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@svank
Created January 21, 2022 23:18
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Padding bug fix
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{
"cells": [
{
"cell_type": "markdown",
"id": "a3812879-4fd1-47db-8781-ee1e5de385ab",
"metadata": {},
"source": [
"In `deforest.pyx`, the Jacobian serves as a local linearization of the coordinate transform and is used to determine a region in the input image to be sampled for each output pixel, as well as for determining averaging weights for each sampled location in that input region. For each output-image pixel, this is done by defining a square region in the output plane, transforming its corners into the input plane (where they mark the corners of the corresponding input-image region---a parallelogram resulting from distorting the output-plane square), and sampling a grid of points within that bounding box of that parallelogram. An averaging weight is produced for each sample by transforming each sampled point back to the output image to determine its location relative to the center of the undistorted, output-plane square, and then applying a weighting function to that location. This process requires two Jacobians, one for each direction of the coordinate transform. `J` is the input->output transform, and `Ji` is the output->input transform. These two transforms must be each other's inverse.\n",
"\n",
"`Ji` is produced first, through finite differences applied to the input-image coordinates that correspond to neighboring output-image coordinates. Following the DeForest (2004) paper presenting this algorithm, `J` is produced by first producing the [singular-value decomposition](https://en.wikipedia.org/wiki/Singular_value_decomposition) of `Ji`, which gives $J_i = U \\times s \\times V$, where $U$ and $V$ are rotation matrices and $s$ is a matrix with the *singular values* as its diagonal entries (and zeros off-diagonal). `J` can then be produced as $J = V \\times (1/s) \\times U$, where the rotation matrices have been swapped and $1/s$ denotes a copy of $s$ where the on-diagonal values (the singular values) have been replaced with their reciprocals. However, a key step in the DeForest (2004) algorithm is that first, each singular value must be \"padded\", or replaced with a value of 1 if it is less than 1. This produces a matrix of padded singular values, $s_p$. In `deforest.pyx`, $s_p$ is used to form `Ji_padded`, which is used to map the square output region to the input plane and set the sampling region, but `J` was formed with $1/s$ instead of $1/s_p$. (Using $1/s_p$ is called for by DeForest (2004).) This meant that the square output-image region was transformed to the input image with `Ji_padded` and the padded values $s_p$, but sampling weights were determined by transforming points within the sampling region back to the output plane with `J`, which did not use the padded $s_p$. For each sampled input-image point, the corresponding location in the output-image square was then determined incorrectly, and so the computed averaging weight was incorrect.\n",
"\n",
"(This is only a bug in cases where the padding comes into play---cases where an output pixel samples a region in the input image that is smaller than ~an input-image pixel)."
]
},
{
"cell_type": "markdown",
"id": "aab45a4c-648f-4675-90dd-d73261725487",
"metadata": {},
"source": [
"## Checking actual outputs from reprojection"
]
},
{
"cell_type": "markdown",
"id": "5a7b64ba-dd1d-48b1-b1d1-252dcaa2b493",
"metadata": {},
"source": [
"Since it feels like there's plenty of room for subtlety in this, here's a constructed example to show that outputs were wrong before, when `J` did not use the padded values, and that they're right if `J` is fixed. (Though, don't fear, the effects seems smaller in real-life examples.)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e72b8cf9-d9ed-4356-b5a0-08db59a4cba1",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.animation import FuncAnimation\n",
"from IPython.display import HTML, display\n",
"from astropy.wcs import WCS\n",
"from astropy.io import fits\n",
"import os\n",
"\n",
"from reproject.adaptive import reproject_adaptive\n",
"from reproject.adaptive_unfixed import reproject_adaptive as reproject_adaptive_unfixed"
]
},
{
"cell_type": "markdown",
"id": "fa8bc865-3784-4d51-a636-81a67a8752d8",
"metadata": {},
"source": [
"We'll use three sample data arrays: vertical stripes of 1 and 0, reversed vertical stripes of 0 and 1, and a Sun image"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "01701538-d075-440a-b22b-d5988b461182",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f7125025460>"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Generate vertical-stripe sample data\n",
"data = np.arange(50*50).reshape((50,50))\n",
"data = data % 2\n",
"plt.imshow(data)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "384f306a-83a2-4cb9-9514-b673128bdaf6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f71250686a0>"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Generate reversed vertical-stripe sample data\n",
"data_reversed = np.arange(50*50).reshape((50,50))\n",
"data_reversed = (data_reversed + 1) % 2\n",
"plt.imshow(data_reversed)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "cc5ccce7-13b9-4a13-a4e5-565c09fd623f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: VerifyWarning: Invalid 'BLANK' keyword in header. The 'BLANK' keyword is only applicable to integer data, and will be ignored in this HDU. [astropy.io.fits.hdu.image]\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f717d5c9c40>"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RQ3DNycgRWC+jITDKqhx0CGCvnf32UNRnRzZ/Hc8fCjPsZAgMKP3C2+8rEFT/P50nYvTRs0/bWSOg53jsGAjR2AjGoOhCPo6S/vpEjQiLIAQ2ytH1Z5H0KVGb0hizGAhx/BYdSNfeYwwod2Avcf4eRT6YhrjDfqNcG9KxQ7fWOt5p/wMczGUooyFwLcq6OOhBGQG7XNiTEXCeMf9qg7I4T32MHtheFG9pCKxrCbxyLlXexpPv3bYS1u2ZQV3IZD3nshEwFCKI42JV/swgl/+GzSww5xHxOaygx4qhhbWSPPzKgAAy34Ep1TlI/IPId2A9j96fdRkGO4lFMHZS7geRfrjbYlsjv2CUK1RGQ+Bak4tB+NurEbDTdjvE+ONGqxX66vHUBkA6XtXVj9aEHHrPa4yAXezDtdGwh30LcSSuSkQQqDOevE5RXyqiIwkrqOe/Uw0Ci0x0GSRlh9UYv4YaTMigkPNUlr0ExV3vvA9j4CIRZEe5sBJACPvIGgi4ug280RC4VqVekA9iwdsDvLujEVDH2i3pbyh9z6ILQ4V56uPWnn3f8VRS/n5fWd7dN/2hDuX5rCdPFB3sbr1xUMP39hh2rEVNIl7dHnEsdc2EvswI/VyREsN14EAlQtBHRtSQgNYu0OP0X2EpRYihx8DADnyB82qCtP76B7cZ5bKTkSOwXkZD4FqRXULWF3QIu63/b5W1eqNRUZEqrbUFhmSbIie/RhHsd971ogwFfJ/i4BX8bhR4CiT2xceL6zNGjQ1haKy+JhPaY1rxHmiMAreGih1TbXDYselYLAFSeQq+SlsMDLjqHMHF0IQDYlpjSrUKnI0CDRkElBkGlQymJpqQQso8uNBtjYdk3XszhgdGuQJlNARGuWByYPX/LVTvqPT2+8R7UUxAf/qgHrMnrs994QMisIMowloMQa84T1+HQP1eFZsqDaLSqKj2HVSaIVTxcl79vVtjr0YXqv3StdsxAzl7wXxWhA4U/XCQsbpcFnn9cPYRChhllEr2Txa8up/D0RC4GmSATNb72UUiAx5oDQBbxIdcAWX3Knwi8fLj39azVYXG1phQiDpwqexXGPLxd9v1F97R8xgGf1ES2FEer44xMNC24Op4dh4Sy74yRBgBtFyaIfaQGy2qohLz/FkJg43PPIFlm6B7soiAntuiJwlRicfsSgOGonGQxk4B2ClOW2UyEEiiswbBSDUJ1LhI+14E4uCQXOWK4koX4Qic/9q3n32vBBkNgatRLgQ8uZ8yrgPKf1fd/GojwFH2+NMPpW17iXjKvo/Krzg+UCp2C5/r/4HCY+e2FRg8jieFINQYCcYI6LqsIJtG9GDBSWBw2wFtK9t4B5ATBEK3qY0AVWYdSgqTGh+U54qA3qp/WTlzmjcKkGtrW8BVhkCSCbjxq6GNEOehZ+6oSllcKaNs9imMhhhSIOLcVMkaNl1Xhgiiol+bSngxmxiNMsoVIqMhMMqByp4zAfpi9yqWFGgIgGSVrkmxY5tuV8e8VWxanc27t9B8/Gxln/r/LNA8u+j99im0PrF1/dkcC4gkO3NcPZbdph7fkATOZYfXbhdLAXehuLa+sqqkcwXuRVpWxmcVt57HIgoVF4BgPH2OpZQ1O+KgZDQGrjkJ++w1MGYNjHJlykESAc8nHXCgLsBKFkCd8jdUvtemAJoyvDxpErTNEw+2ii+IN0rLThROF0DLtjyuxuTbnrYitRHh3Qr8jU6OxyHC7ETiqVrinxX9f9uCl5xCA9lo0D4CMg9sEQFtsLOXErw63jpFMn7GzMD2XP4fGAhx7JoaaLbVcafsBu+KzoUJebD7qXGmc6OxfyWE9hRFooikMEckoYvhkboBk4YdBlABYCCDQLdbO3GjoXA1ycgRWC+jIXClSh8T3H5+YOfZoxGwpjBQ7Q2mNr82C8D1ZwQU6X4xTs3eAZMG3Diw9wgbDdgTiBHnBXCLVgyBwKC2kxh4zZdoW4HEdfyqNG3znz7lG1RhiRHAeq2DRoDxsjVkwOKFJ68/eb4hQ/P6fQhxznoaCvWVPY7nlONCDKioSAvewXIB7kJpjNl9gRSLZ0TDhRxoOimfw76sBXI5ZGPvsyUDtmKoEZGMT40DikxEEmugMAbqud0hpVAuZw+L+V7LEVt0o+KejHLpJcCNdQTWyGgIjLIv2Q0KsLoT5di+bmPj2pYAaPfR396LEeBcMgIUAleI2kLV7Jwo6o5WKT9p8S6JcZIlkNPWEFCGE4AKqt8h3a9utMM8rGT0vHtNjxsyAg1pj9JHXCIAIcR50pg/rxYlAoyBE2KM3uVz2PPZuesbY00KZemkSMyZR+FiVoRjpLoEHa/un45DqwWO7Kn30pfgfOWgDfFRRrkIMhoCV6r0eRv7WYSsItRFdAANWNsWeKgssI0LO5dh5ajYC/Kfwv59DHVH4KmgAHAOYeoj0Y3h5m1SFGSIc7zRgJlFr82Xq3NnPf4uhhFY2OrpapwTY6DrRHlG+D8VyCGSz7ki9zlzbDZhAKuoHKWSvLZG/67V1VDxJCvx3Azk8yupsTNhkZjvL3/rPUWO1+s2YDAvc6hEx5G+h9QNAOR+N14MNorhDhvCaWJ4qA0pFEKUiY4cKHncCXmJYosaATDlik0vh/RlREOqZ3TQMNhvAaILQdod5bykY0K3j1bC+9n3SpDRELha5KCMgL7/73bfvoyAFUXu8n4xDEDOCWwNAI3PrPTGi8I318bOgWeCCLAjhKkDe4Kfd8A5hlsYDgAATDy6SQMQQMtOlEAfCU6haiApOpCTFD2N+yPG3GsjQKUvtm6v3YQCCknciCCGzG6NvJ2aNdWKrB53HVLSin8hxt2Vk1ArU/1/BwCa7dAT0mHKx1VvnAhwch/7kFpiL/PkWLgfwYGsAROzCIB4r/rIiHp65Q/ovn3GLi4wUjCGCS4L6fZJFuzG0MAol71cRnBkbzaAJQVq3NtHVEBj8TX5j0jIfxP17ILU0gfib0kvo45EI3QsUH7NmQgEt5RyvakW/248NVWEwUlcPHn1MYddU+OUR6Dbr3AOvUFLGLaoTlK4etxQGRY9wsygWkGnkEWF5OyWHV/fs3V8j8GBKYzfZ7Dk8AF1HWLcJRlkahzYFEyOKE0K9bQtQAxWl58DCL40xuwzZ4yCwiAASqOgMggKY+Cg2haPRsAol7mMhsCVKAet+FWx7HTaIT6AkgG9Xx2bhgGA6DVGFKAxCr/xyRjgaSOkP0cIM49u6kAdo9nq4LaleA4tO9BClLpbdBIaWAbQos3EM13Q2w40j16rxq21HK6BtRMkTy5z8bqApFzNXHHsFkiTBphMQd6B2xY8XxRKiYiAhoRUBwCdyyz+0CFZDUNeeprrSlEHln1TOEPvR9zXV/dHDZ+IOlDAqn+j47WGjZUBbznVBYhzUxgDWvyJJOxBi2W+jsbn4kQTDw4kfI+meg4D4LYXoK15Chkw6bx1Me2zIlwqsiEDLHkhIQDetkkuUYJedGA/BsFoBFwWEtgh7CNrIFzl93E0BC5HuYw8/B3FZgRYmDYKGRIgnAdpFbuo/JVNzpMG8ISw0aCLhkC34dDNHFzL8rOIjPE2iGdJJNAxkUDqbSctfRUVUA/UKFLNfaeYTtgr6kn3wPipSJBuOp0ksptU14sEOiXfkSvmJJP1QjrPihHQR7Qz/09ohBIYgUpJGWWsnQD7xBhGRflmuXH2onvOkcfBzHkstTFgKz5GIw1K3gwBmDQRIaBoFLpYEAmZFxArHlJgoMntk+XsHcTy6YrWxyu9ClRis6PengUGQektSjTWH7hiZQwNrJfRELgW5YAXtDo/faUmQDQGqPGpBgA3XpSADQFQbqdLzOAFJFQfGG4ZYmpZde6OJRRtFakqeU1hU9i5L9Uyjj2RC6sYf2+te5Pbz21bNNxZkRCrBsZt2NYhKAiDPWlxezUINdRgDZwira/ynKOSXkkb1P2KTA0C4GL8PsRYvfGsLQowWF6a0rbsjNEYawdwBxB3uR6Dvf7pJClu8mJ4UdsJyqJjZY7ljtVYCMV5uTK0dmpgtLZC4fnIyBcY5TKV0RC4HOVi1AXYY8ng3rBAVSCIlDBGkfxn8/GV/DediCEw8cL+d4Qw9QgzDybALwNoIQv4ZB7z/xmZI6AFZ3Th70Kq6peqA3YBWC4lN16ND71sqyS1c1+L7H12XVnDfihmr+l4W9tgR6Lgo7cLICMEyzaT2pQsCBQKOStiEga/RQNswSX0GCY1bB0YzG3i8BUSKgNBjz9pJGSTOh/qOeLv6QQ0kfAGL5fAYlkYA2kcK2TBkDMqiMpsEMMLQZCxOe1XYI2QmCXSXTeT03QB1AqpkhZL0LKV+992q8YYc7wvwTwfIc+z9ynrIKHGoZzPXt7AXozo3by/o4FwwSVgf8z/qx0HGg2BUfYvRcMfl4mAKT3QZS5A44X5P/Ep9S/MPLqZLMCuYzhmQQWWHdBqzH3g3CGURkD8kTh+Bw6mdsAAGlBUDLREQj2mft5z7rXd8Tg29ukqLoCOW8X7FL8vyIaVEaB/p1CCxsGLU5oQhTnGkIgRIn0FmCn3PABK7ki8h2IoUSY9hmpO43XbOUiK3f6YioOKxqTKj9V94mkjhiMB1DmQD1VzKFPVsZwMEFq5LuVVxDBC0vxxngp0AxjDAFeZ7L+g0PnveyXIaAhcCrkC8ostaWqlamBdKVB/TxqgaeTzySTGnF2uBzARIqB8pkpA4H3XKjuck+dfiF2TLfRviYFWHAHwSNXqNJXNZgDYcIEaEKpE1xkAwKqCXcf2t02IrEQFWRgLQ+dM5LdI9utR8GuNkh4SZx5fjIDWiq8qslQUGFLURDMg+siFDvnaQt6OmCMPoOIh1Fkfaii0QYii1fY88VKDgBlYNrlMdAi5dDFRLlkccgiA4hjZGFNUIAN5LveNCtRyBbz/o1xbMhoCl0ouxWKw18wA+38D/RYpgt4n+J+mUyCWneVJAy0OpPH/sNGg22wQPAn5bykLv1sG+RsRulcuQAgrzXxWjADT8jcPOmYlaLvd6OWmMAVHj9TWxlcSYNtKGWJExWrr2yfOgWmGpPMTWwoXLPp4DO7jD1g+gy0e1OfBewlvaHYC2rYk5+k12HFW86HH7uUDdLH0cl0GWEWPzVQqaQekFAstDR0Y4A4plTKwKb0c8rOiREU7D/WYNXSyNYebL+Sz6SRlF3SHJwhTgffdIkjYoGPQfClIkoYM4nOiaAO3+kxLKiYDq7wBoAi7XLDUQnvtY4jggsn+ew1c3YjAgV/d/fffj2/6pm/CkSNHcNNNN+F7vud78LnPfa7Yhplx33334dZbb8Xm5iZe+MIX4jOf+cxBD+XylEuREUBuz5yAYr/e0sEV0UxDAc6lEIAWBOJGGwI5dFOHMMmIABgSa+7yQl6IVRTV33U4II+NMkoRU9e0J0DyOito2RoFzFW74r5MiHSecn6K72xFwfqnvkbzOcV5LUICtuZCTzx+LRpgx2ZJnCu9DNYcwxIZE8+Eyt963cXAIsISf1JBJjX4uhDj+zHMYPsV6O+uA82Xkn6omQcBYgzMHLqZRzfzCBMfny2fS09rdop3KV2REorVg2zZearnb6ii5n5adPfJpVgjrnIJoH3/XM1y4IbARz7yEbzhDW/Axz/+cXzoQx9C27Z46UtfirNnz6Zt3v72t+Md73gHHnjgATz88MO4+eab8ZKXvASnT58+6OFcfrIXa3+/C8KaRYoc9f6s7BcVGnkhA1LTAJMJqGliHn3MpW/kb46f8Wwi9QBmE4RpIws0AX4R0Gx3xoMLEQUwIYEgcWPquFQU+rcNB9i4cw0rr8D3PZ7/so1NhzrxtisPLylklw2dwblW5a+ecd8Y84FNvNynnyKNTxnyLsavVVlbAyT+rHQWtKJzMmmA2SxXcYxEOq4MoSQu132Q70wYQM/tsmGS5qqRZwKTafy7yedENFq6Liv1pKT7FXC6hmjQ0VJ+/LklJudaNGdb+K0Wbi4phmGjQXd4hnBogrAxBW9MBEnQYlVNk2taxL9Jw1d1OqXe23SbD0gh7OZ+jXJgoojAfn6uZjnw0MBDDz1U/P8973kPbrrpJjzyyCP41m/9VjAz3vnOd+Ktb30rXvWqVwEAfuu3fgvHjx/H+973Pvzoj/7oQQ/p8pOd4s8HIXvpE1DvNxQC6CsMpArSO3BcbHniETYb8ERywrXlrOsC/FabFX5U+kXs2S6CwbQNHoK76/1stT0dOzTmH3LJfNsd0Nb+DyW0n+YClGPDwexn+Xp91epU0cMowDiuFWShFkU24rk0c17m3lyHSiLd2b4A8ftJZP5vzIAugLfnQLdYSZUkrQNgKz9aoUi+9CW5znaHpKYpDTMN0aQSyw4cOsAF2dbnfhFp7Pa8+rlzEfbvQM6Bug7unMytEg7DtEH71A10G1J/wm9JbQm3kCxybqWLYQo5dR2YZFxEZX+HkjNwgKEAM5dyzIHwyCijXCS54GbOyZMnAQDXX389AODRRx/FiRMn8NKXvjRtM5vN8IIXvAAf+9jHeo8xn89x6tSp4meUvUnh8ecPV39qsSEAcskIIG8q0ak35Z2Qt7ykiIXYD4BdJmlTG6QgUBtSvQDhAyAbBkD2AGsSWV+oQKVmsPcZWlooSJWygaxTjn+6dmtsuPL3XqT2dGtDw6IJxefG89Zx2+NVBsRaVEDPa7s+7tRsJ20/YFTWIQz7W0MPFeyejq8hA6CsKdB7z9Tw0vsWEq+B4g9aQRiIpXNkmBBCQ+CGUl8KVs6Kjs2GCOI81tfSN6cHhgqMctFECwrt52cv8q53vQvPec5zcPToURw9ehR33303/viP/zh9/8M//MPF+0NEeN7znlccYz6f441vfCNuvPFGHD58GK985Svx+c9/vtjmiSeewD333INjx47h2LFjuOeee/Dkk0/ueX4uKFmQmfGmN70J3/It34I77rgDAHDixAkAwPHjx4ttjx8/jr//+7/vPc7999+Pn//5n7+QQ726ZDdQ5rpmQSYTIC2EKe/b5Wp6zpACJw26IzOEmfYGQCIAwgFMBFoEgXXbIByBqKxp2UVmeaWYrGdrYfFa9LuiAVDMX08NbzLrvpiDgWp5AISQl+bI/MdCxt6tHocJoAqZAIrOeaT76TYJHVi9PAA5bFCPNaXyMcAUS/j3zFEI4OUyVeWzaYJFaeHUcEgyKKjmS6BHOdpnpvbkd5KQQ0MZQeByHuz47MeBxZu327UBzbkWrmOAxfAkhhgDmxNw8KClB7aFBEreSWEi5nxv2CADzBkZ2CmTIO2zR9RgJAlecAlMCPupI7DHfZ/2tKfhP//n/4yv+7qvAyCo93d/93fjL//yL/H1X//1AICXvexleM973pP2mU6nxTHuvfdefOADH8CDDz6IG264AW9+85vxile8Ao888gh8fB9e85rX4POf/3xC4l/3utfhnnvuwQc+8IE9jfeCGgI/9mM/hr/6q7/CRz/60ZXv+ha1IY/mZ37mZ/CmN70p/f/UqVO47bbbDnawByW7fakPKiywxkNd2y4YWA0BADEEYAoDmXBAahWsXADnYtxV2gEvjk3RHvLwi4DJmRZuHj2+CCe77Ra0vZQ4bwwhAJDCMOe2yzlL8fNMaBNvkLMXZz9XmLcnRCCKTvPvB5S/epuW8Q8kTzXpm6piYobBXSbc+WrerQKp2zWTOV66nrBynwq4PRo8ehZ2iMaHE4OFXd7OFDji+QI8X6y+Z3pNqfERQwsarBgV5DK6o/dIn4vGm3tRZTDY3wU6wOLN1yiFDfFY5EOzROJzoMWlOBovtFjCnwK8p1ivIhqs3qE71ICJ4OYdPJEcY9mCXCtGAQBmyY6geG9yOeeQC01V7Yx7SxHXMtYkuKbku77ru4r//8Iv/ALe9a534eMf/3gyBGazGW6++ebe/U+ePInf+I3fwO/8zu/gxS9+MQDgve99L2677Tb8yZ/8Cb7jO74Dn/3sZ/HQQw/h4x//OO666y4AwLvf/W7cfffd+NznPodnPvOZux7vBQsNvPGNb8Qf/uEf4n//7/+Npz3taelzvXBFBlQef/zxFZRAZTabJYhFfy57WafoD8II2IGtvFv4suABpB+r7AwZzdYM0FCAJ3AMBbDXMAAJ4a+LhYGUFGjZ/pYdHnP3uW0LuH5HY6rwIkNWxH2e6E5zPhSnjUq3v9RwD/RtjKtMNCQUXv9OY9pt+KHgSfSELmpIP+bzszWYeqQwpvoyHQbrNsQx1d/v0FER9X2rzzUY5sljI7MvKaGw64pnjZ0+q9LTQMJYLocmUigmP/80dG4jF4xA2EcyHeW8JOwzLKAFheoQ9Xw+3/HcXdfhwQcfxNmzZ3H33Xenzz/84Q/jpptuwr/4F/8Cr33ta/H444+n7x555BEsl8sihH7rrbfijjvuSCH0P/uzP8OxY8eSEQAAz3ve83Ds2LHBMPuQHDgiwMx44xvfiPe///348Ic/jKc//enF909/+tNx880340Mf+hC+8Ru/EQCwWCzwkY98BL/4i7940MO5+FJ7PLXs96U+3zRAFUel8tcx2TbBqSKgQQFU8ROBN6YIs4mYkc5pN1k05yQbwLUMv91KN0Ag8QBIlWrM4aethSzcy1YK+QSO/Wd65siba+hTYrGRjTDCSji7YNzbvPudivjYKbSx5IGFv4gvK5Tdddlz19Q/oCDi6bWviI61E3SiqH7XFyZRI0Tvk42tA2Wox2zf+0xZImTkhKzMUR0OsORAJQgOkTzrvgb1NrXhpNtEIzPPQfxaY/7mc2oDAOkFwRwNVA9w49AemUn9gXkDd84JOuAoNzSK9RokrqDGhkEFgAvr5fdd+yjnLfvvPij71kj0z/3cz+G+++7r3efTn/407r77bmxvb+O6667D+9//fjz72c8GALz85S/H93//9+P222/Ho48+ip/92Z/Ft3/7t+ORRx7BbDbDiRMnMJ1O8dSnPrU45vHjx5MTfeLECdx0000r573ppptWHO2d5MANgTe84Q143/vehz/4gz/AkSNH0oCOHTuGzc1NEBHuvfdevO1tb8MznvEMPOMZz8Db3vY2HDp0CK95zWsOejiXRi5UVsB+wgCALHQ21moMgp1aBdsKgWFzgm5TCgeRgXKbs1LIhYJwARKMGyu9sSFo0bIFYtveVM0PiIx1Wln8WMfBnIsO1VK3nq0KChXH5NBf6GdIHJVx6j6laL9rzLYR3dAQRTIUYhEiWi7B3OX7lQrzlF7yijoIyN4rgNQvoGmyl2zi3QUvYUBWFHdgoCFgNpVz2QJOdYgGJkSTQgNVyKUySlPlwRpZ0WfOUVk0SudQ56YLmZRow0idKVClYYPGASwlrdtDHuyA5qzDBGI0ON033iuO/yd9VrTgkF6CMQiUM1C/hylssNtqhOe7Zow8g4sijz32WIFIz2azwW2f+cxn4lOf+hSefPJJ/P7v/z5+6Id+CB/5yEfw7Gc/Gz/wAz+Qtrvjjjvw3Oc+F7fffjv+6I/+KGXT9UkdQu9zmtaF2YfkwA2Bd73rXQCAF77whcXn73nPe/DDP/zDAICf+qmfwtbWFl7/+tfjiSeewF133YUPfvCDOHLkyEEPZxSVPta6rWVvi8RYSDT+sI8xYOeKBVs6/8XFJ7YHTvn/6kmZRTmVllU4f8gbHpLdPOB6fO0KqIuwfg4Mn7MovVsRC+sxDBIxq7lOnmr2zM97wS/y/HXxH1AwjoBuAGEZkJWa+xZBSsdku0MZVlmniNYZIYokGGOLdwO5W2Np6PtOfqiL3ItkGSGFtQDEcIEXw7WV605Kv1p8+/oSXBbZBPZ+jJKkA6HbR1Eg3XcvoenpdJrIgs997nPx8MMP41d+5Vfwa7/2ayvb3nLLLbj99tvxt3/7twAkhL5YLPDEE08UqMDjjz+O5z//+WmbL33pSyvH+vKXvzwYZh+SCxIa2EmICPfdd98gpDJKj+wFDagJaahg67rUbAwHJPZ49L5Tq+DYJEgbvwCAm0fYXz2ojiUUoPXeCz5ASFB2ajCjJV0BMEImYRUkuvx30TVQK9Lli8vnrEWLIAFSOGi5zGOBye+v5wlI9fxtd8CVOgu1F5t2jsdsPEBawKfL82NQiiJt0ZIbZYLjsfWeol/x13F1Lo+ZjqFowxqRXhGxb4TWiaiNG5WirbLhaqTzlmz/3DTJxO5RwvJ6PKoJh+WBAIORUBdyl0fvAFAK/6ih6gDAU8wkmCTOwOLoBMRAM/Hw0euXCoTy3HFQhCmiMoo4kbnWgXDBIKFwL7Ibb3+nkOQ1LgcVGtiPMPMgp+ArX/kKHnvsMdxyyy0AgDvvvBOTyQQf+tCH8OpXvxoA8MUvfhF//dd/jbe//e0AgLvvvhsnT57EJz/5SXzzN38zAOATn/gETp48mYyF3crYa+Bylx2g3J2MgBU+gDPfNw1AMSygrHQfMwGiMgjTBvCEMGsQprKv32rhttvkbWkrVyxbScWSE8vvtOiHGNut4vLeizEQDDTep3QscmA9T4sw6HYqJsshyXKJxMqPOoosec7mlHM2YGzcv2DLW4PFmbGokps46b8AgLYXCSnhELIxUEN93ue0x1CR1phzUSSgVDw9XQ5X0hT1d20spDnTbbwUIPJrnj+LBNgSxOY4iWMCFNkOjOr8nXAoUg+CuqaDTE7+XYR5YviJOSFX7Jz4gIsQQ1MB1ErnRL+cSKiqcVgenWJ5RAxcW+vCx+MK0bUDc5MMgBRSUqMByOmFdQhAnyUXwD0ZK3uSnbz9OiQ5IgOXTN7ylrfg5S9/OW677TacPn0aDz74ID784Q/joYcewpkzZ3Dffffh+77v+3DLLbfg7/7u7/CWt7wFN954I773e78XgITSf+RHfgRvfvObccMNN+D666/HT/7kT+IbvuEbUhbBs571LLzsZS/Da1/72oQyvO51r8MrXvGKPWUMAKMhcHnLPjkBvaRA/TyViDUhAGVPa42AyKxmQvwxHr16/IaI19sFULdVsfD40EJVezf1or+bBc5C/Hq8er8ErVNZM6DeRue1JugplG3Hm0iJURGHijC3V+jWIiT1Z32KZ53sJs1Nj2+L7gzNuV6LGkUV52IFMbENnOox1CEIHe9e4HZzD6gOGSRjgcBdiERCCJIVGAVqHIsPUeOFpOl9RHKUb+DK59iWXt6P57/baxwV/J6lA/YZGtibfOlLX8I999yDL37xizh27Bie85zn4KGHHsJLXvISbG1t4dOf/jR++7d/G08++SRuueUWfNu3fRt+7/d+rwiP//Iv/zKapsGrX/1qbG1t4UUvehF+8zd/M9UQAIDf/d3fxY//+I+n7IJXvvKVeOCBB/Z8fcS7wfIvMzl16hSOHTuGF+K70dDkUg+nX86b9LNH5V/vU8PWOhabFRDDASk3vZGeACACppOMAkx9LhDEiO1cJSPAbS0jIlBW/SsaAQHyu+0ycU/LzFImKA41vCGtCw9kJjqwmhaXdqjRkTJ+zW0LLJbyf82OAIbbDuu4amVsi/sUCjp7vqzeryVcWn5C7G+QzxWKsEPaDkAq5bxSoY9zemMb+yfURsEgF4IKJaxhD1IeSOPBsZMktbE7YW0QxIY+aRyGHMohyJibRubaGkgWQdD+DY5yxUCdyyKcZQxWFX2u4nOrsX7qQxP0nIFTLww4h+7wFO11U4CiURALEKUGWG2AO7MldS5iUSbt0ZCbNQXT1Eqft9UxFOGBg+xaeIVKy0t8GH+AkydPXrCUcNUV/++PvxQb152/rtg+s8R/et4HL+hYL6WMiMD5ykHH4843BGBlKHZt08ZsfQCN/RouQJg20ifAO4SpdHcDAL8d4Oay+EmZ4C4r/07hUYo142EW/KwYVAGCxZPmunAOANsDgAMl6DUpF6LEL9DP9RrjxRdzgTaIAVBD4RS70MV9etnyCCVDPcayNc1RBmni1Dpu5mRcsF4zIFB7E/sEOAfypuufRR365sWGIZQlb9EYZrAWCyz27VazI5wDwcyTiyGPxkt2gGaITCdC7mQGzXNKYJpnaoRHAuSQUFR2CTmyqIKkOSDVBmAuDY5lm40ye49rA6AWigWFmui5L9u0vyp8arscouo60FyeV49oOBDFjoURAZt48AbBLWM1zGULxFoYjFYgMnRSydGiIRcDFTDXPYYDdidjG+L1MhoCl4Ps1wjoIwWm73qIgWQayvicFsieJBQwcYmxrW2BtTBLkcq1TmqInAg9CXB9FwtNFLdxcT3eSp2BOm1PZa+w8rrrAMoF3sDYbK6vOHdCIoLgihSVxZBCqz3E2hioqgSm38pF2K8CcEaRGK+dLFHTGDqUzm++S6mk5lp6Dazqc+75bEhsmEfPT5LGynbedyvM8rg5RX9YSgc4yG+CEDcnDcgZY0jJji7EGgQxtTAp5h1CNj0Nqs5LRgNglAOQ0RC41HI+2QBAv/KvQgHpcyX/WejXeEuYNAibE+nvvtHEHGuC3+4wOb0EBU4wqYYHUmEXs+iTVQRtV3aSSxwEygxrYFXhOQIpy96w1bnL5DqeTmLxoMxnkPNWCkWNGOcAJwhDodgNqqCzybWC0vRDjZlrlUXlW+SbUN4bnRaFkQEhnCmqUZ9rnQQWMiU6MeC4CjXUUiuXGj2x44z3hfR4MXRC3otnrddQlW9mB9B8YZCAAeUfGOI2c3l/DLpAarQV2RMW0arCIanMcJd/dy7zVYB8XYHBVH1eCTEL+oSQnuEw8VC7Ncwa0MQLMuCdkD5DEESrlfuppZgLg7cyBnozCPbC8ditjMbBirDc3X3tfzXLaAhcprInI6CPC2BRANsyuGmQiuPYcMDUSz32mUO76QAC/Dbgz0mRoHS+PuJY3/+1ZLAxPgRW3eG6DTs/VTOMypTbVr7vKiWRoGfriZszKdt/l+cvqvep10eNCauQ3SH/XSvcmL6WUANInJ2BdE9krGGtoirCJfHvFY7CSlnf80MKEm/B1v+vjx9RDgZM5kNF+rPKqKuMhPiTigkNGRH2Gm02RlW5kHS8FPI+thLiLudA2mPLMRwRQiPvQZiK4UUTj6YNmcuwUMJtRH2UOLhDeOBAUgp3dUFrjMVrTMbQwHoZDYHzkYPmB9SHXwdpD6UFDhoBlI0A0zKYG6kLgNiYhSfSNhgA/EI8PtcOeZwl7D+44K4px1seL6TtmTnzAojKSna7kb7FjweUooXb06Z6bdH4YM6cB613QLx6zcpd6BP9vC8VbydlkBCUch6ycVFd1zoPsy4gpSiRVbRDSqzOVAD27slWSn7tkxGMUtfqgHqMap6TMaDfU7wGJ/8vGkYFlO+v8lzM33IOAjElVED1AHuKBjSBvBOUKThjBPRUHzTPd40Q8F4zP0YZ5QLIaAjsVQ7SCOgJC+wGCehDAQrlD5RFgjQf3DnwxjR2ZfMlKXBDeAFuETB9YgEKDLcovbVEAOtCgoQzQbBSHk0DIkNSs/FTlRpCjq102YYY9LsulNdYeMImfQvxv2yOYT18la6T1DCryBVmVi/XeNWUQgTq0ZvzV1kQqWlS3Lc4P0Vlq9wBKwXSYHgcxGA2CtpkORQzmtj50UuFovLRaKj7SCTyoSnN3HVld8FavAlrdGaeMUBw7DPi7DnjeVeMKOaiVfKK8gaKDBR03Wqr4gCgDgvEEs9s7p+mEib0wj5HTkJLWkgrbEyAjQncvE3ti6EFh8w9J0Us0OVQmBZYMsTVwhhI13ceRsHQujSiAgCAi92G+EqT0RDYi1xsI8BKX0bAEAKgC72iAI3A/vCxOmAj4YBuowE3hDAhdDNpL+vngD+7lF4BfWJJWgAILhsDHWePrFIwazvQ6cKopDpdz1suvx8aT0AJ2SvfcF3nwHjcVNXOeJ/cl34WGIKHx/Oop2cUIetiUYQW8rGS56reqkrNiq/uoypoeIrKj1fnROeaKF5/5X3qsWyYyGYiaIy+z1O36JMtCkQO6KKy9jSM/qwgReaciiyZY6+0klYx70DaRpEaZI98hVBYz3FtVOg90h4WwTwPQcoMk0MMo3lwE8fRxKqVXRf5J/FzRGOj61CUKbbXUbUzPlDeQB1eGY2B1EVwP/tfzTIaApeJ7KlAUP1ZlRGQGgbFGDvb3PAmlguuWgb7uSw8bhmylwwUf/fGb4GiBWzvglPU7CesvFMrBMIeRRA0HtwzT8kYQIaFqzlihb3dwCPPq53yBmv0q/KxBDiHorKfre5XMv4V5TBhk3peOYYgHEpFZeZiRaxxURkJO/Ya0PnbSUyGgCAdqzuV2ROK1PQsoimGL4S7lfDN0DUCmYxnzs/Rkyc1Auo6BOZvrnkefbUvdD8gkQmBAOpE4RNDQgSRByKGkbmfPir4uH+vUUprjIH9yAUOXY5y9cloCFwKqRV8KljTs2D2cQJsaECJf6TdAnN54JQWOGkkLTBmBWh6IDeCArhFQLPVSREVXZQdxMPvawpEVOaPWwi/D/63SlY919qjtUrMKtR0GC7jxkCpIJ3L3nqPMUJEMjdabrjtpNxwPDYbdn+aa+VU1B74sq0PH8liETZXz7IIfURFoOPxwEr2BJCfAReZ7EOeXF+6YR+IY58tbSdsx2RTEi0BzyrRHm5CutddJBVSk+syMKeCSgBWr2EykWfSOdBCClMpsXTwGuswkr02ZoA7sc0UDQNyGMQYIskIsBkjbTlxKWxgFDsFmV9q8zMYDk2BwzPQooU746XWgDEouG0l+yLE64vP266kDxXYT/jgGkcFxtDAehkNgUssezYC7L5K+lIGuiouVdRa0S4aARxrBISJy7XVSeLIbnsJmnelt54U4AC0azgDxT5rPJKUOlfD1/Z4tQEAlErKHrDX6x4IRWgfBUTl1FKp5K2Xq+mCcSFHyLyBQdJhZ8Yy1OLYEiE1BFIoPIMYBE4x+V2JNdgswrSOtNlDvNvVeUxlvUzGk/lPBZz0mH2cg4hQYdkaHkU/qW7luahRFWukaels5QZYPoCKomhA5pMUz221PXOqp6GmnLxLDULj4InA8zZn1CgnA4jx/wBiB96DHZCuZZQDkQCHsA94fz/7XgkyGgIXW8zLvZu2pb2wriUHepdj3Dbu651UPPOUjQDvcr4zQxqyAPDzDjSP1dNsfn0eRD90Wi+gmtbVs79exYqi6fN8ivRID3DsLJeQhxiTBQrvkOLc9EoMGdCyRcpGsOfr4jaaDkYVEqDhCxcKAl4eU30Nrv9zO1/2umvUxcv3POSJ1I2ENM1R/669Zv2773naSfnbMBCMEYfKgInGT19cvE53pGUbq02G4vN0rPr8GtrpYoXAunaE/l3xBW2NiHSdLiIWZIolVaEutsakIg09c6JFh3hjkiobklY2rPepiw4BK+EBufxdGGPnwyO4xlGBUYZlNASG5EK8NKkT2Q4GQN/3JiSQiV+U2+wSRQ5ATAmcNpIeSNIzQFuupsqyywC33cG1ATRfwp3bjjBv9poLz6njssKcNQbUK1M43BYSsmPvulxgh7IBwx1KT1whc+ORE7XiaQJZGQDJM4X3udDQyrzHT9u2VNz1ggxEBWzDD+ZaGi//T+jAHhdiQ2aznnSfF04Kuae5NBwDC12njo02NGBqFwTkLosVJB5PjpQy2ec5A9nAjPvZzAIdv7QBznUjqGlWkRl9DkIA5otInIz3TxVbQe4z12zexzR3arABGZ1IaZ8UMz0UMTDPpXOxjbBBffLFyO+2S9uoQW3F8gG4cegmMzBB+nCclneJNANB74u+v0V64eozSGoE7mQQ7CaNs+I7XKvGQMeEbh/w/n72vRJkNAT65EK8NAcB81leQPTuMhJAiROgaADHz4QPINXP0vPMgFu0Ui1tHmu8t508EYU3kxe89Js5e9Qp5qpfRwWkc6dhhJqpTTbkYTxyNgpJ+wFQjJcn5IGhq2s6nxoEVC18dt5CSMbEailmPbbxdK2CVHi9b0EYCp3ouaMXWPRJiJ0L10LxNjRgKzCmuTWQv3IU6tTLOqWuDxFI+3BGl2pJ8XhKCE8BuXOIcxMtj+r664ZJdfhgraiRYPe3xNF1yIo+r6YRVMp8IAJoAniUKbD2Ga84Bvm6zCkcCe+GJHPGeb3mVUQgh5H22s9ujYx1CHaUkSOwXkZDoE92iHPvWXYyAoZqBQB5ESKzQNe8AIXzNTMg9QyQVKd2s0FoZKGT5kGddFlrDTkwngNAXBA5ZhQE81kUiwh0XBhMhRKxLOp4LeR5NWYL5Fg8QjYyKORGOj1Ko4BviUoo3SjYohlQsW+PF6zzC4gNZG9dAUMbY6G+XlPemQ1crt8VYwCGFa81iFKnRoMSaHZBPT5HIIuRx+3EY873Il1HYUCYlEo7HlPDgNsuIzH1NnWmg0WJVKnGMssraXXB5XREB6wYZHYc6e8ehRrPxzG8k7JGqvGyg5AAg7Qn7pVIFGTLPyECdQCcOV7LoPh/njZpfqmV62ZAKktSTCv0XoyTFGaJoveCnPQ2GJBddzI8yHXsChZmh7CP6oA8Vha8RsV6s+creykYVBsAQPTuff5c9/UuF4eJrWDZO+kZEFsIdzNpIRwmDoujHu0GodkKmJxt4c8sQF1GAqQfe4S+gaz8l8ZIsMVoLLPfylB8HsjHaZpcxU2VpBoxISp+1f6t8YKrxa7MIxeFS53P5zFKka0BlQ4Qry2gYNPLwhwVoYHEcwdDXjl38vJ08dfWu+RAy0U2WOr5SftRmU0Rx50NC0rZIBQUMq7i85boaGsxqMJ2IYdvgHwvFaUo5oRjM6r47NlaCCHkDpK1UnbR4Gjb1fug12G88Zo3wMEYGFyFBkxxJ527Qq3b3hpVOGUlC0AllkkuwgQWuTBkWDL7M0GMgFaqDxKRDI/kp9ucxCmOHAStJxCPSS7WgyCKZa/r7pAWnUoTX2xy3umG12BYYJSdZTQELqWsqxNgFqTSy1ZWdF7cNCWKPQk5UFMDPYE9EBqgmwB+QTHWL4gAQmyyokZPHxnQxvtrIlbfolIvokBWNBU8vLKfc0gennrru4E8I8xeeMgFszxtWM65rQFgRRdiVe7qVfZ1Kqh4AkXqIWAMvTVG0kAfieKYagjW0zFYTtiEDIrtDdrlKGc6qFh4PN2DSuGbjIFBGax1sEvDuiI/ct/zNHT++tnRQlUO/eG+PiNNj18/z0l5l58rH4CNwc5OCLrEHJ/9GHYiByIu2xf3iSVErkut3K1cw0ZAB0K3j8ZB+9n3SpDREFgn+wkRDNUK6BMbl11XOtgZhZA677mUNsgTjxCLBYWpQzd1AAGTcwHNFsFvB8kQiI1TVloKq3c4RAq0Sq+OPdfb90lNrqt5AyGUSka7B1rFpbvGvvZsc8X7oOLopRYNfvR86dwD7HxtiMOcvdwQjQJ7n4opyOmNRARuGrn3EUUpwgH1fQXKuL/xggXCRqk46rRAp82aTJtkInM/gxAztfBOZ/elOE9lmKiYCzt/jsrsCTOXmSuA9WGvtIsq/K7XgOD62UvXT8Pv6EpVwshdsNvXbZ4ttyGfPD4DGY1LoQF0AEsqrhQNiuhAE4/rCZhOwI2UcxY0J99zCpwRiWIc1RAUpRqS3XIErlGiIBDBsH1xBA5wMJehjIbApZI6/QvIRoANB6jCNezmBFkrGXAi4YAwbRBmYgi0m9JJ0C0ZsyeX8FstqA1wW0shBZoObishEFPLPglz7PBmFFi6Fsrf9y00NkZviVrWmNCxMK8s/AxITLWeOw8hCXoxAtgqSQsVAzl+PWTY9XirqciQIiM2Bh/TGhNcbK9bFTERaDoBIFAxL5YgzXywbHV7XDXsDBrDaojUDPMqfJGuTav2KZJBnbmOdjVcotkbLk6qyeoork3Pn57dkGsIFN9Xc20NgD4jwGaD1PMP9BsBaR7WL+5F9oQSST2V71hlTFgOi/JldBs27wvBgzU9Ua+XCM5sEw5NAWY4kiwGDRVIsyLOmQn6zNuy3GkMPVkGkUPA9T3ZySDoQ+xGueZlNAR2koMmDgKrMF/xnVk0XbmQ5s8rJZwWIRRpgmoAU8tw2zF1bkhZqwyZvgl+r3yYenGvYdah8rjKhh+CancSQ6paKT5jlHORZqbGgI5DFR6zXJKNz9siQzEvPzH/VUlqc59gCGn2Gqv5Sd3qgAgPK4Rsz+3K/ewxq+qDRd8J3Ud/a819p2N0EDgA5Twoyz8ej9EDQ9fXZMmFByU1ka/PEJVBru67Luyysu0OhsOKEYBVZMwoU91a7ivH9NM8VvYEQEJ1ZMZJzBLGiz0KKEgoYaWuQj0PF2LurwEJ+yQL7mffK0FGQ2BIDigkIB9R//d1SEDDAVoGNhG6otfWxNultQIiQZCnDdhJvYAwkeP5rQC/FeBahltqlzSkRS1xA9TjAfKiYxnl6s0ru5oIYJ9JbjW/YI0RICiAeq1+VdnJRqDJDo+lcgH6SGQ6n9EgSWlmljOgx7DH0toANg5vla+Ov7fGAyVjIA1Ra98roVMGuZp2qZ5/FzJZLRlc1TUzZ2KjNQL0OHqvGp/q4EsJaDV64vzrfeeQsjXYyfXl7ASzTZ2mmCbE5Th+HdLQ58qWUra5+Cv1DEI+r8pOBqFVrAPv60q5aKr2UWRK57Pn2Y8b521smeaEOCgZ00lIy0GydiZC8uRpA96cyX3uOtDSJUSAFb2JHTF7LiJne6RMg3je8yUNXmNhggBC2Eecfz/7XgkyGgJ9coAIQC83wEKlfZwAhQe1U5x+Zhjm3MjCFqaNFAyK7YS5EUU2Ob2E327jAhMXjdoIUIklcZlZvJbGPBYK10ZlxVH502SSiWY7efVUKQALYQMGutBFucf6Vqa6iuUS1M1t6mp/xfkzAc1cZO+fK/F8YBjNqXPq21ilUevqQ+afOhPiULJYhP6JhalPNeKjSl49eS0gZc/bcSoIBecQNqagEEDzRYkkpOJPGmrQojsudtmT/anrwLqNB3JVoogsWM+U5JkhL4YX2lb6MWh9CKewelWjgGJIok4N3IkMaKQk2OYxJfTGhNao6Vnu1FAjU5ZbnynzXLEaX94YC/a+xOwb7nJYSPcTVCDesxBiKW+XEAWCedbs2BJ65mEzT1KoIBrDyRjYKSxQG8vXmDEwyrCMhsAFlN2UEJYNjUFQpToVcVXNDlBvMnp47AiW+U4ssGaqEXA+L3tf8ZyCld9jBAzBufY6+/4GUOSXq19UkeYK6H7t2F1hiBRNdIbIaGtkpevhbu/rbqVOw9ttaOSAZccuhb07rYFM1YgIbAojldA6gGwwALu79t0MqzYQ8hfluWtJHr4aXruYE2NcC8RvjhVDaUxAaByoA6hhoHMZBWqp7F5Yj9sSVPdTiOgaVvxjZcH1MhoCVvaLBOymcFCNBlgkILHIKyRAPREvpYLVi+HYRyBMPUCQssELSHWzhRICI2xpoHtWz4Sjh8lyTFIewLrFT+H4unSssuvrmLa9ZqDy3qv5qhc66+VYb0fnJMKpffetiLfagjB6K+p9alSh3jYZITmmLtdlCH+phC1lo225BJ3l/kVYt/cOpK9i6MCLrggJFQaQhmNqVMeSy5Yt3Lk5MsEzG5mJFOiN4el9OR91PXxDXIwTEsdNpWK3UmdpRKOUdf/6XfEeysLv7z8g5yHvDaEurBqHtiaDFcrvWiHMqZskKYcmzkHKFqDI8FdInqq5j8a5EicTwXDZwc87hI4RZh7tdTKu5mwLT7EEMiJS11VGe8HJMNep60UIq+msu8ke2MkQukpl5Aisl9EQULnQRkBxKuP1170DokGwEg6o4ElpIewQGgkJgBnN2U7CAVoroOOsDHTB1jhpR3nx8Uqkc3kM64RDWfJX0+ICI9XmTwtZSOdMFeuiIZLmYOAc8luPa8h6zoMihCtn6fGSOi6RgcpwKVCCoftjh2PZ596MO933TvSYogf6fduC5/MMnxu+QOY1uEwyW7a58pzGtfvmKcHSoVTGIQCLpXADVIFXrH0CYtqlKz5PxwVWUQpVOnVtfqOI+6r3FTUAOpMxYkMt6RodEkHDVme04R/vgenEPGvVvTftltkaMGog1PPYtlIpMf5dhGXsO6Pevk2TqJAGqVRoxrpsQXMH13p0hxosjnppUEQAdQFu6eRyQwC52MOhNrKAVD6aArIhNST7aVU8yjUroyFwELIbI6DeZojprGzyOgasnylESDEcYBYFYogR0GftD3kAtadqYdy+79dJIuRx/n/P3Ay2Eh4SDVN0BqpV9KDPu1y3ADqj/Gx8fQfpq2WwJ2FNRTRkPGCFkKgtedMc1XHdvGFJaKs98x2g70Hmub1OO407cST2K9YIGBI1VM9XavIfm+cUkLAX9cxLkWVhjjM0XD12n8ImCJHQO3nVfDTyATH+1CixjZasp1+Fvc5brrEwQcA+ew2MZMFR1srAwjiUKWBDApRQAJc9deu5mJKnSmRi58AzL6WEnTQTSoRA5twTHRJzJDlpXpSGcrMVCtW0MxU1WDqj1CmnQnEkGqZtrBJOxXIsSS2OzaEoXasiirCHaNg0IK/wcI+XbJGMDiCKnmhdT6DYXo2C1ZqBFhovwjb2vMxAuygIakm08xwRMJnm49o5qpUyG4JaZJDndtMmBGHuU0loHHgWSbz1lXMHFuKhIk92n7aNVfIQkYxIdus6UwCoRg16/jaQ+W7EFmvq5W6YZwiWDGhFCyfZboZdJ4S6qqgRd8FkcjC4StGU8Qcgpn0S0F+yWN85R7IVkbyvEx+hfEazJSQ/JsLySBNrG0SAqQ0pi8AaeQnVkKpFsfNjfEe7fRoEfe/FVWoc8D6zBng0BEbZi+xUQbBgzVslWReI0XCAQskxHAAiqSA4E14AO+l4RoreFkocAuGrRx0XmKKBEFFKaUpNadL4qrHW16EpUylm3ROzrWU33pf1gqv4tsyFgXjJQVnpZZqbafbTZ5TZ9D0mYCgGGPkFRCZ0o8fpWvCyzd5fylpgiet2SGx6ICodWz2vQlAUDSiIjiRjo9T9MKQ4epHip4z4dbAxG6VnuRcpZFQptuUyXqoDZlN51uZLYLFYvYZ1BW1268Vb0iBQ8jYKyD4apeRgEvnLY4WKawJGDjtQNvwsIpPaBZtnKsTnXKswEuUGRWa+CuNADZlGswbEEPDzIKTBqcPysAMFwC0baf7VBDjl7aiSDyFyAeI4KRpyPQjWeacRXiMydh9cL1c3A+JyknoxrL23oqZADgOkn7gYpvbC8QdAMgJSSMBAl0WYYL88CCWrDX2nyqomitWynzEpv2AX4YQVJKA2ApRARiVqUFYJ7CGXAavXVinwXrGGUiJdDlzHTkVyqnEUjZCq52CnrIjimMW9KePlK2mnus1K2IuMot7lEtPXzdAYAEWTIt3e/tTjrdGinYwRe26LmqSGTsPzu05I38uAwmCnIN8p4VdbiKdW4i6/94UxW8/RhQrVjHJNyYgI7Fc57nj83fAHzBgUpiUpH5xynCceYSMWDpp5dDM5rlsG+GWIBEH1KKvjh1KxCfs55O3jecl6YCoGelYikyX7kXfZIFEOQySsiVeu5MFqLBQAyrBuLidrPGafF8Ca0Ja7AdaeYIypNs0q9O4IRUYGEQAvJXhd7EffdVKq2HIJgAzP9s2rIgtdJ/t7D3INtGohR8/aoiZFueUYIqIAoGkMuc5UgeScraDFiorvbdaCEa7DNZH4VnS2aw2qod8bVIZDAC3kGrhtc0lgbYVtry19jqxEgzHA6m05SEZBFV4ZrN2g29v5dxJ+EYKgOQehunYT0rHjsOmpFlEiB4DBVHYfVEJv8vwLpMg8I0oEhJQDdi1SZUlieZ+CJyyPTiU0gMgZDQE0j8fog//Te0rFu72CCuy2B4GVmjR6lciYNbBerm1D4GIZAVVcslC0taJTZaoegnPQKmWhkfBAp4WDAGAJUMs5dlyjACseXM+CpaGDnjrnAErG9so1Gh5CI7wFajtRGB2Qi9bUi5LOTST92XK+aTujjK3HXiu3PtGxdh2ArNRWqvIBsZscxDhRZVqVSrZNkHRMykHQ8yhUT7Yokr0eq+y0oZGtfpjSLGWBZx2HKmjZGUAMO1iWPvU0TtJzqzKx3Aq9tMQd4MyYr98Lja8DpaHm8jPNDqbLX0xT5Gis2DVUz20qQ3KPAZMKS9VZLG2IIZZ8/ykVO4oGHrOpzV8jOnE+jYItjI/qujUck5o1pfAPVvFUq0RJGzsxGAHU5mt3cWcmRpg4dBOCawl+3oCWkj2AthPDXJ/981XMu+1BsLLfPs55GcoYGlgv17YhcMAyWEoYZpGxXvVAJkHyMFxcNF1sKTxx+Tur63WtjAsNByqNgT4GOFcL7LoXv8rvL1j/lrClaEQfRL5mIVqBrhN8LoqONRTs/eqxd1qsNDVP97dGwKBRNMwXkG2cYf33XStnJWI8tOI6zTgGC/mYkNCOyJI1CureC/bvlXAJ9YdRdiNstKGGDbgD4E0viTVxfFLrYY3UjP2BglC0i4yMFKqoxpGNOvNOcij/X+6QDJSiuJd+B5ShiKDgEMt7y8LrgZf3VKky7AloYgZBygzaxX05H89/N3KVGQOjDMu1awgMMWZ3uyDaTIAhA8B6+6lyoIn56SLifWRvu7zweyk3q6zjMPNYHm7AHlKdLMYbiSHVBYnALgjE7xjchgz1E5V5yYAc38DepNffGa/Yjjt6/urNplr606mELwJLTnaquW7OtRL7pQw/ryj2XMyGtOOfi+18i+1q2B9Z4VjF1jjAT7EilhyXmgc5mT8z7gTh27EOLI6pl0II4MWiP86vZWKVrR+veeV8zuWOiyvx4R6F35nv+9od63XW+RHe1Kyw1xYqBWrFIDaJsNi2ggIBoIbBiOjQdIKU4bBc5pRPfR6ZMrphT6HKHQCWA8aUlS6A0VbjrAwv+3nFSVhND80ow0q9hfjscNNTl8C7XLxKQ3BEAkQEMeAptr3mjsCRn0LMCA2hO2RQgRBAHQFeSIScCKNuMDwwKOdrLFwloYKx18B6uXYNgSHZjTGwGyOgd79qsbFEtb4fgwZ0E4duJt3M/CLALY0nQSTKP7KTmQXlLlCAeiEESrjZ5HgVdc+HDCYbM3cOQEBqKduXG5+GQcXnBAwuZMIbCALnu56wRAG7uzhf9cKca8kXKVdDXpyGSDSkERdcNkZJkZGg11+VNJaYfSiMklyUKHqbyvS3fRSs0TFp+pXw4MLf5bFGngN7Hzsw0oBHXs2FGmi7WfhtKKfrJMtAm/KEDnCNzH1EcqhtSzOkDxVTUVgcgOVTAFg1sEIMFa0DF9RQVHTMFqhK43Hl895j1Behu5WQDbKRk543BsAgYkgmAoPhYqiA4TyBvSAF7AkdHBwRXOw5kTtequPgoOmuRcfLNOQLlD1whaMDY2hgvVzdDIjzkYPiDdRogA0JAD1hAbPAmDh2SIxiMj0EIiLQCpM7sZKTl41VwqBem4GbWTkI3lQttFB1AZn3jTcSy9qun9TkMuycWN99OdiVMWW3J1tfoU+o+r5eBC3yoPCvRSSM57wSrnFa68Hlmg92Wzsv3gOTCTCZFNsOSiKqdTlW3oeS2AyMPuPKMOKZTRW/FMs2/ISaSGbHaM9tEIXkSQ6x80OX53UyKesdxFh36q6o+9qfOqXWSLoevXdFuMut/r1TdsCQETW0n73mar+UQaHGpc4vxx4fbVgt7sVssgg4vc8uvscgQpg4hIYyUXZoPerhGaWxrXtX9iMHtTZeA/Kud70Lz3nOc3D06FEcPXoUd999N/74j/84fc/MuO+++3Drrbdic3MTL3zhC/GZz3ymOMZ8Pscb3/hG3HjjjTh8+DBe+cpX4vOf/3yxzRNPPIF77rkHx44dw7Fjx3DPPffgySef3PN4r11DoM+6vRBGgB7X1geoC+1EZZOKBk186ioYZh7dhk/1AqStcIDfljrmbhEESmzNT9dlo0CvM/6W3gQNwrQBz7z8TJvc0TB6z8mAUcMExtNVKNkRuBMYnOeLspyrXexTuVzzY+fHzn9srYxJI6VkJ1PJxe+7N7qAr0tX1AwGNVbUGAosNeZjnflcWMd4X17a+SqMT02TDIM6t528B82moI0N0FSMAfIDxYwQvfbFMpYUDtmLt3X+vUdi5gch9XEsQZxLNBv+gBZ3qpQPt21JyLMkPDXm1ABIRM/KvbZois5N18n8dZ3co0OboEObcsyuk3DB9jb47Dnw9jzH4e2Pfdb28/6lVNCBYyhCY66tKBRl30mdEy02ZFM0zQ+15vr182ULzBeg7blkWsRaADK/HJGRANcG0LKDm3fw51r4eUBoCMvrHNrDXvqH2DVDJc69zllhwJpnYa0xsNfUzmL/NXN8GYsiAvv52Ys87WlPw3/+z/8Zf/7nf44///M/x7d/+7fju7/7u5Oyf/vb3453vOMdeOCBB/Dwww/j5ptvxkte8hKcPn06HePee+/F+9//fjz44IP46Ec/ijNnzuAVr3gFOvNuvuY1r8GnPvUpPPTQQ3jooYfwqU99Cvfcc8+e52cMDexVdnp51mQIpBe2z9I3IQHx0jW/mBAarWMeN42pguptMGWGckIEegwdNscGUc6GCzDV+kKGuodeeFsOlgPQDnhZvfsOICJFDng+Ri86MXRMFVsmWechKqtie5sNYdAQro/pIgxrQwD1/DpK1feYm9iGtwwZqGjhpqSczbG4MtwUyi484+q8cn3ICr0POq8/M+iHhmjkHCYEklluBsFwOcUQ0aBhB5o4aU2thkcrz2MqXhV5MOk50+utJ8dC0Hau+66hngcbB7flrTWOvrb0dM87yeb6EZBZp8hIUsfxXcr3jbRMsONcnVF3D/I5AEEElkHecQAgIEwo1hdwMeTXs07Enh3JwdBQE1DyHi5UmEDHcQWFCi52aOC7vuu7iv//wi/8At71rnfh4x//OJ797Gfjne98J9761rfiVa96FQDgt37rt3D8+HG8733vw4/+6I/i5MmT+I3f+A38zu/8Dl784hcDAN773vfitttuw5/8yZ/gO77jO/DZz34WDz30ED7+8Y/jrrvuAgC8+93vxt13343Pfe5zeOYzn7nr8V67iMD5yDojoO+7dQRBcuIxJpi+xwiYlKmC1Eo4wEUjQA0Cp0hAUh6IaYeV18osPeojdEnBQJUWPdAFprg+SZ0ib1AMTfHayUtIIQlvPOvKQNKFrPLyixioJUhZLoXOvy1o1DemOkxQf14vbMlzil6YNwS+WtRjD6EMk9SGoPndd86yC2CE1+tKkPbaashfMxEsGRHISINNKdSwRGdQgJXQSlj9baHwPjGhnQTvV2ENVnJhHVIaQur6jID4fNcx9ILtvxOHp0ZHqne0+FvHp0hByD+kKZih/1lK715M8U2Xq48vi1HhFwwXyZE88dIcyrlIAq6uKWUWjMv4xZJTp04VP/P5fMd9uq7Dgw8+iLNnz+Luu+/Go48+ihMnTuClL31p2mY2m+EFL3gBPvaxjwEAHnnkESyXy2KbW2+9FXfccUfa5s/+7M9w7NixZAQAwPOe9zwcO3YsbbNbuTYRgQOAtnpJgq6KHRv4LsOOBtqzmQLaaa5xCLMG3BDaDY9uUwoA+W1Gc66D63IoANEYKDr56fmb6NmyemZx+4WQ+SiGIDiy3FP6F5C7EdZzFj1q289AlKrp9JY+Nx6twpWNT7UGct0DGTsBmWRV5eYnUmH0QohIFsj6ntjr1/nXcelYO3Pf6sJJqixXlIjP3qZmVVSePncdaD5P4ZI0Z0OKfg35LZEL2xbELs8V8+rCH9MU2XxH3on3zQxeICEPtFyahlWr1RRXMgz0NEbps3rHNTKS6kBEL3rSQLMJUt+EJgCIYYPFMiMifYpMrydPSv5bsyr0M58NTIQAboHEHEzPQ7yOdG+NURmJqGQySQQV6onDawjH3gcioIGUHrbvUvV80TLuNyGpXR/nW7N3/HZIxj0AhI1GyITLSX7+NfyjpMGICBTEQYOM6Dp1wQiE5vouZzkoROC2224rPv+5n/s53Hfffb37fPrTn8bdd9+N7e1tXHfddXj/+9+PZz/72UlJHz9+vNj++PHj+Pu//3sAwIkTJzCdTvHUpz51ZZsTJ06kbW666aaV8950001pm93KtWkIWKkXnCE5n3iateBrT8V6dslQ0DRAQvAxLOAhmQLEYgS0xuuIIQBdONjn42ZIMvc9T94MM9BCUusC5VBCgQjU12IX4uoagyTXMDlIHnnfXFDmHDgHYeTn/VcUuI6j9tyhX5WIQfYKzfzmjVe4EsU2NUEPdpN4HoeoHHtCLhbqt6lde5E+qDXVme8JCRTbqdEVr13RmsAgykx9jl5pGrclFDLHJlVVtUCTbTAYnqivV7MvHLKxV71jHFGI3iJbexFDSM33v1t9p9P7MDCPrhwHMfeWk0ioiqPcl8O53GSqrwyz7Jh/s0MRmiP53HVBjAnd1BOYnSEPm9BVnOPUmriWC1Vb4AoVMV/P3xDQOX7sscdw9OjR9PlsNhvc55nPfCY+9alP4cknn8Tv//7v44d+6IfwkY98JH1f84fWtUYf2maoZfpe64Jce4ZA3wJx0NKXJWBIaKQIQONjlkCEAGM4IEwdwsQBBPglg1sIXKgKO8jf6plzrfQQv+vJzwbMZ13syTWkZIbmxlAE0vWmOKXmX+f4OzUNCtLTUBEe/c77YYhYY9PxYS9QAI31r8TRjcIb8sRrlj0gcH+dsx+MpxcVYyq5bAse2ePZ81jjo+/6+8RyDWqFqcRLy/S3sL1yF+pzRI86e5HW0OPsMZvywBS92JWUtYhyJbRLz6epl4tl2XgpIiZFfY29GE+1ga3SZ9ANVdarDXvllQRr9BhUq7hWY6jac2vlSav0Q8BK8a6OJTTnAIYJPygaQNJVVNEb1zig8bmoVloD4n1iF8MSIRqs/cjABUEF1Bjqe+8uIzkoRECzAHYj0+kUX/d1XwcAeO5zn4uHH34Yv/Irv4Kf/umfBiAe/S233JK2f/zxxxNKcPPNN2OxWOCJJ54oUIHHH38cz3/+89M2X/rSl1bO++Uvf3kFbdhJrp3gUl/MeFf7uWLRIEf9YQGVPl5AIqNFTkDTxOwAYcbzpAFvNAgbDcJmg3bTo90UspDfCpicbuG3uxiHhMT2rWfm4k8Nn9oUploBWb7AkMdJUjSFm9z/oEAwLGEptqqlJsbS9f+TCXhzJj+TpoyxqkT4v2Bl61hX0t4qRaTeb6M5666qj0CZK6GFbfR6FebV+6aGhaaNBWG+Fz8sdQ1Iswnq8EKEhIVPEDkFOmfex2yC1QyKFSPF3kcg7ZeMDluLoOYD2HQ/70HTqfzodnocVMoYSPeBlQegNff1PJMm31ttT6xz0UiWBW/OwEcOgQ9vShbFbJp7P9iaCbVR0/cMrqStujxuE8Mv0wztu0GlwaD/t2m6ca6U45GKYqXnwKBO6Vlr8jOl9TP0J2UJBFDbCXlQw0n63nVd5PUgvZuuDXALec/DxKE95NEe8uDZROZ1InOcODbRiUghDX22bCbNTpkE55tSWL+nAM5rfb2GhJkxn8/x9Kc/HTfffDM+9KEPpe8WiwU+8pGPJCV/5513YjKZFNt88YtfxF//9V+nbe6++26cPHkSn/zkJ9M2n/jEJ3Dy5Mm0zW7l6kYELuaDafkB5rM8Fpfh8Zrs5nM3QQkJRJi/heQYm7hhITtY4Cuefu3BrAuLWHhedujfzsLIqlSKqnRqKPhcIa5v3Ildvst7ZksP29j2LqA1+7tAbEKxYR5TgQZYL3SH8rhaQtcqL/2qCm0MDNaETMw82+O76nu7r0pqJES2blSGsq0MIQ/pekLpPqhCts9z48GNk3vTeKCNBZo0bLSrSnjUP4a+7VSY189n3/X0Na3a4znznxUka5QlBYH69XPqWN7x6txaEIwJCA2BWikixp6kMqGL4SnlYmhmh3nvipLJdf2DC5lJcBnLxc4aeMtb3oKXv/zluO2223D69Gk8+OCD+PCHP4yHHnoIRIR7770Xb3vb2/CMZzwDz3jGM/C2t70Nhw4dwmte8xoAwLFjx/AjP/IjePOb34wbbrgB119/PX7yJ38S3/AN35CyCJ71rGfhZS97GV772tfi137t1wAAr3vd6/CKV7xiTxkDwNVuCFws6UnxKQoHOWO1R+9aCwexFwhQswQ0LkkBkhEw75IRULQZjp5+ERaQQuZ5W2OpS/wXySsuEJLAifWsKEC6lNS/3sY4uX/BrOP0QCQeBmAZzzG0n51Dm8M+pOBWwgxOOA8pTOCM4s7KkvT6FREgElRmKqlvpF5ruldxMQ0dUinHVLeg53rTNRlIPQ2Ryu8AKTercwAMKz+9Fu9BkyYrYHtKi5b0wNrZMDGfGci/EGvwFEWd/IoRI56yaaU7kdoU7APcYin3vesMiU/h7Yr0V58/X1g+l47FjgtI2TfaqKdWyvJe5ZLN+RoqZdkXQqiN/CJ8NBDmquO/9jkMDBCDOkgpcJ+fT9lOQoHNliB27J2gApGLQHoNzDL+eK3cZwyMAuDiGwJf+tKXcM899+CLX/wijh07huc85zl46KGH8JKXvAQA8FM/9VPY2trC61//ejzxxBO466678MEPfhBHjhxJx/jlX/5lNE2DV7/61dja2sKLXvQi/OZv/ia8Qf9+93d/Fz/+4z+esgte+cpX4oEHHtjz9RFf4Kfl/vvvx1ve8hb8xE/8BN75zncCkAXk53/+5/Hrv/7raRL+63/9r/j6r//6XR3z1KlTOHbsGF6I70ZDk+EN94sIDMBmK6GB+P8EAytzO/5f4NNJWsjTgjlrEjegPTyRegGNQ5gQ2APNuYDpV7dBy05e8iYuestO2P/1glMraJuSqM5DEVKI17dspfhJFwSCnE3kuG2X2s8WouepHx1be92GIgoDZg3ZTD06NQRsylTleaXpt/yA6SSVWe5FPChWbmQGLVsp6OMc+LpDCEc2pNDLk2fAp8/IfZvN5JpiIRquU91CB45FY6wk6L/24ivlVmQi2Kp9Nu+9NpymExmXLvrKDWhNcSQVG5YCVs9jt6tjvNbQ0OdboXF7T7Rl82yaoOvu8BRhU2rmNye3QVtzGev2PIYcFCrPxk1xTmt86fzpuLXIUj0uzcAJ5lmzv+1zb68hhNQjoch6Mddvswn2FAePYZP03NVhJCIJC06kbXOYNhk1MPeBfTQO5h38mTloLpkYNF/m8S+WKbxhs2QKroNN4dwJFRgiGtbPyLrvdZuBOWt5iQ/jD3Dy5Mldx933KqorvvUDr0dzeJjYt5O0Z+f40+/6bxd0rJdSLihH4OGHH8av//qv4znPeU7x+W6qKl2x0usdZuVYdBYkApw4lloHPRmejBijzd7/IPHPeul2uyEGsx2TPY79bgDi3NVxKYc6igV0kLHt8r71WHaQoqxu31iqMSUP3l6fGkyeVuelnouVUyhca370mPb4fUaAzSYBzGdUfrdieJr49jqxpLF0nSXnpciTt/C+/V6vE8hhnkmTYtSpDkZMhWPv0v0XWNuVx62vnwipxkSqrRE/q9Ei/X8PClfMdX0tQxyXoTnrExNW2pf/ZHk6ikLVQESIIcHAAAHBG2PCZBEk9NHep104QIOVB/cjlzECcbErC15pcsFCA2fOnMEP/uAP4t3vfjf+03/6T+lzZt6xqtLlLH1owGCL4bTg2ZfXpRQ6LfojKIAgAWCBBcEMv4zxWF23azIdsLpw1co0AIQOCGuUbFoc4/fRs0zhglRprkesQlK41RgA7CApUUBCJXqNkJo93jPOtYtvCIJstD2KQ/8MANsVV5XDsoU7t4ikry7fN/3/0MIfF2CqnScbm62NIf1NiHCuzolRfmn/CKMj/tIFX5EV7QKZyHfVs1mMNZ7Itgeu2PBsFzsdv9YPcAA5Bz56GMsbD4EdwW+1cNtCjivqWUThxqG7bgbamMAtOjgi0Fzmmb2gHdR4YDZNXrOmNCbEJgRwa9ADcuX75oxStAaloqdDIa2UgmtQF2tAO0Dj72zfuRrdMR5v0SAofrdiBAGZzEo5/g8Arg3lPQAQiIqiYm7u4TjW1dAKhuwN+daksMZQScokqDgRvXyBnVIOh4yMoXfzMjEOmGllbve6/9UsF8wQeMMb3oDv/M7vxItf/OLCENipqtLlbAjsJlugrCColfhqb8Sl3uNBUwYbeeH9IsAtApwWDTLHTjpsCFq3KXpabrj2NpLHqtdhPKZUdCiGA4aMDEc5VUr5DrpJ8kIpLZKsn7PERntDGn1Ni2IsVTYZQBTi9bItTqQQto7Bjs+meEW+AM2XwDxe83KZ7i2H2P51HZrhfRpjvp6QCv2kYkSOVvsAxLGmmg9qWDgHxA5zWuaWjPLQ+yrXbKoBFuhCz8JlezyoErVjAdIcMkLJ1YgFhpZP3cSpf7YB9sD09ATT0x3cMqA5vYA7W1ZZY0dYHpmAPaHZ6jBd5h4YycicThAObUTCbAx/MYO2WzgiMTKwAFtjp0BhzDvlzLNsn1UgVQIkLc7Umv4A65SfdjW0aYjMAuNp5oBmGqjo+e27n77L6wDb64hGiVtG3o+iUw0QJg7dBsETwW/7/LgtvXQxdAzyLtF5KfAqX8AaA3odyGtab6jgfGsRnE8YZZRLKhfEEHjwwQfxF3/xF3j44YdXvtOKR+uqKtUyn8+LUo6nTp1a3WhNLOqCi0kZLD8vF2MLn8pCAIAQ/5+3GwoD9Ob77+aabdxTlbDmTdf7Dym9PsVSIQH7mv84tlQwpU/6mPNWdso8WOe1DHy3Kwi4j32v4/Eon4N16AqAXuJc/jIew2QxaPx8yAjoi/P3hUfStUSDFgPKwRNCg5jZIs+wPs8AMtTN8SDx2ebo/WZORzS2YoVLNE6O5Z0cI0LhpGOKSomGlKoNB9RhE/N82p4de5aDKNCj711x3IzeIXr7XBW/SeFDRRBcVVoZiGgRJZSKgWzg7yAr6MD5phXuIixxKSRIxZR97X81y4EbAo899hh+4id+Ah/84AexsbExuN1eqirdf//9+Pmf//n1Jz5oI6BmZA8RBGtlaBbjsga68VZSLwGPMInoAKvXjHw84mQwWOOAOs4eDcz2Co9aj1v3sYSruD1rsZiCIEVlwx7znXr+ZI8xRKTS8WicU8laabEx29b7NY35KhYOsvF3S/wqFvzqOupx9YUk7HnjvBWNcRTVsI+Dnct0X813u5SiJKyBoUm/S95nBw49qYo1ByCNuUIQrIGqBY60NoSiMcwx7c8n5UH6jLVCiuQQQIuAZlvmY3Kmw/TkQkiWW8vUaMltOUmPIyTD17UBCBBCoZdnH0ToNidYHhXUwLUs3TQ1XbZjIcUxx+qYJrymBoCOd9LIO+UEYVPjTDJVIHn7ANAFcBOfYX03dL4Dl1ZC3cQofU55ztXrrucYKJozFc+aPmeAWFQ9lRcBxPce8IsACqLcQyPIh3ME6ibA0gFLknoFXSfVPYFoFPSECPS5GfL2z9cAsNd2GcrFzhq40uTADYFHHnkEjz/+OO688870Wdd1+NM//VM88MAD+NznPgdgfVWlWn7mZ34Gb3rTm9L/T506tVLzuVeGFMBOspMRAGMAGM+qSBkkVzK24ziYtKugS73Hc4yQTaoZJK5PBDguqwRqkRLmko1MGW2wBCTSBil20XcOFIyysJ6VYYVr+mBB/KsW4yImaiDu9F0I+bwFv6EKfQC5KApz2WtAC9bE6++9txrztXFjIHvhaiCtg/qtB2XGpdkWhYJWhTAA+6d94xjTt6pwgrnuKmYvRNEY/w+Go1Cx30l7N+STpV4DaX7sPCRjz+cMCiAqSA/emMXS00EKUjEL638+B4KDW7TZEDjdwj9xDqnpTghyXUSpF0ZqzkOUimjxxKM7PAE3UjRnfswjNITJVsDktHBkKHi4EIDOScrcslmdXzUOG4+wOUGIvTPC1IMbArUMP5fQiVuSGAREUl7bxWdRpykEgDjHguvqfPX9VtHP9ZmLz60eg7ogLcQtwVafh/hMKq+FvRcnwToQzPBbnfQccCQZRc7BE8Eto5IHcmiLs5IvUgo1tRIY5AzsS8ZwwBUtB24IvOhFL8KnP/3p4rN//+//Pf7lv/yX+Omf/ml87dd+baqq9I3f+I0AclWlX/zFX+w95mw2W1vT+bKQdWGBAs5EesnZRaMgwn6sKIBKH2Q9xBMw0Oza/evvhoykvlCLWcCSwaILllZfC5xToIaOXRMCrfK25zLhgr5x9J6jPo4lh7mea9pJeuche/AF458jLyA4pBK92GV4wYxxcPudIF7rqaoUaJQMG96Vhl2xvTyHNektlzJm+EUQL38paYBUG3khiBEbKxPKM2GNPUoQd5jEnwYICzUeGSsOWG3wqdHqlWzrEWZelOXUaTl/uI6EP8dOwg1wIC/8ClLiqiryIrU2P9NDklDMPq9f/8+8PhTR8w4SczYaWbYhlnCBGOqI64WMP/GSEik3PoM7Fby6hmQkC66XAzcEjhw5gjvuuKP47PDhw7jhhhvS5ztVVTpQuQBowEqM16aMae0A9Va8S/nVcA48bcRzaRy6mUOYUeIIMAF+DgkTKFnQdA5M/QXsddkF23jKVOfr6za20A6wsg0FLpj1RezVoCBM1Tj0WMbAYE/SPU/np43tbqu8ZmqawftUtOxVRr9eh8598vIrBnhdjdEuyLWRpNfXdaIkkufsjDERP3cAbG96AIncB4hXzOb+1LUdarFeWWsMl6q8bd0kKO0bnNQXmEzMtWstBpeJdPY+akjHoDUUGFh2maSqaJB3oM0Y5ttaYPMLcg46NwdtL1YUIGkDHvsZAG7yM9PFnhrdzKHdBEJDcEvxVpnEoCQdC3OG2RMPxIE3ZuDNCbqZx/bXzLA8TPLuRGDCdYwwlTCFnwfxotsALMWL5i4I2U41tXrXQCxD3aPBnS1GFEsxO5I6DpVQ6lJYzn1xL/R+BYAoxN4DHNFAl2xOMECOI+Ih6IZvnBgIy9wem7iRWD/F8XeC/hXEz2KQGRXozSK4SpoXjaGB9XJJKgvupqrSrmSdkt+rAXC+YsMCfSmDEbrkaQN2LhkBYSJGQDtTeF5+uRgfpTbkngJ1HQHmzJDWRZ11Ea9aAVuWtYrlANTCpvFJn/LQ/Xq8pRX4Uxc+JX1RZKKnaoVR0ZADNSgXRqD00ixcb3ofJI4CM2jJKDrMrfPE62MWn0dSWYJ8uRxTvb3OW/qoQiRSnLnPeKq4E31FhKJQNErYHiMw4IIYntNoCGg838x/eg4rtIZaRXiiMbVse1EWnkVFsz0HvnqyuHeyzer7tpK9oZdMSIWzuinQbhDCBPDbiES4qNCXXTZu0zEk5g8i8EaD9vAE7SGPresdFk8hUAs02wy3BKgj+AnDdUCYRCN3SUKlaXPrXuooHbMwKvWemfFTsU28t1bHWpSIORsIsbgQ972P+m53sQEYS5lxKQSpz4J8HiaEbkJwy5huGRgUQ42UnoeICHgfSxab8EXQkAHy83NQchmHBUZEYL1cFEPgwx/+cPF/IsJ9992H++67b38HZsYKmXM/BsA6NKBPeosHudIDsGNSSM/LiyhFV0TPiBfD4qFEKHBIUQNIaXp9rVLz+CpvfSepwwp9pWcBoFb4VYEhCjG1raMyftwLsQ+MUxfjGnYN0QMmXt2+vpYaSh9iymtoQiuxDUmdljZgcAyWd63PvRdPa5cFYDh6rElhmeeQe55J9opecX+4wN5nVX6asuiiYgbKFLs0lur1jFkUxBCCoXegLnvw+g4gaJEdhdYtouIkfJGUKmI4AOimgPNAFwhMYgz4BZDgeY7nZqyU4B5sUVyEoXrCLolwu+Ze2rTedD5jyO0kigrFudBr0TCOhnLYSUO0oj4F4vO481lGuYbl6ug1cBDe/05sWVs73lr0msbj8o9dhLVISioepG2GG0I3lR+/YEzPdPDzANeGSHAKGcr2JJBxF/oVZF8sv/Zu2gqmrOetJ/6cFpQUg6yUtD2X6biGLnZXI0rlecHqmbiMqts574Eu2UL9ce6FXNVGY4BAS5TX5Rxy6V9THMhRhvara+cQpH5A+oAB+BzrBopaBMV2dVna+HmCjzWMYMMx6kna+5agb8MvKIoS6fMWkNjgIfYpYFdyQ7RHAiCsei39rLn6DjG8AyGMEoHrfhZtJ0V90nFz2dokgZEaCQF5jLEHQBFeUdSm64A5MH2SwY0DwgzdjNDNgMkWw29LHQ2aG/6BTreGAzbECAibDYIndBuE+VMI28cDaEmYnCW4BWFyBpidCpicDRIa2G4FaVvEcsxaVyA9w11B9Mv3pip1rca41j0IobTIU/jKF4XEeNKk5zQVTqIeAzneBy1klCMXHZqzDm4ZszIcAVMH7pxUetTCS00jGQTOA16ftUwaTKhAem7L8ACA1VTCnYzWyxgNAMSj3w+8PyIC14LswQgoPzfeYQwL2JTBDAMik6O8GAGJIDUB/BLw2wGT04uo6EKpXCqln9LxgNUFKHl6Lr/02gbVOaQ67XYf430V0od4APmYJuaZwgJqEOhCVnuQLrfepVoZV5+lfXWc0ftihBXDhUxd9wTJalEf76Exe4WyySgndJ1UsQNyjwBWw6ZSZuY+6N8rqa/m7/SXzR33BG7D6vZEwDrfzVGGoW12Q0Qy9AzsXfIQ0fis/PVZdFLISomJ5EgAlhiGkmfMGJ0F78Iofu1zoAoGyqGgfOErRimD5q3Uywcw9Q6Lox4UCH4e0wfbaEjajAN9rjcatEem4gk7QTRCQ1geYfBTFwgLSYF0cwJ1QmoV46IDzSXFjpbGyNHQ1ZpwUmodHq8/hV1U0YdsmBXvTAotxTRHr+Gs+DmzkBfts1yjcgEpPAgH+G0H13FCAthTDA0IH4dDTh0lZnAgADFEYMdkQwS7ySC4wrkCQwDrXva/mmU0BAYkhQWGjAQbM8w7FS9//ZMKB8Uf6gC3BNyS4XTRq981G6us4cw14yoMCKCEtfsQAUer5zZGTR5PHT5AhCo5p4oBWKnGZ5GINWENVarcd51pIfIYUry7ettVAdrPtPFNCutUgyvQkNIISJwCO5aBcezYdnjNmHVcRFXJY2cUv4H8RelosR4qivZwZO5LFWMnKI41RIqwQn72VsZvjJFCCdZGsz67tQG37NBsS5683xYjwC27HLM3Vfcobu/mXcwYIHBHwqnh+G4FwG8RmrOEyVmIcbGMtQkG5rdoUoWBe2RDX/W77SCGpj5Dih55n1EA53IvCzUGAoFgiKV6Kl0ronElRYIUsYn2CxjBG4fDaabE6rqT7oe+cOoU7KLQUDlRV7YxMMqwXB2GgJJhDkh6uQGGLbzSXMY2h0mlT10iDCo5MNUOmMhxpmfkpfLzAH92Cbfd5vKigJAEtUubxtp1QTK1A9CFDD822vvdoAeOALjkHa+QAEMQwpSzcCClVskyllAeU6Xt8oKiHqKZMwAgLyS21FkwxfvzuaziTfx7J95MQga6ThRh02QSmoXsdYxK0OrN987GCCus7X1m3Kexm+NqTn0lHGLYI3Bsw+uzcVQbKsy58579XMcWx9RLFiTxSCXW2wIsqW8ZXqbc6c653JraU8qvh3JSojEaGlEgrou59m18jrS9dSzSgxBAvARvL8r7EBhc104IARyNkpXmNxw7PtprJ4I/vY1DDIRGahS4rdgF05F0wQwM2p6Dz23LbWk70FlpycvTCdA4dDMPakUJuy2Po48Chx5v4bcDpk/M4SL6kI30YBAKM99dlzsR2rnX59a5/Nzpu27XBEQkTu/DxKPbnGR0RKfK/N8tzfPALF9Goy00Lho4BpkKYtiEqUOYxWyQ4OEWYhwLCpBDYBSPy0AMQ8RwUryeoV4Ea0sP98lujPHaObmIEhDbbe9j/6tZrg5DADh/Y2BdWKAvJNBXQCgq1iIsEJVo4gY4bTCCBKW7RUi9BTRuSd5JbC++1Cs10uXEq539gAQDk2OJgdZkKLtfBXezPY5d3OoXfAW6NG1cbbnbOC+WOU5tm5EC61l4j6H3LMGXrShS0siGErB0jKnufkX4I1fE53PqV85ekGJF0XOrEQ+9xhCSIZLr13f5WixZztQCKDgJ2oNAr9mKMQJW9rXzaAyd+vnTgjQJffKEMPHoNr0gAQrZx79lXgFqnRTvCZTT1Rxi1gvJs6TZHn0FjvR+FPNO+R7pXKqhZt4T2l7ALaWvgCWV8mwK3pgINL49B5ZiiHDogO3YpXBjBp408NsbUmUPgFsQNv8p4PCjp8oKnFrK2Boo1hhANOzqawAyehSCZGYo3F84DPHv2MabPSHMGnQbTSprrAZ0QiaCGsfm82iEpWZEId5nRQQ6RRBiiLEhUCvOBjEEIXHSd0CO50s0MUREaQUxrJ59vaq+lMIrUMasgfVy9RgCF1gKguDql/l3D2yohT9SzXVdGFL5Xc5QKJDLs/Yx7a3BUxs/XcilU9fAoAmSVyRhxdPn/K86SIWRUHqB8rs6Xx+qYqHUsDuYMRkOLlbMS01TOCuscof+AwWWe2GbGzmz0PeFZdJ4hYzHg2EiHZPOhSsRpL5xxfEAyAaFXm/P2FmV6FA++DoJHMtaU0qjc4v40zL8ditV6toAt2jz85POOUQk7VH+xXmNJ2vRIDVqVAHqvhbt4pjGWoeYrMRxunmHja8A3eYMs68SmnNd7oaYKmqKl637saPcgErHWhefKi84GwC2fLP+VqNhNkF73VRIwZ4QJhIzKjIigtwDcqKQk/Fljxk4lxzv4y0Eli6lAFy8DqYKiVrZKb57nfn/hZB1nv8lRAVGGZarxxC4EA+19W7teTRTAMjf1+2GY0iAnekp0BC4AYKnVPDEzU0BF7XK2+VqPNMqd86lfwvPRL0bq9TZLqZx4V2nf83CS0vkBVFL0tp5UKkZxkPiBNZPIQKr0yokIR03dZ3zRQ8CdF32kNPiGQrDYSW1q0Pp1WtIIrBkGdh8fyLQbCaMe52PNEWcoVSPfF/0nniAyIxVY+tdMIaIYW6rsqqe4VRAqG1jrX1zfqB8Bl2EhTnuF5EBCqLsgyMsDzksriM024zDp5eYnJwLce7cXMifthS0HYsNtZisBgLl5kGGH2LnUPdlRTL03sRQB1pkJRtLEKdzL5YZAan5JnG+iTo0XzmDmx5htJ+VdsfNqe2cFdBGJGPCRfaCKvSV96zPK07oRgy91WiOl0Jh7AnLYxs4d3yCbhZ7J7SA9hFxnfzt55LFIMUpFZ2Lj1E0bqWgkhoxMVwTAR0GQMuA5lwXwztBPqxDfuYeSpfLaHF4b/pZcC49DF41alcmY5c8gVrhXyijY5cSmHI79PPc/2qWq8MQ6PO8LsaDp7yAunZA/NEFWWFYdubv+EZr9cA8Zs5Fgaz3oWI9SXudqvz7DAj7uVZC28HLknMZ2FdDCcCqNwX0Gk0rceI4XqIIN7rK26uPwSGPV/Pd+8Y5JHqd5hxCRmQAPvcu0PPo34HzYq9elJLBeushKKoSer3JgjhplCXnDVbnut5Wt9HvXWU0DYl61oCkq25GI7QN0jZ42YLOboHbbsUQgpe48wqKElbPraz0GgUpQkEplBLfD2v4hVgUSZ8ZNXbr+2xDcNG4onPb8CdPw3edhHk2ZjlUoe+SGjm2UmTfGmEIqfacGsqw74GOi100+huHbtNhcYTQbhL8Ami2FP2DZFoyQIHg2oggKFqY5tcY8FXIIK4OMcOD4RbdsIdt0Yricyfn4NihsDj3mnXhfGSnsYFwsej4u1kudtr/aparwxDQheug71bdYKR+aczfde2ApEA0PBBbtgIKE6IsamIvJ6YzFdUDV8Y2oAB2guVSaV70e38qNlshLqJEceFJqWVm/H3tbu3+8e8EfavS1BK5OldmX9ZFC4geeP91pd4HCuGr4tZzeZ8W+EQY8jnNinuIgAAyQSx6pTkubq7BflYZHOlz3U69+r77Y8mfQzJUEClxBAhaq4InQgrtZlK3gn2sV3ESaOYs8empeuUdyAkPQJR+yEiJQyZt6pxAFTtKD1Gvwfucbqf1HGoFwyyakSgjQ20LWhqvPT5jzMa4osoQsogX51ROIc0GaeiTQh1dRszUuOlCJrnWnm79/sdr5CpEyBsNlsdm6KYOiyMe7SYhzJANmgC4lsCtGEyhNSiep0gKZJBtLLYyV2rIiwFN0RtI7YkdSS+CJj7XXYjrSAx5GSKrhCEjstPF+7aXDIK9ZA8MPc/71cyjHKhcHYYAcP4PVeWF9mUM9BYQSpkCPhsB3qX8fe0wyF7Yv9xQsr5d4gbE49uxR4JWIuj0IRwJcaihZMoFUvRFq+fFxXKkbSzfqsqp1zsyRU3adnWxqIh55HsUFfOqt1mz4501BsxYHCFZTxxEYVsioh2PuUfUddnRSIhKhVZo5gEQ0YBQLm4cSZA6XqvM1DO0nr7dNxil37bZo7Zogpk7sl0q62wFe31WQogky6wYeSLhm+7QBN2GdPRbXuewPCR1/De/2mJypoX2ve+um4GWnaj4ZSutbLfnkntuSJA0mQhJjgjYnoPbbXNNGjYw96VpZPuuA+Zz8GKJougW0F9AqgtlYafU6rdLfxedFSOBM2VvdB3gYofDjYmUKJ4vZbsWRXEiNVDTvnrf9LxxvIVBC0j4YmbQggAsj85w5tYploeBbpOwOAqECcMtCH4jIjBLwM2zE+DnJFUVGyc1opjhQrcStkvOQoAYAF0HKXIl6BA5SHbCRiTcBg+a+PidVBSUHhKtIC7MQkZGBwTpUcB1BgFQcHgOvAfBJTAARrLgerl6DIGDlr305baGgoUQI0tbGdviqQLaGCW94H3H85S/70MNBiDhZAygZz/NObbkJq46qA0IhzCYh63HVji5OFYXjYCqv0DBjg8Qh7MOe6wMgmG91QIhsFBoLxxawZ52uyF4PY2ZYQl9gEcqSWuuJ48zZAPGGgXFpXAZRjAGQFFHQRGbIQNBj5dQAVOwakJoNyJM7RjUMpqTc2G0b0wQpk6iHhOfKtmRoiqoniEbKrFhDmPYkBomamzagkfOCRqjCqQXgjaGqYbcrFhovn43OIC7TvCemMpJnZlfi3Dp/AORq9JDwCTDA0r7e5Pfr9tJY6PlYWB5RHondDMGe8TnUyF4ACzIQGiAlL0RSZyCaO2gbNJt58gjEG9f0R/p70VxroMYDE4ahFFwSIWPHEXDgnaNCFzp2QOjIbBeRkNgLwp/x2OZ8ID+GC9IY7OyIGiOP8TrCkZZ9jCWE7GJeBAiLuoMDIRLKHDuHBjJeyttgaH/NR5vH4saiAuvUWZ9irhtsyI2pXITTG85Fq4ac+15qDEAeTm1/npiiCfiXSRGJa+yhH45VJwDC397JKMmE/oYQGcUC68qNAtf13NlQzD2+oJahXlO2S7Mli9gUKl0vqgwqQug7VYY5EcmaDekfPXyMGF5BOg2CGeXE7SHj6SsgVy61mXmvo2Ht2acdvwxFFP0utfuhzF0RFvzssGUXquL92TqokHXVUZWz7ZGOATQfIEV8R6kqMF8CacGWOCs6GxoKt0bt0r+g0EejGEv5ZpdatykNRmWhx22byQsnhIkW2/CYMdwCyegTQeAhTPA0TEIjYD7rHF6h1iDwPQZYRZOAFw2enngnmh4IPJptIsh2Wcrvp+kqABHo6Az60GdfrtOzgcVuEThgJEsuF6uDkNgXVx17X4DRkCdB7/bMRDlDm+6YBTcAIbf0l4CLEYBACU1URsrprFR9IYsyA3yy98DwSdyVBx7XtSRvQk2JKzGy7k0lps26X9ZE3qw4hWZsdYkpRZxwegqY8LA4VUsdiUWrwqjSm8EuaxougjlF7n+Pits6wGmTA8znlh6OYU3TEEo6oIJ1YTkQSYCH2C84eq+6P20ouVdNU3TGHDkfRxjz3OnStdUroOLJZGXLdzZLYHFb9rE4jqHbgbMnwosniIu6fx6wC093Bw4dIIxOxXABDSeVp43QQWQeSCclYVoNwZxyAbTdYfBhzaES3LqDPjc1spzxDFejgmBNjbk+Vu24HNbUKJAkRFhjS9FgRbLHPZpGqknQATYglDntrJhkwoAubIFdkJiCHAaajDfTSZS0Cg9C5RDfvHdChP5e/spDlu3L/HU46fQBoflskEIhOW8wfJsE3kKDs2WmL7sEFGB2BGxIdGnU4HzwbI2UEoLzEZASqkEogKP2ygpuZHaEaSZHWpQsOlgypo1QJH7EwtIrRQZUh7GAYUIRk7AZStXhyFwqUWrilllRkjIgMTzIyLQSd1z2aiy7kMAweUXvyYnslmw7XfW+0/H7FFI9TlVqZtmJHt+WalnTDXsrlDkyn6rBtdKaeJ1Ylv42t/CjiqULYCK5EfZsFGx4Q2FoJUsmK5DIBxrBBT770Z00bWSjJ6Qz7nOCK3j2GoEpnr2EKUwZYSZKIwwFcXTnJMmP6loTd8ztU6ScRkJZ45iOd2MoPAieu2Vt53mXOdWPe5qOlbujUok9ukxmG0hL5erA3ZBDAVn7mHvpZhzeOofn+0RoM8pISveKdAcXuLmI6dxbjnF6fkUbefBgbBsYjEnj/xK6r7MsdojRyULaHfGxNMAiop4mkLYGy4kRRcEEaAuSJ2C2nmIf4tRInNPulZdLGVNBIxZA5eNjIaAkR3bDluxHkUVEkiLWyS/JWYvIFZ8W8bbU5OhPoJfAf8NeIkKj9ttUpxWlWQooV9kw4XgpCxqVKY2tlvE7C0Poi6qYv/WkIgqKgAI03xtQzAtkIl50VAg7+J2keCk28S54cUyhx1aKb+rZWF3fHcDo3erhGZ0SHFr6y26Jvd+t2WVbczfoB1EZl8fUQqistxy3/l7pCCqQqeBQY2XkruTBtQGTM4xJD1VDUDAbxPcAmi2KBWjSV5iRFZ40oA8CxKiimFjBt6cJVgZ8/nKPGKxBG1F5QOUHroduwxYECgfMvoxafI2atTZToDakdERSMtLstxzJsphiTQ/8V40Pr4LE2ByWL5fLCV0EYJc28Y0G9IxDRJ9xFcjPHFYPKVBOyPMn0q48amn8S+OPo5/3DqG0/Mb0HYO7cKDznm4hfQ+8NtItQW0nTAFCQVocTH1+OX76tkovHpOSB91sVlT5AexvnPOAa4To0DLKsskZ2NU16r9xP/3UlvgEolM2fmffzQErgTZyXvqkzrn/XyMADLeSCokJGSdkiOA+H/E+GxVz7zVTmvizaayugBSISDLuIb5jqsa7kU804ND/N4aK5WyklBGXFxtT4Ohp99wFJLCV2Mkejmpix+RKCggpWpRXORpsUxdB4u0QlUAk2maY45evsQ1kRXFsu0xKPKiRN4ZeBjZ8wycGe9q1ARXVp9bLjOj3CgZUuXStkBryZnCspeudMYTVuPER04GAG5bEDcrhMOV0r12zoFoTLj8/Krx4T348Aa4ke5001MBbknYuimGPLrYiOcM4JaAXyDe42iIaqrkdCLGbNtllvnmDOGQ3AvXxtCKbT/MATxfCKNdjcnpZJVHYTIGEmLgfJoTG3JKBZ4SMTH+njQSDuGQMjLIOzE80n0UxIdiGIMbDz40Q3tshtA4TE4t4LsAtB3C4U20N2wiRKNZynpHaD42PxKmvl6rzFk3ddi63mFxlLB1c4cX3PgF/Nsj/x980n0t/r9P3IDl0oO3GsxOEtxcGiA156SokF/Ib80cskYAdVJO3NYXKUi69XPhCQjSYlm7EbKGJQPDLyO/oItpzaydJY3R5BWG4PwcWMRqPz0IRrki5OowBIDzMwb2KnVc3MCz6bP0PVCj8wAw2A9zSOnqdVlv00gqUQysoBOq/NhlokzRo6C4FnMdFl1YIVcZY6JCKjT8UY8lQaqa0qQL7tD1WtGUQOZc+cwooVSl0CAhK2l3Fp3u817qZ0cJVGpskIuV+nKsGBRruhNhR3zTVp/U8ygXQDsAAoCLzYSYy+vQObDhlErY56I2gCqXyEaPtiR1gGvFK7Xzz8ag1ZbFxAZRiuhSmk87TyaOzKkcdciGl6lEWEiRtlrxMvTYejjLG6jPq0iXRdgo9l3Qcce56SZSU8FPPdwkNnHaaNBu+PiOmPdpG/AdRwXpSkQN8h6FCSTEMmUcabbxFH8WG24JZgIHJ0q+Jbg476nMcP246P+Zi797q4ta0fmIxoQQiX1uZkgoQwP1fs5axvuUy7wz4Zg1sF6uHkNgL0bAXjMFjAecFuNKKSRCkVG+QWOwDGk1HFnYulgjRGvfiQevHlgiBdUKd+g9qw0EluqEuYRoPK+PHl/j5PixDGvmGMiCOlhK2MYaTdqbrU7GCa6MjPHGp2Y44bBPTVimT87hT8TzazggnVPmkhpfIBVyglBsR8Ry/DRcKgu+rMyNycxwvtimqISo19jXHMiSBSmiCEHyslfSCdl6/F1Wlr11CQgSitA4tV/LO7BoBzcxhcw7tJseiyMe3ZTgWmByyiUF024C3hO6bVFO7abD9s2H4JYbUt9iGSJq1cERgUOQXvchKxNSkunmhoQMmEHbi1g8KBoEej+t0tb5j+iIvof6nCqJspi/ZJTFFERr+JLkwRf1ILwDbx6GlgMO00Y6+U1czNphbN84xeLpXyNtfHXajT1HQTqDTs5IzwI/l/bIcIRu5iUt85CkaUo7ccKjZ2/Anzdfi8+cugUnTx5CODOBP+tjxgBKgqD2EiECyBTAaqL3roiAtn/uvfnZaJP5kj4jPPGpPTG1nDIIUmhgJ4zbbmNDBrtR9JexMRBt4X3tfzXL1WEIXEgkoMrvThC9K0lKqSe4VneLi09qONIFMQRIXlYEgNDlNLZJI3Cb1kdXJb4bS7QmQ0UvmZZtiRI4hzCbgGceNO/glu1qoyElSdnrAZLRkpS+Q7kYESVGtVsG0NkQlYFPle4WRyfY+poG3QS4buJw+J9OAdvbMl4Nb3gvSiJWp+PpREIVrgPYFJvRRSqmsqXPYFAJKzUJ0fkE8a+U943GXCJQAYXxmLotkqlOCEioQdnt0CqMFtY14QhbjpiazB0IsQSyGiF2Ya5RIe+Llrf6zC0PO8yfIoYotcDsCQk1dTOgPQSwB5pzQFgA3cRhfkx62TfbjNnJALdk+O0ODUeFpGNQ0mTs1Nhdfx0WT90QxfnVLbgnz0C7ZRZNdFJNDDZGnqTmpa6O8RqLBTfNeciwtTVSDeOfORbbmTQIRzcRNiaJzKdesesCOBDO/bMJnriDETZb+DMek1NOFHY0ClwLLJ/02JhJ0Z/JOekNwI7QbjqERgyoMIko2JLwdyevR2DC337la4B/mmF6luCW+dlkB4QJACfHL7pA+lj4hwDyYijQkjIi0IMEsBMDVMONZNoZh4m8k25JiS/ARDmTYkAkBCfbpLTZq8gYGGVYrg5D4EKLiV2ufF7B44DxMPQHEbpjs59jSIUwztCsegZ9MgQL2v9zpXSYI4HewrlmUbDHHVogEpRtDq8wclzktVYCezEEAgPUOBD7BFdzIwteaGRBTOGCOt4MZAWg8UhHvVGWQqyCtH/v0ASpEJurb/fnMBBOqM5vjJPe+bRVLPcSY9V768ycme+KIlFk0KgG0uRqIo9VmABhyqCOCvg4NJB2tgFoN0ic9TY+89qyVmP33oMmTUIfxFDkTJKFUSh2DmG4HXUYpzbS7JyumyedFz2eeZYtNyd5+x3LLg4IswDa6BCWDmHCoAhygGTOug0pxuRawHUECnJMeX4JIWYBUACoBc7Np/jK9mFsbU/g5gS3iJUDA3Ldq2horISTjHHNgfOjMxSa20niOTSDoLdQ1xA6sNdyw1eIjKGB9XJlGwK6+OykzIp9VhUD9SmOPkjWxUWYMhFpqKywWvoAQG3IZYXV9NfxOi69pwjzJki/r8wsm8/r2F+aj0w2St+FAHduAbdtOrOZhbTsYghZwbq4iMTrs54/O0KYClQqiy/SokvHpnIoQlqQw5Tg5wy3FNSAGw+aTsBtdQ0qnRkjkL1mNtXgrKKwhYnsvcwHBJaKkbelskrwfYanJb9fXTrjlZvjlQover/ep2JFTF0mHFqDwg2MkWNBl46znaFQevw71REwCIY0vom55F68/nYTOPt1S9z8tK+iCw4nz2yi3ZqgPdVg4ysezXaQOPdUztRuEpbXSYz50OMO0yfnoPkS4cgGFtdvgD1A3QaoPSxlcrdbzB7fAoUA2l7m64rd7Yp5YSfzSYYcqnUfqmJP9byQd3mea49TwzuBo3fewp1bgFpJnfM2PTI+65tfCbju0QbtRgM4IDRSCbCbioEgc+Gw/TWAWwKzJzwmp+P9VEqEA/xcvgc7bNMR/P3GdfCnHTa+QvBzyHtggTpHMZVQ+4jIeTni1lp+WDsJCuGPMllRp0SfT0JW9PpZrCopBk00iBoHauMz1Jn0VKaYlRONtAOiC1yWMsYG1sqVbQjUshNhcCcjoP7OQOpF2pbGJRVGb7xZjKNX3MgPcUwPWoZcHMyLt5CRAEZqkuOi5gTAFCLDt7ouk+4lyselvwtmcH09XQDa+QDUSKvniIQlDgSekMRbCaL8o4ffbTp007xIsnpc0WtynfAjdJFrtuWYfhEXpOmk9CAtS7zKtSf1UPua2AA57uwo54/bVMWk0yOM3Fce2LVlVzyVvup3XCEAMVZNTZPT4VwrCy2zxMrrErr6G8jhAs2ksMWK4rUlXkA8RrpvnvJz58UYaA8B3/jMv8Mv3f5+fDVM8b6vPg+PfOWf4QvTp4D/9hCacwHdpgOFaAgcAuY3MLqplKQ99rcAbS/A1x/G9lOFc6DGnmuBo48G+MefkGvSa3ZOVhWLrOizhOhZ6b1VJKCv5LCLWSKRY6AZg+l49n3UexhJo3R2C7Tl8vug70gMdW0+vgDxFN2UsHWjw7njERXZDODDLcgxaBLgJx2WiwbLL80w+6pyDCDgxhKYnGNJxzwLTE86sJeMAL/NcB1HZEbmq5sCIRpcwWfUkD2Jzd0BQM4eYHU2SJBDYglrJOKrXcqS929CDQ7yHEwc0LKsOXEeOAS55wlFiojNKNesXF2GwDrZC0FwN6mEtRet0D6ZF0wlmLKhtfRBfwqhXgixMOxO1xnEpSmAzARjqidK2QDwEZL0Eo8ODYFbWdSEOc1SaVAPFtETYi+KGZA0wYJop4aBVejl3DAzdhE8WDUSh+a4p6XyWglchl8OUpwbvk/V9SifQcouR6ifPZYgxCr88C5WkvNRCfkYMphEZRjRBLbPsj2lRriqMFGRd68KDMjo0q6u1ZyraMQElKkfSKGZoi8D1MjLRjIhvqPMQAMQU07VC5S89nTm2BSAAYSg73ZGAkJsMyENfiAlnUFQ0p+GA8TDZ7hYAYidzCuAlDqYvH+Vweex5/Og4Eh8R+zjWnm/OQxE5bGceZc7/Z2/r+f2ipZ9hgYGQ7ZXiexhtbuMpU/57vkYroQjNS6qaIDGgJMXb84ZPQ32QtYKE5cW05SW1AnzOJUOVa89QLhQEVFYgfrVs+3jBAAGYpaXnLqQaxJYRbqSlpfHDiAXHrLzCUhRnbYDLbuUW01GGYvnIfDy4jrC/CmE7esJW19D2DrO2LqJsP018v/5Mal/LzCsQ9icgA/NwIc2wEcOg687BNrckLr1jQczg+dz+Vkuy7x+5Q9YyF4Z+vp39Dq5Wvwodnjs/dG8aoVcLUt9SFTRaAObrkvzJmln1f0r0AB7v+XcNGnkZzqNpLoI5YbYJti00y3uF8nffgFMzjBmXwU+/Tf/DP/+s/fg//W5H8D//sIz8Pjp69AuPJbXAWdu9Thzq8fZ/ws4938xFk+V47mFPLPdzEtWQGDMnuyw+ZUOh7+4xLFH5zj6d9ugwGifdgPa274G3fVHEa7bQDgkmQS8OZP6ERYZiCETUuRG3yNF2CZT0OYm6PBh0KFDoOsOy8+hQ6CNDdB0KqGAeD8UHUk9I/QetK1kMCzlN82XoFhEiLbmsSywx/ZTCd0GQB2BloA/50BnPHByAnxhE/z/Owz/6AZmX3Hwi4gGIBpLTtGuiAIspDYDMdBtAMvD4qVPzwbMTnbY/GrAocc7HHq8w8aTHSZnA5pzAX4RovEQkcOUNRRJl100pDSdMGZQUNdJT4V5GzMM5N7TMqA5J8d3y5B6D6TsnvonFQmLiJNdc+zat1u5TImCzPv/2Yvcf//9+KZv+iYcOXIEN910E77ne74Hn/vc54ptfviHfxgU9Yn+PO95zyu2mc/neOMb34gbb7wRhw8fxitf+Up8/vOfL7Z54okncM899+DYsWM4duwY7rnnHjz55JN7Gu+VjQjUhK212+7Sy9NsgD7SmMJoNsZPVGQKaNnW1G1QvYM2lE+TebkV1gORtGi3w05Qf4aM85io/A30P7UKpfahD2ZfChyvxcCtMX+aOga3AeSj1xAJaKzwZgO0hwjtJhCmwPJIQNgIoKWD3xLSVWgIzTlZQLkhhFkD5xx4EkBdrGy4HZsrBQdsz4seCPYeIfVTlzGm1DInk5v4h/UiNvQM6POhaYWs6Vs94YN6LCpanQ9tuofJCKnhV0v8s56Zj/CK/U5TMeNYCvKkiRer0+IXAZOzDn7B4M81+OqJm9HNGMundnDXLcELj/Y6xhYTukOMxQ0d6FAL3vLwpxq4pXi1YeoRNicgZkxPSgEgf2oOd/IM4AjLW6/H1nHJGmjOdmjOLQX96qKx24bMRbFoQeqA5+Rh5wB4kiJE00nOXNHU0dgiWYyh7WjsqSERf7caumEwYvZG7FNQlBGO7+vyCKE9JEqdOsCHGMbrJAQwfZIwPSnriyImyvxPRMEO8EsueAPdjNDNBGlpthnN2Q5+3hOmi+99mEoWQvLgI7lQqw0mAyA+RxRj++k9DwyeNKlBEnWM5mybrjORJj3JlKRnK68HRQEzp90Szf3q6c54pXUjvNhkwY985CN4wxvegG/6pm9C27Z461vfipe+9KX4m7/5Gxw+fDht97KXvQzvec970v+n02lxnHvvvRcf+MAH8OCDD+KGG27Am9/8ZrziFa/AI488Ah9DhK95zWvw+c9/Hg899BAA4HWvex3uuecefOADH9j1eK9sQ2AvCMBu+AErSoNKi7iuHWB+ilx6u+5webws0aM+HxRjKAxRkybr7/Xld9XnOqKVzy2+GI0W8xHV64C97gBQK54l+2j3RNhZ4GiSmgI+IiXLmD/vqms5X1HFPlCIaUV6GxFFZaVd2tbtw1w+J33iCCsQoxaYXxk/A4gKz46lCjml+HtMT2UWo8iTQM+TM2IEdjMhobYESU2Lyj4hUp2MLRHWgNTAhjXWDABHZrG4EmF5dILloYgodQy39CYdNUjqq/fApDJOtXqlKhjVQi4Tb+tQA/toYDgnHI4C1u55VozhbxEhIpLnbcFwDQFToIu8BwqSe+86gluKty+wfnwuoz3tGNFY4gTDk/6O80mE/PrEv6mr3ieSz7TR0EpJ4SHpJa7mR0vCNxqyABLtlGJ103p9UNEQQZ/slMExSiGqlFXe85734KabbsIjjzyCb/3Wb02fz2Yz3Hzzzb3HOHnyJH7jN34Dv/M7v4MXv/jFAID3vve9uO222/Anf/In+I7v+A589rOfxUMPPYSPf/zjuOuuuwAA7373u3H33Xfjc5/7HJ75zGfuarxXtiFwoaQuSJMMAIMW6KLVeIH0FQUwOlRjgezEu4KGCGJMmeFBzkD3VpGrAxnC6gIRi6UMCnPqmqdx/BQ60O/Vk6yVv3e5uhzQm51AccHTbnIS78xKxM8Bt5ADdDPG8iiL188ey9PifbQbHvMjojhmpwJmX11ILvScUinikh1eGWMUlaptvazjTOEQVTQ7GBeKAgAomf0eaOICqATFvhQ+ANoGVoZAmdCn/Q9UUvEbezzTU8FyIHT8TRNh8Ux+RLw3NJdeC44Zk7lUKuSJR5h4gIDNf/IShpk6nPsaj8WRJnqbooSabQKxR7chxW807Y0JWF4npND2kMPisHiu3SahPXQ4wePciFLcfJxw6J+kh0FzzsHNO2AK0KxZNRhDSAiZIAcmeyU+10K6jUaGJ1DnheSmHrKdS72HET0r7j/n91ff3ebUNo7+wwTdjHDuRo+tm4Ss6lqgaeX6m3MMv1DEMeb2M0CxQqDrWIivQRSua00mACGGDjh1KHTLAB/5ErkoEos9Hw0KtwyRTxRRLqKEHPQ2YEpdKHMKr1w3Jy6HNinKvT/kmWOzPiQuhT22SSMsawo4rIX/7XtxOYUJLGR2vvsDOHXqVPHxbDbDbDbbcfeTJ08CAK6//vri8w9/+MO46aab8JSnPAUveMEL8Au/8Au46aabAACPPPIIlsslXvrSl6btb731Vtxxxx342Mc+hu/4ju/An/3Zn+HYsWPJCACA5z3veTh27Bg+9rGPjYbATrKSMmgXcfmjNAj0ZYzxYzYs5PQiFsrSkIF0e44FgvSN89FaZ5YqYMUAq1fTKu9GCsmk8qF9PIDAZYU9PaYpH1wQHW1KWsrx5+KaikPFa0meUHRgdbF0Maa6OEpYXh9Ahzp0C4duU8odC38C6QWbnHFwNoQRf1J5WRjlqq13a8iyZvkD8d7mOZF5MgsUOcD5XBioA7TpUWLod5omGD/XPvV2fFb52+dAF9HqczlXB7ADNTY3LI4vKDEySNZA04iSbGMMXOPhuli3nVT3i4iVa7THQCRZbkwxPXUd5k+RQjsKX7dLURLdFgpEBwQsNwmh8ZgflcY6YQJsf00AHd+GcwHtvAHPPWjh4FoPP/eiPAMwCVpbwJuiTHK7XSfPO2kYYd6tlNNN4TaKU6N1N9om98Ko51nDL501ICGfmbbX7sw2Nj4P8MwjTK7D/AaPQBLj91uq5AG/1MczGrpaXGhRWzbR+2aGY6BhJOJgmBCoAYgdsNTskdyCPGcMoGg6ZC4MCYoASsM8GfOyfrGiFnHupWqpEwg/opaSiZAdBFKEswf+t1I+x2IM7Nh34DIqLnQ+cf56fwC47bbbis9/7ud+Dvfdd98O+zLe9KY34Vu+5Vtwxx13pM9f/vKX4/u///tx++2349FHH8XP/uzP4tu//dvxyCOPYDab4cSJE5hOp3jqU59aHO/48eM4ceIEAODEiRPJcLBy0003pW12I9esIbBrsTBkDakVGQPRi7cGQYIKOVnp8vnenkh2pnpePJ8urqk4kFWioeepV8XlK+Og3iadtNo/eavRmFCoU69RdWxcuNnLpsqU5rhWhpivrUxqCvJ36ram16Geis5tDd33LT6WvW8XoQQxx2124orUHv9Q+EbnfmgbroiK9bjWiULelginaIA9ro0dA6JZnKlBoPet7eDmHZqzWg/CgZrowZ4B/ISKLpkUgMWRSBqMaW8UADcntGcm6AiguZOOhkupYBgaMQTDlBAW1Rxbg5GR73UoryNJIAAholLV984MFCjfx+Ci0cClYWiL6nBMH10Cfs5SZXECuLn8X0sRUypARHDgXCAoGTnItTOAIjygcf4VV7sy8KkLMXMmGgFDxXwGjEk5L0shonqXGAqAp2xQrdP36T2h/nDLKHjsscdw9OjR9P/doAE/9mM/hr/6q7/CRz/60eLzH/iBH0h/33HHHXjuc5+L22+/HX/0R3+EV73qVYPHq1t096FFg228B+TaMATWdRrsyxSIv8te5T6FBJIHnUIEMYfb5/rjgCwmiIuKa0NBpKq5AewiSY5YtKkSqmL8NKVzqQWvXnuI+cWkhUcqhKCG/b3kP6VFRxdMW0pZWch2UWItN8twWqN94uAXIRZQkvGxF7i424yXMWMwMdDKAt1exwgzyoqhiwvtVgu3vRRvbiqMLHJVIZnE5M9FaFKDGQCp+5/dRzv+USxn27bDvAGK/Q3gSzRIj60hHfuSWXi6ahJkj1teQ31slmwA3VbrEQApa4Hni/L69Ts9BGDi5j5D4fG5pcUS/qtn4U958LTB8ikbEg4IDPePIbWv1Tr1p/7ZBE88mxEOBUye9Nh4XNroNucI+McJwMDkLGNyTu7v8pCQRbsOALtYK4Pht0OsI8EZ+k6ZLZDMmS7D/fpeuLYt5jOVunZOWiUrkVXnzXtBTpiBLoZZtEYBc4l2KHqydNj48jbAG2BdCVXfandAAG4SvWdmad8cAHKMLmYHFQZOB/iV2D2BSdsDm7FEXgAtI6qjRhtRRho7wIUgSFAMndg0UX3u3AKZdOyc0E4I4EbeNW7iWoWwXkHUhqquiWuqDV4RxMF4f/a1P4CjR48WhsBO8sY3vhF/+Id/iD/90z/F0572tLXb3nLLLbj99tvxt3/7twCAm2++GYvFAk888USBCjz++ON4/vOfn7b50pe+tHKsL3/5yzh+/Piux3n1GwLrvD9TOKbIFLAd0KyHHxWxFilJbT+TB4sYIlCYD6mlaBET1Tin8eoBpEJDhfhIeDPkKfa5sY6kTsWXtMMqBqbnUWWvLUodg5aAhf+LUIP11gAULZK1SmIbr1FzpyMCwJ7RTQGOFdtkbDIv3YwRJtFrivsyQQouxep0HJvaUBdATVMoXnYAWl4tNqRhD+10Z4s/KaNaqwnWCI81Cmz+eh9yM2RkVWS4ocUzMbTJrRoMOm4CchZDPIamTQJ5oQ6riIPMk/SYYHJSsGkyAdoAWpyVZ29jhqZxIJ7AbbXwT5wFbc3FUJxI34Mzt3wN3M3buOX6U/jC39+AzRMTYcGfY0zPinKfnGrRnJ4jbDQ49fRDWByTUrztUh4r1wpnAEt53mnZ5YyCmDqr8fBy/JCqkrH/BM8m2eCKITamqjtfakEcEZIQpCZFnwfMHDMRCP7kFjY7LtJ/tUSvhjKoy2G0VB4BEfXyMT3YdnSMXBlJIY6OwRCoZFEAnQbHgPfJ+EhokKYAau+G+L5TB+FPOIgRRmKspDboQCo0RExlifF1Uj3DUvhLLaXLB/bfjVzsrAFmxhvf+Ea8//3vx4c//GE8/elP33Gfr3zlK3jsscdwyy23AADuvPNOTCYTfOhDH8KrX/1qAMAXv/hF/PVf/zXe/va3AwDuvvtunDx5Ep/85Cfxzd/8zQCAT3ziEzh58mQyFnYjV78hsNfiMFH2AqukU8UXPsW+XcQGh46V4t9RuvxZoWCMorI13dP39ftov1f0Qg2XgbEUn1sCnl1sY0dEhVURhCnuGoKLpDG3iHHRCYNZIGPfKawfF8cmelWdFBoK+hRqaEOl5m2o2PAGh5WmQ705+sbbKuLLBbmpx4iq54CMp61j7pMBD6pXcYeIJ9fShx6k42dvULZ16fiFURQ4GRHqJQufoIVzBLfoTGpevt7JuYDw+Aa+MPeYPNFItbwF4BL/koqx+CXDb4vh6xeQbpux815SrJGVXlTU7FDeE3PcIoyl02MN1R1CbIk3QBC+R2yWVKBmEVkgiAJ1y5AIdogedgguIQapayBHxM+gAWpIp1tZhASQjYnqOqiC4TlQaitcfyeVRs3aUHEl9PPcdtwY6fEekKKL9ToxyoHJG97wBrzvfe/DH/zBH+DIkSMpXn/s2DFsbm7izJkzuO+++/B93/d9uOWWW/B3f/d3eMtb3oIbb7wR3/u935u2/ZEf+RG8+c1vxg033IDrr78eP/mTP4lv+IZvSFkEz3rWs/Cyl70Mr33ta/Frv/ZrACR98BWveMWuiYLAtWAIVLKupHAhGpeO8WLazYvjKFXXA0VF2CE32OmLuwegxqyKBi5mn2Lx1TWyM+WErQevZMboQSTioC4CyIs+1MsAgGX0xLT/et+1hgDaJiGvucio7jwmh+V83QzS8MYBfpswPSW11+dPAbZubYGNEOO+hK4jtIea4cp83qfYeCLmNQ0wMVC/un2q1LXQDA3Mu+UAqMek21jPe2UsLiMMpqwzgFzDvRprLychhibIV0ZILdb70/1gdzEKrcu5+oJ6SD48lgtw69I2WuPfMcOdnch42y6X5w3ibR/+/DZu+egG2tkErhVFX2SvEBIaRgxMzgQcimlwzVYsIa2X25BU0XambK4qqpjHX6Nj1ESSiZ5O+RFtl8mCQH+Ix5TlptkUCVKfRJKnduZUI2DZAY7hl10+fyctiNkTwsZEsn48STigifn652QMwUsfjdyrQ95bm0XEjqQVchvgiDJCuIyFp/R+O8P5aUMu3qX9AZZtr9GESe5USW2schhDIuzjPWgi2uE9yK+SDtN8htjeuzDKXQ5XXu5hgCG5iMN+17veBQB44QtfWHz+nve8Bz/8wz8M7z0+/elP47d/+7fx5JNP4pZbbsG3fdu34fd+7/dw5MiRtP0v//Ivo2kavPrVr8bW1hZe9KIX4Td/8zdTDQEA+N3f/V38+I//eMoueOUrX4kHHnhgT+O95gyBFelZSFY80Do8sEYypEhItVh1F4p5vAnuM4reIAFslCKHnvP1eAArBEGNqxKl+KA9Ty88qEpTC9hoOKL2Yk0tfLctnei8k4ZCfirHaTuNqQLTkxJL7mbC4PcbLaTkJ8CtQ4jd7IrrsddpWM1F3DsEYd7XvQHI5WpzQPKambmENOt7P5RVYH4n44KqZ8IgM31lkFfOYY0R+3k9JmXCKzJUhGtCiTy40jjR5kVAyMoxhNTDAPN5Rk9QotfNV8/iyOk54Alhc4LldRNR/LGpTSLJOQAsbYsnDgADfi5V7eCkzTEaB3acn3+U8HQf6poY7nIhmQtgQwk7IAKpHoGm22qmDSDKV6c/IB2TEN9JLWLkHZzOZ+NSAyRiSLvtwKBGjp/5AtyDBshPMnj13sTGWjnrKA+K+t49k2qZEJOaAMzROWDjPKR1xSXHwIYnZRuHlU6gV4lcitDAOtnc3MT/+l//a8fjbGxs4Fd/9Vfxq7/6q4PbXH/99Xjve9+7p/HVMhoCtdRK1i7WK7Fl3QYraarUcSILipclCyAcg+FybLQPitZwgnrARnkDSFCmnmdF6STFJJ4/aV6fnoYoe1ghYps1L6DP8LGwrXIOmGNBoIDJloRh2jaGB1rC5Jx2aRMPavKER7e9IYoh6rhmy9SHt3NBVJIYrdJbUYKqnN0K+XG1ImOPh94n1b236aNpmNFYojgeVgJmyljIirY4z05KTLfpW5h7kAEJB4R+3sEObWWtcWPTYIlZKl0uOzRbzni1ggK4RUiIlpt3mKhxG2tlMBF8AFgZ+FpDYxfXXqcT5jmsPFiZgGwIWyPSGmvxfUvzZPYli37ptvZv1sqekesQyndO6wakkEJQQ0HHgpyF0OVxFhUDY72RhMQFAD23cnWidF4goZb4ziRko0Jx0j7OzGV6z3ZpBFzJqMAovXL1GwI78QN2W3mu9rbqxdOXC5Sfi5dESqxzscMeueiUBpCi0HYh8w6a9gygXCz04B1y97bOKETboIY5NfJJrXcBYdEnzz+k38k7qNsek4E8rYdu0AI3b0HLgI3AmE4dupnH5JxHOyP4pcSb3UJip82WZFZ0M4d2Uw63+ZUIz0bjhKwxMtHgrFnoF8uscAFoQaCyM1+JgAwqH8ssT9dcPTOOhHBXQ/nOyfiIgC6YUIWZP5c9WyGvDSy29RwrMmOKDsnnATZ1ULMN2CErub5MhhXlFjWNoxzqqPtatNKqiLoObkuJnC5laVhiafPkIkPcTc66SEx2e22U+SpW4Rc1Mart87PHYJ+VZ7rGdgluY0lhrfNg3kcKLN8DRWiBQpzDPk6J7ttGZiuL9092DXAoS4q3ghRo90EXW2zrOqDZE4kkaM9jMkdYS033iTWSSZQyoQOCFJPiiU98JTVGUspj7HxILmb6eAfqBCkoWhLHKpNcF7G6UoWBg8gauFrl6jYEzoMk2HuY2jvu8ZJt0ZTUeWzRpQcoWegOkT/lhHmlHr31yIeKBtZKrfaC7Nisd991KT0MQEmYSseCDLw6VlEoSRdXH3PR437E4gK5c4CbE9yiAXvALZ3El+eyADaxGAt7YLnpsLxOoOLmnG3EZDytwkCjst+CVahR4SbGv/4fWJ8PPeTVVB68bUfdN99a0KVoUOQyopOMEquUd+NRxawAMoZh/s4YgFp738LOVtI97kFd4jWUylavRefaIDZNbPITURdNE6TthfSGcE76BWhBIz1X7B0gypNjqWA9J/eGyNIwDUIhY4vvnNrmWns/dHmi9BmwxkDXYxTp/9UD74HjFcYnyspcw396DSm9F7HaZivvcXqeGblpUP0M2TH1Ga59BsrKvYqaLhoBGjYgwy1M4rS4kD2+HjfCdLuRKypzIFpG+9r/6pWr2xBYlzHQ13P+fIUEE0xxQJQvX+H16EKgXcUSTFduz4zVXP9anEKIPddiFH2GYykvelYqiDKNSa8NyGhDXChpGRVx9K5I4XESItSEAL/lc/okA9xEspWPpWjncpLp6aV4n33KUc9nIWVnPP9aWSeo1BwrdVgMZZtjIKMB+pmnPN/WS9fMC/WcgaIcczZG1kDz62Bxe35djH1sz+wINmVwxUMrau8bo8NuY3gSpMfxyN362AMUMkxeGIn2+QjJE+XGgzjm7qewiBQBouidZyMj5BBGJNWu6JyBuUmNuew8ARmxAgQFYI5GikGsLKKlu8Xsl0KYpUlS/FuNTkm3i89mcInox94hzHxqcew6llexVY8/FCTI4jx9RoB9tjSMEWsH2BLhK0aBrT9RX6cxWqC/9ZHeycO3Tb2GZCcj4HIyEkZEYK1c3YYAsN4Y2Enc6su1cnjK0GCYELqJbN9448WEWFWQY1Ee45kl0g5ivDUuLNRyftGZs2VhPQGgX/EASI1djIdBXcheWAUV97UhZsuMNygAzVthXTPnVrtmP3KE6UmX4udqRPDEw21Idzm3aOG24zGWbcoZt8cpJ5qL8yQiGZVjhndmzuLCqX0ZIoFRYrHqQSKHB+rCU+mYHkVvidlE5kLvp45JCxdZwyKwGB9AqczTdZnPHCHB9erZqscXERDuOrAWRarHaoyAXrJS3IfRZSODHJgXBvXJIYgVhaVhk8iXoNkUHGJxn8UydYrk+Vy29z6GVASpSfe48Tl8YI0FK5VH3Ku4VOF3BEya2N44IhX1cW04xbtkdGamv6RVon4OgcxNIYJbLOUez6aAi0WZWCB4agE3DylUZlEOS9hNhoj1/uMxeaMRw/nMloyFYpErG1aJ46cY6mBvQlRAWmtYSzmvW8LWfjkgNUelz4C/nIyAUXaUq98Q6JMDChnk46GsIbBOOOcGD3YeVAXWR4CqvQKFJ4FVeLXP+7Df15/ZY/f9ttB4SudqMws9DSmOB4jd5xrZN7C0HfYBbmsJOn1OvFGF9F29cPfMT4LeK8/X8iMcpRa4RYGgnUTj5laqfhPabjpMvFSLJDNvaggBufCKHXP9NyDPYkzrI4iiTXXdk8scnxcbPrKGS80v6JuvddccXDoH2CjCvkyGaAgwEcjHMAGzPAN1j4TAYOdzTr7OZyvPCAPy4jR+GClZJ/q8xCJfep5kgNrzAvk+Ma+gBHK9IXNv7HNjehskLo2+CzpPgWLoQD3xULzrAKQWgTUA6vvlpdujQ3zyuy6eJ19Pb3bNGiFm6Weir5VZL1bmsm9/fRb3IpejETAiAmvl6jcE1in9dd5+XWu+XlgsHKzCao2vG49JD+x7X9LCzYVXX3jnFt6nssb4SlpgDY/W3pcujMCqlwQYWDsArVHSa+Lc1iNOSoCyh0SOcj50we7nIiSRuqOp4VHDwgCK6me6fzCLdX2t3ucQgcaWrQceOwEW+9eoC+WFFW0Qz1oVCEfyWag4DCop5cvnRXYeDFckgJlKxIJjmmSBivSEg2wIKikOM+4+I0RFkQeLCNT7aYgiGg68WGZvuYcEycxSzTGQkDkVmWGOvBUJM6RiQ9bwrefMKl6d0xCRtDifqVaGRc30edd6CVaRW/Y7kZQurg0H+bJCceQ+uEWE7ps4154ysqZGQGoKZSamq55nfT87hlu0GWUynJfM79EQlRmfMUJ1fakLjylyKWgEclEnnQsNCcU6AmWskrAbo+OylgPqPni1ytVrCPQYAEPFhApYFSg8rKL/gDUGKDOf00IGpAY8thGPOZG8jDaBeSher3C95s8DsfRuBStqvj+Q4tUc8kue0vz6Qgh2kQSkNKn92mQkJAMj9KT61WKUGIcYg1ZIOUKrvXHSOCWam75yTLvw2UXcWwVTKQuLMniXFjpRUFGR2FLTln9Qx5nj+bUcLZYBtFgK5B2L8ojXHkrGv61CqPMwmQicHYJA/ctWwkRFvnw0DGJb5uSZ9TzHzOZZMd6spAAaJc3CPEwKzx6rMAAdgC7H9eM9YA1jAaCuA89X95UyyvGZXCzSmNhtJAQBc/kcKRvD9YazJNTigUll0On3bchERA3HKQ+HYg0NIimnjUianXjwTLM9TEEu7wTyjyEvhd7l+vT5DKn8sTu3AC1a8LQBDk8QghQMIuX/2NAeBZBWibRETCCnoHYdaNs855aXou9qrIWQC4OheFeSEeBkm1TXxFOuK6JZTkwlmuJ9RLOq9zsVE3I7dikc5cqUq8cQ2IHBuquKgrVB0CO9kOIepU6bGt7QQI+u53MgK9Ua7htCAWovwv5tFXSfol5RUjtcQ/IkAe0Nn3wsJXXtZv++8QCZLFnxHXphYRVdRDVveqjfRN++fXNiwyT2c2X8qzdpwhakKIOd9z7RRkca8++D6odEr6Przg/eLS6zp5NZCFXNHN8/rjg/7FxGqsz1kDd8Dvuj+zILrNH3jNsYvIHrtWhXYvTH32lvzXggkhobWuVQn41AIAqx66d5X+o57GJdglYQHXKZa0N912Lfn/odBjLCkUh+1bORnA4UzkiRdmnRKitqEFA+X0IF6nHoHF1FOr+e8vPZ/2qWq8cQOOi4VF/ctc+LIpgXDKmoSEKSDFEwHcNJ3I7gIKWIEWuDG2+fjKXuUMY9a4mGgkDerjQy9Hi6CJnrYlv7YKKEOk5dDLmeB3tck7GQCh7V5+3T84mwZmoXAFlxadhjSJkPzYF+Vy9mekxrCGnYwrtizMzx2pNB4BI6oWPlZQu3FUvFbi0F4dC6BlpDwFZBDBzZ10hGB5MDzReSv6+Qv1HcRaw9jjk1Kyou1xguliBYpwlGJczooL0LuOtiHLqaw77iR6jubTxmOpeTeaRgtu2reBgRLotepHK/NRdD75OjSHLVMAmXISxFPpatkAZ1f0RjQIsIAYIaRAM0KVQe7r+RU//sc+9SQyBFDkAEP+8QOoZbdqvbK8LX5mtY0SxEUh+BXf/3uhlzDLVw+r81Cta9H6L4Y4OlxoEQDbToNFA0kIRXAOwqc+BKEY4/+9n/KparxxA4TylqBDjtKaBeofEOHZVMZKPoUj3xwuo2J7GQtc+Lt6SyKQGJTZyWknLgeoG0x7S/gxyxIAwmT8Ow+pHJXqkMsXMIsQ65W3SgreiZOJO8bgsXlRPYq2SLLnpWUtw7NoTRkErfwmcL4/Qp+HocQxkUOjZrEMXjK6krFebRN96FmJK2qlzAkqZGiyX43HZMvwu5lTDMcwWkzymFXmLr6KWw7NVrl2076a5oRePMfZ69nSPNLIiKtghr6f4ub7tiOFhOhTLc9ZxVc6Mk1f9XjABzboQuEgRDRk3Q5nFGiL+8dnkWaVk97xAUgmMvhqL07qTJz1Vn3k81dk3KJxNART8H9Hvz9tiNz/B+yNwX76r90xpBwomxbcJ7DAFiLwp+yBDQZw+Ipcc5X4fC/vFjgIFAq/UnCLH4EQGNk2u3/KMCpaoMGjXebFgOuDLaEI+yVq55Q2DPshsPdQfrU6BLJHRgRwhuCOJOBzQLD7AzU9xAg/kzlEq9DwoF+kvEWsLeyg7rQzb5EnhF0VFdJQ/YGRa3RsluZCjuqQu95R/E39SFrPA4s+X7lOWK4k7pgrVCpdX71jOnxRxZZR1h3hWEQ7fruz/1Z33zvQdZF35IY0nnYvtljkH3SRh4oXSo+vzrMZgB5OdXELodnpvhga/C+CmEgNSkqbcroJFUltiO1UpdrKrv/auvwa35Tj/WEMnKF5Wi75OrKTwwkgXXyrVnCPRlEfQtQH0KXyE440nb50Oq6MW/V0hr0aNoJMeZGQIjqrBZKOwioR6SVcC2qE1aWLjcbmgBMyEGCQGIlxhRUqANOe5oitdY4iAsZLpO4SalnZXLUHtnZk07s2PmrKSVAGfj7fbaUqU7V8DHxXz2GUhJeZfHzGWY1QuK86befaBIECyRAHs9K8dzBm2qiXkFS7/H+zYGDlVKhE1oQXtYFOc3x7MFgVYqHjonKEhi8Md4NVEyEFY8fpWCbGv+7rpy/smSAUV5JiPBKkE7R5ZAaOej63pTZqntJFSTkAYlukYD2CG2HZZ3IBXHIioRuOTVuyIMkZAl9dC7AObl6vjsc5gKN3E593Z7qoiB9Tzo+Fz1t7n+VNIcQJhCOg0mlA5I5pidt741QxsQUdmJcFd8k8uw4iAxQDsMe6f9r2bZga11fvKFL3wB/+7f/TvccMMNOHToEP7Vv/pXeOSRR9L3zIz77rsPt956KzY3N/HCF74Qn/nMZy7EUACgnyhYk8M0LGCLCDlaXYx9fPnUGDCKjVpGsx3QbMXua/EYTEiLCTutIFYtLOaHLDPfLGYFRNk4YT+nRX31Bc+VxUrIz7KraSkLIS1aCQvYMEJcVKmNrVL1R8vbDi0IVSEmImHjS/vgCTCbRra4LysEJuUtXjZr/f4BKBX2frnYYa6RY0o3OAN1W9JXT8iEnCt+EmpiKualccTCM9y2WdFZ5a3/N5B+MgJ0vEQSeqm/6xMLndd/2828j4rcPLP1/MX9aNKAmvjjfdqXZlPQdApMJ6XREu8VDTyz1jggkhbLKdyRtjPKwRZS6joxpmrDVa+RGdya+U4/IT+TVrF1XX5uI8vfbkvxnlEIkqq3bCN0b8dnkJXGy3xoYR+tppl6dXSg+RK0vZDfyzZnk2ihpfkC3MZiUH0Gur2vzkl2wMYEPGvA3stP46STY/ybJ7IGZIMuvtOLVn40g0Gnpl7tVxCoyqgaQD+HjPly2wuiWka5QHLgd+uJJ57Av/k3/waTyQR//Md/jL/5m7/BL/3SL+EpT3lK2ubtb3873vGOd+CBBx7Aww8/jJtvvhkveclLcPr06YMezsGKhc2tVLUEUtnu2sOtJKEJ616s2uPfp/TBhFQt6gULuV7sh0IAA0JW8a5+WSrm9LlbXUis0t8tzLtuu3Xf7ZTNAEDzwLlWsnuVPSyYK2muOo6dZGgba/Da3/sVi3ycrwwYmVw/l7vdv3iOWTg12gZYDWbmfq7KbsdbHN+gBjat1F7DbsadeAZY/XwHSdVM+86nH2nWzfle95UifAA/V7EceGjgF3/xF3HbbbfhPe95T/rsn//zf57+Zma8853vxFvf+la86lWvAgD81m/9Fo4fP473ve99+NEf/dH9D6JahDjwKioQODdp2ekYtbJa89KwM6mBNmOAI8TahrKxTmQYkXOycBClhi0Ackc3e87YFU6g8pCNBEeAgf4KDyAiCYl1bK6NiaBtTKnj7GEpvKrn8qYC3DoFVMP3dXU/650D0Qsy3nMtROIhaSfCYNrZ2liqer9mzOxIar7bz+316NzY60l55bEqnhIKY1ZA9ootCdNIUeRImNnatCa2fouk0QjBO6nzjw4mxl3OD9kmMjomm2kAs1aZZyI15qlj8IFRBIDjWHhp6jxoxcOAdH9WMkP6RDMlarHvlPflc6K1F5b9xnbvc2HRK3s6i45VCBmAiBAI259siWxH6X0rOhTaUIOebwihYs7ZI5xJqCsFmrocjihSPTULA0B9xQXL4v/P3t8GW5Zc5YHwszL3PufeW11V/SH6a2jknpkGy0j26AVeIdmvJQYkoZhG9kBYnpGjB2MCNCEbpkfC8jCM7cZhWmHCAYqQIjAmCCQjNPjHDLaJiWgjYsJiiOZLGss2hEJ8WGAJaLWQquvr3nvO3jvX+2Otlbkyzz6nblVXq6tKlRG36t5z9kfu3HtnrvWsZz2LWTKNJvesmMyIWg7GRWJb7HV/UuNA4PKZucyP9TaewM3GH7jNEdjZrjsi8K/+1b/C137t1+Kv/JW/gnvvvRevfOUr8RM/8RP5+0996lN45pln8IY3vCF/tlwu8drXvhZPP/307DFXqxUuXLhQ/WxtV/JE3Au5Nd550rah1CY/RfIXzktAruKWIbscJnCV2FTP3rgBNEp6FXnPxVTSDM70ML2Hj+cMGOchtHKj2QgwaLUtaLLLu28nFL/Y2zUZOzn3tRyXyCmddZ38uIWQuwheiAiPpW9V8VSghFT8pN3epxxK0H5V9RCa/hGVUMOUZIJXGLtCArSP+RrsPuTzpxK3t9h72x8KpUS0ndsdV75vGfUlBMHTJD/DWHMWzCBonvXclzYkY7HsYcyLfrWttZOiMnPb+2fdfc5TEkNkHOXHI1DuPm/wH9r4tme06zOR3xuVETYoP79Dkxb58SqRcrKc4pjra8wtni4cxkmug+06xmY/C3u14kn2TluGQRv2aKcqf0wq4mFZPMhtsxHj9pwjbyT565nT2DgJ6mUE2hup3UYEdrbrbgj8x//4H/FjP/ZjeOSRR/Cv//W/xv/4P/6P+N7v/V78s3/2zwAAzzzzDADgvvvuq/a777778ndte/e7342zZ8/mn4ceeuh6d/vaWosyMBzMuGM/ByHmdDQ/iV0BcaiO4ScS//9c84t+s11VIfEkYkE7jr2zWNO2484toI0xs6GPYJNfa6DkY1FtxFwL9N2ORbPYVGmC7QJ1NW2Wx9KGAU5wT7yh4+7DbFihPXZrGFxr85wHakRrTtBmofM5XkSLBNln24SN2r9nfvL727arDTPNOSTZyNvy3VUgj1Uz5IJxsn1skxcqJHCbH3DTteseGkgp4Wu/9mvx5JNPAgBe+cpX4rd+67fwYz/2Y/gf/of/IW/XTg6z6mXavv/7vx/veMc78t8XLlzYbgxkuPbKD+POCUqlWLfsqEgTVaaUeB+QBX50kxMRoHrk4pUAAEvRGuaiPW7bT26C8+f0HtTc4uTkhvN5537XfaidCHwK3Fyrrqcrn9lE1LLQmWsvuz2f3SPfZ7+NkqYy5KrV7So4lSV9a4O/YccMQTTkGw+o+n9bm1xYxlIEA2149ISYPe58xBkIPbPvMxteWdkmJQsAYXS7Ub0tIDoDW9IK85jEmEMJlTCR7WuhBoPnp2n2/TOGuO8HJRRmfUsYtfCDVh1k9cRLXD8VOLm953IAIDnSpF8YXXplJWA1JeSsAG8ozBmH7T3x49I2fW7kmmeMCDtG1X/9OASAGDzpNem21HXuELpP15XMoPYZ9s9pZWj7k+l1jGnDuOeIBjGrwwLVtiYoxFSHtnYaQCU7gDIawhvf3RDt+Xr1tzgicN0NgQceeAB/5s/8meqzl73sZfg//o//AwBw//33AxBk4IEHHsjbPPvssxsogbXlconlcnm9uyrtagle9mIF2gjihbGgARUPwHtmqvhBKUna0pzsqC2sG8cIZUKcgfWYuGY+b8Sum7/n0rJ2eQl+gbaJfO58fpL1k1pOcUy1/j5QH8+qrkWdjNkxtElFXaLF0qks0HOGT67DwOU41h/r55ZFogjubEEFAIXsIbr7+Tq9oVAMEmHeN+EHK64Qo1N0c/daJ1T2cPVccyEh6jphuQMCa08C1bKGJ8j6nbkJTogItYG8mfaYNAOwMVY9t0FDO0QTeIzlfhovwRacNnzTcnY8mgOoPn5ruE7lWHPPVXu8dgy93LHfzmW0cCPyUxkGrQdv9y6l+n2z0A6R3BP7PIbCCfLGy5asHPbvmHu3qN2eCMSQjEmb4mwxNM5Au057o4GorqB5s7fbhsDOdt0xnD//5/88PvnJT1af/fZv/zZe+tKXAgAefvhh3H///fjwhz+cv1+v1/jIRz6C17zmNde7O9vb1cDEVwOfsXosBtO1+xqK4A2KVrGwncTmJjUHm2elMGD7MebaNlh97hhzXtGcEXGtzZ9zrnRw6y1dy/GB+VCCP64t3HlCdgbN1nDHCT0fU9RrDAxTAtyAxLelFPo0M/uxFMC4ZZ98me1zFzKCUHEcgA3+gsT0QzmO9aVtrXqebpO1IvJ4uLG1Y8+RelsIH9gYqyqboDl/VR+kvffZUDvBczWDqlU/s2JbVP73Y1Z56m4ctr2/2QhJ2Kivka+7+Yjmfy+VU2fOWfXzJGNyOwxwK7Trjgj8z//z/4zXvOY1ePLJJ/GWt7wFv/7rv45/+k//Kf7pP/2nAGQCefzxx/Hkk0/ikUcewSOPPIInn3wSBwcHeOtb3/r8O7DlwZzNHLia1njrla63eRPOySP3YlIAUvZqoPCwKH5lS962tbxnhbwrwp6eC7FID+ftgflJ1Pc/oXhd+cXX78zjDs5DMcJg6/3tUoEz769tRG6AXJ/0OyuzTN6zdB6cVEzrNj6vrrtFIdrvjU0dkQmReQySO65lR5hyoCfqebIfl99n0wjbfnimfibokcD3/t4ZdJ+Nlppt7yHm0r+GTGj9dONESrREjOKxd51co1a15CkBw7ogLGaQmX4AkWj+5zBJ2HwWkpAq2Z2boqABhmqwZX3oOajv5w08e97GssKxZUT4jA2r4WByv8lCDBYqmDEiLcNmSmUc2mb3xD0b+X2YMeg23hM7Z7SqliVcUxuaEygReBHyvaiOkxgIyAJghEl0BJYh1zaxOYchiESuQBiLo8AdgMm0TKTWidQcENSNAdBEghIlLdedWMfXZ5gErWtyE7nJt7MGdrbrbgh83dd9HX7u534O3//9349/8A/+AR5++GG85z3vwV/7a38tb/Oud70LR0dHePvb345z587hVa96FX7hF34Bp0+fvt7def5th+xqlqG39Ydr0h8pe72SfbVYGkmSDyfIS6xFRLgxImarHRIBnU5+IzbSjOQL3gwj+O+oVDKzei7FU9TKbJYL7fezNpf+ZEZNVbjnBM1tW5VC9mEPr6Z4NQadn/w99NxO1tbVLc599qQt9tumg82dt7l+8fybbS2tcPK76uJm/wdddK1+gPPMc4zWMi0AXYidweF5MxGSnWCLpO0TpEQ0pwgkKxstfIaqNHNSw8NCBHatcoHy3ziCct5iyNtj5Gw4iFEQpGRyjHVoASjsfRu3SmzKe9BucQVkcQoEJF3gYfB+uffkjb5soMfN98SaNwjsOqs+8SzPQKSfXWjIPUOVEWHcHlK2v9Uf8f1sUACB7rVvdmoLldmf5Mqkkzov6oCw9SMEILKc06ct2vM7lwbqx8UMhRuJDzDTbisL7m4viMTwo48+ikcffXTr90SEJ554Ak888cQLcfrd7WqhrLnFzDwdLj6ulfckbyW7RSgTnECYW7mr0sStl9ocq+6fnRybE9kW9nclo2rvrwstbNVlbz3xbc0mkTnPnAktNDrfScbW7IVW0nfjOFy86V39bRawdryqiVy3m2e003yFtoYrUJH/Zs5XX0LS+9oaLPNjlisnOsIgAPG21XPncapy3DN6Y/H7oIt/X841X7iI1ONOUn4YNVRfhRcMsbA+OQOpGFd6Xf62GtowFy7xQ5AX6S3jn1Je2DgTFJvnyj8HhnBYim51LY3n3/7vW0aHqJBw58Jp/vyAQxO3nKPtjx8zC39l2H/zVHnTph+tqJj0pSbF3hJVCG+32Xbr1Bq4wgJfhQWuNkRgk5V7UWiSkr+ASQjbC4/iGXlDYOKsJcNoF33ZLxeOCaFUJGxb2/cQshdNY6rhRKCeeIJIExeYk6vjtH2GQooiKDPj+dt+PvZpE6n33v0xbSydh59LuroJOed958p9aqAw1yIw3qBw59mIC8/8zgrD0jhhG+nR2Pez8XukzLwn4tw/AJs1CgDJgDAP3EP33mtXlr14rawGIWslxO3oFFRHABRAncLtXQQf7CHt96BhQnjuEvjCJamPwEP2qGnR537ScrF57F21LQCAE+r011S+tywLCqClyzSx7TLyUVAuOQ4BI/JCngGGOQOSG/Es97ks5hr+UJIpw2kC2LNox3HGA/mQW/bMefMe27m2NXu+10N5HiwDyIfq2JH+Uipli62ZMWN9mTiHBRAgQmHt2BAqg4CcoUGKWooMsTunNwi8JgPRzRQMqBsDt8mC29utYQhcjRFw1cee8eIScs4u6yKZY3XWAmGjIIghCDsVDRW+S5YStWVbt3Ca4cBEdR+2eB+sMb7sGbkwQdUm2x5SZMcvouzSzSrjwRsGM0ZAKL9XBEfrr0cCvDiQ94zMW7N9M7xbLoASqu8r/YV2v/Zzfy3e6NkQkFJjwFAZm7dTKfpTPxMuvp+0FLHxBprCQ8wMYo1121gi5sV7o+VJO2VdfO47pIMFxjt6hHUCXT4u2/tiTimW8TB+iF8InDdNKYBGfSbyWIUC31OqYvqVemCMAj8rjyCnCjoCp90nsudbQyK5tURSW8CwaaxllARQY0affb/vnGGRREWyECtD/Yy6/XelPbeVIHNfu2ba9Y5GW8fAn5OoeqeIJUyVjbCAWaM4nyYfr8xf/hz5vduVRnxSVPB2u6narWEIePjx+bbEW+UD6nM673+GiMhq9W849e3C7iHVPFmgRgzyBrrwt8WOTgI52t88ox9gE6J3ip33U7GagTyhy/WEksrnQxlXMr70uBkNsPNuCweY5+4nqjli4ZZJOZ/LX/MuaNeO6Y2BuTho7k/d71ylrYKax9KHbYiA278q+hPiljF1JMag2/adqDB2UVTmiHLoqtyrkD33TLKLUTxxv5jYs1Z95qSX/TgAKMTKqfxt13Clxqq/AdSprbRFlMjGt2k0887YMavnqzXy7TyxeU7myLGtSuO25pCRWcPZn8f9iFR504/GYAY3KY/N8SgxaJT5jNTuL1lNZtzCPYNcHX/2umY/U8Ls8xWiut1etHZrGALA8zcGVBN+Y8LJng5vfE4subqkL1NdQ4DAneXAO/Y/vGVeXkafPVC9qN5b38ZXyIiDmyz8ph7qntzEXy3AM5N6SrVnEpvzt17czGSyMYHZGMVmn22Lsu07TsiLi+tfbiHoRfPWRUfEcNx55/L9m7Gvzj+HDPisgTSzmLt+8noNmKeJBlVxgjmlT1QWXmPWO8+y6reDmy0cwDEg9VFgcy2bnUWEknEFErBaCVLVdSAskTUMghHYXBin0wwC573agsTZkpxL/yzvVg7zRLc4egSobR4FqBaxmkNQLbTeULXvV+vao23RgEBSFZNZQi3alw2jx6VDSj+2GIn1Rcwu1t6ApcRuDFFQGK1BAuhzC0X/tGS4ZAZszg00JsSJs+Rw6mMhIdq8ZOjanDORjdWUQ1bQsWhLht/oRgBhcwq/2v1v5XbrGALA9UUGTnxOLmk7vkUj3ZFAvC2pOIvr1EiAHdMmBy8gkvXDPWLg99PtqgnGPvObXEk9cC53u/UKgY2cfJnEaNOrv5JnYYuAtbmF3AR15iZToIQQiGo42m/TQspzC3vbjODYbufL6Nr54RZ3x6fIYQJlwvtJm3Vb2nFLcqaAIQtTquFq9z1HKU2bFp1yQpzXG4yDgsI2twk+JRCFMo5wRp73nFmZ5XbdjlCXDZwAVEiFjWN1UTNMc1uAbQw9LO8Fp8wQcl7rrBHg+90+k61Rm8dxxthqm/98jouzq+XnYsZgZc7PQR739l1222YDzL6yS0r6oxAAsb2T+lHbZt6FSpfBt6uVzr5R2u30wZ3t1jIEvhjthMIjlrKz8eI1uf0bnnmehFg8JuZiDKRmm6Zl5CA5MqKeZ7b5z+fCCM3PRkzf/24Tsjci5hbYbFxQPYlW/a2PWf0+d90GkbYL/gwUO6sK59eEdp6bvYbaCJiFUHdNmK0an6JR0iVj6pc+S6w71QaaNVc0yRPJwqDV9aaEsCKEIUkxG3/tMQKkXITW4zaSZiKAEjg579Rv42SYt2VUzHNJqPAfvNpj2z9r7TYNdyAbDy1aMveMkXv2fJjNj0Hgis9R+h02PwMkdJM742NsLkPC9vPXtW2h3+aD+vdA5ZVBLtOjPY7yBjYygSwk0L63duyGwDp7zbvajZZOuM0Iupr9b+F2axkCzwcNaNO7mrSxkx/H+gJl3OuLxqg9WoXmyqLZGAHeE7ftPXFu2wsfgjhjKQmr2Hv1bUvuHEY0st/1oGxPiPfKWqh/mxHQLt6NFzfrYVMpuetbBUVuM8YslusNGN9f3xegLMR+AvUytpm0OJX+eUa89csdd66GxtzvAPJClhcwW/zahcLki21bO0dXKjF62WeaGDiWRT9YFTtm0PG69MELJKVJnhnS2gK2wI75pHUdCXYG0Bws7hQCyWeQWLOUPkW4eBiw0VoBnrksEfvOhkrDQvnbduGaW9BjKN63HV8/z89zm6Vi+2eDQ+sIEGlIQQyNXM+hGTcwb6m1gKp2Avs+tM+Zjj0bykNdyfAB1w6ENQV6qvP59zRn6ujz7hCaXfd9IyxwoxkBt9sV261lCLxYjZFfsjZEwO3CveX/Cur3L2aQ7ziRTNbtot6GBXKmApXsg5TmF9FtBk6eQLiaGDcmdCJZRKoLbvo3ZwR4otxGS2AHwxXS3W5jrIq3N55lxQuYu9a2H/76q5PUE9yG3v62diUDxo6RY/ObkLEVKOIAJ/hSSs9WCxm7qparQZAAO0a+RDOWGDwzcW+MuReWyV72zD2k+t5tZdxrP6vnoSUW5v0cd8AMi23PbiqphASUcZ0zCrwh2BoClpZrBriHhptnptJDsJoR3rC2Y84VN9I+b/wdtjyv+VmSayC+tpS+WcLwlfqFGWN2Y4Mb1Ahg3EYEdrRbxxC4VjRgm1yuVR80KM95uhS4FJix0zMjM3IhBgFlj9xtG1QWNMfwUHMD7H+boAb5n2IQ3QIfB3Tn5uQ9+aZ5AyGrBqaNCa2+fkYl8uLgxQ2y4xzqkNzk7T0JoIpPb7RIGwtnjmvnY8/sZ9kHdj+zfDCV1Mddk5gnC/pjTs21bgsHtN5X27e2+WvUOgG5TTOMe+dl51DIlEAhzU/YhkY11QprsR9fGZDzubmN31NNoi33YkbS2L2HGV1whsBsul02KAyKDleQqkZZdGOsvW2/DTBLGpRzuDGZUo0KzJ1zJnQmSnx6nFxYSd6rygiyrI9+y3TbZilsjM/M+5aa/UhIncQJQBtOFHIwaerz1qbvD7fv8tW0G1Rl8Lay4O72RWbWvUDtpEZAK0faLFwbXtAG5FUWvALrbznVmBCGBBqSlBv270Zw8XYfEmCWyd1+xgm0HoTtvB6y+IcXAjJtdfILr1u8a8hftMXR6f/t5De3oPs870iFBFmNRdoMCyjrmscJPI7gcczjWTz3VMPuuQ9+EaI8sW4UxTFGs2c1s+SA82oNPl4Bq7UYBSYa5H8c5MsxVD/VghNmnps5mHmOud3C2Kl+xogItFgA+3uAVtjkYRTdfzc2pLLAmZBn3xuUux6Ao2Pg8Ag4PAJdlv/5eFXGH8jhhOoY+Vis4zJWGQEASshCU0cpSJVD6nv56UwqmEoGRJL6BfIMTBIC0L5U4SHfD2YgTdK3cZQf5oIE5IWVZGFd9MByIWx/18eNEIvdx86pGxrxUoV0yLIW/HX7/az+Qyjvk4UEOCXweih9Ndlky+RY9OBT+/Kz6Jt3Mpbrc9e5ke5q0L1/T83IjooQxWL0kxpiNGkaYRKUoV3UMvKwgRLMG5lXQuduFyIC3v3ud+Prvu7rcPr0adx77734y3/5L28U42NmPPHEE3jwwQexv7+P173udfit3/qtapvVaoXv+Z7vwUte8hKcOnUKb37zm/GZz3ym2ubcuXN47LHHcPbsWZw9exaPPfYYnnvuuavq7+07BszAhjMGwNzvQE3Ky/urBZkamVxzkOc8j/Y4zcu+ESts92vOMdesUFJVMOkkbY5stO38VV+az1pPITlo+AR9KLCtLdI7uARqIPDMpNn2YeM8c7/PtbmQwJWMATNcqn00Bl8JVzVELX9sP3GbYcGSFspTKouvEQxPmtrlDav23HIhm3+f9FniVPV1a2ufGWB+nP25vdHWQvwVOjDzmZ3HPx/b+jd3/b7f9rzlRb42JiWluBgHfv9cQdQMvecjguavy11fNgDmrq9yiprvryVT4EYzBvg6/FxF+8hHPoK/+Tf/Jn71V38VH/7whzGOI97whjfg8uXLeZsf/uEfxo/8yI/gfe97H37jN34D999/P17/+tfj4sWLeZvHH38cP/dzP4ef/dmfxS//8i/j0qVLePTRRzG5MNNb3/pWfPzjH8dTTz2Fp556Ch//+Mfx2GOPXVV/b53QwJWafzAd5Cx/z4UGGFW4f844SAUqz7UCGjbuRksJYa0IwZwBQqTSt6EYAEDxUn0MOF+PLRAAtTF76+uUcr17E8SryIK7JnOPLMgBN4+fx6T9Lm1MMhlaDgRCDXsb5Cu/uvvj+kjtOYGazBQgoQf/XRsn9rHrcXLqbKGpBEjI9e5928Ye96EmQ05SKuGNVD9rzAwaxoKyJK6Jq1ZZj1nV+MRjlnHsa2Lcllh7lYpn/eo6UAclg61VRbJ5R0jOn8mbhoTYWI0lC0GMDqf2aC2T5fShs5DbXMsGSIDqWufzZqW/OfJhGcz6WVayXg6T5Pey8awtlY/rap+VGuXcQunHo8qC0DABk0t7nEArHVcLRVjzBkEL95PLiCGuCbuujzSqVPCYENZyX9i/t9Qet6BrG+JF7hrr8s4eudtCFLxR2zUs5hv7X0V76qmnqr9/6qd+Cvfeey8+9rGP4S/+xb8IZsZ73vMe/MAP/AC+9Vu/FQDwgQ98APfddx8+9KEP4W1vexvOnz+Pn/zJn8RP//RP45u+6ZsAAB/84Afx0EMP4Rd/8Rfxxje+EZ/4xCfw1FNP4Vd/9Vfxqle9CgDwEz/xE3j1q1+NT37yk/iqr/qqE/X3ljYEZqWFr8bS5iSrSju5z26LDL3Z31XxEJ0HaZgqaH/D07bJXxcGNrjUw9W6sAPI6nGATAZZetfIfcxOMEQZ1amG9vOkcgVjoCqMlD3veaNnI4auBCgglQmzioHb5B2LAVAtKIWBzQ3jOosDjVPRG/DnJfmeDUa389iiMk2Zi4FFnwvpbHiVc6I/rh/VROnZ4nNkNdc/HscqJp6NAC+kY/2eUob5yVQCsxGRNY7z2JKDmnMj0ucmiOb+OLnn1K41yvFzrLnwPTYIn/a7P4YadxUpMZGOM9cGoRsLvciKVS9VGyVzIkPxG4t703T8eG8hXviYJLw21ddB+f40K0UMIGeIbKBc1qfKINeFVcN0ucKjsvjtneWWeOuM0I35KTk+0syCbv/TepT/hwl0vJbPlz04djlcwIR5pdM5DqO/n/ps32wiQi9Eu3DhQvX3crnEUkN6u9r58+cBAHfffTcA4FOf+hSeeeYZvOENb6iO9drXvhZPP/003va2t+FjH/sYhmGotnnwwQfx8pe/HE8//TTe+MY34ld+5Vdw9uzZbAQAwNd//dfj7NmzePrpp09sCNxg+M0Xr23TB7+qY+yCOIHdi8auff2ivIvEpNt6pKDyclq403/+fF/iuT75iWNXM89vTmTGjj2DBlTwaRtLdf3ZLkfbjA+QPTpuP2+v0xktJ312TvyMZVXJXXEd63sq++xqWzzO6rMWwm4EorY+d21ownE05rUEmpBGdV1brqM15tzfWz319hDt9Zyktcc74Tu+wV+Z21/v89bslbk2d0/8fcskWQix1XM7rsdCfbMKCDXNyILP5wcAHnrooRyLP3v2LN797ndf8dzMjHe84x34C3/hL+DlL385AOCZZ54BANx3333Vtvfdd1/+7plnnsFiscBdd921c5t7771345z33ntv3uYk7ZZFBLYWGlIYcEMBbk5e2Dd9gS2laPOEyFKexAwauGgHbGxbJFZBQjSiHCoIgIcDs8RvUKuegD4Ciy4fy/pXX2cDyXtWfMuEd/B1bYSgMjLIpz+Rwp5OUMZPzOINMZipgpA3mpfRbSFs85D081wvwC9enhhpHmxynqrea+mjg88B8Oj6YG10VenMa2bJCeek8rwhSUgjsSPeNW5VStmTq75rw1Ju+6piI1B7qW3c3tAeuzaF++2aq+O3ffNZMJB7xV0337cGzWAzRrIXS4rwNOcw79gT/iothklc1Nz/ADQZELPsdQ2l5LGw72MAgkNQ7HkZRtBIAs0PFlopao8brb0vPmQzs21GTQzNMeRJ+5r/T2VMwJwrC1bogH83PaK3bV7ysuXUGIj+HWn6zATVy3Dfm9c/FY7IldJjKdBuVOBGyiC4TsqCn/70p3HmzJn88UnQgL/1t/4W/v2///f45V/+5Y3v5nRHruRAtNvMbX+S4/h2yxoC19zCzI0pf9SeZXsTg1ZlY0IcGw+PCFJu2MoWQ5n7ARgJtBqLV+iEVKzQDvdlcc4SsoBkJIwJrZJgVffAmNLNYl0ZEbboKHEtEwu1NCyNJVuBSdnJqWXxs+a7u4lxmtSw2DFhxFhXZHMxXtZqeJUXZbnzDhbnQALp6xhLemQjXmT9AwBMOTcfUdjfbIbXMGhq2p6yuiFpalPSEI9C6RbqthCSyeO2C6eDzHOaYLNQ5/3m0gjtOK7lcXfpeRIGaMbWeenVPl0sY2pFhNrwl4esPXnRFgsLXQTIRGmLmAttGa+h6v+kz6cnfZpBEfx5GsOzGZM8bsbON3El2yVxKTdsWQg+tNFyQa7WgzaDynvoExW+holTte+IH4sYyvs+TqBxynwgewcz98g3M96vBl0g5OqnHMQRIaDJGnBG9AnaFY2BW6ydOXOmMgSu1L7ne74H/+pf/Sv80i/9Er78y788f37//fcDEI/+gQceyJ8/++yzGSW4//77sV6vce7cuQoVePbZZ/Ga17wmb/PZz35247yf+9znNtCGXe1LNjRQtesQJpDjFFQgG5/2ArceyBXQh9mPW8jW/tvm3XiP5Ept2zZJf1oj4qTNhzjmviMXR/bx7OZnK4uara560y8fb587f578Gu+nintzMarM+5u9xiu8RlfhFeWqg7Y4zggMbbX0ffrZXDd8CKS9l7s4MFXK2o6sgi192+p9X2kBOcmz5lCB2Wekud5Ky2Jba9P2ThIuuB4s/5njl3LMJz8+B6pTYF2TbKbd57wlG1+Hn6s5HTP+1t/6W/g//8//E//3//1/4+GHH66+f/jhh3H//ffjwx/+cP5svV7jIx/5SF7kv+ZrvgZ931fb/PEf/zF+8zd/M2/z6le/GufPn8ev//qv521+7dd+DefPn8/bnKTd/IjA9U5T8Z4eUBYp33xM2k1mqQ+Y9sTsDkMAjtUTTs1i7YoHZQ2AIB42iDS3WaG6oLKhMUj+v543aLlWGiYhCpnXI51WIpbz7LJIjev7LDIACU0wgxFArDK4LpwgxXPk2n1VxXwsdz5JpwrSlVakxiarrpPSue1kF2Mpm6ueHSUIfKnjRF7+Nd8ILsd1iA77++XJUJY3by2QfL9aZwgXIQB9D4oJvAaAaYYkFwr5zLx0kwdu2fLeU7T9YhSyYt+7RZ2EzHd8XBAMN048DCW00mYyMBc2vw+JkIxpRSTMxNLNMI6R9bKBpB4+uWrDoADy2hSWmkIBpAHWDWSiEUqS/5uMAv/e2LPbxYIYsChR0tyzaO+ELeY+jt8aPt4oMWLrTEinKo9sBlLj8VcCWP67jMDIuLM/pu6bQ19TqpHIfAx3fkPmHALIfQdedsWAdu+7CJwhjxUZpyAVjof1c1ZWeEu7GVCBL7ag0N/8m38TH/rQh/Av/+W/xOnTp3O8/uzZs9jf3wcR4fHHH8eTTz6JRx55BI888giefPJJHBwc4K1vfWve9ju/8zvxzne+E/fccw/uvvtufN/3fR9e8YpX5CyCl73sZfjmb/5mfNd3fRd+/Md/HADw3d/93Xj00UdPTBQEbgVD4Gqbj4M2ntPOuMqcQdC01BHGpRyzOyrHbssK589twrZF1sd9PbysUDh3DnJNCZaFkCVkff/c4p7Z1TZx2DHKhW/sA8giZimS1XYmwtLmhLvz51ijY48zU15QqJOFFYHAvRgCm6GWkOHVvOATwVIr8ziMMxBy60UlWfjYDItMbWBgcNK7MUK1nMHjsXzYdaBTB+C+k36MY/Gq/KRp99A/W9tkZf146n5k5YaXC7nfSzUI1kMxKPIiC1ngLV6+kH76Y0u/ZJvcx2lSGdwkBkHXgZYLWZzGqSz6QH0eFRzy18qAGAOACug0izgFCdUgAiw8mFmPPN8zz6Rv4uwGtZtQECVggDNOUv2s2j5eaKuVYt7VvFHh4/VAuX79n4BaWXDjutx7RfYux/pdtlbxBRypVsNrFiqs5oOUkF3WLiLt9TnUYWgWUjEExIB3Y+OMgRMjA038f9YYuFH4AcA1efUb+19F+7Ef+zEAwOte97rq85/6qZ/CX//rfx0A8K53vQtHR0d4+9vfjnPnzuFVr3oVfuEXfgGnT5/O2//oj/4ouq7DW97yFhwdHeEbv/Eb8f73vx/RhRB/5md+Bt/7vd