{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Abstract\n", "\n", "[**hdf5plugin**](https://github.com/silx-kit/hdf5plugin) is a *Python* package (1) providing a set of [**HDF5**](https://portal.hdfgroup.org/display/HDF5/) compression filters (namely: blosc, bitshuffle, lz4, FCIDECOMP, ZFP, Zstandard) and (2) enabling their use from the *Python* programming language with [**h5py**](https://docs.h5py.org/) a thin, pythonic wrapper around `libHDF5`.\n", "\n", "This presentation illustrates how to use **hdf5plugin** for reading and writing compressed datasets from *Python* and gives an overview of the different HDF5 compression filters it provides.\n", "\n", "License: [CC-BY 4.0](https://creativecommons.org/licenses/by/4.0/)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "nbsphinx": "hidden", "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Notebook requirements\n", "# A recent version of Pillow is required!\n", "#%pip install numpy h5py hdf5plugin h5glance rise jupyterlab matplotlib ipympl Pillow" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "nbsphinx": "hidden", "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "# Creates data.h5 used for demos\n", "from matplotlib import pyplot as plt\n", "import h5py\n", "import hdf5plugin\n", "import numpy\n", "from PIL import Image\n", "import urllib.request\n", "\n", "url = \"https://www.iter.org/doc/www/content/com/Lists/WebText_2014/Attachments/236/platform_view_north_1.jpg\"\n", "filename = urllib.request.urlretrieve(url)[0]\n", "image = numpy.array(Image.open(filename).convert(\"L\"))\n", "plt.imshow(image)\n", "\n", "h5file = h5py.File(\"data.h5\", mode=\"w\")\n", "h5file[\"copyright\"] = \"ITER\"\n", "h5file.attrs[\"url\"] = url\n", "h5file.create_dataset(\"/data\", data=image)\n", "h5file.create_dataset(\n", " \"/compressed_data\",\n", " data=image,\n", " **hdf5plugin.Blosc('lz4', shuffle=hdf5plugin.Blosc.BITSHUFFLE)\n", ")\n", "h5file.close()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "**Restart kernel once the file is created!**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import os\n", "os._exit(0) # Makes the kernel restart" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "nbsphinx": "hidden", "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "\n", "def imshow(image):\n", " plt.imshow(image)\n", " plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden", "slideshow": { "slide_type": "slide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# hdf5plugin\n", "\n", "[**hdf5plugin**](https://github.com/silx-kit/hdf5plugin) packages a set of [HDF5](https://portal.hdfgroup.org/display/HDF5/) compression filters (namely: blosc, bitshuffle, lz4, FCIDECOMP, ZFP, Zstandard) and makes them usable from the Python programming language through [h5py](https://docs.h5py.org/).\n", "\n", "[**h5py**](https://docs.h5py.org/) is a thin, pythonic wrapper around [HDF5](https://portal.hdfgroup.org/display/HDF5/).\n", "\n", " \n", "\n", " \n", "\n", "Presenter: Thomas VINCENT\n", "\n", "European HDF5 User Group Meeting 2022, May 31, 2022" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "<div><style>/* Based on https://css-tricks.com/snippets/css/nested-expandable-folders/\n", " Reused with permission from https://css-tricks.com/license/\n", "*/\n", "\n", ".h5glance-css-treeview ul,\n", ".h5glance-css-treeview li\n", "{\n", "\tpadding: 0;\n", "\tmargin: 0;\n", " margin-left: 12px;\n", "\tlist-style: none;\n", "}\n", "\n", "/* Override padding from Jupyter CSS */\n", ".rendered_html .h5glance-css-treeview ul {\n", " padding: 0;\n", "}\n", "\n", "/* Make the checkbox itself invisible */\n", ".h5glance-css-treeview input\n", "{\n", "\tposition: absolute;\n", "\topacity: 0;\n", "}\n", "\n", ".h5glance-css-treeview\n", "{\n", " font-family: sans-serif;\n", "}\n", "\n", ".h5glance-css-treeview code {\n", " font-size: 12pt;\n", " font-family: \"courier\", monospace;\n", "}\n", "\n", ".h5glance-css-treeview a.h5glance-dataset-copylink\n", "{\n", " text-decoration: none;\n", "}\n", "\n", "/* These next two bits drive the expanding/collapsing behaviour */\n", ".h5glance-css-treeview input + label + ul\n", "{\n", "\tdisplay: none;\n", "}\n", "\n", ".h5glance-css-treeview input:checked:not(:disabled) + label + ul\n", "{\n", "\tdisplay: block;\n", "}\n", "\n", ".h5glance-css-treeview label,\n", ".h5glance-css-treeview label::before\n", "{\n", "\tdisplay: inline-block;\n", "\theight: 16px;\n", "\tline-height: 16px;,\n", "\tvertical-align: middle;\n", "}\n", "\n", ".h5glance-css-treeview label\n", "{\n", " margin-left: -1.5em;\n", "}\n", "\n", ".h5glance-css-treeview label::before\n", "{\n", "\tcontent: \"\\229e\"; /* squared plus */\n", "\twidth: 1.5em;\n", "\tvertical-align: middle;\n", "}\n", "\n", ".h5glance-css-treeview input:checked + label::before\n", "{\n", " content: \"\\229f\"; /* squared minus */\n", "}\n", "\n", "/* webkit adjacent element selector bugfix */\n", "@media screen and (-webkit-min-device-pixel-ratio:0)\n", "{\n", "\t.h5glance-css-treeview\n", "\t{\n", "\t\t-webkit-animation: webkit-adjacent-element-selector-bugfix infinite 1s;\n", "\t}\n", "\n", "\t@-webkit-keyframes webkit-adjacent-element-selector-bugfix\n", "\t{\n", "\t\tfrom\n", "\t\t{\n", "\t\t\tpadding: 0;\n", "\t\t}\n", "\t\tto\n", "\t\t{\n", "\t\t\tpadding: 0;\n", "\t\t}\n", "\t}\n", "}\n", "\n", ".h5glance-css-treeview li.h5glance-dataset {\n", " margin-bottom: 3px;\n", "}\n", "\n", ".h5glance-dataset-name {\n", " font-weight: bold;\n", "}\n", "</style><div id=\"h5glance-container-0\" class=\"h5glance-css-treeview\"><ul><li><input checked=\"checked\" id=\"h5glance-expand-switch-0\" type=\"checkbox\"/><label for=\"h5glance-expand-switch-0\">data.h5</label><ul><li class=\"h5glance-dataset\"><span class=\"h5glance-dataset-name\">compressed_data</span> <a data-hdf5-path=\"/compressed_data\" href=\"#\" class=\"h5glance-dataset-copylink\">[📋]</a>: 1542 × 2500 entries, dtype: <abbr title=\"8-bit unsigned integer\">uint8</abbr></li><li class=\"h5glance-dataset\"><span class=\"h5glance-dataset-name\">copyright</span> <a data-hdf5-path=\"/copyright\" href=\"#\" class=\"h5glance-dataset-copylink\">[📋]</a>: scalar entries, dtype: UTF-8 string</li><li class=\"h5glance-dataset\"><span class=\"h5glance-dataset-name\">data</span> <a data-hdf5-path=\"/data\" href=\"#\" class=\"h5glance-dataset-copylink\">[📋]</a>: 1542 × 2500 entries, dtype: <abbr title=\"8-bit unsigned integer\">uint8</abbr></li></ul></li></ul></div><script>// Based on code by Stackoverflow user Dean Taylor\n", "// https://stackoverflow.com/questions/400212/how-do-i-copy-to-the-clipboard-in-javascript/30810322\n", "// Used under Stackoverflow's CC-BY-SA 3.0 license\n", "\n", "(function() {\n", " function copyTextToClipboard(text) {\n", " let textArea = document.createElement(\"textarea\");\n", "\n", " //\n", " // *** This styling is an extra step which is likely not required. ***\n", " //\n", " // Why is it here? To ensure:\n", " // 1. the element is able to have focus and selection.\n", " // 2. if element was to flash render it has minimal visual impact.\n", " // 3. less flakyness with selection and copying which **might** occur if\n", " // the textarea element is not visible.\n", " //\n", " // The likelihood is the element won't even render, not even a flash,\n", " // so some of these are just precautions. However in IE the element\n", " // is visible whilst the popup box asking the user for permission for\n", " // the web page to copy to the clipboard.\n", " //\n", "\n", " // Place in top-left corner of screen regardless of scroll position.\n", " textArea.style.position = 'fixed';\n", " textArea.style.top = 0;\n", " textArea.style.left = 0;\n", "\n", " // Ensure it has a small width and height. Setting to 1px / 1em\n", " // doesn't work as this gives a negative w/h on some browsers.\n", " textArea.style.width = '2em';\n", " textArea.style.height = '2em';\n", "\n", " // We don't need padding, reducing the size if it does flash render.\n", " textArea.style.padding = 0;\n", "\n", " // Clean up any borders.\n", " textArea.style.border = 'none';\n", " textArea.style.outline = 'none';\n", " textArea.style.boxShadow = 'none';\n", "\n", " // Avoid flash of white box if rendered for any reason.\n", " textArea.style.background = 'transparent';\n", "\n", "\n", " textArea.value = text;\n", "\n", " document.body.appendChild(textArea);\n", " textArea.focus();\n", " textArea.select();\n", "\n", " try {\n", " if (!document.execCommand('copy')) {\n", " console.log(\"Unable to copy text with document.execCommand()\");\n", " }\n", " } finally {\n", " document.body.removeChild(textArea);\n", " }\n", " }\n", "\n", " function copy_event_handler(event) {\n", " copyTextToClipboard(event.target.dataset.hdf5Path);\n", " event.preventDefault();\n", " }\n", "\n", " function enable_copylinks(parent) {\n", " let links = parent.querySelectorAll(\".h5glance-dataset-copylink\");\n", " links.forEach(function (link) {\n", " link.addEventListener(\"click\", copy_event_handler);\n", " });\n", " }\n", "\n", " // The code to actually trigger this is substituted below.\n", " \n", "enable_copylinks(document.getElementById(\"h5glance-container-0\"));\n", "\n", "})();\n", "</script></div>" ], "text/plain": [ "data.h5/ (1 attributes)\n", "├compressed_data\t[uint8: 1542 × 2500]\n", "├copyright\t[UTF-8 string: scalar]\n", "└data\t[uint8: 1542 × 2500]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from h5glance import H5Glance # Browsing HDF5 files\n", "H5Glance(\"data.h5\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import h5py # Pythonic HDF5 wrapper: https://docs.h5py.org/\n", "\n", "h5file = h5py.File(\"data.h5\", mode=\"r\") # Open HDF5 file in read mode\n", "data = h5file[\"/data\"][()] # Access HDF5 dataset \"/data\"\n", "imshow(data) # Display data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "ename": "OSError", "evalue": "Can't read data (can't open directory: /usr/local/hdf5/lib/plugin)", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", "Input \u001b[0;32mIn [4]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mh5file\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/compressed_data\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\n", "File \u001b[0;32mh5py/_objects.pyx:54\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n", "File \u001b[0;32mh5py/_objects.pyx:55\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n", "File \u001b[0;32m~/venv/ub20.04/lib/python3.8/site-packages/h5py/_hl/dataset.py:741\u001b[0m, in \u001b[0;36mDataset.