{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can run this notebook in a [live session](https://binder.pangeo.io/v2/gh/pangeo-data/climpred/main?urlpath=lab/tree/docs/source/examples/decadal/diagnose-potential-predictability.ipynb) [](https://binder.pangeo.io/v2/gh/pangeo-data/climpred/main?urlpath=lab/tree/docs/source/examples/decadal/diagnose-potential-predictability.ipynb) or view it [on Github](https://github.com/pangeo-data/climpred/blob/main/docs/source/examples/decadal/diagnose-potential-predictability.ipynb)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Diagnosing Potential Predictability\n",
"\n",
"This demo demonstrates `climpred`'s capabilities to diagnose areas containing potentially predictable variations from a ``control``/``verification`` alone without requiring multi-member, multi-initialization simulations. This notebook identifies the slow components of internal variability that indicate potential predictability. Here, we showcase a set of methods to show regions indicating probabilities for decadal predictability."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
" setTimeout(function() {\n",
" var nbb_cell_id = 1;\n",
" var nbb_unformatted_code = \"# linting\\n%load_ext nb_black\\n%load_ext lab_black\";\n",
" var nbb_formatted_code = \"# linting\\n%load_ext nb_black\\n%load_ext lab_black\";\n",
" var nbb_cells = Jupyter.notebook.get_cells();\n",
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
" nbb_cells[i].set_text(nbb_formatted_code);\n",
" }\n",
" break;\n",
" }\n",
" }\n",
" }, 500);\n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# linting\n",
"%load_ext nb_black\n",
"%load_ext lab_black"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-06T18:16:57.803940Z",
"start_time": "2020-01-06T18:16:55.632702Z"
}
},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
" setTimeout(function() {\n",
" var nbb_cell_id = 2;\n",
" var nbb_unformatted_code = \"%matplotlib inline\\nimport climpred\";\n",
" var nbb_formatted_code = \"%matplotlib inline\\nimport climpred\";\n",
" var nbb_cells = Jupyter.notebook.get_cells();\n",
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
" nbb_cells[i].set_text(nbb_formatted_code);\n",
" }\n",
" break;\n",
" }\n",
" }\n",
" }, 500);\n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import climpred"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-06T18:16:57.823874Z",
"start_time": "2020-01-06T18:16:57.805098Z"
}
},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
" setTimeout(function() {\n",
" var nbb_cell_id = 3;\n",
" var nbb_unformatted_code = \"# Sea surface temperature\\nvarname = \\\"tos\\\"\\ncontrol3d = climpred.tutorial.load_dataset(\\\"MPI-control-3D\\\")[varname].load()\";\n",
" var nbb_formatted_code = \"# Sea surface temperature\\nvarname = \\\"tos\\\"\\ncontrol3d = climpred.tutorial.load_dataset(\\\"MPI-control-3D\\\")[varname].load()\";\n",
" var nbb_cells = Jupyter.notebook.get_cells();\n",
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
" nbb_cells[i].set_text(nbb_formatted_code);\n",
" }\n",
" break;\n",
" }\n",
" }\n",
" }, 500);\n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Sea surface temperature\n",
"varname = \"tos\"\n",
"control3d = climpred.tutorial.load_dataset(\"MPI-control-3D\")[varname].load()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Diagnostic Potential Predictability (DPP)\n",
"\n",
"We can first use the {cite:t}`Resplandy2015` and {cite:t}`Seferian2018` method for computing the unbiased {py:func}`.climpred.stats.dpp` by not chunking the time dimension."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-06T18:17:02.149721Z",
"start_time": "2020-01-06T18:16:58.645884Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEWCAYAAACXGLsWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAADbwUlEQVR4nOy9d5wkZ3Xu/z1vVXWYtEGrHJDIIEBpV9IGbZpNEhcFBMgiG2yMbRyUBQKF1eY0P99rfG0uxjYO2JhsAwoorBCSQBIgMDkHCaWNk7q7qt7z++NU9eTZmd3ZMLv96NPamZ7q7ur0nveE53lEVWmggQYaaKCB0eAO9gk00EADDTRw6KMRLBpooIEGGtgjGsGigQYaaKCBPaIRLBpooIEGGtgjGsGigQYaaKCBPaIRLBpooIEGGtgjGsGigUkDEfmyiLwj+/mdIvLgwT6nBho4UtAIFg0ckhCRW0XkX/pfp6oXquo/HcRzmi4inxWRbhH5lYi8eZRjp4rIP4nIs9nl1kF//6WI9IpIV3a5a78/gQYa2AeEB/sEGmhgEuHDQA04FjgT+KKIPKGq3xvm2A6gCTgVOAa4R0R+par/0O+Y16nqV/bvKTfQwMSgkVk0MCpE5CwR+aaIdIrIf4jIv4vIquxvQ0pBIqIi8uLs59eKyLdEZLeI/Kb/7lpETs2OfYeI/FpEnheRm7K/rQA+AFyR7bqfyK6/X0T+YITzfLmI3C0i20XkRyLypgl+HZqBy4EPqWqXqj4IfAF42wg3eR2wQVV7VPWXwN8D75rIc2qggQOJRrBoYESISAH4HPDPwHTgP7EFc6zoBt4OTAVeC/yxiFw66Jh5wMuAduBmEXmFqt4BrAH+Q1VbVPWMPZxnM3A38G/YLv73gL8RkVeOcPzfiMjOES7fGeFhXgokqvrjftc9AZw+2qkN+vlVg/7+ryLynIjcJSKjPscGGjjYaASLBkbD+UAE/H+qGqvqp4BHx3pjVb1fVb+rql5VvwN8Algw6LDbVLVXVZ/AFt+9WTT/F/BLVf0HVU1U9VvAp4E3jnBef6KqU0e4vGaEx2gBdg+6bhfQOsLxdwA3ikhrlmm9CytL5XgLVqJ6AXAfcKeITN3zU22ggYODRrBoYDScADypA9UmfzXWG4vIeSJyX7Z73gW8F5gx6LCn+/3cgy3K48ULgPP6ZwjYYnzcXtzXSOgC2gZd1wZ0jnD8nwO9wE+Az2OB8rf5H1X1a1mQ7FHVtcBO4IIJPN8GGphQNIJFA6Phd8CJItK/nHJKv5+76bdbFpHBi/O/YXX9k1V1CvC3DCzNjIbxyCH/Btg6KENoUdU/Hu5gEfnbflNIgy/DNasBfgyEIvKSftedAQx7vKpuV9W3qOpxqno69l37xijPQRn7a9NAAwccjWDRwGh4GEiAPxeRSEReD5zb7+9PAKeLyJkiUgJuHXT7VmC7qlZE5FxgxFHTYfAMcKqIjOUz+t/AS0Xkbdl5RiIyS0ReMdzBqvreLJgMdxm2B6Gq3cBngJUi0iwic4FLsH7OEIjIi0TkKBEJRORC4D1APhhwiojMFZGCiJRE5Dos4/raGJ5rAw0cFDSCRQMjQlVrwOuBdwLbgSuwBTP/+4+BlcBXsHLLYJLcn2CLaydwM/DJcTz8f2b/bhORb+7hPDuBZVhj+ymstLUeKI7j8caCPwHKwLNYWemP87FZEblARLr6HXsO8F2sTLUWeEu/EdtW4P8CO4AngRXAhaq6bYLPt4EGJgzSMD9qYDwQkX8EfquqHzzY59JAAw0cODQyiwYaaKCBBvaIRrBooIEGGjgIEJEVGYH0pyJy4wjHvElEvi8i3xORfzvQ5zjgXA61MlTG3v0rIAA+qqrrDvIpNdBAAw1MKEQkwCbslmIj1Y8CV6rq9/sd8xKsz7dYVXeIyDGq+uxBOWEOscwiewE/DFwIvBK4ciQWbgMNNNDAJMa5wE9V9efZIMm/Y9N1/fGHwIdVdQfAwQwUcOgJCdZfQAARyV/A7w938IwZM/TUU089cGfXQAMNTFo8/vjjz6vq0ftyH8sXNeu27enYHu871e8BlX5XfURVP5L9fCLGD8rxW+C8QXfxUgAR+RpWabk1k8I5KDjUgsUeX0AReQ82s84pp5zCY489duDOroEGGpi0EJExqw+MhOe3p3z9zpPGdGx0/M8qqjpzHx4uBF4CLAROAh4QkVer6s59uM+9xiFVhhoLVPUjqjpTVWceffQ+bRIaaKCBBsYJJVU/psse8CRwcr/fT8qu64/fAl/IdNl+gfU4XsJBwqEWLMbyAjbQQANjwNI5qw72KRx2UMCjY7rsAY8CLxGR0zJ159/DpHH643NYVoGIzMDKUj+fyOczHhxqwWIsL2ADDTQwBtz9UIM3uT/gx/jfaFDVBHgfcCfwA+CTqvo9EVkpIhdnh92JKRh8H1Mmvu5gsvwPqZ6FqiYikr+AAfCxEVzIGmiggQYOOBQl3nOJaWz3pfol4EuDrru5388KXJ1dDjoOqWABw7+ADTTQQAOHAhRIxyWIfPjgkAsWDTTQQAOHMsbQjzgs0QgWDTTQQANjhALpIaZ6caDQCBYNNNBAA+PAxHQsJh8awaKBBhpoYIxQ9IjtWRxqo7NHDJafcwvLZ9663x9n0fL1+/0xGmjgSIEqxGO8HG5oZBYHCXc+ftt+ud/FS9dx7919asf33XnDfnmcBho4MiGkR6hVeiOzOMyQRo65b9h0sE+jgQYOSyjgdWyXww2NzOIwg4aCj47Mnc+hhIUXbuD+L1+/T/cx/+KNANRanb2nCi4F8YqrKUGsPPD56ybidBsYB47UzKIRLA4zPPCFxuJxMLHgtRvQUEjaAs5/6xbEK4VdKVu/OL7AsXDFempH2dczLQppwYJFECsuFsSBuiygCAc0aCyds+qIlRIxUt6RGSwaZagGJhXmX7LxYJ/CqNj6xevxoS3sAD4Uam0BF1y6kcVL17FkwZoht+k/hLBomf0ct4akBalfEHCp1u8XAe23Zs17/aYDVn48UgMF2MsfqxvT5XDDIWerOh7MnDlTG34WDfTHomXrSZocPnIkZSEpCeKVxz56YOV1Lrhsky3ygKRWMhIPkigu8Uii3HPf+1ncvg4NhPvuuoGFK9ajkSMuO9KSkBbsvtQJkmpWgrL7c7EFD/HgA0CkHjwe+uQ1B/S5ThaIyOP76C/BK15T1I//9/FjOvbcF/xqnx/vUEKjDNXApEf74rVUpkckZUdyagENQFJwiRJWbDd+zns6AEjKMOWXCYUdNb7ywE377ZyCikfFoUG2gmedUR8J6hwSKAtXrIeCQ8XKV74ckEaCLwjqqGcRQTULFKniEvtXsg6qeHAKSVMWLESY+8bNuNgjan/f+l+N0uREwuuRWYZqBIsGJh0WLVtPbUpYXzRrJxZJC2SLY7aD9+Di7HeFqNsWV5cI3ceG9MwIOO9tWxCFuCz4CJqfSSk9V0UDR1p0uFRxVbPQHG9gyZvbF1y6kbTg8CE4sSxBHUhoC446W+TVYYEkyAIF4JLs39QCRp6hbP2v61h44QbU2UCDi5Woy5MWBFHN7i+7X4F5l2/iwU9fOwGvfANHcs+iESwamHRImgPSYt4XsHKNy22RlfqO2qWKJPZ7vhl0sR3gI8EHdhcuUYIaVKY6qlPKtnCHdr8+Ag3gVdd1EMQQ9ELUo0Q9vv5YLrFANNwO3qWQBKAqaH4eIn2th+wHddaXEK9IVm7Kg4ZkWcWDn+lb8O//8vVWcis4fFEIYgskKNbPcIJ3oIGQFITz37qFR/7FSnHti9dyz73vn8B35EiCkB6G/YixoBEs9iMufMn1aCkC57jjidtZfs4tSKpoIEicInHKl3+wdsBtls+8lTsfu3XCz2XhivXcf8fkIei1L1zDPfd/YNi/WYlG+3bpvm8Xnpdv6oEiyyzyvaDV+22F1kDwoe3mg6rtzCvTAtJSdh8JBLEt1j6EuBnSAlSnCS4OCKqWvQTZ/c25YjPl52oDFuKt/3Ud8y7fZEFC7VwQAbXzyKekFrxuo/UeyLKCwPoU+e/DQqxfkRaFpCz1c/nqZy2oXHDZJtJsXUsLcO47thD1KDItqjfVg95kv5bjDjeYU96RGSwO+LMWkZNF5D4R+b6IfE9E/iK7/lYReVJEvp1dLjrQ5zbhcK4eKJaduxJfjNDIVgQNAjQc+PKvOP0mJE6Hu6d9xmQKFMCIgQKynbz0LaCSK7up4hIdNDUk+KDvos4yEkkVyTKCvJEcVi1jaHrG0/x0SvPTKS1PJZS3pRR3eYo7IeqGsGIZgS9AWoS4WYibhcpUR+/RBZYsWMPSeavr5/fgp6+1gFZT6z/UPC7WekYCFlSi7pSw1xNUPUHN41Kyi9YzkMHQwJr4tVZHZZqjMtUx502bAfjqZ69FvD1m2GuZR74pTkuOtORImqMxvycNWIZY02BMl8MNByOzSIBrVPWbItIKPC4id2d/61DVw4Z+/OUfrQNg+azbIBBcnHLno7cAsOLVNw2Rr7zje6sH38U+Y97lm0AZUMKYLBicDbUvXktSDojbAtRlQaNf+Qmy8k2A7boj6v2L+t/79TU0gKQspEXB91p2UdydvSneFvOgNyEthUjqEG+7+G/8o5VzzvjLDlvE+903CmkpQAXaF63FVVPufuiDFHYlA7ZmPugbr80hqaIi1tyAehObPBsZjPzPgZCWLPtJYztu9pWbs5KbPT8EgkrWt4m1X/nLRneDSspXto4coBvogz9CexYHPLNQ1d+p6jeznzsx/9kTD/R5HGhIqvVAAXDHd1cjyf7JIvrjwU9fiw/lkOcn9MeC124AoDYlZP7FG1l44QbmvX4TtSkRtSkBaUFwiZWZXIz9m0BQ0/r1ed0/zzosQChBxXbtAL7g+tjukv0eCq7mCSoeV02RVPFFm2p6+BPX1AMF5BNXfY/TNyJri3TcGpK0RrQvWkvQm3Dv3TdaaanfefXHPfe+33b+aV+T3hr1lo0Mhg/7RnOtrwFBra9/4yOh1mKZR1K0KSvrifSLUk7wBUfcFtU5Hg2MDGtwuzFdDjcc1J6FiJwKnAV8HZgLvE9E3g48hmUfOw7i6U0skqFf9jzzGAtWvPomEOGO76wa90M/9MlrWPC6yRMswLKK5NgI1CFFrEeBNYhdYqUVyxi03gPId8uSlW3yZjJQX2zri25W7wfbXSdlZ+Wais+CRYLUEiTxbP3a8CS0PGOR/lmNM32u/DGs7KV1Its992bcCtfXi1jcvo577zHxx/GUC7d+6XrmvnEz4m3aK6hRb2IDRtIr9QXDoKoENeuZ9ZeE8aFYUApG7xU1AEdyg/ugPWsRaQE+Dfylqu4G/i/wIuBM4HfA5hFu9x4ReUxEHnvuuecO1OmOG8tn3caSBWtYdv5KAGQfyY9ajPBNBZbPvJUVrxk/g3YyzdqnRcfuUwvELWLktKLYBJGzS730kweIfoFi4DRUX0Zhu+9+ZZ1BEK8ENY/Evm+Rz4LRitd8kBWnD20Cq1gpyyVZryTJAlRg5yhZluHigRuFe++50f6ufb/vLYKqJ6wohd1+QKCAfMrLzqHQ6fnaf16Dy/oWeQ8nLVhzvNYqxM2OeErE4vZ1VjptYAjyBvdYLocbDkpmISIRFij+VVU/A6Cqz/T7+/8D/nu426rqR4CPgDG49//Z7h18FJCW7BLtriHVeMgxK159E3d8d2x9irS5QNIUgiphb8rSuauQ1FtNuhSSNAXj1h861HDBpZb9aOTqU04qFmh9SH3cVdR4EbaqZ8Eh41y4vD/hNWtk233Xy1GpzxZwcKnNzlpGYJNRktgkki8EFjiwx6+T6/rBR1aGynfp4pVUHaKeIM9unHD3MJmJJApZZrNo2XqS5oCkbAt43qDPJ7zEK0Gvp7A75u4HLWgtnbsKHzlcOSSo6bA8CldTIrHmdt6zMj6Hw2fs8jSyPoxmWlMusd6MaGGc796Rg7RByjswEBEB/h74gapu6Xf98ar6u+zXy4D/OdDnNlFYdu5KfEs2ZZKHM+dYcfpNA5rYYwkUy2fdRloO8UVrmuLksG1E5guyD6HQqfWAgYgFixDQrNRTzMpLiSJZHM7lNOznvmknsCABGLPZK16s7xHESooR2PIegYpACFoIuOsbNwMMa1QV9sA3/+6qOjvcB4JvgqToCJqcTTbFyqLl64f4ivTPJtRlQTEBp9Z/0NB4H2Cscw0Cmp8JWLhiPWFviohYxiIpI1VFtn5p4OZhcfs6tCXARxYk8sd2ifbpUBWNuChJwNJ5q+vBqQGDIsQ6McumiKwA/grbNnxUVdcN+vs7gY3Ak9lVf62qH52QB98LHIzMYi7wNuC7IvLt7LoPAFeKyJnY8vpL4I8OwrntM5bNvh1fCmxOPtGMkWt1672ZdurfFF/wuo2Tqpw0XvTt/iGqeuslNDm8IyOs9WUbkJV/YgsArqYZtyILFqmv196XzltdNxi4+6EPsnzWbYgTJPaEvdKXXWRcCONqyIBFeDjuyzf/7ioAHv/IVfXrzvrTDjRbdJNyQFBVoh7HomXrue+u4fsR6iTTeco4IdnnJteWqrUKcRto4HC1ABcrQZpy99c+yNK5qwjHUOJctHw9WnBWeor6scRTsg2NWrALLeglZXus5efcst+MuiYj8gb3vkJEAuDDwFLgt8CjIvIFVf3+oEP/Q1Xft88POAE4GNNQD6qqqOprVPXM7PIlVX2bqr46u/7iflnGuLF46TraF63d84EjYE+3bV+8ltlXbmbOFZsHHLt81m2kxYC0FOJDh6giqtz9tQ9yxxO37/X55NiXQDHWPkf7wjUsmb+a9sX2vBYtX3/ArFnTyBaysOpx2WQRZKOwYFmFgCmw2uRPUO0LFC72SOpNqM8rS+etrpfrxNtl+azbUJGMf+BxVU9Qs9o+WAnMF0zuA7LBgnHgWx++Cg2sRJWUoTpVqE4RqlP79mWDP19bv3Q9kligSLPH1qBPrkNDew3SknlbpEUTSoSBQXE03HfnDWhGQCR7DclkRvIeT84Ad4kag73o0MgCRgMGRUh1bJc94Fzgp6r6c1WtAf8OXLLfn8A+4PDrwgD33n0jSTlg9ps375Vsc64GOlzpYencVVSmR6RFG0v0hb6X8M5Hb0EDG79UgaTZgsahAC2MLYl0idZ3+IuWr6/X8heuWF8PIPsD8y/ZWF/AbOcr9Z1u3nfIx9tz+YsBI6Bk5SPpE9TLd8/aj6NQ/znTfQpij2aTUTbJZDt6SbMpKzf+9++Jv7oKl9i/6iAtSL1HAPb5AgbIlUvWp0jKQs8xAd3HBNRarfGcljLiYCbl4bNgsXTeajRwY17Mt/7XdfVJMpeNG6MDp8IG/BsJGgZoFLB07iqWzd73Dc/hgHE0uGfkwzjZ5T397uZE4Df9fv8tw1MILheR74jIp0Tk5P34tPaIw1buI6/Xnve2LUN8qceCkSZU0lKISyHqynaklT6uxILXbURbgmx3rJDqPrulTRTGKiEitRQCAW98Aw37mM8+chZAsnVvIlnhvp+8RVoUpFdJylJfIPs3suu3iTKymYJ6NUMgpE9XKet3oEqueyGi3PXwhwY89gWXZRuKbAxXkiwQ5WO5e4FvfdhKUznfY9jnHLo6p8Sp9WxqLULcnGUSZTsuabKUqn5fWcNdM2LfeMpEX/3stVxw2ab6Ofkw/zd7n0Njd1vAcITlAFcT0qKVVhctW4+rpYfEeO2KM2/mjm+vPKCPqcp4Rmef30eJ8v8CPqGqVRH5I+CfgMX7cH/7hMM2WOT4+j9PrI+Bi1PEB4RVK2Ook7onQTw1nNReAkvnrsKlKXd+o2/xWdy+ztpvdbmMvp7BgtdumLAJLJcoSSlb0D3Eza6uJJv3FFzaT1E1oI85nSrOm1AfQj1fzloQfXwMGBIowLgXPsq4BrU0YzhbwNjXxeiJ/30Vs35/y5AsCBjAd5BUjTxXgqTJgoXvN5AUVK3s1kc21L0edMi1o8AyOh9Yj0Uznak0Y77HLYL4sM7NSAuW6YWVgPkXb8zk1i0YBzU9IlwarcE9IVIeTwL9M4WT6Gtk22Opbuv360eBDRPxwHuLQ6NGMomQlkOSorNZ+tRzz33vr2chh2qgWD7rtjGVKlw1GbJLtRq37bbJJoxyzSKABRdN/OdXfCbVoX0s6aCWNbOTPn5C/4wj72eYYqzLSlhuACluJIe3rV+83pjdVc/9d9zAvffcaOQ9heVn7Vu9ftGy9RS6rPQz/JM1TkZaDqhOdSQt1qNA8nIbSCK4mj1Ha5zb85sIPPD563jwM9eSZh4aplll7686qEwP6J0R0HN0QLXNDKUqUx2VaQFxs6uPNIuyVwzwfXl980C+4syb9/o+9gYTxOB+FHiJiJwmIgXg94Av9D9ARPq7LF2MqV0cNDSCxTjhC45CZ8rW/7quT7sHCKr7X7pjr+GNj7HijKG76v4YXKpqX7S2b3sO9dKHJFnQSEYWuBsPFl6YBZysZ5GPyOalEgsAfcGg/7+QN4GlHthQrctv5BnCnnD/HTcMGG+9+8GbEFXu/Na+TQLdd9cNlLbVCHuGfj5cLcVl2WllmqM61YKBOhujDap2kdSyjFqb7faTspA02+5+InD2H3XUy1FBzbK8QmdKcacJHpoyL9RaodomJE1SZ4T3R7S7ypIFa4a1ju2P/huMsby+K868edigkgeJeFp5j/cxUVAEr2O7jHo/qgnwPuBOLAh8UlW/JyIrReTi7LA/z8RWnwD+HHjnfnxqe0TDVnUcmH3lZh7+xPDZg8kuDE+OOthYcebNpnarOubexZIFa4wEmEFDyXafUg+SLsmIb0lOQGOvy1ILXruBpMnS+/4kMSPlkekeqZVK8l1wYuJ4edAyzoUfEigOZV7K4vZ19BwX0XOMozID0qIS1ARX7QuWaRGSFguAhZ1CYSeUdiphj/XNRLGGfapD+Bx7wtl/3EEaQaHL3ksfSp2N7lIbp621WpkqLQDOzqfpGWh6Nq0H4rDHc99dNwxoguclv7Pf28E3//aq4R6+jj15bPQXlVxx5s2oCHd+67ZxEVsnwlb1lFe16TWfOndMx/7lK+5p2KoeCeiv15NjpEAB0HuUo/z8oZld3PHtlZnsiLDs3JV1otlIWDpnFcmUQp34ZjLf4AtSb4RCn6RGUDHymQ+ECy7dyFc/N77a9YKLNiBqY7AASSkfz8FyX81lO6iXSkQzye8441YoBLHpOkni643pnIy3L1g6Z5WJDBaCEbkSewsNTc6k1gZJq8dHii8JriKIt+egTvEFkyGpBubP7QtCabsz8mImOyKpseDDXj/moBFUFLyJDfoQe719PiSQ8S4KELdBbWqKpIKrCt1OKO4Soi4TZwy7jRnZvyd01p92sPtFCi+B11zVwXc6+gLGeW/bQtTj6T42sDLdjJEZ48vOXUnR972PeaAAiI9uGetLPSEwcYAjsyDTCBbDYMmCNdw7zt1o66/jIYzZQwm+GNoiGg6fHi+bfTuuN7ama1uJpMkZKSzrC+S2n0nRRjkBm9MXCHvtC28e0cLcN2yq6zLl3hEwctax9UvXs3jpOlT6OtPWtLZfg5rWxQFdDIhNatmYb55NKK6W1gOFz3xDhmtoD/v8z+/XyPYMDKhihDjIFHGzPslETbrFTUJtquIjRQseQiUNAiTNgkXOiSh4fHNCbTrErZFNLT1tGVa+fvma9RLmXGES5cNJ05//ls31rCXKpNqrrUJSzpwBs1VBHbia/R63ecIZFcLQk6aO6s4iXTtDpv7Cmt+5pMl5bzNRhtZfV/jW1g+w4HUbeWpuSNIMZ76vg5anUmuWTxG+/s8Dz+2Mv+wgKcP31g7MQgZvbvJAseC1G9h6wB3/pGGr2kAfRipbjMZm3VOgONhOda6WkhaDuldCjmXnr0SdI22J6h+GpBxkkzmSzeObK11aEJImSJrtuP4lIoAwKwnlPJO6nlI0ti9X3v/IFWXzACFpZhiU9x48RrxLMmtTbz9LpuyroUP8ODMKb4S83KFu2ezb64FGg1za2yPZqqzOuCcauTrTOi9Thz1+zBuHfBKJQHEVBxWHL1vA8MVMoqSYIpndX6GYUCzEdBeL9EoZvKPQmd1ZzpmQvummmX+whcc+2jcROOeKzcRtjkJ3pnvlISlJvVfiC5C0+L6RZUBSQQseESgVYwLn2V4NSJpDqm2Opkrfa51PH857vY0jJyXHcV9Pee41AS62MtfuUx0qQ8u6T/x/V7Fk/uoBFrBL5q8e0cnvYGihKUzUNNSkQyNYjAP7Intw0J3qst7UYJKgqySkzQUbiw0ceDVuRZiNRYot/rkXdf/ggPRZjwZVHTCSueC1G+qERYU9NsIlVSNMQN1FTrLFL6h6wu6k/hwk9Uicjvp+jKXctvysW9BSaH0YR92Hot4oz1+6wNnOPn/tstFVX3QkJdfneNfPhW7+JRuRRPe4oNWmBvgQop2uLhwYJ46k1SNZsNBU0GzlrhESBJ4prb1s64nwhYIFG2/N6ZyVnWcJIAMW5bQoWbC3k3WpBSFXs8CRlvtLn2CByykSeYLAEzhPT6WAdkZ1M6ikPLQsE/Z6lp9zC1/L3qOFK9bz3JkF4mY7tvtFCb3HByy4aMOAwDo4MOS/n/f2LYQ9mQ9JlBlWBVYG/cY/Xl3fyC2dswqNHEF3jd4Tm3ng8xM7zqsqR2wZ6sh81hnqZKxBGIs883jHBPdFfmRCkDmwDf6c3/HtlVbG0T4zHc2Y00jGPs7UVaMuzS4QdUGhEwq7Mi+F6qCdfMb8zv0nhjPv6Q8furrVZ66RlGcn4pW7H7yJu7/2QST2uMrQEd/+yPW5RsPymbfimyIbhW6JSJsiU2ONXKbiG7J46ToWLVufBU+X1fBdtlg5NJQBU04+NJnvWpujOiWgd0a4R6mUaqvDxVB+FsrPQXEHlJ8RCtsD6Mou1QCNHfSG+M6I7p1lOrtLEGifFIqzEl3Ym1moVmyiSrP3EGy3HzdbuSlutUtlmtgUVsk2Ay6GoMfhYkFSQWLBiPFKIUooBCnlYgyBkpQtaCZl4xq1L1zDnCtMBkcdJK3F+vO8/44bmPrT1DYWNdDASpS/WRZy2l9v5ow/7xjxNTrnPR2Un0sIYutRVac4dr1QqBwl9E4XXnZ7B79+7VQWL13H3Q99EF9w9Jxk6e/eKDjsCam6MV0ON0zqzOLHP3p6j1MUo2KESbC4rTjs9f0x3kZnLvFwsOAjV1/wls+8dcBUlKslBJWwrmqbI6+V+0gyiQhFVMyuk6y5XTVNprC3b9Fcdu5KgtYCacawhtFLBsvOX0ntpKa6JEah0wJLWjRiXtDb98XbU7awZP5qtBQO8ZAYjPz5L523GhUhaQ6RuM9FTwPBi2Rsdu0ryzh7UfISHPT1C5KyeXEbH8Qaz7W2kb9is9+8GWl2lHYoYVXrJamgIgQVKOy0SGALu6Khmr1rV0C8O8QlQlDFynIeirt9PYOY86bNJE1Sfw/mXLEZQnsfw+6+9yVvjGtgZMC0oFZ2Cq0s5moBvurwJcfu1NHbVCBNjOGdNinVKUJxlxK32een9yiXvXdCYVD50UdCz3H2c/k3UT3Q+UjofJEy891beOzvrfx07ju2sPuFQvUoT+EkR6EzoNZq913c7Ym6rUwa9SqdL7Z+ylNiAeLeu29kwWs3UHqqmzu/dVvfCPgEQDlybVUndbB46cuO2/tAASNO7eyLGc2hCkkyNdVMN6k/7vj2SpbNvr3exJVUCauQiGalKLudNUWVMJMEd9lOT2IzDVo6d5X1EDDeifggU90d/dyS5gLqpF5mCHpS0qaAtJAt2sWx7dKWLFiTsZv9EGnt/rP//XtS5hKnGd8hf14eTaUvg5A+jwl7gbJ/UzUzoTAfJWbAc83HeQdj4YUbLDA2W+8g7DE+g4kX2vhXWIGo246PuoW4U0iaLUgFVRBv47VBzUZZXW3gtN5IBNEFr9uIS6wnBZYZpBUhbrF+RR48wk5nze0Aok7jdejugKRsS4YTIwtWZkBQc5S2e5KSUNqZvYcVpbA7GfDY1SmO5qdMCmXBRRvY/vKI6lHQ/KRNOO1+oTXIv/7PV1vgbVV8yRP2OLa/wtWDc/F7ECRK3CxEXSnNvw7pScuUevoea+sXr69zM/KNmshEjFAfuU55kzpY5NgbjZj5F29EUqXWFow6Enu44O6HPsiS+avNG6MwtEQj/Wxfg4onKLpM3kORmgWQ+lRSmvcOtM6exknmuSHGb0gyQld2nwsv3DDq9FBxZ1Ifv/SRQxKzOdVgoDxF+8I1I46wjsanyC1M+2d4i5avJ22L6k1tI6C5TPLDWxlGrQeRFlx9ugvokxPvr1UVGHkwqGSvY234c7HJLYjUD5DImH/JRnxoZaMgVsJKxmGoKmGvkHRnZb2M2V3o8iRF6y3lx+4JW//rOhauWE/cal99k+/AmOTZuGxQsTJjnLHJNYSg127/0+uHfldm/f4WECGsQtPT9qSDnpi7HrEs8Mw/6+Db/+cqoh5l50uEV1/dwXe/dD2v+FAHU3+sdJ0sRJ3Q+kvoOlFYtHw9U4Di7hAfBLjUE5eF7hPsPSztiNl2epFdr0iZ9h8Jbb92qHMUugbK+O8roXI42OjskZlZTGpS3pTmE3T2S/7Afsmex3ikwPdGYHCyY3H7Olzih11Yl591CxoFaCGg1hZZ8zXoY+tGXekAnSUzJsrm8SMhKTkTAdQs4NT6ehW56N3gKaFls2+vL+R5AzktBZYJhTKEL7Ds/JVo4IZ1nxv1eS81XxmfNa/NKyPLXjI/iXqpLW+wZ4HAOBa2mOa+GJJmfRpV4jZzEuo9KqDWJkTduT+4jf2Wn0/2yHtYtGw9vcdEdB0v1KaBq0Lrr+2xirs8GljZpS9IWRM5LTp6jnGEvUrLb+NRRf5y1eC0GNQ5ND609yspO6ptxvdwNUueqtP6bht2wffWDyXWvebqDsrPZee5Ox22oXzWn3Qw/fu97HhZmd5jqA9LRJ3Wo+k6xXolM76bZlN32SBFRgwcjuh69ns7qKzYRetn2vj6x6/m7Pd21Kfoeo8Wmp/W+kTV8pm3Ionnzidu32eS3HGnT9e3/1v7mI7deOanGqS8QwVpISBtKuDi1CQtBiGXtxgpgOwpUJz1px1EXco3/mmgGOF5b9tCaVtCYWdtRL2hQxWiStwc0r5oLWFXbYC50p3fuo0VZ3yINHRmxpMCIfWFz8yG/IByjPl3OGqtjrhsHAx1JjZX3OUpPe+HZAHtC9dYHUPBZRNYaXNI3GwZj6spha542ICQ71ZzjCWrXLJgDWmLfdQtS5D6hFfeixC1RSotCpJgnhpVP8DbG2/ZR+6bIZ66/AlYBpDEmTWqZlNlkRB1u2Hd8vrDR0LP0ULXaSluag2/s0DTs9nrsV2Rird+hQKq5mchmfBf0f51cUTUM3JjPw8SSVOftpQpJ1vQ00AIeyHstYzDRl3hRzePzL7+zparOO9tW0z6vDL0O7js/JXIma3cc/8HeOVNHYQ90PnSlLYfBmgAlRn2eD0np8Q/d3z941fzmqs6SJosmLQ8lTLnis089B8DM5qjvtvNr06ZQmV6/tysNIdasz6NLHOsTglxp7RQfroy4nMYLw5Hf+2x4KA9axH5pYh8V0S+LSKPZddNF5G7ReQn2b/T9nQ/taOKbH91KzteNYUdr5rCvNdvYvlZt9gi8sTtponUT2hs3uUjT0fku88c3/rwVTx73tAvwNf/+Wqr4YZij7UHzaVDCffc+362ful6XC3FRwFL56waMP11xxO346oxQSU1Vd3BGbdXyyxU67tsmwKyundasLHNtEg9K+mPpXNX2Q9KRqJL8aWA6tTIFvCshzDWzCFtKrB0zqoR/764fR21qRGV6SGV6SHVKa7OVs6Nf8KKEvb67F8lrHoLACL1rGnYMrX2yZ64JJPfqCo+oj4JBrD7lHCA+dFwSMqO3mMhmF5jxvQujjptB7tPg92nQXVKwNYvXc+Dn7mWr372Wr76uesIK96MkiJrTFemw+5ThV2nBiNO+fnIZObr6sGZpeoDn7+OWos9wbDHylv5+zZaoKi/DAEUd6a4YfTRfvm/WombrMR2woO9hL0w/ds2LhxULSBEXVB+MuCZ85RZ79pC2IORFENzSkzKMmCq7PQbOqhNLVB+Gpqete9n3Aq9x8DOl9t7Upkm1FoDHvrkNaizdWIiYBLlE2J+NOlwsDOLRar6fL/fbwTuUdV1InJj9vvI2zFnjdu2X1TpPMU+DNWpjsKMMkFvalM/2a5z6ZxVpOWQB7Pm9bJzV9JzUlN9h/nIv14zwCQnxy//ZHitJ5coGpiTGH7yfTBGW4zvfPw2ls+6jYLLGrx1U5w++Y/8dys/ST1AgNW4bQZ+6MisL1iQBYhLJili6qVitfN+9z8Slp91CwRi467NIUHPwEbq0nmr8QVHbUpE9eSC+WJkp5ETBxHB55pT1cwprz8JMO7z8siDRlIWKAMEWWNfBza+ySfE+vlaF60n0HWC44JLNxJ1puD6str5F2+0HXlbQNQFvc8V2QZMaeshOa4KQO/TReZfsnFAiWfrf13H4qXrSIsFot3Za5vJttdaHe2L1g4wWYpbQh7oN5GWj5Q++OlrOe/tW9AWqZcVay2O6hT2OJiQ4xv/eLX5XCRaFwnMWfnFM4poQP3c575xs2UtNSt/VacKpe2Ki4XqdGH76ZBMi5GqozY14LtbruacP+xg+8v75EA0gt4ZIVGP0jvdTjIpQfKiXpofL1N+bmA1IC05ou6Bn5F9wZHaszjYwWIwLgEWZj//E3A/owQLH8Dv5kRM+VnIN/5xdN+Kux/64ACnt2fPbWXn6SmtJ+4m/cZUYPhx2Asu2zSgwZrjq5+91urnoeOuhw6sRPKBgLGgrU+Rk67UMYQBDpZNxC2WUYDtNH0IPbEj7I3q482L29eRtIa2qw1yPSJjhrv+jeJI6szdXFpdgwACsYBejvClgKQcmB1ov3NZtHw9lZNL1FoccWvfpFBph91/odMT9logSCPpE86rDS6vGefDZ6UkH5nPQ85TIJtKsrKN1m+XFIVCt71unSeFJGXq0uq9MwIKO2NI7Ty7TojoeWVIaRs0P5vQ9gtPYZejd0eZbSdE9dncuLmPA9MfecCZ+4ZNVHusX2Q8mEEBOnQDRpfnXb6pXl6bd/kmascG9ZKcD6A6PcsWtlvzujpN6D0afvL+vixjsHbafXfdwJIFawb0pO69+0bOf8tmeo7pizo7X+xoesaCcs8xQm0KhN1iE1Kv3cCOl0VUeiNqxyTErcrpN3TgWqFyDLzgYxaIfrXqel66qoMff/CqunnU9B94ureX8QUo7krrwfWCyzZRPSFgx8siuGPISzhumOrskVmGOpjBQoG7RESBv1PVjwDH9vPefho4dvCNMmvC9wAUmqfhapYCz3qXadKkBRlR4XLb6SVednsHYRd0nR1zzPE7efG053n4pU0jnqQfuQQ8pH5+OKGeRajV4tMoI/XlCzYmueFqnqjXUdhtTm5pCZJIjRvQBnFbQGlbwJwrNiPTI5MQSW0kNy6bM5sPgUrWQwC0JsRTCixcsR43tUxQSTI9Js10msQkSZoCXOwJCgHti9aSNAX0nBDRc4xQnQ5pky2ahZ12fgBRd0rYnaAOgmJg7O1MY8pHrt749pHJcvvAMgrrC9jCnZZzTSx7vnFT/npk599rGUbUrfWGrUuhOkVIWiO2/td1zH3jZna/UEia1FR2w5DiTk95m0e8Q11I0pYt+llvYiR87VOjKx3ni/rsKzdbJpVqfUx512kF4mYo7sx6LiWhp0jddjWIrTTVP1DAUEn+ZbNv5yuDdLjaF65BTy7xnY6rmPnuLZZFnghxl/FDys8bp6PQrcy/eOOAzGfWu7ZQa816EEVoegp4kU1azX3DJk7sTJn1+1t4NLvNI/96DQsu2sDu0yK6TggRbyoCDoi6HK42MdmAyX00gsWBxjxVfVJEjgHuFpEf9v+jqmoWSBh0/UeAjwC0TD9Zy89Cra1vRQ9qyrzLN7HrBQFxG/zw1r4P+bf/T9/P579lM7veUOQH247l9FMHGFQNQOcp+08HZumcVaM2yBcvXWdTN73JmAXxJgp3f+2DLDt/JREQN4