9i9z2f9Xf6/s4/45eld4sMVB4/M+7q+yuPEo2t7y/+JqfTbpc8e++4b/fY87fhMzPX6W8F3u15LcRlx2I1JC5uDIKrkLOTKnpv6oYZ7sxDyslddT8QINtUCrkt4J4RKqK4EiVBdmFq5B+Kqw4sSitJaVYjFQmTbV3gxBXNWGdXYwRUFtqZRhV1JIiHl2shsr5kkNvneq58ot2PhVSzc0dxJhj788R45FRV2LhzMQFgDNkUPe4sQlYnftZ+orc0Xe1BdD8rrmD2bVFTXsWbb1yQVC7XMzmwLi/I6FzK/31a4i2ChuldKaKDaZnyTbcqoBDjagTDy2hYebEET58i1J9e2sJnr6+rrIbxRvR3zIcTxViL7O4y5Xj8bL4XAVtW/g6XroqoPgX/pZfzetxrXbERu/NUOCeqqaM4W5hhtwMS1Ee+tGIQGRNW8VZ0jLj3nuyVZhbN+TSWJQ7+28XQnrLUHSXSqZielkIe5ngkhMpAhryORfZMkuUleD0q+RPG9noQ2bkYf1RVnvfmoXjUL0jYQtg6/FRuTaYzE9k3CdclSkEuQjBYP7IG8volZDfKCmAv2K8dcr18+NJfE85RQ56xeqyJdj2scYeGpth7JQtg61EO/DPt6vbZ6feQa7rgtOOi0x9ra6/V68MGeemI/K5D3VduKfF3yenr7Wr3WfU5Bkysuk/len8U1Z83KgnY3FdVGCFuh2mZCo4RtwjVl5Lzv0an/ddY5VPdVYd6trxxzvX5+PKmfHqyebIHRYrRcF/GtR4PVZFEhXHma5YIHywM+7e6SVfid+gEOxzte+Z36CyqJ/OjkR3iX+eKipjsPqBPiuUMl4NqE723pUYI3JaCfTFcO18nI4mvhjgNetT/208hr2PvNTgIb8R4J5nlNXZGXgbjyxLWjPxT6A4gniQ/uXPHD40f8U8tP+XF4xDtecTh6hM/6u3zS3ePB5oDmckG4coQt+J0SGgtLd12EISy9iEXGqaYbmOv618S8u1453up6rTxOMt722ICpv/HkMvofu72VRPaUoD9bANTgIAkykM9kU/8CFGsoGSYcO4dvFRXB74wQzytHLrZNQcC7PAYWxuTpymOVN29ogNo5chYqyaM/gdPiYb13XAX2AYwWPG5KaH+jt00jcV2eq4/34KN1yITI3hPYe+J6eHxqIdKrpy+k9fCzwfO6y8HI6mS3++xNgZ1NgT2UgspnUnZEFXIW6IdcGQiN5RK4YcJxIK/T/n0O5DXF+5rifW1EtXlf56llyCS08TEV9tNI7Ntq19tez9729/eCeBUK7BnPi5te2INqZOqFXVa4JJryQHpbBfOdI+xcIUQAhFwHNusFMTm+WB0R1VG5xIFrabRiKT29RJtjR6kFHEoisffEhqkaG15PT9UpcW0/M+U1QF/IkK0Kl7mi0cDDdMg2L/iyP+Z+e8KD5pCzzYq2rXAbTxgT0EuQTCGvXZfGZnpQ0IzN9OB9XdQgM3n9gtB5xXHGt4RvShioKaQHAkJVbMErRpRgnvmtw+08YRuQ7Kgvweq15/JwRRc9n62OaXOgksTS9RzpjqX0LElA5NZ6DSDXSWx4thp7wIvU9Oe1J8k3OrAnKa+7klOw0UCjntN0yCYvuN/f4ZPmLg+aQx5erWmbGn9p3nzVpXnz+SabZ2prGQWasimwB7Xe6Hudv9kxhtn/+jbM9XrG64ys+wCwIXQ7mSBEAOmTkc1eqHaKKIQr66PPFwf85PJ7nK9W/Jn6S5byCIATl/g4nPE7R19wVLVcbJc020PS0hE2jmopSK6psdwaSdlU4BRyeMi3GXyyh94frntjww2F+Uv4Q7utht0krgfLEG+eplKFMbBRlgvwHj1YkpeB7qSmvevp10LzrtIfKat3t/z5e1/ww9UpH/tzTlyiUbifdvxp/w7/aPsRnzfHnF+sTeV3JYSNEhqr4641f9VBtDM9bqNd37NI61l9fTvmej3jVWFKYsvk/vB5Ex0nx9XZj7IHsgUx5mB9a67sCZJBosdJtgkaEYjl103qmJTQdN9lfGe1LOxKaGDt2G1rfEj4dcY78K706xQX0ORoo9Fg0Tlc8YJ2KAuEXF6rkoRzRS0ujiwOJ3lUYleSHiOy7VvGlxBHe83+KbtwsAixbXNPJa7zhKxO6iyUsfheR/W0KRQFtmMba/psFrN9sn3ky3eO7Q9IWdg1Fan3+CtHuJI9F9Lt7fkkTXpoMaIa5yB4W3AIjhwcuRouRXldCOxcCO2RxC5E9q2F6ZqvyVN23NuKuV4/EzOB/evE02xEBkyabrMSySimLJPgcU1nBDdQByF15j3nehv7a6sF22Xg0/qYzaoGrPieeCNEDlxrr+P60U7EAYil4TpePzX286iuEzoGgA22IZe54iyv2OQFn/V3uUpLfrm7xy+v7nK2W7J9tEJaz+LMUZ9DtVHqS1OBhG3Eb3sjRYp9yzjK+HWaaZgb6hkz3naohXOJKIoR2KIZGm9TMiLUlSc1nsXKPD8Rx66u2a4Cv1rcZbNa4CRTuciRW1JLYu1acA0QS93b12s/ng1YfXxeInvAq/TIvo24ttd8vF4PtiFDvW604vP+hMu85Be7d/j51T1Otyu2D9fIzrM6FZYPLWS3Pov4NuE2LbJrYQxuLJYug/p6XlScMePtwvOGo2erBQLgFaIHVaTpR2Xc4tzhW0dceyQ7Whb88cH7PDg45IeLU7xkfhAu+I2w5Mh1/MtH/5Av10e0KfAHfMzufInraqqNAKbIrraeoGqErAj0Ee16246hbxRb9CRrsRWZhDwO7wmeYj9424n/M84xJj381C5k9LoeLEOcQFUjdQVVQNdLtPL0d5bElae969m+7+gPoP24Y3XS8Jc++oR/5d4f8r1wzm9UmbWs+Gnf8lk64o+a7/OHpx9zul3BgwWLh47FGSwuMqHJhE2P2/VIM9iHxHEhcsg1eK6w9BkzZrw6PE1xffOpUnjsYpM8+B8zKK8z5GB2Iirgov1iUYdLjuwElzNEsZeMk1+eTBHsJKHOpmhcFOoLwUUjV9tlTb9IxGVPTcI7I7JTdnTRRCA7LOSx9mkksAF6dSxcMrLYpZGYrlxiIREveSSyew1mHcI+BNJLnliHWK2aKrTHtzFYh+ig6L6uwLbrMPHVNtK6VVNVJ8w6JGYjsNuivt4HNtp1n9xon1KHNJLYgAU6XtXGh5w7FucQNkq1zbhuMo0eJ5zH4H1dBTSYYj7XNtGUB+uQCYGdb4Q3XvNBH5T5X0cnMtMq33nMBPbrhKmPX86mfNBsf9U5QxIb3YilcEdF3RBCYxdpzU6k6So2PnPZLziPKwC2eQHAUnoqzaOdSC1CVi1fShmPH8fTb46mf9ueqjeV1wMZMgSATW1DGg2jbchVWnIeV5x3SzZdza6toXNIK7h2v/98Z/tVou1npmT1VM03HWecG+iXh/lLacabDM2At/ogYhZQKZulSJ9wTvCdkivBt+AbR3KwbSuCX3Dem2UGATbTek3GvLCNtJnWa9ThRa5ZithPnm4r8qrwPOT1NLCxVwvZ7XA0WpWaveQ8rrmMC666mqarkLaMNrbYpVNrqvui1ktm8aRDkCPMtflV45W6HMgPgP8O+B4mm/o9Vf2vX90rznjj8KxsGbyR2NeIzzL8nXMJc5yEo3eK7wTXCLtdzbnLfNEf83l1hyPX0KuRE3fcDoAPl+f84vAuMTrioRm59ishNA7RgB8ya/pgllI5oxr2faXYxM44WZ72aujRWmR8L7fg60yG3CSuh8fK7YG83luGOCOvgzfP6zqQa09aetLK0a+LbcihUh923D3c8uHynPf9JcdiQpleE+d5wefxDl92x1w0C5pdjW/FwneLwk+Gnjvtp0+vT8/oNfL6iZjFIk/HvHtmfEsYSOzBF3vQX1jAn3lF78P+tFhTYGI+BzhFbnpIq1rga1ZcUigD5q5TXC8jH9L3gc5lvDM/bBHFiZILY5qyI7lMX4Ica+dweLwoTh3kQj47sxTp8aOFiENAEmjASQZlzBcb2+9SsxL+iftn9MCeBkZOAhqnyut9qOMQROnp1dHmYh+S/D6wUS20coATszsUUWLypCz0vd/zIcP+iyVUN5Up8yFUd0D57rGQxhLq66aBjTfCG0WuWYc81S5khmGu10/FTGD/uvFU1YiMY+jAfvQwm7cTOSOtA1UcELzD1zam4TtBVFCxYMetW9Osa1t1y57j2hruE7+jqSre8VccSEdyLbVkFqLUCNWkoji0ECN7dd9NRfYUr2ok/Ta7kHEkR/O1EfRO3RjY+DAdjsrrf7J5n7NuzSfnJ5yfr8nbQP3Q4xsLAluc2xhjdRWRLuO2PdJ2SNejfW8qkD5eD5IZjh88WQ0yN9RfD/PumvFt4YVsRACKChuzftLiga3ZUr69d7g2sKwdoTEpgoqQVp5tOGC3XtBFT8yOk6qBQzhyDV3lafyWpfQk11GpshTFl3o9NOIORyKNqsJpyKPdf3Xd4tNI6+H+QFz3KEmVrZr/3xDYeJoOR+X1P776kPN+yc/O7vHo0SG6Cay+9PgdrL5Slo8SYZMIly3SRWTboEV9PSr2Utqrr1+kDs/2IU/Gq63XEfiPVPX3ReQI+Aci8n+o6j96pa86483FzX46qxG0RYWNOiRG1HmbrMMs+6rK4TtPWjgkAVnYLlY8Wtf8veWP+er4kNOjQ44OfsJSMh+FzPe5pDn5h7xTbfiTO+/zd/kNdpuaXNfEA0916chhhe8y1ZnHNaYull1r9anrIaext7SNKaSAlkyF4T3hX8jv+RphDXu1NYyk9RDYiPPIojZP0+UCXQTysqK/syDVzgIbD802pP24oz7s+Bd+9Kf85voBf2n9c/5ifUkGTpPV+P979+f4o8vv8yfn7/Ho/jFu6zl4INRnyuIiU11Gs+vb9RZ+3PZoTJDTfjFyWJAs+2BWX39DzP31jFeF22xEmBLXOhKaY5hj4URzsNKUohGdokLKHvEZyR7xE9uQaf5Uxkw7OsHvHBId9VU2BbYDxBFXQhOWdKvAat1xtCrq4wCqQspCl5xxtCXYMBX71aXvWYceJ5mVd1Q5E5yFO1aSqFzCoVSSTHFdghun13C78vomBiX2QFhfuy7EdUZGu5DB67pXNwY2NinQpIo+e7Z9NSrNh/dVByPvB/X1rqvYbeuRDwk740Pqy2LrtCse433JAsvs8xGcM1K68ujCo97cAEyJLaRaTF1fFdX1DQX23gtbH1dff9ftQwZ8l9/7c2AmsL8NPC1BHa413ZTVLSnEKcXDDxdxfSADvrX/HxdDsKPQN54ssF0uOF8uAThfmBL7qNiJeKcsNZKHdN2i6hvs/R1GQPjJtj5tPP2bqLOfh7i+/vzi2VR+NpAhQ/hXr24f2Jj2yuuzbs1Fu2TXWrF2OyvWvrWggtCaB590pViPvtfFi3z0u368mR4xk9cvjNnzaca3ipcUnjWMro+ep72D3pYHfZNQgWrn6LdWR/3GkQhsVwvOO6vTgxL7Mq9YSg8Oeo0k1NLMSxivUeaDvYgba/Ztimx4uUT2bTX6SeQ1WN22vAJbbMzIGNg4VV6f90setWs2uwW6DfjtEPYFYZfxu2S+1yXwaxw3z2pEFbwQ4TNiJq+fildZr1X1PnC/3L4UkZ8AHwMzgT3j+ZEVvNywfbNFLokJdUaggtWWHBxpIYSNENXzcLNmGU74cHnOeV6QXccH4llI4EfhEc2qAuCf3HmPR2FNexHwjc1Fx40F9vpdsL+VjPWVee+NDUWkonuFm+RsJ/cTFbZMRr6fp7ZdC7Oc9uQDee0GMttN1NceCR6CkdpaBXRRkVeBuDKCoj8w5XV/pKxOGu4ebvlzB1/w28v7/Cg84q5bsdOOB6qc5QVfdsd8uj3hdLO2vJmt4HdQ7YwkeSxrJkYj9vN+8nHMmnnO9z7jdsz99YxfKyZ+2Crl81fK0s0gR3vM1NjZC85Z3VZn/1m8QBajT9TquahaSG5SJJmG2XcZdY7QCLGxjehbR3a2QDnAu1wI7H2wI5iVal9qrRMl5IwTR1UsQ+wH5ZfkorbGQh2dOnCRpP7aBOSgrnY3FeTsgx2v+1/vieuM7AlsFdocivJ68Lx2dDmQVcawxj55uhhGUn74s/cu7xdGgRgdufVI6whbKaGNhQ/p8uh9bZMx7CeZxAIaEYEwUV57KYGcUxU2j12mhPWoxgZeocbmjcRcr5+OmcB+jXAtQT3rLYGOzpo7bNxPmoiPmbDwSFJqD1qa77RwpEZoZMnnwMVyQXCJo6qlV8+mWnDHb0mhkNc0LCVRqZIkFQJEcSJF3Vc8nMYT+slIyo2q8yLeqlNC5HlUfI0yWoac5SVNrvg8nnCZV3zZH/PL3T0u+wWfnJ+wa2uaR0vCWcA3Qn1hI4zVJpuar0n4XW+ehd3Ehy9lbg1unBy3GS8J866c8SZD9ypsLfVaAI0RaTpIGb+pkGS+cTlA307qNSs+AU6XK4LLnFQ7+mWgqSqO/I7sHUvpyXRWr1EqtXo9qLFHb2yAScN80yP7ZWKo1fD0et3DuNh4WZTXX6YjLtOK+/0dfrF7h8u44Gdn99g2C9rTlU3KbE2xV+0sp6C66nFN2ad9HKdktJDY14IbZ7w6vNhH6V0R+fuT+7+nqr932xNF5MfAPwv8vRd6xRlvH76GFzbOFUGCWE0WGXtpl5SwDeMJeDwTfCtcHR3w897jRDkJWz4I51SrX3DP9Rw45berL1lKz8P3Drh/dMIf8DHb1Zpw5kciJVdC2ATCriJceusxq2CEbR/R0CNZrd9Us0GSQSgxLMhNJGryPGe2bvr8idoa9oprcRCCkdpV8boOHl0v0OCIRwviytMfOpp7jrgUth8p8SSxenfLX/roEz5YXPDPrH7Jj8IjDlzmUd7xIAn/oPkhX8QTfv/RD/j5V/doz5asTh2+Md/roe92u2j7o48QEzqc7+RBnvkEu75ZMPL1Me+iGa8SUxX2gAmJPaiw0UJojwS2PSkH+w+SIdeCRCHXiiT7Pw6ukakqg2e2BQ1mBddmgtrvzBXEXoiPHGnnaLJwBnifWdV98cQuK4tAzvZdsaXCJ0/vbSIyuExWIUgmekfI5oVdu4gn0zszXnWiVIWNNw/sIjaB0V7kNowk9oSwBkbSerAKSbiRpI7qaJMR2NtYE7OjiRVtMsV1fEJgY0yeXVcRo6M9X+LPAmEH9SX4RvfB6O1gVbv/LlIRZFBeew9eLKyx9mV/O7R4mttlUF2bDzaD9/U0vPFp5PV3vV5919//MzAT2N8WntV0A2SHkhDvS6Cj2gm62ki6OFNNhOBwfRhN9eMCciXEpQCBRm185hOfOag7APrsuQqmzF5KD8GuDyRiTk1KQqkQW1l8CjEyJbO59uiTl9OeRKI8iwix8C8jQpLCpQYa9WzzgofpkEYr7vd3OY8r7rcn/PzyHpuuHm1DwlmgPrOE3fpcCa1SXySqq4hrI7Lr9nYhfT+GyFyzDpkQJLN1yIwZM4B9TR9IbJdHNbAAKja+LsHju0AlgkpN2Flid9oK4GlY0+o+3AAAIABJREFU0a4rfhESx/V69L07CVs8ytJ1JIQD6VlIYlnGFRHz55vW66x74pob6g/3hLr9PJjWabheq4Fr9TpjQY1JoVFHq56NVmO9/qy/y3lc80lzl59f3eOqq3l0eojubKxx+ZUQtsrqNBN2mfqsxV80NoK/a2zMvI9ojMUmIF8Pbpxr8euKr1T1Lz/rSSJyCPzPwH+gqhevfrNmvHF4lhd2diXv9oaVCEZ+SPBI8oRLh+TKCJTgiSshLQNds+ZPgcPqx3xvecH3wjkpnPOeh4+rJe/5U5Z3/oAv0xELH/nJ+gO+Oj5ky4rQ2BRltXLUG1OruT7jfSGy285UzylDX8j2yUKcFqW0DDksAJ7rxO5NuEltn6itR9LaCYRgxHZVmV1IXdml8qTDmlw5ujuB7sDRHQnN+xCXCj/Y8cGdK/78vS/4V+79Ie/7S/5ifcldtxrJ61/Eu/z9q9/g8+aYnz14h/7LFfWFY3EKYacszjPVVcRvelzTWYZB19v5TYzXrENu9txPPP4zZsz49eA2ovrmz27aiJRrSu54sZbGKWRvi2wuKLkotVMWnIMcHSIZUVccLCZCsjSosDNEC3z0Xsy3WUDF4xvQIMQltAQat8AtEnWIeMcY7Gh2qw7NbvSMjiGNBPYQ9NhlT+0SwSUWzlvwerEWGchsYCS0ByL7WRiI64GwBkbSerAKyVOf6xLW2CVPEytidrQxjOGUWQURpXKZyk94lSxmG9J6/FlgcbrnQ3ynVFeJsEtIn3FdtIM0qN1F0OBMgV051Du0ckZWVyW40ZttSK4mAZ1FZZ8H+5DB/3zwRL/NPuRpu2wu9zOYCew3A1MrkVTsRlJCktHAEjPiEq7z+M6+IXwZnUmNkHaerHC5XtAnx0F1QJBMr56161i7lkoix66xERnX4VQ5cJmkSi1QaQkFu0lkw60qP3h+pd9tpPXw+ECEAKPXdQY22VYqt7mi0YqLvOQsrdnmBV/1h5z1ax40hxYa01XkbUAa87y2MRkdx2R8l+1EIuZxv44KkDyxDpnxaqHMX0wzvn28iI3IhEjRXHxMxUgTySXToI+oCK6L5oUNhJ0ZA/qt4JdmJ3KxXRKT56BqWbg41utl7vBBSc5xQAdEI7BRKiBfq9fCoC6Z1uzBYuRFcLNWA4/V60F13aiQVNhqYKM127zgLK1ptLZwr7jiQXPI2W7Ftq32tiEbwe8U31BUIQlpLbRR4uCRmoyUKvYA1yZiZu/rV4dfQ70WkQojr/8HVf1fXu2rzXhrcNMLe3i4iD+Asb8brUTAxtC7jOutP0TA74TsHe2m5vPNMTE7fn7wXvkl56wlktkHO/5wdcrl0YKswoO7FXnnca0rSjSHZI/rSpZN53BeoHG2HU6s/3RuVCKLnxC4g42G6l5NPe1NJ8T1qLp2sieti1WITIIata7s9ZYVeWFBjf1RINdCe+zoD4XuCNq7GV0m3jvZ8P2jM364OuV74XwMbNxpx4Mk/Cqe8PPuXT7Z3uGr3SHdpiZsHH4rhMb2q+tsP48Bx3Ffv69NN96o37P39Qtg7q9nfNuYqm1vWokMt3ViPaFa7EUcmqyW5+BwOVtWgSsWIjDaidgkiwXD+r4IO1ohALGBvPXkJOwWNTFHwqjCLpskOv6ZpCxGIhcyWFXIxY87ln7aiyNLNuEISsJEK5UkhkDHwQPb3TI5MwZJluBGMOU1QMx73+uojr4Q11nFvK6T3W+TH/28h1cQ2X/XpewsrDF5+t4bH9I6wo6RD/G9XSSVUN183TZERUyrWOxD1Nt3irpCao8WITfCG4fje8uxny1DnoK5Xj8TM4H9beIpKmwonneDcqT4MI8KPw1WB0oAi+88khXJNbl2qARSDa4XfGtBBtt8wLbONF3F6cGa40XD5nDBgW+5XCw5cg1Hfsc7/opKEq22VJJtVF0sOLJGzGeKXMiRfQEGnmul8SauEdhDYONEvTeQ1o1KCS9wXOiCXj0P0yGXacV5WvNpe4ddrvn51T0u2iWPNiu2Zyto3RhQUF/sldeLs4jrMuGqw21tFN3G/NNefZ11DAWbKkGukySz+vplYfZ8mvFa4EVJ7JE0FjQV9UnXIxJRJ0gfcapUSfG1B1mSFg7XO3zrSCvHLh6yXWS2bcVXh4fcWe64Olywdh2Xi0fc8VuO3I47fktNYu16KjK15FvqtRHZTmRUZg/4Okrsx5TXE8L6Zr3u1XyuexzbXNHhOU2HbAp5/Wl7l6u04OebdzhrVjy8WrN9uEZaNwY2Lh6Z8to3mcXDBtcl5GqH7FpT67UtetM65GUor2fy+rnwKuu1GAP33wA/UdX/8tW90oy3As+aaiyqujHThFKXNSPOITHhnDMhQ1agJi1tVLq/EppY86v4LvcPTnCifLQ65y8f/gyWv2Qpym9UGdhw5P5f/rn1z/jJnY/5u4e/yeluzafH99hdBuozR/cw4FtlceYJbSZsM34bcTFbkGGy8F+JpecfridZLPI0IvdmUOPgby1i3tYi5m1dBRsBX1Xm+70OxLUjLhztHSEtLKixO8nocc/HHz7i3mrLX3vnT/jtxX0+Dmf82crImtOkfKHK/9P8mN+/+hGfbO/wR598TNxU1J8Hlg+F6kpZPUz