__getitem__\u001b[0;34m(self, args, new_dtype)\u001b[0m\n\u001b[1;32m 739\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fast_read_ok \u001b[38;5;129;01mand\u001b[39;00m (new_dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m 740\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 741\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fast_reader\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 742\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 743\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m \u001b[38;5;66;03m# Fall back to Python read pathway below\u001b[39;00m\n", "File \u001b[0;32mh5py/_selector.pyx:370\u001b[0m, in \u001b[0;36mh5py._selector.Reader.read\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mOSError\u001b[0m: Can't read data (can't open directory: /usr/local/hdf5/lib/plugin)" ] } ], "source": [ "data = h5file[\"/compressed_data\"][()] # Access compressed dataset" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "(32001, b'blosc')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check dataset's filters\n", "plist = h5file[\"/compressed_data\"].id.get_create_plist()\n", "plist.get_filter(0)[0::3]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## `hdf5plugin` usage" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Reading compressed datasets\n", "\n", "To enable reading compressed datasets not supported by `libHDF5` and `h5py`:\n", "Install **hdf5plugin** & import it." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "%%bash\n", "pip3 install hdf5plugin" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "Or: `conda install -c conda-forge hdf5plugin`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "import hdf5plugin" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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jY3U1oG7JxmK3sahwcSJuy2XgvZ3FN9bqksbYf3f0TBcXoNGi1lNw24C79Z1wybu+BFxf+izbkoBqo925fVfIOBxQaclWLAsnl9M5kiNpwt7QtqbntSHx3FEz5sEFuEP/u/eiXbtR5IhJsdwxIguDZ+MaWbzXBKclKiTz3Rt9kZ89SGJPumcMShSyTPv4UedepuBcNp5SIhEAGpTZnszfukQg3Dgxr0/UaDK33rA/WXNruuJkXXN8NgHguJ3QBYOLGo2EPdW2Y2oa5mbN3Ky5U5zxPTuPeNru8PnD13nryS3Cyg4DpE8OGQFblhF3uSGRTT5vG6zGwLgNwpfJVdEpF+5x1fcvudf2CVcBUtacelCMXAD2y64ft45rLt7/ZVbM9nlqFDExusc4uy9P/kwj9Odsa9H9IjWa8HAlcMZR/45jm8efqcv6f/udX3J5dRntM1pEY1TyjOn7WkfK0vXUhVECei5oukSZ5EiPTHPY0vV9swnCArIqx59HoV3GDs5xhmSO3Y4xpaqTefXU3KAHLXqUeZmfMfeRSsdiVMMQyfHd6R2osRaeQHw7wUqlRUCcraBNJLj0TPn+16aBq5st1a5LlB7MwBgVTWfQKrJXrdmr1xTG0zrLu4s9KuMojGdqW5pgaYNlaUpO9JRCeZahpNYdlXZ81/5jSu35lSd38MutLng/kB1rmeNTvplF+6rxcdVCcVnbLqFbxmCz6Xi6+pJjTW/QfK/QELe7ZLyAfQAQGxq6eaGxZtov2Gqz3WMnmoD1ZlbtlQvnZZ9f8m7VOIpi9JU+1G3j5CvucdnzcHG9u0wUCfB0wNqAtR6b6AygD8GDAWxzJEhReGyqH+ITd52fp4sqpajnRWmzweOkG+9Hq3scYrN7Xjzx6jE9o7Jh6KMrrIoM3qSfG+9xq+9s4amrDoC2szSrAiLopLFjUn0Ur8h0TOq8l47xb0Yi3EShXJdoHZhNGqZlx369Es0DKaZuVGBadJg0cBpvabxl5QoK7Vl7i9VTAErtKFSgMg6rPCtfsFeteOX2Ce+xh2vM1dpvkg0vuuIixQCXAutLB9YV/O225nfB9N7+ffuyWz83ZFu72T4+BqcLdMP73HD7+u/XQAaAvFK73aZNxsfi1YvU+Pg3k+Oh9cU+vgC+vV9BXXqe2npPatzm97m3tQM90oZBKxgvWEMCDRsctY+qDxU0JmKNJ0Lv1Bxz2SFRH33CzQWrIl6oWaK0xOYqQFs/ZGSOrpn59hylsqFRZ0tjrKkj83wyabkzX/BwekqhPWddxZee36Np7EYsOTFl0+ZQw+yENf4lPfvBJUZ1Q6FclxgduT1b4oLGqsD+ZEWhPY23uKhZupLOG7o00ENU4A0+VByvJxgdCFFhVKRIL7gyDqtD/73ptGFJhU9m40s1q/Hn/XnbEzmOTmZjgG8X59m4zsh8vlJxvOJa2yU2L284WzROvuZFgLuw6Fym8V/QtK649UsA9NJFii0F94K2LmATLwP2q57hA2hnfbfoLT51SyOXXzYBL3PK2/e+tO2jc8bPnbXc8T22oyGy0zGDd5acRBNGgOy9plN2q+9VolXUCPxG73PUn1fVMsnO0/GQiplyY4gzVzqgkjN0zGWPwXtYGCLzumGnaACYmRZN5LN3n/D22T6LpsQ5M8reNH2Oh9IRW7i+ouF1yE0izzVJfsFWB1auQKvA1CJe8yg/jQ403uCTQ6d1hs6Z5KAZtBZrfR8alf8OQdE0BdGrDa4dRtpgVMTxnM5maD+gc6JDvGhabyuTWxPyghn5AUFnY3IRLwDgcOKWhp+5yq3rXBohw3jy5vZvPst2RchtuWpxGfPY4/ts3JstUH+fRWr7mpufXeyfMY+e2/B+9xl/NtY+FQzp5qOFVfcORY3WoQ/tyxJSBIhPWu34eLikb2MctGg/qr6Xzx3ez+ZzjePE+z4fjXc1Vjw2nlc+MyMnoU0OVBd0r9kPVQW3Ozml4Y8ee6yZj9/J+bpip2w4qJZ0Uff9qRP/bwrX31Pulzj8ZLWU1l1o/7ciET4y26V9EPmIA7jivC0xaSAEFG2wWBVwUVNqx/3JGedFxWlTc9aUNK3FdZbQjRwtKtJpO6TmBsClZAMbUUXYNJ0ZTUS4AKYv06yuAuHM3W4euxxcLuVor+ok3gfoLuGbMyhnzeoy8FcjQMpANwagCwEfo8mbNSU9qkd6lbZ92f0uO/9S6+VbkA1tEjZC6MafjUWrS/o1fTeMlIIQN9uXY6T1Vt+B0B0haFyvmY4TcLaTZ3I/jN/bkMCTy7Bua8v9c41+z5/k9mRt2ujA9oJ72QLsg+4doOPkoF7ZsuHCYjEeKyrdz9ogDtjOirXgDCdNzdS27JVrFq7k6ye3cH5z8bPWY62nbWNvSXivcfq6eOubHXmuT5K2G5OmXWiPVpHdcsWubbDac2CXLEPJF08f0HhDYwPBBylIk2snpFVfOQV+qPYWNcQygN2q+bDRhohWbPKfo88u/fv9KI3RPd5Xy7ziWpdplPn4Nhhun691kEVRB3Q6PqrKOgIRAYMMYBsgfQmAC3+YJu3o+MW2v3yB0hsm+yagbF9jG1y3QSeDrO6f5ep348PVE7fXlkfndL1Jr/pz8j0BrPF9/25wxRFUVHg2DTZRUuT9hN7pt2mlGBUvPO+YahnrCLkd2+0KUWF0wBpPYQJ2RBv5qHprNiTkNUm58UG+N3aWivY/VBVUauDOtQ7UhaPpLG1ne/pG60hhPUYHztP3vNecryueqB1O2gmdNzSdxXlNmeqvlNahFTivUylaWUi8V6xDceW7+2Ykjvrrw4pS6nXgR4D76dJ/Jsb4w0qpW8B/BXwM+Drw+2OMR0opBfww8HuAJfCHYoyff9k9vmUA/7VoHIjJlgdY4y2njSVExcR07OoVy1ASouJ+fcZuseZJucOLxZRzVeGdITpNXBup+uYFXHO99qgiauLRxUVv+jZtoOQLFwB1/NeGM2gM7ldQFJv9uf33mGKIF4B+W1PN5nqe4GZk4m+b9+Nj+dn0CNwy0OlkKvfPmsAig8tlAz2fk4FquN9m+y9r07htYxC69D7pZ79gpPtuXy+MwDVeoDAuXLZva4ibbQ6RS8PLTMpuzLHZZtR34+ft2x2VZDLmNqV2+1xcKrcBNt7/dvtym4yOveZ/2fl5HIgCFEbXGM4ZA7xOPiOQPt5Y1FI0S4xqKEWrFa2DEAYNOCcYzcoOowOl8RwHTddJsEAI9ICeo10iUmfldFWz1IHCekrr+zGolThlQ0RCKTvTv08Fff99WLnmWigO+PdijJ9XSu0AP6OU+u+BPwT8DzHGP62U+mPAHwP+A+B3A59K/34Q+C94yZaT8OE08F/1xuWM791qjSaycCVWB06bms7f5pHZpzYde8WamW1YuJJCe+7OFgCsmpJQKHwhMazjCmw6e9T1pkYz5kIvmoAXzfhRSf4LE21s9g7f3eJ8N87fBqAB5K7WuAXsrPEYHXtNM0/CbWB+Pwpiu11j7UwTL/CDY4DMz5BBfvwUavRz8+lG9x4dywDn40UNN99Hjm0C7fYzbGjco8VAq4gZnfsyzXy8mOTzsiaa2zVeaMZ9kRfA/F2lYt+n48WwMBevc9kim49vL6RZa1ZKHPaFDhgdeqe9Czr1px6+Gy++y3GfX9bfuc+3Fw7XGUyKTImJHgpREbzpfVVea3x6JO+01GAJmuAUOhWtC2EAUK0HmiggtI9Nm0DksETF9WnM/fNdUyZmjPE94L30+5lS6ovIvsA/BPz2dNpfAP4OgpE/BPxIlIy0H1dK7SulHqbrXCrfMoD/WjROnJKW06bmldkJU9vyZLUDQXPaVsRkCj5VO9yql7wxO6QyjveWu1gTKAonA2zLQ10YT112vXaxUzUsu4J1W2wAxhjA48Zgvry9mwvB5Vq2hIBd9Pa/n+Tzsobd/z3i7jOoKAbgvUAnjK5pdUCPYDSD83hCbIO2GfHaOQ17/D2l4sbwz1FAY2olbPXvB5VtC2EMaledO27HZeeMrQ3N5vXzP6v8xjVDVLgEMmPQHQBQ9/1WGXeR8mAMhhf7fNy+bRqkv+fo98p4VHLiWR0wKvRt6oJh5Qo6bzYWzE3ufqDM3o8my+f4NCeaztI2Ql9k8M5OzmVbYI1o4FXh0vjQdK0lR8qETnxRWofeWepTHXCbSgfk+dd4S+uiRKSMQPxKJ/63IFJO9gNf7I5S6qdHf/+ZtCXkBVFKfQz4fuAngPsj3HuMsBhw+abvr5Jw9jK5Fg78Ohs33tTY3tmjcQbna5SKVMZxuJhuaBB5QJ03JYfrKXcm5xIT3lkxZxMPmU0sawI7VcMb8yOsCv3EqIyj1I7nzZxfObnNsik3ClltOmxeToFcxt9m0fqiNnoZCG1rYRm0CyOa1bZGBgLg4++OJWsxfTu2Ae4qzZpNTWzsuMva5QaNlO93ybXyc/f3zs+21aar6IerwDqD6FWSwXms/fb3ImKTb2V87mX31Ep8Bz4qXDCX0hABxTpFTA2fjSJGUn/mfswO+W2qKp972XNqFSFZEHZ0HxclS7OJttfOt9u37XiFYdyMJUa1kbwqWn6ydtJzt073BbRQ4xh2ccK6oPFB47zulaUNKzOqPpPTWBnXEWgb22eQQnLi5h17hLES6ZWgoU3XId+ERv88xvib3+8kpdQc+G+AfyfGeKpGYBFjjOqDanGXyIcG8Otu3Mamxp94NTZpdW+dYZqytDpnJN03KspqCB9atAWL9oDOG9arEm0CVemwxve88LTo2CtXAOzaFV00hKix2lMoz6uTY9pgeGbnLNoS54eBB1yYGBlItydI9upLH10FSAMFcFmUxZgrHoN2NkkvAy2NTIix9rZ9XgaoDDIh6g0tOlebAwGRbXqgD8UcafnbvG++zzYI5XsH1AZQbvfNuC/G/TDmZF9GQ/WORB0otdAIVgUq7fo+yc9faTfSoqUvfP+8w/20CkxMhyHg0bhg6KL8zM/UBcM8xTO7/ru+7z8X9MiDnd5NADQb/X5Z/20vGDEqPAMlAhdpqcu+mxeAbQtmPGbzPcYWQBc067bYiArROlBPWvl+Hic5Kia1Z8xxe598FYAtHMGIb8I7zToUxKDwLjlRncBTDnkMTVpSTKSoHdoE0cadvtZNja8zkUcpVSD4+BdjjH85HX6S2Qel1EPgaTr+vpu+b8uHAvBf7caBcGsAXWNpmoKi8EN8bVS0je0LwhsT6DorK3iqWOidYTJtUIDzookrFQlRc9ZV7BQNE9Ox8gWHfsrctsxsS6gXEn/eDbRKBo9t0L3MzL0MXMfnX9Cwt743jsTIf481ybGMwUpqwYSLE3ZLLjPdwxYwX/b5pbHsL7lPla7lgu7r1Yyvm2kwGMIPt9v5Un66pzlC76zLfVWbjlJ7JkZKKFSplEK/KKpwYRHZXnAuCykLUXHqJqz8xciHseZdjhZIlAD6tlPWBUMbDF0wly6SV8m2n2Eb3LfH0VXj4SoKZ3x8m9O30M+JGCWMT+sAZpO2s8b338mJOH0mZ38uKBOIQeFa09c76SWmjY1bnYIQAOP7MhvemaEeyjVIBLprAvAUuPHngC/GGP/T0Ud/FfiDwJ9OP//K6PgfVUr9KOIfPHkZxQwfLgrlV71xBIg5Xjsq/Nri11aK25hIdJqgYl/oxulIt7bE1sibMEKvtK0lJ57YQiiVPOnPu6q/3XiyNs72WphRcYNOKVMY3rZcBTSXOcouA/ELGtdLNNRxSFuAjQVmTBW8TF7Gv8JFjvoyjpxID54+6JHWOdBSa18IeOdoAiV85wcBkm0r5qqwxDFnnRexrHEX2lPpThY4FSmUWFsgIO6jTrxxIESNj5omWtahwCDhqy/aOU+bOQCl9uKLAV6bHVPqwQrMFEuI0hcZmDNNko9nx2NgREV9cNP9gsUz5q8vi/Dxyam43d8w0HnbTtrMpwOctxXLtqDrDF4PlQtzGF8IBpNCEsfP4cNmbXJb+v67QJ9wlysrRhOlymFum1dSPjpXk4yA03RrS4cdaJhro1CuVQP/rcC/DPyCUupn07E/gWDjX1JK/WHgG8DvT5/9GBKl9xUkUu9feb8bfBgN/Fe9cYDs1qEUuvQUE5l03olWHkFMpxhxaXWPOdbbK2KIBBOJVklIYaCvCdGkbE3RHiQuNUSJazUmUFlPaR2tsz1AdLnORPLwl9qL2ZwSNl4G1NvcqkSKXHxec4kRfNXCYEZ87rbWtQ3+GZyyZGrk/RaN/twrNNUxJQJQjDQ2qwNrX+CCFhA1rncKXuagy87BrPX1PPFWJEybKItS+3SfzetZJaA7/LyYZt1Fg1GBEA2auLF4BxSPm12erHbRKrBXrnlnsc+yK5gXQhfkBf7dxR475ZqpbZmYji4YmmBog6X1pgfs/Hxj4FQqoiP9OBq/i8vop759W4vdOIRwfM62M3lbabjMiTteUIROE+Vn1Vm6zuKdofNDZUNjAlUljto8Z7LjGuDMmzRfhoUiz7MsOfGnKJ1kmEYlEUNOo0tPtKKh9xp4zIpd0t69ujYKBS5aYd+qxBj/Plx5sd9xyfkR+CPfzD0+TBTKr3rjtA1M9tdUhQyQSdlR6ECXtImms6zbgq61Et3QaRivnkFWcK0jqnAoJeFLXWdYL0tCZ2TnHgUrE9GFF15SR3zVicZgPK0zeBRGR5zXtG7otgwaedBbHYTS3OKgLwPG8fev+vuDfjZ2Zsm5Athjk37j9/HJl9EEW9r2GPC12gy0ys+6TXf0YPU+YbX5u22QgmTjBVE+89TGYbXHBcOyK/s6N/Oi6YF8aMuISmKzPU20NFjxIyAa+TaVoolU2nF/cspZV9N4y8xKfY7zruy1Z6MDR+sJp23FvGzZKdZoFVn7on8fud/Gz7nRN+mYSfHVGUS3nccX+nQkl1knL6PNsvJRGFnkMuXWBtuHG3besA6aprP9tV1nNoDXJIe6ZEsOfprdsuHu5Jw2GN4KB71PyActwQERSuvlXmlIWiuJOqX1rNqC1bqgnDomVYvzhhzhJIuIWOUm7VC0XpYC6Ncg32QUyq+7fKQzMY0OfO7+Y3aKhrOu4qytN0KzYqkIszGfqFm0JQCrthhCnrxmkhygsUwaRuVYLSv0RDzoIdc4jhC8YrWoes69KFzSArP33eCDojOiXdRWPs/8a/a+W+MuOBuvAuGrAP79ZBOgtxcD/1LQH2Ro42VhhZe1bzs6A6BQoQfZlS963vdlQJRBzQXTUxFjbXHtLJ0Sjjjfc+0sO1XDeQol3atWaBWZmK6vPLndN100VMpttNsjxalDlGuHlEbdBJuoFnFadlEzLxqmVrTvRVdSly2VcfhEjaw64cNntmXl5PfKDNTKtgY8lg3H4fto3dvnX3XOyyRGRZv8EYX2G3HpYyexVpGqkD5rncVYj1X04X25QFzn0oYSUTEpO2Ev9RSfrN2pdTTesFiXKAW707TQdRajIwf1iruTc2a24UF1yrmreHt1wL3qnIUvebae83QxZ9UW4uuyEiJcWc/R6ZS4Nld7b78FualGeE0SouLxYpcjKzymUpFKy8qdowoWruzN6lJ7ynpFQHFrsrzAE563Vc/VahWZ7h/3kzI7kxpvaZyYv00n4Vi7dcOk6Fh1xQYg+wTUbdIYC+NZdcUoS7BgXjaX0ijb4WQ9LWDE5N/Wnq+S7cVhDMRZGzUvsQAu9PkIQC7TRPLg1iowty07ds1Ut70Wuwwlh90MSM6gxF1eRsNkaaPEKvfOrxRad7qW8NGi6JjYDhc0jbc94FTW4aLmxXrWUy236wV7xSo5LeXfyxyhIUokR+N1H1kSkJjjLgpn3UeQRM3Edj1wAZSJnlm5gpN1TVfIe1w72y/wE9tdqoVnGZJVtmiULcqjD8fcsnjyTwMXjl0l2UKIcaAA832tCmi7NWaKlluTZd/WvDB3Xnap77zp34sPmpOm7q9/sqrZn65488F7fP3kFq/OT9AqsnQl9+szAD49e8Lfe/Ed/NzzV+m8pi5cvy1i59JcTNp/dna3iUq18w7fXZMGfoXl81GVjzSAKwWrTgAVoHGGunA99zstOonlTgNv0Yn2XRhPEyz79arnW0NU7FaRUrsetAEq7dEq9CFhYycT0DveXDBiRquAi6YHk9N1Tess56uK08QBxgT6g9POE9CMo0Nym0IUCseqTc0HLmrW2z/HkgFbPh/S6rOMQ+PGkheKMOJpx9+5SmbasW+X7NkVWgW6YDlyUw7bGU2Qhe9CHHMCKAnZFG29jwqZwllX86yZc9oIcO/WawrtuVUtmeWFNrUzOwonpuOkq1m6klK7XgPftWtq3dFFQxcLiKEPueuicNT5GnJMb/TBmIsejwerPRY/nJe+UxnHrGx7MMwWWeb9B+tik2vf7vPhvQyfXUWHXLYYvGyhukzG5xdbY3NDOcjUThqzKuVClNozK9r+WTKVWGrPoitRKvLZO0/45+5+njM/4c+e/la+cXKLyjoiMC8aWm/4hfBqz8kDHC8m3N1ZcL6qkhWtKEvfx5l3nThNd2ZrVLIQrkMibDjiP+rykQZwrSK3pitWXUHjLApYdxbnZNVf22KjIBOQHJQWazxPF3P2qnXSgMIGyGWtVKtAG2wfLZBBJpvUU9tRJI41h8HZGAha+NeJ7ThtakKEpitonaVthce9M18wte3GIrMtLhgWruwXqXnZUKb05yFeewDmod3xAlBvA/RYe9y+f75O6PvD46Nis/6HvpTXtskh2QTL03aHLhqaYHvttRhz0ukZxqBdpEU1R4Nk7f1Occ5OseasqtEqsl8sN55/3Iacbm0IzGzTHwfYtWselsfctacc+xlfXt3nzE/79uS+mJiuX7gtvo8gOUsLglWevXLNTA0Uw5mr0CoyM+1Gv/qo2C3WG9x1XsA3gfYSP4TatGxy2OG2XJbBeSnYvswfsdWfuT9eRpHle+dx5xDLc9GVTAqZHyqK1bJ2Qj/tlWs+tvOCB9Upn64f87HiOX/u+LexboVe8kGc21/u7rA/WfPeYpfKeO5OF0JJuYLP7j/hVr3DOoVr7pZrrAq0wfCVwzucLytC0NRld41RKDcUyrWJ85qzphKOuWwx2tJ5jVGRvcmaEBVPT+ZD+NRoCzalhkfrd/Cxba9NZ3bSJs1LkjQGzQpkELuk5WkinR5M6qzRltpzq5LaKy4Yzl3FWVtxvJxwu170DrarojusbbHaszYFWknscm06ig1tfZNKGWvWPqoNTTJfdxwCeeG+UWOU3wCfywatWAwX76mJdMHQhclG2+wIuHOmYk6csdr3CTBdFGdYo2zvSByDXAbklS/RKvSAP7RfQDIvGvmZAfaKVfqsoIuWLhreqA550u3SRcNUi7a49KW0zQw0Sq07XrRzlq5k5QoqozjrKmrjaIPpNxApjN+gxAKKNtX8GFtJpdl0rl4l8tzjd7ztkL4YrXP5NS6P8Qb6BWFMzW2f+zLH53h0WAADE7r+OjlEM8/F0ogldO4q/tbRZ/kr7vtYupJpJVaK0YEyvcfjVY1WYlEDTG1LiIrDdso00U9rX7BMdKlWgVd2T3luZ7TOMCm766M94g2Fcq2yaEqazlKkDRlCEKfRWSN0SVm6lHabTNmio0xOFp+48pltWbiS9xa7TIuO+5MzAZSR9qmJFNpz2tVU2nGrXAhARLORgGKTFhmiRqNgBGCTomOnWPNwAotZJeVvt8LsYNCUtRJgrIxjp2g2NO6sbY+/Y5QAZ57gm5NR0vnG6d5jUM/XBbCm2zhn/Bzb2v44BG+csQkXQwjzsYCCbLVEWXDHSS9Z+3dxk/PNzzi+9lgK5Tf6VOgRobOOuykLX3LWVbTBUmrH7WrBrhWHWa0lWeuZ26EJlpUv0uIQkjNSsWsVu3bF7apgN2Xr5j62SrHoBMDvWNES+4zLYJjaq0EkWx+5f8cKQNa2c6x4//5Tv6xdITV+tOPRal8umMF4izN/mQyUy0Xwfr/vjeXNqbRlqlvebfZ53or/ofW2X1h9VLxYzzjvKhpvOVxM8VFRpLIWzmuwklSXNXKtI42bsawK7k/P2a+k/5dOgLvxloNq2b+TUgtlBSUKej78w4qQlzcAfi2ilHCJPipwQ3xwjCql9EbqwmFNS4yK2jpemx9TabfhgNJKaogf2ykvVlPeOjvg3vSM22lAHLUTWd1V5LytWLQl86pJ/HXoJ1ahJZztoFoyM20/CbMZvuqKjWy7TDdsOxHHmto2wA5aluZiudOwAewmgWt2eoYRLaTRPT2ybSZnLn6qWzyaMycOpzEFk7X0bLFcxqF71KUO0jFVNX62fO9e0oLQJRoJJIpjTMEUym/EgfuoIVEuRqXCTTpy6iY8XuxKundn+/j9W9NVX83ypK37KIsuaAodmJdNf/1nat7/flAuOekm2OSsPW4nzIoWZwS4XdQ9KAelqbRjYrq+ndkaMWmx9Yz49dFCmMdPQLFu6z5cUrj9CQtXctjO+M75Y1ZlSRMuTtmrFo4xwL/MIrtM+sU9Ja29aGZoIqeuHvkXZFvDfP/GWxYJkHNESxc0rTM4Z+i07Tet8FGxXpX9bkU5smTRlLzV7fPK7ikhKp4vZ/igKExAqwmF9n3MfuOshDEGTdNdTz3w3PZvF/lIA3iMsFM3FMazdpZlU6bMrpwIEGidIUT68pVfO73F/ekZe+UaCLgovFxpPKV2vLlzlDzgBStfUGmXTGSpeuhS6NPpuuq1BalvLNmGZypyuJ7yyvyEnWTqg4TQoWHZln1qtFGhv+9O0VBq14M9cQi7MyONKwPwtmw7rMYAaQj4CxMzYLfOgQFIDIEuGgrluV+e9tpsEywLV3HS1VgVuFNJeNc4Znpb/EjTH19/4xz0hWMAy1By7qTP1r6gTb6I2kiESW067ldnaBXxSDnS7XrNhsCuXbFfrZjalnNX8bXDWyzOarrO0swlxO34fEKMCpvKnhZGeP/aiqNx1U1ZdZb9yZo71YJb5RKrPHPTsGPXUm6hnUlSEo7KOE67mvOuYjZp+to6QB/9ctX7y/3kguY4TPna6W3WznJrsuy1zaNmyvPzGcerCQD7iR4C4e+3k7PkrV8Eny4Y7Ojw2EqDiz6UbC2ddxX3J6cUKnDElK8d3eLLz+9QFY551fZgXZiQMj2RqodJyZL4bYn5zsWpXFcQgqJVBb5JafDl4LysrGdSdJy3FWdN2StqMXpaJ/1we7bk4fSEt85u0QVNl1P5r0EiNwB+bRKRcKxVV1BZx7Rqe+1Ka4VL1dAAms6yagrK0rFqC17bO+nTuBtvoaMPP9wp1tyulv0EmJiuz9jLad+dN2mvTSlpG6N4wJ033Ns57xMgxia/jZrJZHCMvbfc4/H5lINaJt7Uioa2dAW5gJbVgVfr475m8yqUzFLBJCCFtqU9ArfG1fZAyxzzNlc65mU1olVnQM4OQaMCte6otfDEC1fy3nIXFzWvT47YK1bDfVL6eY6bRgWMIpVR9ZdOgLGzcgwye3rFVA9RQbn9YwvlMnN/Owlnalq+f/9tjAqcuAmayNfULQAOT2dSaqEzPVDMJg27STkASYk/aqasy2GxL5REM537isfrXZauvJD2rlSUxSYYzn01tNtfBOttydp4EyxnTYnzhrebfVEUmopVW4gFGhRfOb7Dvdl5HxUzL5r+nWxr1WMqSt774OzetqLyedmJP+absy8moNgtVxxMV7x7uCtbmAXNbt2wX6/YLdY8W895cjaXBXNVoE3EWN/7pLQOaA3N2hDWBrU2UmWwTj6iVBu8dWwoZLKd3BDqqBPl+LA+5dFC+kpxdWz8NytxlIn67SAfaQAvTODOdJF4XzioJLb7aD1lVjS4aGi9YZ3qHa/XohGcnk/4mjfM64YqOZx8GgRNZzkpJMrhQX0GaYAWeMp6c2PUHFKYB332ht+ppE1VmuR50s62JtJ+seLdco9Sex7WJ/15TbAbDrgMqKtYcJoy//aL5QbwDmFsQ0TEZjSBH35eMpbfj/PMZmnOQvzE7LlsBpBrS29EQJgLmYtyj0R9jO4/rjWS73Puqo3nOvfCW+/YNbt2DWr4Xv59+14bNUzSopDPm5qW7957l9vVgq+e3aarDZPkIDMq0HjLyapm2RUcGEdlHc/WUufkTr3YcPLlfnv7bJ/j8ylF4XrgEoezUCe7drXhjB0vYnlhHS/KhgBKU6iO/QI+vn/I06XUtZ9aoedO25rXZ0cUKvD1xS0aZ5nYjt1izX656udFpduNyJOX0XJ2I0JoVLdGu/4d71ihD/eKVR8TD1Dbjtt7C87XFXXhmJcNDyenrHwhkShIpnPsNH6l8NqiioAygem86UNsY+lwUyObOqRhFCNUuX5/HPZgzXHn+TkiouW7oPnM3lNOu5oQVf/+rkNuOPBrklI7PjY/BAatwke1EcKVB/ErsxNerGccrSeYWWRWtX0STeMt3tk+MQfEPKQ+I6eFZxAdy/aEfNLs8mS1w3lXEaKEEX7nzpM+HK7QDkPEp4I43mjulWd0W4A3NW0PmGMteW4aqtqNMgFHNTzU5mS8rI4KDOCwTWWM6Y/MH4/btE2N1HR8avr00s/HYK9H0Sx9v/W8qxSGGj+HVp6DYkkXDSduwsJJX560wsPPTcPcNP0zX9a2McWU+3ssRZTY/nracatccNjOOHMVa18QouLe5IiJnfP4bIfzrmRWNJTW86A+5U5xPrwbFLXu8FHzT9x+lyfTXY6bCZ/ae0ahPeeu5Olqh6ltNxbc3N9ZQlQbY2v8fjwCqq9Nj3lzeth/9xvLW/1ibbXnE/PnuGjYsev+mgsqcQ7m2jLjzT3G1piCha943syYpZot+T1tSxcMR+1E6CxvWHRVn7y27EpiVNyeLZmXDbvFmhfNVGLqc3lZE9Cll1KwqZQFStE0li6l4lsbmM/kOTpv6DrRxrPfIiaHZ4xiZQevmUxaZlVLbSUP5OePX+X+RObvftH0SsGHlnhDoVybKMba3fCzMEEiCtZzni9nYsZax07Z8In9Fxw3E7SK7JcrbpXLfsLnXVR6B40aqtNdZrJL3G/dm5f3q1Me1icpikG2bwtxKIfaBUuTgOvUSTTL1LRy/ZHmKG0YURCjBy7wfehdT1XEcWz1pnk3BuVtuYyv3j5v3J7xMR81hb5okeTPL4Q2jrj7fF4G1nGBrt6cJzI3a57rHaa65ePT4Xo7RiZ3odzGoiWApDeuA8KJP+92BJzLU4xyeAQE9syKe+UpTSg46qY8a+fcLc/5rvl7vD2/xdNGwgZzItCBXVKkRcmkftHK80p1wq5d080H/v1u2bJrGybpHWcHW4fZoKjy+jKmt7LFlEMY8/ldFOquTMW4XDC0KRpo34rT/dRNeHe1y9oXTG2LK6R0QUBRJmdqjnE/7iZ9lq8LUkL5TnnOG9Uhv7K+y/Nm3kfAnLYy1pddwW7Z0CqbMmIrjBr2Rw1R8WI1xarAWVcNyUvGc97WmyVhoxSc852RTZyDwjvZjadO9YbqquudkW0rGZedErrL2kBMNMzx+WRjkXp6Nscaz6Rw10Z7/IbjwJVSBvhp4FGM8fcqpT4O/ChwG/gZ4F+OMbZKqQrZBPkHgBfAvxBj/PrLrt2lAXirXGxqo0ClO/aLJXfrGb98fJe1s1TGEWLFvBDN+9xV3CqXQ+JI9DxphNdtveFuLRx21jAMgYBh4SpyxuXj1Q5LV3LeVkyKjjdm4gS9W54NCT5pYSiUZx0KTp1QNE2wg7bdg9vLw53GWu25qzh1E1zU7Ng1t4sFHgHQqxaFy+RSIN86ViiPR9EFKaP6rN3hQXWS+k7uhxqe1xA58RMO7IKlr0A7NALMOTqmuOQ+INrhJ8qnvOsOqFXeYEHuMdMNv6l6W0Imo2ZPe554iVB5293i7fY2O2ZFoTy/vH4AwFS37Nklj5s9nra7zE3Di26G1YFbdsHD4ogTP+Npu8NxO+X5es6X1P0+DLA2Heeh4vl6Toia75w/7i0HP3q/c9Pw1uoW7612+/j+3XLFfrGkCZalKznppE74XrHiO6ZPUzy6SdfretrnYXHMx8rn/PTy4zxtdzBK7nPSTXhvuUtthNLIRbS+vrjNohsiPmSLMcOpqnmqpLRtHsezomVqW07bmqP1JLWzwejAd+w842P1c+7aUz5TvcuX2wf8vaNPcdRMaZylMJ6DesWd+pzDZsZBtaQyEqH15HyH1hkaJZry44Xct+ns4ISsO5pVKiehQFmp1R992k3HyajtQqpAWHgmdcdeve5jwleNaPpdZ/DOUKY6RrNJg/OGzhkK6/sAh8o4likL+zrkNxSAA/828EVgN/39fwX+sxjjjyql/h/AH0Y2MP7DwFGM8TuUUn8gnfcvvOzCISqereacdxWvTY/7BI+x3KvOuHV30UdUwEVHWC5aBML1OV9y0k44XEvNjtp2fMfOc2a24Umzw6PFPgfVkgf1GW/Mjqi00BpnXd3XuIYBMN9aHfB8PU8p3w0LV3G/OhWz05e9hrUMJQsn8eGzRBX0XC9ismdaQSuxMu5XZ+zZVQ8o2aTvoqEym/2xHZWQtfzMWY+BPJ936GbUumOetN6AShRO4JfOHgJiwr8xOWLHrHtA9igq5Xiv3ed5M0+bJnR8avKEZag48RMq5aS9SLW9M1/3jr4vr+7zanVMpTuaUOCjxSAa6z9YfYJ9s+SFn7NvFnTR8szt8F67z8JVTIwkery9OuComXK7loiRp4kH3Slkg+vWy3M8mNxmx6756vkdjtcTHswkRO1oPWViO+7W5xyUK+5XpxuKQo7MqXVyPvuSnWLNxHQ8XguVtl7tMDEd7632aL1ht5S48y8d35cY85TOf+ZqXq2PqXXHb5n+Cj+5/CT/4OSTzBNAozxnXc3Xz26xdhaqNXlj4YlpKbXj2E9SidqBYmhSpIdWUKZ9MX3QnKVwWB8ku/ZwJZmojRf/y9w0HBRLDuyCz8yf8MX4gGdhztpZZkXLYTPj+VISZfJuVnl3qlz/ZMxTZwe/tZ5QKbyJBJ/47KQ0KwUUAWUDRekwJlBaz7Ip2avXVMZxa7riREeatGu96yzNusRZz3wqO9VbIz+XbYFSlsIUnK+vh0KJbBb0+qjLh92R5zXgnwH+FPDvpk0e/hfAv5RO+QvAn0QA/IfS7wD/NfCfK6VUvGyDySS17fjs/uP+bxf0pWFqWkUKBvDOx8bn5b/vVOfciop71Rkumt4Jkp0796sz1l6yIrNpDKLlVWn7tg0+UwVeq49xwfBsNaetRFt7b73HTrHGqMhxO+lje7OzpbYdd8oFD6oTAM59xamrebLaxWrPTtGwdCXHetrTMbuJ/xQNOPS8+2WFr8Y89RBzPAzMsdUAQv8ArEOBRxaLmW15tp5ztz7n1NV00bBnVj2FYlTg7eUB7y72uDc940F9yuvlC760foXHzS4umD4hKocn5v4+bWp+ijf5vtvvoJWUMp3oli4anjY77NiGQntWvuiTcyS8sOOsrTlcTSmto06g1QXDg/qMgEoa8JqjOOG8q/jFw4cUxvcZf++c7VNbCQM8aWseL0SzfLBzxrxoOCiXVNqxSpp/oT07ds2ZqymTs+9efc4rkxMmpuN5M8cqzxs7R+wnfv+rx7f5u+98kns75xxUS867iveWu30dnp89eY1H53sUOlBZx165otS+d9itXcGyKzhaCx1oUjz2XrXuM0FzSdscNVUlh2xtOlovvPS0aCmN59lyxvm6YtXucLyqmZWdZBKbIekty4vVlNJ49qo1z9xMwgFD7ENs8ybDLlEnMcouOxGJaplUHXba9BFcIaRNVYLCWEdReKwJTMqOO9MF5201lK9IYZ21dTxe7xC8ODTbs5LDs6Rlm2ETF7K2/AHj2z+I/EZyYv7fgP8jsJP+vg0cxxgzeZo3LobRpsYxRqeUOknnPx9fcLyp8fzB7AIAZ+4wH7sQKscm1TI+d+w8qrSjQrTpDA75Wm9ODznupjTB9mFm40QMlO7jqDOH+erkmIf1ycb9cpsmuqUJkvn3yfmznuP2aB43e1S6Y24bpqbllUo4dtHWS95e7PfJHcd20nOuh90Op3rCg+okJeTkfgic+5p31/vsF8tee+9QHKVn2i9WvdZ8uzzvw/i0CuyNHLH3yjNeqY/xUfOVxV0APjN/QoXrHbNWe26lkgGF8rzd3qaLhtvFgmMni8/cNKximSpGSnz0tGixOvD1xe0hEWlUlOxITQkozpqKs1XF6qwmdmlbrQgqFfePNvBVdR/SBgOkqnSq9igTCK3pj+m1Ro1o/cxmKQ9Exak+kOOavjxpLCNx4tGVZ39vwcME8jnMrtS+T97SKvDW6gCjIm/sHvF0mXj5BPZfPb/Doqv4u88+JVv1pV1otIqcd0L9vTY/5rSr+7rcPo3L2g5x5Tms9P5UYrRfNDNWSLjseS7oluiUtZOw2Mp4zGTdc7xdrqSZkmFyLW+QekNn6wrnjNQAT7HzwY84fB36jbzzrvAhKNrkpAQJsSyt8NN5wxQYytCu2oLnzBL/XRI7OF+LhWbTRhHBG6nzbyLaBorKCS8+wusQdL/14oeV+BvFiamU+r3A0xjjzyilfvt1NWi8qfHdz92OmQ5pvOWonfbOilx/ITtsbIoEGTuKsmgVMTHgLonHNQQmozhkkDC/SYp0OXbTjQ1uCy0xwr0WrulDwnRy9EitD93zulpFZrbZKN4kX419rHE1QhZjAlPTcq8466mhMUX0tNvhlfqYqW4vaN5dsBTK81p9dIErL5QU8S+U55PTZ31NkLNYs2PWNKHgaSuUwHE36TMEd+yae9VZXxPm3Fe81+zxZLWDDzqVdfU8a+e8t97rE3AAjtspKydhZqdNTeMsIcJu3XDeGo6XE5bnKazQiHYnG3Mo2Wwjx1NnFS+CSk6yqCLKSVKUcgLs0UTx857aXjNUQUBadwrdCUCHAmJyiAmQx3TtAdC1B1oFZxpUwdk7NSfm9qa2lzlpG/m8iehWES2EmUfXjtAZHr3Y49bukto6TtcV54uabm1RCkwp79StLCrVtVZOERXEKqBnHUXlODUhxUQjG5hExfO9WW+BnKxqzk4nEGQPybxRCTb2e8YSVb8AokAVspuNMhFUHDZFUMj3gxq2MxwPspAWARWhDHK+5NWBVzRpRyzp2wh1wFSSR6F0oNNm2JIN0eDrwuHDsPFD66Q87c581W/27L0k8S3PpSy0NrF3j8dwfaB7XTHlvxbyYbdU+2eVUr8HqBEO/IeBfaWUTVr4eOPivKnxO0oqTe0hzswr5byt+G+/+D3E45LiSFMs1Lj0CFHJRPRVlElj6QccKoompSHsOu4/OOY79p/3PHrOfsxFlsZhX2Mu3SJF7PPnlxVWYlQK1uqAJWwk02Q+PnOqQL/XYgbVcXZhvn+Obc66URNTxULT4KNmGUTbGsdZjyWM7lcoz+1isfF5jvl+0u5y2M1SRuSwK0sOu/tye5eTVc358QQag2o0xZlCtwISoYy4WaR67RxjAqtViV9Z9JlFrwU0VQRfpQkdFScMZWS0lvcWjRwrV2lLPJv6OYBp5F6+ivhJJFRRgJz0juuAckqAPPRDYGOwRAPeJMxVsQeZXtLYUVHumYFuFEgioB5UP8wyK6W9oFgEtAOztoBFHrfgBTN5vgjKQbUZ4IMhLUxxXF5HE5WVdqf+UgFyt5zZKad5fQtQZ5TNmrEafs/P0n8+2mMy2tjfO2p5n7qjX5xy1/QLaIRQyHekD9KimT7XXqG8XCuaSLAGVCHPFQEvi2MEunTtBTJ/Q5kWVS3tk4UXdKswDqyH7K7MU+Z68fY3SDGrGOMfB/44QNLA//0Y4/9OKfX/A/55JBLlD7K5qfEfBP5h+vxvvYz/BlBnhunPTWj3Yxo0QBrEOgVFmKQt5TIUZp00DGTCRg0qlqx+4R4/s3OP9ZstxbSjrJwU19EBkzSxaSHF+seJIZLxtt5wXo6TcGCoLbK9EGTpomHlLnrJr95mbXBGjjXsqyoGDr9vxY4nKZTHq4ECylbKqas56SYcNxMOV1MOT2b4kxK90tLHrcK0CRANTFrp+2jogY0IulFUKwXPdvFAlYG5G8AoGijOIepMgTBo1QBKEQr6SS4TWLHdRdYp7HJ4t6GQE4RSiUmzFuBQmW4ha9WpXU4ar8II5BQJkeVcFQbQ2oj03ABYCGYAkuFZINoEbHFT6VBu0DHGgBrVSPtnADDtgaHESi9RQ284jhYaP00LoaNfoLQbrtd/36Q+yu9HDc+m203gDiZSnCnsOZguEgyEQt5XNGLZFOeRYhmxq4hpUljtTOPqVKzLyvwNViVgTu8tg/q4XUrJomxSP16Cp/17yA7S68mklzb8RgDwl8h/APyoUuo/Av4RsnM96ef/Wyn1FeAQ+APvd6GowJdQHiuCFUDodiPBgl0qfBUxjcIuGbRtO2gqMEwIFaA8hfIXSvIa7tOWmNqBr2GhLp+goRTNL1SRUERiEcWbXobelNuZS1rzpOyYFh2VcbxYybZSe2ljgtp0nLQTyXDUoa9up1XkcDlhuRT+rygdziWPfuL3QlBEp1FWdnRXWhI3lJKY2uA1vpNt4apZy+5szaxsab3hfF2xWFZMJi1ta2mXBTQGe2LQrWh+2kE5AqC8UKqQ+jaDsSKpg9Lfykv/iSbHhe01+/eQQUuPfmcAl23w7sFzW5OGQRNEwMPX8m7smWh+oYxCDURZ0Mfgnds01qC1H90nbt2HtBB5aTu98hBHwCkbHPgy0ykyDu0qgXffB1EWh/xc6XlDAX4igJjHHHpYINX4vaR2bViieng3ZjmYC7lPlR8WDqGZ8vPKgmXywqyGd5nbpl1MC3Hs36NWoJZJU04LkZwX5TwFvpQsy2IVhmeI2UpWmDbI+S6ifLzISmlFMAo/0XRThasUvlIbysNl4+3DSoxSJfHbRa4FwGOMfwf4O+n3rwK/5ZJz1sD/9pu5rvZQv4iYVl58NFCdgKsV7R4jTYfBHMwA0Q/SYZD1nyXgyZMyahngmAG0soaoW2CVtDYUwQzXEHtZ2rYup0QLSw0vEn2jO0WwkdM0IDL/mk1W1Y0mZ4RxIJTNWpmC0g8TtNc6skmswIThd+mnijO1w5kG3Ug/SjTwlDJAOdL+8qS9MBFi0v4ySOnhfAUbJrNKEzMDpXaj/iVpqOk62g+Ao0bvi0SHZVfAhiNRDceiTWCUvq/bRK+M2sFKFnxf0VMh0abfNbIABXkf+bragWnScyQtPI8TGYuRYARAgkmWX5JuF9wUyhMozkQDzmDeHEA3j30f26WiOpIFIL9T7UCfCbhHM4zdqNPON1F+z6Ce30Uo6RfUTCeaNi2qrTxrHnNEBDBHi+dYessqv3cYFvFtcGWwPPrvoQhW4SbybKGQuWI6Afde09fgC0U7M/3CadqIaSN2HdBNSGM8Ypxo8+XJcO9odX+dUCh8pWl2FL6+PtD9jRSF8qsqERmQrlYUy8E8Ls9kQrS70tEqK0MjMOz5MRKgOHqzO9MvY5BQAQkVVzKRlY9EIxxfKJM/J/FxppMvBSval5sgk6VNoNIpGWAW4WQz8JLu69UFzdSMzOEx3zgGz17rShpy5lTHfKZZp4GenjWDwUDiJtDOZrmlB90xiPtyE8A3QDDdP4N4TEDB6D7Bgo7jCT68g/5ZoixQRLBL6GZyD92md5aet5vKc7odWRirQ4VdDODai0oLlosJCFWvzYZieJa82JjV0OYMqKal17LHCz+AbWNvkUQzXKc6jNQvkCpM5HEilmJ5opg8Tc/khY7IC0RPQ6X+0D7iC4VqSYpCHKiVENE+pnGVLI2k1PRUlBJwlO8NNFMeU1Gr3sDQPg5jIFkBuR2ZQuotkGRt5AUn2LRgumGc9vfJ7yFr7umzDNS6k58x7RSSx2o303RTjXYRu46Dxp/GgGmCvKMu9O0yayjOPNUhhPL6MjF/o1Mo1yca2r1hsCoHWOhmilDKZMsaSTRgF2Ca2Ju8dh02QKjXerZNUmRQRiMTIGpwE0Uq40A2/UKdzN1aBpZdKkwjVoKv1GAWp2vb1dC+kW91Y9JmbVQ7mXQbMtKqQ7Y0stOsZbAQUvt0AkhfDwAYTVo07HBPNQIo3SRgTdfObTTN0G89j5zumdtvVvSLZe9vyBxvXlzSedm0vtD/owW076+kCUat0C6mRUlRHitUiP1+jP08SzRGHjPBKrSPmCYOlpgfNMsM6pnvzhacaTafTzGyIlK/qBBR2ZLSagD59HlvoSH3s6cDEKkQUUqonUynyPPKIh+M6sHS+ATUkIBb4YtkyTlRYEw3Gv9a+sYiYzwUsiCOKaGsuEhfDFoxCG0Q9QiIx+9p9L5kvA7zaOwniKlAT9/XMW5SktlSS9ZAvqZq5PlGbiVCoTYshWAvDxPcBvoPL79BnJi/FpI5wKiTtq3EVA1FRDdKqJVCNOT1mw32Wcn0XcX0qfBrOmlClwFGr1klUxXkpy8HjdmuROPJwAL0lAtxGDwAdplnLcOC4cb3GIBpDObBCEiFQn4OVIXaaKMKAsIhma3CJUp/jEEPknaYNE7tpP2+TguBAYwcM60sPL7c5EuzFgr02lyo6P0QigHMQBaBUKi+TaTP3UTuX57mhjE4DpHnEScYPZjmBSr3lzdKFmUfNxYYGOgYYOBR46gNHhhZFlEPloVy6b1k2sylPh2NExXA1QMvLP8U6IHv7rVVPXrHXsB1k3dPfeUErGTMxf66PSgyLPimjT2w54U+psUq6thr8bLgitYqGriM+/qQHpSDVcliFKUka/G95dbFjb4NaVHJ8yK3P6rR71pBHLTzvLCOF7ReSfHyuXZpnGhpcyiVPM9Y+UljhXTf/N28SG+M9Tx3r6ru9i3Iy0MrPlrykQZw4SUjbiog0x5E3L6DIqCPC6rnmmIJ9TuR8qSim0N9GHvtM9isVaSBplTv5AxWtO0MkuO6TXkwaRd7rScPbDXS6EMyX3ueUQFpQmdtYswh9sey1mLAhJgojdhrMf1EGvHxUQMO1MhxMwac/HvvcCNPXGj2oTyD4jwmLUgsGDcZnj/z0HK/2HOobjJEG/RgxfDceUFSQfo9WDk/R0iY1Wa/ZdAVq0L10QiQON3UZ0Grnm7xlep5VF/J9c0aikUcqBuGPs3XkLDF3PeJWjAKVw7PmaNiTBc3KJlQyKJkWqFCTJtM/6QxRwPdXGGXYiHkxVLG3tDPWSvPjdRuGDs6hTZmumcYd8MYG2vBud+IqVBYdnSSrVHVjy2deGhxLEKxiv138zsPZqDyQq89x/73DSevUQSVNPekeORoF5TQnLnfM4XiCxmo2mceXN53VpJcrdIilRUoev48qrzoKEwXMW1SdDI1alSilfruuTa5oVCuSUIBzb7EEZenUJwrls72jiCgH9jlSaQ4T9+zgM1AqBKgqgsRJn2EBaKZwQjI4/CdXvsZTaDe2Zm4y1yBbcxX9866EaDrsUm+9RmCJaLNjySHUqkgcbC9ZjTiOH2lyA6x3qGYzutm0O6AqRXFqVAQZg0qL2CK3hmcQTpTIKaRcLxQJsDOVEAyh6MdJn7Uqqd7/AyKpQDj4LwFP+o/u4z4WhYJu5JFIwOaCpIUY7IFlRYK3ca+P0IBsUS0uExFdQlQGZ4/WwdRK4rF4CyUTozDgj5XKCcLg2nTomrA1+oC+EUlfeErhU6acox5IR8AaQzC0YCP0meZbtIu9tEVwdK3r6fPikGb3aCMssaZru3roV8zHaQ76KZqWBTY5LrH1koeMzHROxnc9WiR8zV4NVAbKoiztqcfK3BzaO54ihMNAQlDRfq+OhKrFtJCbOTvdk/u1TuRA1THkdUdhZuBcgq7kvGS37VuI8VS9e/oukSiUK45tOVXUT7SAE6E1YMAOrL/Bc3xd3nuf+yQJ0/2mNw5w2hJV3/2pTsS2jd3xLWhfs/S7QRMo6gOFdPHodd8snNSedF+M+ed+eMxlTBuR6Zz2h0BvczrqoBs76YG/hMGDUV3keiHz4IeNPex5EUmGHC3VA9YMEzirJn1kRzZN5A1zzR5o5LJpJ0sTHYlfysnYJTb6idyHbOWf0rlPhBNKZI0w2SG+ypr0jLhmoNkfSRnbXbEqigUgq8ABmrFp0VAEl2g3QM3ixBiH11iWtVr+9L3g2anPP0irUIUa8fLZG5upTC8qKgOwa5jcvIlLT8txsEqsKPIiBHIZr+Cm6oEPrJ4mOS87HYUzR7EAqbvSsxzNOBmarDK7LAISeRHop48mFXsH0m3EbsexoVPVk62NotlTO9I9Rx+H/teQrsXKY8lhDb7M2wji1dzS/WWWKxkzDktVFQ/XlRamPpY7pHzOEdgdQxzpRH6Y/GqwpeR8kQWw96KS9r45HHELg3ZMZqtJe1gdS+mPpH2aQ/LA4VONdmikXmlXaTdUf2YHoeXdvPBsqoOFfWL5GS9RrmhUK5JooV7n3rOpOh47/4u9+crOq+5f/+EnarpsxzDjkPZyBuvvODdF3s0XjF5cC6bHzvNeWOxjyomz0TDkiiW5KnXMpB7zQcEbKpBg4pG9SAqyQjCjZLM2AtOn5GGrFLESR/hkfnbpCmLpjfitGsGrS3TpOYiePfRJSQNWoHSCcODRHUU56LdZAenr8CuZaIaH4mJ7lBx0PKbW1GSoVLfRBPxFYRpoDjW1M8UbgrtfuyzKrWDbt8zedfiZhFfCuDpVj7TraI4p4+pb/fkHutXHAQoTg3d3U6C8kH40VmXih95uqNaap0UQeqaOAVFxL6wVEdqgzJq9wNuqiTxJDlZNarXslf3I2alhqzeRP9koBd+WhzWMWmWrs7XjvDKGn9S4GpD/VxhR9q+LIZZo1e9VjyEKyazP/k8uuysVeKA1y6mOHZ6mqG3XjKFlcB19kjRzWH1IDJ9TyUOPDnYvWi4UacxnpNoCtU74HuHs88Am9q0o/pxnn0/uoMiW5Ne4tvtmj4qK9NEvpbFTDk5Xp7Efh6APKOM/dhbnz5bUIl2kQgwQIkVRExafiWLW7+IRxnXywfiT+ijuK5BbiiUa5JoYPG377FuJFf/ZH8H08Baw5PXHdP7C9arkvK9At0p3jp5gF0p9t5RuK/viUkKmDJpq2Ywue0S0RLKZL629E7HsZaakzL6sLwRRaIChEQ/jCu79s4sBvN3DNxZ8qBz063rxmxe02vUfYhkuHg8Ju69v29qm5uqXuOFgbOWZ0npzuXg2ERBcaZ6ukPoFIVuIbQas0yglM5TQZJoooLiOCUF1fQJNLmNAuKCv82tQZs05xo/D7i5hIZVjyXd2k0i4dwQJoFQGvRaE03EHFoBtAK6ex3+lYbFvk0X1qlYVYpaKmA9janPpS3dPAggT2D56RZlIrHVUh9kvGgqwAa0DWgT+9Kn/nAKJwVmr6O8v2DxSkX11ZpQRKoXKjnY04JtJOzVNBLvH5MD2C6VLJIrcNOIXQ4a7BBkP1AavpbrhCpQnGi0V2JdvrakPapRneL8DXkXefxkoMwZjb6KdLccdkdWkrzrjdIB11jM4wq7UHR7gXC7Q5cev7bQauypQXlYGkmos6sEzFEUgm4uC3IoU4KbhlxjRkINFfZcUx2rni8fKzp9WKYSa6ObD/NgHALpU8x7sJJtGmzEz8Q6V05jFtcVRqhuAPy6RDeDZhrM4KDTHex8xcJX9pjqASCqY3mJrs78LCnTMDm9ziN+IoDk60HTCKU4VPwkawyxTycWM3IERJ0AbzCDudntSHvtOg2wHDmSk1LMQFUU50I9hGmk24mS1OOVpDV3kiauW4W7JSZy/j4MtIl29Jy4n0BxBn2oYwFxkjhR2JgsbiITTOKcldSz8NBOwc8CqksL10RWEeU0sfaYiSO0Bl/6jd2/jYm0ywJlIqExdPcBpzBnRrT2KqAbTSgi3WxIuIHshNSod3UCdNNbGqGAyVNNKLTQNmEUGZMme/WilMXIDhpuuyuTXTdQHUW6uerDSMWC0rLgaDAvxKTqHbMq961k+AKJU1eoBtpZZH6ihKI4sHR1jUlgFQys78WBG46prRHsuTyTS3RVN4PiVJHDUIEN/4ObpEW5EivFTcHPPUSYPE10X6MJZ3PqxBu3exHdCbBngOz2PLMHC4wOrNYF6sWE8LiW9Hqf1olk1BRnKsXoa5qpwb5VwifX6ElHVxYU05aykBrci2VFawN8YYfqUJ63PJFVT3sB2nGyVU+/FaBGXPU4e7dPnnIMYb8Mc44IWsk8zaUTwiSiJkPFSb+dE/Ah5NuIQfloA7jysPN2ECdJNlHb0aCohN7QTri4nEBhmuQVT5pNsQDlhXOUjDr6QkymkYEh3nYxy3oH0EyO26UMTDeTV9vqES9XZGogq9ix1+LiOIVNC52yyrzryIEkNTMg2ki3m76vYTlPBYNsBJvog/Q95YWnxUBzN11ndD8VZaIymjT951kLGistKhKLBLARCGKC02l82szZt6lYrwK8otMRdCQXD1Y6Ync6OspUowD8tEPZiFuLJp1BWDsBxpgiQqrDSI5MmL4nmpgKsH7oRLMOUJxpSYT5zDnNeUX5qKA8VbKAxsTjp0dc35b6OGk/XqKWcVAdq54b76OPwmDJZDrANGKZmUaOm7UkbPlKnr86FLM9UywwLKi6HUDJTUcWmAJfChrl+PGslZq1XEv73B9y//q5IpzKQ7jZEN2TeWOzBjUXbT4vgH4SMQvD8tFcwm1XislKJSejLNRmPUSsZCBVHnZ/2cqC+mJCNDBrIZiS0891rJeG+qnuU++J4mzMUVLZj9TuDAEDrhalRZLphLYb04O+Tn2co12SYhIKKZthF4piIc7dYMFMM92pQZXpGgqzjnzjMhD5ZiVyrZUNf7XlIw3goYSzNzTlKdhFpNtROC+TRMxQRXkqL7xYRAjiyAlWRoerE4c5FVPOJc00a8PdrpinbhqlxJsbdg/JgIoiaVMyu7PGvMF3538M3yWCYgSI/uLneDWUllOAGUBWBSUgDKIZt2Y4bzzAHD1qaacxjWjW+TzlIRaidSpUKncah5j0xFVn60N1oknZ88GZWJ6m+PucwdjQlzdApfBEMm9b9aFrErlhJIpBDZZIdhSbRiILstOv3VX9QmmXoqXufdFi1pH1HcXqVc/Olw3q7+1QJM28Poy4M1i8LtprKGNfqqB/f0i/Cr2iBqsnFZuyK6E5+nFXIdUOnfDeOSonv7fyVFMdxb6GDqmWjAoR/VzAqpsJb5sBWqfsw2gGGiqOFvJQJOvDSBJPD4hauGgCQyRQHgfJsqiOMn2ieiVHPhNnYvZ/6BbKE91TF8HIvIlG9Q5m8nsjgXQApWD/5wpCLk2QhlxeAHwl88abob3ZcVuOMoyjVVL7JAwLrVg58jzr5IjOlrZZKfwkWU9WjSxN1W/hlgMTrlNuKJRrEt0JnxeMRACAvNjqhWjcZi18XLsjA7A+EtAWUBbAro5k4GeKoTgXR5ObSoRKKGDyRPU8d/ac5+SOceJOeQqLVzezyyIC9Nop0XbWogHZhQxqV9M7fPowRGDyPAHEnpZU/PS8mVsvFsMClMEwWwo5cSeUMWn6qncuVYeRbleLZpbMUZOiKyQ7NfbALRNQalA0u7pPJgKGcMBS4qfrF/QUwRhEct+Yjj7TNfsO8rPEkCykOEShZC6+m0sYnoop4SeCekyfRp7BrTyB8tigXWR9W3jkyVPF8oESLnkhWbG+VL0m181lgc50QQ5R00vVO6PDJODMsFBO39O0CRwmT6XGhj1PmnVHCnccFh3R0GU82WWq/ZFj+lNkx5D0JFFPNpc70IPmXySfTHag6zYpHr2jFTok3NLHIVfA1QO95JP/oa8pk/o4jBeIYshgVjHNq0QhEZNFNHLm5/Ef0nGVFpKgZeGWsRUT/aP6fIJxOK6KQ6ikQeETtal97GPniTB9EiXsMcXrhw5iO2jyanRutNLuUCUL6Rox9yYK5Zokp63rTkzG4jxSnklIYHUKi4dGwpjIAyxSH0uiwORFKijlchyrHLdNxC4CoVK4SifeWPV8W5+RNtY0Urjh8p5m/x/T17LQPuKqgf+z64EfVj7gJimRwcU+qShn9pk2RYUsZbBKCFfcqAbnK0ALj2qS5qtdTOF2MsEheelLoXna/cTrOvpCSJnHN03S1FNihS8Uzb7uE0mk3UI1+ApyCJ2byuzWbfIXlCn2GfoYa9/J9U0nz3B+V6eKfKm2zMhiMSupd5HpgpzU4yZyPRPiQGvk+HknscluJo604q0UA2yFIrBrCaHLnLn4PeS47gbTfFzBTrRwQyhFAeits5UAUXao5cJp3WwAKTcFlULhfC3XdxPF+g69Q9GsBfDlXWppr5KIEeOh2VOUZ1LIyU2S9tykWOko7S+Wg1JSLCI5HLM8iZCScXQbhWJYqhQxM4pKqRLFkKjHHF0lYY1ZEZD51YfRJj9T7t/sV8gLqlCMYytLjvfty4pAAlVXp2dupO1KDe3rI2Li8F6IMpeLNb1voDwZhcTWYJKjNnSk8NhvHWfGIjrN9awGSqk/D/xeZOOb707H/iTwrwHP0ml/Isb4Y+mzP47sHeyBfyvG+Dfe7x4fCsCVUvvAnwW+G3n2fxX4EvBfAR8Dvg78/hjjUdov84eB3wMsgT8UY/z8y65fLCK3v+BkRdZKHI2V4ujTUqpSOxmE9WFkfUtRLgJmHUm5Cug24CuNXXtUFwiVIRS6j8MtXEB3ATc1mDZIIkohpStzTYpoJFGhm4pJbJ8PmWjNvmZ9R9owfTLElJsu9iFjvlBDGnMflihOnZ7P7GKvefkyxzOPws9G8eVZC2p3koMrg04rXL1pY09z9LyiThZJLSFl1VFksvCp6JaWpAorQK1SkTDlIn46cLXdXIBTdyn0qxBONRixMHxaBHwtz12ckkz1KBE/JAtoJWVH3URjlkEmqBYwrteggiyCQ9KK/OIqiXgxXeKLe/5+AIpMywzace6LoQpfVyRNPYWlmSb24W5uQgLIfEEGayVImF1+H2ZNX5wrFxDr6bbcMisaru5k0VIBSMWsuqmiOo5pUZdx3e6IQ7J+LuO7fhEpzz3RGHw1tHv2OCRNPlKeSduFupDFylcpIShEuqCxq9iPKSmvm5SGVJ2wS3H9syeB6sgRUgZledalcq+BYDWhNHQ7JtFuITkeJTHMp2JSkmwVaG4VnL5uMG2kPsphu1lRkDYXeaFqI91MYVbyDK5W1CeBbqL6uuOuEr+IdjHFvqew3yYHFFyTCh7Hg+9Dy/8L+M+BH9k6/p/FGP/j8QGl1OeQEtvfBbwC/E2l1KdjjC91z35YDfyHgb8eY/znlVIlMAX+BPA/xBj/tFLqjwF/DKkR/ruBT6V/P4hsdPyDL716ALP2rG8XuImi2VOcflfH9PYZ93bPeXV2wtdOb/HkcBe/tCxet+x+RfWJFdOnMpuKhcasQyrgI4O3mwlwSTywaHzFwhGs4vC3VLhJpL3rMWeayRMBvsXHO5oDi26FZ+7udtT7a7qgOP3Hc+rnMHkRKBaycMhCIAN0XKjHtKKpysKgMetEhWiVvjsU9snOpeysafcUxZlM3GhU7/G3a5lM2ucSATIpsvakknavl6KZd9O8CEq0hi/FPG93c6bdkIVqGvrMyWAESEJBD8yQEj3aIekFYm8ZdPOsXUOTtz6zsOqMmMYJ9HJ4ZK60GLXQVrPHXhaotCi1M3lu4XkFkLQHCuGegd4Rls1uuxYtt1jm9o3qbARZvHLstpsmqq2JvbOzB9C0YOYkoOz0LlL/d/MB5DO95Or0/XVeTEkRUGmxTvSW0EiqLynQ7Ct8Zfv6NFFDdSpFuoplQCeLSuL55b3NHjU0d0oZU0B5loIALLQzLQuok7FeP16inJDcUSl0O4pxDQGcR/kgnEIIoDWV0YxrABHyyxt5xGOkeksx/+UarEYtG8LuBHwk1FYWyYnFrD3mbI3qPHQO5TyxKvF7wim2BxXNvqVTijiB4nSwQt1k0OJtSlC6LrkuCiXG+D8qpT72AU//IeBHY4wN8LW0b8JvQTbAuVK+5cdWSu0Bvw34Q6mxLdAqpX4I+O3ptL+A1An/D1IDfyTtwvPjSql9pdTDGON7V93DzRSP/umS9q5jcmvF6rgGp1meTDgtOx49fxP3rBYOutF83w9+hc/feZPYaaZfLTj8nKI78Ox+ybL7DbDHHd3c4iaa8sShfKTdE09cqKCzlqNPW5avO+rHluk3LPN3IsffGfkn/+kvcr865W8/+hSfvv2MLx/e4fDdPZonU/AKW0aaAyEN27kAhXZDyrlNCR7tTPc7k2Tg8pWiPvIUSwEcl7SJPjIiJC46aZi+lggQFWDyJPYJOtNnjlAoTl+3qE407XZf6k1I/HPmuBXhlqY+DKzuakmvDwK4ObTStEJZ5Qp5uTZFpkBApVokQ+JK1NAc6J6vzxmnfc0McnYm9Nmt2S+gBj5zrOmb5JR2E0V5HqSNJpUOQBYV5QeqRzhn+Y5ppK3NvmKROfiUXLRRT6ZP6JJ2aScg2+6qPrIj01Z2IVSATlmwma+eHEkse3eWHHpJW8/Zq6YVik0srCEdPUdSEVPxtFTETLvkD0iOwsx1L+/qjaqHZh37ImBRQTebCKdeRoqFl0UpWRS+lNIEza6im1i66VwoHh9p90zi24eiWnL9QHnSQYh99IxuPXrZoZc5iwn6OL4M7lqhF6v+Y3N4DiFIUJRSFHmDT4DOyfe1RnUOu1hBYTGHmklV4mcl6/sC6sWZzFs3s+gulZh1gfM3rolDQX0zUSh3lFI/Pfr7z6Q9fd9P/qhS6n8P/DTw78UYj5BN3398dM47DBvCXykfZt36OMLj/D+VUt8L/AzwbwP3R6D8GLiffu93pd9q4AaAj3elt7sHRAPlE4u6HbGHBXc/Hzl/xbLcvYP67DnzN06Zlh13pgumtuX+/WOcN/AQTs4m7E8b4hdvsbivOfl4TXM7Ys8V83cKfAmre4qDX/YoB4efteh/6oiPzZa8c/oK+2/B0Weh/M5T/sHPfIbpq+csH835/Bdu4WYB0ykmT4SSKU8jZh05/QTMvveQFjg+mrH3EzWmibz4nhQdQiTsO0ztCM9q6meK278kgbntLHPmohVGLVZHjpopF6kedF4M5gPfa9dixman5+knSBqqoIBdaKlFcSafr+7C4qGmm4uGnNtGTHHyFYkGAlbiWMqAbdqIX2cnbaK26sH52ycZZX4z0Th9xb7MeUYBP5MjNbKvY5k02ZhqZqxj8g/EPqQMUvRDogOCETCfLIPw+ymTsZtqnE+AaxJNVdHnCBTnybJImYqQ/CkJ5HvHXzPOEpSuqk4k7rqdi7WVNybIRbCilmfJdIVpIijh23NUi2jWcdRHMYUxDotXKGD6PGCaiD9R2LXQfavbpq+6WSxE0+79LQa6mekXqmYvZax29HTK+kDDweAYFIVB9T4eFIR9TbNvhuqEySmZcxFAvlcsAqYJmMZjTxqIEX26FA3dGGJVgA8o5wew17qnyHoNPgQoCwH1ZYdat9iFYf70hFSoBIymzN9TilhYDg5H5uCHlQ+ugT+PMf7mb/Lq/wXwH6a7/IfAf4JQz9+SfBgAt8BvAv7NGONPKKV+GKFLeokxRtXH+3wwGe9Kv7P3Wnz17ziaPYP7yi4P3mlRPlKeCL9w+nhGt6t48gnHp7/3KT/+9Y/TLVPYQacojiznaoo9gPqFgFH3ekMXIVR1T01ImJhi/nag+2v7PPrkPvtfFgsgVIG96Yr1epflecX+L0niyfKhYfIDL/CflJ0tV50l/tIOBz/wlCfv7vO9n3qbTxy84Bfe/hTxOxZ86v5zfvnd+6Ais5+f4iYldgWLT3Q8mVkmj1UfARM17P9KoJ0rTj8Os3cTvTFTPVi7etg4NqflayeApUJk9ig5vs4jzb7uHXzrW6pPifa5Kp8DlbTArIFmZ5pyUJ4PGwlkbXicCJUndtZU/WSgffqM1nEyUkjOzRXsPPIUp27E8Ud8bQRMI+hOTPyQimZhIuWpo3i2FL7cB2Jd0B1M+nPc3CQHs4DC/F0/1NluhH+X2GvRmrXPWr7un9PVim6enG+taNSru/QRGkIfaew6iGVQKJZ3NevbQleUx1Kywa6FyqJSFCZSnHtMIxQe0JeKdVMSpScLwGoO2quehvGVFidyAdGY3tHpK8VqTxy5klIeqU7lfTW7khovkVZDud2cjOamQ+STaSK2iX2FwFyL3aVKkLmkb86idZVGB/HlmLX0aTfVRG3R9/L+r7t9SVyibL5gz1ui1cRCS5q/URTHa/TaQdMOoO491KUA+ViUknNi7EFfOU/MVM6HlXh9TsxLLx/jk/y7Uuq/BP5a+jNv+p7lNYYN4a+UDwPg7wDvxBh/Iv39XyMA/iRTI0qph8DTb7WBUctA1y5SHwuvnI+rGNl5x0uY19Ly94pPYw4L9r+uWN2D9mNrpo8K6sPA09/Z8j2/8+v8zNfeYP6PJpKOfxvqZxK1EgqFXQWMguffrzZ2GvG7nkIH/Mwzmbbc/eef8vhsh/a8ZgKcHk0xlefuwRnr7+t48Yt3UbPAz//sx6kONTvvRE7KGV/++ozZY8X0ScDVKYzxOFCcFmgXmRx6oSM8uLQzyfRZYPo8OTnTIiMmfaRYiEaUHaTZVM4USXEuIVlRJwdrCbmcZ+ZcyxP6jR5cPZQe7TeDSOO43VUb1eMyiAkQx6ESYsqcLY9j4oxjv0mCaJ2yEJXnCcjWQcLBtCJohV24vrqhaeR9L++LpSRbhQnQ+komv+7knG7HyoKWAboe+ka7iF0FuplOTr6AtrIAydiC8ztaHNCjhSbHIruJ6gHOPE/hkok7b3cVq7uGbic7EVMMdEG/eUI3lTBRCb9TNDsWtCx0sycON9WiWZ+rvvJfeeJYPCxY3dGjQlLSLilrG1K5AEU7T/6SVPQqVIpuJr6XbiaWm0+WmkSMSN+0ewqzyo5FCLPBkrIrUQ58qsEflYQ+2nXsF+A+hh02NjPxpYzDchFoZ3pjU4l2rjGtlcXBxz6yqN2b9+88FLmWSsAuPWbVCUcOqM4TpiXKBVTTEY3pQw6vNRb8Gi+1LVu08e8DfjH9/leB/49S6j9FnJifAn7y/a73LQN4jPGxUuptpdRnYoxfAn4H8Evp3x8E/jQXd6X/o0qpH0Wclycv479BNKNiEVAuyEtKHu5Q6uRwko1P6xeB3V8sU9iagFt8q+L0Oz0nhWw8/Hixy2dff8wXmlcxx5bpu+LEXB+Qwgw10cLkiUyubi4a1MHnLe8cP2TnseK8m/Pop3eZvRupIzQHE+6kJJaTh1MmzyL3D0NyjAW0k4E3fyzP42qdNDpFdZpMz5UXJ1wKd1RRAGcAEqEtglHYpSeUWhxPWqHb0EfJRKPo5gbTBKqTyOq2HSraFYPmuHgN2nuOydsFze3A/Bua4iwK313kEMfYc+4gvK9dyrFME3Am0TpSkXFzd5fM9RbnATfVdDOdQszkWbSLNHsGW4vG6xLoRGNTjRZx0movxYp8ombKU8XkhUQnuNdKuqRBmlTwKRTAXIDYJvpVnJpCAbga4h1DMEJHqQCLB4l/XkvhL5tC4QSMA67W6XrS7lz3OtgU972OlCeJL07VC5s9LSGcikR36ETDwHi7s/Utg3YZ2CKdEY1+8aDAF+Ksnr7wNLumj8vvpkM0UKZo0KPNNGJyoAbxgZhWIjR8PUQpmdPI2WuGyVFICz+psqWCFProJhI9E0p6zr2dp+JkKc49aNVvL5jDM036zFWj2uSJ1ulmaWE1kiWb6473Wau11F2JEzCtjOdoqn7B8qUaNoHQsLyjqU4ixUoopR4KP7RcjwaulPr/Iv7AO0qpd4D/M/DblVLfhywTXwf+DYAY4xeUUn8JwU8H/JH3i0CBDx+F8m8CfzFFoHwV+FcADfwlpdQfBr4B/P507o8hIYRfQcII/5X3u3gwim6u8aUZSnpOLPWxDGpfKda3FWef7ih2V7jGsrSyY/ts2vCD9x/RBotL9X1DVHz2k++y7EqevXiF5cc66ltr7u+dcbic8NreCStX8NaTW6j3ag6+CDtve2aPZeBNnul+N+1gFXtfFe5ahcj0qZyT04Ul4SZHRER0GzBq0KCzBpWdVRL3PFTDyzud5xrbvtb0KfhWs7pt6ObDpFBeFp3qWFOcRxYPx8dTRM1OJ7VMTkvW9zyzbxjKk7hRQlcKFAmo5wiRqFXvfHQT0WRNFykXQ1/kAlnB5OgKhZuJZtvOFdZAeR5S+KFobM2OplyE/pl1cvSViyCldQvF7td8z2cXS0miIWpWt8VK6XYUcSULkF2LJaEa6YtgFeVp7PlnSQhR+B1pU1/cS0stmskzoUJ8LU5DNxHaQmqYqH7ThPrY93Wo27lJi4eASzfTlOcD2K8PEl2TwFt5sF0YolCSz0IiZQKrW2msFmKxLO7L4pNL1+aF1lfQ78zjImSKKWvUCiYvYorrl9W1nWu6uSIqucd6T1OdBooFfVJVeRqZPOtkDCuJcMnPmJ2z5VkgWqFRsr/DNMOiP8SLSx90kxS+ehxThmay9LLWnDZayZE22Vme9970pR6F1CZLsIlUJ4MWP4SVXoNcFxsT4794yeE/95Lz/xTwp76Ze3woAI8x/ixwGYn/Oy45NwJ/5Ju6gaKPjDDrSLOnqQ89vta9WetLxezukod7p0xsx6IrOV7V3Jku2bUNx53mRTtj2RX4oHny9gF6adg7iszetZy/scPbt2ZMnmi+Vh6wfuA4+HnD8f+k5diXmEb3zqr6SLz6uot90k5ENGDJzlN9unDWrN3U9PVazFknGXOVJlQ6FeFK10n8ssTYirbab2WlwKwk7rabDbxrNIbiPPDin0jc772WtYmYxxVmLdvOaQ98esHr+2e8OJ+yfDLDnhpiEVm8Hli+BvVTTbeTNvVdClBNniftzWdHpADb6acC935K3k03URiraGeK6ixg2kBz2+DdQOsQhUM3bdqxJ3HifURLE5m+u2Txao1dRaoXDdEo3MxSnHWi0d6pRju+CBcru5jHtNmCaJHloceuBaiKhYBbdRZSPHx2FEryTLOv+lrWeTu1vImBXQpA+FJRLAPVoaM4bdBnEnXh7sxZ3y2pnzZULyLtfoUKkfKFqP3re1PWtySqo1iKNutq+g0IYIhCclPhqIfolCH5SC/l3WstkUamgdljx+q2RYXI8r5CL1IUixryBmwr/ZQXuah1v+CIZRL7YmyQIl46qI8CrlIsHxT9ZxKiGWlrnZSo2Fu+UrQr4mvdb81n2hR+qQdLrjpN1EiIfWXIYKGbpDmQksoyDaLTrkB9RUar0DY5dbMvJik/EpUk7+laJDJwh98G8pHOxOxm8Pi3BW69ekwTNOeLmvt/uaKbCIi5WmiP5eGErzydoVqp9aG8YrG+w9vdG72DL5uwr37JUx13Apwa6pOC9b6hOvGiMR1aTBO59zcLimXoHXB5b01NGtRdIFqNIqLaKPTFSkBMquiJMyZrozBkEzYHhsPPKaaPFftfbnsKRSs2arGEUqdi/in5ZWZ6Z9vyjk7RIwo/8cQyUj4qZRf0Z0I9uYlMYPfXZ5xN50zayLzJESICyL6UbcH8oRSA6r5riVOR9fcrgleEzqBPLGYN03cV1QuF9l5S2veEg7Rr4VLLY9fHtuc64yD91+xr6hehT8Cya4mXt+cdZtkxewT2ZJ3OVxQvJIElFobi3GAaTXHa0u2Kg6xIETmz93yikYTygGQxJD9aLj2gu8iLzxaSfFRCqCQMpjhTuInQWpJsJc6+2SPFztuO6vka+/xsiHeOkeLrS4q3NIRAnNZMnp9J1JA1EAITF6ifGdxOKUli7wXWt2w/DnzeQWiUGp5T0AmyOJVnIVkeKXSvk+gTN9FMn3b4iab6ckgx6pq8J6irZEzYdaSdZQd97Puj3VFDBUcVCYXw7KGUeRKVOFLzPqkEdYlmnB3TmTdX/TW6OZhmWKh6bbuTCJwhSgfqQyfJdrWhWIJdCEXophplUuhlI/Mc5P22O2I1qBhZ7wvPaNexf/fXITep9Nck5Vnkwd/VHH73bdley0S6CX3Vtulzx+SFwv6D2JcJbXeEM9Uu9PTDRlFAFweAjWDPPdO0Iaxdwvwdj58YfCk8pgF0E1IstCJ6hWm8OBXdsEO6m2qiVaz2ComkqMR8Xj6MdLekOIfqBE3i1EOE+kVBs2+xjZju1YlndcuS63aEQhJgJHoC1ncU5UlERdVnHLKGnbcFNO0aiqWnm2iiSfsNJrHLIRsxR6xIbY/Eg1Zp27SvTqQG9UQ2bLDHBr8T6KaepinwVeTZ92qmT1Qq8StUT3kGi1dKuqli+VBRvYDyzFOcB9pdg2mgPpbnzqF/sl2ZAVOhOkkYUasGCgshSJyx1ujFGtU5YlmgXMCeGdqDMtExmvLUp2iaiG49duEgRsxCUl1DZVFd4HacitNzpno+tz7yPX+/PtC9prv31Qaz7AiVxd3ZIRZGLMFFh/IetWxQ61baC2ANauXASUIKMaJPCsqygKal+gaE/Rnr+xO6mZEdeHIMfHovXd7SbSlO3rBv+yxcm3Zuh0goNXYZ+nomol2LT0R5Td7o166hWAVcJWNDrNnYl3AV+igpnEFCYbPfiSgO3ExZ5Ho6rlK9ZWWbiE3lCqKGdRpDbgqy4YLqtfFupvr69DYtvu3c9gtxsQzYpYOVglhQnDvczAoNduJ7B29h4ihrmp7iWt65zkye67vUr7Z8pAGcALP3WqqTIX03lBrdDTGv9kwmqfIF3dwyedrhJ6aPFBAQFE22WAgV4islEyRFQGgvPGLUcPZGJdrLXPdmmS51inENKVTN9Py8XYlJmVPmF6+IdlWewOK1yP53veDu7BwfNG0wTGyHVpEvfOk1zj7hOf1MRC81ulNUR4blqx7dKvb/seLsTUk8yXsJzh+FXpMhRuoT4TF9qaiPI82eArLZPEomqRN3WAzJNSrV8JBdVKSv/DQQJx5Tewrr0Tqi39qBU0MoDLN3JDGI5NQCKXGqQgpXM5L+3e4FVp/ocF+omD7RnH5cEb/7jKcnNfbQcvBL9HU5mgPF3tdSQsbDuo+f1i5iViHVEJEF1JdSI1xCC0kFvCRawddGolOsLLDF8xU0Lcp5tFK0b9wCBdNHS7r9ivmjwOpOweS5jJ/VnVLiz2fitGz3LcvvqDj6rsjur0xYPpB27X1lgu5g92srAfO0gEel6G7VlC9W6GfH4D2qTZyGFm3dhMh00YBSuIMpUSvavUIiLhaOk++YSPjfnsKXpQD3KvQUXDfXQxmA2qT9RmO/KCovmmguD6GiwqaMzW4uC5dZC41lUqRRu6eYP/I9RVUfOnEytgE3lQip6jhx6Lsyr6oTjy817Y7uHb25rg95E+sUKlosAqaNTJ+GtI2bjFdX6975qNuIrzTnr0+w64Bus5KlaHYNsycd5bMVi4/PRfF5d0moLcW5KFqZfrw2uaFQrkcEhGMKL9IpxEgmdQbT9qDCTzTHn7RMnwR23u4w3WBK6zZl2ZUSxeFmpne0uJmhnWup0IdEa7Q7inZXBroky+ikPRi0l3oZppGfze2APde4nUjYcbJya7h195TlukIHxfmqwnmNC5rFW7tgIrH26KnD7AaqumN5XlF9YYJdgFlodr4uFMH8bUV5GvqMzr7IVuLH1/tqVBclFWS6K5sLcKfh1bvHdEFTqsjTox2K0rE8nqBs4LUHR3xq7xk7xZqn6x1+8h9+htsfO+J8VTGfNDzcOaVxltX//JwuaIyKtN5wt2p4crpDVXQcPtrHnEnkgNv36LVGO83ksSI+q3BTOPoc7Hz3c+7OFrylD1ipmhffa9n7ZcX8Pc/0mZjhoRKH5vrA9LVh1h8Xayan4s/eE244GNPvmiQORMvitUDY78Bpysc1D36yELrhSYOvDIsHhdBKr09ZPDAsX4m4SUS3NXtfTtmtcylTXJwrpk8102ce9zUrtUXOc1+nKI15QahkFcvz/fTNkvJOwcGL0z6zMLYdykQwRtLFg8S1206sBHtU9UB/+3iN36k4/cQk1WkRn4eEs+bwSglNlCQgj680632hGIrlsKmEq8XCWB2YvgZPMBDzrkGpEmAOdczZswtdEA3svN1SnHnaXSPhll4ckK5WBGul/KyDZlfS8+0y1caxUgzNNpHVLaEzQ6GoXjT4icUZiVyReRQxjafZk3fezYS2M+tAtyN0YX3scVNN86mdvoTC8u5u3/bdtxqiU9THo6zQD4s7Nxr49YivNEefqelm4ngqzwLFMmBWATczLO+Y3gve7soOJ8+/e9IDQHka+0l+9rpGv2mGlOO5QXtFc8tTP5NB3tzz4CPqoJX9Jb2inrbUZcedyZq1s9TW8ej5Pu5FzXd/zzewyjMvGua25ZXqmKluqXRHFw0fK5/jo+ZP/KN/jrrqKB8uaBYld++d4rzm5GTK+pf3KBeK5kDC0aZPBEiqk0h9KJUX2x2dTP7YR3tkCyMP5Mw5mzVMH2nC0wnP1aTPOLQGwveeYScOd1Jytq74uy++AwCtZAeiF893iF7hveK3Pvwqd4pzlr7koFjwSnHMIlQ8ag/4ka/+UzRHlsmZojpO4WNfNRKlMNpmK2rwDxpaZ1l2Javjmv1/VBINrB7A6r7FTSPztyT6IVjJPN15FFje0WJqp/C4+TtyveV9KfAfrGj73RxOvjt5R1cGs9J0e4Env9liV3D+6gTd5sqCBruUksAHX4S9X1ljzxqhQ3wgFpY4KVm9MmP2S5JvsfNzCBAXFnSO9FCoddtz3tkiqh5XqKYFo8FUkoSihccG5NyuEzAvC/zBVECtloXAtKKl1seecC60WL/jejvs/amC0Hk5LwKkP85f0X1UUSjyptqy4LRz1Vf2lPrkOe4/b/0mDsbyXCwa3cg/lGjexSJQnHa4qTQoFEKd6S4VslKR0Ki+pLBk7pq+ns7ylXqUsyDhtF0KMfUpczXv+ak7qckjmn1MzuXI9LmX8Ms9IzscGcXpm2Ixr+4Wkpj+YSUq+OCp9L/u8pEGcJQ41nwtZVKjNtil6XfYcROpyLe+K1pqN9Ms3vTESjRw1eqUpqzIOypEE6UiXO2x71bYeyuKNzo6Z/i+e0/4xskBv/2VrzC3DZrI1DTcMgsK5QhofNT8X579Luyp5he/9ir/7Pf8HIftlKfrOV0wPFru8XByilaRz91+xD17zr/6uX/I7935eWrl+UJ7j7e72zSh4G88+Ry/vHpI/VyK5UetmD8Sx1R96KQ40o5h9rgjPizICTFmHfvSt82eDG4pop/C7c5j77j1pexY0+1E7Bd2UJ9ZMLu/QKnInf1zWmfwQbN4UxOXlnp/zc50zVuLA378/GP4oPnuO+/xvNph5QvOXM3/+gd+hlUo0US+en6b58sZRgeazrJcVXiviV4RWgNLy+J4l2XcxaRQx2Ih28DN3hMrKvP2XUqa0V1k8kKceKu7WrYsuy0gb1ekKB/hTafPAotXrJQvcJbve/CISjt+/NGbNL+ym+rFqD770JdgPnHOiZtTrGqCqfsIiagU6zuKdhd277zK7N2W8miNXnXQdqguOSqjOEBV0xKr5B3UWmp/dE4Au7BS26MoZPX0gTipBNw7RywsoZDNLnLSUqYFJXRO9Sn5YoWmAmgpZK7dUaxmqs8d6GvraOnfUMR+k4bpM49d61T6mN6ai0lbLs+kgJpuhKJb37aUpU6hnULL+Fo0JdMGzFKeMRqxiG2h+wgeoC8DUR11RJWsVyc0SU4IizqFOyZwLpaB4lzGvJtZ6heS1NXNpeZAMBLWWZx74csb1ZdsbufXDLg3Gvj1iAB3jhVNg7JWLF+JxInQELbwVDqiVGT1oKAqHa8cnPDW01soHdjfWbFsSlbLknhSQhXQlSc0BnuuWJ1V8NUZZq342U9U2LrjCycP0SrSeMujwz1evXXCrGg5XE15fjrDnxWEV6RS/499+XN0i5LXX3vBV49uY3TkG4cHWBOY2YapbrlTnPNT6zcplOfPvvU/pfUGBUyKjlsPTzha3aI4V5y/HmkOJO198VCAwVcyCV097A4jBbJSOFoVEqkZOXjziMPnO8z21nSdwTtDjGBMYDIRrvff/8zf5km3x55dctuc00bDrzT3OeqmHHcTjIq8s9inNo5P7L3gp77xJv9w+TEAZpOGo6M503nDalGyu7tiWrXU1vH2O7flNa0NzDts5YjHJftvHhOjQutAYQLmuwKdN9Q6cLqsWb07p35imD6Ow/6jWhyKuY6KTpqnWaeU81SytpuKaX/ri5GnH5fi6P/gH32GWAboFOx4VFCc7YBqFSoVCbu7s+TxrQnnr1jKk7w7kSSXNPvQvNoyf6vg7I0SXi8lRHItIY7mrEF1jrBb9Zq3ckFAeVLBtAbniZWVsLi2I+xO0GuHn5XirJ2W4lgNkfK5VAQMpSXUlna/JOTCZbnmei5ItZK/s/VVnsU+/tmufdpZRwC9Ool9aeTzhwabaun4tOO9dlAdeqoXLbr1uHnZa9fVsac4kzjCdl+KM0sKvZIIjVrKMmsv8edDpIlEdqku4Gub3pkUn9KNg/0Ks5JSCSpKdnHORA2lwk0E6HUXpE1lIeUOFEyOO5YPKtodk8pN5A27h1r71yY3AH49EotIeHMFUaGNZ3fasFs3LLuCF0dzjE0ptiqyXpREp6knLV//xVfQjaK70/HsrJKt0qaOWHnwiviiYuctzdmnO6mZ8plTtI7UOnB2LlXPPrv7mGftnInt+OzuY/bsin8QPsGjF3cob60xJuCcJgRNORdwtCawUzW8uXfIO2f7fOXsLg8npzxrd/jq2W2en8/onCEEhTEBPY98fP+Q8DHdbxZ8tqjpgiZG1e+Gbozn1mTNk5Md1icV89tLCuN5sHPGW0cHfOfdJ/ymvbf56+99jjtvPGGvWvHm9JAuGhauYuULHi32ePvZAf/RP/y96NJz7/YptydLatOxV6zZL5Z8fPqCh8Uxb0z2meqWt9e3+Gc+84v8z3Z+mR8//yRaRf4mn+b13ROeTOY8ebbHmZlQlA77vJBtyDqFOgh0ixJM5OjJLniFSnuQ5n04o45QBPR+i7vrOfpOg36nxh10LF6z+Ekg2og9M320xPpO4k1Xog02B7BMtQDsN2q6/SDgrSNYUI3sUk9MY2kSwETmZUt5e83pd9aoRmKR/STwsb8ScJMCN7McfGlJqEwqs+p58T0TVCipfMDtzCTKp/GYpSPagEraaDSKWEvWUzQQZ7IQd3emuFpyAsrjVvjzCGpSoDpPLAy6E8qiOpJ8AUmmUVLCOBXjKpbDRiHSjxKdZNam3zOzWEjGJkpAvszFv1KcuZsMNVe63QIosCuPWXtCpSnOHOWX3yUe7KL8lOZ2hXICsrqNlC/WhNqKY7wyKTZcp52QFH5eSHKUAwLY0zXRShho1Ao3M6miJdSHHXrtaQ9kf0s31SkbV3xV1WGLbhzRaibPW1QbcDNLuz+Crsg1OzGv71K/2vKRBnDVKKpfmBJKaPcC/hMdp+uKo2c7qIWhy/tJpop7xbOC9bHUmnD7jmLW0p1WyMa7Gvu8wN1ymLXi7Ds7VOV5eO+Y/81rP8uZrzlyUz7/XMq1PKhO6KLhpx+9wf36jMN2xklTM39wzqduP+Pd8z2WbcHd+YLTdc1n9p/yS0f3eXomdR1OlzXLtuBXnt2hKByzqqUqHHuTNSEqbk2WvFhNeetUtHWlIlpFjIncvyXOx7O10BEgi9T3v/IO7+zu46PiB+68zburPV7dO2HpSv7x4j7TQhaSF+sZVgV+/skrLI4m6ErquGgdULUjRsXh6Yzj8ykxgussvtXoQrJYtYrs7az4wfvf4Ovntznr/gmeNXNemx5zZ7rkHz+5R7su+NSrT3m2mLFqSsKra6azht3JmruTBVZ7/pd3fon32n2+cPaQL7+4y6opaFcF0WvqnYb1iwlxaeDeinu3T3lyJGDnbnfoyhNbg9MSfF/vr1mfVXgdme6uOX08QzlFLIQSQ0dwGtVqWbBTidVQh2Hf0ZTxCtAe1VRPDe6Ta77z1cc8Otnj679vl8k7kpXp5uJALU4a8JE7PxsxyxbVOtkcZGLxtaW7U1MdNSnMUBFLTTAau+xQjZdQRudRXYVyBaHQuKnl8HMVy4eR4qymm4sTsDpOIXbGphIBEmNfnCftutKUpw7lrdBJS09zUMh2fg7ikVAS61uyl2RUUlO8PhTrRvIGSE5Nych0lWLnnYbmoEgctESArL/rNSkXsHB0M0196KAVLby5PxWrJcDk0Rl+VkEtz28XHe99/w7Kw+RZYPq0Qy3WqKokpJrj01Z8TW6/ktyKzlOcdpI30eqeghHKxaBbSYqLWtHtl0Q7xJnbVRgqJV6H3CTyXJ/YRnbbOfwnO6rdhtN3d9CtRsc0MUE0lvcs1QvF8mHE3+qgMcNLiKCqQD1vaI8s5tTgbjlUo7HPLe+ubvPfmu/hX3ztpwCYFi0+av67J5/jq7/wKkT4Kfs633HrOaXxWB1YdBWTouPwdMpXX9yjmLX8D8+/E1RE28hzFZnVLUYH6ukKpSKVcTxbzDhaTrA6UBhPaTzzoqWyjtOmJiSqoTKOeel5OBMufe0LblcLjhqhCY7Op/xkeBOjA/enZ8yLhjZYauNYuYKzpmLZiek7O1hRWofRkcJIeODx6ZR2UaJMoKgdwSnUwrL7+gnfd/8RR82UJ8s5Xzh+wNPTOV8K91Aq8uV4l2ZREhvNwcNTXpmd8LGdFwBU2qFVZOEqdu2Kg2LJkZtx5Kb8u6/8dywelvzc6k1eK1/wpNvnnfaAvzX5NCdnYvGcrWrixAsILzWh1ZjdDt8W2CODn2vohPNdHE2gDkSnUK1GrfVQZCmBeahGapRX2NNU7zpA93HD7oMz3vzsES5ovvCPX6c4NPCwZfV6ZOf+Oe/+1gMmT6A8LyXrVcPRp2biS1gI2K7uQfvxNfWX5rz6P66wZw3BG+JM4tUxCrdXE7USZ2nnUVoRa8P0SWDvqxI+2e0Ylndl/KoAukkbViiVdp83uHmkveWZ/0rN/FEgbwASDUxeeOGHE+1Rnmf6IvSbLxSnHX5qWd8uKE9cT5egJCSRKM5yiQGXKC/tIqE0fana4syxulcOmxiXitWdA8lWPXaEUrPcn1CcpnKzBp785gr1Aw959W+dotbSPl9bzEKybFf3SqYuYM8a3E6VEpLED1CcSnSOrwzdTkE3T36CVEkzhyDate/rqlyH3EShXJP4Ao4+F9GnlvrnS7qPB0IVUE5RHBuKM0X9PLJ8kLZb8lA8LiXNe9fj352iqghrw2pt4MBhJo6D+YqjJ7vYBwvoDFpFfmn5Cm8tDvjKe/fgcSVpxw+XVFXHclHzj47eYLq7ZnVWc76osYXHNVbAwhuUDRjrCd7QOcNyWRGBovDc3T1nGUrqwrFbS+LHTtnQOMuiK6ms45XZCVZ7dqs1Oo2go2bK2lmOFxO+Eu9gkqbuOnE8fmLvBW0w/P1f/g6xMCaO73ntER/beYELhsVuSYiKk2ZCYTwuaI7XE8rKEaLi/q1TPnfwhBAVXzq+h9WBLx7e58nbB+x8qWAZIexBcxBk5/qZ5+C1E37g/jvcr0753bs/xxea1/j589fRKvLJ+hnraPnK8h4/8+IN3nm+z29+8y2+3t3hljln7//P3n8HWZbl+X3Y55xz/fPvpauszCxf1b6np8fuzHpLYBcQCRAgFSEBiqUUMhQi9BcpiRIk0QQUoRACDIaCokDEglQI0IJckBAWC2Bn3eyON9097aurqyqzKn0+b64/R3+c+171LrB2ahkr7ZyIianOysz36t17f+d3vr+vUQv2szVeG++RlA6+U/Cx3cc4QtP1FvRuzCiN5B9++BKLYYh7N0RvlJidmCDI8YMcrQXxzMcsHEvJlAbTLHGjHMctSWMXZz9YsXKMAHdi3fTyhv23bERT7rRPeX+0yf69DdRCUoYGOXRhI8WRmlm3JLuWg7bireZ3PIK+YXGtIDxzad/L0I6H+1JC8NkZj/werQ8Cmg8TS/HcDFGJxpnnFHWXMlA4ccnSEz06y1ZHdZlr/AE0D9RKpRmvSbKmDW9WKWSbOW4tZ35FIEvrYVP4Fg+ebylEYUif8QkGZlXMGkdW3umNCmRekjSs5N+dFSuhjKhSqtxZgUpdqxz2BcZ5YukLYHyBOzGEZxlZ26UIBP6wsENGAUWoMA5cvOhQBobu23bA3rlbVgpXQb5Zq4JDZMVOsTx1gLxjN/IiVGjfDkBXyT/iSXH2ZnZT0o4dbuYNRdpR+MPf1/fpD76+V8CfzjJOxb8tBLUTTdKTZNcy1LFfyXWtpScC4qs5MrA7fKu14Gp7QN1NSUoXpxqP95MaJ9MGw7MGWzsD5qnHZmvKPPP4R2++DBMHWjmmYbHy/CIk83xQBumVlKWFGRy3REqN49vXU8qgtWCzPcV3CiSGTCsG84g0c4hzl9DNEUCpJXUv5VI4rrDpNoHK6Sc1hklIkjsUhcJ1SrQRlKUkS13WOlM+tbHPvek67882uThpMpxEbPfGOF6JPvNxph5vPr6JuZxwbeuCzXBKgeTBWQ8/yOlEMcNpRDbzEK4dJn7zxEJGjSBFG8HV1oDbnTO+3LiOziVCGTZ7EzajGRqBI0p2giEAf+vox9kOx1wPz/nq6Br3puuczeuMZ6H9rIRhkgX8v04+zaNRGyk1qoJoPFWyEU1Z8+eEMuOt0Ta/Ob3OZBhBIVG1HPVyTARoLZgNIsgt/1mmEtOwm7HrlrjuE89op1FSPJOTzz3UsW994AtIO4Zso6C9NQXgl999FveRj6/BmYsVKyLpCXZaY5JLLsYIhDBsNGfsyx5bv+yy+4sCb5Kg5jlrbxnO3DYXd3J2P33Co801hs8G+ANBdGYqi1l3xQaygQ5YlsmmY538jHVTdBaWdVP61vxJVadPd2bVjSr2WFyRBH31RIKPPXXkdShaSx8dcEpLG+w/6+BNgR2HIghWNraz7Qh3ZirKoj1dRCcZ3iAh3g5t3mZhcBaatG2N5GRuVni3zDR+bPUZNnJOrEREa2/a1xDa4E3FKjszb/srgdDSIsIK3myh1lLgnc1xgaITWsgocqyqVoC7KDDKxe+n1QDUX1kPO/MS/3D81OrOn5oOXAjxvwL+Leye9SbWYfAS8PeBHjal539gjMmEED423PNVoA/8ZWPMw9/r98sMwhNLrUobgvojgz6uBkQrmpy9YbyzpT4YJkHAG6qDzMVqGBasx7boKo2KCs4HTQAW8wCjodFeUN9K2YymZNphlvkcXrQJwoz5OEQnikwLXL+gLCRBlCMEKKnxnJLhJGIwj2hHMaURtPyEyM+oBykv946QGM7SOifzJifTBu8/3sRMPJyJ5EFTY/wS4Wocr8QP7NGxHqRM44Ayk5wet/mtQuEojV44hI9cwOOwG+Dvztj9+CMeXnTRmeLm1jlCGN443WY+DjGJIp95xDWPMMxwOyXx3CMvFKPzOlEn5tFhDyENR26b29un/OD1e0wLn4NJh6JUvHe6QVkoPD/naNZCSb3q7v/J2fN8Yu+Al1qHHActxo2Anr/g4azLj62/x7gMuV6/4PGiTT+psR7O2A7HXKR1fvXBLbKTCBNqVC0nbKQYI9BaMO9HiNRSQWUq0fUS4ZeoTkHoPem4jBEYI4gXHuLEJzqWdKZVSENkmTz+iyN26nNOJw0WhWc7eGO1A0VtyUQBZi5ZqfiJa+/RcmIeLHo0nZT9h+uc/lRG49sBa9+xr+3Mcza/ZYhOfR59dp21vRHtmzGFlvTnEUnskY99cLSFcUYOTlyJxEqsN0hsvTySjnoijc/sZpJHYgX7OAm03nHIGjB+JbOzir5LWdM4zYwidvCOXJKeINkwFPXCzgCOHYIL+/uKmqEMwJ0uwyrAKOsomDUC4nXLsZeZodwSlUGWpeGqtLJDzg1pQ9J4lKHifKUktQHJBm9sdxYLG2VoT1nWiQYnsx4mQksb6qAE2pXkPde+ZsNHFtY+WrsO7iy3mLynKqtZgyw0qj9FO23SNQ9noXGHyROvmqex/jRg4EKIy8BfA54zxsSVl+2/gbWM/ZvGmL8vhPhPgZ/Fxgj9LDA0xtwUQvwbwP8Z+Mu/52t8hEoF2O5rmaKTVQZKxnYjWlnaYdq28WBls0R7Gi/KyWOXZBCAFoiwtGEerqZWT1ivz3ncb1OUkv6kxslFyz4cUiOkZq0+Z6s5Jc5dxnFAmrirtxN6OUpa5kmSO9SDlLVwTt1NKYxknAaMFyG/Mr4NWFe5NHYxiUJNKqnzTKBiRXChmF015N2cXntGL1wwzz1OTms037fBtnnYY3i9wG0nFM+n+H6BX0patZi0dLizdYYjSn6g9wH343XO5zVrr5u4NqRirJgHPkYZ/F6M7xagLF5/rTeg7cW03Zj7sx5f+mcvYRz7GefdSmWZCeLAJzYNRC9Fz1z6I0VR13zt9A5fbecYLRCxorUzRgjDF86f4cX2EWvujE5zwbtyi9cPL/ON0XVwDE5Q4G3ZOKwid4hHAXLioCONTCS6oouqjibwquJgxMpwKEtdirGHO1REI3vMt8Wq6qodWFwpWHNK9k97mFOfSW2BKATOQmA+OeZvvPTf8r9768+RvdMCDfdO1rl7sIVJJc6w8iNZz3Af+UzuFCy2PHZ+XaKSEqENzYMEJ/GYXV7jKFrGthnKSENgaat+mNO5siBwCvLSWirU3JRF4XE2qzObB+QLF5Eo/HOFTG3RNpVlgLB2OnhTKI9dgnM7uCwCSdZRsJ0RvTQkTl169ZiGn9LyYt5Z22I09SGX1NfnXKrPiXOXwSRiMfdQIwdxKaEs7OnGaAGpQoQFjVZMUiiyzKFMHMRCVeyYksELHtGxj0qg+agAYfAGCUhB1vbBGNJeQHCRoNLS6mNCB3QlhQ9tpiXGUIbWXTRvutakq59XQQ0SURSIvLTXSgkWl0PEZoj2KhfQ1JB3A+gEcPePWs0+sgx/qiAUBwiFEDk2kf4Y+BHgv1/9/d8F/g/YAv7nqz+DTe/5T4QQorKZ/d1fIOaJ9aWwuHheF5VCDNL1EmctYXd9yPmsRuSUNFVJmjvkpcW3O40FDT9lFIcoqclLyWRqO6SBMBgDjdBin47UjOOAOHXJM4ezSZ3Asx1xzc/wnAK3wqJvtPq4srRQyLBFmjt8cLFGmrpgBGVqh0NuZIvyaBYR1lI6G9YwwmA9yofTiPHCo9aKcVVJJ4h59/EWOlGWYSEs3zUNBM2tKXHsIaQhzxXFoxpnqo5YT/mfv/wbvBzu82vT53guOuLlm48okXxjco0vvPMMaEF7bQbAje4FV6IBX5NX2a6PuRINAPj1o1uM3urROrARWyoDreQqRFi7kiIUJKPK9Ephh4+xAmlQVVe4eLND3tJMF13ei3Yxvqb5rmtDChyoVQk12vVWFgGuay0K8qZGBCWqlRL6Bfp3KOOKXJGPffxTh1qVWJQ3BFnTIAoLORhhrQ6C61M+u3nEV967gZg5qEwQ5y5qIVnsFtQE/K2HP4rnFJR3puy0JzhCExcuSeEwaNQoRx5y6JI3NNGBQ9YyPPxXYfOLHsGgtIKTmqy8WSxv3xsLjLJWlsK4GBEyNU0m8omIJW8YishgohJVy6l3F9T8jGxXrTzsNxozfGWH3HHuMpxElGMPrRROInAnVqjkDX3ipod8bsrZeZPTRKEmjs23rGlEJphRY37UwBlLakfC+p97gsk0orhk73GvnZIZgXPkM8kln372PhLDT/Xe5LRo8bff/hxGC4q6QtyKGZ00GL0EopQ44zr+0AZOBP3KJC2MUKm2RmO5oYwkedPBWZSrQllUVrUr6X7DUhSdeUnWdlGxhXm0Jyk9SdEQq6DwMpRo/2l7oTy9X/XHvb6bRJ5DIcT/BTjAWtj8cyxkMjLGLEHJjyYrr0KNjTGFEGKMhVkuPvp7Pxpq7NY75DXbVac9jV7L2dgY8/nNh3ScBa9ED9lQU1xRMjceX5nf4r8++Bi+KtmMZnT8J0GnEsNObUSuFbPcZ+RnnIwaJJlLmduJfOjmhE5O3Us5HLdo12OyQnGpMaXrz0lKl4fjLo7UTBOf108ukyQuUhjymUfie9SbMWGYURSKRj2m5mcsMhdXajy3II49hoQ8v3nC6492yGMXOXEwzYI8V3hOwbsfbiNnDqqEZ17dZ/2lGUfzFjU35eGoS689o+UnbIRTfnN2GzIJc4dpGTDXPt8ZXybqZHSdGVIY1r0pbpjj+wWXW2OOJk3GWcj3bd7jF775KsfxBt/CMjiMa/BTQdaCMhUUNZg/n7C2NuX8cRscQ/09D38EGEHQN2jHrbpdv7IXlZShZVMU3QKR2U7WH1jFHUJUgyixEuvYhHfxJMjX80hbPmnPOk2ynqJThRq4RCeCWvLEnrcMBFnLbnRpx6B9KDoFXjMl8jO++WjXsjZqBaZw+PjGI/ajOYvcY7gIuZjV2G2P+OTePi0VMyhqAKTaId7wOEvreLIkKR0+vLLG4rgJRnD6YznBvk9935CsC2a3MyikpdcdOSsHPy3s/1N58CzTgpx46ewnAReImNubdZU3euC3LVRYs1CgCEvcToLoQrs5x5WaWeoRugWBU9gGJAw43+8QntmA6qyl0L4hdy0clXdKRm1Y9BXBQJDXDN3tMTUvpzSC04NNmvehvwmhyrka9vlMuE9iFBe3G/yD3/o0IhekQY5/6mCemXF1bcCD8y6LXKELSbOzoCgl8cyHiYuaS7yJJR04MYQsPVmW/ir2RLQMxZa5WVkFxOvuR9SaJUaoVT6rqaT8+ilO88RTRGP+uNd3A6F0sF31NWAE/APgp77bN/TRUGP/+mXT+teO+MuXv8lnwvskxiExLv2yzknR4luLaxwlbaaFzyQLaHtWdTmahgyDkCO3ySz2MUYQ+hl7rREagcRQ91I2WgLfKejPI7rhgsjJyLSDJwtcp2S7PuZs0WCW+RxNmmSFw3wQQimQtYJ6PUEAjXpM6hcUhSTyckotiY1gNg+41TvncNbi6KJNOXWJ9h1UCh+kLRpVms34Uymv3thnnIV0/AU/vfc2rij5R49e5N3HW7wnDbqQCGFQbslw0uQ0kQxuDBBK88ydI0otySvjDE8W7CddHpg1Phivc3DSxWSSslC882gPdyoZ7dY42uoQ9mLiqY+YuNDKabcWjFSDMrBsAm8sYOTRH/YQrgG/IOkZwmdGFIViFrtc375gFIcM73UxUlN7bA2u2u8LSt/im9qzAyxhwLBUFPKEiVHwJHg4N4i5wR9BNrBWqHlkmSVGWOWfdm0akfYsdLYMpDCeobY9Za0+59FZl/P9DrKR8z/95G/w8w9fYRJFZNXTfj6pc22tz6e7D1lz7XDzLG8yyGtM8gCAwkgWhcewdOgFc+6snZF1+sxzn8JIjuot+t2I6Egh/ZLu1oT+gw7xXk5w5BJc2FNF6WFrNJD6Fh5ZCpQs/ZGVyZooLYXWBjDYzlIeViZf2Jgx7cDMrVf/fsOoo6GZ43glYZjh9RXhuR2khn37uRahJF4XxDsl1ArKdkZ8S6PPQpKvrDHYs/BcdGzZIc9eOyItHT6Yb/BPnOd5xj/ml/afxRtK0q0Cx9GUGi73Rtz9YJvGXYe0a8hbmjjwKAuJ4xcULShbkO5pEi1sZvHCwT9W1PdZeadkTYcitIwhmdsBaRapJ17kSKKTjCKSaK8Kvqg6+2VI9FNZfxo6cODHgAfGmHMAIcQvAJ8D2kIIp+rCPxpcvAw1fiyEcIAWdpj5eyzB1caA694Zb2fbvL24TD+v8cbFZc7Om5h5FRCbSuhk3Lp8xl+48TqvjXZ58+4uFFZijjJsXxnbB27SpBPF7NWH/ODaXa54F9RkSlsuaMuUf//wz/L22RazYcT5YduqCLUVd6hGbr0mahm1KMV1SlRdM50HfP/V+4zzgLv9dabndZyh/WjfevsOsoT6vMojTE3lHghZG7JLGcrVvH+xQZ4r8rbi+cYxr0QPWWx7fIE7XPQb3N45ZRBHnD9uI3KJcQznR20QhqaXUGjJ66MdvjnY497JOuXYs+87KO3nYATi1EFoQdYpYe7wf/3qjwMgvRL/TFIsfMam+jwB42myjoBWDhcextN4hx5FzZC+1bZGWQLu9y9jXINpFgilWXQy9rYGPPxgk8b2lChIOXlvA3/EEzjkIw/JauqvzZMQiOrb/ImuxB6GpCsxrk1oyWtVSEdm0+1VJCgaJd6FYq4bzHUTdyIoNwqazZj78Ro1L2eYS+aFxyL3SOceP/zs+2gjOcub1FVCrhWTPODt8y3S3CGZe4ihh1GGB5lAr2WYUqKCgpd2DuldmnPPX+NHP3+XXz28he8UdK4OSXOXReCTbDg4U4Uzr7ywl6HHOSvrgDJ4cgpZRaItzclSQFunwNIXKysFsH9nE3DsHCWfScrAMPUC6qNlAo4V8ZRVwQvPwJsqZCbJWoL5CwmmXpK/mEDiWOqttjTGBxc9PrP7kHnh8dXRdX61eIbZfgu/FMiwYDH1cULDZjjl8HRnBXOGR4pyUEOKCiKq2WvIQhL0JUVk0G1NdjVleM02JwCkivCxIu5JmgdWlapSs4qrk7kh3vCqiDkql1G5CgN/GkuYPz0slAPgM0KICAuh/CjWD+zXgL+IZaL8FX57qPFfAb5S/f2v/n74t+cWHC+a/B/v/QzTxCeJPcpSWpbGzEW2Mjy/IBn7OMc+9492udu9RNBJ8FsJUhr2ukN+YO0e1/0zMqO4sXfGurJn2H8ye57/28Mf5nxaIz6p07syZDSJ4CAknD1xc1sa/+hzhXSg9B1GNQ9VLygTy4P91e88S2drwvxhi41v2QLjJMtsRvvvSbqC9MUFNzYv8J2Ce+dr1JU9rzXDhF53wa36GadZk1+IP0HNSSlKiZk7jFPbETqNnMtrIwD272/gDh2+8/AZ8qah9O1mZRxjFYkAmUQ2csRxYG/OApwLZYuEYzF6hEvRMOS9AhKFN5SoVOCNHIqaQZ0GdlDctwUCDdm2lXs7fRe1qBz3JnYQ1n75gv3jHtFjh1k9RPx6h933bYrM0qP8o94Vy5tAIJ5050sK8PI4q+1Ru6hSzk0VtyWzyiumZvF5ZyFwYsvoKEOD8DWFloQqp+knbG6M+cne27wXXeJk2OC92SU+2XyAL3Nmpf2MXVkyftzCmUjCiSA6NSy2rOe1/yhger2EvssbegdTCqSr+W/ff4mNzpSdxohCSxypae3EPJz2aHgJD0ZdilJRlJJ2LWY0D1mMQ0gtC0SkkuBM4o+tWRfYQWwR2MH9MmB4mZyzjFBTSZXf2TBo11QDfoE/MKtIM+3aPy/DiWWV2akySI59zF5MPvOgFDz78X3eL65a6OU85A1/m436jP1+l/KDOo6wbBapDMXUJe8VTPKA6NiGmIgSakd2JlEEAncq0I4kvlwiCkF8yaZH4WjExMU0csTMNmLUc/RLMXEpmdzxqe071I4rj/PCEB0uSNfCleWwLEzlO66tUvRprT8NLBRjzNeEEP8V8G1sivJrWOjjF4G/L4T4D6qvLUM8/3PgvxRC3AMGWMbK77my1OH9u5fZvnrBze7FSpX49oeXkbkVGeQHNYQDxVpOe23GZmPKi+0jWk7MNf+cHwz3qQmJKyQlhv/n5DZ/+4PPMZmGmJGHf2EfdrolFwdt3InC74tV0U17mrKmUXOJ35erkF9xJtHKxbhQhLZoDosW1EoGLzi4U0G8U7B77ZzSCJLcYTap0agl+E6BI0qaUcLpSRuAolAsUo8Hgy6zfoTfTFFKs5gE4BjO+k2U0gRhRtNPSAsH79ximP6wSp/3JdqHpGvIu9YXRCwU4sRH5lVHlwjb0fkGoWxBt0UcnIFluxgH9J0pV3pDHo9aLM5riFygYhvyKzR4xy4qEbgzVsG8WduQXs4Zv7aGC+RNg/PYp3aiKUNJHolVhNjyNc1HVdCVuMOmmdsiZuST710u7VljM+NYafeyk5W5WEERWdcKvsxCEbs+HWeBNoJOEKOE5guP7lBkDjvhkKm2hXvNmTKVAQ8XPVo7YzsIzxUXQx/ZzHEeBoDAmUk67wLfCWz25LqkDOCsGdFPtzDKkDcNulaCMKxfGvP92/cZ5yEfjtdwVckrlw7hEkzygHnuMU19xlshcwO+b+chSmm0lqSZgzn18QcSd2rhJpXZwOCsBcXzc9T7NZtKVX1O3kyvHP2W0XraFfa5qWD3PLTRZvlpQO1U4szhbbNL81igEuu8mH+xx/vPNggfeIQzmL6SYHKJKyw199pan6NJE29mSKtw6sajjNFND+FV8I+w85WiV+D0HQrHKm7dkSRTDv5QkjcN4swndzx0qwBPs3g+If94QTYMaL7n4I09nFlOuBIDGYrARrA9VUnLn5IOHGPMXwf++u/48n3gU/+S702Af/0P8/tlahWXRw/WOGIN2ch59eoBd64dk2tFWjgcpl1EqiCVjE4bjE4b/MBn7vHp2j1+a3aHdTXhljvkURnxQbrF3/nws2Rf69I7rPyqA2OjnjK1et0isp1d6RvKmgZH404sJlwGUKxnkEmCYxdnYd+nHcxZ61Ok/Vlnonh8b8MWJtcaKY3SOs+vn/A/2/pVfmnyMtFOxv/jSz9IcV5nthvjBznNtTmLhU+nsWCnPabhJexEI7QR/H++/THuvtkiu5oSpGL1wNrjq01mVzEUI4U/kNX03h6/i9B+X95YekYbVCFW3az2qjDa9YQosL4qeeasskbtsd8WAPu5GUDSeGisQs4YxDckpa9JG5L5Zfsz80vW7F9WYclGsArRWAVVmI+4HyyHfrCCDIxY/jsqubx50n0LbTHmsl5SNLDQUVTgnnjU9h3SlzMaKmGcBlxrDhgUdXbbI0YXdQ7iLp9tfUhuFLlxOElb7E87jMcRou9hHAOOodVcwEsLjBF4peK8VV/5qhinwB0ryssJ+cLBGTr0XhekLZfZJ2PO9zt8GXime8paOON00SDTioaTEqic9443cBzNna0z5rnH/lkXPfAxtYKbe2c8PO0RXR9jrgl8L6coJUnhkCauzS2deZjIrPBzNlKOf8DDnXgEF1bIpD1rM+zEgLEQTdK1EWsqtvfR5E7Jqy/c5+21S9Zc7YMmadcQ3veIdwvSWk6tnrKY+ZTHIeG+5LhsIHODNytJm5K8qTn+Pt9aPi/hMLBeNbmoeO4S3SzIdwuIrSd8855k9FKOM3LQpbD+RZkkKzyCXkz+ecOHLwXU3w1YezPHG+fWGybVlKGyMYdPaf1pgVD+2JcorQxaptbcR7sO3xzdtFP+yzO2WlNeub3P8bxJ5OYMFyHDoxZvTbf5883X2XTHaCTfSC/zK6Pn+OrRVSbndeoFTG6AN7JGP+FFWQ2S7LEvr9kMP1kKO2WXZkX9KkMNqcIdKdJeSfjxEcNz26GYqrCVgaWROTHoRWWAr2wAc+kbvvT6bb7avoouJI5XoFoZpin40Zvv48uCnjtnoT1aKmY/6eLLgqO4xXlc57PP3+O9rQ2yYc2GUPQMeVPgjezn5U0s5hn0K+vZ3CAqKqZ27HE8ny4FI4LZnqBwzYoBoB0gDhnVfEa6YwdqVapR3tDIXBCcSTa/UdJ/1l4XJzUMbyvmVwr8C2U786ndEERZKSG3DNFx1ZFV6eOrk2qlTrTp8csCvvzLJ0+TrBSIpVzCCdb33DhYp0GBVc2OFBqH8NRuWkJqfJkTZy6FkdRVgqx+75pnaZVfG1/jdNEk04q6m1kJfTej050xntQwRtAKEyI3Y5F7TPfyVb5DWigu3Z6Slg7T1GMUdxndrlLWL3yolSipcSs86FpzwL/Se5PLzpC/ffoDXFsf8FLnkFQ7uKJkkgT0zwOUp7m3v0m7NyMvrTXw7c45rizJteKbj3f5/PWHeLLgNG6yP+pwrdPnnZMt0sAhbxRklwRi6qASO/R151WqTx3cCbgzKCJrcuXMJN/64CrumUuykRMsBHlL450IiqGCdsJi5qMTB6fa0N15dZ+VdqYjU8nl34gZPBusqKcoQAuroJXgn0vimgAH3IGiDA2LLYPbd8i3bHOEhNo9j3hDk0qDKQVulFN8KuXgZQfvbkj3PW0j4ypF61NZ5k8JC+W/iyULaH1ouappx9qHOjNpb8ZZk4dhAx2VyFpBVEvZbk545WOH1JyUfzx9iXuLDdxmyceCAx6EF7zm7iBi2yWXN2MKr2CUW5WiGjmE5wK/bwgvNNH5srMTZDU7dMzrVacuqg57Jlm83iXQAu0Z8msJlzdGHJ63STYFUhnEowB3JlCFoBQGfygBiV7h0D66Uov+yr071CLrlfKvX3+Nv9j6Nu0OJMZwUvrczzb4xuwaznpJ0VNMrgQEKidQBV/fvwL7EXndbhwqrYqkkoiiCkIw1m3OnYsV42MZmuv37QbmzqwRURFJiqgq3JZVR+8NQTAoWWwISk+SbGqCU8l8S7LYKQk3FmRth0ZzQZy51Nyc0bhG3Pe5dOeM8XDLqunKf/E6L7M6l923+UgHvnw4syqYQvu6wkwLGy+mjB02ByVCGUpH4/gls70ABARuybvzbcYfdnjfCD7X/pCfWn8LTxW4ouQib/CNx1fIEgc9d3HbCUiDPPegCzvrQ86nNdbCGc83j3ljtMP/8uqv8mvjZ/ni4XXS1CUOXbZqE7RpMqgXmI7GxPb0IhaKk/0ep/fXaFyeMJ8HhCqn7S6oOSk6ELhVstO3Rnt4ToFpFGz2xkRuzsWsxlp9Tn8e8Y1He1zqTDi4u4k7lvz68BmitQWNMMV3C/ZqQ7auTTlL6jiVRfHDcZdSS5LcYRF7lBPr+ijCAhM7qJmdeahEoB56thEYejZLVcD45YyoHRMf1WncU8SXDI0H9nqkHQESRr6i+bEL4kGd6RWf2mlJ6QlGNxWLq3b4L3P7nKjUfia4GuNYWE97lvpJUc0EYuvz0rwnGX1cQCHJpx7hxsx63H9szGmjSeOhY8V+xrHTt6exvteBP6VlLNZnEzgk4bktOFnDhrGWmYCxBO2Sq5APeg0+qG+CMDyzd8JmOOWXB8/xdfca4zykE8ScNwo4UehSIKWxXtadEtMWlNcM01LSX7iImYM3UAQX4I8M/qS05j5YSlMe2SFT+ZHBkncv5PzDENq2G5SxwBsJFpc0weUZzSBj+H7XdvOuQS0kzlzgzioc/tQhcUO0B//56ffzc/XP0mwsuNm9WDFT/q3eb7GuDLkxnJYud/MNvjW/xnqny3GuyFuWadLeHRF6OdeaAy6SGve+tUfrA8u9dRZVfJUBf2iNwOy0H/u+S4M3gWCgERoW65KsbTs4UJa9sC3QQUFRE8hCoOaSeBDiH7tcbLl0Lk0YnDVRA5fLL50AH4FDKlzbyI8cVz/Sha9i4yoL0SW9rgwMZaMEv0Q6GuVocu0ilKaxFvP8+glrvu2oU+0QX7O8PW0kF1mNmy89