dIYLvbAAYQ3sLeFN1pTWENbJa++0QhnuLxrSk9UUBadCRlR9iLTQhVM3OdwBZfYICWlDpnGUM1k9JwEHQn5m8eOZJykDnbmRGTLzi6j4voOkmoHKP4UgoFD6HpVlSDgGh3Jn/+rCOoZKS6RBHNFGrFyhW1toBas9TLURaYMjOmTGXXe9BITf01Asn2GkHWHA57fOYjbk55Z/xFxk4W45AA7HiJozbVI16oTTMBRhcLxZ3W9wgr0sd7SfoC0t5i1ru2kEx3hD3GoanMsK9+bYqV4oq7PQ/9xzXMv2QjcXNIz/GZaKOa6VR/LDt/JVoIWDpvdZ3PMtzns+f4oi34WLmp9zgbhe49Rgh74Htrr2bmu7egDuKWgUMAj35sYKXgxes7CL9nH5Ztp8MPb7MAOe/1m9h9asCUX6R89UvXs2j5era/wgJg1BMa92OHp/zsRJWOGpnFAYeqPpn9+6yIfBY4F3hGRI5X1d9lLlHPjnYfPuxjrea10rRkYnDf3XIV5719i810bxmaaTzyr9fwwn9bQ2u5ys+3HTXgb6/8QAe1M7tJnylz1O79V5+8+6EP1o1/krIbohB67903srh93bC8iAOBux65mWXnrsQVA/M2yLSegowPQaYnFXUnBLE1hYNaROWowAhkHsQZk9mmVWzhk9QW+jQz9MlLOkl2t3GzZDaiQqHTW01egHz3HwpBpW8aqevEiO2vhOaX7eD0qTuopCGd1RK1NCD1Qm9Tgd6KLTS928wjHfpGf1FjX9faXF1vSGrm6eAzC7480PkQpAhaAl/IxmjzjCIQcNB1QkCh02QwZv3+FqKc7FcTXJzyqus76HlhavcXeST01GoFom4hrLi6X0dgLQsKu22XP/cNm4ZkERdcagZI6vqGA3wkQ7hDxvnQvlHnLDBHXVDeZmPOAKVnemkLmtAgIOrR+jjq/Is3mphjrEg5QtKhxMfByNfUV9zcQTLDyk3VozxpCZqftMcvb/d89bPXsmjZ+lHJl9N+pOx6od3m2MfsBV8yfzXlVKlMa8LVPEvnrSYEWn5rZNBdL3TZe+Yo7dh3qfocDQb3AYSINANOVTuzn5cBKzFbwXcA67J/Pz/q/WT+BksWrGFrP97AomXrTfbhhWWCGrx0VQfHfSMZ4hF81LQutn93Bj+9buAu5vtr+oLLilff1DdNpTpgDHc4z4vxojrVAsFIxEATzZu4D/p4cdc3bmbpvNXUphVM4qEUEGYqpyNlO+f8YQeVGSCRQjXrYUTgYwhy6XKy6wpm+JMWpF7GASt9BFWIevrMlvIyWI607Og6PmTny5RjT3+WmTN+w9GFTn7SfQyJd9RSa6KoCmnR7iMpOVzctyilRer9CA2ygFbLGtU1xaWWPQQ1JaiZp0ca55mQ1mXEwQJJrdWmk2pTjWhW9/yoKuqU7pNKtsMOM3G+KEUCxUeR+UikStJkkiGlzIG50OUJKkPlxue+YROB2uIvmrGxi/Yanf+WzRQ6+0h/hd0pScnRfbzDJa4u2VLcbdkgwBl/3sHUo8uUnq8ivkDP0SHirXeViysmzTYmXX4uGSIbMxiP/Os1LHjdRnqPDfGR0vproTbdXqfeo+2YPKDcd9cNzPyDLZzx5x088b/t+zf7ys0UdqcUdsW0hUJasPfzubNClixYUxcZPPPPOug8OaJcNt0uSaG0PcZHBXafItlrP+Jpjgv5NNSRiIOVWRwLfFas9h0C/6aqd4jIo8AnReTdwK+AN412J5Jaw7LzlBJL5q/OrlOkFJKWQqb9z26qRzcRVKP6KOAlD76PHz17DHy3lRlPTOenn7FAcc57Onj8I0MzkNFcuO6950arte6LUf0In7u8KTwSwWp/o3+J7O4Hb6J90VrSknklcLR9adsXrSWoJEglGcCWbft1jc5TC9SO6tN1SotYwVchqArVZutppE2etDnFe0EqWdnF28LkC1DrEpoll/0I6oq4STmk52hH18lQOm03Zxz1JCeUdrAtbmVnrczvdk6hsqsEvY6w29G0w17osKJ9C2vBauJ1qfV+wSpfD8RbkAgrmnliSybYJ6TenkuYyUxIbJNgack+m2kReo614wuddt2j/3C1NZVbA3afGlI5IcH1BrT+Qnjif1/Fue/YggqUnofSDitZBbH1Pi64bFM9cKoTCt0pQTU1JWEHacERVjMXwZpldAteu8GCbCgUOtOs9CcMnonuORbiNqU6PaSwK6S4U4l6vHEtIsu8wJm5lELv0SH33XXriJ+fBRdtIOqK6XlRGXVQ3C7E2QCES+yxZr95MxT6ziPqUXa9WDjzzzoodCpRMlBTbPaVmwHoPtGx8yWl+vXTflSj8+SI3qMDkrJtNHwUoWIbv3mXb6oHx4lAowx1AKGqPwfOGOb6bcDY6JEZwu6UaHc8RNp4yfzVA3Y9571tC7N+fwtvvv7H7L79ZH51ke3U5rxpMw998pphA8VYsE+BAnj430aQGvEDP9zLZ91G2hQdMItQDWVATTofw8xZ3oD5P4hAMRhAjrvvzhs4830dJC0RYY+NZOaOa6lCTzPU2pS02UM5pdhSo1hIqNayOnpvRK0UQiIEFUfcGlLYUTOhvYKN2lanGNvYl5TmYg0nylOVafy482h+9swM/O+aKHTbQh52Q3FnVjLSnH1ti39akLoLn4+skWx+1IJPs82HtymnvDwEVs+XJAsc/TSJiLNSWxaEzDTKvKtFbfcezAhwiTLjOynhI948JEqO11zVQe2FQnGblVf7l5wuuHRjXafLpRB1xkN00XLBvLzXkhYDY9VnU2eSyYO7hPomxSVqWlMq+KISB1A5WkGUwvaA0jYo7rKAmRZAxZEUB2aBwyFuCeg5NmT3C60/1PpbpTI907aqWNO/5xih/Jxlze0L15CeWjLZ8wgq0/uCyBl/0cG0H9VwLX0Oip2nCLPfvJmH/+0aNJC6AOHcN2yiMt2Oy701wNaJiUDuwX0kYlLLfYzFg/v8t2zmkX+1BfltX/8Dphe6+auzPgHAqf+0nl++4yD7TIyApXNXEXTX6gvwsvNXUptWIqimBF3xHtVXJwrLzl2ZWW1iHhL9Mog8cEjG/nXd1XomNudNm9n5EmeKpq6v5GTS1R6dElumkTpcMSEqJSSxfcl94vC9IVITSs8FTP++p/R8TNwaZIHCkTTZffYe7zn25c9xxlFP8ly1le/+7njSXzTT9JQQ1DIxv0wQD+w2QdUyhSDLMnxkO/VaszHQfWBTQPmCmOZTrJqNCbdZ8NPQAkOuAZU3guuKtL6vDGVmTlnZJWON5+cBFoySZtOVKnQp5WfjcXmgLJm/mrQU9mWqOnAUfM4Vm+uBMCfl5a9H2GsLec8JikaKb0oJmxLS7QUKOwNKz1uw7a9C7GIdYKoEZG6HWQbXkxC3Rjx7ToQPYNqPPbte6Ooui+qg7edaX+QXXLQBBJ4+L2LGd71ZzTYLzc+m7DwtGODg1/SM0nu0ZYVtvzIC4e5TzASq/JwfUURxIjy4p7/iaF3+D5eN6dh/n/3/GnIfhxqWLFhD79FG2hmwG7tsEz2n2ipx+g0d/ME7f82//HIW8y7fxIOfvpbj7gqtM3IIoj9pbvms2/Dl0DywoxAfOVNYTfy4NZLGizwoGUclYum81X2+1lHGfSBjOjcXWfGaD3LHd1ZR2J1Q2G1TKZJCVANfy8TpWiw4xD0R9Dp8pUClN6x7TuOlPupoRj4ZOTCQrCaPyXLHA6spPUlEUgsgy2JcCkkB4uMgKWflm8B2toXdQmmbUNyVyaEXsswiU17VMAsCmalQXbGXPuY32QRY3VMitsVeUgs0klIXBHQ15WufupY5V2ymOsVZWS5rrg+Wk9kbjOQmlyMt2qgyLhM8zMaUjcluDfyoyzKQWjlFnEcLStKsVFOb1DJXPbtdWBHO+cOOej9DUkVPLdLytEXYu+8aeD4z372F6jQlmWYmG6XfhQMMsXJ+xuk3drDtVY6w2xwZt53nafmRuexN/ZHd91c/dx3nvW1L/T3Z/QJH92kJ/jdGyz/v7Vso7UhxtbF7kY8HjTLUJMSPfvo0s35/C+6UEsXdlmb2N4avtbq6zHPvmb08E7fx/O+mcHxp4Fz8oQ4NHT4KkFghMGeyuDkgqHpr9B2A0lRe8rBx3pzSjY1WJplWEQEaOFaceTOFQsiUXzp6ZgT0zrDppuJO81LQoEDSEhLUjFmtBcXj6s1iSbJR3IIStyrdxwlJKcLFNmGUL+ZxK+iUhJZCFa+OgkuZMa2L3cWE7qlF3K4IiSFt9VDKyhCipLFD0oioMyuPhUJ1qjW5XWoifvkkkottwQezH9WgL1gUd1oJqrytz6K0Xu4Q+32w0q5L+hjfpe1+iObR/sLXP24B6aw/7TCiYp4FlSAJ7XmEPWSGRoJ6G1922ZhxrdWY6L4AeKhOyQOiZWMuFsrPqzkaYhuc/rpjj/391bx0VQflH0Z0nZaaBEfLMATPEgRn7sJ/fQquCuGOcFgBw6ZnYrqPj9j+ckfcppSeCmn5rTHxfSR15VkwJdqeGRM0UahHbhlqUgcLvDUMF7x2A8+eY1ulpB+/7usfv5rz37qFs/+og+bXVim5mKAzZMfL7M1+/tW26PWXRtgX7C8V27se/hDti9ey9UvXs/DCDWiUu7UFw1pa7k/0f37ti9Za0znIp5sk230XcDXrJZVdnwFQabun6VkliEM6T8ka383Gx1AP0mtfaPHYDnhqQqGpRvf0iG4vUAmQxN67vFTyihOe4YypT7I7KVEKEo5u6uLE1l0829pC7zERu3Y3EQBJt51D2JziygnpLrMCzF0BfQBpE2jNHOtK201hN2+GV6YFxE1GyMNZM9vVjHhX3GEL5J4MseZdvomk7NAACruHcRc8APjWh6/iVdd3EGfSLOItAFSnW9agkRpHBZCaq/cqalNttFm8PW8X2+18ZD/HLVDaTl2pt/vk5iEBI2lW0iZAINpt5bzBaPmtsv2lBdwUY5BP+4FNN25/RcHGl7H3JnJQfi6h66SIGMvuHv2H4TM0V/U8+g/XIf+474HZqosTEyxEZAXwV5gIwUdVdd0Ix10OfAqYpaqj1933IyZ1PvWyl5rtVlp02aQKtP3c6v3zL7b58/JzMS5VXnn0M/ys+2iijGm87PyVnPbpncDEudjtT7nzfGdfz4Cz3WlaFOa8afN+e9xRz+m+9+ODPjkMjRxJKcAXA3wxBFXCnpTiLuNUVKabamrrr2Oan7L78OVsYUqcWXhmFxSCQsqU5l7apvXQOr2HwtG9MLWGtsW4YsqUth5Obtpp96PC85UmftfVxs+2H0UlCTmxdRdHTe0i6YpwvQGuNyAIU9NBlGyRbBNcCs1PK62/VMrPWg0/H8tOC0LPjIDKtD6GuavaghnENrF031037DFQXHDZJmqtjqSEkcS2pyOab+1v/M+Gq/j+GrukZSNG1qZ5kuNrcGIvU2d04QKPxMYwT1o8SWtK9fiY6rEJ1RlaF410taz0lsW9r2z9AF/Z+gGKO+MBgQKgsEto+aVZxqYl6D3WDxHvLHQqaSUkOb5GWAHNPNFzvS2XWDkv7E0Je1OKOyDskvqYcX/koqHjdbXcE3yWXezpMhpEJAA+DFwIvBK4UkReOcxxrcBfAF+f0CexF5jcmQVw9h914E8MKGf0veZnEnzBGL5gJYbmpxK+9dSJvPZF30Nf2YV7osX07feDOcr+xtYvWnbR//mpM4E2VPco/TDhCPrUVX0oEIBPbUpKvHlClHakpFFIrVVICyFTf1pj6k9jalMi4hmgqRBU+/oUQc2uq20v8FzcBl7Q2OEqRrIiVHzR09Vb5Ce7Z+DkKHZWyuzuKuO9EEYpzinP9bSwbWcL0ba+j3lcDRGn+JaUnmNDNDBjoWi36UeVt6cmEpkR12qtQrXNxnhRK9VIaiWZ4i5P1Dm2WqY6u50IB6z0NBZUp3taXrCbk6bupCmMeaanhdZClWekle3NRaTmIPK4lhgXenziSB3gA4JKNhXlLWBof92wQdN8y85dybEzSrhEea5YIGmC4vOO6PneAcf5EKTqUPVmqVuDnmNCeo6F8nN99/+VrR9g6bzVfOtvjHwbdQ/M0s57+xbio/tKT2f/UceEvF6mVD8hmcW5wE+zyVBE5N8xbbzvDzrudmA9cHB2Fv0wqTOLH/78GQpdnsJuNQ37kqXB99z3/vrOe+sXr6c2NeAFHY7Ht53MlKZeqtN0j8qmhzLu//L1hL0pQcUTdaVGHku0zsI9kKgL3GXlGpfazxpkctiZJLa57GVaSi0BUWfM9O+nNP80pPB8SGG79ZeibrKpIyXsdhR+U6TpJwVafhZS3OYIep2NrPYE1LoK/OK3x/DzJ49m2zNtxDuKpLsLxBULDju6y6S7o0wSRPEFxQVKc3OV1mO7aD59Oy+e9WtKZ22n56xedp8qdJ0QUG0z29Fai1BrE9JyX4AIKvZv2KNE3X7MWemDn76Wr//z1RR3+xElxA8kTvvXtZz2r2spntjNy2c8y0tbn+WE0i5e0LqD6cUeWopVSjN6KZzQjWuNKTfXcIGi3ka9NLSLi83/O6ga8TCHLwZ1kb/Zb97Mzle0sPVL13PfXTdQ3ma3CypQOamlXgWATP050nrPJy3A7tOEygkpO15tl7Pfawt/Ptb99Y9fPcQgKagqlRkm2Djnis0muz4BUITEuzFdgBki8li/y3v63dWJwG/6/f7b7Lo6RORs4GRV/eKEnPw+YlJnFio2erjrNGeyEUBlRsQZf9lBucnVFWNzLsNrrupg9ysTaPJUZ5RZtGz9hKeoBwp5yWvRsvV1opQPZYCt5IFAUhZcGBDUzPvCnNz6iGP9vRPEAwnEzY5i5Chtq3FUGtF9bGg7yqw3HLdasBFvte3iLkDt+rRA3eQm+m2BqNMCkKvZguULUJ0W0lNMcaJQSs15L1vHVKEQJZzQsptTm7dzdKGT51pb+WHLMfx020nE3Ra0gir17C0vOQUVKHTbZFNQ84Q945/dH8717WBAs2GCUjGmECS0BFWeq7WS+IBKGtIc1ZjR1oWqUCsHJp2SOlQFyd7PMOOxoBD1WkkuDxAEUifUDeYSPfqxq1l+1i388vVTjXgTDdy4lZ8MmXr+szzTPYOjvi10nygEU2o0NdnUwfaghbP+pINv/c1VA+x6L7h0Y720t+tUWxN6jrHaYdRzUOQ+nt/b0VkRccAW4J17c/v9gUmdWeTv2VHfi0nLSlpWKickVOZ38vSSmN8st5HZHDP+p0rrD0JKvwtImhy1KZM6VhqEepYkngMiDdK+aK0RwLCFIC1AUnR9C7IIcbM56GloY7UusXp0eZsn6vaWcRQcQa+n/HxK1K3mNV1VM8TpxDKUzKTIvDGoj5tGnULrr6ypWn4WWp5Ump5Tmp5Ryk9D/FQTcS2kqa1CelSMjxQfKWlPSE+lQOg8O+Myu9MyRxW6CJ2J+rkYoi6l1iZ1689Cp01yFbrNKe+hT17DVz93HffefWNdOWAwcq2yA4nZV27mvLdtGdvB1QCqAZ1dJXqSAk0ZWSRRRyUN2dHbRE+tQCWx70iSBtQqIVoNkO6ApqccU3/iaXkyzXgk9trkHu0aCYvb1w0w1sqxdM4qRJVTP7OT6rSAZ2aGLHjthrqJVe9JMT21iLafOJqeT2l6GvxzRbq77KIOuk8yAl4eKBYtX0/pWQsm7YvXEmfTWnGL9I02TwR0YnoWwJPAyf1+Pym7Lkcr8CrgfhH5JXA+8AUROWi8jcm9WsrQndr8Szay48WtVE6POfnFz/Lb0lF17fvqVJP9aHomdwg7NHZ5+wJJFI0yolUoA0oB+wv9Sy9L56xCXlAGMbkJJ54gE5wDyxCCmqe404JYXrZSZ2xg1FzqLPvoC3oaik3dZFLfUY91nIOKMcOCqk3vBNlEUtibEexCCJqs/6EK01t6OKa1i2d2twJQ6S6Qpo6uuEBbVCFVYVdS5hfPH0Vhp+k52Xir0PbrhF0vCDPfCh1Xr0H8gSsJnv/WLVTbBD3K1QmCe8Iv/9B24K/83K347DUouoRSEFNLA8LAsqZKEtJVjah2FwifKtL8HBR3KNN+2F3n+Jzzng7z8W5y9dFhSWyENW4rDhnv7q+0/MoPdFA5IebZcyKm/tRW9abpvTQVYh7531fxstttszf9O47yduNSPf/qwAJBxkhvX7iG+zJZnMXt6+g6uYgkNtVW3OWpNTse/PS1iOx7xj2BPYtHgZeIyGlYkPg94M31x1HdBczIfxeR+4FrD+Y01KQOFjLMJrq/m9icKzbTdoJj6s+tCWnS2o7y835YY/nJhGWzbwc1BVAk28EHsl9ISKPh7oc+yOw3b0YDW2RNt8k4ILmyqY2gKmnk8EUzFMplzkUlU6vNKNJYSSOomp2mpH2yDbOv3EzYY+O5aRGkqc98KIiNYRxkn4m0pDQ31SgGCTsrZeKMHS6BEoZWovIqFF3CD3YfR6WzSDm1MpN4pen5lB0vsfJYeZsnHMZfGqjLiA9GfzOn/YF5l2+iMtURxLlKr0mPP/Iv4yP4RWHKU51t/Gb3VELniYIUr5Ip9jp6qxG13siyuW7LtJqeTweQQR//yFUmgV529e9kLjki6kmDvq390rmrBtz26G/H9J5gJlaVaZnJ1rfb6Oppo339WpKLioS9QvMzST1zDXpt7DaIlXPe04E7rcS812+yTUfJRpPbfqH1Udrz3zKx04ITESxUNRGR9wF3YqOzH1PV74nISuAxVf3CPj/IBGNyB4tUOfcdxtYcTqNJUmXqzxMe+Px1vPrqDvzLhif4TCYsn3krAC5O8cUoK/FYCSUdReJ5otBfLypH/5r03DdsyrgLQlpyxE1mKORaXV0vydzpXOYgp4gTI/dl2YiLlWLNE3XJACE5DbIy0S7jP4Q9EPVmxkWBKcJCNl4cmGZUS1Qj9Y5tFWtque2RSUVMg560wBd/eTpdu0sEz0WE3RD2+rpKadwCYVcm0zHM+rDwwg3cP0KDW5L9FywuuHQjcWumf/TxfWN/73y6DakJkma9paKRS/LfAaSYAkLSZEFwuI3Wox+7mrlv3NwnI5JtFNJCQHFHUs8uBisO5MztV3yog7jZ/Cl+mKnrvuaqDsTDSfdWuOe+93PaX9uir1FK4fmgrparqb1vAN3HmdJBaVtfcC90ec59xxjLc3uAIqR+Yr5nqvol4EuDrhtWx0dVF07Ig+4DJnWw0EBoeapGtV/v4TVXd1B+zqYp4qMDWp5KOOcPO+g6w9P868ndogGGlYRe3L4Ol3h8wbHgog0DrC0PNFxi5SANTT8ol4OIm10mtWFZRM4gFs38zDOrVYA0lD59pQxzrthMbaoz97aqBZQgzkhgYiOucZOJ9SEQdjo6e4tMK4dEQQpVe++L2wTfWeKnwTFEhYTK7iJud0jzk0Kh0+rtqJIWA+NTpHYew3EiBrOz+0OdDNlFTxSsbCd8/Z/HV0Ydztul5WdhZnKU8UqynXneLwqqUGs1aY6f3Dj6Rutr/3lNfbLJR5IZXnnSpgC3e/Re2in/vRNCx66XtXLmn3XQezSc/M1evrL1A5z1qw5e/MlVuIoxbqd+x0aoe4+xoYMZP4tJS4606Nj5cmj5FXV9qAWv20itzdHy1Bjrc2NAw89iMkJtKuiMv+jghX+V7RxOhlqb7UBbnlR8IGw7N6HwTMj/bJjcWcVIuPeeG6052GRaTQcd2rfQRz1WXsp7EkHNTJJyrSdJlaCSkpSDulporjjqYjj7jztQB1FZCKuKz6w+gXqAiFsgbjVl1KCSiRYWlUp3gV/qdGq9EYVn7aNe2GVlsVqlTNIETT3WJG96Nq0HqFyDKuwl68VYX8CsVG3yLKj4AVnPYIQ98X5zN7zvzhv2qoGekwr743trr+Lcd26hljWCo+4skwr6lHO/v2rg9+a8t23BhyMzpsFe4+L2hMLumLglNBn1YbB81m2QeJugi1Me+ZerOetPOpj+Q0/PcUVO+5e1nPvWX1FJQz7/pr+u327mu7dQfs5cDPOJxnPe08FR31WKuxJmv3kzaSSkx4cUOj333n0jIvtOvlWdsJ7FpMOkDhYvf+GxzLt8E4Upjqbf2hvYe6xSOdoz5SeOb/zj1SyfdRu//MNb9nBPkx+iytYvXs+S+av3244W+jHIR8BXP3ddfSETr0QVBW8se42EoNfjaikaRiShyX6LGomy96gssyhbT0LFeg/FHUJph9ab9+Kh2uaotfZJTviiIl4o9GYSFt2OVIvEzxcpdAqtv7LblnZ4q/XXskBVswDgEiVuykplkVBty37GZvZzC9VEzOo17B69zLS/bXDHmz2+ZF0Hrnn4v4W9SlIUSLOMrdb3PpuPheG8t28xk6jstTj7jzsIqjrAAjUvB19w6cYxnWPaFBF0Vbnj8ZX16771N1dx5p91EDfBtOndXDDtx3Q80V5nZD/46WvrarXnvW1LfXy25XfJgLHxRcvXs/PFBR7+xDX1204EtBEsJidcrLT+pkZrRm/JdYge/LTthgZLDhyu6L84+Wj/ldu+8sBN9bHZusfFrNtM6FCVux7+UDbJ5CnstFFGDRwaRvjAGttBNSWthYgNtyCxJ4yhtCPTi+q2bMEHWQM8I/q5WC0rKTtcCi1PWmmjOtVRqbm6b4U6IWiDtCz4+virLe759Fy+eJiSqpXJ4mapT1VZwz5Tjq0pQZxa/yUQ41lUJsYf4UBBAyWeqpz+/g6+t7YvU7jg0o24QPjm39l1575jy4A+yMw/6Kv1R12eIBLiJiszRt06Ys9krFImI4lgfvv/9J3j8rNu4SVa5Y5vD1XWzYcf5l2+CS0KCy7aQHF7hepRJXa+rE9PauLMjxpCggcMIvIy4D/6XfVC4GZgKvCHwHPZ9R/IGkAj4sc//B2z2pIhJjBHMvYkVT0RGMxa9sUQX3D40LHgdRsRrxYoMkFAFMLuhDQJCCoJdz38IZbOW21kwtQT9CSkTSHFnZmfRWTe3mZnaoxpSa304xJPEHvKv7MJt6Q1Aokybwg7xkpgATWAMta/arYveE5a7D9yfcGlG6m1hJkCgMl4awBJBGGVzA9bCcWDCEFvetAcDHOMV204qAg/ve5qzv7jDs59Z78AEDnSohkJqTPCXX+Evcr5b90CqhQrngc/cz3nv2UzYUVHtAKeSKw48+ZhOwTnvX0LLb+t1r/7D376Ws572xaePSfAJRGFHVZGa/1NjaVzVhGVJo5scaRmFgfV/CgT03oSOA/4faBLVcecL47F/KiB/Y8lC9bgQ2cLeXcNSTx3fHsly85fyV2P7L1J05L5q/HFgHvvvpGFK9YDEFRSgp4EHMRtRXqPDkGEwm6TP3G1lKQpZOeLI+KWTIXY9bnZuRo0Pau4ZOCY6bzLN+HDTBQxIwJWp9iiMO3HMWF3Uh/33d8eIocKZr95M0FFKXQmAxQDuo+PED/QiQ5sUi7n0exrMK373mfITcByXHDpRpKyo7gjobC9yl3fuJkl81ePulmaCPOj5pccr6/8378/pmMfu2htw/xoAtEO/ExVfyWTWKvpSMay2bfjWyLilhBX8wN3u/tIJu//xR/sGrfwwg3Ezdl0VM3Xa+Xti9fiEiXq6eszBDWzVgUrLSUlCwhn/3EH5efSuviii002/Kufu455r9+EDwM0yGQ/nBwxQSLHcJa/o8njDB6p3hcMDg6DkZe5Lrh0I3d942YufMX7+coP1k7Y44+GI3Ua6mDPkv4e8Il+v79PRL4jIh8TkWnD3UBE3pMLcz333HPDHdLAAcRdD38IHzo6Twx4/lURZ/9xn7zKaNav/cXjhkOeSYyE+798PaVtMaXtMYVdcf36nAwW1DAv7MzONBcpLO3InOsSY4DHLY65bzTL0bQkpAXTFMuFGdVZcz4tONoXrR1R3qOBgwNXU5YsWMOXD1CgML8vGdPlcMNBCxYiUgAuBv4zu+r/Ai8CzgR+BwxLu1TVj6jqTFWdefTRR494/xdcupF5rz/46p5HAsyIyQx0tr/K8+prh5eD7q+2OhyJMseiZeuJW0PmXb6Jxe3D+sEA1jsJetMBctiSWAO9tCOl7Teetp+bdlRph6e0w/PIv1yNDzADnm4odHojBGaquL4gmSOe8UTCHss2XKoElaRu7tPAoYGtX7r+gDhF9mFsulCHYxP8YJahLgS+qarPAOT/AojI/wP+e2/v+ILLNuFiZesXJ7ekx2RBWnR1boWrSd2SFIzRnZd5vvrZ4UlkF77yA3z5+2vqv49HCdhVYu7uR1QcXCqad/km083Kvrsz372F6lTj4ZQ7tX7ePsx6FYJZ15aM5+Fi067an8ZWDUwuHMQ270HFwSxDXUm/EpSIHN/vb5cB/7O3d6zCqISpBkbG0nnjK7PMu3wTtVabIPIFxU9NqBzV93fRzJhpBCw/5xZ8U6EuYzIetC9cg45A9gKTjlAxHkZSFpKyEMQWBCywKXGLo9ZmOlQ+NMMmV7MAUdid8NAnrzngelsNHNpolKEOIESkGVgKfKbf1RtE5Lsi8h1gETAuuvXyWbfV5ZAf/MzkV5M9GGhftHbcTcoHP30thU6luFMpPSe4XSGVY9IBf0+LMqLhz52P30bSUiBpKbB03mqWzltN+8I1tC/syzQWXjiUrby4fR2+EKBu5I/wg5+5FvFkjXAziCrsNpvX4k7zpEizQJIW+qSsXaJ89XPXDWmqN9CAKqTejelyuOGgPCNV7VbVozIZ3vy6t6nqq1X1Nap6sar+bjz3GU8tEk8tTvzJHkHYW1ntr/3nNUz5eZXStqypnApn/EVf38KH0H1MwNw3DB8w7rn/A9xz/wfQQOr6UC72LJ23moUXbhgi4rfwwg3ErUYC9P3m59sXD21yijf58qCWyZl3phQ6PcVd5sMQ9WY+DFltQY7QEkMDY4fq2C6HGw726GwDhxBGaxQuXrqOWmtI74ygrjEkHkrbPA998po6OerF6zvw5ZTKDNuHLJ95K/LKNtIiVKYFA9zMxvP4/eESj4pNKOGE+ZdsNA+M1qEf56TJhPFyjsS999zI3Ddswkdm9Rr2GHNQxcpTYcWP2nxvoIHDscQ0Fhw2waLRgNx/WLJgDZXjivhITFU2qzKVdnoKO5MBxx7zTU+1LaT1tzbO2nNyC+rME6K4w264eOm6vX6/5l+8EcoBLjYxQp8lFqLDW5b6bKqpf4ByqWlLIdbA1kAIezxhjz+oir0NHPpQDs9+xFhw2ASLBvYfvrL1A5z/1i0kRbJyjuXYJq0xMN/u7yZ3/ls20/nSAF8EVxWibj8kq5j95s30Tjdy3Tf/duQ21YLXbiBuCZCi9R80VdJISJpsigng3Hdu4Rv/OJBVXNydDvFfiJsd1Slm9epiyzBcoo1A0cCYcBhWmMaEwz5YLG5fx733jG0Xe7C9IA4m5r3eiGg+kvq3Ia/fV9sc1emChhB19d3GTw2oTbFeRNjrKeys4SoxWghJmiLCKSHl55XuE4W4FXadFjLnis2Un63VbVgfvuMGznv7lj1+A03SPLc8tcVdvJn0+JKQlqCwS+vaTzke+Px1A5rraUHwZaG0U4m6fd3HQdQmu+JmR1ISHv/I4Sln38A+QkF9I7M4LOESP/YgkDVXL7h0Iz5ySGqL0uFcw1544QbSohD1mg2qE6i2BcRNgi9kC6k3+9LH/99VzLt80wA727AnJexOkCRFEs+dj9/Gstm3I6kn7ElpShSXBiRlMxeKuqwU1V/8cU9ub7PfvBltcoQ9nqgrrfMwLrhsEy61gGH9BkXioRojOckOIOr2w3ppz33jZnpnOAq7PY9/ZO/c585/y2Ye+df9L67XwMFFowx1mMLVUqQ8uuLk3DdutkmgSDj3HVuIT7CXJSnb33OVzsEljsMBUWfM/V8eOC47+8rNdVY2Hlqe83WdoOH6AoMhlYRAFVfzaOSsLyCWFbja2BVb57xpM74gaChZwPIDCHtf/ey1LF66DkkiRG0qazg8/IlrmH2lcT2Gm/ia+8bNVNuE8vN+xPsYDbl/R9B0+I1LNjAUh+Ok01hw2Hy6l85dxdK5q4Zcf9fDHyKoja5o97X/vCYz2hGqU8x7OCduiZojW61VOOcPO5j95ok1fz/YGI5XEXXb6+VimPrzZFhBucFYfs4trDjzZla85oOIKpJ4EOoe4WFvStgdjzlQnPf2LcQtQtSV8vWPX03T72rD2pjee/eNND1T3eMi//AnruHhT1wzrH903Cwg9jlYtHx0TaocuafHstm341LFpUpxR7KHWzUw2XEka0MdNpnFcIqgSxasQZ3UzYDaF60d4sWQw0dm0elDKHRlTmHKgJKLy3SB5rxpMy7VMe2yJyMe+MJ1zL94I0HVj4m9vHTOKihFuEqM4PClEF8MUTH9pj1JRw8HFYi6lcIuW4BH6zsNHrldOmcVdz80ukLsouXrUSdUpgdUjnXEzSYFEs4IOfuPO0gjeOJ/j963aF+0lgAaDO8jCQpDiD9HCA6bYDEY7QvX4IsBLjaPg8VL16GRY/4lG9Fsx/vgZ67lrD/pIOxVXGi+y7YbhrRkZvVBLWv6YtebdhBUmx1n/1EHrU8NtHI8XDDWPs3SeavxhTxBNQKGLwbmr51YcO0fKMZq2hN1e8KqDgnus680452RdKbaF60l8J7ls4wZnveeBgcbF3vuuff9nPe2LUhiWVTP8UJpmzX4c2e9wZh95WZcAmFLSBoJD36mYbx1pOFILUMdtsECZ0Y21vz0qAdCG/dEIS3bApfLUMctQlK0gJCUbfFofibFxUp1al/PwyXGSE6azCy++9iAOW/aTGlbPOapq0MZM/9gC499dGBvZs4Vmwc0hZfNvh0AXwjw5QAVKzX5QoBm5jc5j2LpvNWk5cDE/AKBtoiFK9Zb6Waw/0U/hFWtB+H+mcJI7mwm/+G4Pwsuy85fiYaZemwysAy5dN5qfHPI/Is3EhaEtk7jYZz/1i24WIdtgOcodPlsswG9M4Jhg9+y81fiiyGS+CPOA+Pwh0zYNJSIrAD+CgiAj6rqukF/fy/wp0AKdAHvUdXvT8iD7wUOu2Cx4owP4ZsKUAwIe1LUCWkptIVKrbacL2QXXLqRqMlRmerwBczSJLXSU+uTKeWne1EngMmI+EjwgdTHS8VD3GS6QmmpMGRsc7Lh7D/qwJcHfhHOfm8Hbbv6avHtC9eQTjHzbOtHKPfddQNL5q8mLYWkJWto5/2jpDmiOjWkOsVsUl2cSWzUlEJnWveHkNSa32C+6f1fx5FKSsvOX4kvBKTlkLQ5GJANjeTQt3jpOtIpkY1ABtYTuf+OG1g6dxXNkTHCFy1bP6Lybf/zuuDSjdnnYyA0DPAFR9p82H29GoAJIVpkLqEfxjTyfgs8KiJfGBQM/k1V/zY7/mJgC7Bi3x9973DYfJqXn3MLAFqOrEfhBBWbpHGxh4x4lTd0F65YjzYFpJG5qeVN7ahbKT+f1hee5Wfdgmsr1B9HUsVHDhfbhI4Gdqm1CrWWkPPfspmmZ+NJySivTqfubnfOH3aQNEHb00ldUG/Z7NtJphXrWRkAFU/7orVoMSBpDkhKRnZDrSSVNAXU2oRaq5X2wgoUupWoO6X4fC93PnoLS+eswhfcmHbh/bWi9NjysA3r0VCZFtE7w9jbYa8yZVuV5bNu4+5HbxnX/QAjypZMpGNcA4cYdMJGZ88FfqqqPwcQkX8HLgHqwUJVd/c7vpmDzAc8bIKFFuyppKXQdnvOdr7WkGJAoAAIexLSki16pR2KpGbFObgWfue3bqu7uiUlh3gTpXOJx0c2JZUW+1zZ4mZHdWo0KQl+LrYS3Nnv7cB55Ym/GliOuuvhDw34fcHrNtqIbSkAzcdjra+jgVmR5tLgolDclZkQbUsIO2NIPCvOvJm7v73SmuR7wJwrNpMeHRJ1eUSNP9HfL2MkLFq+nspR9vmoHuVIShDEUH4+HXfjvYEGJmjJPhH4Tb/ffwucN/ggEflT4GqgACyekEfeSxw2wYJsUslVU2u4quDDTCCupkN2e/kiMe/yTXucaqq1WlCJmx1hxWSu1WWy1g6SJggqRlxDbbEMK+mo93moYe4bNxNNd4gfXXYDYP4lFjyrUwMjxXmPJICYH7bEStibZsMCIYhNmUVdnsLulKizhuupcccTt9fvc6RS06Ll69n5ogJxC3CKo7RD+fo4JejDzphS/nOPw6XgquaoB9YUT0vBsKO5+wMrzvjQgOfewGTDmDOLGSLyWL/fP6KqHxnPI6nqh4EPi8ibgQ8C7xjP7ScSh02wkNS++Lnv8/xLNlJts8Z0VHYjjm/uKVAsWrYePTaTWVVIikJQdHU9IXWZNlEJXA1K3Z6w6gcwlCcDemc40gianhnYDJ5/8cYBvYBZv7+F6gvtYxN1WUlJUoVAMimOvhFjV/OkUc6cVoJYQYy0d8cTt7Pi9JvQckTSWgTVIRyMxUvXkZYDwl5jaRc7/Zg4H4Phaglhp/0cdoJGjrQYUDmqwLnv2ELlrFJdX2p/YvlZt+CbIu5uBIp9xuKl60hLQTaRdoBH2EenbfXH86o6c4S/PQmc3O/3k7LrRsK/Y9bTBw2HTbC48/HbBvye17IXXLSBtOxImqO9mvcXVQpd9un4+j9fy+wrbTJo4Yr1uKpkyqWOWhtGcVTbtY7G6TgUEVSUqJu6XEXerI86+5rbCy7aQHpyRNRtvzc9l9D0ZA93jlDvXzJ/tfV1Mre64vaUe++5kRVnfMh6TE3WCxr8Ol1w6UbSgiNoCUcckR0P4imlAT4ZGgo9x0X0HiUENSsf/s+G/acFlX/u7vzWbUP+tuzclYjqiK9hA4b+U2dL56zCTykQ9KQk06MDeyITx7N4FHiJiJyGBYnfA97c/wAReYmq/iT79bXATziI2K/BQkQ+Bvwv4FlVfVV23XTgP4BTgV8Cb1LVHSIi2BjZRUAP8E5V/ea+nsPWL13P8lm3EU8t4qPRZT+Gg6umfLVfszof3QxqfdnD/Is30hMHdT5G2Jv24x5YU/ZAlThy5KWiXS8ICarwzb8bfTF89B8G9ifyqZ/+C7kvyLh4JSMFZo0CEIHEc+e3bmPx0nVUp4TELfaapceEuER56GP7rrO0ZMEaakcV6qKI4h1xk6O4M+XrHz8wk2ujbVDyTLiB0dF/PHlPhMv9jYngWahqIiLvA+7ERmc/pqrfE5GVwGOq+gXgfSKyBIiBHRzEEhSA6H5kmIjIfGw++OP9gsUGYLuqrhORG4FpqnqDiFwE/BkWLM4D/kpVhzR8+mPmzJlaeNGVo87F51h27kpqR5WoTLeAEfbqAFG6JQvWgOpeNzznX7KRytSAIFYe/rdraF+8lnvufT+L29cRt03MDnk8mPlu07MKq/DIvxwamlZL562m1hYRtwSkJSEpCUlTztaGQqdlcFGPH/eUE5jkC9q3mCxatp64JaDW6uqGTWHFxp1RE0Zs4MjAnCs28/Anr318lLLQmFA89SQ97kN/PqZjf/0HN+zz4x1K2K+Zhao+ICKnDrr6EmBh9vM/AfcDN2TXf1wtej0iIlNF5PjR7FV/8MtneNnMPctbLVq2HtccEVRTijupZwA+EisnxYr0YxzvDQo746x/ISy8cANhVre/954bueDSjXt9v+PBrHdZgCjt8Dy2H4NTzo1QJwSVZEROQ38snbuKu7/2QZYsWINLlKQ5IOqGpMfhajZKG3WaYdJYAvayc1cO2ZVrIHV5lvbFa/HNIZJJkOd8CBVtyI8fYTj3HVtIpk2gDN4RKvexXzMLgCxY/He/zGKnqk7NfhZgh6pOFZH/Btap6oPZ3+4BblDVxwbd33uA9wAUmqed8/J3fYiwwpAFYM6bNhPUPGGvRzLvA3XGu0jKDtHMvMfrhHEiFly0ger0EFRpfqqGpJ6vPHAT7YvXkpSCSTdKO1FYccaH0EKIhs5yeJH6GO7CCzeYEqxCULH+iKulAwJQPlY7lvJDTtRLmkLSskmjV9schS77nB8qWVYDBw6z3rWFWovwnf9z9YRkFsff9BdjOvZX77m+kVlMFFRVRWRc0SobPfsIQPOMk9Wl1jw9+486AOo7SX+MI6g5irssYLjYAoYPBESQNOMFpBMXLKOu2EosRRMvvC+r9w83GbVo+frDRoBuxZk3c8e3Vw69/vSbbKxWBHUOAkEDhwZSDwARNkSAqh0D1s/oDydjIrotnbsKXwqN0V1yqLNx3eL2PmJhA0cexJuV7oRABRrmRwcMz+TlJRE5Hng2u368o2RICsWdHsT4DoB5MovZfzqratT/pmJ+BqYPpRO+gLhaStSVEtSGfpjyHkaO++40iQkN7eTGIq53qKDOlg+s/3NXFihWvPomCIL65JGEDu9CCB0+Cuq+FIjgC0bUk1Qh1VFLWXsKFO2L1hrvZUoBXxDSorNMJT68jasa2DMuuGwTUWD2uROGhpDgAcMXsK7+uuzfz/e7/n0Z7f08YNdo/QqwMciW31bxBVMWheF38Qsv3ICreVy8/xi7y2fdhhZDC1QVjzoriQy3CC6dt5qkKeS+r32Q9sXmizAWcuChgOWzbqsHCbBpnjx4+NYyONPgktSjhbAuD5/j7gdvMn2pspXrgppHUqn3QSCThe9nUtS//LRk/mo0cPjI1TW60mmRZZNRtmkQodCZEvZMLmLkYCw734LwWHpCRypG02Nb3L6OUjW1rDWcyJ7FxN3VZML+nob6BNbMngE8A9wCfA74JHAK8CtsdHZ71r/4a0woqwf4/cH9isGYOXOmPvbYqIcA9qEZS6AYbiJq+cxbzcgHhi219Ef74rVUjioQdSYUtlcHNGAXLVtvxE+FIGOZp5Grl8F8wUGq4+5rnPuOLXzjn/ZvHX75Obdw5+O3GW8i1QEaTstm326N/WKADx0u8fXXS52gkUOdmF92Znnqi4FJreSZhWYZX2ZSpSJ1RzvxuZGSKcj60MpY6jJyXUGIm5yR6rLX1yWYpEglRUUOCzXgBobHwhXrx1whEJF971m84GQ9/oYx9iz+9LpDqmchInOBb6tqt4i8FTgbmzr91Zhuv78b3PsTYwkWC15nk0iu6vdo6WkWnX0eCkvnrCLoqnDHd/asW7RkwRpqU8zek6zUde89Nw4h5y2bfTtJS4QPrAyTD1ZEu2Mk8XWC1rLzVyLVdFgi12gYi/HPeLF03up6hiBe8dkuTbLPjg8dvmjBLoi9iS2GJtbngyxQZBpdotY30shZ9qCY93nmd57fr/YrLYrPvMD7vV75db5gAUPrasCKi6GwOyHsTSdVea+B/YsJCRannKzH3/CXYzr2V+/b91HdiYSIfAc4A3gN8I/AR7HN+oIx3X6yB4vCi640eet8ofFm3DP3jZtJi+ZREVYh7Mka3TU/7E4zN/HJy1kaCEFXTLCrhy//aN2Q44fDstm3c9fDH2LJgjX1+/KhGxCk2heuoTKjQBArQa+vP17huS7u+M4qVpx5MxrIEEb6WLFs9u2kpXBU9viyc1eSNke2488sUPORUx+aAKD9bE1i8WTeIDbJlI8eIyCJoqFJtwdVnwUE6lNPGkqf62AWSFFMDbjW97iiA6fSFrevs9uK3a5OcvRq5+cVF2sm6OhMOr4g9SwmqGYe4IEMa37UwJGFCeNZnHKynnD9X47p2F/+2SEXLL6pqmeLyM3Ak6r69/l1Y7n9pJb7+P5vnuHFFzgkNZlwsBLEme/rgGOdqcEqyE6luEsJKunIi6ja4gKQNGUvS1OIxEVr3AJ3fHf18LfNkI+DBj0xX9lqdfxFy9ZTnV5gzps24wuCO6ZI1OvZ+l/XmbVn1gzOs5c9lbr2hDxYDUb7wjW2Mw+E9KhSfVpIvCny5iWifBJJXcZbUNB8gY9MmDHXUVMBQqnrQdUb2In2BV6v9ZFZ7wSXWoDJA8VIvhGDF/f5l5h3hEp2Tk7QUPHe1c8Xsvc7eyoaCGnJMb55uwYmI+ZfspGk5OrinuogLQppKftsnNDoWQCdIvJ+4G3ABSLiyO0tx4A9BgsR+TPgX1R1x96f4/6BpGZ96kP7GUzMz0T+7Peox4+pcZzX4ZfNvh2XeFRshy2qIwaJ9oVr0My209U8dz94k41vthTqWjb33XVD3e85LTlczbP1i9aXCCopSXn8EiR7wnClF40cXow06IsOn+34c+0mJ32L6pCAkBv8qF1f95PIJOAHcJQCIMs8JNvVu0QtYwHSSHAuuz5WFq5YX7/paLVnFZt0y8l1Lut1qEBayB7P2wQUqWaZjZ3v1sZE1KTF8lm3DdHNmnPFZvvOZ5uGNAKdERDUIKgqD33SFB3mvmETackEMpNBpl77gkm8+bgC0596l6o+LSKnAGNmDI8lszgWc3H6JvAx4E49RGpXrzj1WB77m4ln47pKiuuNcdWYL39/4C590bL1datOXzKNoyBNiVsj292cVMZHMoD8FVRS0mJA2J0O2El/ZesHrPF9AJD3ACQTOpRUiFucZWSZ/3huGVtH3jCObcF3nnrAALISltZLRHnJCKj7lee9GbAgnkYDg1SQ9PUn8sAxOGhccNkm0kKfZIdlO30+4fNev6ke/HIF0vkXb7SeRnhkzsQfLhhOYPGh/7jGTLCcfTZHyk4H+5zI/52gQZBJyuDOAsS/ArNE5H8B31DVj4/19nsMFqr6QRH5ELAM+H3gr0Xkk8Dfq+rP9vbED1VIJeGufk3lxUvX0Xt0X6YWNgcUdsXcc+/7aV+01nawzurltRZHrc3KOxdctonitippOUTLwZAF8Ly3bTG3tkxG/YLLNtUzlP1BIBv8hVrwuo11Dwof9nFSzJPcZNd90NebcCmQmulQPesILUMIu1N80fU1n7UvO/F538FnviDa52MuTtBs/LW/JMe8yzf1KycItLj6eQCQ6gA70zxAzH3DJsBeSw2tt5JnHQ0c2lg+81bufOzWMR9//5evH8JdOiDIBjUmI0TkTVgmcT/2bfo/InKdqn5qLLcfU88iY1o/DTwNJMA04FMicreqHjYaFsvPugWcTRTVphaoTgtIXlCo18CLuzyFHbV6szrvfyy4aEO287VFttCpFHbFfOWBmwZIKwMseO0GqlMDRISg1xN1252H3fEBdW3zoaChlXB8ALk7UNRjpTsX99mGzvyDLQRVtYU90frrsfUL1zH/4o2E3SlBz0ClXRzgBBfbNystCC6mLu1RJ+RlQUWd1Ps3QD3Q5GWvnIFrvQlBVYdwU/KdZF6v7p/VNHDoYu4bNqEvbB337Q6aZ8zk/UzdBMxS1WcBRORo4CvAxAQLEfkL4O3A89io1XWqGmfNkZ8Ah02wyMdUl527ksLOGkE1RFJP0GMNkJHkpH1Bst250vqblNKz1fr4al2Df+4q0qYQ54Tmp2q4Wjomz+n9BlXzEU8VHwmuplSnOnqOEZ74q4Eqvo99dOT0XRLN5DqMP1L3Pc+a5nlQ8JEjaQrwBVefXMsnm8yOVZFqFoWc4BNBEtCQejaSBxrE7jMPWoMR9HrAIaFZrzZw6GLe6zdR2hnTdWLxYJ/KmDHS524SwOWBIsM2bFs3Jowls5gOvH4wcUNVfVb3OuyQBwVjK8uongMXXLYJDYTC7rTeuB4OBzUwDAPx2IRSVibS0JqD9bHYMaI/idAUZVPzQQ8E5xUXeyROcd2Kq0X4QubXnZH1fGZtoWFfZiGJEiRKUMnKWYGNyopnbL4gQVbaCkw37Kw/6eBb+6G31cC+Iy8hLlo+8b27BRdt2D/inZM3s/iyiNwJfCL7/QrgS2O98Vh6FkM7TH1/+8FYH2gyYk/uZQtXrKfYm5pKajY2e6hj0fL1pCU3rGbSS1d18OMP7v2i+pWtH2D5WbcYw9o7iwKp8TjykeBls283MUH12RSWZCUnN2j8dfxqwLlGlBQczoHGUs9I8kGCkZqhDRxcTJSo5uL2dfVNRzCBIqE5JOcLTU4o8HfAvOz3jwDnj/XGk56UNxa5jwYOHpbNvh2pJQNIhrl8SB44wDgRE8G2Xty+jrTkMp0om/LSQCjusFLiaNnfkYLcW2QyYMmCNagwqvICWBbhC1Lvsw2HiWBwl046WU/687FNVf3shn2XRJ9IDEfAE5HvqOprxnL7SU3Ka+DQx3AZVx447nr4Qyw71zIOp1r/eV88qV1snXDxDhUlqGJ8mWyXuXjpugnzL5msqM44tPoD816/qV6O6o/2xWtJh5kkHA4H1Ctmku2vReSPgT8BXphJfuRoBb421vs5ooJFLsMB5q19IKePGhgeddVabwFjX/GVB25i+Tm3mDKuA18I8FGfP7qKsGjZ+iO6HKViGRgMZcofaMx9wybi1qE91qXzVnPPGDxMDgYmYRnq34AvA2uB/m94p6puH+udHBHBon3xWquJl4OssQqBa0zJHCq48/HbWHHGxPV8ButqLT/rFrRofBZ1Do0cS+avPmI3C4VdSV3V92DDpQyrmjwWs6uDAp1801CqugvYBVy5L/dz2AeL9oVrTPU0ELyzQPHA5xvyD4ca7nji9v123+NV7j3cMZrI5IHGV/ejV/x+w6ERZw84Dvtg0b8xtmjZeu47Qn2wG2iggQnCERosJlCKcSBE5GMi8qyI/E+/6zaKyA9F5Dsi8lkRmZpdf6qI9IrIt7PL3070+SyZvxoX+7ozXQMNNNDA3iAfn93TZY/3I7JCRH4kIj8VkSHNIxG5WkS+n62X94jIC/bH8xkr9luwwMw1Vgy67m7gVdmo1o+B/vnwz1T1zOzy3ok8kfaFa2xEUw6iREADDRxGOFACmIcrRCQAPgxcCLwSuFJEXjnosG8BM7P18lPAhgN7lgOx38pQqvqAiJw66Lq7+v36CPCG/fX4S+avBsmksAF1ppDawJGJpXMyt0M59Nj0kxFBJTnYp3DwMDHLyLnAT1X15wAi8u/AJcD36w+jel+/4x8B3johj7yX2J+ZxZ7wLmycK8dpIvItEdkqIheMdCMReY+IPCYijz333HMj3nnQE+OqCZJ6XDUh6K4RdFUm8PQbmEy4+6EPml7XCF/09sVraV841DSqgeFxpE6S5dNQY7nsAScCv+n3+2+z60bCuxm4Xh5wHJQGt4jchKnX/mt21e+AU1R1m4icA3xORE5X1d2Db6uqH8Fo6sycOXPEGD8eueMGjhyM5E8+Unkyl484knkZDQzC2DOLGSLSX2LiI9n6NS6IyFuBmcCYvLL3Fw54sBCRdwL/C2jPTZRUtQpUs58fF5GfAS8FGloeDRxU5KS1+RdvNJtZr43R6yMYwrhIec+PIvfxJHByv99Pyq4b+HgiSzBp8QXZOnnQcEDLUCKyApM0v1hVe/pdf3TW8EFEXgi8BPj5gTy3BhoYDQ984TqCisdVJxkjq4GJh47xMjoeBV4iIqeJSAH4PeAL/Q8QkbMw4b+LB0mLHxTst8xCRD4BLMRSsd8Ct2DTT0XgbhEBeCSbfJoPrBSRGPDAe8dDQ2+ggYnCaO5rY5JHb+DwxgSpzqpqIiLvA+7EnOs/pqrfE5GVwGOq+gXM1a4F+M9svfy1ql6874++d9if01DDUcv/foRjPw18en+dSwMNjBU+cixuX2eDEYkeurITDYyKZeeuHNWHZp8wQcmlqn6JQX4Sqnpzv5+XTMwjTQwO5jRUAw0cktBA0MiRFgMWL113sE+ngXGifeGa/RcomDhS3mRDI1g00EB/qHl/+0BIi46kHAwZqV12/sqDdHINjAV78r7YZ0xMz2LS4bDXhmqggfFAVEEyi1dnLn6Dd4l3PbL/dq0NHOI4TAPBWNDILBpooB/uvftGCxIu8/2OdUIc/Bo4fHCklqEamUUDDQzC1v8yHsXSuauO2F1kA6PgCP1MNILFJMScKzZTbXOIKj4U0oKZyBR3eh7512sAOPcdW4DhjWUaGBvu/toH+zSlGtjvWHHmzdzx7UO/HzTZzI8mCpM6WPzoJ08fkRaZD/2HBYS5b9iEBkKtxWrrPhLOfecW1IEvmBPgue/cgniz0nQpiFce/rdrDubpTyiWLFiz38pES+esqnt6N7D/MVGBYvlZt0AgaOhISyG+GExcNnAE9yxEJ8D3+GChdcpJekb7X5I0OcieR76zPpKwuH0daVNAGokFikhwsb0ekk33JOW+oBJUIIiVoKqIt+Mf+ZfDIwPJJ5f250TMitd8kDu+08g4JgOWzb6d2pQCSVPA1z573eOjyG+MCU3HnqwvfsvYvivf7bh6nx/vUMKkDhYzZ87Uxx5ryEeNFfMv2UhSNF+PtCD4yFLq4s6UqDtFUm34fTRw2EJEJiZYvHmMweL/O7yCxaQuQx0pWHHmzVSOayaopATVFBXBlwLCXRXufHzs/tIPfP46Fq5Yjy86gprgQwFVvvq5hjBeAw2MFYfjpNNY0BidPYSxZMEaFi9dR/eprVSnhVSOLtJ1ShPbXt1Mz7EFkraSmTyNA/ffcQOSKC5RJFU0EGZfuZm5b9jEgtdt3E/PZPLjwlc2xmcbyHCEkvIaZahJgGXnryRpLoCDtOBImgIq0xxNz6WIV9JIKOxO96rRP/+SjagTU1MVcLEecQMDDRxeWLhiPfffMfQzPCFlqGNO1pdeMbYy1BN/3ShDHVJYeOEG0qKAqTLy1c9ee5DPaOIxFsbwBZduZPaVmwlqyoOfHvtrMNibYf4lG/fbhNncN27ma/9pAwgrzvgQdzxx+5hut+CiDWgkFJ+vNixRJyGWz7z1gJmRLXjdRrYOEygWXjiB9tWTd3+9T5jUweJHP32aM15glbR8+mciMdyHfPms20ibInzBdINcrESdMZKkpOXI1Epjz10Pf2jCz2c0TFTfIY2EBz6//zKL5efcwp2P31YPFO2L1wIjO9UBbP1SQxp8MuNAulbmhMr+WPC6jaRNE1dxP1J7FpM6WLzsxccR9nhQrRNl2hevRRK/1x7B/f0MZJgZ+zsfvQWwVDctOtKCoi4CjUjLDkntXBauWF8/p6BiHuDjaUbvD4yFkxDUlPkXb+SBL0xs03v+xRuJYh3wGrQvXIMouGoyIY+xuH0dGgqSaN3hroEGtv7XdY3MYgJwWPYslsxffUAM5ZfOXUXaFCKxeR/4yOELjrTkUCeomNy1DyGsKKXnquPyR1jw2g1s/eKB3VUveN1GJPbD1nz3BUvnrkJS3xDhOwKx4HUbs6EKT9hZQ6opd37rwG+cJqpn8fLLx9az+NbfNnoWY4KIfAzz2n5WVV+VXXcr8IfAc9lhH8gMQBCR9wPvBlLgz1X1zr197AMRKIBh6+fLZ95K2hSRlkOqU0OSshHl0qKQRiUWLVtPUE3xoQWV3hnZWyBQ3OUJKp60ZBnKA3sIFOe9bQtf/+c9f3AXLV/PfXeObfHf+l/X0b5o7ZiOHQ8ORK/hgss2ETeZYuzXP354kAxHQ/vitaBwz32HNjem1uIIK4r3QriLgxIoJgzKhJkfTTbst8xCROYDXcDHBwWLLlXdNOjYVwKfAM4FTgC+ArxUVUfVWtif01ALLrK0VbziUnuNXM3jqsmwu+Olc1fVF8Slc1ahkUMFkqaQ6rQAHwpRtyesKmFnTNgdo2ImOwDVo4rGewCK22t7ZCDPuWIzlWmOQpeOyr6e9ftbSMpCaYen/Gy8x/LM4vZ1k7qEM+tdW6i1CWEPPP6Rqw726ew3LJ91GyqyX01+JhqjWdYeCExEZtF89Mn68svGthH55v9rZBZjgqo+ICKnjvHwS4B/V9Uq8AsR+SkWOB7eX+e34KINxC0BD31yBHkQwXoSRUGykOUSxaURi5atJ+yKufuhvt1yHiiWz7wVcW7A35bOXUVtaoHCztqAHfaK028indYEWLkqaXJEXemYpCrCXk/ZWzDLcf5bNpOUhKDGgIyj1gq+4Ahqe367773nRi64dOOkJeo9+rGrmfkHW/CBMOtdW3j0Y1ePON3VvngtGojJkk8y5L2zHO2L1uIjh0s899z7fhZctIGkycqhI37GDzAOG3WAyVu53yfs155FFiz+e1Bm8U5gN/AYcI2q7hCRvwYeUdV/yY77e+DLqvqpYe7zPcB7AE455ZRzfvWrX43pXHLmctzk6kqtaVEQzx535/2xZP5q0lKIpIqL02FLXstm3z5gGmrFGR8imVpGYo8kHhxIqqTlkNq0AgC90y37KHQNzQDGsnjP/IMtdJ8g1NqU0vPC99bZrnrOFZvpPMmRliDqhuan/B4Xj3mXbxrX+O1wOFgCj+f8YQe+AJJCcbcn6vJIqiRly+DUCcVdyYCy3AWXbqT7OAukLU8lE97cP1Qw7/Wb8KEQVvyYn2MuyocIeH/QhzT2BROVWbzikrFlrI///TWHVWZxoIPFscDzWGy+HTheVd81nmDRH1OaTtBdPU+Neg7zLt9EZarDFwRXM8ZyWoCkjPUSSuBiCCtQ3KFE3UrUnRJU/F6XY5bPuo2kOSKoptz18IdYOmcVSWtkZaaMABf2JKCKLwT12wWVZK9GbudfspHnXx3S8+IaOKX5e0WO+oFNGLlY6Tk2pHeGPe+oC6Ie5bGPXs2C126g1hbw8CcOjZ3nvmDW72/h0X8YOeDPe71VPtOSgEJhd1ofHjj/LZvpOcYRVqDp2ZTijnhMu+DBm4JDHfMv2UhSykbNk6y0GisuVsKeZNhJueXn3IIGgWk9iMnD5GXYAzVIsq/IOT0TEixmjCNYfOzwChYHVO5DVZ9R1VRVPfD/sFITwJPAyf0OPSm7blS85JUn7PExH/z0tRS6FHUQN9tkkngIanZxsQWMpAS9Rwu7XujY9sqIXS8qsuC1ezdud+ejtxBU0/ro7d0PfZBoVxUUkpIjabKpKR9larmquFq61wvPA5+/jrAbwmcKRE8WaX5GCSrWLEezxaAXCrshqNru+ry3baF3Rki1bfiPwAWXTg7pjzlv2sy579iC24OSeP56BBVbJOPmgAUXbWDBRRsIqkrrb1LafhlTer6Gq3mWz9rzDlqDA6uWs3DF+n26/QOfv46H/uMaHvqPa3jw09fy4KevNVXigpAWAzN7GoQ7H7+Nu75xM66SIJUESZWlc1axZMEafBQM8yiHHsZK/hwrGk55BwAicryq/i779TLgf7KfvwD8m4hswRrcLwG+MZb7XHDRhj2StnL/hxxz37CJWpuVo4KqBYogtiBSa4W0DEkNam0Bi5euG3dNe/ms29BCgBbCeiMybYkgy2ripgBRiHYnuGpfQNkXHPX9GlN+4XAphF1995uWQwpd3oJiUUhKufeFBcpip+f8t24ZUIab+e4tuCl7txDkpLu9wbzLbfevrk9qXR2jTjaJVzuegQzxwej/GVm0bD0+EuN4JJ7w+QQXeyT1aOCQ1IMfOPKydN7qIWPP4xmDHg/mX7JxCLMeIC0NDU7tC9cM2+NasmANGsgeM6ScxLZkwZpRa/EjeU0sO3claXNEWnREnfEhy7DPB1YmAkeq+dH+nIb6BLAQmAE8A9yS/X4m9rH8JfBHefAQkZuAdwEJ8Jeq+uU9PcbMmTO1ZcYbuf+OG1i0zHZdeYMPst2xjKyses57Oohb7M0vbVfCHk+tzVFrtSZx2KOEvUpxp5V0RqrBL523Gg0EdYJ4E+iTxDILLYSoE3zkbDJqekhStDHZ0vaYsLMGDG1Y7iuWnW9fbl8M8aFDQ1OZTYuOpCz4SAiqysOfuIbXXN1BGsFRP7B6/Stv6kBSmP7DZFyN7nw3npbDAeWJPAi4WMfVDzj/rVtISian/q2/GT31v+CyTahA1J2OeUx4MJafcws4h8TpkMWxfeEaXOwP2AhwUpb64h1UlSBWkqLwtU8N7CUNJlAunbuKpNkIomnB4WJP2OsJO+N93pCMhnmXbyIpO1p/3gPs++ZnorFwxXq23nnjhJShTn/t2MpQj3589DKUiKwA/goIgI+q6rpBf58P/H/Aa4Df21NZfn9jf05DXTnM1X8/yvGrgfFJqEKdPJYv5EvnrLKdYyikLQEIZP8bgkKnJ25xSDpw9zrv9ZuImx0utS/pnhq1dz94E8vOX4kvBOZKFwgahNBvoVYBAiHqSgkqYiS+0A0bJJadu5J4atFMjBIdsPgteN1GXM0T9CZGdKolw8op5L2QPIDde2dfdjTv8k3EgRkiAbga9ByvdJ3Q93HQwKbBxoPKcU0UtlcHBIrz37IZ3+IIahZEx4M82zn7vR2c8ecdiLds6Jt/N/TLOhGaYKNlRKL7lysy54rNxE1iG5XjAr75f8e2IA0OvrkVrKs5IidIqnxl6wdYsmDNiFnIstlWppHEQ+IhdPhCQNxW4P4vj5y1L527Cg2Erzxw0z4PROxv3H/HDYhMwNTbBJWYRCQAPgwsBX4LPCoiX1DV7/c77NfYQNAh8eIeFgzupfNWo9m6pqEjbg3xgfDgZw78a7xs9u34QoAPHeKVpBwQtwRmNKS2S5RU7QOnxt0AcKly7903smz27agT0lJoZQdnGUFONkONDR72pNacTDyumtqklfcgQtoUkTTZwu8jqcfKBz5/Hee+Ywtxs5AWwYcw/ccJD3z+Ol66poO0qJzwoKdnRkDv0fD9NePjKbz81g5O/koPPceX6DnaWakrgUKnEnX7fVpQzn5vh73HYq/hYx8dvjQ1893Wv/jGP048KW/J/NVo6PZpBLR98Vqq06L6a3HBpRupTAvoPkGQxPpn4uEHt4/9tb/gsk0DguWy81ciqY47W102+3azIS04Gw0fITgumb8aSZW7v/bB+sjuZFAqnpAG91En66suGtt7841/GTmzEJHZwK2qujz7/f0AqjqEESsi/4gNCh2emcWBwoKLNtD7ojJhb2Yj6nVIqj4Ro6BjxV0Pf4jls27DiSDe46ohQRySFhwoBLFHEh2RdVubWkQd2dRWn5ouIvjAJrhcart+8R4vFiUlECBAA2f8kKy+7YO+XsUZf9lBfGJ2fw7SIuw6NWTWu7YQHSuoCF/97LWc/UcdVKePfxNReh6emtvE1J+leywbjQdz37CJYmSvhwY2Fnve2zOv8dBsY7/5t/Z4j/391ZzxFx2c9acdFHf6ITa7C167gZ5jQ6Ju5aH/uIblM28FxiZ295UHbmLhhRu44LJNhN0pLvZjYk8vn3Ub8dQitdaQBwcFmp6jQ6rTbDovH7ZoHn3Ab+Dzed1GnNcBvbW9lVQZ64BF3BIBWe+nHBB1T4y210SifeEawq4a6hx3fePmCetZCOPKLGaISH/W8EdU9SPZzycCv+n3t98C5+3zCe5HTOpg8aOfPM1Lzokodo7MHZj5B1uQKXs/tbK4fV0f8U0tI9iTGN++9B/UGYEuLViZKC1YKSGILUioYppTDjQUyNR2Ncj7EsYc77s/qXtwJ2Vr3ou329emeqrHeYLdAeKV5ifthr4AQW340t1oaH0yZffJATtfHPDqazpAIeoFSaysFfUoUZfHpTpsA3ckfO1T17K4fR1JS0DcbEQzE48UgppNus1+82ZcDF/7z2t44q9GDlRbv3g9Z7+3g+2vgpeu6uC4E5t54PPXsfysW/BlUxMejRR5/5evZ97lm6w3NkKgWH7WLRA6kmZbVINRiH+P/7+rmH3lZtKiEHXriA364bDwwg34ksMHWda5n7Fo+Xp2nVag+uoIUZuuK3QpvceEB41XMyJE8KWItBiwaPl6Ok8tTNxd+zFHi+cPp9HZSV2GmlI+Xnf1/m7PB+4FZl+5mW2vctSmepqesmBTfhZKOz1RZ0JQMab1ouXrQSFutX7FSLXzxe3rjIwXezRywy4es6/cjLqsVJX1PnxkwcFlC24uUJgbFbnYSjy53lTSHJCUhTjrR6izMpRLlLhJSJogaYbqdI/MqOICT/psmSk/dHz7r69i5ru3sPuFwo9v2rvMYMFFG3CpjrnJnL9+B2OhmfOmzfQe7eg5Dqon12j5XoFCFwQVpfdoe+3DXmj9jR/XIj5WLHjdRoKedJ/kVea8yWRfRO3zUOhSVGxBC2LFVX19c5CXOgdjtCmywWhfuIbqUQXLVotC1KOEFU/Ykw64731Vfx4OeXaQlt2olYIVZ95M0la0qSVVwu3dfPkHayekDNUy/WR99fK/HNOxj/z7tYdVGWpSB4v9pQ11/lu3UGsVdp9qJLapP7W+QmFXSmF3jNTSIZo8o43wLlq2Pqu3C0nZZb0HtaZvRo7SSIibbZeYp7lpBGRZRP/GmjrQrDwlXm1yq9dno7827ZRLlPjsPsRD3AxxC9SmKL5kz0lSobjNMeWnytf/+Wpec1UHaQm+t3bvy0hz37CJHS8PSMrQ9nPlsb8f2j+44LJNdu4Vv9fTSxOBRcvWkzQ5dp8SsvM1CZIKrtcR9giuBkEFNLTPQfl5pbA7nVCG94LXbtgnAuhYMZIKwHlv30Lc1FfG21fkU3hxW5G07HA1HbVJPh7kJcOktbhX4okTFSxes/Qvx3Tsw58cNViEwI+BdoxT9ijwZlX93jDH/iOHQLCY1GUogHPfuQXxfbPPe5LtOOMvO6gcBc1PMuIXJLXqAc1PQtNznsIuW3nzYLBk/mraF68lKQUZwU54eBSux1h3ze2L15I0hyRFKyvYzsj+Zr+bhWoaCRpaIPCBjfn6yKa60mJf8xogabLSU1pQfDELTFMSCk01ioWEJHXEva2ElbycxT6ran7tU9dy/lu3AND8VHVY3kDYk5KUjZy4P7H8rFvQUjhsPX7RsvVoILhYaX0yJaiF7D4NfEGJW/tehKDHWQmvIITTQs748w5KO3VClG0PlAT9SCPQY3kOF1y6kaAyNtn6pNnKPT4SswAuWcZc2pZQ2FHZpxJtmt03YlpY/QNG++K1qMiIQffcd27Z68cdggnYX6tqIiLvA+7ERmc/pqrfE5GVwGOq+gURmQV8FpgGvE5EblPV0/f90fcOkz5YlHak2YdybDXb4ornWHjsL5gW9fAX3/oGd/ziFYTfaK1rKQEkZcEl0PpMSmFXUue5503Erzxwk8lhNzuqU/p28fsKV/OEPibocZBnD0KdH2H2sbbTTYt20cB6DGlR+gWWvmCRFiFpVnxki1/Q40hiobW5wjlH/5bOpMgjT76MsDtl5ru30H2GUtgx/AK+4KINaChj2lm7WNl1quORf3k/Cy/cUM+8Fi1fb9NeWYalw9R/F7xu47COZ3uDkeSwl8xfjQsc3nQsCHs8bb/yFHcFVmIpO6pTqPNwok4rBeYZXteJwstWdhBUoLTd7rO03RNWbYBBQ6H7mJC4xf4WVmwqrNCZDinZHOr46ueu44LLNrFo2Xqi3dVRG+iaKSdrkPu52Oe38+QIf1qB2W/eTGFnulfuh65mX7Tq9CJJ2Q3IlvpPqA0nQ1LaMUFfUiaOnZ3ZM3xp0HU39/v5UUzN4pDAEVeGevEnV/Fnr7mflxdt5GS3L3Pfrlfwpe+8muYfFpDUFoWwQn1MNbdsdTEENY+rWaPb1TxpsU93Kqyk3HPv++vz5+pkTAqyOZbNvr0eIPKGpTqpTzj5ojW+q22OuMUmZ+JmbESjX5lKvDWVwbKK2nT7ooS7ra+StHi0LeH0U58kdJ7/+cYLOfH+FFH41ZtS3PYCP/+LgTvO3IVO5f9v773DLLuuMu/f2vucc2OFruqoLAfZgLElWTkHJCdsOWFjbMs2ZgwDzOORHIEh2NhYUndXfzCBwQN8gL+BAcYwmIFxGNs44yQsRxxk5dCputINJ+39/bH2ube6u1pdLbXUqtZ9n6eeqrp1695z7j13r73Wet93ccgdZiWCrPo2z3j7Dqb+tcBk2qdxVpv0LpIVezuXXacWIyY9+sOXDsQ1F6m1hY8NLtLg+ImPv1OHNOVOGTQvuIWlE2PyttqkxEtenYcLDcb9dYbOSVC0QknPaenKRYCBqKNW6RLICTgwTtlcJq9sZ7QcGXcOrvs/3nDJS7dhc0+yLzusev3SF28NjD0oE72e84ZmvaZUwWt9Tu1oXCS4RDc7q/Upu+J5t9DdGNG+PzvoNTuUnuSolKHWneyfdfWbV3Xfz3/wbceVN9RxGyzO/nkVcX31v+1fanrWm3fQvaTDdWd8g2c172Lc9hkzPX77hz/JHbdvRvoGH/nQjBZsxxB39H9NCski1Pc56rMF8YKqr8uaxSVWewlmqGuoSiwmc0S98iH5+YMGeOGRUvsPOI94rwGkUoE3LPmYpTdtyCZCmamuFKkq0C1nQ2GgaHhczWl/Yo/qH7LpEtoFJ27ex333TjPxLzG3/d4N/Phbd7D45JJ4zvL9X9n/tbvyOTerwC98OA8cqlQtEMlCyT/9n7fzrDerQv7b7z18Pfzin9o+0Most2epMhGbPvTr92ii8smKug5TqIst3pOPxSyeFNMJez8vwXOsB8kSJAuOZEkzDarJiUZLhtW5SqkBqNLfPK4YRctwwau3A3p+Ud9h+yUmXdl1GYJxo0BRD84BiVDWNdOIOupgkCyWj6ifccnLttHZbIl6ni//8cHltAMz1KMVLM68cnXB4nN/e3wFizVfhjoUaguO3rR+Ip/+rh00H4Rbf/8GbvvdG3jmDTv4X/7HWXpywpMaezgpmeXKjd/nlPYcC3mdrLTs7bV4cOcErkgowuordSjaUDQMpogGC+W157172Hy2QlG3as6WqK2GGzcgERe9cjtx161YYllea73m4vcM9BUf/cKva8bhUesGAnXPR4g3ys3vqf6grFe7OK+9B8A1HNLOabZTRKA3neAWEygEuhH33rWeaN5S6FgNpr+ZsXiGOThQhPr+Jz/yjoHBYn9TzPnXz/DFP7uRi39qO8W4xRSebFyf/LbfvYGn/fYOfvTXdjBxh+MLf77yrvGyF22lc8rwUjz3Z2eoz5a4SJCWJeo+vEBx6Yu34o2QLBar2rE/59x3rVhTfyjLE7WZ0Vp6OqUZnSmroCA4K0Spw/Sd1vEbKtDMG7qb9qKZhs2UHn3hz2xXsWah7zeAyTSgiPfDflIoUx7N4HLuG0JdP7DvDuxneCtKkmhZvNHN0bP/zY5wbKrpqTJimQpZRU2CFiYwsgrN1o/GjI1koWD+VMviafCk353hxH9y+1n79Cct57xxZkWCxcPFEeosjius6cyiPXWyX5q955B/f8bbdoBA/5wOEx9r8dX/dgPn/uwMLhLmzvCUG3IQT1QviCKHiCftxcgDdaa+yUGW15e/cCvd9RYXC409JY1dqWoYWhF5y2IzF1hJnjLM4tZxqhJmZ3ikDArsvj9ii4rKUsRHhrKmzfWypum9i4W8GWrENcjG9X+KdomvOyR21FoZjVpOu5YCsNCr009jsk5C7e6EzV8q+NTfv40z3qveUN/9jYMzgiuvvZnuJmUApBOCyZWWK051FGWiAsAqozvnjTOk64R4EcbuL1YMlD/6qzvonlIiuS40rXsM7fs9tdkC8Tys3efFL9+GN7pQS+4PWyO/4rk3Y3J/yAbp1Ve+T0Uu6PkuL8Nc+DO66+5sDsLLVPsTtYWSeLEYBLqrrrmJbCwinTRk46p7cXEIFmnoibgqUGgAAYJVyrJFyqt5IgSHU+e1DFn1fyQEocohwKig00UHe0tVOPcN+rnwkW44TA5xx2vgk6H40cWBwm0JM2G0Z1Zh0L/zDAwry5oGk2hJqO+F9gPlURPJnvuzM+x9FsjmHm5XnbEfGibuKDAl7DozwiWw/utKfT4amcXY5En+zCtWl1l89u/ePsosHi9wKxz9hT+znc4mQ2OvJ24L82d4xBl8pMaBZUsXuNo+oewlJHPQ2JsQd4JVeAm2lyPu4AE+n/r7t3HFc28mH4tAIJ1OQmlBwodWP5y2kxNZGTBwrrz2ZrKJiHRCvX8qo8LzXj9DsqBbxdVYk0ih7Vhyh+mX2J7Bx4ZamOedNzUoOStEoXSWTlnyMYOrO3LrKAtDYktiW1KPC7q9BFmMSKdLdp0VcfWV72N6S8K+p67c5C5alqinx1wmBlNAbb4k6ikF9oJXb6ex1w1eu/o+N/CpOjBQnPf6GeafLKRPT5mY6jC3a0yfo6EsmiQaNu2PZI44DBlZhRh88/D3f6geydVXvo+iHQ12zgcudBVbrgzZpMl1FK8XKOqWS1+yTZX0G2PypiEf016TS3S3LU6v5aqBXlnnVwHBxezHjBM3DBQ+ECC8kcFzDq7FAmwkA3sZ8cpMOrAvcPYv7MA3Q5ksqlT/WkJS8Z1ubkwBPtfbizgEgoaWQV3sBxTtCi720CqxtYKiGwMRZUdWJKOsxj16JXz5j2/kR35jB6nUSeYMUVevn3Tc4G3wPdt4dBl3o8xiDaK1/mR/1uVv3u/De8nLtrHvKRabQXOXY+8zDPW9QWfQ1gs8XlShVdTXnfBACOcZ7IwrrYIpQiOOoeDuqqtvoqwZTKFDY1ZjVX31Ve+jsyUhndR6te1Dc/eRuboeiGsuee9goJKLjO7krOADvRbU1jprCdk45OOQbiypbehywuQ8U/Ue9yxMsmvXBHZPjDfQeED41s038OM37gCguWd/imhFiQVdqBp7isHO/6JXbtf6e89hU9UOXPqSbXTXq6Fjc3fJZ/72rVz0yu10Nxjylu5Qs3WeYqIkmtPob1OIF+CbWzU7Of+1M0Pn1Yasmk1zyUu3DYLw1Vep1umhyllVgFvu5Hr1Fb9DOqXvW2W82Hqg3C+4V3Mg8rEYF5q6ALZf6pS+QLEumhrQ00nIx3THXdmX2FSvN3F6bcQdbQIDB83qkFIZe70NkE1A2XC4ZomUAqVgMoPtCbYPUTf0UVLALWPKVV5qJsQgw6CP4iJdEF2sZbWp75ZEXadZbMuEL81es0mPa5VIqyBKhgcq4onjklYtwxrH3sUWxX1NGvcZ2g+oXgWRYJ5oiLuPjIp8/vUz2L4nWSj4pw+/g7N/fgc+0qBrck9twfG5v3nkPYSxyZP8WZetLrP4zN+PMovHDWzqaDzQ3++2z37wrZz3uhl607p7H79Db8/Gw4ds3JNOO/rrLS7xuGltUst8TG2Pob5H0+/6Pkfc1U+9P2Bj8omPv5Mrr70Zm5aHDRSVo6dvx5SJlopcDWwN6vuOzKLhuWf+Bh/+2rt57rN+HZ9EENuBstuWwUzQD+0/QJupyXhEv29JM+Uy5r02dyzUuLtRUKYWFiOkEATonuR4+m/t4F9ntGSXtdVTKuqAzT2N+XJofpiWg9LH5S+4hcgeTKv9zN++lbP/7Q5cpIJBOHi+yJn/bge2Hw2IAXkriAkDvviBG7nsuq0aCIVV70CXv28PFSQuf+FWbcJORpx//QymbQaBI5+Iydsm0Gl1MT8wC3Rx8OfyyuQSr1lBGRuoa7aRjRnyVqj5j0PRDLtx6zGpocRjcmVPRX29Bqvjz8aEoq5kBleDdFNOfV0fAYzXABFbT1kYyjTCeTCZUcuLZVmJqSycAnsONOAXzWFpafC6hfeivls/Uxf/1HbSCSFv6etQtCCfcJStElPTIJF3Y+jog0gpZLFnKfJIaqjtNYzt1eBVxrBwakQ+pp9LU0D7rkdmV9K+J6VoWoqm5aJXbqdZKGHgM//rbWovnx29IRRP1MxiTQeLM562ZUXf/PpcSdGIyMbUjqCoa6pue5AYoTfu8dbjEsf4ZJfpVgdzkueH923AJXWa9wvNPSVRp6CsWdIp/QCc/9oZvvgB3f0cqrF49VXvw/T1w+Njg29E4DxlbAalAdDdY1WTXi3yyboOqZmoD1w/VwMVLEHUMzT2hOypkZCNabE56us8j3RSSNcZ0mnP0357B1N9DZqgi6BNHfFcb0Ur70OJy5554w56p1QllpUXhK/9x8OzpT79d2/jnJ/Tuvq5PzujxpGiO9/aXLHi+7GaITWXvHQbZXvITirqmlmm4wnnvW4GP20HWZrta1/mQGSTGtlcpF5VUU+ZQj425DWdRpiuU6uVsqblGW81UPjI40qP8YKkQ9+u7iYZaDTyCYdrlIgB2yho1nLK0lCUBpcbXGrDayGYrqV1t5AsAqLPVwWGoqZB2EfLAoOt+g7aF8GJsgEB2xPiJX2N+utt6D9ooChaHhdpHcx3YkwqxEsGk4bX3g/f7to8tB5wJPOFUrebBhdHpJPh/MYc+Zg5yD33SFDWDEXTDpwRTOGx4XNY0WhFjsIIXA8codX+8YI1HSy+990HuOiV2+mtNzR36crwub9+C5/+u7dx/mtnQFTRfc7P6c8Smo8+8pQNh0zknDwxxxnju2jblNxZ7u5sonm/xWQOFxn60xFLJ+hVn4/B0969g6gHrQc8tXlHbe/+8xtUae0oWgllzRD1S+Xmh9kYUVcfq7bgjtg2YjWajauuvol8PBrUhV0suFN1NkalG6lq2rV5NYJbbmFx4au2s5AZihbseaZh/Hb1w7J9Vm1JceVztAm+61xP+4oFJI/I72khThf6A2mOq/UmslnYCVe79bArzcbiFe0sylUINQ/MEs573Qz9KSGbVCaPtwzKObU5Djr2i16xnXTj8GNUm9PM4lPL2FfPftMO8hYDxpmUQrQU9DTB56sKbGUtlEuTIaMNQAoDjYI4KUjiAh8JS4t12JdQn9NgZzJ1rG3uLnCxoT9pBo8hJYPPgOTgQ8WoaEHZUNGmSQ1S+kEfRRyI92Rj+jjOhmBjUFaWF0xPiDqG2qy+PlUwFafDmoqGGiQm8wVRt8D2CqIlS2+91fJp3eHrjqVTAW+54NXbqc+WSs3NSp1eaILSv2rqFw7byXTMq3O4ZoJMNynqQn/ahPKop77Xa/nReXqbaoe9FlaLUWZxlCEifwz8JLDLe/+McNtfAk8Ld5kE5rz3Z4rIacB3gO+Gv/2z9/4XDvccZc3Q3WjoT0EanGWf9e+11s46/aCf+cs7kJpeZOkU5OMe2yhwxhLXC05szvP0xgP0fUwjyjFdQ2Ovw1n9MPfXCem68HwNLR2USwYptE+QN+tc8tJtRN1SG5KxITuxGT5sno//o5Y/rrz2ZqQYirBqc49cUXrxy7cNqIougrxl6F5co79Ba9iAlhOcIEHB7YuwS24UyIN1Gg8KyZjSegGKllCbg9o+wED7/vygrOHsnw+vsYHG7nI/hs3ZP7+D7kUJ6ZP71FsZnaUa5r46jb0qyFo6STj7F3bsZ7VSrtYQ1KuVt0sAF+rwXkfiuki47EVaTvrs32gpkvjwweKcN+p8j6oMI1Nqs+JiXbABTCa0Hjy4pn75C26hnI4o6vp71NNde9bev25ZLdgmZ6jBicBFasEy0Fw4zQ6qWSfehpJiu8A2CmzkKEtDP4uxxoGA7WtvQkWDWipMJy0u0tdKn4wBtVr1O9qYBjWUpFk16D12yQ6O2RtIJ4eN74rhVAUdvZ8ysZJ5aO4qBgJWb4UytoM+YLpO57PEHS0V5W0dMUwpmCW9X28jFC3D4smG2lxM3PUDW35gYEljCrBZTckkmcOLkI1b0kmhu0lFp4tPgngxpr47pr7Pk409sjLX/m/oEzNaPJqZxZ8A/wn4s+oG7/0rq59FZDswv+z+t3vvzzySJygTdBZAk0HqnI/rEJmoqxdV3taMoBgvoVUwvX6RvTvHVWFrS+7qrGNTbYF7+5N8//6NatMtnnSdJRs3LJ4aKLYAmYGimt2sH6T+lNC+31PWlZHirO58de71sgtUIEodNhei7sMb/VlZWQ/sxp9icYkuPGXDU0wUJNN91jVS7LIaTFZaalFJM9ZmY+kMOxfG6NUTipYFD3lTG+TZuJYYoo6QzEO2bBb3uW+YCQwb/d0GJfulL95KmRg6JxjSE6B/Sk7SKGjXtSbRr9fIx5Q+W9aX0SsDDpw58VAQP1RARz1P3PMk8+VBAe1Lf/rQzdLzr5/RjC+RsIMGU7W/QibhjRD14avvX7lMJk6PwYbGd2N2ZUpobc6RNwz5hO7OVbmtNvAuE1zs9+vReAEfa+MYIKqXiHjyfoTPLBKXJM2cKC5xTufI6/UevMNqusCWNX29q89B1Au02HIYoMWBmY0wmQyCmk01SzHhsq/oslIuzyxE+2NeKJt6/atoNPxPpJ+Nso4G+ZbBpgYpIooWuqiPOXyrhDwIWQuhbKkQtmhBvCCq+K8CXSmDY/YRqKUSQ+2JaBYozmg/0uoGMZuQozo3e5RZHGV47z8dMoaDICICvAK46hE9R93RPS1HIo/YQOfsRiS7I93RVPXVzSmtiT4bxxaJjGP8lD7PmHyQu7vrmE/rfGn2VL5/30bGvtiguduRN1V1mo2Bq3tsaOCVfUttj6X5INTmPUXIbG3q6U2bgZ24eN3lJ0tuYHj2SJxVz3/tDL31QvqjRneC4xlJM6dZz2glGZO1HpFxGPFE4VPhwha2bnOyMsIhZKUlsSU7u216i3VsV1P2bEKfx9U8RdtBq6Csx/rhLrVJ/9Ev/DrNPSW9KasMLFD68KTRRSmBdNpT1j3JWMpZJ9zHuqTDl3aeSrdV4np6v3jxYFX9gVjOYloOcZ54SRe7KnMzmT/iWQ7nX6+MrkOJBFfCuW+YUTaUqIbii392I3nb6qIbnv5Q2gEV6AUvL9GFPeqG66QdhJRRtVUP32KPROG9LATvI3xukNTge4Yi8kyMd5ndkpDmifYmqMo0DDQO3qiD8FNuVpJBtWhW300umEyIevq77SkTq7HXDYgIl7x0G0XT0F8n9GshwJQAhrLp8NbT3aK2NJXNjLchswksq0KGwryyFrQkfaG0Bp84JHHYpCSKS9JOQtGNSDdrb0dyAyUDBhcecAKRx8dONSaFQTLBpIJPtALgE4eZSMlzS9k7SkudH75HTzQcq57FpcBO7/33l912uoj8C7AA/Afv/WdW+kcReRPwJoDaxnHWb9HkpCj1SsqaEV3ToEwirbNO55z/1Du5YPKHGHHMF03qJqdmcvZkLW67/WSa3084+dacxr17yTa1MROR6hVig8mEMgu2HV3D+B1qLXDtBe8eGKpd+ZybScdjXbSk8j8KNFaz8kJ22Yu2UiaCDWn7ga6sF7x6O53NhnQdZBd4GMuptVOmGymtJKMVZ0wmPRJTEpsSgyf3hm5RYylPSGzYlYqj6w33LU6wb7FJ3ouJdsbUemqWWCaalfhYP2BSCPE9NcbuhOlvLO5nGpe11ZuqYlyVidDdrMyesuGIFyy1WSE+tWBPv8k3d22ms6tFsjca1LSrXfp5r5sZlDoqBXPV/HcN4bzXz1AmQtxx6o9lQKw2kE3OQAF84c9sP6TQbDkufJWW2VSTsDpywfnXz2jWlgiuJUEdDyCc88YZ/LqqfnTw/17+glv41D+8nQtftZ3FUwzZpDa24yWhsYeBZXxZh7LlIPKQCybXx/R46IeSkBctu2WGeF4z29TV6NVyNm+aY2G8Rne+AV2L7RlMoOFWflSgAUDCdVk2GWo2wq6+rIXrYB3ES0LRNJzzxhmivse3lMlVBgFhNbwx6oHJDa6m1046qVkODEV7VSa43Mm48i6LO4KUlmIcSPQO6WKNaGdC1A2l1Qm3bGRy8OCyHl8Kpl7QaGVE1uG80OskFH1d0kT0fs1GRnsypZfH3H3Yd/zwEDjiWfLHC45VsHgV8BfLfn8AOMV7v1dEng38LxH5Me/9woH/GMYSvh+gdupJfu+DE3gHphsoe4VgIq87nppjy6Y5XrPp88yVTe7O1uMQ+i6m72L+5f6TGPt6wje2D3e611z0Hj4XmpPnvHGGqCN4ozl7bVaUH87Boyvj3rCeago1R1Mh1P4X