4VqnPO9yuhFo2nfXXpefWUUCyJ+yv9dxzv/2NMffXM14anqbCHn4+QPZPV6d2Z7KwmIPp4HIlyPDzoXfODkmKjZ1Q8gK8SbejILLv90TNU19dJmCfdx8KQVyZJUnYeeLK0aQVTZWpDjtWy96I5jL9HrMjZ0eXHV0MOJfposcJ1CFS+5rgMgsfcaLUzojwIGYtAhCGUEfRr6HANu/rgRxvUyBjJPrgc92mYPcnPtd98uS87+OdywS3t0WJKuyaiv6qhu5xPsT3Nonuotp3UZcKn1T2rQh4bBooOCOwa5smSgtPWhipnWoj+FM1hDeKhTdOvM7ttl5XX3+ddvs7VMPmev10zAT264abgY6wD6EpJKqUkQ7N2UjsQT3Sp30YTWsjN6kF34op/nYOzULbVlx6G28561b0wXPoWwjm27SUnqX01C6Nq4n7jFy16cUyru6Rsfh4rqv6nkaM3EaE2FvdE9dJlYQRIUaIuBLU6GmK8npbgr8u05KLuGITay7aJZfNgrapkcYjrYyBjb7ZK69NBZKQfq/oIw0efPlx9fVtXtezEuTlYi7YM94iDOSJqlhol8gY3iV9hC7igLAztUa1M+IAwG8dKUPb1FyGhBPlfLEieqvXg6qjlkQvEaemAgFwFs8+1tBcxBM3Tzpu1uznQZr8kd6s10C5beR1q54OC9btNZRwXQtqPItrrib1utnVyM6mZPwOwrYEfe1Mee3avVfqftS8kDu3LSzOePV4tbv7rwL/LvBHIvIH5bH/XFX/91f6qjPeTkx76zLVOIbsTq6ld7gu4rrAMM2oTglbod96IvDl9ggnyhfLE87zAlxLhacSzwd+x1Ie0mvg04M7HIaWRycrtqzokwU85kpwXSEEFMgejQ6yhZEB4J2Ftg/bXxZVZdqT6i099qi8dqOt4Ehch6K69h5deNQ70jKQgxDXjn5tYfD9oZBqC2rUo8j6uOGHR494d3HFby2+4Derh5y4xFpW9JrYKpzlBQ/iEZ83x3y5PSJuKmRroY2hBDb6or62Op72RHUJqB+DGwfByHDcZrwczF+PM14XyPXL6I2sYspqG1IZH1NX/LNhvDYupIhNhgXMVCxWU8b1ZSK9M1I8NEaSgxALH5KWnpQL6S3DhEt5HbXbOqqtFRGTg6TscOiYR5A1kV3JDBMlieDFnjMor58W4phVrpHYFspoauuonq6orNtoRHafPDGZOjwlZ+cYoo9pL5IKOTtS75F2z4eEnfEhvjMC23UZl4oCO6s18cNOGL5Hil/5XmV9e1gj08duHOdnktXPWhj5LmGu10/FTGB/23iKd9/NEBpgT4IMz3He1BqlAfeA6zzqBF9lUI9ER1hiHlI1dP2Si4OKzXrJrq9YhMj54ZKTquFOteXD+pyF63nHX7F0PUdux4F0uEGNXVR+DivoTu11h4DHfUs9bJNMHrn+FzmU85FoYcxoGNV7jXqyOi7ykq0uaLL5p7a54n53wlm/5lG34vPNMbs+cH5xQNoG3MazOHO41pR8voX6KlNfJHxRXkufkF2HtBawpjFBLkT2RPEyOShPJ0lmNcgLYV5xnPFW4KYfdql8ImLezd4IFAHoPMELrgmI1rgI/UoQFVLtabsFZ0eBi4MVm65mVfV8dXjAvXrLvWrDB9XFpF53HIjZQnmUpSQcWlTZAEpV/sYer9fPxrReA/Tl/qC2ziVQNyFs84KN1jS5vl6v45rTbs1nVyfs+orTRwfkbcBfepYPHb6D1QMjPOqLRH3WWp3eNLZY27S2D1Pa5xLMvtffCl5lvVbV/4v5VGbG18FTVdjD9OJk5DylMWSXZEpssk2vVM7CqZaVENv9jHs8EH4V7vHF+oirfsH53TUfVBf88+ufcsc1LAXe8xlXf87BnZaH6ZB79ZbPdsf86uIuD+8doY2n/crjd47qylFfelwP9abC9Ypvi8VGzHs1XBx8oSd+2Lf1osUqRJ2NdeMcGkwtl2tv4cG1Iy2MSO8OHLmC7kjoDyGtlO7diCwT77x7yQ+OH/H99Rl/5ein3PFbfhQe8Y63APWf9i2XWvH3tr/D/c4CG3/24B26TU39eSBsheVDZXmmhG2muuxxXcJtO6S1oHTtejtOt/Xcc9bMS8XcX894qXgS2Xjb52xQYQ+qW90/N5cBER1ckQKQjQSVVNbiioG2JCOjJRoHQfHEtsfLAl/UcUJc+oyKKbFFrc7GJaBW9/pmweaggipTrXvEKd7n0TJkuOTsLIQ8eRpnC4u7UCGi1D4VKxJTYYsowZlI0AjsZ1uI5NI/ZzXFtaoQ1fy4B8W1qtBFMwzM2ZHSbd270veBNguahX5bQe/wG0d97nC98SGhgWqrVJtkdiuNfc+4aN87I5wprin+17nyRW1tj+faQoqzN5W7OrveBzhyjdweSW6eor5+Up36jtWvuV4/HTOB/TrgCU233bwx/ijFHy8la8izliK/j0yU3hOcoJV9G7gEsaiwc4014Z2QWsepQqgSSYWLRcPlYjF6rfa1XTeuovE7KhIHIzESqSTj1MgRgKpUl2lJ9ZgX6hRpcnsok315ykCCmNo6kBA2eUGP5zKtuMgrttl8U7e55vPmmLN2xXm75PTigNh79KwmFP/U+gx8pyyKbUjYlMDG0kQTLUSHri9BEEMK/KDse84xxuE4zpgx4+3Ai9iIwO0ktrgxGHZ4joSAcw4XvAWKxYqw8iCeVAM4+k6Ijbd6XSeyCheLJReLJf3Ks3Q9feU5cC2Na2i0opLIgXRUkujJVGrjjD1abEWu12v/lLcy1Ow9gV0WG4tipMfRl7DJa2rrvGSTF3zZH9Pkik93dzht15y3Sx6cHZJ6Dw8XVFuhujSyw7ewPE34JlFd9RbYGNPeNqTr0a4zoiPll09ez/YhM2a8uXgWiT30cNNeOhaf6N5kfwI4EaT3VJUzz2oCCMSdkENNfxD4U3mHrMLH63PuhSu+F874reqcu27Jict8FM7Y5oe85y/47Oguf3Twff5w9THnzZIHi2PYeeK5J64F30G6MIIh7Ew16PpCLChGaBePaEnZTm5vq3UiJkocPEqD+cYOpEOubNQ7rsSI6+Oitj5R+uMEq8R7719wsmz43buf8BfWn/JReMTvLs5YiGMpFQ7H/bTjV/GEB+mY37/8Ife3+8DGsHEsH5ryevnIRCOhSfhNEY00ZtlHmaR5Ys/NTF7PmPFWYSCvRctCG/tQx0JkozJ6MOcgIIpkY8CdgJZ6PZQASfuJ9OFB6RNOjR8JYnUQBUkO34pZltTGncROSEtHLyAho3UkhFzIa3uNXFTOKTrbHoGYHCLQukzwCe+UytuiaPj/2bvbGFnS6z7s//M8Vd0zc+/uvbt7KZFcrkMmXlimhMCCF5QCB4hjifBKEUB/SUBJUBhABmHDRCJEBkTFcJIvRpQvAhSYjnAjM5YAx4wSKxARrEJIhARBiKxwbdiSSILiipbEy13u8u7et3nprqrnOflwnqequqene956pmvm/wPmTr93dc+d0zWnznOOs0S2y19pf1t6Wcl8MDUnrmNKljfRbl0Hb324g0eI9nqbxts2pduKKFw7pDG1SwmCpiqgjYN7XNjsr13B+CHgasX4caq8nkQb2Njo7IHS9o2V1PvatX2vtch9rwWxkDZZHfvtQuYS1+3YNEGXleVuNp0RE9ibar6VSN4J19SXyDlosACJ4NoBNLmdiKsCNCp8mY6eqUM5UsS6W0Ij0aEuSlSFx0OnmNYFJk2JqIItX1si21fY9Vu4Fcc26NFPUErTthnxUJQS0vd0lBEKn4KUX3DILOQgm5bMANYeJMB6XAcIJmotQmot8DhsodYCj8IOHoVt7IcR3pw+hUko8db+U3g8GWN/MkL1ZAQ0VtHiDwTFnh1hdDXS8sVolS3TxoJ03aSBjbEdmNNV9CmXMV6GNf5NIiJbAH4bwBgW+/5PVf3v1veMNHhnTWLP01RF51yKNyl2VzVUFW7SoPAOokC5JXC1VTgAVolSFyNUZcR9UexvlThoSjTqsO1r1NHi9S1/gFt+DyMJmPiDdMDR4rWTiFGejq66MlZn8zE7pB3uCjYZPcfrAMGTsI2Jlmk2wTaehC28NX0KB6HEN/eebuN1/XgMqRxGjwX+QDB6Aox2bce6OLAEtps0Fqdz25AUo5GqJ889LjN5fTLMIdGAzK9qzPvSiAq4mPapLS6jsajnpqkt30FEMbZZM+WuwAWH6dYWvlHewqQpcWf8At4sbyHo1zEpH2JLFDspnjzn9+AlotopUKvHO9s3AAB7kxH2t7YRtgu4qaDZErgGKPfE2m3UgJ86uGCJB5eGa0lAqjbEbBW2k1TVJimBYEmGtkJubEnrMBbUN6zSsX5aEceK+HSDnVsHuLFV4TuefRO3ywO8uP0mXijfxm13kAbyRjyKU0xU8Cf1M/g3kz+Ht6qn8ceP7uDB/jaqR2OMHtvAxnLPhu8WB7bvLal1COqmbRuSD0BaC6jD+9xsCXXO+HbSJuj1PpaU3JSImWGO0dtQRPWW4BWf+mQDkML2h6XID5SS4FFmktj9diJQgfOCQqyvdiwEsVHEQiBR4GqglgJaKOpth6a0/Ir4HI9yWxFpk7D5abx3aIKDc4qpFJawdjEthul6ay8d4piqrq2LkrUQyUlrq7ZOye7YL19Guk86HVLFeO0gBx6uscIQn1qGFAf5M6Vroyp1TP2ue21DgF7yGl3bkMJ6XKu3zxXNp720Cevou3YimEtea+/nnv8f0BKM10sxgb0pFrUSWbD8sR3qmHrgqQikAuBtZ09CsMGOMUK8R9lEuGkJHTm4ukQs81BHoNkW+P0CsVRM9z0m4y082mnw9s0djIoGb+48je2ixjPjfdwqDzB2DZ4t9jB2NXZchS2pMJJgy9UlokSAlwiflszkHq39xEibCEmJD6vgc6jhEdRhP45RqcdER9gNW7az39zANBZ4p9rB42obB02J+/s7qJoC+7vjdqKuLY+xwQTFgaI4AEZPInwVUe42kCrCH9SQAxvU2A5sbEJbFdmvAukPbbQfB6uv10qx7oA9BfDXVHVXREoAvyMiv6aq/2Ktz0rDduaBjgAQoQF2ULJp7Hv6I168t9jtbZCYTGv4UQFXbSGWDuVBgXpHUN8QTPc8Yukx3fV4sL2Nhzs3cP/pGxgVDd648TR2igrPjA7w7GivjdelBDzlD7AlNUoJ2HJVOuDYzMTqVQnsfsyu0+qYSRzZTIKUsJ6N1zfwoNrGfjPCt/ZuoGoK7D3egu4X8PsO2w/TcsZ3FOV+RLmvGD1s4OqI4vEEUqWhugcTS3SkgY39xAcrry/R+uM10eksWdXYnu/tS1tcScWBMe0/RwUKjwKAlh6uHsHVJcKWQIJHsyXwkxL7T57G7o0beDwZ49b2BH/27LP4ju038N7yAb5z9BZ2BPjzZUCJA3yw/CN87/bX8CSO8Ae3X8A7zU18df/b8Ge7z+DJdIx3Ht1ArDywazHS1TYLQSLgp4BrYEvqm7SMPmL2d7CXLLAEgyWpw9gub24otADCTgBuNnCjgDu3d3FjVOH9N9/Bv7fzLdwpn+A7x/dw203xrAu45UaoEfAkAvtR8QfVu/HN+ha+tP9e/P47z+PxZIwHbzwNt+ex/Y7D+B0rGMkDG8sndVd5vXdgBSNV1e1z141t+4J97pmf1/zPl06G8ZrW4ag2IotI91/QEtfaXZgWx+Td7Qikcut0wC7N25I82DH9Pe5EunYiUYG6q8SW9EAuKOBSpfbUwZcOvrIkdnHg0GwJwhionzg7qPeUQxylA3vjaAMjfddfus2Pp3WLTZuQ7RLe4lLv61StnSuvZz6WckohV3rnKuzYJaS7RPXcW9nfliBAFMjEwVUCP7WKa9cA5ZNu/kC5H21Q40GEq3OLqqZrS9V78FxxDSdt25BYCOI4DW8cpcGNpa3gUY/2QGksYdXYqS1M7m+uTruDFyd13WIX4/VKTGBvkpX9sNN1UbsktkuVJBqBGNojkBKi/d9vIlwdEAH4KkKiwI/S0TRR+LFAglhPPBVEASZe0ZQej4uAKnYLy0eugUdE6UaovUftPEoJCHB2uQRLikiE17w8fcHQgrRovU1ea5Eqr521C1GP/ZgS2NHjYb2NKhZ4XG3jUWV9u/cnYzS1RzwoIJM0+Gsi8HUaTDBNRxmnFrClsvchD46RNOlco71v1htxrgpk0TLGo35udGZHtcM6L2qlPbvpbJm++MOji6MRNs47DXZM/T4l9gY7epcq/xpI9PATB3V54jcQRkAxttgZpMBBOUJdeIyKgGnoPtK3vXWo3nI1AqRNYN9Qb5XYOV6rtnHaLxgyE/KQGXTJ6yrNJcjxeqIldsMWJrHEw3oHB6HEg2obD6Y7mDQF9g7GtvTxwBIz/sAGNfoKVhkyseWMfmoxWiqrvEbdWLI6zvVHbZPWXBlzWdYdr4nO5Ij96YX70vm20RIO7TDBBm0ltg1J9wAcioklkJsDQTEWNOKxu7eFEB1e376FW8UBnCieLx6ikgZbovBOsOM83oUGN6TBk9F93Pb7qFPj1wflDkIUTOsS+26MpvSQyiEWlsCOE4E01hJQGrEV+EcksFVSEsFZIiFs2esMNyK0jJDtgBtPTTAqGrz35iPcGk3wgZ37+HfHb+G238e7/T52BNhxHl4E06h4Eh32tcA361u4Vz2Lb06exjv725gcjOD28rDGVDwy7QY2toPS6yYNaszDGnv72DmuH2efm/vbp8J4TWtzkiR2Nt9KBF01trrutO0Md5dDBertCdWLHZv0Ag1ixyhdqsTuDXYUVWgUuCa2A821ECACvkiJZbUWGLGw60IaEBkF9nxRU8I9v+buBSt6ryN2CeyYEtftsdNFTY1zgjqm6m5Fm8BGaptyKOMr2oX9KECwPI6bupT7sFjsGhtcaRXXClcpXFBLXocI16SZCl0m3XJK7SDgXhW2k64SO63umR3a2Pt59SqtuyGO2v3cT+oahnzG69WYwN40iypHgF4ldjo/X4mdK0aAdsijeFvuqHUBKQtLahcOrikR9hzClqCYpAEuB4Iwtj5QzU2PaQF88+YYUkaMtmrsbFUYFQG3xhOUPuBmOcW2rzFyDW76KQoXseUsQeKgKF1X3TevreKLRep37bEfRogq2A1jVLHAQSixW49RB49H0y1Ujbc2IZPSlsfsFla9t2dT4v0UGD2x5TGj3WhJ7ElAsW/tQtx+DUlL0fMAMK1re7/rhpXXV8MdEXm1d/6uqt7t30BEPIB/CeDPA/iUqv7eRW4gDdR59cNGF0/awY7RWhiJ91CNkKYByhI+RKDwkHqMcrtAueVRHHjEUjDdS7F626F+2qMpFN98egsyinh92+J1WQQ8s3WA0gc8XU6w7WuMfYMbfopSAsausfZPYgcfnSyuwrZ2IdbfOqTv02gHHffCGNNQYC+M2nj9YLKNuvHYOxihmZTQysE/tuWM48eCYt8OMo4fR7ha2/6o7qCB3522/a5R113P6xDsNJAOPM5tJ6uviWiZZfvSCJCUREEqCFEAcGLJbu/h1XpPx1EBYIRYClxjidtmRzCZ7mB3axv/am8Lf/z0c3jXjT189fa345liHx/c/gbe5R/jtmtwywFjAT44ehtB38aLozfx9o0beBK38afP3cF+HOH16W28U+1gtx7jwWTbVhtOSzSNRxUcYm1ZaqvQ671GgVUAisKVEd5HFEXAU1sVSm+fBzfLKZ4d7eO944e46Sd4oXwHT7kDPOf38Kyr4FOCJwC41wAPo8e3wjP40sHzeNDs4PcfPI/7+zt49PgG9FtjuIlg577F9fHjiPEjW5pePq7hqgbuoO5WO1ZVqpKs0oHJ2LXtO+4+NxENV97VUqRks30XtWpdxFTNmw7QSZRUjp2S0QEQzRXYDuoUGgQegAab72I9sdENI+z1x3ZNBLxYPsQJfOVtNsDIqrFjYS2cQimIY6DZ8lCfDgLmvs6FIs2UtJfS332cS9TO5J8X7Wbq3PfeQ/QfuL0splx5Y328JQB+Yu9LMQHc1OZ+lftWuV7uRxvSWEX4ieU5XBWsvUoeBgwglYlby9nU8zqWHnBAGPvU49ryRF0Fth0oDaV9aMR+D+zcQiQdUO2/X8zM0nlgAntgjmwnkofRAOmomWuDtqTErAOAwiKIG3m4xgOahiREII6srYhrHGKpqEMBLRXTqUddFfBFwMFWicIH3BhtYaesMPIBO0WFQiK2fY3SBRQSUkJEj+z5FNUS14161NHjIFgv1/1mhCp47Ncj7FUlmuBxcDBCCC5VWzv4SlDsWX/YYi/1daqsf6prFOVuSFPcA/x+DTQRMpla1XXdWOKJximXAAAgAElEQVQ6qi1hjHq85PXCHwaT1+fubG/pfVV9aenDqwYAf0lEbgP4v0Tku1T1D8/0rHQ9nEcSG0Aehdgf7CiAVWID9od9SDvc3lmFdFXCTQtIKBFLBwneljzeAFxjS/uqRhBHimrHo94p4IuISV2g9AG74zG2ihojH3CzmKJwweK1RBSui9c+9cfOoubWISleR49ancXr6LHbjGfidR08DvbHCI2D7hdw+xavR4/TcsbHinLfKkJGjwNcHVHu1nCTBjKtLXEdInQy7ZaYN01XtXfebUMAJq/Pgh+BtMmOs6oxrYrRdsl5TNWAjS1hrxzgYy4EtKSIs1WL6gAXHOqpAOmP+inGeGfqsT8Zw4ni9ugApWswKUuE8gFuuV1sieApN0IBj/cioNYn2NeH+I7Rm5ioxze2b+OdcBMPww7eqG5jGgvcn97EJBTYb0Y4aEqoCurUKzVzoijT8LAbZYUtX2PLN7gz3sXYNXjP6CFu+30863fxfPEQWxLw7T5iSzxK8SiwgwYBT2KFiSrejtt4vX4Gf1rdwR8+eS8eVtv407efwXR3DPe4wPi+g6+ArXdsmfroSUT5xNpA+b0ppImWvE5FI90+d0pe9yuvuc+9fnz7aEO0raRTda7mFiGuDcnWViQNdowR1g4EliiVIJDCuntEwFrwiXYFIioz/UisCjvtV4fUVsTbsEhXOcTSwdWaktrSDrv124B6O0gZveVJ2tUtvYrjmRe2yLLdzKN+L2XuNm1SH3C1wFW2IqfYt6R9cYB2+G9xYH2t/SR2Fdc5cR1CO5FdVK3K2mMmid2vuG77Xpe9ftfefjaxP7CxP7ixn7gW7RL63N0+PsbrpZjA3kT9I2LtZV0Pv5XtRCJsR9G79jEkRjsdXNszSoId8tRCIOoRRoCru4SIqwWxVISxQ9h2qAtFvV1CvOLJqEFZBngfsVU28C5i7ANKbxV9hYvt5N1+FXZU107cbaKzir7gMU1Tdid1gRAc6tq3U3QxcZDGjo76KdrEtWuAYi8tV6yAcs+m6RZ7DVwVbOnitLZkUF6+mKeep+WLx24bwh58F2LRCqt1UNWHIvJbAF4GwAQ2XTyNlsR2qT92np6er64E4hxEBEjL/UoAMR2EjGOBr6xPaiy7uN3sCMK2QygVT7ZLoIh4NA4oy4CiCG283irseyERpU+DyhasmGlSC5E6eDQpXle9eN00HnXtEaYeaBxk38M1sMEx+zYcp3yicI0dZCwOYtsbVUKE260gla2QwbSytk695LWGsDh5TZfuouI10amt6ocNdPt9koc6pqHeKtAmdC1GnFXuucJBaofSWRWca5z9QT8SqHNoqhKTicMfxzsYj2vsNyO8a2sX79t6gNe33sCOm+L54iF2ZIItiShTkeGWBJQS8XzxEM/5XezFMd5bPkCtBR5u72AaS0xiif1oKxansUBA91o8IsaugRO1OTWuxtjVuO33UUqD224fN9wUW9LgKWdD2PcVmGiDWhtM1NqEfKN5F/bjGF+ZvAf3Js/gzclT+JMHz2A6LVHf30ax51A+EYwfAq6yxHUxURR7VjQiIUKmaehubfvcmtr2te1Z0n43jkpYc5/73DFe09qcoo2ISuokIoBArfguVWS3t0mJbI0C1dSWI4q15kjZUCdAjF11NppeS4woEA1tW47cTkQQgChwqlDvIMFBooc6gUSrQA5jy4OoB1yFrs9zae0zYsqgzSeyj0zSLqvAnr9pvzI7Ja6BNAchplxNbfvVfgJITL2uK4UES1xbcj6kfI/1vJ5J6PcHNTpn3wsH9c4GNuZBjem0DQRGGg6cEta9AY4zX+0RX51tJ3JS1zhmMV4vxwT2Jluy4314CaQlYiVGC0SqkCC209g0gPdWgewdXN0AZQE38fCTErFw8AeFBeaRQ71jO+P1jgWpsC1pCQkQdtJymtEITanQQvGktMOirgwQZz2fnLcqEOcO/wbGaJNyY7CpuxqBWHvbg68tWS21oKis558/ELhgQdpPUpV1b3mMq2xQo5sEuCZCDmo7wlhbVR9Ureo6BEti5yWLIRxOXC+qAuGO9MVZ41srIu8CUKfk9TaA7wfwP67vGenKOWsVNjB7gFLzcEfbGdf8x71zkBCgTqylhneQsoRMR/DOwe+NoaVD3C4w2imghaC6aUNpbECvgxZAk+J1s6WoRoppodgdqZWtlBHiFc7bxPT5YTO2qb3hMtEhhrRsvXb2h0ElkEbgKsFWXsa4D0iTB+kqfK0od+2AabnfwB00kDrC7U9tldCksnYhIQK1LTHPVdcLhzX238OzYvX12fCjkIbgiH3prl9p2u9LBxLbdiJ5sGPjrBAixWYXc3unCH9QoBx7+GlhQ8H2HZodQX2jQPX4BvZLxe8/t4PRToXbNw/w5VvvxlPFFH/xxhu45ffxfPkA7/aPMZaA57yihOC9PsJZA25EPAEA1BpRQxFUUQMIigUTZixn4MUGfHgRlBCU6e8GhzzPIKJWQQ3g7SCYqsc3w9P4Rv0M3gk38Ed778ajegt/9vgZPNzdRrU/gnu7hKsENx5Yu5BiX61dSKMYPUpFIwcN3KSyz6xJZTG8qu1vEI3dwMZlbUPyz2f+50dnx7eR1ukkSezUA1tz1bWmB+jH6bS73YYDEYhTu5m3B1CxBCrQG+zoFFKjbSdi8V8tgZursOsU+33KqTgHX1jiutj3bRI3lKmdxsjyIqGUdkBuKC0D37bOcDLbVuSUCduZdiFR00FSu85X+bztW0sAXGX71762diESos2SCWor0NsDhumBcwGk9/ZhIQIUXdsQLazSuh3YOE7nU7sQdakK3VuOKBaw5Hd/YKOHJa9Tcn9pG5Ul78W1dt1f/wpMYA/Nokrs+YqSVG2tztlwRxVL1ubEtnNQye1G0s54OuoIAIWHLRNxqb0I7CimKwDAArcEINY2TCGOcv8j103r9TlQLvgNjCkpkoYPIFoSBBFwVRpG0ABuat/91BIifqrW46lJA2KCDYnxU1si46oGkpfHNAHShFThkatpUhVfW/kxv5N8jB1pWq/1Buz3APjF1AfbAfhlVf2/1/qMdPWcRxIbOJRUyQclVcUORIYAqINIA0UBkQZSO4vZlYdGmxBeiO1Ql97itahVBcYS6OK1INSwHdPadiq1dFCvCAKEIpd3YPawv0qXJWmc7VwHO8AoOV43gK/E4nSwxIarbTBjkQ44+kmAa9QSHFObSyB1ag2Sq/Py9xSb87DGc+93nTF5fXbcwaahWlSJna/K7UTyYEdnB9IQbKWKNHnoboDzFkf8xMHlHqECqKQl1yOgGheYBsEDFWu7V1YYuwa3SxviWJUeN9wUEbsoJWJHGmyl+FT2trGEwKXV3hAgqCL0ttvDktZASmSnbEFIv6gTrdN3xb4KJurxrXADe3GMr9fP4Y3qNh7WO/j63m3sVmM8eLKDancEOfDWtq9KMwzSwcliYgmTdsVjPbfvHWxAulWpdFWRuiyGc597fRivaZOk9MLCyyUVH7t0s94QRzgbYqjeqrJ1frBjSnD3hyFKsJgs8/vvIXab0nSVzhIUMTr4aM8jaglqaXLy1pLKOU9iVceakuk4edI217Vo73RI3TdSyxOrvO6+u0ZTlbUlsKXJgxktgW0J8Ni+xtn3WNrv6g+3DTk0sLE3uLEd6jg/xDEn7U9SgU5HY7xeignsTXdUOxEA3TCalMTOldhOLImbej4hRKsoyRN5Q4B4b5nquoGIQKYB3guKUYE4siNwNrxArIVIatjfjFNie2RLadRL2w8qprSgHX3TxcEsL4fJiZDc1yp0y2IkpOCcjjQWUzvK6CuFn1qgLiah3XGWyhIiqKzaWqZ1NxymadAOasyJ60UtQziw8cpT1d8H8N2XvR10BZxnEhvAob7Y/ety71DvgLoGxFnLDe8g+yX8qIR6Qfm4hBYOcextxUwhCFtWORHGXaVE7t3a7+PXVknkpZDt9qUdeu1670noLWOsbAlj/6BiXiXjpwFuassX3aS2apBp1bZz0mllcba3vFxTgignis6933XG5DXR9bKkNd9MJXaAXZYHO+b95ty72TtIjNbeqQnQqoArC7g62mrGSWEDdrccqic2JH362COOPOqbJe49tQ0tFV+7/RxGo4DbOwe4s72Hm+UUz28/xI6rcKd8gqfcAW64Ck+5A4wkYEtsSHqZhu06KPyCMBaiIEJsUHoaujvREpV6PInb2IsjPAo3cL+5if0wwhuTW9itx7h/cAMP97dRTQvUj8aQWlA+dtjZs4OTo0cW161dSISfRPj9Bq6JcPuV/S2Rh6THmFY99uL6cebMsPJ60ETkZQA/BzuW8guq+jNz1/8ogJ9KZ3cB/G1V/TcXu5W0VidtJSLdXSxB3XuAVDytqbA5Sj7maPHY9lmtN7WKVWB756CNIjYC71KPa8CK6URsVU1QIOaitvSVZ4gBEGftV513XWuN0ppxty02JBWBiLXYUCdt2wwVmdmf1rmq8pn3Kl+sOru/3bb6SFXYjR1UlTqm/EnXEuRQsjrnOmbeZ+m+0pBG9R4oHGLhoKNUbT3q2oeE0dzAxgJdC5GUxM+9sCG56jr/TaHdgYjTVKMz9NMKTGBfATM73+LavtjIierUVkRCSDvmltSVaD2SkJbQwDkgaKrIttPwNmndVxbIXN0FtFhom8y2IN5LiHhZHLjy8ph0VLFNijQWpF1t532dT1sVn0SFm0b4OgLBkiOIETINbSVfv8+15uqPxpYs9pPXbZKkl6xeOjiGLkZ/6RTRdZKr/VJfbADWoy8nUmKERm/x2tnydvHO2kI1wYY9BoV6gasKuKktgQyV75YAlnkZoA2qCSXaA44xxev5PnVtNYh2FSBdAlvTzARtE9gSFf4gtANjJK2KwbRqh+i2CevcLiSEQ0vKDx1IZCJj8zBe01WwqBJ70ZB0Tav7AKgEwFlhSDscTAQ+ZZQleEjqwxoLy9Dkfqo2JB2o4xbqUUQ1LbBfldge1dhvSuwUNR6Md/BMsY+n/AR3iscYScBT/qBNYm+J9a/2qguG7trXRMs2ef0kbKNSj/vN03gStvCg2cFbk6cwCQXe3H8KB1WJ3b0t1HslUDmUj3yaXZAqrqeK0ZO5IenTAL9f2d8J08qqrps8dFdPPiSdldfrteZ4nVY2fgrAhwHcA/AFEfmsqn6pd7N/C+A/UtUHIvIDAO4C+J71bRUNRe6HDSBlbe2cJbXTLmB/t1Cs5V5US25rGkKoqRupSxXTAFLCWeFST+yZ51JruZFP2/PnIkFpZ4lJHdrEL5wlrlGkRLa31ZAqgBa5JUkvB5K3Y0ESt2sXol1uJOd0GktWI6a2IAprCZLiqSXiu6S15OT1zGvp3oM8x0FzIttLWjmfEvCp8rrtfZ1W4uckddvzem5g40wPcMk/Pxz6e4JOgPvXKzGBPRQrKrHt7GxfbABtFQlUU+yPNuQgNfAXVaCRtj82QoCEIgXswhIiU29Bzgv81Nuq8tJ6rMYU7CBqAa6/rOSI4NUF6fylcMEu87Wmo42wybkKS1YHtf7Wqa+TVF1ltTShG9Co2lVdh2CJEuD0/a777z2tH99qGooci88rPvSS2ABSIjtYb+zcJLBfDeg90DSQprADlU2w9lBlAVd4aKoGVEFaVZN73Ln2IGN/WaAdbJQFCWxNVSCpEiRVsNiKmd7SxSrY7aap2jrH5pgS13lFzFxV3qEhjfbiZ9+X88LK6/PFeE1Dc6xK7Lz0vDckHamSTjW130sHEvsJEOcsqVx5uGkB1yhiIfC1RxgJmj0bbBtLoNgrEEug2SnxcGcLD4qIN2/egi8CdrYq7IwrjHzArdEEhQt4qpxi5BqM05cTRSk2ND0LqeI6D3icxgJVLPCkHqOJHo+qLVTBY386wt7BCDF4hN0C0ji4fYdxHrq7a6shy71uMFixZ22g/H5j7frqAJnUqZAkVV33hqS37aA4JH1zrPdt/RCA11T1awAgIp8B8BEAbQJbVf/f3u3/BYD3rXWL6HKcogq7/b+ZK5dzg+yUyNPe9bGtVLZhjkitRXL1smtXErouFx3VEttA29pUYgSatLmxV43di1USulYbSC1I1KVWJM6Sv7llq7XgS+fTcMT2vv3vM+/VXMI55mrsvB2Y7WGdTh/aXuBwj+u8LS5ta1lYsWFpva/jyFsVubM5Z1aQ2A1s7Pe7jil53fb77iWwkf5+0Dy0cX4lJ6uvT4fvw1JMYA/N/DAaYKaCZH4oTa4iQQhdJUm/rUiw/tdogrUecQ4oCrusKixIFx4uNfv3hfVg7R+1i6VLy0dml9EAaJfSdNuagjMwuzwmqH3w1KkqPOrhXk65t3V/mnmuto5qS4Ki9qr55naegZNXf3BH+kLxiCNdazPxZkEiO8csn2YaiNggFpe+i0CKwob2OmdtokSgZQHk5ZBFqh7xecdW2kqVoxLYANq4LFGBkHrE5gExIa2AUbXPkvkWTilez1TjtVUvF1RxzeT1uWO8psE6YrCjnTxiSPpMMYjtk2rTAM5D8rD0uoEW3tqKTErAC4r9sm3LF7Zt2G4ekt5sC8KWRyw8mp0CWgCPt3bwaKTQIkK2AsQpfBlQFBHeR5Q+QETh3eEK7CbYa6iDRwgOTeMQag+NAp14SOMglcBPBL6BJa0bG5JeHFhLqHIv2uD0g2jt+uoIP2mskGRadwcn2wOTwfa/z6NohPvca3PGeH1HRF7tnb+rqnd7558H8PXe+XtYXl394wB+7UxbRJvrFEnsXo56tp1IDh+5Awb69XvSJbyj3VtDKsyQtL8Kb0UWKR+RK5wRxTaxARSxTXa3+7D9fv3zyWHAPg9SIlvsgu4zpZ9E7u6w4H3Sw6d78wK6y2a3RxdsU397UFgz7jZ5nYpa1Dno2FZmxpG1GtTC2ewGl1ZqFkgJbAAuDW7M7UJK+5FE30tet8MbF1ReM3l9aty/Xo4J7KtiyUAapGXndjq1B8ltRTT1/AMATRUlTdMF5Lx0MqoNXFQPSISLrl1OIyFa4qMQdL2fVi+ZsSOIqYKlSX8gtEtm5vs7aaoOT1Ud6QOmbRWSkyTAoeT1zPtAm40/Ihqa867EnterDsxJFU2DeUUk9cvOO9C9FlG5T3de5u6dXRZ8qiJx9pGRl0MCXQVJ+9z5j4J+FUjvdGOxt21loumgYo7HIVqCOsftfHAxvy5gcdX1eWPyej0Yr+kqOcGQdAApYaEAAjRKO/gxFxS6NCDLOYEG1/7BZYMfHWJhlYSusZkyEi0Z4ypBHFnMDlMrQqnLiNprOyRdRG2z5obuarTPBw1i++xBbPhvBIqJsxZQlcBP7LmL/TzDAGnoriWy86yZPMegbQeVk9dN6GJ9Lh6JvX3ufuFIfm9xzMIRWo+zxev7qvrSkusXfcgufEYR+Y9hCez/8ExbRNdCbkUqOTnaG+zYVmjnVd8eiEgrZXKrEa/WI1tjaqWhkEIt/ASLpwAw0zok5UkwH8NCf7vy50KYTSJn8/udbkGOZr5Xde/5DiXP8zb09T+b2qpw1yXTnbPilcK+LG/junYhZerxnVqDRG8r6/tV1u1ss/lZOSlRrf22IXR+uH+9FBPYQ7RoCSTQPyR5uBI79IJtTm6EAA0p0KWKbLjGlqYDgPNdVXau7kt9lNp+Sr0eUZqDc28ZDYCZAQZt9XVveQzQS4jkHk79fk7t9zBbbQ10lX0LktaLKj/sJCuvieicnddgx2xRNXbeeU7JFQUsPrpe5Yf33Q6sE9vBddLF87wUcmYn94id7v429Jcs9qtBokJzAkPjbDyeOag4t/rloirvmLwmokVWtOabH+44vw/dHqhLM2ZUnO1Le2dtnara+mRPSksilB7FqLBKt3EBLWxoVhxZVXZIQ9JtxkwempWWdpd+JpHQX+k4o13ZiG5Iep4tU2maYWBtQSRaf2vXKFwV4atow9Gnja2MTK1CECIkDUlH06u0bprZA5SL2oWwVd91cQ/AC73z7wPw+vyNROTfB/ALAH5AVd++oG2jy9AvqT6OXAuSTwqg/QfJyWsbD2O7rx5txbUlrC2uxUZyvZ0Va0RL0rpCIEG7AY/OQRufZoRJlx+J0Q7+tfu5szkHoFcsZ2dmXvK5agtMXJcgz6suEQFYUQq8t3xMaiUIEei46IY1jvJMnK6dYBx1nzmaq61Tm5CYW4gUXTK7rbY+YmAj0B1wOBGGfzohJrCHbFE7EWBxFUn/8jzkEWjbiiDG2Uq+9rFs2XrX9iMlsmMv+dH0ekLNJ0RSNcqh7QZmEyKLejr1EtcAbCdZF1zW/wCZbxeSX3f71jB5vcm4ZIZogflES3/YYz+54sT6YucDinl5owjg0lDImf54bnHlyKGn78fsOBfD55LWx2nbtK4e13ShGK/pOlhUjW0rE7v9Z4vNVomnKUbmZeUiAo0utWECxItVDXqBNB6xVmghcLWDesBXqQ9pWrLdJhEcUuVc2q75XqPaKyIMtspRcgJbAVfbvBnXKFxtyew2aV1HuP6MmaCQummHpOcVNjbHILSzDAAsjvv2xrXvH12+NcfrLwB4UUQ+AOAbAD4K4Edmnl/kzwH4FQA/pqp/tNatoUHTvLilbUXRy3dIynfmA3jaO6gXBQ4KOKskzkluEYUUgEbLUWiwWByjs+GOmtpuRNu3zqtp2sKUVOgH4NC+bnsZsHyl96Kcw1Er54HD++aqqbe2g+Rm4L6/Py9dgWFKZFsFtg1r1CK1eS3SHJwC7eyy+arr6O3zp0tS997jma/ZymsObTw/3L9ejgnsoVuWxAbmqkikuzwPecz9sfsBMgXktk+UE2jTJUdy0uPE/Z/62wys7vPUT5b0EiUArJdqvu9RHyAnTVz3t40unoJHYWnY1t5OpJfIzsmBgLQTbH2yAbSVgDNxOK+Q6VVz2Nl0H2C2EjvrD97qx+n+9iw5cHhki5B1x1pWXq8X4zVdFSsqse1sL4m9YP9Z8764qq1UDNH2U8WqsyUlE6Tw1s6psgo5V/p2aXdMA7XyYK1Y2DJvSKqGk96QdKA7GNmT99tnhqQ3Cqglrm0Ar0LSvBlXWxGI1NYqJCem27ZQufVTLiCZbwu1onCEldcbYs3xWlUbEfkEgM8B8AA+rapfFJG/la7/eQD/LYDnAPyjtN/RrGhLQldBPxF9HGL3UenuNjPYMT9mvq0AUSzeRSC1bbIkNlIbEavEFjivcEGhztvBPR+hhYOECFe51FLE28G5JkDqlMyuaqCw4bQivZUnOeYvOHh36MDdwgT27G0kr5rM5/O+e861eGfXF0W7Ih6jEu2sm8JDvZ8d1OhdqrZ23aBGnw6Slva+HOp37Xr9rgvMJLK7NiKzAxvZ9/occf96JSawr4KjWooACxPZdnYukQ215EUvma39x+0nO9r+1u5wojoH3kWJkHlHDe7qLy+POps0mUugLOsRdawPj/Y6RoqNwB8DXQXn3U5k3qHHnmsxkneKA7pWI8BstUeO4/mqIxK+uuh1HJGU2JjhXExeXwzGa7pKFhWELGvNt6gQJBeBOAcJtr+saeUixBIQNhzdhqWL921LPpeH7qZhW/B2GoD1LRWk/XEcHpDebi8s4RLt9YgizY7pDeDtzZiZmWPQG44O1cOrHlettOm9X1ztuIHW/Har6isAXpm77Od7p/8mgL+53q2gK2FBnnpmsGOWE90pgZ2/Ix3sk2gVwhIlDRoEYhT4NOBRxZK6LqQHiWrpjuAgeT5MjPaMUSHSpNXqEYImVXP3GmOn62ba5C2Lc3mnPeddorPPl7ne1pKHtReFfY4Uvv0M0ZTARllAS2/tQUZ2XRw5S1a37UKkbRfSJbDRJrJn2oUUaN8zpOrrbvWPtgcPTp24puX48bgUE9hXyVHV2ADmB9HMVJMAyK1FgK66Q3KVXV4iCdhOdUg9omzdend/AHB5ZzY90bIK7Gw+kd3vLwUcahEye90xEilz163cHiKis1p3ErtvPvavOnAJ2DCa/mfCcfeW5mLpsWItk9dENAQnac3Xa8tnrUN6bUVCsN6jIbcScYDTdqVLHpZuieU0RyY9t8QueSI+LwvvLRHPm+fk8IyZnGTX9FrUqq4tCZ3aAcZcSa02kDG37IsR7XD0PGsmJWI0LZ/vtw1h8pqIjuWkVdiLtInSFDucdGFZLXchmopXfb6ttUHNHTcA630tKm27JYizliKwhHdEAUlzwUTEqqtF7CBfngsWoxXxaYSEVLHda2/axUldHBeBrr1r2oa2ZUieQ+bnelvnxLVL7U7ywc9RaatzSm+rd7yDjlxKVud+15J6Wqck9XyyetHgxtwmpD9zIb/3+bqz4scAnRIT2FfNcaqxgWMlNtqERm9Hs63O7k/TnX+uRZN2j7JkAu+hZDVwZMLazp4gaT3/XHTpcjstoitj3S1F+hY9x3x1R5i/Qb7+GDF70+MpE9cXivGarqyj9qNXDEpv95s1J0Pyypj+PIImJZ5dN3w3t+XL+855aHp/OK/L1d69yw5tn86cbtsAzhSB5GR2miOTk9X9dn0zw3dX9HrljJlBYLymS3eaJPZRldj5UpGuClutlQjUErES0mXektWuUcRg1dixsO++UMjIZgPE0tqFuFrbuQDSREtm12W3ciW1VpK66Q7+ha7dUjfTK86sIpf5fAdweHV7/3PBe/tMaBPYqU1ISmDnlTo69pbAHjlEb72uc8spaxdiCeqQhzKWaJPVsZDZauucwM6n+wls6eannUvlNePRkRivV2MC+6palsgGFlZkA70jgv3r+72wFwXi+YR1nuZ73G3s6z3ukYnrvH1z237U9cd6XtoM/NHQVXSR1diL9J971cHN0z7uZWLy+nJsyI+faC2OWY0N4HBFNlJFYFqC3g5Lb1cx5qyLVWbngelw0g0Qy71PAVsX7wQScHQCO29z/3tOWANdVeCKOTOH2vb1k9dnade3KZ8X1xXffrpsp63EzonpXuckO61QSM5jA/0rIA8AAB/vSURBVA6p33WqxlYLsVaV3e2HaxpQGBVwkDbxLRE2aFfswRzQtUSN0m4KYmrNpwoRy3lI7/Oi335JFhzs615Xr+1qr80UgNQuRADvoKm9FEq7TAtnFdfOhjbaIEbXq7Luf8dctfVs1TUO9bbGzMDGNnndq7pm8voC8D1aignsq+4EFdl20RFV2cDMkvOZ5eZLdkoX9VVd2FM1O2Yy+sRJa3vi5dfTpRP+jOiqushq7GUu+/nPExPXl4rxmq68Y1Rj29m5imwAiO7wfJkQAOdsD/qM82VW7l+vY87MaVr1MU5sBMZr2ghnSWKjV43tUmhRTQluaZOvEnvV2DmpHQAprBo7NkgDbu28BMCVVpXtUkW2BIWrnR07rL21HmlsXoANwg2W7A6h16apO+gn+eDh/EHFmdfUi/NiSWfNBy5z1bUXa0fl83yElLTOSeoyDWcs7baxV1ltg4DRJbGdWLW1m0tm9xPX84Mac+L6PKqu+z9AWorxejkmsK+LZf2xgZXJbLtYFu+gxqOXnx+7r+qi7Zi5+IjHOW7lIAPB5lPwg42uvsuuxr4qmLy+XIzXdJ0sq8YGjq7IBpYOSz+U0AZmk9rA7FD0mbkFq7a5n0xPlYeLZsv0z8/cZnFLEM6YGSDGa9okp01iA4ersXOoFXvQvLgl3w6wZGy7SKYd9ihpgKNCvCV3c/V2jDbYUX0a9ugdENNtG2cJ7CJ9j74ditufN9AmrxfF08zNJbBFgP7cA+dSpXT6ygnsQhC9ADlxnaqtY5us7rUGcdZG5XAFNtqWILkivU1eC2YGNQJMXl8oxuuVmMC+Tla1FWlvN7tD3l3cr86Ww7c/Z0cmrU/ynNx5JqJNwyT22TB5TUQX7TgrGpclsoEumd0fI9MfmA60bfjaT4j+jREXVl4f3tS5z5d+27/jzpo5y5wZfr4R0TLnlcRW2IBBTUlXRZdtzWFIgYgUnqPdP7cXgRNLTota8jsnsoOm/tkC5+26GBSu0ZTMtnZRLqQ2IRE26BFI57Ubpgssjom9CmzrNy3tnAN1ktp75GR1L2ldSNsCJBZ23zZpPZe4hkPqg51ed05gz7UMOarqGr23k8lr2hRMYF9Hq/qhtrc7ul/T0uTyeTtpgpw7zoPFoQV0bfRjL2PWakxabxzGa7qWTjks3S7qDX3Mt8l/2Yc4W20NdG1H+k+RTywamL5oUFi72fNJ7eUJabbqu1oYr2njnDWJjZRcTY+T+14D2j1utAbZqlZ9DQXE220lWsiUCMRg1dsSLAEtQdpBkBLSIMigVsEdrcWIPYbabAK1y4B0maJLYufXuuw1OElJ5dwKRXoJ53RdTlrny3IltaDXGkS6y3KVdU5sL0haI1dbo3es9LzahWSMPSfGeL0cE9jX3XGrstvbH241shanqermjvPw8UdI1xErspdj8noz8b8sXWfHac13xErGmYHpdoF97yeNe4PT+9oK7JMkq7NjJKVP3bKPn2GbjT8e2kRnSWIv0qvObs9LSl73LlPAhj6id9v8O5Iqop0oVFOBt7PLrbc14Jw9iAsAfEpq+3T3kIY6qrSPuSghOb+NKpZ8BroENSRVUoslrvP59rqid5t+b2vBTGuQtqq6n6R2c9uRt+U8Me6cDt+3pZjAJjO/43mchMGaWoccG3eWrxwecaRrixXZs5i03niM13TtrVrROL+ffOQqxjDbms8uOnQ/AOc2W2bxdhzvft1tGASGgvGaNtZZk9hzHUNyNTYAqGj7+JpibFuJnb8rgKKrykauyk7V223VdVRI7zL7ngZBan4s7R5TcfwKbOl/l/b84cGKvUrr/nU+V3LPJqzb7/3HAJa3Cult25kw5pwa4/VyTGDTYsdtM3LRuLN8tfHHS8SK7E36zKGjXeP/okSHrKrIBg5XXM9cNd9upH9Q83wKRo7V/o+J66uJPzLaZOdRid2rpM7JWEn/aOpH3fa5zrdJiWbE7n65V3YOhS6k8J6S1UitQ3KCOl9m52UmgQ0sT0b2q7Dnk87z1dNdexH0qrPT/Rclrmfum59nTT2uD72wc3ys64jv31JMYNNqp6nOXtdzExFdB9etIptJayIaunOYMdPd5ALiPmfMENGmaFt4nPFx+rvP/Yt6iWxFTjJLV6ENS0a3Ax5zFXfqmY1+pXWcq+bOCetchY3e5SvoTDJZei1FMNvqY74SeyYxvSBZ3Saw9VC7kvZ5596vM+NHBF2AUyewReQFAL8E4N2w41Z3VfXnRORZAP87gPcD+BMA/5mqPjj7ptLG4A4srcMxP+jp5BivB24+EXIVYjAT1sPGeL02jNdXxEmLP1Ylk08zd+asldtX4bOGGK/XiPF6Dc4rkd17jPlhj0AOb9olrAGoSjcMMldQx973uarqfF2XvE5Peozq6+xQFXbe7rzt872q55PavdvnhHV7+7kk9VqS1gAT1+eJ8Xqls0zhawD8pKr+RQDfC+DviMgHAXwSwOdV9UUAn0/niYhW0zN80TKM11fJ0JO/Q99+MozX68J4fRWdNRms8eRfl7m9tFkYr9eF8XooekncmTYa0r9MoU4tMbyw93TvK7XwaAcnehuqmE+rt+tXfelRXy5dv+i5e21E2vYhTttq6yNfX+99oA3GeL3UqSuwVfUNAG+k009E5MsAngfwEQB/Nd3sFwH8FoCfOtNWEtGV1ztoTOeM8foKOioJvElJByaqryzG6/VhvL7CjorPlxkrN+kzg9aC8Xp9GK/X6DwqsXt9secfq1+Vfeg5U5uRQ5XUKQvc73F9+DYLHu8429g7fSjZPJOA1iNvM3P5osdfdPlZYgPjyrljvF7tXHpgi8j7AXw3gN8D8O0pmENV3xCRbzviPh8H8HEA2MLOeWwGERGtwHh9xV1272wmrYnODeP1NXHRg9OZtCY6d2eN18XtZy5mQ4dmPsl8HMuSuHr05TPDH/MJ7Se7tRsACcwktPsJ74XPdcJtnU9Yz152+L4zietVSetFl530Y4EfI3RJzpzAFpGbAP45gJ9Q1cdyzB0vVb0L4C4APC3P8leAiPhH1ZoxXl8zx02EHOf3jolpmsd4vVaM19cUf69oHfj/aq3OI15vve8F/pCOctJq7Pl38qjk7hHJ7DZh3bu87Z09c79UDT33fKepoF1ZOX1UsnrRbY9z3Wn/t/F/6foxXi91pgS2iJSwYP1PVfVX0sVvish70tHG9wB466wbSUTXA5fMrA/jNR2JyWk6Bcbr9WG8JqLzxHi9PozXF+i0bUWOquJelfjt/d4cShov+506jwT2/Lac5rojn+yC7kOnwni93KmHOIodWvzHAL6sqj/bu+qzAD6WTn8MwK+efvOI6No4y8ACBvqlGK+J6FwxXq8N4zURnSvG67VhvL4kp03AnvR+eRDisusW3CYPTTzJ13Ef+1jbdpTT/k4zDlycS4zXIvKsiPy6iHw1fV/Y10hEXhaRr4jIayLyyePcX0R+Ot3+KyLy13uX/1a67F+nr4XtlvpOncAG8FcA/BiAv9Z7wh8E8DMAPiwiXwXw4XSeiGgliaf/oqUYr4noXDFerw3jNRGdK8brtWG8viynTdqd5n7zCeVFX+4cv47zfOt8vWe5H53ZJcbrTwL4vKq+CODz6fzstol4AJ8C8AMAPgjgh0Xkg8vun67/KIDvBPAygH+UHif7UVX9S+lr5WqVU7cQUdXfwdG/Pt932sclIqLzxXhNRDQMjNdERMPAeL0hjmoRsq77DQX7XNPJfATAX02nfxHAbwH4qbnbfAjAa6r6NQAQkc+k+31pyf0/AuAzqjoF8G9F5LX0OL97mo08SwU2EdH54hJHIqJhYLwmIhoGxmu66s6j0njo/9/P8lquyntwFZwtXt8RkVd7Xx8/wTN/u6q+AQDp+6J2Hs8D+Hrv/L102bL7L7sPAPyvafXK35djTMA90xBHIqLzxKEFRETDwHhNRDQMjNd0reT/72cdcDiE6uyz/m4zNmycM8br+6r60pGPLfIbAN694Kq/d8zHX/RbsWqLl93nR1X1GyLyFGwY7o8B+KVlD8YENhFtBgWg/BQlItp4jNdERMPAeE3X1VkS2f37Z5uQ0D6vX2WGhM205nitqt9/1HUi8qaIvEdV3xCR9wBY1I/6HoAXeuffB+D1dPqo+x95H1X9Rvr+RET+N1hrkaUJbLYQIaKNIXr6r5WPLfKCiPymiHxZRL4oIv/V+l8REdHVtM54TURE54fxmq6182qNs67WO+tu6cPWQINyifH6swA+lk5/DMCvLrjNFwC8KCIfEJERbDjjZ1fc/7MAPioiYxH5AIAXAfx/IlKIyB0AEJESwA8B+MNVG8kKbCK6LhoAP6mq/yotU/mXIvLrqvqly94wIiIiIiIiugBnrc4+7uNfpk3YBhqSnwHwyyLy4wD+DMB/CgAi8l4Av6CqP6iqjYh8AsDnAHgAn1bVLy67v6p+UUR+GTbosQHwd1Q1iMgNAJ9LyWsP4DcA/C+rNpIJbCLaHGv8oE3DBPJggSci8mXYAAEmsImITop/GBERDQPjNdFii343NqFVyEnxd/zquKSfpaq+DeD7Flz+OoAf7J1/BcArx71/uu4fAPgHc5ftAfjLJ91OJrCJaCMIzrz05Y6IvNo7f1dV7y58LpH3A/huAL93pmckIrqGziFeExHRBWC8JjqhTU9q8/f5ymK8Xo0JbCLaDKpnHVqwdOpuJiI3YVNuf0JVH5/lCYmIrqWzx2siIroIjNdEZ7fsV2gdyW3+yl5PjNcrMYFNRNdG6rH0zwH8U1X9lcveHiIiIiIiIhoo5huJLgwT2ES0Mda5ZEZEBMA/BvBlVf3Z9T0TEdHVxyWORETDwHhNRDQMjNfLMYFNRJtjvQH7rwD4MQB/ICL/Ol3236RBBEREdBLcwSYiGgbGayKiYWC8XooJbCLaGOs84qiqv4PNGsFBRDRYrBAhIhoGxmsiomFgvF6OCWwi2gwKIDJiExFtPMZrIqJhYLwmIhoGxuuV3GVvABERERERERERERHRIqzAJqLNwQOORETDwHhNRDQMjNdERMPAeL0UE9hEtDHY84mIaBgYr4mIhoHxmohoGBivl2MCm4g2hzJiExENAuM1EdEwMF4TEQ0D4/VSTGAT0cbgEUciomFYZ7wWkU8D+CEAb6nqd63vmYiIrj7uXxMRDQPj9XIc4khEREREm+SfAHj5sjeCiIiIiIg2AyuwiWgzKDi0gIhoCNYcr1X1t0Xk/et7BiKia4L710REw8B4vRIT2ES0EQSAsOcTEdHGO4d4fUdEXu2dv6uqd8+2VURENI/710REw8B4vRoT2ES0OeJlbwARER3L2eL1fVV96Zy2hIiIluH+NRHRMDBeL8Ue2ERERERERERERES0kViBTUQbg0tmiIiGgfGaiGgYGK+JiIaB8Xo5VmAT0WbQM34REdHFWHO8FpF/BuB3AfwFEbknIj9+7q+BiOg64P41EdEwMF6vxApsItoQCvCIIxHRAKw3XqvqD6/twYmIrhXuXxMRDQPj9SpMYBPRxhDGayKiQWC8JiIaBsZrIqJhYLxeji1EiIiIiIiIiOjERORlEfmKiLwmIp9ccP13iMjvishURP7uZWwjERENHyuwiWhzcMkMEdEwMF4TEQ3DGuO1iHgAnwLwYQD3AHxBRD6rql/q3ewdAP8lgL+xtg0hIroKuH+9FBPYRLQZFJB42RtBREQrMV4TEQ3D+uP1hwC8pqpfAwAR+QyAjwBoE9iq+haAt0TkP1nrlhARDRn3r1diApuINgePOBIRDQPjNRHRMJwtXt8RkVd75++q6t3e+ecBfL13/h6A7znLExIRXVvcv16KCWwiIiIiIiIimndfVV9acr0suIwZGCIiOndMYBPR5uDuLhHRMDBeExENw3rj9T0AL/TOvw/A62t9RiKiq4r710sxgU1EG0O4ZIaIaBAYr4mIhmHN8foLAF4UkQ8A+AaAjwL4kXU+IRHRVcX96+WYwCaizcGATUQ0DIzXRETDsMZ4raqNiHwCwOcAeACfVtUvisjfStf/vIi8G8CrAJ4GEEXkJwB8UFUfr23DiIiGiPvXSzGBTUSbQQFw6i4R0eZjvCYiGoYLiNeq+gqAV+Yu