+bswve/OY3433ve99V9ffmNgRuFNEK5fgBgFUcZAKMF8CJsHXa2fbizU1UNpGwQxlOCvvv2q41cnwa2Nx+PAPFW9uVKufPB1SV82bTqez3bYfzE7OfQOe8vNndm/PMwuKcJ2UKyXl86g77db41sPLnJ3hOzXDxmRA62dMo8W+0Hm99MYUvwA03wm9j/3vkyxa6yLK45u3d+baNZRtrr/rU9NfQrV0tEyV1obExdZoKAKqw0WyfgLLI2r1tF+ZdvAA7r1/Et7xDJyZm+W0yD2jHNvVJ6vu3oz/EKIsyUc2R87vcQOv0rdauWJMB4ow+8cQTeOKJJ7Zus7e3h/e+971473vfu3Wbu+++Gx/84AevpZu53dyGwJa2kTEwJ7AClAXEJoxtQiXWmAHMTB4KWUus2s5JSH0QnfvE5QUcU0UmM0s/H5+orkzmJjUaNWDvDQGg9DulDI9uwOx+ErHzznnPVYodNifPbc332whTI0t/q1iLbtP3IrUaA7iP4F48JFqPoCGVsIP2hSzXPaD2loCaYKfXyMOQF6mcDTHW8PYmmTPML2rTBD4+BlZBpHSXC4HVhxGcDgUhaJ+dysuj+c/z9wZTO35EjEh7HbiPCCRICvWdnPP4uED9tphNU8lO8PoDen5K6hS5UAkCgboI3luClx3oWOSs2S+AQAOb19A4hyDkv/aaWqPIQgB2q+YMFCrvZiW+FKmEMfou60jQoi/hEKCuEthOxHMcCDNirvRsN2G3HHLiLbUTAGyQaO39IEHAuPd1Gpp920W/TcvVsc3ZE/4dHUaEywwOAbxUUjEBCECYZB4iF96oyw+n8lzZmBnq4e+LjZ1DBWZDAzdU1sDzCw3cLjp0k7XKCJhRE7ymtsNAsNiT1vrQFENBBISwI56XkLSAkJJjV2/pk7L2hShUXlQa3STnYcNYDIH84iLUoiuznXcGQO5Ls0D6yWebAqODPPNxvGeZajVBANLnvgN3YggknRjjmIA01uEAwOnQ2xhz3TffJoXvrWJfris/1dyFbdfWeoqJwau19GV/Dzi1L8bA0Qo4aozL9tgbw7X5OQHVQsV6T6txGRbgMJbys1lpT37Ysh0AqV1gBW5aNj6gRq/dhwje65H2e8kWvRzzcXa2ViiJqJ5pA+oxDCShgzy2E7aiCaRleC2LpetyjQB2MD33nRgCTkyqDW1UBE8br3bRmnsP/WeTC0vlY5R+7tzXX3828gI4RpjIWNav8vF4K1gmn9QGmGzUGCexvDPjJOfr9uXZyGmLLjzgzgdgw0DNVT+B2tGoDLUTrI42B7/YBgHjixoauNnaLWcIXFW7EgJgzSYB6CJk5YBnXvgTpaq23oJ91sS12SYae/msD9VCc4VJzP7eBn1v65/3GIBMSsp93sINmP17G+vdJjxK4vUCZcJr4U+bfC1cwYoYtJ69Hde8/ghULPeTTF62jV27j+PqedlxFjayCab6HFdk0pNVq2u2MyPOrtEmf5fpkBGoHcqFW5t5lmMS0umYHA/jCuNUGU7N9Vfkvyv0YVdowb5PSY2Zpu9AjU6cJMw215dtRpvd19hLcSOgFCZqpw6vfWH3yqeKGirVXmtFi9D3G9gMKc7xDfIx6mNWAlvqgMzOEydppry5ranXfzMQBm+37e2WMQS2Cgi12+X4YOspnMAocJMOTawlSCV3mTtCrcePmcWSYXnp4tmmDAuyi5OTwY6RkGKXPYdswa9TPfGrN9BeV47jK9S8U2mt7StR5YWQJ+S13vRM+CCL1LhWSQePE+hoJZ5HdGJOFt6wc1iGgGZNgFn2XQ8y+Y8z1QsNKmfNcHCGQIbPQ6hrGrhFi01paG5xHUbwxUsynoB4q30v/RjHcq6558yPhS5cRCSQv6sKSOMEDgE0JYSREFajoA/DCF6twEORJK5koX2IpEmPrL3zgJyiOE2gC5cRL5HIF/trtoqEvnkUIDQ1EfwC5GFh/174TAsjk1aaAmr0MsMkk3nUZ1/LDnMvXj15Q8lD6LmvpFUJQ9ERsGvwYaA57oXqV6DvMN59CsPpHmGdsPjCEejysbwPtkh6vkL7zLjaALPvXwjZecjOMzNoBIAkxoD1xZ6ZBOel1+8tx1AqLDIjDEnmEQSgL6nNBBTUMb/LSu5UBMlEs9g/yzsMrhvaGLiNCOxst4whcMXmJ5vWCMi/7jAm5sg6xlIO8lLJjzs0Y8MT50iqYZ7y4u5VBmWhK4ss96HAmTrhEVC4AN57I6fB7rveTkAniffPXbc1H27o4ub2gCwSHupsj82cGe9Vb3acm2PIHpmUfE3FQ04z58rqfi504rwbsrK5QF64KmjZ9nGZADxNwJFmPiyXwMG+iPMApQYAUZk3mvuz0cwgsfS//Gwl8dCJ5P/VGrxey5h5ASIf+/bqmA3Rb2PyrkIKh3W8nALAVr0w1cetbhUV46M1AiwkYYS/bc0XSfLNozeUwBPqYlP2uz6LWfFwo3/C0LcFL3Mk7Lltyy3bWNqzGyPWZ3oc3xPRHQfE4x7d0RocZ7gBgVCpJdqxmh+vB5JDiP7afNghAMbAIBiRFCWdd+7d9gbimKSgkKYeE9x9nlvdSB0au3dAbfzNNWf03ajGwBc7ffBma186hkBL2DoJAtCylH3jQhaSdOlNYRsOVL9rpH9Hd2ybGMwQMGjWiFhBi/0E5GOxKqnl1KCm5Ypkiee9EDNOqqpyW5709rt2QWnQgbxY2zl5B6N62wKZvfN62wzLThPQVlnciOunzd/nPJm8z7S531zzkyKn7BFyu59/vnz6mv1t2gHWhyQIEwXxXokmSWtUg4ktvesKbYO81niMWRcj5+G7+2spem0densWt11fawRs7Zy7D3YO02ywioMcZt81EIrxM7p7tYOPYfvSOINsGPHUjq/jUyE5eo1hYsQVIwziYW9V9EvN8zxnBOq8AWYxbrzRmIosuUcLq0JfdkxDMZ2jkbklJl2+6JB6NR66AMtoqppdc1AeiVWJNGMgpI1Q1zW1G4k4eLtttFvGEODEJw4PACjGwLbYeWNhbyymiQEkLf+ZACaEPqA7ZpUZhoQLDIcD5CU02ds84ehXbvGmISkhjvKiyOygvD6Cpk4s75b13KAPecG3z80DCuQkjhNoGsqYGCt74MLEbr0c8wSnlOF7XvYCmROVRc7i69U1h/qYdjzra/ZyU4FtJ0cIG4aSP2955UpAyySnORTCzq39qrTUty0mLvZbEahIvenVWsh1HvIOBCIH07dpeDEKsuC1BtQzZiU40iiVASU7YZCQgPfQsxGx6bVxCPA0tor0peeUGgB2KVTg/Sm5xdndt7lcdxN8AmoDwHQjApDLQXs2enJ6BIrWEDnErvL6JfwmRhdEU8EQqXGUMbHmFxsWMSVarasFucoYMu/drm3RlxBa3wmhrwvoLo+gkRHWE8KlY6nuZ8+YX5Ct+awNMziSCASxCUSpcW+S5IC++2OC8TaywbOB5oRNsqwZAzGCFyLONd6xwHgqggMQ1mLE5KfCEA+HlhCRPotBng81BogkC8FnELDOISfi3NxuN3y7ZQyBk7arLcYAYGOhFU9bkACx3nWSGRnUMUgnv80UPqhVLsZBigrPUjkHjUn4ba0VTpQTCCgSOEZQcJ6C9XOLd7NRQtg+73RR0evgludgTGz3wpPnJNgk6hfy9vx+DJ0nacfNMVDdLqeH+clmmkoZ4WHMCynZsYOOa4sKtJO0bzkjoZSTnROa8k0WOJ0UUykJnPcFUMXL2SAg6KJgxkKJL7NOvpTxx6Qle4fSPxONsubRBX+t+do2rzkv+Jp1kPcxLoeP2Z90gj+JRoJDHLJRkssq6xgEQbjy+9lKGetzySmBdFx4HJvnvYXYJ3DmbDQZBG3Wgx6Dc3ZCzHB6WI1CphwSaDWU+xJjPeYt0mZ9N6TFbUdqiLBPp8wiP9hIhczo3jZRJLu3WkeAu4BpL2A4JRyEHglhLhnEULzEoiNh1zEl6ARXb69jdtMZA4zZSMhV7X8Lty85Q2DDCJiDpa8GWXCTs1jWyAhAJgHZJgrNZV6AbWPeE0HU3pqXixiS9rOeygMZSWKHPoc7EDLEUOV7KyTcwpQpCSlJY5Lcst9t2/aF37aw2oTOXBZgIza1Hmw2RqiGd1MSJML3tzpH00fzFO27CFHNO7EuhHV9xz33KMvcYuz396Q3CpIDb5PmpBX3SEiM3OofWGvvA4XNRct7+U0/q9j9NsZ3c005+8CnGTbbzV7vthi/bydN2au+DzP3uiyqWboaxRBt1Su3nmMbyqFhBClgBYCNdKf30Ru9V9PUKGRvJNtlshoAFjLw+7R8A+t73nnumauvmbfdGiIhBgYCkvEO9Lsrhcdmj3cb+r+Z2y1lCGwND2yk7DQvpGc/zx64fhk3PH2L1bOGBPTY2dpnuPgfdOGVfgl8D6ReLXmqX17bp7+cEFaT1BggQlrKraPBEeCMdT4xsNKyq7YItV6EwZB5Im08m1QWGgJkYc0vetj0QImkbG+v+dFTKjoI9r2HYdtm+f2DW5zNW1XDQuwoha4nIJMBkcTb6xdSLth02s0D9XnxVzIOvMfVbDtnBNQle23xD6WaYt8DfSdjMUhJXjEKQtYEqOLlWkXPH5spFRlbQMMHc8/5DGTPTYzX3dfymY6jiQM11z97jfY76wPtPjMegtq91b7Z4HCL6da0P5OD9v1W4mA5V1eOpyETBmoDSDkGejGC1inngmy8SSH7cSooE0lqKPedoFbWB/vdG7Bt2NDrZQA1m9+3lEBD+b3KDjLDbjLETucGM7RdyI+b/2XHZi5xDr7wjoIYAx2qegfyf3EkWgJu9VnFQblxjYHbZMHd7ZYyBK7UKtj3pOEBW7zmysfacRlbvFd9OcGZTUt2TFhIQAyLFMUq50BIHeB5BcRAXJVUH4P+TMCo0lgnEtIZkGP3WVmvJQ62Wua2WLchhI0h0cWiXdSJlGw2w6loxxRuofPnmabcL170uysr+j7EkCd1MVyiDJxC99cUEtI+VlyCbYaEXyBNIVAn61xK2WKxfrGKBIxuHCnk+yXHDQWRsdBHk8Ln+5r7YrwJ7zVv9Nkdx57zEOowib8+uzb/t+3rjQHfNAMhG2/tsVpDxZ9vwiYy5M61UbVSETEi0sJK89edQ12cADjDL9Xpk0QkJcLRGjRBn60ZtGXuGXN93EjZS/mfTSPA3zq7J6l2REpqH8r/xisiqg0DIKORMjxU5od6gLQ/vHUMr7rdCAbCLb6YP592SxkCJyILtiTBdmK/YklZWcQ3PktuokeZvHKRD0MDAHn5mEsKUATCBCSIETDuE1IPhAGIK6gaWFmcidvFo+kPkZCd/Eee0dyOk8W9Xd8QBAWglIBJJ8M0t0A03qHCnEJGjOLxOAb0xuJjbS4H3Jjttp8t8n7cHcJhSACb0BA3k7rTDqj6sCWdtNoXmPVi86IJygYVRUUygiuoBMwvHHbciM17Yx551+U4Po8jaLWaIX/b+QMQNBVRDUvquuLh2T00dMHux8x1ewOtCh343H+/n4Zp2O4TO7QjX1OzPVBi95kYy5vPg33vuACZKBhSkSBOqRS8ApArX+b+uGO377pLefWfuQEpIbe5DIG5a7T9oIt2QCFQshbCMiGh1ghvUQdgQyyI9N5xomwMWMVB4s2aIEyEkOcmnVd8RcVtbRuSNxP2mU0hfLHRAj//Xuv+t3C7JQyBWQNgZkG/Vq9w1gv0k7YtzpMu7gHV4i9lPw2SRX5hwygLZ4rqyUQxAlZ3EcZ9oL8MLL/ACDl2JwaHMZDteNy1JCkC7y1Ay176djyAMZU+t5C3efJ6XUnHKNiYhZSh3o0Jw7wy9dxIK/mx5cabh58cnB2VbFjBt26ScLA2D+r9LUIDFTuPWL12GkeZEI0MZ9t5I8cLvLTH2ta8YI4aGJTtCL/IqS5B3+fKgbzXgxfymoVxEhZ7NX6haOlvG9++A+8vwSEgHB4rsqTHsQk3xmws0KLPgjjZAEpJSJbj6Lgeeh0zMe92bIrxFUrFQerKe2byzRbbj2bIpSKH7HUbzFAzWH6O++HHouVN2PcmIz07B1AOVVSllOfOl8/jRZlqTgbp9eTaEhVyU6Nyfr+yjX3HlYhRpbTpeTj+Z0olFNAieqQ1IwwZJOTU5WCZIRMq/6WqPmgiXqbR0Rgf1bWcsG01BoAbAx243ap2SxgC16VtQxPalxooMsPABnSXdzMjwKxut0ibIWDkQlJ+gVQtFDRg2mPENclLTaggPu+1MFqvTA2REGTyTho/9wpoqI/nld+8UcC6QDFQxGu8J+0nQZKJnwIXz4cIG6Vh/aRnsK+f/NprSVwK1ewKNwDZIy0s9WbCCcFB2w6SvpJgil2jrzjoPaGUSsqlN7ZUUz71sWRAzCEOLq1vI60SAFthpi6Ah64YJlZ0KPfP6QRYOChr8wf1EBNAIl+7cR1tmyMnAnUM3P4f7T5Oct3GlG0n/RbqBxzRr/k88xn8Chbq7+2ck9vOtoluPDwaELAB6uW++Wv1fBH7PB8nbRpQVwiFzYbffEZBcp+7uWbWOPTHsL9n0ImN2HbbxRZ1uIrFfqPdwAv8bY7A7vYlZQhsQwOqtC/5YN5jsMl1i9FArBAqc5byBEiESNRiENgO1e9MyGJE3TFhcT4irAlhAoZThHFPfl+c7xAwbhCw2jhg1adJ4F+yhSmEOpVJrysfI5brs33kPIZpAt7DriZP+1EvNNcn6DvkrAUTxnGTLNEEVknVetyV3eTRgzkWvCE9RhYcR0EHgLKYGfxtLPcYC6FvPagCoRtZi52aF9tpgRs2A4tzhgKMqLgwFGCJdGYfqQtY373A8V0RlIA7/jBisRqAFItErR9PoOaiOC/Y8ssLEkIAHIEt6PXYfnZvYlRyW5LQRIxlDHekffnMA19rgRShKLeIi0HC7lnwYkUqSERmqPlwAcm2DBTUJf9eG0RyPtd3l/YJwBEdCyeBycilM6JC1iojpxi6HkHMxE6g3COe6V/7d2juYXs+3wJtOBaiFOoMa/8MzJ0zQVC5LmyWfFZnw+6JoQJeqKsKy7Rhndw1Z8TkD+uTbVUXfLGMBbv257P/Ldy+pAyBqulitTNUMBNLzz/m3RmhJ8gLZPm+KRLSwiY1hiG5PrWQuyC8ugSEtYgILS7I36knrM4Qjr6MkBYAJcLyXJQb1tooNr/EYmRYpTEQRKM/KQTb6QK9Y1wszYk7lkUrBOELAGUBn0s1tLgnS7gjp0slZL13yWRwHhcADIRSWMb1zYVEeBhUy1+4ABvhmkCgpVTdIy3VS2Y0+awBy+XvllKlDzqxrR1k37LvY5RtuyiLqTdMyMHxywW4i0hn9rG6Zw/TknDxoQ6XvlwZ37TEXef2QKsR6KZSU2F0kLUt4iFo9Uodj/Ug0tKWCdJ1ci0621MXZYH2xmoIueStKfKRQxx2kgLz8yALeJ4HXQhiQ+HRCIpu0eVsEGxJ6RxHELvxDm5Kmns3p6lwA2aEoPJf9n7bNVWCRvrSkRAjqVn887as6JaKLBGJQZizBkzXIgRFi1Cjbv7+AcDaPYfZYHYpt0AOK+ZtgNqYcOEAI6EihozCUUqgtfJlUu9SmDnzknKoMqVSrdAjJjPKkjvbrlLEM9vdbjdeu3UNgZPkN8+1k4QIdjSvJWCeNQenNmiHCSVLAO4lDQOjO05II2E4iOAIpJ4lvbAjkQxtW4bOy/GzN8AqUUxUWMQ7rsUyGfI1kxYp8bBmiwT45sVfYpA1P4hgTit3W5CHGmbO2QRzx52bbJJ5+UHFUTQEQKqKli/OtObN2w9V/2c5JORSS33MuWXPu4U7dQGpI6SeMO4B0x1CuJyWlEMGYNaQiy7m3rsMoZDCzICa08QPJIsakNPnMlrl49IBCjttQsfVsdrm3h+fkVDSGgMwjfnz/H8WxPMeoz43c+Eajw74sEPbWk7HNu84a1goadB087NHv+3w3CyA+syhJkFWDsAcxA9s3of23jX3oBL8avsVmvohc2EAF96Taxfjp5pz/P4zfIRM7rT/T4IG3CRGwO3QwO52SxgCVy0vDGyH55oX+to7Jf9lwwD6QoZGSdBBgIio8n67I8ben8iCAgDnH+4BBuIxoz+S4w6nCOOB5Gcvn0tYnk/VChpGJS3acU1ilsxjafpNpXBS6gMo9kBi2Z2NMFVS/OSYblJSbQQO5feMKIRSi4BdvjymJLB2mx/vIViLB7fV/Ww7TpX8LHXizRuSwJPmh1vq3jAUZnsbbjDP1Zj1Vg42xkKm0uv2RC8aJ3BkxKMB/eWIMAQcPBsASGhg//OjKNNNSQiAfZRxOVpLNcUQwIte8tbbhSM1ZK7EgkIserlnfScZCoBmeqgXO6YiW7seskwzAOGOqAGVOQc5ju7h+AAvNJSvP8v5KuTv0ycjsvZBrvg49845DQOaphoe9xyBK/FD2nh+xfb34RT9X3kJ1q9ZLYOGm1DxLwzlYK1w6ZADuRaWZ9xCUqnUJ2BDb/TcZAjKTKyeUv23fOhSgf3YkL57fczy5EELmNHI8mNogOc6+JBdYwyx709rdN1MHj4Dt0MD29stYQgAVzYGrilbYOMkvHsyAmBiQcIXmLGoA9UWOjukQBdPQJzExaWExaUEDsCFl3Y4/5UTeJnQfaHD3ucDwMDxvYzpvmPwEHDwewvQhCw8wgGIg/Sjs/6zGB8cpLLhnAyyGSepd3nPgWRuHZOUxF2vZPsYFfovnrHAlkFqLUBCEWRKSUZijFEWroC8iLbELMl5VmMljfWCPSN2I9X5hlwaOHv8OX6qE5cuTny8yueaWwh4mgr0a4x4Iw16Yp55oMMIGuXvHkDXBXSHEw6eFVGk5Z8cgQ6PgRAwnd7DeHqJMCTEJJAv9x3SHUukRYcwJtB6VOXIqWb8G9q16JHOHOSaEalTQuBqQliPrk8qV7seStnmzH+ImduQJZNbwygA2Y0majxJ7znqfqrZn1MV4QyubR78NNWVNKt7G69snPtQX2XEOGMin8/xKaZJxiR/Z8+Kufwo971deHXRFFU+fU4yJEel+JY1exb7DmlfMnrC8VjXT2i9fW8cNGGfrFhI5f+06JD2Yp5n4kocgzBI0S7KIY1UFn8L26QpP1+7wi9XJSl8MxkLX8LtljEErtQq2Ncz4K9WLrT11K6mmRFgzopDCkhDBJYhwEG9+VEnBgZ4kRD2R6S9mFGCaT9heTBgGCK4W5SKu53Khlq8XtOJKHHONJgVHIGXP9bwBQjBYs7dDqOqgStz2VO7XCIHrVLNdQi0XVimzVMmqu+nT0kDS4lYF2awveu8eBevVu30cs5gOxQ4mwi5OlvwULn3PM370sqBKSHqZE4MmfSTwyjJkKCCoMhkDzGeiJAfkpQ2J2AzuKItCnKvqogYl4m/VodEvbB5sl+b5tUs0FUNgMZ7vCaD26eCut+LRsPJWnXuNm+9RTlahGFbKNETGOcal2diZ2s8fX9+mkMD2nE05NDzDrIh6rYLpAa8fp+cU8JATkH252rv7VzWzbXIDt9I7TYisLPdUobAVlRAJ4GKHKVGQP4sAVksZfbgM1axOQ3mLFnclw2CsxcWmRg47Un8GCz6ALKdhPQoSBhgfYdsE9fCF6BJLPruXId0GBGPRb6YCaCRsDrsweuIsIbkDRMw7QHDAaE7htRRX2thkSEJAmEQfuNpMQpi4cWQuA+YDnr1KJBDBZUXE2rjIgssTSyeLbN46bqA0CAeSCYsNd5HFbOtJJBTqa7nFyOz6dTbJyIJDVQQO29O7E3xmErxsDIYOJ9js9xvqiZXmiYJiUwMYFFDq+oJdrrw0XoURIAmgfKDepOjiTG5uC0FUN8XToLdp9WEMEwyxutBSIV2j9r4slwkTBiIhwE0zqTvtfUKcsy83AffskaDef/W57m2IeQ1Y1jlbalCGDa4Aj79UjM8cnaEVigkQzLs3tuCyppR4YiqRAQsutInLXjFKWUdiIxwTAkImo6ZUkEaPM8D0Dz9qTaq/PvTjr16/paFhMRC+l30RfzLhftkfiEMp3sc3y0VB7sjRn9ZQkNhSAjrUciCw1hnCpgAk4YoSmXIMs7buAHy65ZV8gZCA25zBHa3W8oQAMpDKR62g/YcRFgqnDUTvRxAPaMZS9/F7XgbkMAMJJIXzlj7Nt90kgo4LiUlKK4ZYRIiUBgAmoBxjzDcIcSyeAQQB4SREdfA3udJPP0IcAdwECOCL/UIAyGuBEVIHWE4IKzPAmlJ6C8R4lFAmFgysibOxMPMSbAH3QiMkLhi0HFLXQD3kpLU2Rgr3JwXHaIC4ep5csy+mrQhDPaVLtJWXtgmvMprdXHnLrj7A1gO+QY6oKIvnFhCAH4ha9TvQASyUsaNgUDDmCfdjap4KaCtKJdFjKwscVB1N/PaxtIPOlohaEVBg+5pIvAoixallMWYaFKodkrAQln7pl2v5w7Ha9Clowzv2zVnVULPszAdAkNb1gPYPGLLCJgjBdp1W0slpEKe85EYuSBAwz7P47glKvpRHQAAqZFJREFUnj8rO22fRwIPzXHaRqFcM1G+J0UWm3McX8isLEZQcOdR+J57GTc6XpdF05U+zmGIXPSKslGSPXe/8FuooPLAnYFox3AcAAk7FGObFx3SIpaSxVAnQ5Gh4Y6Awy8L4Ajsf46xuDghTGJ000qyRmgYpe4FW82FKT8bFZ/jCgaA/DmzQt5ABsDtdrJ2yxkC19SuNUTg0ABrnqVbChCh0gyA+/H1BgDRH0gdkDSTKnVyAFaU2I6fonpnTMAIqSIIMTZSpxbwhAwNVueuOizH9dq9ZVJ0l0sQIwpKgooERkOgshbs+qjEfQ012OINzcrKtrBsYmTt/MrLn7l/aQsBzA7t4/uOm5Ev/AThn5x6tiFDy2XRJBIDBijn8v22ffR/QQDc+c2jjAHMqgfRxbLQJMBSV3M6m0HN1sd2sakuwsH8NoRXS7y9QuNd59/VmrG1Z2RbBciTto1nlujK4YcMl7tryZoPV+hDyxNoQwF23LmUXNufrCiZPqu2q93nbLShzC/5nOYR88Z7N0sMBJqwwPy7cMVMgRupMXA7NLC93ZKGQBUeOEntAIs5JxQvKQDQuvACacfyuXuJy8RNAhEGOY4JBNkiL1C+CAPxYC+ldiFImhlIEQOtNZB6wrQgqW9yAAynAO5YlAeXsnM8JizOC8IwHgAXXxpAI7A4zzh4VvoSVy7Wu3H9yBMFIOtCGJUnwFBRoGaXRcBEC0EyIgHHwjznPoLVG0qLKOENM5ia9LdWMY3M+yECrBCMr6JXoQZKIDRFOdiC59jrMcpzMIxlP0u3CwT0vZDkrG3xeGa9TmZkxMgEcUx6FlB0YQHqIqZ7TuPo/gOAgOXnV+g+D1SLvEGwo7A8pdCNaj5EQUG4i8D+EmBG6iN40QlsPCTx9Aym1jEjFFQHgJNbdl46Oe8+EKTgRdln47ptGz9WBl3nz6Zy/WQoxFgtnLMLbtZk0Jz6NuRigkPYRApsP08SFKh7yP3M39nCHZ0hFSPQOePU2jgJUmNIj3nNeTxCQZFs3M2wnMTz5i6WrI5pKumB0wQ6HuXvcXIojWbV2NyhpE7uO2BBRTZ6TMKnGa3CJ0lGDgV0R4zlc0Jg7I8aXok3QrK+w7QptuSMyGtqL3Zdgbl22xDY2W45Q+CqjADzODYsc1R/i+iP804qq9rtzyYopIbAKIYDd5SVBikB0Urt2n8RmBbiyU9LwrQEkq5R4yn5f1oypj0JSfAiAcsk3v5Rj/6CoA3rOxnD6YTucsAdf8Q48zsXgRAwnFlg2gtb8okpV0/MyAEcyY8MjeA8vlMfQF3IWRHBvJFYJrO0CEg9CSzp4O9sELiJO98uKpNqhmc7qUtAer8IKBLIMkIFxrRjRBSIOzZvsELeFDXWDlsozYt3cHeFcjTIBFgMP/suFaEbisrE7zus71zi8v2SS0dpgXg4lAncwa5Zj58ZNKjXf7CXYd+07HLVybSQ57C7OKA7XpfMAL1f6LpcFyJnAXikwr8XhrBEygjMTiOAjSACDY+gjJvF4jspdCTjMZbMCy8l3MSg5TwlDOO/Z2W7z6Z6+ubrHiT3WUg5QyLLP6uhJboS3aaXPAwydhXCYwaQGiuWdhmspK8zWvX5YSJH/JRrNVEoAOW+2b0LAUzufTEEqHcljBU5ynU8iEC9OCrd0YTleZkP4irld7pF4qwMcw4JtPfk+bYbzBi4zRHY3W45Q+Ca20nCAzkcQFlBMLNwg5vY1WHMc6ctpvpCUqIKpucgIYDUQZEAIC0MTSjbkPIJUrAsACoTHiQUENaEMIhXT8MEjsgEv8wc1j5WFRHzQQwuLZcif8oiZRkO+TC6ONXHgJZTLnDmrCdoC3/icl5DASxOaq1BEGb77NuVBKXmitxgxgvKGglh8zPbz9c38NdF4jGHETm0w0SgSOAJTk2uWXxb+FaNK+4I437EcIeQwfYAdBdCCXF0qL0+6GJkfTJOQSAxgoy4OQyq1uhSIq0fJ2kUUALlzbBe7cLiDW63eHITAqhKigOb4R2g3JNcFtohB8xFC8Mvkjp2XH1fjIBNkSQ7f5gfNxYeTzF+jaTo0QU1bHeFZHSOIeZSXMjGKKDUI2FF9IzIDLh33hk6uX/p6u/R7XbLtVvOENggC54UFQBQEcIyUdBBwI1VLbKxyuw2d18nmszGDwTuBOYHQzzkSV5UQQEI00KEgdJCEIDVSybw3iQIueqt07kee88GhEGPl4liwLSUU+/9CaE7AuIKWDw3SgXAAITjCf3IxetnBhAUsSiLEatt4aWKTQJZDB7viUN4AtSB9jpQYsTjUTIBSMiO474QHbkXKFbQfPU6+g680MVonECjltk1sRWFTbNnNAySAUDFc5U+FLiZdQLPwjQ8VR5kvdi6XOnJ/e636ztk6Vgdo6opKz1D0Fmgpxgz/bljnNEQEQ0JvIzAFIQouXbSwn1fJmoj+h2tYIWLxlMdpj3ChYc6XPjTE3h/wh2fWOD+w310F0geddt/PQjBzUPWMYL3FsI6X3RY37WHcT+iO5yw+OxF0TcoA+DyzLW0s0cBjKPhx2NCXrBpHGvOh0vTzGWPHW+gZO6kDK3nfvj99TPy9RjMO7dMAfPe2/6ZTLQRYU3u1/MpTMZa761/JnKzPpsAUuJMTMxhLO/9XzzU8wdl/FOB/m1b74D4sJH9jJNsHwO4L59zjFLka9Eh7XdKMCyhQC8nTGMS5MjrB2zz2OdIgtfSbiRUYM7pudr9b+F29UybK7RxHPG//W//Gx5++GHs7+/jP//P/3P8g3/wD5Ac+YSZ8cQTT+DBBx/E/v4+Xve61+G3fuu3rndXdrZtVnClmtYSafIE1nhsORXHDAQuMXeC1B0w4h9DxD2SfD71YhCMB8oDOJ0Q717h9Esu4857LuGel1zEPS+5CO4l9nfwLOPgGcbBHzMOPsuIKyAtAI7A8hzjzt9Z4cx/PEJ/aVC4lxDWI+LhuizUDNCUEKak0L0bAJJjWZYDR0lpTJ14HgjIaYfcEab9iPFUxLivcVe1iaaF8B2mpbL9vfwtIB7uspN4914P3lvIz/4Cab8XwRUiXWyFrY1h1HoDbnKx2O/cIu2K0mzoBOQFQ38sTa86ZgR1+rPoQV1X/YACeBjB67WwrVWlj7ouX288fxnLP/g8Fp8+h+7SWuSHFxZrtwUriNGhxh0n5Rvogk7MmPYI61MBl/8zxv/3v/od/LX/z6/h0n8xYjgtCzvv90gHC6SDRb2wBFmAsOjBd+xjvHMf63v2cenBBS58RYfLDy4wnd4TRUP7sb4Y3E0z4YJMtox1mCepUaXcjA2SoDMCzHDbeMeuRCw0tMUZOVZEirrYhD50Wx1j1pg91gOwEgEqjKMYAesBfHQMvnwoYlPDUK6hSuPkbChk/oB5+zGCO/lBYvDhIfjSZXmGl3ofTHEwJUXUdPsWUTDRLKvRMTaoS9RQUR8xLeWHCQjrhLiaRJTK5qrk6gpMUzGWdrXWCLhRFvVraBYaeD4/t3K77ojAP/pH/wj/5J/8E3zgAx/AV3/1V+OjH/0ovuM7vgNnz57F//Q//U8AgB/+4R/Gj/zIj+D9738/vvIrvxL/8B/+Q7z+9a/HJz/5SZw+ffr6duhqag5koaHGm2CH8wNlMgA0RMAlFGBhAm35IbL/baH186rzvrk44yBixGAeiGYURBWnGWX77hiCHIxAtxLLP6cuWijDWmBR+DOJ33w9zTgYzOhDEx6qJ2zwDUIApqXE89OyTGpMEMU7k83N5xCPBl0AxvpgVaU9y78G6gXOx21njLYT8MDLRNhOeImRJXXnJku/UNlknVGAMq5exY2YwWNCGKWv5q1tPQdQFltm0Cj3PK6Bzx+fwuluJemGEZJONloVObcvIH3ymgN6btGoIMRVSfHcGJut/TrZ+/S8Iec59UgnOrRVy8GeBwsByMaFY6Ko1Eb/5hY6mxPmwk++b35OmNw5FbrPIbCTDB05RJHdc2J/e9QA0Ewj2SewkEgxFfQvpxoaP8Bfd86GuI78gNvtpmvX3RD4lV/5Ffylv/SX8N/8N/8NAOBP/ak/hf/9f//f8dGPfhSAvLzvec978AM/8AP41m/9VgDABz7wAdx333340Ic+hLe97W3Xu0t1c4t8yS12L7vBmwmyGEyQ7ZW5bCxdeQm5ivf5DAKaksD4TAhDQOhlYTWVv9TUFRBJYDlOmgjD0AH9iCWNCMTAMmF9Rrz07pCxuCiowt75hLCWl707VC9A84YxKrEraHWyhDwZEgNTp+GPxigxRUFLRQS53/M2+qtKGlMChoOAMPWZ82BSx9N+J5DlYRBINiWgi5hO9apNoMTKxIiXVwgXJR8eq7XIBgPieZonPY7AuC4kp+r+yr2sJFK9Yp1+lolg1jx8rTeEaJR4bHCMcHlwYFkItLcn4xBDISjaMwVkNIOIEJizIE2GaGcm5eLlyiJOY8LiuTW6o4hTf7jA733iQfzuqXux99mIaW/C+uwCi/NrxIvHYnSMU+FZ7C3Aiy5fW7i0RjgaEI9HcAwI6wnh/GHRgrDmDTC3eJBTtsuEM+s7l0UlX5UZdFkEp9yL2YwMW/y7ri53bAaRyyCQw7NUMISgTDm0kri8uxSysFQmK7bNUlNt7F3oIl+H9UP7WRWjMmTQzq/zBC2Xuj2pLgWVAlIwRwL1eTJRVmsWrIeiNTGK5DispkAgjKc6HN8lWTp754H+4oBgGSWqcElHK3mfdLyyeJD1Ve9bHtOGR1B+PaGxcKOhB+qMPa/9b+F23Q2Bv/AX/gL+yT/5J/jt3/5tfOVXfiX+3b/7d/jlX/5lvOc97wEAfOpTn8IzzzyDN7zhDXmf5XKJ1772tXj66adnDYHVaoXVapX/vnDhwtbzzyoL7kAFNuKT7nPKXr5a8pYRACDLziZd7Zh11WPxvCcGRfHIKTHCxNkASLb4tqiArTOJME2EGAMCMSIxqE8YDwRSMOGguGYsvzCg//xlmawXUshG4uvKKk5U4op2ndxMPhuDiIwGpF6MgmkJTHuF5MgkxkQYkDUMxn1FQBJE5XCSSW1aBoA6UTgzYytGTHsRaREyghEmRrwM4OhY9N/HsbDp9zshuE2TCAX5hcsmT2tz0LJp6VdGm27XKAsWNGIqFg87Q8GU2Cw7wOLDPqvEvE6F+BmQRXq1LjDyjDxxfq6MQd6J8l28PCCuJhx8rsP6P0koZnFeQjDggP4iCS/AjABFAXjZY9rvxTA9HOT8zOjOXy5kuLnx8qx9vzB0ISMzBIB9GeKG/V991pJxW+PMPssLrYYdZt7nXLzHLbgZ7vaiOK1Bb0aEL6Xctrl+tddVGQGh3maaxOhIDCz68nzoNpVS4JZr405Tcfso77EJT1lmBjM4xCqLZDglqEB/qJUKxwRaDWIAKG/EKwiyN0QbrsY2I2Bnu9EW/rbdNgR2tutuCPydv/N3cP78efzpP/2nEWPENE34oR/6Ifz3//1/DwB45plnAAD33Xdftd99992HP/iDP5g95rvf/W784A/+4PXuam479dFbIyKxU88rVr1sykLeMUEYVq9EPWZA9zWv25+WdbuJkNYRIwEpBaREIGLwpQ7dZSEDdkcQVcK1Qn6Z9MYgLWlL5q1Z122NMmJkDMo2Lp0wPqRcj2oejGrAdOL9Q719jtrlruyLJKmINAJ9suwIzrwCX7KXpgnd0YQ0Opg8MWg1ihGQpnpySZylXjcmnV33z3/viGgVd6D1/uyWmDFIOgHbfr5Kn5eNtZCQ3ft8DyiHMJiphnfz9ZVQBDNLTJulUIzVq2eWe95dlnvRHTHCaM8WwJ0rk1suQsIRbClnTcij8Qb9frMiT77ffiyAstCfBGL2CIs3FlqBoHZRanP5fZggNZ9X6J5btA2mr65r5pmak0H2RoCluVKonyENB5AZNp4g2V5Tc/yKK9CcN9eUMPVCVRM0NdK0AMZLwhmIk0MrM6cpbb3fsyjJSVQEb7dbol13suA//+f/HB/84AfxoQ99CP/v//v/4gMf+AD+8T/+x/jABz5QbdcuvrsKlnz/938/zp8/n38+/elPX7f+bhSP8bBu25RYxgabplTIN+ZBjpPozA+T6HuPCXGdEFdJSIIMseSDOpl2+glZJjiej6AvLMDP7GH4vdMYfucMTv9ehzt/L+HO3xtxx2fW2PvcCsvPHyNeXuVz02oNOlyBjtaFrDWVyYljwLTfY7pjgemgR/JliA2WnmSxiccJ3WHC4qL89JcZ3SEjHjNyLYM7GEf3J1x+eMSlh0dcfumES1+RcHQ/YzxFLiWSNLRQPD66dIT+j85h+Z++gMVnvoD+M59H/5nPA184D6xW4LV4VWST3zgKgWu1Us9GJzfvWasEbNG5l+8pRlDvtON9/vSUhPDnq+4ZQpCSSBSv1+DjY/DhEXB0LESzYZS+HB+Dj1fgwyMhhh0ego+OwKuVeobmnVL2zLAewCs9pv2sJQySyyb7ksHTpJ7hhMVza5z+zIgzvz/h1LMT+ssT4rEuhvsL0R5Y9lkwR6RlB4QjOW8+nvUpo1qSW87jpD+CZMDIcEaqBPLYZhGlacqsfFosyjFnuBS22GetBTUejDhoktDisZqXPwHDepMoasdt1Qd903sIQDz0pZIp01T/TO767JgmPW1kxBiLlHLXgfb2QKcOQMuF9F3TMKlT9MqTL0PQcIt7dj3pGBC9gEUv5Fl9V6SscFdlfHAfRbBrGTEtA47vDrj00oTLDw+4/ABhONNhPNULoqA8lSxRrc98vo9thkDmrdThgCsaAVTzY260Rtfh52rbL/3SL+FbvuVb8OCDD4KI8C/+xb+ovv/rf/2vg5SIaz9f//VfX22zWq3wPd/zPXjJS16CU6dO4c1vfjM+85nPVNucO3cOjz32GM6ePYuzZ8/isccew3PPPXdVfb3uiMDf/tt/G//L//K/4L/77/47AMArXvEK/MEf/AHe/e5349u//dtx//33AxBk4IEHHsj7PfvssxsogbXlcomlxdquR9sCy115H5T4KBeRG0wyoYo6XoAo6Sk8B4O+yzpkFXkBlCeMocWF9PgBiCtBAGgU3fD9Zwvzn4ZJSEnj5Lw8Z/Fnsh7lv1kZ66mnuqCQMwYoEKwKIE0MDGq4RC2WpH1OvSgcptMjlmdWYCZMUwBPhLFbYPp8lNIAqnnAEbnKHgES+780FDjXPCoXU+YYQRQLnDmzjVya5MpnCdrQhHrMU21rSvg2AUwi4VvFkW0RmSYkM1Y9hD2XPt9Cx0bM9HF3CNpi/S/7ut8tjTCod4uAeDRg7090XDtCcvUOeNGBJ5YSxOYeK5ScuQP2rORYfwP/e7QjkzGL95ufex3DLKLUKUeCU4W8bIy7Nc30kGqY2vxi4xEtl8rnx6oiEbYkuDZNse/EQ49R0hvn0udSea5myxl7FCDGLHhFNEkGwpQkdGLfh1C4GhMVqeeWfKjhDQ4SEtCLK/93Qbqq73B+l6PUCxkPCHT3MfYP1hj+5AzGvYAwsMxFmbPQIGnbUJurgfh9LZcbvb0IoYHLly/jz/25P4fv+I7vwLd927fNbvPN3/zN+Kmf+qn892KxqL5//PHH8fM///P42Z/9Wdxzzz145zvfiUcffRQf+9jHEHVee+tb34rPfOYzeOqppwAA3/3d343HHnsMP//zP3/ivl53Q+Dw8BChefFjjDl98OGHH8b999+PD3/4w3jlK18JAFiv1/jIRz6Cf/SP/tH17s72pi/2BmHQYo4taTCXZlUMP4XCF/Awq8Z4LaebUyr5vKnMzxnGZIn3h1FDBhoekHxgoLss33fHCWGtBsCYCgt4W413oMSaXRiCWI0SloVe4o0m/CPjkqcoEy6igmKAxGCJK4W4DyNWtJSwwDoAI0kI41gY7kGNClajAItezkEkk3GSzpB6lezi/RkNSAHA9uvcyU5vQgm5eM2EzYnMkUjLvUa9b7D0QIcu2D6eBNc3r5Ydq9nP9t0qZex+ZEHXAjKBwCmUcsuT28ZSxQAl0FF5rs0o8Yu+hUliAEgWsIwImCqfQeA2pjPjY8fLBvHc9dj+yr9gQ22SkuB8JkUj1rRRdto1iYg1/TFjIKi3GqOkRTLLOEztsSZnoaNcr97vrFdgRoJb0K0WRGUs2DhDQ1+2vTcy/Du6jEh7TvZa9w8QZ2CjZDjLTzxm8HMLHK4iDi6TiIlZ5kI+/gkX62vJ/b+azKwvofamN70Jb3rTm3Zus1wus3PctvPnz+Mnf/In8dM//dP4pm/6JgDABz/4QTz00EP4xV/8RbzxjW/EJz7xCTz11FP41V/9VbzqVa8CAPzET/wEXv3qV+OTn/wkvuqrvupEfb3uhsC3fMu34Id+6IfwFV/xFfjqr/5q/Nt/+2/xIz/yI/gbf+NvAJCX+fHHH8eTTz6JRx55BI888giefPJJHBwc4K1vfevzPr+HsCri4Jz16owBAHWFvDljwHTqzRiYIF6rxYmJcow2q+klQhgmiZEnAk0BpMI8tkhSEhIhqSMnTHxGdwwsLiWEkdFfmBAvr4UFrJ6llBUeiwiKVaXTMIBN/JL3r1BxnlgYYTWKUmEfkfaKh2ach6kPWR7ZVA8FqZC+dpHQHUVNXwP6SzIphQFYXE6Ia5vUxQiYFgHTmT3QspdqeUQK93ImMmXdfKDIwpItHDMLvluUrF6B/FkKAvEwFq9UZYUJQy6Qh+BEaoB548ry6fsOWC7FGLBQBDds9l6hYaLCdygP5exEW5fDpgLhmpEwTkAH0JoRh6ksCg6lsnHAMEoIA9BKfAq/dxEIQrikIw2/6PXb2PD+Eugi6HgNxqHcnxBLtgA38rT5vEkMDvtsowhUQXWIRHu/Csfpe2T4AE8TsHbX5tGdtjgPM4CpGNf+K9tvIVoVJrBE0wSOtYHBRKA01OeJEbS/B14uhHzZx8zmp9Ug72IQNCRne7g4f1UO2vrtNTXs+rqI8cwSqzt7kHJBaGKEkYFjAgVFh9yQW1rg3jnG6d+LSH3E/ucY3VFCWKvQmRkmKZVnz4Vt5ms3lGf0xCWGb3Cy4I0qMfxv/s2/wb333os777wTr33ta/FDP/RDuPfeewEAH/vYxzAMQ0Wsf/DBB/Hyl78cTz/9NN74xjfiV37lV3D27NlsBADA13/91+Ps2bN4+umnXzxD4L3vfS/+7t/9u3j729+OZ599Fg8++CDe9ra34e/9vb+Xt3nXu96Fo6MjvP3tb8e5c+fwqle9Cr/wC79w/TUE5toVMgiqvGAfBkhwGQTOw2ozCYLbP7nQwJhAIboqYCj6AiReP0is+biSBaE7SugvSS3xeKRiQDmNaMrnYPNE25faeRuFCwDx6pMQ0YzJn4z9xyihAU0dND6DefU0MeIo34VRjIQwAMvnGP1h0mwCq7ugYkQEFSfSiTglEX/RcSNAiHR+4jHPyYrjzCEC7j7JLuWeVdUBLY5t31vM1vZxpMFZEaIcEghlcfVkLKDo4duCoMgQtwVrdkjy1temHrEvIwz1/P12ZvB1EpYijfMD5bbnUIB5xEnj+1ZHQCV6JaYdEbRuQK52Zwt7rm7YQM3JzbSBqkW5zVvPwYApiYGhxhk0hFG2m8rias2T/vL16/lnxtTuYUYpuigFgLwBnzkmqRA79TxEVOL2ISDtdZKvr5oQQuaU2hV5nH32SEUglM85uHPaGBFhWkaM+wQwoQtiDHBQsmdSwmhlfJV5YnlOwm8LnS+yNoQ92zdCa8KWX9xz47qEBtqMtecTtn7Tm96Ev/JX/gpe+tKX4lOf+hT+7t/9u/iv/+v/Gh/72MewXC7xzDPPYLFY4K677qr2u++++zLp/plnnsmGg2/33ntv3uYk7bobAqdPn8Z73vOenC4414gITzzxBJ544onrffqTNW8MpDJ5AbUnWcWrWavbAZvIAKLjDDByhcJ8Pl0o2EIEZiygfD4RAoQFbsqD8rtY90GNgI3iPe3iaC9+34lgT7RFTk/IKNrnqfQvDEknKFS1A2gCAjPiitEHyQKoahTo5B9GxuJiQjxyRDRAyikDua46TTqBjikbNV4BsGaGc14A53O/U1kkbKJtc9QbEqiHrEmLzvh7VIaRqn0plsUy80L8oqjXXAkZtXHrbW0u7c48bJLz0ORy89uJ1LxNIiCK50+Lvg53NdUf0XXAItULrUpS27XkfHqgZFsYqW7OWGoyMtpWx/DdfrPpng3KYejcXNGhNt4/Vx/CzjOMWhWUaiMAkDEz41SNPe47THceYLxjgdQT1mcixr2A/ijh4I8I3XlWUqdxGozd70OJyGOfz900YkZcTegP5V2NKg4WJgatVYjKHY+BrPBJE9AfSkiyuyyppjQk0ErVCFvOx9z4XU27Vu//xTZIroNX/9BDD1V///2///eveR37q3/1r+bfX/7yl+Nrv/Zr8dKXvhT/1//1f2WNnbnWhhLnwoq7yPdz7ZarNeBbVXdg88vZMEH5203O3qoHkPOSKWQyEyiUVLKk3qF5ScwlNW9CKUJDKBUJ11APm9Edq/rbsSABYUhStnQ9wGvA54UmezAaa+wieNkj7XX52si8HSAjAtZoTAiQimhpEZH2goYyGGGtC+sk3r6MHdQbUREjDTHQ8aiQa0Q66JEWEaELmJZyvLhOsu0wKfN+2NRzN9lW31pjwfqd47OxxOirXPSwucg0JLadr0ouLVs8fACqcWBiO+7Z8AvqrsWtJcUB9WLnwgMIsvjSekCueGfX6MaD+y4bObRcCMw9JclQGAYhQU4duONsKGYv1p4bn1lh22j4hlUIqboOCrDqg1Veum8eYXP7twJNeSzsuu26GlSHdTEvx6oX+2zYkOujfbca6ti8IS3WFr3IAIeAtOjAvZBrj+9dYnUmYNwHDh8A1ncmLD8fQdMeTg0JtB4LqtVF8HKRDXBTCKSVZPUUknDz5KWE7sIKYaVIjpMHziqhfkz7iNQLgTeMjL3PTwhTQry0FoEolXnOmgZaE+OKhumVFvkbPATwQrdPf/rTOHPmTP77epLYH3jgAbz0pS/F7/zO7wAA7r//fqzXa5w7d65CBZ599lm85jWvydt89rOf3TjW5z73ua3k+7l2m+Ex0zalR7n+3KfYzOVZN16A/V4QgUY2FMjFiMKIHBsMo+oEmDiQMwLYIOzG0udQJiCOLvc49w+bk7WS0KAERI5FTljEkDQF8kh+uiPRAOguj+guHCN+4RLiFy4hXLwMunSEcHgsinXq+QtZ0sIRJoOs/fd6/x5uNmNnKzfAkBxd/NqJ1SvZbWszsOnGvY+qXW+EK4uf5h93j+dg2Dlvy+ny60nr/9v9NGsip4PaOdufACFCRgkB5Jz0Nk0NyF6r6dzn54So8A789VgfdnneZoz51MFtC08rOuTT2OYMd/882I/xSeY4HXavDMWxY2TPncr1AtkQMgM67Ukhn+mgw3AgefrDacL6roTwkhXWdyZMS0mJ5c4ZZyFodkzJ8+cYCjKn55prNEwIRyPi4YBwPIhhvZLUUUz6jjoUkAPAWnEyHo+IhyPCkRacOtb01WlGk2PbPXkhFvnmuXux2vWqNXDmzJnq53oaAp///Ofx6U9/OmfTfc3XfA36vseHP/zhvM0f//Ef4zd/8zezIfDqV78a58+fx6//+q/nbX7t134N58+fz9ucpN3ciAAnnEhS3tLiZvdvUAEgEwg3sgkctJy9NncsZireS0rypiqhh6K8ZGFgxMDgCExEWiYYeaEMA6O7PCFMrIQft+BVVflUIjcSAJuErDwyZxieyUrYymF8MSSKBEbQ0MSk/QuIq0k0BqDwI5MUKDJhGl3IaWLQeix9jBEILAsQNBQQRDEwaRxCwg5d8eqaGL/EZbnSlK8WCeii7+qzlwUk1NvY/VEVuawV4O9pvvclpFCXmnXPiHmrnvDnwxi2jaof5r+DI5LpeZmOgRVvLmCGChCpgacLi4WefBzdoUAbnrd9ZmECXfRlwSrwst8n7S2wuu8A0x5h8dyIxR8OOftAFlUdC49A2b2247VoiC0EM9fZpndaxsOVvNY5aXDqu8LLMGb/lUIzRKK9sOiBLmA8vcRwh8hhh3VCHBJST7j8YMDlh/T9WBHo0/tYPkfojqyan9wLWfCDPLuGBNj3JvATyrvq+yFjApDyHDZQAECOG0Imisr8ENAdKypn4bY85u5Z8Sm6bhx3hQVeUAGhL7aBoCjm89r/KtulS5fwu7/7u/nvT33qU/j4xz+Ou+++G3fffTeeeOIJfNu3fRseeOAB/P7v/z7+1//1f8VLXvIS/Lf/7X8LADh79iy+8zu/E+985ztxzz334O6778b3fd/34RWveEXOInjZy16Gb/7mb8Z3fdd34cd//McBSPrgo48+emKiIHCzGwLAphW7jQjYPNTZMPD7e97ADmMAQJ1NYLFcCwWo50FBJjUaAgIReEqIgUCTwnpRFnIj/NDIiOuE7uIaYV3HQjkSsL+UPqyHOm0R2FwMxiRwZBcwnuqRFjKBRytIovKkCAzStETopBUBhEiY9jpMezJJx4sT4sVjmWzWg8CsQIlNa0gCjl2OMSk/gBBYiGxpEUFdQFyXsEXFfFfyGrGSIJsFRIyAXmDt5LTSfRzfL9y2MNg4WmhgW8qlb0ni8hQBkC3mZijE7I1uGCn53EFlZheyQKjADCXNjlgPdVlef94QhG9gXAHoAugFgUyPv/Uw7VmIQeB+uycLFarJz7U8syZhO92xwIWXdlifJdzxmYDF53rgaFXusydzJgYWXR5bDiTvlEOo2Dx2j161zd23rBUwx2g3op1p5EPFplISsmG/qOWeieQdtPBTnB+jdHoP67v2kBYBx3dHrO4Ucu/B5xL2P7fGuBdw6ZEBb/qv/gN+58KX4T89/eW487eB7njC8rlBDGIzZkNQLYCgdRxGhGNX06LNdoAt7tBwYspE3Yzi+HtrKINyeLqjCYAYAeFQ5KVJhcRkvKfNe2HP15WMrettBNwAqMAXu330ox/FN3zDN+S/3/GOdwAAvv3bvx0/9mM/hv/wH/4D/tk/+2d47rnn8MADD+AbvuEb8M//+T+vSPM/+qM/iq7r8Ja3vAVHR0f4xm/8Rrz//e/PGgIA8DM/8zP43u/93pxd8OY3vxnve9/7rqqvN78h0LYTilzMogS78mFbnQHoxAy3+JJ9hvIZKBsQhFDgcUqgkuuW6xGEMQnRx1LEbAJT9ABJS6oGQl1ZsDYEindFMB0AAjStUT1CInFuiXKlPNKwAylSkGOazNnjIC29K4ueI1iZQVCR3koVtHwdfuG/hkYG0xtXoxoDZwQABdZ3n12JSFNljqguxGzjxssKhXworPkJQF/i+p1UW+QRO88/25pUV6CAYTyHdlmzRTFouCgY+1yJggG5WE/qA8Z9LYm9p0Q0GRAd1wSruZHHyYs62fM6AQiiqy+3fsciYM+yIUH2mfVvR6vuo2fimyHUjkv7uaJl017EtJSy2eM+QBNh6ilnvHSnBnz1qT/EhWEPnxkJywujkPmGJvyhZFuo9kb+zvg5zXtR9csqmJoBMLeN9TkQrJQ4gPJemnogUBlsLRJwpXbilMGbqL0Y6YOve93rdj77//pf/+srHmNvbw/vfe978d73vnfrNnfffTc++MEPXn0HXbv1DAFrJxC52GkM5Jh7+arSGagIhEoWxAQgireilXjIvMrEQBRkgMaEkPORhfUbVsoQHjkXBiKg5LpbH9QQ4b6TY06WUgi5m4pU8DhlAZqOSEhIbPArS7hgEZACSYHllULWvYiamMhQXMlsXjGtSY2Rtjl4PWn1NFZ0gEaZuGg1yfWNk+TaN4QxycufNrxHnwWQPWO7F/57oDGKEnhQj1vDERsZBXPX4WO+AJAmsJfYzZ6v+8z6RJQXNJomOa8REy1TYhyL0WBIRnXBLmavv+c0xwypBxfrd6WGDSIGlPku+0z7PXgRgIkRjwZgAKbTe7j84BLDqYBJRc26S8JaRxBEA5NIAm9A/E4iGDGApl6eoeNjiWsDVcqm1xGwMAn5+2STpkMEbFuv88AGn1soIAZnHLNjyuvzGAP4jgOku+5A6qXiIh3LszDcucTx3RGTamR0l+Uc69OEcX+J4Q7CeGGBD/2nr8Pnzp3G/nkId6dJczUDy8ZftAq4cDoolNLCLqJJzMDIxWCwPuuCzjHkSoS8EM5C6oJkEh2Pgvytx5JNlFxRLGew5d7OpuC+gAt8G7J6sdqLEBq4mdqtawgA8w94YxzMZhZU+dHFw9wIFUChShZvJkOngcTrM8h6StkrDFodzqoExmVU615JhKocmHPc57w9i0Uyg44Ky54AuaOkJU8n8ehotRZWqOVRR0La6zEue6Re441HUrCGFx3GU53A+euEeCyTqiEU1EVgCE6216EQRgCMIWuhU5L0JxonmYAvH8ukpVA10BcSl06Gswx0v2ibeI8PB7T31hZSq1HQLDIb2QX5fqcNMRwJ74x5oeGtBMZUnhEzFscRbAv5oMx/ZmHh23PUd0BoBHjcfc8GAFCEbnIoRmH1GIs87arUTeClEuD6gOF0j2k/iFgNC6By/GULPPs1AdODK9AXFrjj9wnLc4z+SEmje4sNaeTqnhgaZOOhtTZYNQqI7PtUlfGW2g+hWrA2SIN2/TECyyXAqaYEmZFh9QBCEINttZbaBFr/ADEinT7A5YcOMO4RFhcTll+QMtarOzsc3qs5+BcYywuSRnt4P+H4Hlk9+nMRf/L5+9AdEvb/REJ4EsNHRuqISQFAMfQBSLjNx8I1vi+FyVIJB4wFss/5/0nGhdAhHUQxApYRw6kOaUHoLgHdxUkyFqz2hS/K5VGKVD/7Fen5i+XlW7jwdrsh261tCMy1LUjBzlRDYDtvwPbnRnSIlDwoX+rLKAuizBekJMJQ4HPMQFDe85gjGLXblA45URd2/zrPSkMGVs4UzEiqYS5xezl2rmWgoAebd2r9cH3J2vEewqTNvrPz2ssYbV5G1bZ5F7uQHz+xWtuVSeBbu53BrE04YGvzyMEEMQjyd6l4xCEWcSXbr4kNe2h49pzBhQg8jBy1QE0v5WqnRQATa/nniHEZMJ1KOLhjhcuXO1AKIg09NM9dat4Li8Xb79mo4s3+mSiUCTupMJOXj94dPnCGXvt+zmYYKKIUkZX+eBmlSt+BqHt2h2KkTguAu4L8hRFIUYWwlvJM9heDVPw8BoJSYzY8RH+/5q7FQidtc2GAbAS035Fmgmg2DzvjG5NWlDTjtD3GC0n4u4najaoseKO0Lz1DANgZNtiQKPacg23GgCcQTpNMTpZmDshLroxfAJlhTUNCCJNMOouY9f5pHXKtghzzAwrcamlh6hXSUjHdHA9Whngn4Yd0sEDqRSzGT0ZxJVURU0c4euCUlBaOIncMADQyek1fRIDIq0YgsFvsD5ZIy06EgqzCHWlBnD4APYRwyAy+awmEUwCA/tKI/k8OxZNhdlUcnecZY0X0q+6Tjw/bmFvLtQn0OrpuA3Y+sTFg5/MesTtGJsuZp1s6WPqZC/2gPHf9AtQD1EXwmTuQ9hfynKxHuedEcv9yHN8yMSbQ8ZA9TRrGLH07nOlyKKYbE7iPOPryUzj8Mrlv4z5hWkJqRawjaGSMB4TuIuPoD07j4HMBd/zRhOU5TUW7tBIkxKMzJpjDXNQticD7S6S9DjQQ6LAxeCxiokhWrt5HVGdycM3yzyqQU8qhtkp3wsJuAHi1FiQi3xsCHRxguv8uTAcdDu9d4NKDAdM+cPRlhEtfvhRDOUk4QAi7BvsTFudZilDp5yLwA5XkFr5EPIKr+aF1OxyvRzgWRauAhikTAwEUJVB711uD1QwtJf4GAF0MSAOhO5LngBQN4HEqSEAmBbrxbI2TqzEQrgdq8GKjAbdDAzvbl6YhANQL/NZNHErguQPbkAGdmHKooD1WSFVsMKxHmROWUcr0LgNAAB9JHDdzEixuaLwFW+wVGue9Rf19KFKxab/D6h6JAVus37IUFufWCMcjVvfu4/IDIm8aBpU4VrUykTWWRYWXUSeXTsVTAsY79zAcdAhDwnKyhYmQtFohd8jEq3GfsD4jksSn/jji7KW1hEqYRffectWBssiaIeDhTnetmSE9eQLgVEiEKgZEmtZXe9oFNr2y0EozSQPqFWuNBu0LgFKm2p6JcSx96zRMYMp1ix7jPacwnFmAxoTuUASkpL6Dxv4DIekY9pdGdAmgYZRFehhBk0g3r85GVXDsEcaEaa/DxS+PuPRSIEWA+6SCQgAH+T9eDth7NqD/I8Le5xPu+P3LCM9dlkV+cCEGW8z6HkQqCezEirAvBmEIuti3sH8gLdgTiqywEVit5kFqtreWnMjUXLolAEor8OhQFQrggz0c/mf7WJ2OOH4J4fA/S0j7CegSaJGAROg/s8CZ3wO6laTuhlFWjL0vBPSX9D1VbQ9T1EwLAiVXTTAhc1YoBDAKlyZzjEwLZOCaw9KKS43l+TdDgKYpEzw7AByD1B1ZrYHVWowfK9HsF39vwPmQy0mNgOdjALzYC//tdlXtS9cQsHYtpMLWGMgbKqRrceZMLiNAKxbKxBFgMsTC0le+QQX/yi7Zm2jZxEomFKlj3V+PCUtJMh5eKNCnxTR5TY6xRFUtASaWkF4giTsTCds9ixUl+TsWjxUaXqAuKhwdMC3luKkXpCMXLory4yFsikGIkcZOv1JrY59GFmubLwMcIzb06P1xtrVtjOvMeNf4Jxlxkedh4I19lbPRBykNTZJ6llj7FeUecUdIiwCOQFoHMSZSyBwQOR6Qot7HzsSkhPWeIoM7Bkf5EeII5/svVS4Z/ZGgOrQasKHmmOpnL/9uxtUctA3bzGXX+EXwpG0L1L7RDBlSgwNdzFUzrXKmkCOA0CV5Lwml0BeXd5CSGgCsKIEhfPaeRBfeCqwf1vc9vxuQc2C4isXRSKD2zlm/Jgkx5kW+Iq42RsCL1W5EI+A2IrCz3dyGAJfJ7Pkd52ToAIUmTAB5/6tsAoNKqxj9pItQkh1SAkaINwfxIsLE4NFNpnPvsRkAI4RUFwhYLpD2Fg66lz6EI81hTkB/sUMYGdMiYDhFmBbKck4LhIMOqSMsLjC6w4IYEAPDqYDhvzgFMNAdJ3SXJ5ksFwE0qoEyiQASAIynF8DpBYY7xBMdTpNUKTySSRUA+oviWfWHep2mgHewJ9d28RA4fwE573lO58GJ+VTEva4rYjImM+sXLsfw53HMsquZ1MYCyVdaA3MTq4nY5CyKoIuMg6VnDEfEUKr49R14b4G07DEcdBgO5BkAdYidiDXFQ8lTH+7cw/FdEeM+sFwGKXhzFBGOg4QdSBAYjuL5DwfC4E89Ia4Zyy9QqSMRZNELg8TD+0uMU8+MWFwYRaP+aKXFiIKMpz13fkw0+8IqL/I4gi4eIq6lv3x0PLMwcT4OQ2FxG1JnzFbZKM1in8s7t5UN8/ETaG8PfNcZpL0F0l6H/sKIeBwQxgimgGkvIPVAWgiqsfwCZR1/eS9kAc+wvRoJcSUozXCg+0cCjQt0RogdEiylz0SEuNdqhQREIxFO5RnM1x4EaYORaGMA7y/BC5WN7gJSJ/eahiS1SFZCEpTQiiPY2rFb4SA/TsBWb79KHbyWksRAuW83kEFwmyOwu93chgBQvPDrcqzd6EAJFfg4ZcjedlusyJ4dSdCTFEMmFx4w4mAIyhcgWWB3GAGiFqalb0NA2lsiHfTgjjDud5j2CGHN2BsScGlASAn9xYCwjqA7eqzOdhgPBJ4HIsIQECZgeV7SCxEgkH4gHN0dcPwS8Zr2/oRwQNA4qcROaRS54Xg0IC0iVncvMdwRsDpDuPQVwHDnKNDznwTEI6A7ZiwuMOJQjAfLYEj7nRgtUwIuXgQGE0XRMY0RRkCvcqMtJS1GSUfUlLYspGMiK/45YQYdo8DNGTUICrGGYgS0npVPKzTdAl30iZQvYDF+u2+ZCar7dsrkX8p1T/uSv09TiS3Hown9agRdPgbO7mF1J2F9RrrWX+7RxSAJIscCq3Mn95SjaACAZAEKa2B5zoVUWIyAvedELro/HNE/cxF0+ags1MZpyRLFLkTFXPTrbZGYEvjiReB8rivYLD5WQ4GRdQimqSzoqiHgF/htdSXQaYlnG1vbdhwFaVsuMNxzCsPZHmGV0F8aQMOEeLyHMPWYFoSpF2QKBCmbrY/B1IuOAACEkaTolxrncZWEaKnjGzqAOGLaC/q9aoGskxhwxOBONAqkngiDjkNO380tC3IpkkeCJqa9hbzXpAZFkBTgbjVKuuB6EF6AhaHc83rFEMBJjIDr0W6kTIHbiMDOdvMbAte7nSBUsNHM46uOs8VA8VLE5uGzqz/ALJAwO+GZHcZOJhUm836pPLS2z5gQIknxoknjnRNgpZCzyNEkKWOGdJqDmwskBQKiIh3shIJUDS0tBG1IC8oxaO6Acd+gWUJ3JMe1WgjZ6LEYLKCLa9hchK8Uz7dJNux4a334xZot6Hrvs8RxU6DoSq3Syre0UxPhsc8zn4RzOWpfxCn/zlCeiNR6EB0GvSdk8LQLeyiUzcmgbAlbxYFlB4IJFAoasJbFjdZJDCU1iubjy8UgqhQC/e/O+ydyWSXAvAev+2+rL0DboL4qRVRDEkTgoFrdLsOCGKW2hRtbg/wBIA5FE4ASIRixMelYMxyy5/72jnOJMuxuAfKeBmwiA9ue6fa9z6EANcS4OY6129kCt9tVtFvDEDhpDPHEx9sdKqg4A45EuBEmyN3jWo44MRiq108EHsZcwY9jwHhaqsfF4xHxAoSAF5QTEFFP0sOIeGEFREJYdSLhqws07yuJcJpAlyZ0ibF3LqJbBYSREY9SLnZEynrGClqvQBb0aaneyCAeUyAgHid0l0etjaALRB9wfFYQhNRDJtyjgLSXMPwXK3A/4fDcHsb/1KE7JExLQlgvJHPheET/hUNJhVqtgeVC4rzjKF675ZeXAa2MBCNt8vExMAxKaCNwCkJ6c+x2dK60rlXP8/c8EBC6LKDEVzIGrB5Albut6YBe6a5phlLEMWFx0AHUlYqT64RgwkvMiJfWOP2HPcbPa/gAQFoGpCkinVqKQNAq4eCzspjHtZSuRgCmZcxEw+EgYFpIuCCuE+JqQtDKeblfTuCJj1VeuM03b9MggVKpsP2+HSv9nwd3vEDIN8IdI1dHBCojo0IC9DPaW2YZZxoljBWGVBXSGg6EsNofil5AGG0R1m6MCbjsDF8qRsC0EN5NdyyIloULwigLc1BdAdMQsOPafQBDMj+IxKO3Whtjkw4Y5X2jJERdCvIci66HSYG74lMNL2BDynkHtH9FBOD5ZgvcKGgAxGGi59Gf57PvzdBuDUPghWonSDPcqjsAVJ58NgbE1QOgxVkSidjO8QieGNNBj/EgYloE9AEIR2ORC7bjJiryosYeJwIddwh9J7HgRYe0L5NiOFyDjtcgZiyei4jHsRQ10sJE1oIqlQFAvwxY7vVInRoHEUgQxbR4NFQhjBQDhjsIq7vYHFDEFSHdwXjZlz+D//L05/Abn/sK/PHqXvQXZJZdXOzAcUI8XIPOXxL2eBellkDHGkt2cfsW+gSK4pxfuPaWYgxwFCPACjS1ZWcrESm9VyFWBMK5u1sXJWJIQFjh7sTAUtLjMgKQGeIuRmz3LSXEwyX6KGGhuJo0FjxlBnm4tMLBHwoZc9rvsD7TacwYoEEMiLAasXe4lpj2MGUBpG6p2SOLCPACQEAc5N7nktDVmCjxdByB1apeVAw5cSGaUslPixvlByLVhpDxMrKuQirvl2UZ5BCLEv6cWFFOwdTnoKq8qaEWLBeCaA06hkkVKJOEu0w+uTsC+otTjvtLOqCE6sIoz++0CPlzI2yCxQg2BM3qdgAo6JhD48ilOhKzEGxZDAFvnOY5xOsxaNGwXA8ikPAQxsmpCLoQ2VUoBp4oBHCrZQzcDg3sbLcNgRulGcSfoWHOzHHJRy4QMELYfC7N21VZ32QSxoFA6yDkNCuFGkje85lFMXUBwR6LQMqolskxRUKAeFe5ip0ZOsbKBjILG0zAQDgae1wel5hSmVg3+u76UBGprKYAhyxGQ1Uc1C04UIOrGk/OueVkDHc/8c6FXeZEnOYmz6QYvsW9K0+MxVByY5RFeBy8K+x0VavTY1jpZj82lq9OfUQYORtnpM9KNh6SXmdS9GkUQ4oIubR1GLgcP6GG9W2MUvE2s6dvIj3ZaFJPPhA2QmPtvdnFYnfG9kYWztzYq14DBwga4wwtQpBrjpSRLjBrWqy8U3HNOXwCgqRrEgQdYwaD8rhKP5D/D/mYQNEDKP2ye2ohC2I5djEUfEyBShaFNwIs28CFOHI6cQ4FurDAVbQXtKLg7XbTttuGwK62gyuwIUk8t22zwDCzeLhJA/ApAZNOABomCMOk+v5SBW3a60CLKPF9772xWyg0vSjtd1mYaNoPmJYBYWD0y4hwPEne/ynJEgiUENakkCUhLYXUJJr10PLFkEmThIk+7ksctTuK6A6VGKfEwvEOJaeNQFgTFhdEhCUMHX7/9D04d7iP8xcO8jkzN8HmJYOWp0nIaNBFYU8rLg4DeO2G1rOiLYfbYtOJMwrAo0qwcgJ3XZ7cuRo/l3posCtQCISsKI6HYe0YXiPAWpJrEBi7A1TGmV1lxhyySILAxCNhhedystZPyyVfu/MEZAnocDzIgrfSOvTtYpMSaBBxqT4GxJWw3MNqLIuLki7FaOI8DuZt5rLIeXyQ0/RINSz8+XzsP1fmM8QkF+BRI6IdO0+ydNK7ucXoFshyrVJ1T0maayvjXIytxecPcRZA6kmMoZVkwNBxylkDpsCYDdWkdt6QSuhMuSzGt5B3r3QvTKb9n/J76a9QjpEyt4N7h3xkjpBkG6Q+yjOxFi0PGrSmwGSVORk+TDjHnTnxwn8riAbtaLezBna3m9sQuF7ZAtejudrxJ9veTdjeytcKhNbSQiYJDpMgso0HywTx8ANh2u8kPaojjPsSD5Y4aIcYFVpeKsIgOU2yuHUCg3IEpmWQynNBFvLuSLym4RQwLQUhmJQ7QCwQKnckMVQCaCLEtei2Ly4lpBix+vwSz00BfBTRT2YEwKENqpAI5NK+AER0ZtHD6qpT1MXYWPs+JmoLuYe2daHm9TovCAxgIy0qaBElW8CyUqGIGplAUKt6Z9vKMaVP2RCZipR0rj5oqI1ej917GiQ0RGoUVKIytqBpTDno5xxJQgDKJaDjNfjwSBAFpzApxa4mYAiIRAhDp1A7N8+deJhssevGmDBjIEPRHEB9KCEQJ6Lk49Ss6ypP5RzynoTthrYrzbyhNGhjqP3KaME4wTQi5gpihQuHWB4P8q5o2IyJpFTwkekGL0WvwZMNNRMgDJMSPHV4VPApa3XYOzlIaGajwJWfq1IqCEAndQTyPUlJ9DlUB4IU1aH1UIxHC0G5tqn3cBUL+y1uBAC4HRq4Qru5DQHm+SDu9WhXmzkwp4PebuIhcA8FAsWzUWOAgix4WQhIQwRIsn8RH0LxShiiEZ+AGLlAmbZQcmGWi6QBaQU7FZ7pCeNSSFU5n1q9sWkBTHsKZJjYHyHvy8HQAGGlW1ZCHBjxiDD2HcKKlP1O+cViMmMmCNs/xnohbJvlnBvsPFMMh40Y5I0K/7kv6agLN8MtKjkWXqrbcYrlUatyrWlzEmSjkc/B5TMzypRyLFuKEFm4RdEA847Nwx0mYCQhgZqXbYsiJ/AEMQYaJUVKCRj02i00kOtIkHr682Natbac7sRF637bNRoKMLn9MrYu704JQdjnlD37DW/XhVcq8qgXeWrfMUUziMTwo6CLto3BKCRLDoSEAHQoxcAmbs6NEiIABOlDOV6pTmgGUdMXqutt2DtMjRFCHrVx4a6qWuPzaTdxaeHb7fq1m9sQmGvXAyW4ghFQhQWuZDDkwjK6j0Gb7X4GGSoiwAwtEqPqaJHQWVw/FqaxfQfNdQ6XhCSWLgo6IRC/ogCTSqgyAIKgAAs5z3AqIHXA6mzA6m6AI9BfBKbnpJ/HLyGs7ha2dH+RMt9gWgoJiwMhHjH21BDoVsKk7i8zDv4oYPpClHNa0UJTWVP1Qt5faE0DJ93q72UoY5bT+6B2ILlFABBv/Lh43JW4yhrlfpDRuYuwkMDde+VeKVJQLUiqj08Jm2iAtUl0I9A5BGcuRpwYtFpLXnjfIZ3eQ1p02cADZHEJh4Ms+uOE4EMAVq52vS4ysxTASe5PFlgCgPWQ2eot+S5XPzR4fQ5m9nwBQEspzywkbczfYvpEJZUwqYvmRZY8nyPUaEMuO53JcYr2jLXRQh2AuMg6EtxHcAgIq0HEqsYROF4jmkaCu85gRlYkpGXJwDGZbdlIzzOJiJA9q9mgsLBPNlDUwDdUCBLu4S5sGiqRSk2JYRLuiJaxNjSAV6uCvniRpxNmCpzo+2tp/hm/Advt0MDudusZAi9guyoDACgLk1vEqpi086wosUj7puRSkNRb70XbXJjLVi2QcvVAy0/uDkeEw6GcmjQccMcCU5RJLaxTLpwiAim6mC9FkGY8ANZnE7iT84e1XPNwijGemUCDFEgyDyb1oh0AhlStU42CkFOsGHvnpLDRtADGU1LUyGsUmJQxW5nmMDNJ2jjqgl32r8cRQB0ysP2AjG5I3DYKCREotQGIQP2i1DfI6WsK7yeVhLZF3kiMW/QOELZMuO1kqdkDRKKtMO13+bRMQNTUsRwiODouxXWsWaolxFCSxJRYhZLyApWcQcJloWLWPsz3ujSfOrvWxciXg0Yqz7gL42T5aPVo9WCyTYwuLS7VWQPtmGn/JU7eoBesRZGs4NZ+L+l40wQaBilRbGp+et0Z+QEy0hTsOpMSMS0On8xjZ4HstT4ArdaVMiCAKlwCjrlEuN6kGtnTz7KqYZLUXqSUeQE2Pj6lVobmi7xKNeHJm6LdDg3sbLeWIfDFfDhPIjxk8LWxrU90XIFaiTjXPQ+AOK5EICi8PUKZ07ow5hAAZELRrAFDDmhURrSWGGbVsbdmMfswAPFIigWFFTKC0F+WOD4YWJ8GvvBVPcKkymyDGABxjazEZiGKEIAwkEKlYmzIZ6hfLoPtN8aQNxfOuVahBw7engvXqGefhWL8opo03XCLV1wgaAdz72i5+qAhHcHBu77v3ijMELsCA1YBcpyqlLS6YE35PXvuVsTJx/3zsQtiko0mCsCiB6GvF5wW7WjPDSDH/oHCk7GsCq97sTlAyERC24ZmDMFWnyNvW5A2UgVK255GIBwNwm9YjSdfMO0dtDCKIXFwrwwrZD+lui/Nwt4aY9U1J0gIUIsUWTYOa9+R0wTlhy1TYFcGxm2of7bdRgR2t5vbEJjzGp/X8U6YJWDtpMaAFSBqt/WGgi0QBoMyI0RCPBYyngkWgTWP3zxELjCvLDgCOw5nlhgPotQCOJoQj6Vc7bSUEsVWYMhqIssCLuEAmjxZUAyE/jLj1B8KYvCF/2rEV33VH+Lzh6dw6aMvwV2fSIgDo780IR4V6WAA4LVUNLQKenElx+5WRdHNJsW8YAQqk6+Hgufuy4xqHU+TeLbBwgBu3B23YOOI6nHPMq3nyG1ehRAz0DkgnjpK7NcvXJV3qDFjSmIAGnnMMgnC4XFGDjJj3KvK5foL6iUCglaoyJJ8567LvPWMECRguQSdOi3EzfUAXD7KioNVVkUjYgOgQlgE5hHvmLkxqHxRKTUU2PEUcpggailtIL8PmeNhCAcJlE4hAHtLCQfYMzOM4snbYjpNRVIaKCEUW9AbVInWQ06l5OBIwDkVtZwjX19sng+PBLp7T8ZJIYIVKzLjXfQhArojLTGcktYUmIA0yVjpO7HJm3AhsNtpgrfbVbSb2xC4nu1qjYCTtDkIzQiO5r3781h4YFLlwTFJjjNTJg4yaSxzSpllnEMJVHgD01L068NI6I6nks6k5D5A0EoAmcUPCLwvddWF/CcSrFJ0KB4lrO7sEM+u8V1f/v/gE8cP4v2ffJ2kY60Z8XAUoSESHQMEAisxUIrdBJCGNsLAFSJQFaEhDXdMzpvk7cbAprzzDOHNe/jbPKoQxIgACjtePyd23mY2QDf7s5F3T1wbHcZzyDULaMa7LvoCGPX+DqOkUPqFW7fNGgYbIQo1GioUQT38plQwMyMQgZe9sNgB0PEKzJvGD7NTIzTI3BAWF77JfZu7xnytCu8TIacTWmVGT6TTY1kWQu6Oet3cd1KQiFm4EJOMGR8dydi1i7KdextUZ544EajvsrEn3+k98tD/DPG3Qnr8oq1jlauF2seBwH0Q4iFzRgTMCMj3eFsoKl/WFYyAay0mVJ2kOcc2BO1GabdDAzvbbUPgBG2jDLG1E2YW5DKsNvEYOuAXm0RuYUiSNhR0EWAqZYA1VZBjAAdZgKtzqecShoS4pgzVa0c0nVAU1UwDYH0qYHWXSAN3lxnL84wwIVcitJYWWmDpj/bwj3/v9bhwuIflnwSEaSyaAAlAUMIjAeiC8u1IUI+1GQUicyuIhho0LWTejnXgPOltLLhAbRCEUBaMKi47c8+az2ch5MSwwlHegNtIb8vn14Vnw0jRATXRH+0rANCgqWzKFM8MdK0FwH5Bn0mBRLtou35tXJNdj7sGniQN0aSec8pfw3gn85LbBWkbamYhA9/fGGUNdgRCMl6AnWua5NltwiHsZ2VdNGmlkLqmbmJKpbqkXa9f832mglOnzKEXt5jn1EkzUKOQN4R7gHr7tnnSq88UMBSo1/RBEoM5rEwa2YUFzAh2Mta70IArtusVPpgzfm7gdqvD+8+n3TYETtg2jIGT8gPYTUQAshIdtPgQUHkVomymv0OF3IzF3HVC0IsEXsZSrGhwcLymT8VVcvrn5qEB8XiS8PZexLTXYVoQjl9CuPCVI+hgxN7v7OHs74/oL6zBUfUFAjDeEbE+HcAEvOTfAvxvvwxnEtAdTwiq1JYL6UwQoR0APAQk7kThcGSErsCjNKhc62oqIjrthGILTiCFQ5Bj85X+vBtjg4y33hd/bEC8Y5MfnqZ6wdV9pAiRcDeymp6H41tiaJUaFsokbobMtC7b6/3GOoDWA6LGlVmzExioRY5ilGucAJ8KWaWnNo1A5bq8XLUfi9UKrN45G0fAjuvJgIHkeMAM8qLj4LUd2sI4RFJB0AwwWxi1NDOIQEcrKYlc1XqgnLGRzwEA0HK8LdGx0X+wFD9Q50IQsSb3jZtIEgFiZIQA3uuF8Q+AVm67KvXUrrvc71xu28IeGm6YDhZI+i7Hw1GEoVQ3IEsy6/+sxuOu6oJb0YDrtfi33Iy5dqOjA7fbRrttCHwxmvEEfPNQJ1HFF7Aa80wmqQtgYUxyUfyzBZH9pIOCCIjWelkg2S2WBOSKaRyAcQ/ozq5x5vQhLu0vEVcT4qUVeNGBUicljhGl6NDEOHh2xPKzlwEijKcLF6FIsrIqsLHmYicwtASr5tfTJGGPTLryk+YuVGCmRvNcbH4jVq/bFcMilO1ilGMTtufQW+w9hKIOuatRGx8OZdHOBgQXlT69Nk5ukZsmmfw9Wc+82CtxY2Zg8CojoCUrmnHgrz8/U7GC4+egZWqvd1tLLB51HnfKBgMr0z9/Zou+R1YSVwZN29cqVde4DDMcgA0jxJqVYfYoUgzCm8n3IKCSjm65Ll5UbIMUqmhKF3Jab+q06qGhQFl1knNIIKM2/j253U7edqGNJ93/Fm43tyFg8fYboV2BR1B5JXkRmQRitEprOdXIvCojDgaRHh6Ciboh9VJHICwC0tQJObt3WQLJTRhmK2SyYFABICUIXgIOn1vg3BCwf0mQAxCJpsFqBA+EPoYsEtRdFglVjuRETzhrFtCk1zlKvJ1CKopsJGNFY8rGgvyeamjWsgU843xXJbXmRZ0zBMq9ctoOtng52DXv23f199YyM72QBSuI2XvCLVksABmj7qgYQNk4KOerEI++yylveSH0kLE/rz9nXhQdlGJ9ceNRPtZF2YWtMmISSJ5RT7qr4GHzuN3CbegFc9nPykzne0DZGKGVohCjKTaat94YUfmcW0Izeu2kqZ+0twc+fQroImg1AKv1ZmjDoUE5/BCkKBgANWzVeHEy0ADqY1k4BcjbsycSRg0JkLyn8XgqyNhqyOTGygjYmXlxnbz9k7S592ojTHHjLZq3swZ2t5vbEAAwS8i7mrarZOpJ1QVPQiZ0bG7yq6LGvlnPR0CeGAkQVIDEm4tEIK1Axx3pmtEhNuJCUh1wFFlUomwgTMuA1V0dxr2AbsVYnB8RVwnjHmH9Rx3Gg4jlc5pm2AWRsD2WSTAcDlh0Euowr4WSbBN69fYJ4D4CmECrlFPCAiCkQTi7LaHUC7CKajZOHsJOzjCwpmx9oDEA0sxi7VoVK4+x6AWMYwWxZxi864r0sK+Wlw+Y6mtq1eP854AsxrZWdzHnzvN6DV7rseZmnBhF5CiEIpnsDYC55kMOABAAHp1X5HgRteKlxs49wbHrQEuB7Hm9Fha7ec29jqHz1CkCEj6JOe5Po6IbeYENZZE043VKwMoyHJISKjVE4uP91phzhkitY6DNVTbks6ex+vKzmPYCFl9Yo//M58FjqewJoCbluXHkpFUM1aipjFYjjXokwca278CL3t0D+Y67gGlPxi2sRskASkkyQ1Zr5HobJiWcEbNU9+0kWQK30wlvtxO0m98QeCHa9X55GmMle3oJknJlNQpYeQO2vYOziEVAJYzi15XCQIxkqXqxWYgmLgQp9danJWHag5ABJ1ZSoaQJgknIhwnqoSFL29I4AWsXhtA+5ipt5qRSKfyTSxwzb5Kq2lDAnFexy7NomeiexT7jGco2Lf/AbTdDOPSphwQI4bE9jmfJX8kg9duGsJluhhLmqAwcv30KOWywcQ3bmoYdTiwWlGF+T06k+XNlw2jaDsHPhTLa8bLnfY4Vb2G0DcLjFd5TZ9hw32Hcjxj3Cf2lwmOoshB8ZopHaEjfS78gbyGU5uNZ34yLYNcBKI9HL5shmSGqFJh5Aclds56zLn99gjnqthFQGgO3swa2t9uGgIczrZ0ECdiCGFRwrmeFZ4JPzRSXhSEBCOrpuknfBFICaVVAkyYFikwwIXVRxIDWSerZJ0ZYT1qWVlAEjsB4KuLCnwpYvSRh77MBiwsR/aUB/eWEvT8JSAtg7zkpsEKmmsZWVjWVRdagziCFV1IXAIamNc4s6B4qbRf/fHwu284Ur7nipJbV66hejDz8H1EIY10n3irUm2oXgRSUrDdz3pxT764ncUEVPDRODm6fknqcck7K6X11BkEVo3YCOZZRUrUNbQCB8cmq2/kx7Ltad8FzFex/0hnTOAV6T3it5MZxzFA1hyALmGazUOjKtYdYQgnSkZIdYAaQ3f/JFr5CUKzvxRYDQEtS5wJUMOOtCfkkIWH2l0aEISAejtVCfkWhIXIcjZS0VgZX9R+qY7T8A/L8AiiqlgCGVCo0vQDPC7DQ0KxhlJo/X6RV6gYMAWxrJpj2fPa/ldutYQi0L+ELdRpjpbcx4Blvsk5vc0+Rq89e9PIddGgs5qDCP30nsG4fRdrX6gYkAMSYVOI3TMByYIRj1Sg/1gmmi8BSbvPqdMD6ZUf4mpf+J3z0d/8Uxt/rQcOE/vwapweRAe4uSwqbxe3zIj1qbFghz9JH4R1QAsKU6rEgUvEUMUh8y0Is2eMpBkIOB1Rqc41XZcfx3vNMCqDFiMsX2q+FVjYEBAYfAypJYK/lbvclbIYb5JgJmdWt/ch5+h2VxXwcwWstsRz1nEARiZn1mkOOn2NEGZugWQA5jl/4CdRFYLmQBWc9aCZAAPUxK91ZRoKMfVHdI08WtPHN0LxDXYDyDE8s4xlKH8rQuD4SSUVJn1s/TiL722YWtMaZ9aV9JlzqH6ZJEKnQ1egFSzpkf+4IXRcQDgV+30CVdnFRbHFPMl52vsoIMCKnXV82muUzdiRCk4ym40Hkiackz4bWi2BnEEvXNhfdF8UAuIkW/9vt5O2EQfCbqL2YD2or7LGrLy42udEsbmrkssaz8PXPWXUFrJiP5eJXOfnKHUg9sLe/xksPvoBubxBOYgLCmBCPJzEC1pOEFFpoPnvsDas+aB8IGgaYuRzv8fvjzhgBRVdhBll4Ps3XetD/OTqvzTenVcAzJV93tg34uhnDLBmrC92uSn8eWWifl5P0acOwCBmqziz/ZhvWhW2De2GG0S543pABKj8e5p7tF9s4pBp9cUJHvm+b53TEw3z8mfuqabaZld+2K/EttggDbX3H23H13AFmMZ7GVDgx06SoWyq8gI3rfpEX4ZvZCODr8HMLt1sDEfDtWhGBuRDBSffz+7REo9aDrXLOm3PZBJBSrtZGE0u6YF7gUeoKQGL0Qs0Hxv0A8AJhYPQAQkpI+z2Ov2xPqgreRZimgD84vBvDUZ9T/nhMCKaiNmhpW1sM1ZuuDIspgTDK5JbK+U0SV8rSOkjTOAJuEc5hgIozYDFYXRy8kSAb6flrIZw5Pfz83Y6QT85QsAWSLYZfe6JSL8Cn1TnoOZDEkUMSmV37LN/TCayouofJWbNBZDgooxObMDiLsWXhFdMWaGLVWbQqMXicQFjreVJ5tlMCDNa2fmr6IiWUY9plts9n+7cf/7bf5M5j2gSmmzGO0g8oYmDbxVDCNQB4GirkLDcLMSwWBe2xZ8WOoecvSoysioOxZAGQK/MNLXpkWR1U7vFGmM9d40aZZCJB4QzRy9oeyKTIMDFoPdZiUfY+NLyA3E4aIjvpNlfT5hDXm8wouJ01sLvdeobA8207sgW2Sg37F2+bUWCbhtoYoOrFSrKBxWrzhEDZCOCEouBHtp+gAuM+MC06xEFIgDRMmA4WuHxvxNG9hOEMA2PApy/eCTrsECybazKWf6onIAsD6ERXwfnDWBj1AZpaqAJHKeWyqfna7Jq9Z+UhZo8EcGMQNGNZLVh+MTLmeGp0Bdr7Gag+P0m53lJiWLeZXP+gyIaFCXyWQSAAUcIA+XrN00Uu+pNhbR/6iBFYaMVDTvPs+MQQMh6KtkDrHWePMwHDGjw01x5IRHHQNNIQRki1MdDoLWx48f7ccwRBqyZoqIf2g2fElXKLGtKwcxyvNhfEUBtPZjjU5w65/7QeRNd/0tS84MbXLeQARITKwn9WldCus0XHrL/2t923Lmg4LxSDgCw0YGHBQcSSUgJWa8kQAMq91XNuIAHXUktgLv31ejRv6N0MrUU4r2X/W7jdNgSud2tfuKtEGMSzQ/XgZbXBvJEZAwxiyjn8srE4rJZBIFLCkJ8AMBPWY8yGhKQJOqNj7oH36U8JBd42hMLWIsbmMSpPP80jNi8Q9JnH0vru25WQo6vty7bjtWz3beEgQxYoAJg2+5tOOEYteXCu7YK0N463JV4OFGMBQIa0d2UxZGO3MfI2ijm54zveRfm6hCA2xn0mS6EyCg0d8H23zBaPENgx5kIhczLVM+dn4wW4cB6xkSPF8PaLff597t7cLih0u72A7dYyBJ4vUfAKi/aVXsCrqlCoiyKbciBxU+EsSPqdlbBVZjWx5OUTc4EaR1fHnNU7J2Da75EWwuinEQgDsD7qcLlbAgwc3RVA0wEWF0Ysnr2cPVerTcDE85OSevA0TgjrCWGdRJzIsg3GVC3+5u1XBo4nVVmc1In67Ez185kJftFwErjtgphJhc4bZM2Bt7LO5foaERei2kM0Upzvr/Xf8Qvytc150ERC8NO4+oaUrm9zx7VFao4g2XVFI8H29xkpNt6mYujj8b4qovN8M9Pff9/WP0gqkKVjuhGe8SEn6yuRpLjaPVsPmZRHRHIdXvOhyV7JY9E2MzoXvfOod7y/el35OtPMsz9ndOj/tFAko++ARS8G+LLHeKoHCAjHkxTkGgUFwDgV3sWMXsB15QVcTzTgJvWMb4cGdrdbjyx4re1quQEzjRPnn5Pt0Lz0tlBlQpkjE6WkssFCMgqrCfF4Qn95RH9hwuLCiO7ShO5IiH8cCGkvIvXCIwgjEAYCVgHrox5gwvpOwuX7IlZ3iX66qAQ6+D/3Z84YkH7SMEldg9WkZV9diMFv6+Pa1gK5GG+aP59B1+6HqsU/1PwAg6A9ouIXDa/C18W6yI32dVbJzbIGVGGvMgz0uDyM4HEsjHzLDbcf36cYNfvCwct+4Wyex0Jc9GGolhCn38UAWi7kx/rpFfxsHKZJKvRNtYqhGCihPH92/V0H6nvQ3p4IHC2XIJeGCY13ZwPB7qOlMg6jiietpTSyVVO0vrFU2uP1IEZFlCwHWi5Ae0v56ftiHLQkQTOq/FjGCF72cp/bcXbPD4hEAGi5EBEgn2nSnmfmGeZlD95bgPcWSIsOvOgwHXQY7uiwPtNJps/hCuHyEeh4DbZaAjpWPmx0TSEBIxqa4/FChQRO0uaQmhe78XX4ucr2S7/0S/iWb/kWPPjggyAi/It/8S/qLjHjiSeewIMPPoj9/X287nWvw2/91m9V26xWK3zP93wPXvKSl+DUqVN485vfjM985jPVNufOncNjjz2Gs2fP4uzZs3jsscfw3HPPXVVfbxsCL1C7bvBdXpCRZYPN85cFlhG0JHGYVO7X5pFYVNvAAuHTSOBB5II5AKmTjAPWGGbFpKcyqVLirbA+sas82HoMV/Igtn3vJzY/mZ1wYtspMWzNGx0WL/YpYC2k7P6v0IVtxtKuPvmF2f/sQANkvwCKsf7puobENkNCne1QyN6+/Xjmvy22lZHl+ko5Hk/YqLTY3rddrcqssMWMysK+q7UG58y15qyVbW0ji8H9ALVR6A2HbfdQ3ztD6URyuz32DFK0bUxut5uyXb58GX/uz/05vO9975v9/od/+IfxIz/yI3jf+96H3/iN38D999+P17/+9bh48WLe5vHHH8fP/dzP4Wd/9mfxy7/8y7h06RIeffRRTA5BfOtb34qPf/zjeOqpp/DUU0/h4x//OB577LGr6uutFRp4Pu1Kk9bzQQya8MBckRwTPsmFypXhTUEnRcs/Dyg5yUTASFm/31IJEQnjfofUE8Y9+T5MAFbA4rmAdBgQlMmeFpJtMN65ROwDaEgIa82T9tK/eSLURdL6ZZkDQK285lOgrFSsQbUhCDS6HgDmkkdvbTalzosMGYGwQO3CurbqgNofnawrroD1Zz0U8l8IwP6e9LHrwJ1+t1oVgRsjvgEFHrcKfa2X7psv2DODXMDqTBj7fEr6DHAFpeeFuRfYP8PmFt5YD+Dj47KAjEZQ1IV1QobsAQsf6LUsenAMoGEEH68yuS+YJ5+FkCYArlofd4U1n7fhcv+cxC8iQIqAMHN9j41UWakaArlGBjNICXX5PHnRjfWCGjT7I7fm+bVtfFjBjI1xEu0NoKA67b10pZLbksKiYBglJNcLwtafHyTqd2mlGQIuDTM1z36rHmhjk389KdL4IqAA1flvPCPmxQgNvOlNb8Kb3vSm2e+YGe95z3vwAz/wA/jWb/1WAMAHPvAB3HffffjQhz6Et73tbTh//jx+8id/Ej/90z+Nb/qmbwIAfPCDH8RDDz2EX/zFX8Qb3/hGfOITn8BTTz2FX/3VX8WrXvUqAMBP/MRP4NWvfjU++clP4qu+6qtO1NfbhsBJ2/MkAeami8/G4pTPwzVh0NL6Rv2bDNIukxkBMjF1UlOA+yhKgnuE1Os2ExAY6C96QhSQeqk+OJzqwIEQVpJCRaOEIipvyHuDfjL1nk4TWthQXItRFp0kMHDlGek4zxLZ2iyBLVAtA2XB3Ua4A4SpPQwyuR/sS/lbQGD1KIaKXwyyQUCaAkdKZBuc7r7B1a5togChLHj2me3HLGmZEwDWgjNWfTALFHWgvaUYP4sevC/9psvHVcZB7q8hF8pDyAWuOhGF4r4DHyzBfUQ4HoV4ul7Lgqc6+bQewEdHFXoizyGyAUMYwZwEYxy0BoCFJCKJkRujGARWx8BninipbR0Xr8jIyRlk9g75MJG9N8Zz0OOzGaVBn9lyYzbDJetVXcfBkx8Nbo8y7vne+eMBaghEEec6nNBdXEm4zPECKrEgF37ZqCx4myB4/ZpHeK51fwAXLlyoPl4ul1gul1d9uE996lN45pln8IY3vKE61mtf+1o8/fTTeNvb3oaPfexjGIah2ubBBx/Ey1/+cjz99NN44xvfiF/5lV/B2bNnsxEAAF//9V+Ps2fP4umnnz6xIXA7NHCjtCZVrsiLNlClCxXUfyfxiA0eTciMflONpWRcAflf6xkBALiDFCfqBPpkI9+1kxOATPTT7+U8my/Z5sTGmy/kzMu5FdafMwJO2Lay5G18VdCmqtrohWTaMME2g8W1rdfhoWpPEmsNJ6AYNVYMqDUsgJwxcqJwyDao3YV1ak7FtU+gVazb4H7Axa8dulN2qsIh7P9unzE1Itk8aXtvjEthzx+neszzubnoXbTbA7UREGjTgGubGUUWojPi7Dg13BtnAN3o7Qb07l/M9tBDD+VY/NmzZ/Hud7/7mo7zzDPPAADuu+++6vP77rsvf/fMM89gsVjgrrvu2rnNvffeu3H8e++9N29zknZrIAIvBjHFw/3b6g4kruWIgc3tjCBk2QNwHk+IpQBRjCBWSBKKAhhyaZ5LAsABAUCnVQPTkjDuRYSOkdMO9QApEkQICBj3AlIn4kUmDETT5Jj+DkrNseSQSxXbBFgtIDapOhiUxklZ+g5q981y2lUcRw41vzhukg9nYuPkPGLL9/ffA8Bq7cofO2+NVIrYkx2tP5YC5vXu/WXMMtkZzGP5XhECNqjbjxtQwgqm3W/jn0MyLAVrAjJaRDG4MsXNuMUoXrFDc2hKwPEAik73wTzqofHC7ZgzBl0RwTEjajNToCykMwZAYgBTeaZjBJsstSsPnNtk6EnzeXC6/kDJ5ug6ZL+nEWIqXI+pfk/t3bUqlDGCjWCaUqk1ECN4GfP70F9YSzjueAAdHmd57oyA+WwL3vKMv9howC1mAFyv0MCnP/1pnDlzJn9+LWhAddxmnpgNGzet3WZu+5Mcx7dbwxB4sVpLYruSMWAtL9wW02yMgZByQRuGS3EDMjTNbuGgKYEDlVpEzJJVQAQgSGrfJOpxYQDCJKmHU89iCDAwLQipgxgSq4AwEqJpq9tk2TnvmChD/BimjYVBJtvGyzLBHI4lTjrXTHTGiQOxHTOrMqoans8HxxW88MajthAJe/Gjth+xGCTU1hSw5sMkO/LMfWxc5JgDoFUBN5qFDFo0oEnvo5QyR6OIAFFtJPqxacszM0vsepDfZfHTZ9K09POilQr83rbk7rM//JTKNVpRIuuwjlVVcdGrURrc7jkF/v7JQcq1AY5rEDISIMdP4Mg1pyFLG8+kbjq+QiZjqhGQK2yyVOXk/D5Imi8droGURMDo6Lg+l9UReD6pgjtEz553u8UMgNzMAXo++wM4c+ZMZQhca7v//vsBiEf/wAMP5M+fffbZjBLcf//9WK/XOHfuXIUKPPvss3jNa16Tt/nsZz+7cfzPfe5zG2jDrnY7NHAjNQdx5sYufujCADQK/GmQIynMSS5EEKaEMHEOBYSxtoqlFLGFCDg/7NwFpE64Bui7/GNZBVV2gXSuhpZ9OMO3zCNQ79oTthzhqhTbcalvXpUQ2Jw0G4nhuUb+PHNtDqGYWdxamdkTI1LbxISuprUeuYU05qokevRmVz/Jqkm66/Khim1o1rb73DYv3GP31ypr+sW+6lLZdva+OYXB2fvu4P2cDaHXVekb+MwETVfMqaKmn2BGgKIw2RBSGeH6udRFXhf7KjW4qnC5Y8xeTDTgxUBXvwTbww8/jPvvvx8f/vCH82fr9Rof+chH8iL/NV/zNej7vtrmj//4j/Gbv/mbeZtXv/rVOH/+PH791389b/Nrv/ZrOH/+fN7mJO02InA924ylvlWWGArftDKtc8hAYIBJJoVAoJEyMuDLnZLBlTEgmCc7MRY9IUxCJJwWELYzA3FVUg2zERCA4Y4ASkFTAk9JnNMW+7mWFLFw8dYNL0erNGY5VeedbtQISCwmqhMCotXKyRC7yo1zXi5Qe3b2v9+WpX5AmahnLs5XxHOT+Nw5K6/V5I7z9bhjz5EczdjxzcfRkYAUwFCP1kSmBmdMjUVjIGcUtOf0aIL7jpeSycHjpM+jwtW+ToH2LxcSMkTLxjAjOBraSe7a2bzyAAoB3JVsA0wTeBhzaCMbdFaF0+6VjU/28J3BaPeqSfEUrYiubJMYWaMzGwZ6jIgiWezHSAmVlp2BxBIyMdKgqyhIo+hq0LEgAlgPBfny4Y2WIOj7fBLG/0Z48ToYmLd4ezGyBi5duoTf/d3fzX9/6lOfwsc//nHcfffd+Iqv+Ao8/vjjePLJJ/HII4/gkUcewZNPPomDgwO89a1vBQCcPXsW3/md34l3vvOduOeee3D33Xfj+77v+/CKV7wiZxG87GUvwzd/8zfju77ru/DjP/7jAIDv/u7vxqOPPnpioiBwDYjAF0sk4apaZXWf0Ev5IrQNI2CmDkGu9FYRlhwyYBOcpU2NI3gYyo8x20dNTRpG0DBqpbWEsJ4QjxK6w4S4Tjk7kZgRRkYY9Ed1CEBS1njcI4z7kgo1HSxEMGUpsVDu5QddAPRY1v9MinLXmBsnmUR14idy2QcmHhNKTjt1HdDr5Nwu9q2oix9rjyhs3BSqxWLmWpUP3yIPVGB7rwzY9KvycK/2eZzrt4ZWcpEeeyZsPB3hMHvPpshnP60RYNoQIej9dIaCD+34Y1JZkJFSLRzUjp1eeynPrAt9CEX90Ov5wxmFOsYCy8dqvKsUzC06Bnn8s1dPJTxlw+zCLjmrwCFg6GJO2ZRMnJjfTwuV8aITgq3xRuyerIf6XqXmHfd9vFav/2q0Gq6m3YqoQOLn/3OV7aMf/She+cpX4pWvfCUA4B3veAde+cpX4u/9vb8HAHjXu96Fxx9/HG9/+9vxtV/7tfjDP/xD/MIv/AJOnz6dj/GjP/qj+Mt/+S/jLW95C/78n//zODg4wM///M8juvnwZ37mZ/CKV7wCb3jDG/CGN7wBf/bP/ln89E//9FX19aoRARNJ+I7v+A5827d928b3JpLw/ve/H1/5lV+Jf/gP/yFe//rX45Of/GS+wMcffxw///M/j5/92Z/FPffcg3e+85149NFH8bGPfay6wKtqN8DC37YNfsBcpcKtLO4GGQDE2yoHQ04J008yQgAoXKypgMlYzIQwAkysssYkpi4jZw8AwifIf/UBIEYCENbmHdrlUEmBbFn1216cKwnENGNQ/b9L433bsckt1DOQPgEaqnfcAyL3mU7cSmLMrZmAiSgXl7G/q3Nt9NWlOBoU3aZSVidojttu5wwQ8p95tMH3ozVUWiXFYIZUs9A021A0Q9aNVdt1orJ4GkKQveMZI8l7/2BkfYK55hGdlg+hKJT32jPCglgbazNICcgJctkwWBEu0/LQ73L9AG+QbeFNSDeuw3z1YqoH3myNgevBEbia9rrXvW7nfSYiPPHEE3jiiSe2brO3t4f3vve9eO9737t1m7vvvhsf/OAHr76Drl21IfDFEEm4bm3uJrQvfI4XvjBW8KwxAFRwJYBMXKsY6JMSkSboZ5uLjxgDughorjnFAFoFhb8ZYaGEQ9Xojx2QIomqYE+CDKytVDAQgo0JMB5EgIH+8ggMVI9XYIADGKmUGZ4b89nsgNY7nZksMzNbvUWvN79xvLDFELD0u8ZQAcqinVLB/gyeBhT2dh6wLdTT/MJE24zYGQOGFj0QYsnp76LcR88ut8UkUhEdMnKp9TUPViHA5Z5RKHLBngdgBEFbtCatSmgseD02dVHurxML4qjhLBvTvtew0ARJiDBjd4Z8mXSbljjnx8lVkMRkqlebaZUSWpCQSUXA23Yf2vvlCYIZhSj3KY+VhpSIGRwJ095C0BPW9MCk47Fay5hmkSk1YGZKRlfP+gwf6KqbESNvt9vtGtt1JQteSSQBwBVFEubaarXChQsXqp9rbq0nNPf7dW6zhJ8tL24VJrB+5cUnVT/sxUksPJBMCKeUAg6azyyhgISwlrAASA0QokwYpKmECwBgWgSkBSHNwenmBVOTsrVrLLdB9s1xAcgkqdcCYJNI2B5rGxlwW98yQTHM/65EtCoerTFyC+nk0I7vnzNI5ohsZphQF7M6YI5DG5TdensObdi4lrzATHlhr4oKmRFgqW+e6AmgFH3iOozRLsx2T+ycFmapFs2gX888A2ZM6TPLjlOSm8vVZy26xf7Z39a8J27HycPU9GUufFhxMlCurUFguI+Y9iLSIpaywpNkD2A9FFEnX8ipWvhd2O8KcPNtEaHr1wiFJ3BNPy/2BbzA7bqSBXeJJPzBH/xB3uZKIglte/e7340f/MEfvJ5d3WwvcFzMXuqdoYK2tRPfHDTuiXMJ8tQGVAYDDRNCJJn7AgnMDyBGBkXZjzsAE2mYgDOUJh6PGAxp2QHJNAbU+9IJ2Kc3VnC8XLT23y3SRlxr0v8yq9sm0zkv35HINsWO1DsydKINC8zF61tvzYyBjEAwaBzFaNL0NPK3xgvP5M8K8kO2kHoP2G/bLkw2fqnZbg7NsnREW5iBYt7bGKRUSll3KIaVP7fxOzyHQmF7MkOiHaNtXi6QSZ6ZqxD0vkzAhhiTPb8xIOslBJdS2LRsXCXO40y9m8qcemNGUohFsZFQ8wx8M62AIGPApt5phm6U8QxrGatwPIrWhkkHs8uysP/9OO8yZNq0yxfLCLgBQ6zXpT1f3titOi7aXpCsgeshkuDb93//9+Md73hH/vvChQt46KGHnn9HX4i2LdVq1/YWyzSluG0PnYMzq7EybyVG4QUwgcdRvFkAWA0IKQnZCUCYxMO3BZ4jYVoSeEEIAyMeazbBxHnBS33AoBUKu8sjaPCpihZHV20BADRQ8ZisjyGKF9yq9YVQINRpqhGAuWciE8wYSGNZEKgrzHXZoDDQiQrsrseu8tQd0zzL1C56SQ9LCXQMMQaMMEZl+9zHanFPua8W0uD1AMK6vhadoDLJ0oUmBGVhXdjCrCGQJXSr8ztC2jjmcBO1nr8ej0w4yIiDgbQOg5s8bYxUTTJ79P46jVsRCGASUagYGjTB3Wc9J2lFR3SdPB8AeGhCBrDNG09/0nljf6+EjvRZMhEgM4go6mLs6gVkNES5Gtyr9PLCCILyHHNHIp61nhBWo4QFDlcZdeOhzhDI19ss/ruEg+TPq1hwnk84wBuO/rPb7UuyXVdD4HqJJLTtWvWct7YX8YGfFRjyxsCuNgN3ZiKWemiZYGgkrEni7DaB0hQBBAQkYG2evkgKpwiEMZ9AJnKGFjUCUhbxoVK8ZgNidfC8j116YtyuMIKfSLMADTYMLArCTdg6TonnjbHsrVE2jCpCVwqSVQG5TondNwYJUfG6swdL+X4U8pz0U5TouILO59j11fH9tfjPqgwF1/cKOXB8ksTC4fATfzv+9qzEkAvpcEBBPcgRKOEWMxOIypoPM0abpeY1cXzpW3IlkkNt8MwJPPkxycZFKoqJSuQDULg2rqATppTTEjkbAs4gjGV7joTUCbKQetHVCIFBq0kzchQJGFzJ6Qbyr8uL7y4vLH9+kYyAfIwZY+AWbS9G+uDN1K4rR+B6iSS8KO35Qkcbx3sByDsz6Sxlckn1hGNcgXEUr2UYS57zMIHWmlo4JIRVQneU0B8l4QYoSsAEMQiSllIdGTTqeTuBTnMVRIOUO42d5oIzsSzefruchlfg1/y9Y41vpEhZ7NU8YZ/Kx44vodXyWAl4omho3nUshtcWVneGyq1anFxAYaNvISB6vgAZImI5/j6/vb2vtlBVIYKZ8IH1yffLmuco+BLD5hlHt9DaMd19yxC+/rAtmA7ZMc5EHgctXmSkx5zut8HfUBJr3wmZL0YhGmZdh1Tun3Jdtjan55CPBSgvoqAqbXx/J4fEfc6KbPEiSBVBZnlP1gm0HkErNQCqIkLady8A1mZibGmc+DYf4IVufB1+buF21YjAF0Mk4UVt7Yv7fCzmLWGCrajA1bZJjr2RcZCS5pazQPUOFg5EOfZpizj1EXFIKjgUMO2JZxjXCTSY6BALSq3jkxaSTRASUCRutR9EYniYYaKCOBJ3t+qDM4aXLXRAWSznJlKeNH5Osuh0VIiFTcEaihN4NMMjFug5pVyqN6MX1syLtmuwpmEBYaxb6WO3YBkKYIYQIAvFeij3tw13ZFJoiedX1xzUoJqm7Nl6yd+yXRP3NjloMwBa2N+dg/uuLIS+f7aNcQf8ggrkrAIQlfLSrEJNhixVXJEy3eRx9VoZ41gMKS/25FqFhOVrC2XsvLHZtvYzC2d5ToVyAdKyw3DQSSjscEI8HqWuw+FKShVPCbxaw5dervrbpr5uXMgL4ChcS5tDom6HCL7k2lUbAh/96EfxDd/wDflvi91/+7d/O97//vfjXe96F46OjvD2t78d586dw6te9apZkYSu6/CWt7wFR0dH+MZv/Ea8//3vv3YNgReyNZPfdTvsnDHgvmvbLoXCDT0CtpKsSRYYW0QMciUSMhaCFEfBpLw0yoWIQHD1DCwEUCbwEkdGTU5TYlb2yiD7SOzYka8a6HkW+t7V7NxRYWuUBcWjJAyAItRoIgBxk6C4rXnDxPoJ5P0JV3YUDJ3ZOMbcudz/szyRlow2d6wqrOCQCxcWmB37GOq/7fcrLQr2zho/ZKqNk6pPRuJLjELDdoWGgDq+DpSw11wzNMiaJ3r61r4fc4iAHs+yYOy5ZugYjFqEy6NEqaAyG9kB8qH79RoW162Fyl5gI+Ik9/0ma8RbamRcxf63ciO+LsoWX9x24cIFnD17Fq/DX0JH/RfnpM/HELjOBUIqo6BiqluqW/EAKQagX2TolvcWlX4/E4lCmhKj0jJiONXlhd4WjDAkESUyglbSn9UkBEWgHA8oBMIE+T7HyPUnawRwJlyBWcIZa5Uhzt6eHauJrWZVOAsLuDCCN6ZsvAy6BkrIoN3GoQPUOdjZeetVVkMFO5f4P+nixeMEn8bn+03tAsdNvrwXyNGFOqMQcwaq9dsQCVvgW26AhRlcaMW4AZlE58abVClvA7Fwxl6+r6wy0ja2wS3UM2mVG9fj7/HcPXSFmCrkpUU07Fp9CKnVU6iInoS032Pa67IhwCRFhOKlNcLxWrg2Ryu5vpzaOqMTkO+fCxM09zOHELYKJb3Ai/22af+LaASMPODf4F/i/Pnz16WQz1yzteL/9xf/Prpu75qPM47H+H9+6Qdf0L6+mO12rYFt7Xq+ENe5WthONIFd/QKWWDoB4BSLcIxO9twJ0xvJSHNiSHRhkjTDPiD1tngQujHJwp5UTMUPjws1cBcw7i+RolY8nFI2HsIghDETYxHPtvAbABTv1JjoTBXsnyferM5nC60RzqhUG/bQs8HqgVCVnAWq8rcwUZy8YKbCSWgNjrz4A5aaBqBkJ7QTeqsQaPfJGzrlRud9tmbVVIuMjd+i9qI9xN8+0yqLS2o0sFvQKw+302yJEVkwh6JDVtqQhfOyq0Xfrl0XdGLOfc3hGiN62j10Rhr1fUnrbBZy+9+MGmrQHPYhkr5Trz/k1MDhzBLDGQl5LZ8b0D93DIwJ4fA41w2Q7AC5/1urCM61xgjYyQn4YoQNts1vN59feLtdh3bbEJhrVwONvthtxsjIi0bmDLDC9anA3T4vXCcygkC7NOok3HGRWN3VKq9UJuIUCWmhKYqjwPNhkgmQpECBxr65ORSBG3LhSSD43DYg4MbDDthccLeR+IBNT8+g+RZubo91FW1bxcmdbe7ZbJ+FKsOAi2Ez34mSGqh/kxcPsnPaseauYcboqVQd23i0D7UAxahox7VCUkIdxmi2YWccCKqlML9/pwNtGAEcCNxRNl6RABocKdP4C/7+///b+/4gOYrz7Kd7Zu9OOtAZSbGOMxIWKVw4lmI7IsYmJMgBQxFAX8qVYCA2SoVUhSQQKUCMEpJC5cJA5Q/MFxJI2UUZx8QlKmXsD7uolKUE41AkIZFQAjgxcnFBwtZFZVvoJHS3uzP9fn/0j+nundmd3du7/XH9VG3pNNPT0z2z2+/b74/ntRSlIktOW5TawNIoAcsQwTXQHEERyMNivPR2+QVadqd2V/5ir89zGGWA0lRaAkhyCTDOAcHNboz0oh9xcJLBgbK2egSekCzQJqAWTYDiCDQWy8JF8yl4XflJTcS6dg+oscRciuM65AIbkQwrSARMdUEhsmA77e2xTclRlOWHewttlrKXI0w5y3b7JDIzvU8TnONu0Qu/KY4UcyBVwsMv+6s5DQDFtqetLBySycYag73Dt90MZWHzBZjxA9kWGkrh8wR/UVyEEcSUcQr48RF2H/az0nEggCOYzfx0sSNSNRDyYhv0ec5BOa4E+ezVUqWzUrRbws4w0f1bCg+p4FBZgCnKXGFWwCxFKlamJjD6lvx+RadqkjZYMQaSzjqxGRF9q0meElhk5clDr9wBywGENnYTBdcPMYIisNTopMxo0+4IjOct2FY2gfZjRhFYrW7S++TiLWRZ41iZc5MILBHSP1qJwCtysRU6XZAzpGOSdpilQOzsymAsArKEsbQoiJhB0hlzo1SACFGNgcDB4sgIeLPIayGpzclRZAL08naWpgSzDt4ywt8S+JawbnAv5D13fV3EMhKaxLekZDtEXWWPjYxksQh5KwgJSI3K8ofnLdI5rgA7n1/z7ANwffFmbMI12RfsThmQBVAq3z4JYaVNZgLXpA7647P5IfTuy485AGSfNsujPVfOZWKBvlbHumgKZjsGAErBjCKr+iXk96CegKVCfpcqsUqFZLJGgPoOGkUgzuizo7kE0Vw9cwfMzcPEPCjFkax4BvIDG+WD8x4uLz63lGgWE9CqzTCgmTWs7PVDjKAIlMFCAgU7QbesB775WijfNjGT8uSUgWUMENKKIOveQ5nSmbQ8EBnNWFbaI9cvrm+VM2wTqa77McFdZCL6dd2DjOLWvp6BkSWA7D70MVuBsEln7L9boehd6+eoLRAtunF8+gtxMeW4fUrBD1RrOJ/jDmkIhtTXKmtNA7mRNTYtpFVzc8x/R3ZUf96zzqkQ6QQC+ucgv4vMdwNZbUxVSK0EaNIguztS1NmWO8DEhahPfnpgSZdOMPkH9DGCItDPsBePJkqBH3gkhbbyFwuVupemaldNANTuBhYTW6pMvEmUpRhWYmkd4Bw8pSwfn2BcBhQxJOOqBoEKJNROfVmalcAYlyEKqTymTfsUMZnCGMEKHLSEtq5j0My/7R/zKgqSnVWgI9SBjP42ByzveJJKTSbNijqph29dZ6eyqRK6nMGY7G0XgH4v8oUBeSyJJlhS70AFGqwHRqBnJndS9RAA5R6KPMFLZKVbKoZGI/SsDAfGjDXAKDWadEhDvzNNPgTvXUL76vWYGqP1TYCfvlb3q+etlUfb1cEYGGIg0t9f6zvCZCBslj0DRRKkYgG44tKAzIapnK4BQoDP1cHmqvJZ2AWE0jSzBJRgCHTQ5UDhjlG08x/yna5GYBZsjqAIDAraWFBMVoFFmwsABE1Kw8FsrnyovRRjMkUq0UpBRZlWGVgag+oRwOWiK2qSeS4Zj5GOquyAepZNwARJ2caZVCJIpyNmVgUommBGTJm5qcHXy5pRzfoLmr3Y2b5rIU3xZO/iGgLplJBlceOOV5nJzU5Zs8jZ0Gx++m+hnjWiLJUQws2Zd3blnrLAFCMg59K1YysBdnyD2YVzyxIjDNkUIubw7Zv5mOcmgMQSbHpeqtaCY9XQrIPa7+774pUiRBFc9wmURYhUkKgt/G1fv9696zHaZZF1iWGrJgMBYGSnd2pXThZMaPrjcJQAUsoRO52Cz85JRblaB+p1+Z4TxR4I5QJw+AKaKwAN8Tv9UlBIIy94c9gRXANNERSBMsgLcBoG6HrugBUxLkDKZqrrCDAhd6MyuI2BEpFt6BIBVokarLLEGBwDuhYIjEGSFZUcY5FZvdVxe7HzCYSKIrmbWV38oL5W0eDt+F61YtIqpUyPoRNB0mA50cpXyQyFPCuAPfa8a5rEPZTKRikai/2vHo+GxSNgAgMjd/wypkD9rZQfpgIAjcJluwL0d9cPSO0mgusgoIcIikBZ9IMyUNJVIJtS445EcEPeIgV1BFMuVysEEcsWd5tjX+/QAPB6Ynjrea0CMRdLN0FFBhMSk/0I73mJiIFGOMAkK3BUVVTBKpfdgRI+pCPKC4lXSigJNv2rDqpz6HkBO+I+sxxYFgTyFYmM2Mb0Z0oMsyxYkCiLOHeEl70rzwRTpsAIRdObuu4Ai8uexbHZtRcJKV1vwhDw6KA8iyiJFDEOIssPzyM08Bbo5+qXMRYAS9JM7bOuY3mZB/ZxPXbN/GgHHNoVGaF29Lr2gSXssxLYJANSK5H8/lUiiLEIIpJWKVk+mMBqqSqlTWBzNbD5mnL5pIavoilHQI7QztvlN+P78Bq2btMOLPdJUywkdmXAIN2WC7t+mBEUgV6jUwWjhFKQZ6IkRTkso8959gXXCgExGPpXy6eOBJm5vZYFb/FaBbwSg2KO9IxRxcwmhT44AILJEqCIIVmhsgoSQgXSl28qGBYFAAIgvyQusn4N7F217kOb1e02QHHEPSmzerMFUvH/2znyJJilCFjpbtWaxZRoFfDxBbd2/divMrWYDy0YoRRxSbCjFTXffK2VkzQFOANhxNRagPahC1lO2p+tk//vF/Dxn41+H+b5eDUN/OwAz6WTSzWdd50aN43EThvSdxbSAiDG4owl88wIImaI5wRGagI8EWDVuqwZkMoMA6rWnGdl2A7tgMscd0AZE3/LNoulBOi/e7156RcE10BTBEWgHfTrD6udLAPblKvLFttzEkpyW+V4s3O2QOUAMbMTZJCBhTyVygZF1gJNZOIGeKp5AwoWej86vNVCarsCKMdMzblRchzhxshJ729QEPL8qJ4ZvIHtz1ZE2vmu6PenXTUtdpG5DIPWmBpgxy9kDXMXxzzaY+/mxYti0ZyLLAvt9FHUxiiKHKjAiTcAIANUmfpX7fJZSuZvUzGQSCnK5HzPB5CBPSCgbQRFoNfopmJREFDY4CbQQl7tfEgFEMrh6IVPwBRhAQqENgdLEmlmjiNEROBVaR3go7F0FTDFI8AZeE0gmpcWAF6zgr5iFdSm9Rl7589hUtlYKhzfsolGZ+4xAJkrgSkyICK5m9SR7XVVntmw2fkcAl4qnV04yIqtIH1cKw8qCI001z6JLEWzQUmxFAcT/CcyZcQOCDS5/JH0YjBmqiFqy01uVcKIw5gZTPS9W8JYX8fiCBhV9MRpClRrMGRPdgEjbdXwKYu977J8F94uH3AtBbZyZoNZlMBOp2R4LiQjIAdijmS8gnSUq6wUqNLZhJG3pDUmmk/AT83LYNh6IuemFQGVHWBzBDRkB7RpCeibbIGgyEiQ+izk+iFGUAS6gbI+uR7CcROYtDHpIrCD6UhFqQNQPAIFu3PDqa8EFJcERawagSoxWEqgSgRR4SAeg7hMOYxO19VuzBqbFsKRVALIRIgjxx1AWbQ5eRTIljA3qXnEwZgymVdimQUBSN+yoEYFwLYMCFlxjnR2n1YAImbt4imzFNglg5PGZ1X4/bAC02SanRWsJoSM5dDeC60AQFkGbPN1HjERj5yCRXaZ34bvLa/IZxRHYNVsbE7uFGfuM2uW1QHkuhWc6ocanrJgCgNZx8x4oBgp41jFAnAkKyMkK7kkuTqdgtcBXksRvV0Hq0vhz07PSwGv4ybs1EB9n3bTA30sJTtgH683/YZAMdwcQRFoF8PyhVDsdg07PuUuALSgyebrFI3xd7BMZHXr01TSB0OFCfAUSBlYXZggLbOj02VehblJkzFTg8AA4DIS+uZ5OWC3D42SkesynsJizrMDBHU/tkuDcbh+hwL4/A95C7s2dZto+Ba7TPv5eP0Z1wiRqufgxZkI+X7IUjCysarviK0YNNkZG4XN91mrMVIc5XIGOP/PE3p2VkBkFxgi8Lr8RDUBlpCMB0hVdUzt89epl34AaF5QYA56XizIuV/+7yEgoF0ERaCbyPOnLvkYmpskHcuAJvbRhEP+rgzIXWjMX4wpqwEHIw6q1sDSCCyJpNmdS64BHkcNz4JGKxCjMttABnClrtbtBwKaC1U6o+8CACSpDedgXPl59aZdF1giMrnh0u3As/M6O8EqiWzYFgGwkUrm2zYV93iWbmYV2CFIJctAKwh55XbVeQbvu2IfiyJZQlm5OLQp38Rw5CkoWmmwrREWDTBjiTGbOGlyc/OqFoXI7mMqNqoU0rrqz97t20qVVhhTq1/b1K+q/1HE5G59vtageEirkSaE4sYdQTGHpgwWyv0EAVROJaiclG4DXk3AEpG5AVTGC9Xq0sWTUy+gWangUshr2w33QCsBHxSAcgjBgk0RFIHFRK9cBiUWIKdGgfZ3ax6WouI0eVD+ZBICjKniQkKAJUnmn7d8y6SUAjYSG553RgDjqUu2o1GwA2uojAcYfzEJ4Zqe7ZQ028Khfd1a0AhylQB7jjrKnrw2Oh/fIsdhZLEGItvpk28pKMr8sN+fdrtoMh+jhFjKRoMCWvDuGcvKCSM2fTE7HiJJ8vvRGQl2d5WKW2Mgb3dq1zkw5aU5aFQWD+IAUGPZ+/IsA4xUHADLqIJ1zQuqcKQVLl1Oc3Xwubr87lXravevhL0uI22nBvpZAUBTJaBjEqA8BaGscjDkwmdJIT1KC7t+iBEUgaVAL/x67exGLDpicNYYDQ9rsbTglDrW/QjJDUDaXy5EFolOUVbgpp6C1QQiTuC1VHK85/mN9W5eyB2lMTnrJlbqmY4v0NTGzi6AGjMVTHVEZrU3943c/9vPw0qrkztyygSifiZ27EARCgV2znFDl8vBIsXUaI2LAY7ykQutxOi/tYXDjh1w2rdYOe3nK5C5DPLcL7ayoAL+WErSIpAKV2Gw5kxcKi9iJM5SK5VViNUEolQGBbJ5xQSozf8qkNEEbersAEFGOZBdUaOy2a4S0K5LIJAHLTlCjEBzBEWgX7AYykKzSmjQVgHmtlXUtLlV8/zuNZe+5iUgAphceFkUZQGFLNsJsjiWHPpCIE5Sdb0V5GabgTk3UfiyCJLI+AS0uTm2zNNC0RWnQpqE/R9vnnlQKRBGK9C7Zt1eH2tIE4Qap6UA2G1qtfyHpoVvJ8x6+h5aAbHHaLkdnDRJLeQtKwfz3AQmbz4PeQugvs56b9JtETW2jXOeTyrA3p6X1yWpFOBp6rovYm4CBsXKESRnjAAAeDUFn0/ASCBWFgAkyr2g6IGzugBkhL9JC2wzILDrMQGMl79Of1cCAhYZQRHoR9i7NY1uKAc5VoKmBYuKFiy7D8uKYAr6GKUg2zkDkHEEgBQEKjDNrygni8WwhmuNP5zIVRwcqwEBsHZ8vmvGCAd7bHnz83ax/jktyLWpmruCrtC1wlnGoNcK/q46J1jOKDYq+4HZ8/VplU09Bcqq9ZnKk94z8ceQky0iz4vMneN/X4XI+mfMfUap8t3bu3ZBMrvB/85HHGIkQjomLTS8LrKyw9WacQNQtZqlAZpxi8YxIccVUDY1sBc7+U6UgRBA2AjCwp7HkD/KoAgsNZotuHnHuulKaCdwqUxJVd2ft3jK9DDLZaAXYACMCYATKEFWsx7IlAXVDoyBVeJsGDGHYNKSwGoWZa+Ta+5aC7IB2UpDzvO0LQV576bZOyBpmnbaqLoMxBt35w1j0mh2D10MiCtOAO5dzxlyizfYlRg5FGWxpQzacQ463sCkTyqnqm+90EGIZh6qP98iEjUGiDY8Z/X+WCU2/3e4A5QQ5LUU8dvS0sTn6/L9pyLjgVCuAMOjYCsAReRABZTAheiWEtCRFaFNZSAoAI0IwYJNERSBIiyFWa5V/y0EUMs2Tl8FwWh+t1ZWQdHCWFRVzdxH6DK32fVM7QRJm4ABl9VQk+aMVKT7gHMZq0Dy73RljHRFDFYXiE9CWhMibqLIkUjBYKoV5u2a4yxYUR9ngqRpWvuSNQ1wHumNIyQBgNxj9g48ihpYGRljmZuELFIfn1rYfqeCAKRSiHPhmvW1IuRfZwdocgYwWW6aAZIKGchxFXiC3DAv5riX7Dnr/9tVCZ32DNqn72yr1NhpdATijFHlBsjKEfO5BHy+BggCPzkP/nZVWg1qdfm+lAVKRv+r0tD1uppazve2SRxAz6sBlkGZzUNAQIcIikAzLKaJrVc/5JI7kmaLY965BuVABx8CmesAcNMUU1WoxkpDYwB0wB1T6YB6p5iOcHDGXAWCqcIz3i7ZpBfqwEHdr87LV4JbuxwMiRG3xm12zHYcgjd3wwwoDE894zwzi+t+NFufubc26bewBJg+pBmeVHyFMyY9N/tvSymgiCvFKXKVFV+ZtImC7Ha20qifq7J4OM+2leLqn1fxGGKsAlGRL0IXEWKJAObldSzRPAAEJIl8V5arw7zLPFeGM4YOd/UhuG/wIQA/Q7ft64cYQREowmIK6m703U2XQRfQUGktTyEAHKXACHPbjZCmoHpdpcwl8rebpIjejs0OnglhOAMke2EEnqjrE5HFEQCKuMhLg9Mb8byiODZ8YWsLfQ3vPfhcDIWIuDsuH7YbQ+26jZvBHxcgBfRIJbvWOu/QLcc5P3neKOiRKhYD8u5lFU5iOg1P39MauxMToHf/lUgqcUTyPQFALJUUTgSQchcJki4AOw0wsfgf9DgFh1yhc0z+XVB4+0oBCBaABSFkDTRHUAT6EYsh5JdgUbMX1UL3gciEDtmmdZ15oEvici4X/0jurnmagp2SbgKoaodUiZCukLtJIQi8wlVamgCfT4yCQTrzoJqAzVedcsHaxJwNXJvTmdcm8z/r4DZw5ub3264IW0Dm0BgzXsmuI3IrJKo28nI1ljh2rQfammBiJbI6Cm5wpMjK+drKhxdYaFIytWUmFUDquR2YCuZUNM2oKWENZP3qNsrXr4U/jUayHsAIz0oCqxRCXkvAVSqhNvuzWh00X812/jqw1KZM5ur7xD1LgC7V3InJv5+Ev8aQC6GA3qON6LGAoQaJ7NOV7sh8cu+j4VMY60CvNM044Wt1GSE+X5M+Yi10maKZjdW/atcJLosdabcBRZE6zrKyvFpgWxYB291g/vXjA+x55AmaZkqcfU4rENrfz70PLCVA78KbMPmRJuxRvvZCoe9bFezdu8VVQPb91Fgp4qpwkxWboe/nz5Mri40meYo40lGOdEy6eMSIzAYAl/TA0EyAtbp8x7W6fPf6o2mC/e+nrbQ5r2dIlICA7sD/vXfyaQO7d+8GY8z5TE5OWsMh7N69G1NTU1ixYgW2bt2KV1991emjWq3itttuw9q1azE+Po5t27bhzTff7Mrj8BEsAv2OxcgeAJovekWMdx3fqomlICeWwKTfMaYyDWSKmTRVK7KjVIDVI8QkixsBcChtqRIBpFwHI5EMqhcAryfZDtkMimWFlpgrYBsyDrSJXpvY9W5fsw4CmdD2+xC80cSoBD2LcgLtmmUZ2NdrOMIvG7fh9ffmbJSAvNLDemdv30MrEfrrEUmqYH2NrvlAYxXQiC7ulPUZz6XgNQGeKBKpRMj6E3OSYpjVE8MpYCxDDgcAB0PiBgOq78KCd81BCRhu9CBr4H3vex/27dtn/h9Zv/E///M/x4MPPojHH38c73nPe3DvvffiYx/7GL73ve/hzDPPBADs3LkT3/jGN7Bnzx6sWbMGd9xxB6655hrs37/f6asbCIpAP0Kbe1t9+VqltnVlLF6qoH/cRjOlQWUqOLUO/P7t2geAFM6k8t5ryDjvk8QE5EVzcZYJUImlJSDmEGMxBGcmB504MoFvxxGQxaKo4wns2AV1nOx6CeRSFetj+n1RJQaNjgAcmbnbfkw6w0C7AzR9sd+f8KwOfjBclO3qzXgbYge0GZ2ydDuWk6angxj1PHQWgGpDVr9amaEoyioh6gj+OIJYUUGysiL9snXFICgI8ckakJIsBFRPsxTAWl2+Z239sWmANXQwZsoB1OW71KRVXsaGYw3olYDvhgIfXAIDjTiOHSuABhHhoYcewt13342Pf/zjAIAvfelLWLduHb7yla/gd37nd3DixAk89thj+PKXv4zLL78cAPDEE09g/fr12LdvH6688squjjW4BgYVS71IOJXaChbXItdCzrFcl4GGiqi3XQWmzK6qH0+JCiqsJ9KcXE+kadknEmJSsSAu3QfaZG2EvvO3F+DmR+Lb5vRImruJ5wTGaUZEzp1rnF24DXXMfBxuhBbw2+WZMwvM54VuD3tcTD83NK4WHHKeduqhmYurPEDIGABeS4xyxOqZyZ8s878pCAQYcihTQlmTRelUVFFAj9wv6HQn2s9zGkR0yTUwOzvrfKrVauEtDx06hKmpKWzcuBHXX389Xn/9dQDA9PQ0ZmZmcMUVV5i2o6OjuPTSS/HCCy8AAPbv3496ve60mZqawqZNm0ybbiJYBPoV/kJg7/57tUiU3V3Zu/wm1+RmGvjMh5argFTwHxME8FQGyGlGOsbk7lL5saNEgCIGXonAq5KwhtVVbABXu1m9210x4gotLt0MrJZk3Pxm1wzXWqP7iFyBymrKCpCkmSvCfn/6w5g0ixuhzQHNwaB36LbCQoS8XCZmC08bUZQpHtoKYVdjdJQUykpJ+5z/FeleYYRGwWvFWBBjkgCIpOWAVVNVCpiyQMBUOHUBKLF4Aew4kZyUQKeYk24Pa0xlFNbFhu+66ARlLIIB5dGl9MH169c7h++55x7s3r27oflFF12Ev/mbv8F73vMe/O///i/uvfdeXHzxxXj11VcxMzMDAFi3bp1zzbp16/DGG28AAGZmZjAyMoKzzjqroY2+vpsIisAgIW9hWAr3QKcosRAXph0CcKoiav6BNM129PUELIoUFwHLcvfjGGyuqnz5EXglNoFtujaBTjsEA8RIBDGiJIwSODwlRG/XwataeGmhrBdo95lnAYmQXPin55vvBm2ugtRqEyMTAra7QSsDttJgv/ckBXn1DXQsA9MVB20Tuvb/c1XdjwMQLKNxtvqmmCMdi12LgICVfglwlppxs/kkqwNQT6SCZis2aQpKVOBfKooVgDwTv6qFAUBmnaQFgn8YfP5BGegaupU+eOTIEaxatcocHx0dzW1/1VVXmb83b96Mj3zkI/jpn/5pfOlLX8KHP/xh2ae3bucVe/NRpk0nCK6BgP6H3g2a3aEwQpKUEDE+ZeM60BHnktdeuw5k2rknoBlA+qN29qR3xdqcX/TjM+Z1ZO4ADSN8PaHmwx6Pb9YvC/9ewio2ZAvhZvPI+dtePMl+Dhy5rMYApAUnSeWzV/+aksCmIJCuECgalIDGuYnG/+cd6wd0W3D3q5K/TLFq1SrnU6QI+BgfH8fmzZtx6NAhEzfg7+yPHTtmrASTk5Oo1Wo4fvx4YZtuIigCAUuHdiu82Qu+pQw4vmK1w9S+ZdJm5yQB1eugag2YrwJz82BzVfC358BPzYOfnEd8Yg7xiXlUjs9j9MfzGP1JFSPHq6i8VUXlZA2saqUZcmTpcFYsgOYzoIpKq4tU7nwcOeQ79hycoLzU5stXwlELTqPYKGWmVs92176yEHGwOJK7f4dvwApKjCQHAyqyAqQdDKitEnqOpFIwiTGwRCCaTxCdriM6XQefSxCdThDN1dWxGvjpGtjpqvzMVcHmq7IiYLVm3gNVq6BaTb6TulTWSMcJWJYAYw0oiDkx3xd9zuIN6BldcJHy1qliF9BddClGoFNUq1X813/9F84++2xs3LgRk5OT2Lt3rzlfq9Xw3HPP4eKLLwYAbNmyBZVKxWlz9OhRvPLKK6ZNNxFcAwF9gVK0xT4ZEeD8QDX1LlnHGUtUMB8HeA3gKspdB+RxrjIQeBZNr4V9HCnLANT/mVI+pMlWC31NWkSa6CaWhXSIi8wSAdWH4xJI1Z/ZMWcHbu3kTUqlrYhEWeAhI25SGlmSgOw4At1nZGVY6LnBygKw50qUhSIkAryeU6ZYKxlE2TwdX7/a+Suh7gQBWrv/3GJALWoBGJdSHnnQYlgHiqwpeQKi17E8AY0QJANcFnJ9G7jzzjtx7bXXYsOGDTh27BjuvfdezM7OYvv27WCMYefOnbjvvvtw/vnn4/zzz8d9992HlStX4sYbbwQATExM4Oabb8Ydd9yBNWvWYPXq1bjzzjuxefNmk0XQTQRFYJjRz/EDJdAQP5AHn69f0xVrIcO5LHjDRVYyFwCRMNz7jHOAlIJAEcAVQY9mDkzNade1IExn8m9uCfklAhOUBQNyVn7BIsqiHLTSBMiiRFzOh1kKSu6clGBnghyiJmdHb/9bUBXQoN2KgEuNAf89BSwd3nzzTdxwww340Y9+hJ/6qZ/Chz/8YfzLv/wLzj33XADApz/9aczNzeH3fu/3cPz4cVx00UX41re+ZTgEAOBzn/sc4jjGddddh7m5OVx22WV4/PHHu84hAACM+jr3Jh+zs7OYmJjAVvwfxKzS6+H0FwZpoWqDrKhQIfD7sFn5tL/e+LW5dY5l15pYAO5YChBnefImRZAyDgHNtCdT5rhJo2P1LDfe+MjtcQCZawPw4hW8OAP7uP9ubeIi2wVg923N27gC/DRGlvOvF7fA/BgD49pQwl3HZehzlgJQmAlgnkX+br6py0i9u8Iqmd20CrS7RBZZBIp+m3nBn53ee4CQUB3fxv/DiRMnnAC8bkLLisvP24E4KufPz0OSVrHv9f+7qGPtJYJFIKB3aIPBsLgksrfge5kGgBWdq2oYmJ48BQGAchEoToE4NrUE8iJ1meYfYJJt0DDxaX5/oHgh1wLfrlHAWEY5DLiWDvv+dt/2rl3/6ysT2kqSpE4/Zk6RpzBp6D61sPcVAZvjQfMAAG5uv6XskHXevU+bPBP6/xZBVdfQTCh3o++y/Q6xAtAbLNTPP9zvIygCyxHDbOLUu0XLZeBUO7R97fo52McESTeC4JlfMU1d4arbR1EmIC13BLMFp0/ta8ZJjRYB3wSvZZ9dXMgR/F56ma8U2GPNsxDoPjVjoy/oASflL28ODWl+tgXA6ccN+ixCX7kCOkWz31en5wICFhFBERgmlFlE/J3jgKOwjoFf/hjIrXboNpB0xiAOpgKLSGRuAyfIAJA7/yTLIGBFu+U85O14WVavoKEAkq+EqDk4x+37FQXP+fPQcRBNQJrquGFXbikBFrmPyYQwzWylooPMkeKBZX/bFqVO3QLNrDft7iabtc9TuMpcF9A5Fhr5P+TvJSgCg44hEOYOyi7iOa4Ep45BUT95mQe+cqAUAgbAJMvnuS4034AWrobBTwm8toWH4jlgstiSc0/fBWLmY+20ydqFF+6sbcsAAwRAvEXwkSb+0X+brpSy1LDrb2QEbLjWHGrtJiiFTq5r5/2U8d/nKQxB4PcHBGFB5v1hsFQ1QVAEBh2L6dNcSnQxuKtptkFeESU/8wAwu2tmzPN5Ue6KkU8LV61kaCWgk8WD28LEFrotAittxSMnBS8Xuk/Woh1RrgIgTzXGApTBwLkAyvzOilxAg/7bDBh6BEVgWNAsn9k/1mpxKtNXrxe4nLoE7umi4EKPm0AezHa3HFnOPpAx6WlrumNGF1kGgg1rp1xEB2q7DJw2tvfBCRYsmKtvhVB/l0kG0u6PUkqYvfu33RM58QhO3ECZLICyY1hKdHPHHnb/vUdRQbR2rh9iBEVgOaJdJUAf982cvVYGOkBDGWR5EOqgFKJmo5zz4/dS/QiAUwkHcP3jTQdDWR8+OHdqELA8MhTOMu5920efN+6iseeNvxmacAE0uANaKQG9XFybxQM0O1/2Ox/qBPQXQoxAUwRFIKA99NMPooVVoPmlOe4Dr7/cHb1OxZMN3KyD7EL3/82ES5HJ2c5kABp2+EyzFPrxEGVN9LZAy8soyBuLvq5IAXAOlrQE9CPKPLuF9hGwtAgxAk0RFIHlgCLBVBY+wYzfd69dBBp5keMl3AcNCoHtA8+73OcnyOvbj/5vB7Yw9tP2VH8Nu3l7p67/XzCm3HHpe+alCXp95lICOzcqSQq0FPCsIA3HmrUPCFgmCIrAsKKV+b+sgGonJbFdobdYgY5+Odp2rAa+AlEkyDhzhH0RW147VnfdV65p37ZCOPcpyNe3kCe4/XExzwLRTl/ZyT7zo5aN1A+1AYYfwTXQFEERGFaUNW+2EsKD9AMoEkQtGAzLuAkakENY5JzLaeecK8hqKAwwLFIOCqwAueZ6f1zWOMx9C+ILytIC9xSdflcH6Tse0BkIC1QEujaSvkTbDtbvfOc7uPbaazE1NQXGGL7+9a+bc/V6HXfddRc2b96M8fFxTE1N4aabbsIPf/hDp49qtYrbbrsNa9euxfj4OLZt24Y333xzwZMJ6ABaU16oxpzXV6v+8vjzFxtNStvm5rTnfTQE5X/8tnnniq6FFLqlPpq4RwiQChaUxwv6z5tXmprz+ffwagPYfTWJxG54nkXPsBPkfbeCMA8I6BhtKwJvv/023v/+9+Mv//IvG86dPn0aBw4cwJ/92Z/hwIEDeOqpp/Daa69h27ZtTrudO3fia1/7Gvbs2YPnn38ep06dwjXXXIO0mX8yYDDRrwt0uwx3/rW+QCsScn4bv72PIgUhT6AjUxqc6/3xlBXCRfcquHcechWqxUK/frcC+g95m5R2P0OMtl0DV111Fa666qrccxMTE9i7d69z7OGHH8aHPvQhHD58GBs2bMCJEyfw2GOP4ctf/rKpq/zEE09g/fr12LdvH6688soOphEwkMgL5FrS++eb//MEWUuColb3aXMMTWGPz+YR6BQlAitz26MNxWkxMGCpqwE9hBBwCLo6un540VnuVRs4ceIEGGN4xzveAQDYv38/6vU6rrjiCtNmamoKmzZtwgsvvLDYwwlYarQqvdprlBRSeqfbSvA1a2efa2o2L/sB8k31Jea0oHFYfZS4Ues27SLPpdQLN1NAwJBgUYMF5+fnsWvXLtx4442mhvPMzAxGRkZw1llnOW3XrVuHmZmZ3H6q1Sqq1ar5/+zs7OINOqB9FJGndGthXmj6Y8v+O+cjcLuhhv8XWhJKnC9xw2zcJYV/q+MLGo/baXf6aReByCcgDyFroCkWzSJQr9dx/fXXQwiBRx55pGX7ZnSs999/PyYmJsxn/fr13R5uwEKRt0PT6NTPtpS+uTYEly04W1kKypxvdp+Wu+4W4y5rySgznpb92VaDLihWbWMZ+HIDOkSIEWiKRfm11ut1XHfddZiensbevXuNNQAAJicnUavVcPz4ceeaY8eOYd26dbn9/fEf/zFOnDhhPkeOHFmMYQcsBlrlbvt/62vKXNdttKkMdCsozncZ+H3nWRoaTPoF/XRzPH1RK6BoYR7yhTogYDHRdUVAKwGHDh3Cvn37sGbNGuf8li1bUKlUnKDCo0eP4pVXXsHFF1+c2+fo6ChWrVrlfAIGFAtZsBcSb1D2vmUi+3sALYT7kq63V88oCP+AsiiTjdNGts6woe0YgVOnTuH73/+++f/09DQOHjyI1atXY2pqCr/2a7+GAwcO4Jvf/CbSNDV+/9WrV2NkZAQTExO4+eabcccdd2DNmjVYvXo17rzzTmzevNlkEQQMGLq5ILdL/1o2SKwdS0KzFECg2OzdTvR9C5Kj/EsaLQPyctY7BaEMidOi3n+4F+iA7oBIgBbwnVzItYOAthWBf//3f8dHP/pR8//bb78dALB9+3bs3r0bTz/9NADgAx/4gHPds88+i61btwIAPve5zyGOY1x33XWYm5vDZZddhscffxxRFHU4jYCBgqY47ja161KlI7ZaFHwfebvt/etaKApGCShq341FbKl8/s0YL8t+T/z4lLLtg1IxvKAF7uqH/LvRtiKwdevWfPpShTJ10MfGxvDwww/j4Ycfbvf2AYMCLew7PT8sKCuEfSG+0HoJbWQTdDS+lu07eL/22rFcvh8BAX2AUGsgYPHQLOCvW5G4/aqpdyqA2zG1txLKi2HOLNtnW66YgnfYrdoBrVIK+/U7FNA9EAELKRgw5N+RoAgEDCa6wV3QzAw9CPAtBYxngnrIfZoGZXkDAr/A8oYQAFvAb2LIf089SPYNWPboJ0vAoCoBeRjyxSoXpbNBghIQEFCEYBEIWL4YBiVg0IR/LwRyUAICgmugKYIiEDBcyAsyWwhF8UKC1kLAm4shX0wD+hckBGgBroFhTx8MroGAgFYIHOXdQVCKAgL6EsEiEDB8KNqJLySdrZMxLGcUBWKGoL2AXiC4BpoiKAIBAUuJfnEXFJEvtTpeZuw+H4DfX1AGApYaggAWFIEiBNdAQEC3MeSLRkBAwHAhWAQClg/a2Y03q27XbvGjbisG3eY/sJ9LUZ/duFdQkAJ6BSIAC+ERGO7vblAEApYnmmUSdPKjX+hC0Qk5UjfdDINOrhQQ0AQkCLQA10AZ6vxBRnANBAQsNZpZG3qNsiWdl8r6ERDQDeiS4gv5dIBHHnkEGzduxNjYGLZs2YJ/+qd/6vLEuoOgCAQMJ7SwsisdtiqC1K36B2XHZ//brT67xdrY7NPsuoCAAADAk08+iZ07d+Luu+/GSy+9hF/8xV/EVVddhcOHD/d6aA0IikDA8sNSC6wiJaSdcbRSbIoi9fOE+GKUfQ5KQEAfgwQt+NMuHnzwQdx888347d/+bbz3ve/FQw89hPXr1+PRRx9dhBkuDAMZI6D9NQnqC0oNDVguaME0uND+WvbZab37oriFMvcvume3U/c6nVvAckeCOoCl8b8nVF0QHbce6+zsrHN8dHQUo6OjDe1rtRr279+PXbt2OcevuOIKvPDCCx2PY7EwkIrAyZMnAQDP45kejyRgINDtdabd/jq9f9F1ZfpbyLXtIMj/gAXi5MmTmJiYWJS+R0ZGMDk5iednFi4rzjjjDKxfv945ds8992D37t0NbX/0ox8hTVOsW7fOOb5u3TrMzMwseCzdxkAqAlNTUzhy5AiICBs2bMCRI0ewatWqXg9r0TA7O4v169cP9TyXwxyBMM9hw3KY52LNkYhw8uRJTE1Nda1PH2NjY5ienkatVltwX0QE5rn48qwBNvz2eX30AwZSEeCc45xzzjFmmlWrVg3tj9DGcpjncpgjEOY5bFgO81yMOS6WJcDG2NgYxsbGFv0+NtauXYsoihp2/8eOHWuwEvQDQrBgQEBAQEBAFzEyMoItW7Zg7969zvG9e/fi4osv7tGoijGQFoGAgICAgIB+xu23345PfepTuPDCC/GRj3wEn//853H48GHccsstvR5aAwZaERgdHcU999zT0k8z6FgO81wOcwTCPIcNy2Gey2GOi4FPfOIT+PGPf4zPfOYzOHr0KDZt2oRnnnkG5557bq+H1gBGw86dGBAQEBAQEFCIECMQEBAQEBCwjBEUgYCAgICAgGWMoAgEBAQEBAQsYwRFICAgICAgYBljYBWBQSnvWBb3338/fv7nfx5nnnkm3vnOd+JXf/VX8b3vfc9pQ0TYvXs3pqamsGLFCmzduhWvvvpqj0a8cNx///1gjGHnzp3m2LDM8Qc/+AE++clPYs2aNVi5ciU+8IEPYP/+/eb8MMwzSRL86Z/+KTZu3IgVK1bgvPPOw2c+8xkIkXG6D+I8v/Od7+Daa6/F1NQUGGP4+te/7pwvM6dqtYrbbrsNa9euxfj4OLZt24Y333xzCWfRGs3mWa/Xcdddd2Hz5s0YHx/H1NQUbrrpJvzwhz90+hiEeQaUAA0g9uzZQ5VKhb7whS/Qd7/7XdqxYweNj4/TG2+80euhdYwrr7ySvvjFL9Irr7xCBw8epKuvvpo2bNhAp06dMm0eeOABOvPMM+mrX/0qvfzyy/SJT3yCzj77bJqdne3hyDvDiy++SO9+97vpZ3/2Z2nHjh3m+DDM8Sc/+Qmde+659Ju/+Zv0r//6rzQ9PU379u2j73//+6bNMMzz3nvvpTVr1tA3v/lNmp6epr/7u7+jM844gx566CHTZhDn+cwzz9Ddd99NX/3qVwkAfe1rX3POl5nTLbfcQu9617to7969dODAAfroRz9K73//+ylJkiWeTTGazfOtt96iyy+/nJ588kn67//+b/rnf/5nuuiii2jLli1OH4Mwz4DWGEhF4EMf+hDdcsstzrELLriAdu3a1aMRdR/Hjh0jAPTcc88REZEQgiYnJ+mBBx4wbebn52liYoL++q//ulfD7AgnT56k888/n/bu3UuXXnqpUQSGZY533XUXXXLJJYXnh2WeV199Nf3Wb/2Wc+zjH/84ffKTnySi4ZinLyDLzOmtt96iSqVCe/bsMW1+8IMfEOec/v7v/37Jxt4O8hQeHy+++CIBMBuuQZxnQD4GzjWgyzteccUVzvF+Le/YKU6cOAEAWL16NQBgenoaMzMzzrxHR0dx6aWXDty8f//3fx9XX301Lr/8cuf4sMzx6aefxoUXXohf//Vfxzvf+U588IMfxBe+8AVzfljmeckll+Af/uEf8NprrwEA/uM//gPPP/88fuVXfgXA8MzTRpk57d+/H/V63WkzNTWFTZs2Dey8AbkmMcbwjne8A8DwznM5YuCYBQetvGMnICLcfvvtuOSSS7Bp0yYAMHPLm/cbb7yx5GPsFHv27MGBAwfwb//2bw3nhmWOr7/+Oh599FHcfvvt+JM/+RO8+OKL+IM/+AOMjo7ipptuGpp53nXXXThx4gQuuOACRFGENE3x2c9+FjfccAOA4XmfNsrMaWZmBiMjIzjrrLMa2gzqGjU/P49du3bhxhtvNIWHhnGeyxUDpwhoDEp5x05w66234j//8z/x/PPPN5wb5HkfOXIEO3bswLe+9a2m1cAGeY4AIITAhRdeiPvuuw8A8MEPfhCvvvoqHn30Udx0002m3aDP88knn8QTTzyBr3zlK3jf+96HgwcPYufOnZiamsL27dtNu0GfZx46mdOgzrter+P666+HEAKPPPJIy/aDOs/ljIFzDQxaecd2cdttt+Hpp5/Gs88+i3POOcccn5ycBICBnvf+/ftx7NgxbNmyBXEcI45jPPfcc/iLv/gLxHFs5jHIcwSAs88+Gz/zMz/jHHvve9+Lw4cPAxiOdwkAf/RHf4Rdu3bh+uuvx+bNm/GpT30Kf/iHf4j7778fwPDM00aZOU1OTqJWq+H48eOFbQYF9Xod1113Haanp7F3716nDPEwzXO5Y+AUgUEr71gWRIRbb70VTz31FP7xH/8RGzdudM5v3LgRk5OTzrxrtRqee+65gZn3ZZddhpdffhkHDx40nwsvvBC/8Ru/gYMHD+K8884b+DkCwC/8wi80pH6+9tprptjIMLxLADh9+jQ4d5eQKIpM+uCwzNNGmTlt2bIFlUrFaXP06FG88sorAzVvrQQcOnQI+/btw5o1a5zzwzLPAAx2+uBjjz1G3/3ud2nnzp00Pj5O//M//9ProXWM3/3d36WJiQn69re/TUePHjWf06dPmzYPPPAATUxM0FNPPUUvv/wy3XDDDX2fitUKdtYA0XDM8cUXX6Q4jumzn/0sHTp0iP72b/+WVq5cSU888YRpMwzz3L59O73rXe8y6YNPPfUUrV27lj796U+bNoM4z5MnT9JLL71EL730EgGgBx98kF566SUTLV9mTrfccgudc845tG/fPjpw4AD98i//ct+l1TWbZ71ep23bttE555xDBw8edNakarVq+hiEeQa0xkAqAkREf/VXf0XnnnsujYyM0M/93M+ZNLtBBYDczxe/+EXTRghB99xzD01OTtLo6Cj90i/9Er388su9G3QX4CsCwzLHb3zjG7Rp0yYaHR2lCy64gD7/+c8754dhnrOzs7Rjxw7asGEDjY2N0XnnnUd33323IygGcZ7PPvts7m9x+/btRFRuTnNzc3TrrbfS6tWracWKFXTNNdfQ4cOHezCbYjSb5/T0dOGa9Oyzz5o+BmGeAa0RyhAHBAQEBAQsYwxcjEBAQEBAQEBA9xAUgYCAgICAgGWMoAgEBAQEBAQsYwRFICAgICAgYBkjKAIBAQEBAQHLGEERCAgICAgIWMYIikBAQEBAQMAyRlAEAgICAgICljGCIhAQEBAQELCMERSBgICAgICAZYygCAQEBAQEBCxjBEUgICAgICBgGeP/AxTWf+H4IjBzAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load a real-life image\n",
"map_aia = fits.getdata('reproject/reproject/tests/data/aia_171_level1.fits')\n",
"plt.imshow(map_aia)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "e608742f-6f0f-4311-a6c4-497591ea7b1c",
"metadata": {},
"outputs": [],
"source": [
"# Set up coordinates for the input image---pixel coordinates are world\n",
"# coordinates with an offset, so the world-coordinate origin is at the center\n",
"wcs1 = WCS(naxis=2)\n",
"wcs1.wcs.crpix = [26,26]\n",
"wcs1.wcs.crval = [0,0]\n",
"wcs1.wcs.cdelt = [1,1]\n",
"\n",
"# Set up the output image coordinates.\n",
"# We'll add both x and y shears, which seems to expose the bug nicely\n",
"wcs2 = wcs1.deepcopy()\n",
"wcs2.wcs.cdelt = np.array([1,1])\n",
"shear_x = np.array([[1, 1], [0, 1]])\n",
"shear_y = np.array([[1, 0], [.5, 1]])\n",
"wcs2.wcs.pc = shear_x @ shear_y\n",
"\n",
"# Make copies for the solar image, with CRPIX moved to the center of the larger image\n",
"wcs1_aia = wcs1.deepcopy()\n",
"wcs1_aia.wcs.crpix = [map_aia.shape[0] // 2, map_aia.shape[1] // 2]\n",
"\n",
"wcs2_aia = wcs2.deepcopy()\n",
"wcs2_aia.wcs.crpix = [map_aia.shape[0] // 2, map_aia.shape[1] // 2]"
]
},
{
"cell_type": "markdown",
"id": "56542889-597f-4508-8403-0ce33ea0f968",
"metadata": {},
"source": [
"### Vertical Stripes"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "d2460657-970b-47f9-9205-5b1253818b13",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1500x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1500x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 4))\n",
"plt.suptitle(\"Below are the results with the vertical stripes\")\n",
"plt.subplot(131)\n",
"data_transformed = reproject_adaptive((data, wcs1), wcs2, data.shape, return_footprint=False)\n",
"data_transformed[np.isnan(data_transformed)] = 0\n",
"plt.imshow(data_transformed)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{with}$ the fix\")\n",
"\n",
"plt.subplot(132)\n",
"data_transformed_unfixed = reproject_adaptive_unfixed((data, wcs1), wcs2,\n",
" data.shape, return_footprint=False)\n",
"data_transformed_unfixed[np.isnan(data_transformed_unfixed)] = 0\n",
"plt.imshow(data_transformed_unfixed)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{without}$ the fix\")\n",
"\n",
"plt.subplot(133)\n",
"diff = data_transformed_unfixed - data_transformed\n",
"ex = np.nanmax(np.abs(diff))\n",
"plt.imshow(diff, vmin=-ex, vmax=ex, cmap='bwr')\n",
"plt.colorbar()\n",
"plt.title(\"Diff\");\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(15, 4))\n",
"plt.suptitle(\"Below are the results with the reversed vertical stripes\")\n",
"plt.subplot(131)\n",
"data_transformed = reproject_adaptive((data_reversed, wcs1), wcs2,\n",
" data_reversed.shape, return_footprint=False)\n",
"data_transformed[np.isnan(data_transformed)] = 0\n",
"plt.imshow(data_transformed)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{with}$ the fix\")\n",
"\n",
"plt.subplot(132)\n",
"data_transformed_unfixed = reproject_adaptive_unfixed((data_reversed, wcs1), wcs2,\n",
" data_reversed.shape, return_footprint=False)\n",
"data_transformed_unfixed[np.isnan(data_transformed_unfixed)] = 0\n",
"plt.imshow(data_transformed_unfixed)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{without}$ the fix\")\n",
"\n",
"plt.subplot(133)\n",
"diff = data_transformed_unfixed - data_transformed\n",
"ex = np.nanmax(np.abs(diff))\n",
"plt.imshow(diff, vmin=-ex, vmax=ex, cmap='bwr')\n",
"plt.colorbar()\n",
"plt.title(\"Diff\");"
]
},
{
"cell_type": "markdown",
"id": "bc163c3c-d34f-41ce-81e7-d1156f48552f",
"metadata": {},
"source": [
"With the vertical stripes, two things stand out. First, apart from the edge effects, aliasing is very dominant without the fix, but is largely eliminated with the fix (where the image is a near-uniform field of a single, average value). Second, when switching between the two sets of vertical lines, the output image changes significantly without the fix (zeros turn into ones and vice versa), which is a clear sign of aliasing, whereas with the fix, the output image is much less effected (again, aside from edge effects)."
]
},
{
"cell_type": "markdown",
"id": "dbba1c4d-8346-4f8d-861c-cf5a37391c3e",
"metadata": {},
"source": [
"### Solar image"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "d253907a-fd90-447f-a65f-723ec7eb8839",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 4))\n",
"plt.subplot(131)\n",
"data_transformed_sun = reproject_adaptive((map_aia, wcs1_aia), wcs2_aia,\n",
" map_aia.shape, return_footprint=False)\n",
"plt.imshow(data_transformed_sun, vmax=3600)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{with}$ the fix\")\n",
"\n",
"plt.subplot(132)\n",
"data_transformed_sun_unfixed = reproject_adaptive_unfixed((map_aia, wcs1_aia), wcs2_aia,\n",
" map_aia.shape, return_footprint=False)\n",
"plt.imshow(data_transformed_sun_unfixed, vmax=3600)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{without}$ the fix\")\n",
"\n",
"plt.subplot(133)\n",
"diff = data_transformed_sun_unfixed - data_transformed_sun\n",
"ex = np.nanmax(np.abs(diff))\n",
"plt.imshow(diff, vmin=-ex, vmax=ex, cmap='bwr')\n",
"plt.colorbar()\n",
"plt.title(\"Diff\");"
]
},
{
"cell_type": "markdown",
"id": "e84d5bb1-96fd-48af-b426-27a361a70a7b",
"metadata": {},
"source": [
"Here it can be seen that the differences are more subtle with real-life images. That makes sense---if the problem is that averaging weights are being determined incorrectly, that's less of a problem if the image varies more smoothly so that the samples being averaged together are more similar to begin with.\n",
"\n",
"It's easier to see the difference if we flip back and forth between images:"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "fab5c0bb-d268-4bb9-96ed-38f7f45b819c",
"metadata": {},
"outputs": [
{
"data": {
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"\">\n",
" Your browser does not support the video tag.\n",
"</video>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_sun(fixed=True):\n",
" plt.clf()\n",
" if fixed:\n",
" function = reproject_adaptive\n",
" else:\n",
" function = reproject_adaptive_unfixed\n",
" data_transformed_sun = function((map_aia, wcs1_aia), wcs2_aia,\n",
" map_aia.shape, return_footprint=False)\n",
" plt.imshow(data_transformed_sun, vmax=3600)\n",
" plt.colorbar()\n",
" plt.title(f\"This version run $\\it{{ {'with' if fixed else 'without'} }}$ the fix\")\n",
"\n",
"fig, ax = plt.subplots(figsize=(9,9))\n",
"\n",
"ani = FuncAnimation(fig, plot_sun, frames=[True, False], blit=False, interval=1000)\n",
"display(HTML(ani.to_html5_video()))\n",
"plt.close()"
]
},
{
"cell_type": "markdown",
"id": "36959a27-21ac-422e-981f-352fc6eca966",
"metadata": {},
"source": [
"(If it doesn't auto-play, the above is a looping video.)\n",
"\n",
"The image with the fix appears smoother---it's hard to say whether the fixed image has been blurred, or if the unfixed version appears noisy and aliased. It's easier to determine which is more correct in the following video, where the source image is shifted by one pixel vertically between the two frames."
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "c5cdbcde-6fee-4e5c-bb12-ff0dee86b74a",
"metadata": {},
"outputs": [
{
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"\">\n",
" Your browser does not support the video tag.\n",
"</video>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_sun(roll=True):\n",
" for ax in axs:\n",
" ax.clear()\n",
" \n",
" if roll:\n",
" data = np.roll(map_aia, 1, axis=0)\n",
" else:\n",
" data = map_aia\n",
" \n",
" data_transformed_sun = reproject_adaptive((data, wcs1_aia), wcs2_aia,\n",
" data.shape, return_footprint=False)\n",
" axs[0].imshow(data_transformed_sun, vmax=3600)\n",
" axs[0].set_title(\"This version run $\\it{with}$ the fix\")\n",
" \n",
" data_transformed_sun = reproject_adaptive_unfixed((data, wcs1_aia), wcs2_aia,\n",
" data.shape, return_footprint=False)\n",
" axs[1].imshow(data_transformed_sun, vmax=3600)\n",
" axs[1].set_title(\"This version run $\\it{without}$ the fix\")\n",
"\n",
"fig, axs = plt.subplots(1, 2, figsize=(15,9))\n",
"\n",
"ani = FuncAnimation(fig, plot_sun, frames=[True, False], blit=False, interval=1000)\n",
"display(HTML(ani.to_html5_video()))\n",
"plt.close()"
]
},
{
"cell_type": "markdown",
"id": "c1c1ffc4-77f7-4843-9e60-29092764be03",
"metadata": {},
"source": [
"(If it doesn't auto-play, the above is a looping video.)\n",
"\n",
"It can be seen here that the unfixed version shows a lot more variability (e.g. bright pixels appearing and disappearing) when the source image is moved back and forth by one vertical pixel, while the fixed version produces a more stable output image during this shifting---that shows better anti-aliasing behavior."
]
},
{
"cell_type": "markdown",
"id": "fbf0dfd3-f563-40dc-89e1-6878012a4cfc",
"metadata": {},
"source": [
"# How does the fix affect the output images of the test cases?"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "0e2aa770-6443-4e47-a773-a991dc64e8d8",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_166390/1770227849.py:14: RuntimeWarning: invalid value encountered in true_divide\n",
" diff_rel = (data_after - data_before) / data_before\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1600x400 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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