1qUv3srSCRHlUyJMNqzDXvCaGcR58obQWy/0zhXKsZyondOs5dSTgulmh6laj2akn0jnDa0oJZaShaJON6Q6kXEsZPrz7l6LhV6dxYUGfiHG9oyWDhqePEHdaGMPkUc6lvZdhsnbyxVZKdmYNlIlr94MyNY5fOSxXUP7bl38Fhfr5IWlv7eB6VpcpFPtqkBx/vUzQZCm9fA41ewgD5laZcFOqHdHqScP5aJoWaC44DUzlHXhgtfMEPWcBgDnddJgLPtZSqzGoK4iRRA0Bq4uw7nfmZY+0nH9vajpMYoblmsq6xO9EES9i061FMGIsL43lIx6flBKdLFSZ82iDBTcPgLJTSi1hIfLGZQ1vQHbMXT3NimdoRYXtCZ7dKMaRRxherrJcYWWcZ722zsgBus0aJT5sGfh6h5vPFKK7uILoXUv3PoHB2d/l7x0G92NVgNcNSelRK1tQulroOYOIkDtveh14fPQb+hBvadDpoqG0J+25OMGF0GcCvFCECVGSksumw4pBMKG0NU8Uisxkdcg0Y8RAVdYJHJaqusZxAnz85PM1cI1fpRw4Gf6iYLHPFiEoR8vBZ5d3ea9T4E0/PxVEbkdOAN4SEtZKYRoT0TR9IM0XkrBNUvisQwbOZ48uYfZss0/zT2N2bQFwGTSYzLukqURNmI/EVbZGr4k9TlHNmuVuYLujA+sV1591fsoxiNM5ml0XVDjSkjDZT9+/zlvnGH2CotLSkxqiJdkoMb1RtP2crqgua7LllaP8Vofgycyji2NeU6u72OxrLMna7OY1ym8YS5rUDjDfFanl8fkhSXLo0Gm7L1Q5hafWZ273XD4xBG1c9rNFGM8vTQm3d2kfYfZL3BWuPwF6vCZrRMwuvME7RVJoeaEU992fP6vbuTH3rkDPNSSHLPB0e8llIsxflfEOW+cUfsIC3hlzpjch3OXwQ7SFB4Gpaawsw/iSXFDFbI3mr2RKDXZ27CoazwcLN7nXz8zmBw4cOitHF9zP1RBh/kg1WIg5dBmQ49Nd+HZJIP3LOoyoIv2p4Rnv2mHntMmLdc5G4RxqTJ0TKFWHdk4gcEkg4Bj0/BYwVeqrAg8gSI8GGiV6K5edkfkvSbZmDbARTwSO7yDMhJMLvhCiDqqt6hKTAD1ffo9nxe6W7TsZXuGye96vvJHyzZPl7xXR81+4lf47N+8lQtftZ1Ugq1JX1/HgRJ9WS9q4BUV/KBUVKnvbbykjLHOJku6LryOHXXsrR6jaOrr4COlSLtGCBgARXBizjwQYeMSaxzS8pS5pewrldhFnmjJYBbMgKzwiDEqQz2m+AngX73391Y3iMgGYNZ7X4rIk4CnAj883ANFPRi7Q1g8VQV4oMrfpWd4Tl6/jxNaC0zEPf7rHZfxwO3rkULwEwWnnbib2kRBo5nROaWGzYYvw3LDuc9+8K2c+cs7Bh+w8Tuzg/j8ZWJ05oX3lHVL2dALNV4s+NxfD+974au2s+dKB/USsR6xnrRv8aFphxdsM2fL+gWevm4nJ9S0vNZ1CVY8NcmZLxo4DA2TU0ZCv4wpXEK/jFjs1+ilCd4JRbbscZ1oY94JGI+v6YISxSXdnqbtZl/C2F3CN2ZW7iV0tkRk45opxfPDnsPT37WDZE5o3+vJ28JZv7SD/pM8YjxFaZlqd9ntDNneGi5RLymX6AJTn/Xqo1X6oD8xQ1aUyKC+LmXI0koNpibTBfv862d0gfJeAwZhJ1q9lR6cg7P/7Q7y9cM6kVA9ri7IhZPBLlicD1/DDFECk8iHIONluIhXpZ6oO3zwMmRMpvBh5Kj+X23BYVLHp/7x7Vx23VayVoStvKECy0hHn2qjXXfs1TU2XJAH51Hqwm9TQ9FLKJsR3ngtYzllcrnEQ6yzNXAheMxDbW7IDmo96PnGtgNYXs+/he7mSMuDp9T3+9vyDO2Sl24bzFiBKvsJupzcK9XVBVv3XN/ran79ZdeFMmzIMir79zIJG5GG6ky8CGYuMMRCKcvbIISUSDNAA0VN6b9SCrU57R82H4TGbofNoLvhaFl++BEb6mhDRP4CuAJYLyL3Ar/pvf8j4KfZvwQFcBnwbhHJ0UviF7z3s4d7jqpxmCxCfY/elq4DepY7vreFuzsnUturVNDpArIx6J4QcycbmOs3KEuDmUpJpxoretNc+pJtmI2WqW/rarCSWnu5p9CFr9qu3kCFNmIrXHXNTey5ukZtfYd2I2Wy3qMdZ3SLmLrVQn3dFkwkPc5o7mQqWqL0hq6rsVjW2Zu32J2vo/CGrIzolxHzWZ28tKRFRKefkC7UoBMN6JeETMvXnAqtEoeplbqxzizFHW2irlDrHn6EalHXZn8+5hm7S7USAMmEllK6G5W+6S3UdwvlQoO81uDeqTa0Ckyuiz9N3W3aTDUMvSk7GAu7HBXbTDUIoWlbBoVzqnbe3mq5Spz+w/LZ5JVVxXIl8vJZHzZDDftCoKpsNpYLyUwZeiheS2h4P2BtVXbd4nTHbEINW4dUDVlxUdcRpR7K/Y0MP/13b9N565EZ9BEqrYW3IKk+f7So9/emEgvq303Ofu62NoWyY4aWHT5MTGw6XMPhDJiu9lzyFuTN4ejepROEZ964g/qsH5TfTNCN2Mw/ZPkuDxRhk6t3lO07bK8It1Uru35bLp694rk3s/DUhO7m8BkOZaf67JDVdvkLbiFvW80WUz+Y+Q1DJ9sB3bkAcYI3lqgHUeqZe6oGInF6vsvZZo8UIzbUUYb3/lWHuP31K9z2QeCDR/oc1fAfkzJQu/anPWM/sDR2VyK4crDTq83pEKGUmH3FGGJ0dYg6QwuJ5eIuL9B+cHXeT5ddtxU/plPWxDNgP1364q3MPrtGeUqPdc0+W9oLnNicI5aSXpkwGWsgWhd3qEtBzeRkPmKprLMnb7NQ1NmXtVjKEzJnyUtLJ0uY7zTIFmuYRUu0ZGh2dNFwwXU2b4cdmvX4uiNq6oe4nEtI9lgaeyCZ9wc56x6IZ964g86TPOWGjOSempYJwofl6zs0yPzIr++gbA6plabQAB4vWPK2ZlreQl5XXr7v6cKuTqtCWQw9fFaCCsK0tJc3dSGu+PvV4l4tHF7QMk61kQzBo2q8xl3VuRyKCXXRK6pA4A/ZOP/n//4WLn/h1qF4LSyMkgs2E4q6QeKqJ+OJqoVzGb7wF28JluCirLogdLP9sPimak0Ow+ApTgZ+WsLQeFBtRqrm6zArKeqGbEJr/lVJp2hpllYZTbpEF9tk0QUhpwoeVW1+aJbZs968g/TJ+li1fUJ9n8f2yoFw9Ccuey+IBk4fCZddt5V03NLZIiy+3HDSqQ8SF5bduyYwRYIX2Y/V9ql/eDtXPE+t8NVR2QyyjmrhNwVEC+r7ZPtuMDMknbTEC7DwZHSz4YVk7pCncuQYZRZrDz5xZJMM+PsA7XvDjsLrB+BAp9Nn3rCDPBekZyF2SGpo7Bm++QNaKGD7blU+RBe8Zob+ydGALSNOFx0Xw+LTI3qbPXG9wIinbgtqpmB9vEQsJXEo0k7YLn0fkweye4ngMPTKhLmszp5ui6VejawX47sRpmNJlmRQDzc53PZ7unj/+Ft3DEs6VgV4Ni7JFhOiRUNjt86aWA1cpJmK3a0Ovf/yXw7+v+ZO1WfkbbQZ3AtK+RAQipYypnzsB6M2fbC7tulQmT2w3Q5qYy+BLGC1mVz5GBVNzSgGgWLwmMPF0lTfQ62/Yj996U8eOjh+/q/ewiUv3aZ9k4dAGVdz0j3GBG+ocExeQu9DPD7TUuXlz9eFb/n1VAXqs35xx6CXUs21kHKYsVSU3MpG3MVVcNX/8Qbicv+eQZV9RH0Vr1bsJGfBlpAE6kivDuP3OPKmobNlmJ0B9NfDGe9Vym2yoKI/b6Fzksdeplny/GKDdGcd/wODyaPBoCi/oUZvytI5EfonFLQ2dWjVMprAVJzTijN2FW3oWGxfr5GFUyOe9eYden4Z1DZFmEJtSvKxoTg2m1BKbfsuQ/u+MPoY9pvJDWp9789dJO3HZDQ4KvAjNtTaRGH4wdt18Tr9PwZqZCJsuPXQ6XOyqJPnbF8tBGqz8JU/1Me46BXbscsWidUEivOvn6G7Se0hqsZpnms5Im8G7cF4geSWxX6N++w4C3mN9bU2Z4/fzZhVgnvd5Fjv2Jmr6KFpMlLbZ6806RUxi506WSdBFiKivmD7GihMFgRey/wUv7HtBp4ZXGNNbvG7GkRdGNt7aIHZSnjG23awdJrD9oTaHuGbtwxpr1DpHTz1XEsSlVvpgAIbaQApJkpoFvjcYDsWk2rZyoQZDlVJZT/hlAdb+EGpcWB9Ed4eZxhQb2EYLIiCoKxgaP3N4YNENRIWwDj/kFYsl123FR/LYIdZBa1PL9uYXPrirZhSbdkve5FOECwTpfravt9PR5IsqYBsP4vvFTb1X/5/b+TcN8wMKNdVkDUh26uCz3mvnxk0ll2ir7WLITJDR9kho0fPY89P9rXPtadGsldr/uVTelzypNspvOGH89PsXWwx1uzzjLF5Mmfp5AntWsq+RpNFN6E6i/CGLJ7uiU5a4vT1ezljbDc1W/Ct+c3s6bRY6NfZvdCmN18nWtI0qbcB8vHgnpsZarstPtKmdyUWTafCizOVIXtqjN9ZDowC06nkIMuXuAvzSzXMbMIP3n4D8o6HvgZWjSdmrFjbwaJqPAOM364X6fwZpaqRD4FkwdN6oNhP8fvMG3T8Z3yioblr5YHvh0JvvdDb7HEn9nGFgb6WXuLFanqdJ2oWJEmB92gjOo/Z223RL2Oet/4bg8cqvWEqWmKubLKvaNEtE3b1xtiz2CLbV9eFwavFQ7w45M4Dg11oha+HZvW5b5g5bKlpJVzw6u2UTza07jXEi/C1/zQMMpX/T7xUgvekU5H6NOW6A7WpljfyCbVeADBzMdGSPlbUGS5wFb1yeaZgwvyFKuBWzqmVe2pZGzaGpRgusJX1uwmitGpmhO3pzAbQEo/ND54CB/r84vxBmpeD7zhsfkvpVzRRrBatq6/4HUzdUtSHZRT8sNzlI8Ae0MCVYQnrQNQWHEXDaK8n1V6NKxmI4UAD47lvmBn0NIzXfs/AVsQzIAV8+7038JS/eg/XPPm7fHnXKezbWSdeUqGmGEe3SEhswUnteU4bn6Vwltm0wXiS0o4y1iVdvscGFutj9Kct5VO1rHruKfcQmZKGzXmwP84P56eYm29RLsRIqrTWKFWjQin0OJunLLKhvcRdD05TLthBlpNNQG9zyZanaGPypPY8t9qTWTqhwVXX3EQ+qRqnKgBfdt1WetMW2sL4rTWau4/u6j6izq5BPP30TYOfb/t/dDE77Q+20d106FrrSuMc+9NDemNZE3y0OubEM2/YweKTHGZDyikbZrHGsa/XZN++Fv1WrNz1RDuntaSgHhXUo5yJWp/xuE/mIu7NpgD4kcZ9WONYdHVSF/PdpU3Mpk12Lo3R7yUQeWyY90BoxJpsyEy66JXbNTPK95/A93ACBejUt6jDilTaA03/zv1ZtQFJ5ipW0bKSR0+IegabhrJQaGYPMgKGvY6BetnqgKoyqTyawoISBSV0XfUAUW8YLCWwksRpSWPgZwRqnFe5rJaCNwd/2I9krogUHuMJze+Hvm9Vw7/yOTcD0aCn40Mzuiq1SRpeA9GdftT3B/VwLrtuK0VbB0NJubxfI4jZ35DR5oGSmvpQqvJ86U9v5LzXz/ClP7lxkB1e+DPbeeU7b6VpMz6TPVn1GZW7bD/itvtPoNnImG522NxcZHN9gUumvs/maB4jju/0TuRfdp+I5EK2oeRHtuwC4OTmPhbyOvd0J7ljzzT9XU2SWUutM3wvpdDdfzVadmlXizPW76Zx8oN8Jz+BvkuQErINJVtO38OrT/kSAFNRh8iUfGHuDKJejWTJEXeW2du0DemEBse4o2aiRxWjYLG2ccnLtukP15X0N5oj2lE3dumHq6hrsFg49fAOlWf90g66p3nsph4nr9/HMyYfBGChVefexgT71jUpnTDR6LOh0WFTfYHxqI/FUTMFm+J5SgwufOITKdkczXJfMcnOfII7F6bYPdem6MXIQoQQMoqOLriVKWGFz//lW7jqmptWNWt6NfjG9hu4+OXbVnVfFwkSdAJVz6asab3cdnXhd8EWo2L8OKkWR/1y0VDcZoqhH1AFkcp8D1UohyyjWnRMUe2YlzGh/PJjDI9Tguw/AuWI8al/fLsaQ5aHHsN6ID75kXdw1TU3UTTtgLllSs1irrr6Ju3hhAxjpTGyl71oK3nLkI0Z9UkKAWegAfGajVz4M9tDhjTsaSxv1lfluFqY7rf4bxZ4dusOvptuIbIlnY05xRZHc7xPKyrJC7WIqduC9ckSz2rdw4nxLAuuwZeXnsSX957C3rk2CNQ2dHlKW3f/47bH7rQ9CBR2SQWdZV3fi6LtsH3B79NrWhxEsxH3LkxwxtRuNm6eZ3c0hnfC9IZFXnTS13n52L8CcE+ZsLG2CDVHWbfY2f3LhsmSIxs32P7hCRxHjGUZ4COFiDwX+F3U5OoPvfc3HfD3Guqt92xgL/BK7/2dR+fZjxzHTbComoA/+ms76G1x9KdXz6u+7fdu4Kxf3DGwJ6hU1Svh/Otn6K4Xeqd5ik0ZJ00t8COTO/mR1v0kUjBbtNlUW6BXJtRswXS8yIZokTHTZ8ouYcWRe0tdCmIpWHTDFbFEGDN91keLdLOYcleDqGMGtemop8JAm4Zm7QFmeUcrUFRYjY0GKCXZZroo6c44CLZKiHu6sBUt7TMMSkZVkmSHGoLqNlcxrmTYsCaIvgb2QFY/s+ICnT/c15uwkCb6eN6AjwmSz2A+2Hl4n/arrrlJnzScx0MFimsveDdlM6asKT34kx95B5/42DtXDOif+Pg7ufqK3+GTh7Cgv/z5t1C0bRibqw1fK+BT0SwniN10drcfUDsPNRvivNfNMH2jypx+4+SPYsWxNx/jtMl91Kd3k5iCXf02uzttolpOEik5o1PWuL2/kbuzab61cALfeHAL/aWaDjyqOdaPdRgPJlP7iia37T6B7K42E3fphiFvhjGsNdQVeV1JZ9qq91PiSMZT2rWU9ckSrfUZ37Kb6RcRp03so2kyvhsoj7f2TuMLO08n3hnrjJGlYWf/2gt/m09/4SjMrTgEBH9UylAiYoH/DFwD3At8WUQ+5L3/9rK7vRHY571/ioj8NHAz8MqDH+2xwXETLCoUDdhvKtgq8S//5QYufcm2h6xZn/0LO+idJmSTnnIqZ2r9Eie2FjitvpcTY5XEbogWeUajoPQGK46WZMRSEIujJTl1cfS9weIxAjZsf0sEi8eKo2lS8sISLRo1eAu1/Xgp8PqLYcB4LPGcc9/FR778m/vddtErtsMpZrA7rIRyNtVdsu3rXHMXC4TmamW2WNlAFA1d4KpZH4PSkh9+9+zf0B4I6YIrqQ9iv0rcVtb8cKxmqgw5UIaczT2Xv1BZOwey5VbCFc+9GZcYpG51cS7cYQNFNc9Ex6x6rnjeLdi0PKi3BNojc42IK59zczBHdOA9Lg7MuIlIvZnqMnCtNbkGZ1NqoIh6flVuxpc//xae9pvf45yJOwHYXY4TS8GPN+/h0rHv8sN0I9/qnMD6egcjnl2dNnsXWyz2a9w9P4n3wuJ8A9ldU52O00wunyiZ6zb4+AM6gWDX3jHMPQ3G7oP6nCfqOvK2USfaBKRv1RhRwMeOqFFoZpPV+MHihoER5nhN08Bd2Th/sngxAJ/+4VOIv91k+geO2tz+5/zRRzFQDOCOSmpxHvAD7/0PAUTkfwDXAcuDxXXAb4Wf/yfwn0RE/DGahX3cBIuLf0obhs3NBnu3oX1vvuL9zv3ZGbzAV/7o4PT0UDuxs35Rm6O9LZCN6yjWE7fsY2NzidNbe9gS76MM5aRp2yGWgjGTkeAYM9AUi9FCEmDp+gIH9L0fUGdjIPeW3Ft2FhN05xrEhHJOT+nB9X16jZjiocVSjxYODBSgpRRVEvtQEtE6vs4iUBGdlCCVEMyDcVBWPQQLPvGUsdc54qidiO0xKE8RRGsVfVa8luK8CRlEuG0gwCvV/rsUT7Skoky7TLNQ1Cuqq9/P6uVQ8FZnT6sIz+GjoW37NZe8F9yyz66AT+zwZxl+9yJ8/FP70zufc+67kNgOKLDL+2VlGNdahmFP1XlWJSgXTB1NAcm+bFXDse58OawvE2yopYyZEEUN3NY9hb15i5ZNSUxBt0jI8oiisHRnG0g/aHpm9Zq0oa+UTkGZC53ZJkteJzzV742p7yU4MAvphCUbg3TKg0C0ZMB4ijGHRI6klpPEJesaXSLj6JcR47U+/SJiKU/46H1PZ++/rtdjvlMYv7uk8UB34NF2+Qu3Utvd46P//BuPaOLeYXFkZaj1IrLcsuj9wdsO4ETgnmV/uxc4/4D/H9zHe1+IyDwwDew5wqM+KjhugsXhJq1dee3N7HtagpsUGkfAjnjWm3fQO1F/ziccfrxgYqrDxuYSk0mXiahLy6SUGFompeMTJqWgLo6WaNmk70tyPKWHPKxozkOJ2U9X0XE17smn+f9+eB7R7ni/pnC1267Nl4dn6xwG11z8nqARACndI9qNffaDbx24k7qgqB7QNoOYzpZ+sGCawGoyQQPgYpC6BLtpfV/ycRXc2ZT9KaQu/FotwKHMVGkOxOlzYvQ1izoSFqzh1LnelM7TrrQXcdcfdnHxwanWxar484VmJiZzmNgM5pBXDe+BfXruMUWJFB4p3UGL+TUXvwc3luCt4GohSIQRvNXzAoNeRkUH9oPswhN3/H4zza++6n24yFC0LHlLLeijvudzf/0Wzn/tDLUXpxg8s4WWdJomY2cxzt58jLm8Qa+MicRhQr0wjkrqcc7u3XWSOUMyF4ZNJWFOTAPySYdMp8SRU6Er4MYyFlKL94IYj3eCsY6yFxHNRWpHUnPQLBlf12XT2CLjScp00iF1EXv6LRJb4rywkNbZ+731jN+ur0djr6O+s4/p5Wo5Uhe+sCxDfNQCRcARlKH2eO/PeTSP5bHEcRMsDodPfvQdR9SUvPBV23UK33rIJsNWol2QNDMmGn0mky7jUZ9YSmbL9iBDqEtO38fMOcdub1h0dQ0kktE0GRaHxZNh6boEE7YpOZYHiwn+Yfczmbt/nMipijZeJOxo0fGnjzBQgO5evRVtCxxhuW4l1OYdn/ufb+WiV27HG6GsmD5VQ7rqO8SB6uqVAiwlJIB4UWuHyqIk8pQtD0b2c1qFEBRCT8PkIQCF20wOEpq+lRgPCarv6kpfxkKymZZ2oq7nolduP8i2XJxHCg9RYGcFnQJekEgfTJxHUn0PV0O3vva8d+NjQ9mMyDfUNFAEGmvUd3w60HCvvPbmAekm6lWNkpBRWF2wk0W338J40Su3k52u5IyBt5KBsXt0571wVsS5J93NbNrkGwu6A7o92kC3SFjIayFIeJpRTjNKKZyWUqeaXWan2hRFTV9gF2Zw19XZOW5ntFsp3oMNwaJdS5lI+mTOcufeKdJdTcyigRjKtsNOZEyO9WglGaeNzzIR9+iVMTv7Y+zqtslKS1Ealjp1/M46k98W2g/qxRp1S6RwfPi23x7Mi3lMcXSqQPcBJy/7/aRw20r3uTcYsE6gje5jguM+WFRzBYD9TACvPe/d5JM14sXsoJ31+a+doXuiCVO2HLTCimo8RW6x4rDicd6wJx9jvmgyEXXZFDmscfR9TFmaQd0VwOCwaHN70cdk3ob+hD72g/kEH519BrfddSK1ByPiBdUsmEKtH2rz5arq6w+Fay55Lx/77K/xfz/1q/zE5b8D3mP65eH/8TCoGuGf/8u3cMFrZgbUUBfrbtxnSgWtspkB379kMHSnsvQA/R/XcMHWQYV5lQcQXk0jB0yfZb5OuOHOe7npns5qCM9TZSVGbVH0vkEVXcigHAQa5GyYWU7QYNgMnVMtmv1QmiMiFrhGRFnX0aJFXYZW9gf0Mg40rLz8hVspYxnMUreZC0FEcd7rZki3mKDRCNTXZsjwYp2EmJw3y5Oae8jKzezutcJ/tsidJSsstbhgXa1H3eY0bE7mLKVXxl673WOuG+kY2NhhFyKiJUNZCq4+fLGXuhqsZveonL853sOVBjuZEW0sGG/2B2vt5vYi40mfhs15oDfBHXNTzO9r4rsRONFxA31h8gdCa2eBCUHZZI6PfknLT495oDh6RoJfBp4qIqejQeGngZ854D4fAl4HfAF4OfCJY9WvgCdAsFhJMAUMLrYKV1/5PvrrE9IJId0kOg94Q45tDLfe3oF3QlZGIV0vua83yVTSYSJYj5YYSm/oezWwseKpS0aODVmGNrJbJiUWxz25ehj8771n8pnbnsbUrRFj9xXECzlSOMp6tGp65nI890w9vw9/7d2D25Z7XFXun0eK55zzW3zkK7+14t8ueM3MgLZZNaeLBjqNLSy8CJRGBou/yTyRk/1mLbsEysIMNAnLa8SV/9MggIS/SRn8nyrLDaub4DKugtbw/6WsptOF20TpvzZjwMLCgS/URFBJBUPWESyj6dYMV1/1PoD97OgPBW+FomEGgaKiEYsVEMPlL9x60KbgshdtJR8LJaWex6aOT/3D27n8BWohcslLt5GeZAeeWS7R4Ohi1RmYHPrrDGduvJ9Ta3tYKmssFeoHs6fTovSGMljld21MYofUceeFuV6DdY0e81GL4NI+HLE6kWMMLMw3cGkE/WUCGgv9OGHj1CKNOCOxJQ8ujlGUlnWtLs1I+4p3La1jKavRT8ObVAomNdie0morEehy085jBg8cBbuP0IP4ZeAjaDPzj7333xKRdwNf8d5/CPgj4AMi8gNgFg0oxwzHfbB4KFzxvFt0bkAiuC0JZSyDQfJlw5GMpYy1+oMpfM4Zut0aWWEpnKVXJjRsTs0UjJk+09ESLVHVWZU5xJSDedi5jyi9YdHX6LuY+/N1fHbfUwC49YcnU78vIuqpJffDXcwrLA8SRxUPsbFZvuCbAmr7dLhNtSBWt4vzlC4MOApN26pZCgx6FVIGHUVVcrL69FUfx0daN6+GKw3U29UhBr+lge4CwrjNQKfNNJBV1N2hLXo4zsCRqHoteD+wVBfnlcljZfh8q4FTd1YX6apbWhn4kWmJyXLJy7apuLCut6cnRsFdVmm/1QbIJYZLXraN3rQdmuvl+trEi8PMqExg6RRoRSn3Z+uw4jm9rdWMdpRxf2ec0mnA6OYJRnSo0HicspMxstLSQGiMpaS9WGekNA1Yj88MZSfSLKCUwS6hbDoaUz3WtbvUo5zSG+b7CRON/uDzsJSrvf7upTa9fkKxs0EyqwzAsq6vR212ZbX9scTRUnB77/8R+McDbvuNZT/3gZ86Kk92FLDmg8VqrTkuedk2XCQUDd0p5k3BnRbjrHrzxEtOFySjNW4fe6x1GPygDtuIM4xxmrY7S2RKirDCPWAniaXkxHiWuhTUJcdhcBjwsOjrLJYNFl2d2aLNrnycz+08nfvvngbALlnqe7XcdCRq4scaH/nquw75N21c+8F4WZupw2vlJqoDcnRhN4XOMF9uCz7oKwR1ejUIqFL4+mX+SaaEclkfwkWaEviqpxEex0Vqre5aeqOkBtszlHV1I7Z9GQxjCm7nSEVmctXxhlKYhJJR6tSC22mJanlgv/qK36Gsq/BuJW+xj//Tr3LV1Tdhs2BpEksY2uRVbY2WjJYHOJN54p7aeyy/NspEr+eyTpi/AfV9Ooa2TAimg9r7yqZLvr1vM99kC1Ycp7TnAGjHfdY3LPvSBktpjX4/ppfHuGaHk1rzAPSzmKlml80TC8zGTbq9GlnNqpWWA9M3xIvq49TfOFxInReaccbGxhKROLLwBs+mDdIyYrbfZPdcG/lhi7G7oPVgiUlzfb1j84jLrsvxE5e996g91hNVwS3HsAT2iHHOOef4r3zlIYfpHYSzfnFHmIegYz7P/Hc7Bp5CSUd3YYsnC/2npIxPdmkmOVngeVZzrbtZzGSzx1icYsTTjlM21hY5uT7LpmieSaslqb6P6TrNIubLJrNFi3t66/j6zhNYumuc8dvNwCpanKe55+g0sI81KhXxfgOEzNDRtwoKLtbyk0t0LkYeyuh5O4j8gsEgLNNmVP0OpzX5fCzMaLYqxogW7dD2o6lKYVd3mFBO9LnBLES4yQIWI+JFo+NES9mv2R/1oX2vpzbvBmynyupeCg0gqvXwg36Dt0IZG8qKmusPzcy5/Pm3ULQs/Ukdnxp1fbBPd+E1GmYsWgLz+ym7K8vvvKWzRmwK7ftLavMFLjL6mtaV+dWfFPrrIZ/wuMRBu2B6vQ7LGEtSFtI6C0t1GvUc5wXvYePYEqeP7+Xre05g374Wp27ey2Stz3d3b6C7WMfsSYiX1N6/ucvTfLCgaFmKMJGwmoC4eLJh6ak5EjtILaarkyejrgb1+l6dSHk4NuPRgIh89ZGykybqW/xFp75uVff98PdufsTP93jCozn86GRUqr4Jvezf773/XRGZAv4SOA24E3iF936fiAgqfX8+0AVe772/9Wgf14EW21/7j/r7j71jB/31yprpbyqxscN7oZtp2g2oyC7JyJ0hLy1FZKibAufVSnxf3sLimS+bA1rsUllnb9ZmNm9y1+I67r1jA8nuiHrwNaq8ndYCqgb5SljuS/SFP3/LYECQKVTkeOVzbqZoGFwkGK9jUitUKu2q/2AzLUkZg5aKCkL2sMzOw3pcXRk5EjtsrcRYh1tn6Pct9K0OgfIQzVnsLr3U83GHs2DiEhdZirYyeoDAodfGqusa0kkhWQg1+txjnANRvYNPAr11uVFAaFTbsFC6ZfMZDqTnVpP5ko6WpEzhiTolUb/k45/4Fa665qaBZXtlLHjlc27G5I6ibsmmIvKmjmd1kWpwavMFJtOJdKYQbF+zjGRBaOxVI8O8belttOzbp3WrPU0NpN4JndLgckPcKKhF4bpOY1xhBqWpzp4WzbsjbF+9uNr3lwMDvyufc/NAWFk0DDbzfOumt3DNxe8Jvbe1vxE6ig3uNYdHswxVAG/x3t8qImPAV0XkY8DrgY97728SkXcC7wTeATwPHaf6VFSc8vscLFJ51FCbh+5mLVnghbJvyRKLEY+EOmxkHRsaHWxViiotkTiwkHvD3rxFdzCxHgpnWSjq7Om3uG9xgoX5Bo17ooEVRhWo1gp6Gw/tmeVFqZsDzr8In//LGwfzDQbeSA2trzuvi6mLtWSlqvTwWBW91YZGrRuWocpaNfY0lJwiQRqOKCmIrMM5wScFeT2izCw+13nNA7GbB9oFLrVQ6Lx2k5TKkHKiquJCO8VFQ/sJy+3EL3vR1jCBb1mfIRrupuNUTauyMYu3MgwS3qttea6ZiLeClKqTcFYtx5eXrT7xsXcOGtgu0YZ4JQosE0PWCtlCWw0c445fkZV19VXvo6xFIPpae0OYIBf6cAuGYsziGyWuJoh1rJ9YYnNjkbuXJuk+qL5PaRmxt9tSpt6iZl6tBwrqu1Ouueg9FO1YtSIhC6vvGYoEP/a5/3DQca1pjILF0YX3/gHggfDzooh8B1UkXoeOWwX4U+Cf0GBxHfBngRr2zyIyKSJbwuM86mjsKSkTi02FdApcGdF3gq0XiA0XR7NPM9IG9lKRDEwAC29YyusUVjuiDZuTuohOUePezgT37Zukv6geOkUDvvPutRUkKixfNFeCt2HkqAztsKsa+5XPuRkXm1BnN8EUUPZ3bQ0/DwR2kQaLoqXeHqavDBlTudSC9hpSS5obUsAXKrSQ2CHGQazGUc4uyx562nE3heBKwWUW6RtMaga6jqrvMZijEfDpD72Ny67bqgtGUKRHgSG1vIR40Su3h7/7wetw2XVbw9AnnSAnXv2yXCxEXX3Cay5+D0UrxsVCNq5Pnk6oCV+y5Pn8X+rjiDOYDJJ5naN9oKL/gtfMMH+60HutJRlTy4ysF0Mp+MIgaXiDrIdmiRiHTUrarZQzJndz+8I09397E2N3KoX8nng9khpaizB2ryNeLIgXc1xs8NZg+wWf/OjqbP3XNDxQHiUnwTWGx6TBLSKnAWcBXwQ2LQsAD6JlKlhZ/n4iIeA82oi6jvo+Q6cemp4GJDM4ayEsBr08JjYliS3o95vkzlKzBZFxJKG47sIq6bywVNTYvdSmv5QgkcO3Pd//xUdXXXoscOlLtuGaYQF0OsinTIQLXr19MLe6amIjMggUEFhFTllBVX/Cof0KGzQCJgOT66Aq21f6aFlTQV1ZU83CAD5oDNoO3ypU/bfMosHky629PWSGuKvv+WCwUqI26Mzpwn7JS9V9twqWh+srXfLSbaTrbchADBe8ZgbbdxjZ3wr90pfo40rpB7RQHxm6m2KWThDysXDMZTWnQ7j45dv43N+9jctfcAu1BUvW1szs4pdvo74nAxGWTqqx5yyY+tHd/MSmu6jZgr1ZkzsXp+jlusnppJoBew+tWsZSv8ZYI2VDc4m7lya5/xubGb9diHoeRIiXYmwGjd1aLntc0FiPCbxy6J+AeNSDhYi00fna/957vyAyrON6771UNZ7VP96bgDcBnHLKKUfxQIdiLhej1hMOSM2A99lp1Njdb9MvI/YstQe88EY9Y7zRZywMhOmUCYWzzKV18sJCabjj+sNP3VursH1H1o4oa4APi34QrZ3/2hlcBHZaR2Qu36l7C85oYC7qQ23GwNZCoLGH0N2G+l5P+750Pz3DldfeTDZudSBQYFblbWHxFENZxLjEIYUgbpgxKBVXBsrvymTQhlkb2XgVMNTXyOSCKXRBrqYDPlTAKOtKnjj7F5Q8kbWEYoMlXtLMK1l0fPpDb1ux+Z23I/pTQtFSBhOAFEKyL0yvq2lpS6wo08wYOhv0xbSnNMhb0D0t56If+wGnNmcB6JUxc1mT2W6TorS0anq9gm6A+nnMhvElzpjYzXzW4DtfO5XN/+xp3dPFx6rvqEpK1573buToGOmtXYzKUEcfIhKjgeK/e+//Jty8syovicgWYFe4fTXyd4IR1/tB2VBH7ViD146UojRMpwsE6bCDme+p8/14PUlc0u3WKGcTTCEs2AYLrRZJOyOOS6xxiHjSLCbPrab6xzH+6f+8nctfuJW8aQa+UKoXUa1APhayjmIZ7TUZBuZqPkO8pI9nvJagkkWdDGdTVSuv5Kh6oNK5wvmvnaG7USiaVnUUlXFhsDA3hTZo9UZo7FXnVhcLUmqJKupB3gDQ2QjiJBy/56JXbMeUfmCNX+HSF2/FjVnO+bkZDGA78MUP3Miz37SDsgbiBVOY/ZwFYGhp3j+pNrSYCZeNOA2WWRtcbOgB7fu0kV00oXuio37SEmPNPo04Y6reoxVlzGYtHEKnSCicYayeUrMFU7XeQJS3b6lJURhEGnxq9im4u5ts+qpn7IdLKxpHHihmfcLBs79x5BMIjyYbSlAF4ne89zPL/lRJ2G8K3/9u2e2/HKx6zwfmH6t+BeiCd9ErtmMziHoSauIyaLoCmD2WbGmcXsMPqJyu4SB2YD1FZskWa5AaTE+550m+/3zs4xWH4sRf9Irt9KdkMPwIr4u1t2q34cI8Cxs0FaDZQdzRRdlm/mHpTr74gRu55KXb9D2KhHRcM4s8uDuabOiU++U/3l/0dclLt5GNa3/FW53DsJzZpIp0j82Ei165fTjRTqBsLlOe+2G2RKWs9kKZglsXcdYv7sDkYHNPdEqLvC0snCak0yXihDsPUbI85+dm6E8a8jHNggCKQgkXvbzJ/XMT+JBJxbFmJ2Vp8ChJY5eMsTiv/idmb0LUEbKiRWu3ah1WO8fkCYtRZnHUcTHwWuAbIvK1cNuvokHir0TkjcBdwCvC3/4Rpc3+AKXOvuFRPLb9oCMvgYkoCMfAhklsJhsu9q4WZi54Uepm4vHGE9W1tlHOJ9glq03YDP71XWuzkX00kSyW1OYN/XUho6gxCBwuGtpvVJPvQJk28ZIyfI7UQXQ5RXVQ1sodzWDq/Ok/Onzg+ezfvJULX7WdbEwo6uFYYw1iNtffv/KHh1YVn3+9lt5MoSU6PaehKy+igsJ0CnqbHN56bNdo30Rg4nt2mPWsgK/84Y1hMqSlrEF9l0F2tkgLFapE6HN4o8/jagyu68q4vx5+SOb1dSqToG15Yq6DR4ZRsDi68N5/FvYzmF6Oq1e4vwd+6dE6nsOhElwVrRAgsuEHKFH9Er0mqljNVIAVdQQ/byjaESYTxnbqoleJwp7IuPz5twzEbLU5R1kzlHEoNfkDvJqK4WQ9CItspn5Mq5k3sRxVoLj0xVsRf/hm9KHwhb94Cxe/fBvdTVbFeqILvs08X/hzbdqf9/oZ8uaQ0VUZ+JVbwuCnFCb3DReWsqbnXTRUhNhf7zGZkMwps6m2oKXQhwpEFT77wbdy0Su24yMzCEwmV/+quOPoTduDzBNtqkyzSlkPagfiYqE/ZTCFJ5k7CjbExzO8h/KRm2+uRax5u4+jAZM7bK8gnhcm6g26G9WiQ5x67DRmw4CinqG7URuyZaLD5ut79UP3xQ88sbOIy1+4dVDLTddF9J8cK7VzyWEKzRJ8WxdJcRqEo66qrKvddlWGKhrK/Mmb9iAR5WrxSCxTzn/tDF/8wI187n++lctfcAs+EuQAHQSEzMiE6YxoMDA5fOvmg4/5ix+4kWe8fQfZpJ63i1Elcx++/Z6Hd46f/6shXfbil2+jaBi++AHVttz6Bzdwwau3Dyi6JvdKwQ2lwErwJ96TLJTUZ/OjPpb3uMUTNLN4wtl9PBSee+Zv8OGvvZuLX76N3gYd8mwKT2uXBotP/f3bOOeNM4PFLVlwT/j67qUv2aYDh2AwCc8bSCc14CJa7zeF0l1dAv1pZSCZArIJFdqBzpcAzdxqszob/Vji2W/agYuhufPQdfyzfmnHwL4kXvIrTmAEtUDpbtRZEDaDW//rY3tul7xsG9mYivsq51yAZNFT21cckihwPOGo2H3EG/1FUy9b1X0/vOu/juw+jlsESmBtXzHw93FW/fNBTeKaEzHRUjmsPz/BoLXyIXR6HIOSU94aKqXFQxmp0Z1dHNp6VFRVte2AsuHx9RK/oJdjXMpgt34s8dX364J+9r/dMWhGH2jPYnL4l/98+IX/C3/+Fs6/fuaYOag6O7xey2T4c96EuGsO/Y8jHAA/YkM9kfGcZ/8mH/nqu/jw198DgO0V1GbVEC5eKge7rquveh+Sr27S3vGK5VTRy1+4lahwmMKRjUXEHc3AsvZw8fER4JVCWxkB2kxLOEVLrax9zSGlDMeqtuG7v/74saW+9fdXDgZn//wObn3/6jOEY2m1XU0tFDe0ggeQUihqh2otjnAQPPgnqChvVIYa4ajg6it1ABAC2USs9tihpp+1DbkOTgPC5Lax4Ag7ViJJiRiPjfRD+P2fOs68hB4HOP/6GVWUe80sKjuWpKMzMkzhj6ol+OMRR6UMFW3wF45dt6r7fmTuj0ZlqBFGOBAmLcEILjZEIcOwqX4vGpalE+ND1vNHePShRoTKlgIGszPg0DbqI6wA7wfl6icaRsFihKOCj33+P3Dthb+Na0WDOQ8uObL51CM8BhAVO37pT0aB+2FjDVdjHglGwWKEo4aPfuHXj/UhjHAImNyTt7Sx/XDpyCMo/BM0sxjRIEYY4TjHldeqQ4GPVAsywiNBGH60mq/jDKNgMcIIxzk++dF36DzxAr6+Y5RVPCJURoKr+TrOMCpDjTDCEwDeqF3JCI8MHvBPULuPUWYxwghPACwX4o3wCODD8KPVfD0CiMiUiHxMRL4fvq87xP0+LCJzIvK/H9ETrgKjzGKEEZ4AuPUPRuWnowX/2JSY3gl83Ht/k4i8M/y+kifLVqAJ/PyjfUCjzGKEEUYY4UjwGGQWwHXAn4af/xR48YqH4v3HgcVH+mSrwZpWcIvIbqAD7DnWx3IUsZ7R+Tzecbyd0xPlfE713m94JA8sIh8Oj78a1IHlo8/eHyZ9ruZ55rz3k+FnAfZVv69w3yuAt3rvf3KVx/WwsKbLUN77DSLyleNJUj86n8c/jrdzGp3P6uG9f+7ReiwR+b/A5hX+9GsHPKcXOfZjqdZ0sBhhhBFGWKvw3v/Eof4mIjtFZIv3/gER2QLsegwPbUWMehYjjDDCCI8/fAh4Xfj5dcDfHcNjAY6PYLGqGuAawuh8Hv843s5pdD6PP9wEXCMi3wd+IvyOiJwjIn9Y3UlEPgP8NXC1iNwrIs95tA5oTTe4RxhhhBFGeGxwPGQWI4wwwggjPMoYBYsRRhhhhBEOizUbLETkuSLyXRH5QVA4rkmIyJ0i8g0R+ZqIfCXctiqp/+MBIvLHIrJLRL657LYVj18Uvxfes6+LyNnH7shXxiHO57dE5L7wHn1NRJ6/7G+/Es7nu49mvfjhQkROFpFPisi3ReRbIvLmcPtafo8OdU5r9n1aE/Der7kvwAK3A08CEuA24EeP9XE9zHO5E1h/wG23AO8MP78TuPlYH+dDHP9lwNnANw93/MDzgf+DDli9APjisT7+VZ7Pb6GipwPv+6Ph2qsBp4dr0h7rczjgGLcAZ4efx4DvheNey+/Roc5pzb5Pa+FrrWYW5wE/8N7/0HufAf8DlccfL1iV1P/xAO/9p4HZA24+1PFfB/yZV/wzMBk45I8bHOJ8DoXrgP/hvU+993cAP0CvzccNvPcPeO9vDT8vAt8BTmRtv0eHOqdD4XH/Pq0FrNVgcSJwz7Lf7+WhL5bHMzzwURH5qoi8Kdy2yXv/QPj5QWDTsTm0h41DHf9aft9+OZRl/nhZWXBNnY+InAacBXyR4+Q9OuCc4Dh4nx6vWKvB4njCJd77s4HnAb8kIpct/6PXPHrN8pvX+vEH/D7wZOBM4AFg+zE9mocBEWkDHwT+vfd+Yfnf1up7tMI5rfn36fGMtRos7gNOXvb7SeG2NQfv/X3h+y7gb9H0eGeV+j9epP5HiEMd/5p837z3O733pffeAf+NYQljTZyPiMToovrfvfd/E25e0+/RSue01t+nxzvWarD4MvBUETldRBLgp1F5/JqCiLREZKz6GbgW+CaPQ6n/EeJQx/8h4PrAuLkAmF9WCnnc4oCa/UvQ9wj0fH5aRGoicjrwVOBLj/XxPRRERIA/Ar7jvZ9Z9qc1+x4d6pzW8vu0JnCsO+wP9wtlbXwPZTb82rE+nod5Dk9CWRq3Ad+qzgOYBj4OfB/4v8DUsT7WhziHv0BT/hytBb/xUMePMmz+c3jPvgGcc6yPf5Xn84FwvF9HF54ty+7/a+F8vgs871gf/wrncwlaYvo68LXw9fw1/h4d6pzW7Pu0Fr5Gdh8jjDDCCCMcFmu1DDXCCCOMMMJjiFGwGGGEEUYY4bAYBYsRRhhhhBEOi1GwGGGEEUYY4bAYBYsRRhhhhBEOi1GwGGGEEUYY4bAYBYsRRhhhhBEOi1GwGOG4gYicG0zk6kEd/y0RecaxPq4RRjgeMBLljXBcQUTeA9SBBnCv9/59x/iQRhjhuMAoWIxwXCF4hX0Z6AMXee/LY3xII4xwXGBUhhrheMM00EYnqNWP8bGMMMJxg1FmMcJxBRH5EDo58XTUSO6Xj/EhjTDCcYHoWB/ACCMcLYjI9UDuvf9zEbHA50XkKu/9J471sY0wwlrHKLMYYYQRRhjhsBj1LEYYYYQRRjgsRsFihBFGGGGEw2IULEYYYYQRRjgsRsFihBFGGGGEw2IULEYYYYQRRjgsRsFihBFGGGGEw2IULEYYYYQRRjgs/n/veUyflp4g4wAAAABJRU5ErkJggg==\n",
"text/plain": [
"