+/ne6W/CWosQEdFRuH+9krvsDSAiIiIiIiIiIiIiWoQV2ES0EQTKnk9ERAPAeE1ENAyM10REw8B4vRoT2ES0ORiwiYiGgfGaiGgYGK+JiIaB8XqptbUQEZGXReQrIvKaiHxyXc9DRFeI6um/6FQYq4noVBivLxzjNRGdCuP1hWO8JqJTYbxeai0V2CLiAXwKwIcB3APwBRH5rKp+aR3PR0RXAIcWXDjGaiI6FcbrC8d4TUSnwnh94RiviehUGK9XWlcF9ocAvKaqX1PVCsBnAHxkTc9FRESnw1hNRDQMjNdERMPAeE1EtAbr6oH9PICv987fA/A9a3ouIroiOLTgwjFWE9GpMF5fOMZrIjoVxusLx3hNRKfCeL3cuhLYsuCymZ+EiHwcwMcBYAs7a9oMIhqUNQdsEfk0gB8C8Jaqftdan2wYVsZqgPGaiBbgDvZFY7wmotNhvL5oJ47Xxe1n1r1NRDQEjNdLrSuBfQ/AC73z7wPwev8GqnoXwF0AeOmll/TXX/0/1rQpRHRRRBbtrx3XhQwf+CcA/iGAX1r3Ew3EylgNLIrXv3wxW0dEazOAeE2zThmvuX9NNHSM14Nzqnj96if/64vZOiJaG/npnzzDvRmvV1lXD+wvAHhRRD4gIiMAHwXw2TU9FxHRsajqbwN457K3Y4MwVhMRDQPjNRHRMDBeExGtwVoqsFW1EZFPAPgcAA/g06r6xXU8FxFdEQoecbxgjNVEdCqM1xeO8ZqIToXx+sIxXhPRqTBer7SuFiJQ1VcAvLKuxyeiKyie6d53ROTV3vm7aWkeLcFYTUSncrZ4TafAeE1Ep8J4feEYr4noVBivl1pbApuI6KTOOHX3vqq+dF7bQkRER+OUdCKiYWC8JiIaBsbr5ZjAJqLNwYBNRDQMjNdERMPAeE1ENAyM10uta4gjEdHGEZF/BuB3AfwFEbknIj9+2dtERERERERERERHYwU2EW0GBRDXe8RRVX94rU9ARHQdXEC8JiKic8B4TUQ0DIzXKzGBTUQbQrlkhohoEBiviYiGgfGaiGgYGK9XYQKbiDYHAzYR0TAwXhMRDQPjNRHRMDBeL8UENhFtDgZsIqJhYLwmIhoGxmsiomFgvF6KQxyJiIiIiIiIiIiIaCOxApuINgOHFhARDQPjNRHRMDBeExENA+P1SkxgE9GGUEDjZW8EERGtxHhNRDQMjNdERMPAeL0KE9hEtDnY84mIaBgYr4mIhoHxmohoGBivl2IPbCIiIiIiIiIiIiLaSKzAJqLNwJ5PRETDwHhNRDQMjNdERMPAeL0SE9hEtDm4ZIaIaBgYr4mIhoHxmohoGBivl2ILESLaHKqn/yIioovDeE1ENAyM10REw3BJ8VpEnhWRXxeRr6bvzxxxu5dF5Csi8pqIfHLV/UXkORH5TRHZFZF/OPdYf1lE/iA91v8kIrJqO5nAJqINcYZgzR1sIqILxHhNRDQMjNdERMNwqfH6kwA+r6ovAvh8Oj9DRDyATwH4AQAfBPDDIvLBFfefAPj7AP7uguf8nwF8HMCL6evlVRvJBDYRERERERERERHR9fMRAL+YTv8igL+x4DYfAvCaqn5NVSsAn0n3O/L+qrqnqr8DS2S3ROQ9AJ5W1d9VVQXwS0c85wz2wCaizaAAYrzsrSAiolUYr4mIhoHxmohoGC43Xn+7qr4BAKr6hoh824LbPA/g673z9wB8zwnuP/9Y9+Ye6/lVG8kENhFtDi5VJCIaBsZrIqJhYLwmIhqGs8XrOyLyau/8XVW9m8+IyG8AePeC+/29Yz7+oh7Vp93gUz0WE9hEtDm4g01ENAyM10REw8B4TUQ0DGeL1/dV9aWjH1q//6jrRORNEXlPqp5+D4C3FtzsHoAXeuffB+D1dPo4959/rPcd8VhHYg9sItoQCsQzfBER0QVhvCYiGgbGayKiYbjUeP1ZAB9Lpz8G4FcX3OYLAF4UkQ+IyAjAR9P9jnv/7pVau5EnIvK9IiIA/vNV9wGYwCYiIiIiIiIiIiK6jn4GwIdF5KsAPpzOQ0TeKyKvAICqNgA+AeBzAL4M4JdV9YvL7p8e408A/CyA/0JE7onIB9NVfxvALwB4DcAfA/i1VRvJFiJEtBkUUOWQGSKijcd4TUQ0DIzXRETDcInxWlXfBvB9Cy5/HcAP9s6/AuCV494/Xff+Iy5/FcB3nWQ7mcAmos3BpYpERMPAeE1ENAyM10REw8B4vRQT2ES0OThkhohoGBiviYiGgfGaiGgYGK+XYg9sIiIiIiIiIiIiItpIrMAmos2gCkT26CMi2niM10REw8B4TUQ0DIzXKzGBTUSbg0tmiIiGgfGaiGgYGK+JiIaB8XopJrCJaGMojzgSEQ0C4zUR0TAwXhMRDQPj9XJMYBPRhlAecSQiGgTGayKiYWC8JiIaBsbrVTjEkYiIiIiIiIiIiIg2EiuwiWgzKIDII45ERBuP8ZqIaBgYr4mIhoHxeiUmsIlocyh7PhERDQLjNRHRMDBeExENA+P1UkxgE9FGUADKI45ERBvvIuK1iLwM4OcAeAC/oKo/s9YnJCK6grh/TUQ0DIzXqzGBTUSbQZVHHImIhmDN8VpEPIBPAfgwgHsAviAin1XVL63tSYmIriLuXxMRDQPj9Uoc4khEREREm+RDAF5T1a+pagXgMwA+csnbREREREREl4QV2ES0MbhkhohoGM4Yr++IyKu983dV9W7v/PMAvt47fw/A95zlCYmIrivuXxMRDQPj9XJMYBPR5uCSGSKiYThbvL6vqi8tuV4WPeNZnpCI6Nri/jUR0TAwXi8lqpf/94CIfAvAnwK4A+D+JW/OWQx9+4Hhv4ahbz8w7Nfw76jqu05zRxH5f2Cv/bTuq+rLZ7g/HUOK13sY7v/RbMi/Z8Dwtx/ga7hsGxuvReQ/APDfq+pfT+d/GgBU9X84w3NeO4zXG2Po2w8M/zUMffs3Nl7T+WC83hhD335g+K9h6NvPeL1GG5HAzkTk1RUVORtt6NsPDP81DH37gavxGuhquwr/R4f+Goa+/QBfAx1NRAoAfwTg+wB8A8AXAPyIqn7xUjdsgK7C/9Ghv4ahbz8w/Ncw9O2n6+Eq/D8d+msY+vYDw38NQ99+Wi+2ECEiIiKijaGqjYh8AsDnAHgAn2bymoiIiIjo+mICm4iIiIg2iqq+AuCVy94OIiIiIiK6fO6yN2DO3dU32WhD335g+K9h6NsPXI3XQFfbVfg/OvTXMPTtB/gaiC7CVfg/OvTXMPTtB4b/Goa+/XQ9XIX/p0N/DUPffmD4r2Ho209rtFE9sImIiIiIiIiIiIiIsk2rwCYiIiIiIiIiIiIiArAhCWwReVlEviIir4nIJy97e1YRkRdE5DdF5Msi/397dxOq6RjHcfz7a8bEkLwUjRmaURMmxUjylmRsMGEj1NSk7JQhEnYWdhIL2XhpikhMmSxEY2M1CQsvo2hoZhhMyUs2yN/ivssJzZxnFs91X873sznPfT9n8b/Oy3dxne7r5JMk28b7pyR5O8nn48eTW896JEmWJfkwyRvjdTdrSHJSkleTfDZ+Ly7raX6AJPeOP0MfJ3kpybG9rUFLi71ux163Za/VG3vdRs+tBnsttWCv27DX7dlrzaL5BnaSZcBTwHXABuD2JBvaTnVEfwD3VdV5wKXAXePMDwK7qmo9sGu8nrptwJ4F1z2t4Ungzao6F7iAYR3dzJ9kNXA3cHFVnQ8sA26jozVoabHXzdnrRuy1emOvm+q51WCvpbmy103Z64bstWbVfAMbuAT4oqr2VtVvwMvATY1nOqyqOlhVH4yvf2EIxWqGubePn7YduLnNhIuTZA1wA/DMgttdrCHJicBVwLMAVfVbVf1IJ/MvsBw4LslyYCXwDf2tQUuHvW7EXk+CvVZP7HUDPbca7LXUiL1uwF5Phr3Wok1hA3s1sH/B9YHxXheSrAU2AruB06vqIAxRB05rN9miPAE8APy54F4vazgbOAQ8Pz7280yS4+lnfqrqa+AxYB9wEPipqt6iozVoybHX7djrhuy1OmSv2+i51WCvpRbsdRv2ujF7rVlNYQM7/3Gv5j7FUUhyAvAacE9V/dx6nlkk2Qx8X1Xvt57lKC0HLgKerqqNwK909mjJeJbTTcA64Azg+CRb2k4lHZa9bsBet2ev1SF7PWf/g1aDvZZasNdzZq+nwV5rVlPYwD4AnLngeg3DYwOTluQYhli/WFU7xtvfJVk1vr8K+L7VfItwBXBjkq8YHlO6JskL9LOGA8CBqto9Xr/KEPBe5ge4Fviyqg5V1e/ADuBy+lqDlhZ73Ya9bs9eqzf2ev56bzXYa6kFez1/9noa7LVmMoUN7PeA9UnWJVnBcGj7zsYzHVaSMJw1tKeqHl/w1k5g6/h6K/D6vGdbrKp6qKrWVNVahq/5O1W1hU7WUFXfAvuTnDPe2gR8Sifzj/YBlyZZOf5MbWI4P6ynNWhpsdcN2OtJsNfqjb2es95bDfZaasRez5m9ngx7rZmkqv3TKUmuZziDaBnwXFU92nikw0pyJfAu8BF/n5n0MMO5T68AZzH8Mt5SVT80GXIGSa4G7q+qzUlOpZM1JLmQ4Z8urAD2Ancw/FGmi/kBkjwC3Mrwn5w/BO4ETqCjNWhpsddt2et27LV6Y6/b6bXVYK+lFux1O/a6LXutWUxiA1uSJEmSJEmSpH+awhEikiRJkiRJkiT9ixvYkiRJkiRJkqRJcgNbkiRJkiRJkjRJbmBLkiRJkiRJkibJDWxJkiRJkiRJ0iS5gS1JkiRJkiRJmiQ3sCVJkiRJkiRJk+QGtiRJkiRJkiRpkv4Cx4AkrmjuxIEAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1800x432 with 8 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -761,7 +765,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.7"
+   "version": "3.7.7"
   }
  },
  "nbformat": 4,
-- 
GitLab