Zp57/OLpC+TaGoK9f7GBAZJhgAwL3JFCNxQmVmjXMLhoMHI0u5tDHk/bFspC8OXpTc7SOkWhuLV5ziQN+HDYox0mdDcnKGm46DcwnkTMFGouqT2SxJM2zo0ZX358lfXGnL3GgFv1MySGx0mHw0nThma0Ym60LvhwvEYrTKyX/DtNoheH1uVya05iaqh6wU57zMe6jxlkNfb8AVJoboaScRkiMTxbPyE3ikFeQ2LQCA7mHepuStdbUFPpykny3nTNBpn0W5QnEbpZ8Oqth9wf9li49nTZePAEDku69hQ7fAY265aKOf7zPmUpkO/XyZsat5WSLzzcsSDeLZGFtHL+tkF7huBUUtQMzsChaJbgWuuBrKWJjgXRhx7JczFm4JPlDrUwJclcnCszyuMGzsJ6ujzNuvP/K+tPdgHHxqZpZYcwKjdQ4Z7+2FTdofU/poDokQKhKCLDe9Nd3vWsF/Tl7QHPdk4ZiZArl/vsxxuEYU47ipmnHnlpjTCk1Cil8byCsiER24aklMwLRTG1xSA4dvH7VWblSD8Rk3iCIrQBvBi58rCwsVSC4m6DoWcouwXrm7azAjj69qWKxcFqWCdK+zpGuMxVwOtOl295t/i54PPIZk6ruWCrMeXZ5gkv1h7zF9rf4K92vsz5bWs3+166zbgMubfY4O3BJY7f20AVMNvFYqLlkoJnkCmEC4M3qwo4rGK7TKWALUNBvGWDpTmrUtHrlvFS1G0n7w8FQts5gd9JmM0DRKJ45pMPV6ERX/EuVcKVj17iCgZZMslalWFVaVWVQltYpVw6GEiDkAad25OQkIZbO2f85OY7+DJnob3Vrx7mNVpOTKJdDuIuM+Xjm4JZ5lNoSVYo4sQlHwV45wrtOuTNklqYMU8URhu6a1Oe7Z3xzce7pOOAfzyqU4us8ddmMOVjlw6pOZlV1C5CFrnLs70z7g7XabfnKGkYeDXKmcvktgZfo3IHz7NwTKhyTtIm50mdi7hOnHo8s3tC3U2Z5T4vdI+5P13jZu+C4IePaTgpp0mDNHGJDhX5JODotT0+2LvM7Rce83DW5XjcRGvboPzYlfcBcEXJwbzDXm2II0puNs6JZEaqHSZFwDdO9phXcXg3t875S8+8xv3dNV4/vsy1Wp/DWYvrN0+476/Dez7e2J6k/JGhCCAYCN5+bxe/G5MOQtyBIjyDoC+ZrimUXxJfyUEZptdLvKHClNaUzHnokbeqE2IhINIEFxJ/aGcbwcAQG4FxNencIwpSikJZp9BtjTcRNsDiKa3vYeBPaRkl0ErgxvoJa6Eybxf6yUPvD22ntuTQqkTg9xXatSY6w3tb/OrGBmozZr0z5dUX7xOogkXh8vq96wQniqytkZdjPL+wpldV2o+jNNotmS0cyCTp1ZTo1SmzzGXRj3AH1os86NsYq+jCBtNqZ4mn22Tu0rfv39336I96jGNbJJcMCu0agudG9GoLHn64ifPIsb7nrkALgxMLxExh+oqZE3CPLne9Pf5h8ElMWOJGGa16gucUXK5bqhzAaBESHVnYyB/aDmp02wpE/IEg3rQFOGtKvIlBJdWAUVj4yAjLcNHNAjPwyBrW4rRoaNTIsfDPzZi9rXOu1q0cf1Z4KGE43WrgiMqeILdwhl4NTKuBm7HGSt7Uvo/Sr2CT3Aqu0BUhRYI/EGjXsbmUEuiW/PAz73O7dspCe1zY5GIAFtrjRnDOQns8jHvMCw9HaEInp+GmjLOA87truGOJE1iKXdEswdPMLyLkQuFuz7nUmHIe1/mZm2/x7mSLee5xcNrlvcUmB1GbspQszmuomaRslsy9kJOjDtIvqdUThChpNRf4vYJb7XMKrUhKh0VRWf3mIf2kxmARorXk9vo5O9GIuHTpenNajqUiXsQ1DJAVDv37HdrvyMql0H52WVty79u7REcSN7Unqqwl+DV5izj2KPoBRhreVjtsX+nzcu+IukqJtUemHXZaY+aRx4OjNe4+3mSUWN/6eBDyizxPsvBwvIJaK2F+TVGc2VOjP6yMriILyUhpVjiy5W6Dez8ku5pQ/8BdDVDTNU29s7BRiJ/JKBIXk0qitQWLcUi8XWCEtQKIjkGeeZSdAhMrhv0GTpCjtUTtLsiO6k/Cn/+UrT/RBRw+QiOjSt9wBXFXkdctfCGMZV2A7ShXqq1qQ9Zu1dGeSsRJjUlZ47yzSb6Zs7415vZzj1nc8jjutygyhbgXka2XiNLu+F4rxfetFzM1MEYwWwQEfs7ulQvKPYEShnEc0B9FyAuX4EISXBj8iSEY241gWdCzOjhzSRE9Ud9ZIx9D8m6bQ9EmSCyuWDqQdUsauxNCL2fwnXVUIjDGWFbBRKJjgzxXaOUydmoYBcfROt8Ir9nB0Vyhb+SoiUP8TGrFTwJUphBaUDu0n28RwWzHfl7RiSToG2aXBdtfTijCgFlqj7nux0d8Yv2Er+9fYXd9yPPtE9rugrh0Oc/qFFrR9RYcLDo0vYRhEjFIIsb/9BKtU028JpGZfbC1Y4UoH8W5VfYERtFCIApjqY5AeG6QucCbWLVmHgV89d2X+NUrFmP1WwntekzLT9irD/n2dI9+WkMbQaGtva0jNUezJuPX1ginT6aoKgUCW1SaYUIvXBAXLg8HXT62dchp2uB6/YINb4rctG82kDmJdtnf7XIaN9mrDdBGIoUm1c6qOPfnEafnLU7PW0hlkKrk+kYfKQx36qeMg5A39GWuN/qs+TMezHtIYfiY/4hBUSPT1htlnnrEsUd4rGy0XGZIeoLFphXtbP+WZrptKY0qsV5B+f0W4ZnEcezA0p0ZjrN1jo66hA88Ss+gMnsq+vifeYfLt0Z85cF1+qM6Yj+kdSRo/8w5B0ebmNjHjARezeAPBMm6Id6wMEh0LHHfCCj9ALWmyS7ljF0XoaGILAZW1OysRbtQNktCL7dUzUGAamdw4RIXddxeTG48GxrhW3Oy8EyS76WkfeuuKcLcKp+DjOm2xp19T4n5J24Z8ds9MmbbDnndskQsPl5RihWrSfQy1VxY9p8t6C42wT4EU3V4wb7H7P46U8caYvmbC65u9mldj9kfd7k4b+CeepiBw2IvRgqzyqgsCoU2gpNBE6k0Wgu0lphY4V2dwXXDrJAMFh5i6BIdSsJzaw4VDgz149JGRnlVl14XiFKuTJig2riqs9zsfot5KXATQREYnERQBhp1YwZaoO/W7M3uVEZKfYWzUHZwWYL8qQHf/4n7HMUtvn1gwxfkesloI0LNLDPAG1kvilXwQReKmwvu7Xo07tlTRNEo2WzMuBSM+ek7b6HQSGE4z+pk2mHTn3LJG1Mi2A1sJmdScxnkNb5cXiKrC2ZXNLUbY+LcwRirzCxze5xWpx7RCXgjYx39AoEqLISiBatTjHGgqNJoakcGI10aBwaoU6o6fQln4R5py0I9RVMjOynNeszwokHrdY9IW4m7zJ9g8SJWJIHH7KROsjNitzmmESacxg18VbDpT5EYAplTIpiWAZFKuROd8kr9gNw4XBR1+lkdV2hqKqPViPlYJ8HdLRkVEZM84N5ojXEa8EznjGEe8VtH1xkdtJHPGD4Yr7MRTfnB7l3GRcRR2qLhpZxN6iT7DetdrmBxSVSzlwqCcg3jq86KQZH2BHlDc+nLBm+UkvRcjIK4Zxke7W95lD5kLevb7czgS2/fItx3WbuvmW3LFd/8aNDEnVgWlfYg2yzIW9KeXmJBspGjLzx0BM4coiOJc8+18WstCyGKvk9RN+R1C425fYfzskO4trC2t7lEaUHrHcn42RA8TbxdEKzFZJMG3tgwT1zw7SClLCVKaUojqN0cMzlpPKWi8z0WylNbdgcWzK6AP5AUISusWBZVccpZJZcvRShLiEUWVZdXHSndWSW/9W1mYOnZ3xUeKThscKga7EeGfDOnuzGhvWvTccZJwCz2qQUZae7gOKWllTVipgufInERIxdvJijGDfKutWlVYYHazpkFAfNrAmoFzB3coSLoWwGOO9cEYwOHVZfuC4rIQi953Q4Hl9Q6Iy3drwwNOrLpM+LCw6vS1kVp4PocDcSFQjklNzcvKLXkS8fXuThoIxu5HQRnDrdvHdHwEp5vHvPhfJ1MK/pJjYtZjTtrZ7x2sIszVcxulLzwwj5NN7GGTrN1PGXb4vO4Ts3NuFobcDW4wK00zYHI0Ehen+/xtZM9Jq8m9HozthwbvSYj60dTd1PWvDkaQf6sYl54HEw7HJ108PZ93LkgGGmc2JC2bZeVNa2ntvZg+GpWQWcezQd2TiIL0IkNQ7B8c8H4WgSjkI055DU7W7G5krYYlj74G9b8zDl1GIg219oDeuGCvdqQWeFxnLTYaE6oq4TXZ3vMCo+dYMRx2iJUORKDFJpff3STRpjw6tpjciM5Tlp0vTkAbTdmozbDESVr3oy3x5fw3YJnnn+Ernbva7U+B2mPN0fbnEwbFFri/UqL7e8sGN0KiTcqBaaxYRTWVtYOo43zRJzlzAUXL0qcWK0UxfGWxplI2vcyikhRPxKkLcNsB5yhQ2PfrGCy6MTei8VFiGvsEDnvFKxdGtsovElkwxtmirSr8fvWt2Z5ap5ct0lO9ce2ATPSspvSjiHdsMPoNHYtGyZRaM8w2wXVTSnmLghI5x7pTok3ljiHPuVOgp66lKXAa1svok4UM5FP4LPven2vA396yyhrui+qgYm0sz9EabsDJzWWSoalolkXN8trXSr+hDZVEbfDsaKwMndRVh26Zx/g0rP87eDCY7G/xkLa7rx3Zchndx7iq4K4dIlLl9NFg9EixHE0TjPBNBLS1KVMHOTEwR1L8pZD5mucsbJdZKdEOxqxXhBrwbxUlHMHNXbwh7ag+yNDMNQEw2qYqHhS1BsVJKRtgIVK3RW8EO+U/LUf+mf85cZbBEIy0pqFUfR1SKJdpjqkf6POrAw4TNsANJ2EYRHxOO7wtYdXadRjtpsTLrfGjNOQRj2m94k+LS+m58/xZcG74y0enva4utlnM5zyo5vvc5Y1eLxoM8gi2l6MxPD+ZIMHpz2k1NSjlF5vhufYNxs6OUIY65uuJYPMDl81glDl7DWG9Kc1tPKYXS0JTxVu/IRiOL+sUZmwQq96RpE6pL0S7svfBscsWS0YaDzSVSK73diDvo3iS7p2I0h7JYEwxJMATxkaW1OkMNw93uDt+WVkYIOhv320gzGCwMvZqM/ItMMkC4gLl9DJudk453M793k47fH2aAtjBJGb4cqSDX9KIHNClRGpjDfH2yxyj8v1MS03oevNucjqDDLrI9L1FwziiPF7HcImnH88whtXEWttS7HN6sKmxZfg9e0Q3agqmSep5ixF1axgoQgj4fQTXqV4tdL4om5wxxJ3URIONDJzyNqw2DLIxGoitG87ieG4hnJKsrUCObcPnXapgjHssyoigQ5KdKekuPBJW5atohJDdAzRsSJtW6sGUQqKul5ZBBSxA2VluZAoBPbfE1wIkqva+sGXgjR2KVxJ6Fk48+Ap1BvB94aYT3UJbYdvojpKQ1W88ydiEHduCf3Ljj1rSIqgYlJU0NiSnFCaJ1JirSwfWiW2ExOa6lhpRQoqA2+siB+t8WuXurSvDXlu7ZRCS3rBnIaXMkkDjvotADyvQDslqhUTd3zLA04lOjCUAszMRdUKfM92oXmpKNwC3RToq4ZMacYLDzP07MM0tUXdmxrchSFZk0Qn9rOw/teQXC4JL814Ya3PF86f5Y3pLnvhgNvBCS/6h9xyZrSkhxILpvqY+4XHKIhQ1TkxMS5vLK4w3g1ISpeLRY2t2pS6v0BJzVowo+mk+NXO+VL7kL3akLa74Dujy3y8eUDTSfjOox10aR8sISqDLN+mFhVaoqSNiHMrbnJaOjyetgndHFeWSGFIS4cHJ2tw7LP2uuWfj67mNk8ysXFnYI/kztRaDP9Pnv8K/9nrn1/BbVRuk7IAJ9Ern2hZmGouIqypWG7T11UG55+ysvv8foPg2gzvxTlbjSnf+sYtomOJU9ErSxmuWDFFDg+6He6FVjJfW1vQimIOZBeA7dqY0tgNKVQ5celykdZxZIk2krfHl5hlPrda53ysYbHuDxdrzHKfrXDKbxzcID6uQ70AZW0KFrsa/6xKt1lAeFESDGF420UrGD5vMF5J+y2bdVlUbKKl1cHSutedmkq0ZYu9N7E7o1Ewvm6ZXGCZP3ZDFIgcghOHvKExsU/uGHANulHiNVN0KckJ7OnQsQZbIpc2LFpAciehOPSpH9hijLTPdXhhT5bLoZUdZjtWpNaSqzlR6Rv8oWE69G2RzSSiDo1awmQRUA/Tp1d0vlfAn84yqhr0JbaYyrIy5dG/XW5tlO1CbCagITor0I4gbVUhsVVnvrwZMCC1vXHMRyhsYLv04MJeQV2FR5Q+eCPJ5G6Hr4wjuwEUknp7wQvrJ9xoXjAvLcthUbi8fXwJAP9M4U4E8SsxrlvYqLBSkqSu9TXxctpRzjz1uNIecjJvYAwsZi75Xop2NItCYhYOzsRSHUd3bMfiXx9zZ+2Cq/U+a64NA86NYlb6HCVt3p1u8Q/KTxA5GZeCMVeDPi01xxMl686EQOS4oqRNzDuywJMl12p9rm5cMC4iFtrDlwWOLLk3XWOUhOw0rJz/4ajL8HELd6L4T690UY4mfC3EH1vzpCKqpO2+scKbVkGwOQYgKxXzzEUKG0cX5y5T7XN62iJ46BMuYHHZdstLyuESo14aOoVntpszjuT//ms/As1ihV0aycoyWPNR3/Fl4V7eU4bovCRpK4yvqV2e85ntfXaCId8YXuHuV64STITFbLWoItDszyLsvEElwp4EziTOWy2O79Q5brRx/YJLnQl/de/L/MboDvuzLhvhFG0k89JjlvtoI9hrDLldO6VE8DDucVGJb37pjRdovOtRqwzH4kulFdV4mmTX+oiIQpDXXcJzmF7VFkpZTygTh3izytJU9mRmhCE8tslC3knlThjYBsCbVlTX3IAQ+CNbgIW2J1l3JlhsG+KrOV4zpZx5K3fL4MiyROJdrIiql7K9PqLupcwyn2li/53zhY8jDMV2SpwGBGeVZbB50khBdTr2xcrV0J0b8lpl9VA9t6JWENZT4qM6euRRWxuhtaT8HaEff/Si870O/Kkud2aLtiwsji3ME3GHtZvUVSdRwSaewBsXOLFGlIa07axYDULbm0W7Fit0FmaFkxtViXIq6MUOQ8EfGPzBcqgoyB+HdhgqwWQ+b+kOybpB78Xc3DrnSn3AD1z9kHEe8EZwmdnYpxZmKKnJcocoSIhTl6KQzAqfyTTCaLjwM7brYx7kPeJMYKSiEAoZFshmhtMrCf2Mq+0BN+oXrLkzpNCoql04zZsEMmfNneHLgq43xxVVMDKS9xdbTAqfQVqj6SZWwOGkxKWLNva9xKXHw2SN3Cgu0jqLwmU7nPATG+8yKGr888NnGL+2higF7KXknkYMAgrAT58If4ReXiNb0IVRpI01JpcEi50Cr5dQC1NKrTg76FF/oGhWm3JeB93KKX3Pcuzn7qqIOzGoapOw/taG+t6E2X7LXselTWtZmTopGxiMgLRpH/AitHCUleUb4g3BlSvn3Gqds+lP+KdHz3L64Rp+Us0aXKw7oFMpCV07YHXiypUvF4Sn9p5Bg8kke5eH/NmtN/nN0W1+4xvP4cwl9xzD9ounbERTnm8dr67NtAz4r/ZfYTSJCMLMxvSNHcuw0pVRWliy9csOk2sui8slIrfeNGVoWFyyhd09cYgHPkQl2V5GWgjIJSIsLVVvx4ARyMzBHxqypu3qvYllPCXrgtpjw3zb/nf90RNdgChhd++Cz248QBvBB9MNCiPRdwTjNOBmuGDdn9F2F5xnde4ON7gY1VlrzzjvN6g3EhbvtxG+IdkocKfOk5mV5COuiXbAVfpWyAX2OY03DGVYnbhz6+aYdj3KVJGVipqfUfeeYgf+lIaYQoi/A/w0cGaMeaH6Whf4fwNXgYfAXzLGDIUQAvhb2EjKBfBXjTHf/v1e4092Aa+GlaZKcMlrtuNRmV4p9Uqvwr8dUUVzGcpAoY1BphpvWpLXJKUUKyvT5Q2T1+0wzEkNpsLJS19QuvbBL12gwhNl5ddspeaWCVP69iZsPAAehBwHV9hvXyG9nvCxa4+4sXGBXhcEqqDjLziYdRjMI2phSpxaa1ypSlBwNmxwMmhaH28FSIMTFax1plyuIs+kMLjCwg2HaZu6SvFlgRKarjNHVrBIaSRBBXlc5HV8WbDlj+l5ir1wCFil4iCrcZ7USUoHYwSjPCQ3ktO4SdOL2asNeWNwmVQ7fPvsMsODDkFSdaO55C9+4psMshrvDDeZHmyiHWtWpDILVxSBtB2wErgLQ/ddTfc9QR5GxGt1igh6JwYnffLEnL8KbpgjtEfeEETrc7TXYrEhVvONyW2bVO5MFbPDZpUZKVY88iK0nh9GQNIW1eZvf3axZWEFd2YT4BeXNS0tOZh1+JX37iAvPJx8ebSzPPiia3UIaiERRTVADC0Hu36AVa9mltaZS3g8aPMfv/VTdsDuQOlZt8p55nI3XidyMta9Ge9OtpDC8GzvhPvOGocP1uC+g961WGFRM7jPTzCpw9mnHMqazZ40AYixwhtJ0jUNQcniCshEYhIJVWgChUAubAI8vsEEJYvrGXGirLkaMA4lwakiWdOI0toFFw1DcGFtFfKa/fwen3b4R5M6e90hs9yjFy7IS8V6aIez89JjLxzwXHTEM7VTvhjc5P33LuMNFJOeC60SGVsGjDO3Toru3CqCl2yXPLLaA1mYSo3Lyr2y7BRIr6RRT3i5d8RrRjD54ianWZfPvXSX40XzqZWdp9iB/xzwn2DD3Jfr3wV+xRjzN4QQ/2713/8O8K8At6r/fRobQ/np3+8Fft8C/rR2ESHEXwH+verX/gfGmL/7+7022AfSndtP1F0YRGkqqERXUErlc1yIleF9GdgjnpKWR6xys+rQtQultFFTQMXHtsdrG/FkwLWwiShsR+ckphqGiarLs1JzUdqCn3St/4gsIDiH8Mzn/fdu4X1mQM3POEqaQJeylGy3J7S8GE+WLAqPq/U+hVY4VbbmF+4+w0ZvshpsbfoT6sp2FxpBbhSlsf7WYAtxP6/RduNVVyeFQRmNxNBxLLNCCc20DFBo6iolkDmRyrgWXqARlEaSaoeF9lgPZkwLn7uTDRpeSs1J+VevfIe/n79Kkli6ltt3+G/++WdY+lIHqf1sjRRkNYU/tSpVlRo+Io4EY6+jt1+wWLdpK3kkbCL6DMpGjjmJyJqCybM5l2sxJ1cahKe2eGYtVh388KiFO7QYa94tGHxc4g6tI154rPDG2EK/qGiJod0Eko2S4vmEMMz43OYhv/nubeTYQaWiomhap0WhoYw0IhU4saXlOQtprXUTQ+PAKoHnu5aBkbdKjKdtcLWv0R0L7RgtEHOH4UGHvVunLAqP/+bDl6l/MwQBd9dtJ9/q26EhApJ1jW4XpBeRhSyiapNzDGSSslXC1Rlm7kEpUdMqjWmqVv4iwTnMdwxFXUMJYq5AsfKL94aSdL0kb9iT6GKnIDyyUEu8Lqg/MkyvGpp3BlwKEzajKc/WT/iFBy/TCxc0vISDSQdPlcxTj1EashZssOlPuN7os396BW8EQd+BHxziuwXdcMFoL+TsokntO4FVVCsQVdhFgcE4YqXpMFJQfwz62KMMIV4P+JX0NuutGekLMaGf03QTjnl6BfxpYeDGmC8KIa7+ji//eeCHqj//XeDXsQX8zwP/RZWR8FUhRFsIcckYc/x7vcYfpAP/Ob7LXaQq+H8d+AT24/mWEOIfGWOGv9cLlz62a47AiU11UZcME3uRRWGN5ItAWvl15RW8gkGMxcWlUx0h82WhsQVafAT/1gqEqDA4WEVdZbUKP63wd4zF5YyoYB1dGW3FtruQFV6afbXL7MUFjXrM8LiJM3L4cMvn1s4Zn+zt8z/sfJUrjkdpDBc6478YfQIhDdeaA15oHNn3hGChPVLtIKvWwBXlqsMujaTnzimRaCMYFRG1quDHpc3rjFSGNIZG5cKnhEYBuVEEMic3imkZ0FIxHXcOvvUPWX59kNUY5yEvbB6TrZ0xqKiG8X6D3hvWO31+GcD6hWsfitCadfljm6SyVNMaZU9CdhOu7GGlDV9QqcAZOOidhE999i6/cf8mJ29vrNJs4k2D3k14buuMT3UeMrwcUSKJS5fjuMVbD7e5dGvAc50TvnG6R83LOOq3ENKQDQJkKtGB5tXn79NwUz4cr/GVLz6PWy47PUHpGZy5IDg3pF2Bs7ChF/LjY/KpT9EG/8OA9l3bFCw2ITy1mYxqLikNmFLgNDOrD5i6uENlaa/PzhDC8K27V2m94VURaVB7LBCV/3ntSJDXFY0Dzfi6R96wJ0OjrBI1r0Oyk9v7WxiUqwlbMd2dmItZDSk1i4WPASatAOMbnKm9LuGJwB9rRrcVZVDh5J6i9Ay1Q0nSs5to1jHkawVCu+iNhNGgzjBtchB1+Vp6HUrBB7lDMgxovO9STg3JlmD2fRk/tWnjABWaox9p8ca9Xfsw9WuIRHEetHDCApNLZrdz5LsuKrZwjUqrEJTIQp0qNxhhC7xK7efgTcDcrzFu1vFCiK9LvnG6h+88pUCHipnzx7g2P1KUT4DN6s+rzOBqLfOEv7sC/jR2kep7f9kYMwAQQvwyNj/z7/1er+1FOePPJERvB7hzK3oJh3qVgwdQ1OTKj9gWd4E7XxYLrHx7WTAKe3QT5ROyvtFPjmkqtxvE0p9alnYQVtTs64iiKs6VzwlONYCpNotkzRCWArEwFc4oiL4eMboWILspqpPwv33pn/EgXefvvfMJ/l7xCdZ7U7JCMTxuUrvv4rnwuneZq1Efv9pJImn9rEsjSY1Doi2VsUSisFJ1VQF3DScBWOVjAuRakRtFXHq03QVK2O7cFSVJBXQ2VPLbYJdIZfjSDjpbldRVI0i0y6zmM2/5nPYanNxuoEuJzB1mBw2sL4rET21hLkIwNTtQlmX1Oae2kFt7U8uF9ycCjAEhSYuAr0RXMQcR9UNbtOafiLm2dcGlaMxvff053ptfo9xLuLQ25nrrgjuNU1546YjjtMX9aQ+AR2cdXK/gSm/I3fElLj97ygvdY2aFx6+/e5v6uz5ulSlpFMgU3FTQ/qBEFjDbk6t7KPrNFo0Ki2/ulyRtyfgOuFOY3cjxOwlFP8S7UHhjQbKuqN0ZMRt45O2S3RvnjOOAgzcvsfNbBpXmLNYdCpsRsbKC0BXjpDgV+EMQ2g5SZQHJuqEIDc23XJBQBC1UAPNWwNRvgLQ+NOXCobE2J9nWhEG+OpUVLwpGg8imNKWSrMXKJsF72yVeh9mexp1K6w3vADMXkVroslAG79gl72patZhk7DO9k+OdO9z63APeP9rkbLPJnm+TEl9uP+Zws4XvFBwedpGxQPYyus0FXs9CgY8nW9QeLYNSKrpvbgepS/bMUn4vC9t0GdeqcvO6AHwuMmnjDp/S+kNAKGtCiG9+5L//syrT9w+0jDFGiO8OsPmjYuB/2F3kd/v6v7A+mkrvbzS5tn3BqBMQf20NWRNoTxIMDQ6awv9I+7wU+GQWZrGKPUEeWSMsO4RkdVyzknu74y+HXsvBm40QWWJw1oekDCpjrZIqzsneXKq0D78/XGKsVgDhzgze2LC4JEAZttbHbEZT/uZ7P2ofplzh3w84G3k4c0n7scVm06ASL1SRQP94/3lu9855sXlEP69RVyktFaMcvWKeLLTHQnsUWiGFXuHkSztRsF27W8Wh51rRz2v03LmlM1bFPtEukcxoLWPTqzUuQ9Zcy6IohaTjLGg5Ma4siZwMR2hO4wb39xt4E2k3N1GJq5b0tSWbpMQGP1SZkNq1uGfpCbKmlWeHJwL5Ky2UC+MXchobMzaDlOuNC77T38Y0CkpjP5/j8xaH+z0LLQggk4io4OPXDvj4xiOGWcSHwx6bO0OafsL74w1KLam/6xMdG4qw6vpq9pTnJAZvYjFof6TIGlY81dwvUXFFgWwrJjcsFq5dg5wrUuXzuZfvshcO+MX95+Fum5qfkW7GSGlQUjN72GLtNUEeQu3BAlGEhI8m6MhjsRMx2XUwDri3JqTPaOb3W8hcUF5K8R4E5L0cNVbMPhmjU4X/2EP7hvoDiTsXzC8LnA9cpA/JhYs7FszXqrlITVPfnCFczcalEf1Rnfw8wHgaCkn/8xlXdy6sC+FBDZo5nCuMMggE7s0pnjAsComMJaePngRiB8+PuFjU6LVnPFz0uB2eUBpJx5lzcd6g9p6PX6vEO6Vinnq0W2MiJ2P+zIDxTgD3awQX9iGW+ROLYVlQ2S5XorzSnnTLwF6vtKKi6aH/Lysnf7T1By+pF8aYT/whf/vpEhqpmtuz6uvLzODl+mie8O+6vush5tPYRX7H71ul0tdvbxkpDJebEwafLzh9YxMQlIEgOrUXcNldi3Ipp6+m1Y5A5rbQGykqwYstvKVrj/2yeEJjWuUMFqKiVNnftxzMyQzcwkAFvXzU/lSlFk4JTw3JmjWIMtJ2l7Ujg/Yk/a9vMn3J56WNY5puQr6l+OLBS6hY0ngA7kyTNQWtDw2zNCB+zrPFNXc4njd5pnHKP7//DFvtKT+4+QEfztZpugk7/pCuM6c0EiU0iXZXkEtR2sK8LOqO1PbIAavirY0gLl1b4FXJrPSZlf5qQOqKkq4zt2wXoTnPGjycd9FG0PZiWm6MEobzuI7xDen1hFZrwVp9zsmkwfigSe2RtMPfqknSyiok3blNQ5pfksyezXBrGfkwIG+CbOaYUlBrpHz+8gNCmfHWaJvxlzdRLc368+fcap/jCk1uJIO0xsWiRpy53OqdEzkZwyzCkyU3On1muc96MONrj69g3mzSfqwr+pwdmrkzUak4LXMp6Qiypk2rAcjqEr+C5xZbkhc+/wGZdkhLh4OLDkGFxc5Kn04UE72Y8craIXnXqks1gv32GknXR3uC2U7L5j0uahaK6SmKCNKOoe3n/Oz1LxE9k/Ig3WBW+uxf79JPapyMGwgB6VHTMmIuJ+g7KYPDBjIVpD2D8QzhoYN2oXZg/bWLUGIetKkX0F/37YnUtcN/pxdT5opHZ130hU84FDAKrOXEsYM3AnPYtKEPHcPL3/cB12p95qXPu6NNrjYGXA37K5jvbrxFpDIimfHp2w94o36Z/LAGfok58+Eo5GGjxad+/G3+zO7b1FXC9isj/svDz/Dol6/gjcGb2ci/JRNmGbeXNSsXzdzCb/4ASs9aKD+t9ccspf9H2Gzgv8G/mBn8bwsh/j4Wfh7/fvg3/NEL+B92FznkCeSy/Pqv/34vUmpJoSVNN7Ey45dPOXy4RvM9h8kV69XQeKQrcyRbqJGWE26ExRVlblaccWHAVLL0Jc+19J4U4eWFW4azGmkZMCozmECsVI/LMISy4qwuu3tZWA55sRDkTSu2iU6s+X28IZj2a3zp9BbbV/oIbDgBjqEIFGFf454a3FlJ1nAZZSFeUNCuL1ik1rnO8wrGcUBpJG+cbuOqkp+5MuXdyRbjNOQzaw+QGNtFV7BHbhSpdki1w7zw0QgcUdrijO00l0PSZSe+xNo1grPcDi0z7fDuaJNSS3bqIxpuQqEV/bRGz59Tc1OCzTnd+oLh3NqqJrFXsT1Afn5EWkriEyt5NsoQHFdKvN05jTCzCrtWxmZ3wvPdY94eXGIjmhJXXrJ79SG1H7fv9dGkw2++d4tOb8Z2c4IjNHvNISfzJsPUKjunWUCmFZvRlFJLxlmAMYL17zvm1NsiOBe2CSjsfaAymO4opq8kOEe+HYAmlnk0uSrwxs4qmuy9s002W1Mu18b0duZIDF+4d4d2FWYxnwT80n6PT794j91wyPvTTRy/YPqKpcKRC5I1xdkPS8TUEp1NWOJEBdfafbbcMZMy4GZwSk2mPB9FdNWMo7xDJFMe3NhgWEScJQ1O4waP1x3y05DG3oTpKCLeMYhUkmwbkAb3wkFlgjQytN6H2llJ3FMMn5WoDYMQJVfXBtw/3MVJbOFsHGjirkTlhtpJSdaQlIHkRv0Chebxok2pJdPc59ent8hLRTdcEKicmpPxXP2IO/VTvn5yC38oSZqC1l1B8yCnCCRfCZ5H/cBbNJyEcRHxP975Tf7mD/oMv7iFUdZlcSnOQ1eFu7QnNjCr0110LJ6eG+FTxMCFEH8PW/fWhBCPsXPAvwH8vBDiZ4F94C9V3/5PsOSPe1gCyP/oD/Iaf9QC/ofaRYQQ/wz4j4QQner7fgL4X/9BXuhiVsORml4wRxuBf/OE/UaP4M3QTs43JPXCIIyoaGvVDwrbKZe+lQ6vjvLaskq0+yQAdwmtGFgR+VfCAV0pyzJD6S4pTmJliyqLigXjiBV31xvbBJx40zJUgr4hOjWI0mNxpaDUkuutPu2XY+LC5dHkMtGZlUMbaRktmVaWMeJl9MdWWt0MUobzEG0EoZczi31yrThbNDg47vJq94DzrMGvfnCbv/z8t1bRW74sqKsUJbQ1mNIuqXaYlU+OnUvYxRUlUUXRybUiLl0ezTuUWnK5NraeH9WHfJo0ePveZX7sxXepuykf337Mmj8j6zlM8oDTfousV+I4ivikgTtShLcm/PDePVuUPwZfvH+TIlcsdIDjFuxtDJgk1p868nI8VTJMI7456PGpSwd0vJjDRYsf2v6AeNPjYNFhlITMMxfPKVHCEDq21S+MpNSSR9M2w1nEbmfEVntCzc3ofv4+UmjGWcj9R+s4Zx7BuSTrGBhXbZ+xkvvxLQuV8OKMepgyuNfFzHwOHtU5jLcRBvKdlFrTeue0woSt5pRpaoUs7062uBRO2Ls5JC5d7k97nE3qxHPf+sKspRSJQ3TPwwiP558/JtEuShguO0POyga7bp/zosm6Y0MTLnkjPlG7z2HUZc/t88GlLaKXUi6KBsdZi4u0zjsXmzhKc3HRAOGQbBV0tsdkJz3GtxThmaBoFZQnEa33FOc/mdqBqrZCrMW6JG/A+msFQhsKX5Fcytl0J5zmTd4/2aDxhRrf/lwXkyhkIjnNlsUWfn39WURY4m8tePZlG+rxTn2L4SDk2i+U7H6h5Dei5/jRT77FKA8B+Lev/Rr/UfJTlF/ukBsLRRph0BX331nY0+qTZ67iqz+lDvwj+sDvehlj/s3f5a9+9F/yvQb4X/xhX+MPQiP8rncRY8xACPHvA9+ovu//tBxo/l5LlxIhDI8HbdKmQzdYIIVhZ33Ixacy0rea+EPBYl3iziTe3AbramULrdCWeaKVoAwFTlrREI2pqrV4Yj+rqmJcdd5FYL0kZG5WMMsyUQZt1ZBQ+a44Sy4rT1SdOXhja+k524P6IwjPDCp1uGjWud7qc7U2IDeSR9faTCZ1wguDKCVFYDteXxbcap4zTgICmbMRTa0DojC0goThuEaJpO6lmNzi4YWRcOaTPutQIvn5b3+Czz17j1u1M/q53QhaTkwks5WcfqG9VVGPS49J4aOEIS5dslKxFszwZbkq3Mu16tSNoO5kdN05gcy5O9/gIqlhznxUISg2MkiVHdB90OSXFs/x6rUDJllArz0jcAomic/4fodjaVhrzGkHMdfrFzyc9Xj7a9cpWgUfv7PP33z9R9G5JFAFP9D7gNxIdqIRn2rc50G6zgezDQZpxGHcYpF6Sxt59rpDXmwf8Y2LK+SlwnE0niq5Wh+w9+yQdzc3udoa8NbpJf7KzW+y0B6HSZvf2L6FPPfYfOGMOHMZzwJ+5vu/yfc37vJr42f5+tkeg3ENaQSeU6Ck5hPrB1ykdVxZ0k9q5KWi7cW03QVb/pi2u+BR2CEpXQotuVjUMF9Yo3aS03/O5c3JNm9PL+EIja8K1rwZl7wxvszZdfsstM8N75RRWWPLGVXXQrPuTJjqgB9pvsOgrPPn1l7jQbqBf9VuaG/PLtNPI85+Iief1pjvODjSUEw8ihrMH7VpaZhvG+oHML0G4Z0Rj54NMCMPmRpkVPAPHr1Ckrnc2Trj7s51ombCp5/ZZ82fUWjJF49vEv/WGtEbCqMcspaP/knLHLpW6/Pu+hYPvu8qm1/P6b4m6X5uzufqd7nsjAhEyb/33D/h3xn+RVrf9tGupRHr1A7EhQY3rrQGmGrAKUg6PL31/09KzKe1ixhj/g7wd/5Q7w6YTwPqjYTTUYOsodiozQicnMjPSF8akb3WQfnCSo2lxI1tkTZKUCorJ3ZSjZHWH0UtxQHiCdtkxS2vAnrBuruVFV1Rlga0WeHeS5OpJdNFO6xoUMsNwAYyW35vVvmWhOeWnSK+FvHV7Do3ds+YZR6teoL/gzMOH67h9S2LIS0c3ptucqN+wZ/bfZOWinmueUK27dBQCb1gzn29tspSXJr/OEJjXEOJxEFDJhmkEXmk+Or5Vc6HDf7N575JaST35ut4smBReHyyvb9yEnxzdpm4dAlVTk1l5B/xGlDCWD8ZwBGlDREWBkeUXPPPGZcRB9Mu/XlkN77WMufQsPXiKdPEJ/RyzuM6WalIcwclrUFR89qIwLNmVr60xmGOLLn66mPyUnGQ9rixecHd/S0eDLvc638WrQX/+xd/kWe8E666F/zZ5usstE9iXD7MNjhMO5ymTXIjOYzbtvOdBJBKgrWYVi0mdHMcqbk/6jE/q/GL0fP0wgWeLHC8En0pZbwISRMXqTRx6fIbkzt862KHRerRati0+qxwSHOXLx1fJ85crnYHtLyYupuy6U9Zc2dc5HVKJGv+3DocLlqcn7a4epijMo32XBpuiicLtLHU0IuszmnaQBvJl8zNVZ6mL4sV42PX7aOR7LoDajJlUFqoSgrNrjsgMS7P1o7Z6fRJtEtunOpzchgXEe88t0VSurzf2kQeBsz2rHnU3G0hi0qB2i0QWnDyqEtjY8Zbb1yhe2BIXzIczDu8Pdii4adcbox5u93DH9pnwEjBybzBe94mm/6U++c9vCkM77hoF3608TbfF0yRSHJgXR3x6s19PvjO7VVD5MYGJ4Ws/pH0HQPepCQ4z4mO/rCV5Xdf35PSP60lDEJiTezDjMkisHmATkHgFHiqZPFqn8kHHbyBpPQEwcCKGIS2V0EW1s1PVHBI6QnyUKy42iv2iTEr57+lmlA7lnMuzNK+trqyAnLHcsGXSelPGBascDRhgNTgCvu9WUMQDDXhhSH4VY/H13YpA0NwLvAea9ZDwfg2XPkzD2i6Ce8P1nnz8WWajQV3uues+TO+r3ufukp4tbWPd6OgoRLWvDlIC4PUnBRRCuaFj+uW4OsVjRAgn9puu9CSb371Ns1bQ0bDGp1nYuaFxyutA7yqeAJMC59vvHudH3rxvepmsV24NhJPLSPk7WqrBZfdIVeuXvDa4grv9Lbo+QsKI8m1wpUlz9WP+Lt3P2MxfVUy6tdZu3LKbmNEVipee+caJ7qHiiU3PvYYJTXHYyvS+DC0eY21dszkrI4MC3725S/zjHfCSIcEwnLaI5kSkdINZ3wytIZdCs1h0eGHuu/z+myPi7TG0azFPPW42b7gw3GPveaQ2o2Mw4s2kzjAkRrHLRGi4Ef27vLti10Wmct3+tsMpxHZWYTIBUkJtZtjNhozpqnP9299yPnSE9xJuR6eAzAsbLjEvPApjGSW+8wyD6+WMb5Wo/teShEZJIZCK2rOb5eHF0ZRGhsgMiks5LDcnFxhvdnXPeuiuOlOmGufW/4pXTXjfrbBtjukp2Y8LNfpOTMWmc+LwWP6ZZ0Xwsc0VMyjzR6NTyY8zrocpm2O4hYf9NeZTQPEyKN9Zcrt3jkfDNYwtRLjSMzX2gyGLZKuYFL5FzkG4jWsd3toKFOP33zvFn/2hbf4mZtv8ZXmNaaJTzNI+Y8f/xg/5ya80jrg5eCALWfK8bxZqV1tM6UybSmnM6u0RdjTsfYEecPFSX5HUvZ3s75XwJ/SyiXKKSkyxWwa0GzGnA8b1KKURpDiqpLQA+eZPueHbdy+g3YE/thil0sf7SIQKxvWJQ4Oy+AHm2W5XMLw24RCS543LD3Hzern85od0KnKmla7S9WmWHUOorBKwLxpNwYjBAI7WG3eN6Qdi/Odf1zg3poQOSWO0Nyqn7EbDSm0JNUuvsz58tk1JouA7faE9cAGK9RVwp3oBPmKpuPO8csC3SxwZWlxbbdknAQANLwUjHUHzCvQPysc3AOfdzY3OXq4xp3PngIwy31ClVNoiVgocq1svNxHunFHaBrdSkpd+Hx9fp1Nd8K2O2TNnfKz2x8w1z6jssZZbotwrh0+tnXI41mbw4s2yi+5FI3JtEPHi/mhj73Ladzg4Reu8uHrO4TXJySxh3JKDiYdktxhPggRfslPPvMuP9l4k7lxcUWBFJrSKBSGxDjURM5J2aSrZozKiBvuOSM142Nr+yy0z9x4nORtPkw2kEJTaMXl2ti6RGpJ4BSsdWc8GHX5wsM7xJOAsGl59loL3PUYIQxRYD1Mam7GZjglVDnP148pjcSVBQ+TNd4dbRE6OYfTFnHmcrN3wSgNSTIX1y2Z/eCCtFOjuBrT9ebEpbc6EZXYz9wTxYrT7YgnBUsbia6Q2/OsQaoVB3EHXSl2XVniyYKrwQVz7Vc6AM2u16ctF5wVDdadGYlxiWTKZWfItAx4of2IaSMkW1e01YL9bJ1IWpx9zZsz6oV8LbyKOQpY7BhkN6WMLZYfnldsMAVJV7CY+fiPPL65ucuPbb/Pdn3MN+7fIOm5DGcR2cM6X+ncwI1yPL9gfhHh1QzeWEBuKAKJOy9wFiXeeDmHEjiLwrJT2h+V+34Xy/DHzUJ5qutPdAGXOWRzD79uO5F57NGox8xjO3zr1hbU3Yw5Hps7Q868FsXYJWtbS9noxODNNG4MZWl3biMs/XAlnsBOtZ3YWraWrv2zEZaJosqljL7yW6mGKaK0v6fwK8/l0tZ56+XwZBCiq+m4O7M2sFbNaTChhX1ECePbUNQ0SkvyEu6er6MRXArH9FxbIG+Fp2zsTNlPeuRacZo0+HC2zoezdS7iGrfa58zKgDVnxl999ctEKkUbyXpvSuAUK6hFpJV3jLE2t8ZY6qQrNSIXpNqh5845FbbgOlKDsnTDZfGwPy9wZcmrW48pjCQtHb492OViVqPQEkdq/srNr7LuTOmpGXtuv3JALPi+2gec9Fp8a+0q37i4wsNJj4+vPUKheTDvcTqrU740Q8cuxghuXjpjEEds1yfU3ZQP/R6np23S0uG/Hn2CS96YW/4JkUxpipSJ8amJjLOyTlsumGo7Q0iMsyqKmVH05BxceDF4xKCs05Ax/bLOtBeyn66xn3Q5jluEbmEHpEpT8zMWmUs9svekozSuKim1JC5cHFFyntWJlcsojzhP60wzn4cPN3AbKVIajBEURjJNPSaTEOWWCGlIX1wQhdlq6FlzrOXBQdxlw5/aa1DdWa40q2tR6CebqiclNaCoBtDnSZ3C2Di5x4s2nizxVUFaOlwOR0Qqo64SajIjN4rLrhVHd50ZbblgVNZoqwWByGmomOveGQ0V80L4iJrI+OneG0SfTHk3uUxpJJ+I7vP1T97g53/uR6z/d+V3slg4aAcmX9rg7z3bYG9zwCsvPODBsMfovA69HOlopNJkqYMzcCh9q71wYqsdKAOJSqxJnVrkONUpW+RPsfuG73XgT2sJDcFDj/SmptZIcKQmzV3a9ZjJImCSBPSiOd3QGt9f2hpy5jXRZwGLWznxjiI4VtSODP5Er4Qj1l6UVXpJMKzM/v2PdMnarGxol57SS3MdWUEpogSvMubR6gmdUIMVFVVJQabq/K0y0caW+ZOSIpBkNWjeg7SjyDYEz2+d8t75JoM44tGoTStM2GsMuOyPcEXJpjfhNGuyGUxXOHXdTemnNb55vEuWOXSbc17onnAl7PMX9l4DbMHeCGbQsnhvSYmRNppKltD0E6pGj1ERMS88Or4dGqMtK6bmZL/t+tgEGkNhLM5+PG6SftCkWMu5c+2Yq94FmVHcSzeJZMamOyIQdqDWVgt+qvUdfrz5FgvjkxnFoKjbIatnJf9td0GocrrOnLpKSLXLQdrl20c7OCce4xsBvio4iLv8WnEbT5XUVMaN6Jxtb8iWMyYxLnPt01Mzpjqkq2YMyvrq/xsyYaF95Ecs6G55J7TVnB+sv8tc22bhvGxymre4yOs8XPQ4XjRJCgdflcwz2/0tcpeLWY1jr8kssQwTzynRBuprczynYLM+I9c2km8tWnC5OWGUhMS5izYwj33eO9zineISUSNlszklKRzShkPbi2k4iZWqV9z+3ChyntA/tbF+OUj4mfbblEYy1x6Dss5Z1uS3zm5wp32GVDmTwtok5EbyJpdRwqyUvBvelIFjr8eWM2KufdadCQp7CquJjMxY4diWM+a+3CAQOTWZ8mxwRPKpGdNBQONDh7RraG9NGYcReaq4s33Gy51DtBGcLhrMBi6yIgBkLRt/d+OTj7h7/xJJYeX9shAUPoimwhtZK2G5yG3xNgZ3+NvFZ99V3fleAX96y51DOvQoI3tMFcIwjX069QXTxGcQR3TDBe0gZpSEdFpzBgATDxMVxNdLSt+l/YG0RRNZDTmhxOYKLk2wlmHINtnengBUblY+xUig/AjTpCKzWMaLsHPOjxy/cktHtkU/f0JPzGqCrK5QKfhTe7e4C0PRr/He+m3SnuF42+PqVp/QyXk46XE4bwOwHs7QRrAdjrkZnXGctQBYFC4/sfceuVHcm67zpUfXeDO6xLSKgvvM5kPi0uXHn313JdqpbdmikmroxxEyth24Jwt6geU2e7LAeGZVHJaBBI60lD1PFnScBVfDPjuXBvzD7iv8yNr7fCK6z9cWN/iFRx+jFy74TPcBiXEIKqhjWchX11kUtNWCj9UOKCOxGkQu/VhO8ybzwmdS+Hx8+zFfmt5gmEY03BQpNJFj6Y3z0uPb411+LbvNKA5Jcodr3QHPNk94KXpEZhQ1mbKoCrNHyYmus6XGHBYd1p0Jg7JOIHLrL4NkXVnq3vPeERPjo1qaxLi2Wy9DTvMWriz4wumzlFraxB63QFezb88pqXn5it44ikPaYYwSmsjJ8KKCWe5TGknDz5imHtXhkPNZjbKUTOKALLNxfo0wRUlN5OYrKK3jWtOyaRlQVykL7fGV2U12vCHb7pC2OuOqd8Fbk21ClVnDMzS5VBTGQmTASiswykPe0ZeQwvAt5wraSDb9CQ2V0HHmdI2FXLacMR6ar4+u4auC47zNhjuxMYNRyfQZQ9BOGJ00aNx1yT8z5Sc23uXT0T0UhmfCY/7D9/97FK0SkUnCx4o0Drj/aBd3b0FeCvKGY62FHQFIZK5wjaGseci0QMZPT0YPfK8Df2qr4nIHF5K0rGN2Ba1ajDGC4SyiVYuZJT7nusZatKDpJwziiPXOlJEbkUx8hKPJr6Rc1Dza7ylrrlQYVGyPdqUnLLQiBVqZFcxS1KxjYVEV+SVsoh2DERJhzMqKtnTEqjhrx37v0oR+halXDBaosHgqsy5PrP5OGKgdG4ILEO8GDMIdknVIr6Xc2D2j4y+Y5bazuzvZYBzaQdYl3xZzX+YEIucsbfDZnYfshEPen23iCM1R3OJb967YN5BLmhszrnYHNN2EbwddWn7C6aXUdtxGM0wiarUMJQwvP7tPw0lXR3YptLWo9SZse0Oue2erovfXdr4AwH/44Ke5/61dvKHgomW4+qMD5qVHrhWb/oT3p5vs1YZs+yOAlZJUYpiVPsdpC6/ygtnyJ2y6E0pXsChtgXl8uc3hl3Z40LmE6GRsrE2qQaiDRvDh43WcYx/tGN7eb/KWc4Wfdz6F08zotWdcbQ34TPs+XTVjw5nS1zVcYZkfozJi1+3TL+tsqOkKgsmQJNply5mSlw7PeKeMdIASml23zzu1bXynQGKYFx6L3GWRetS9GG0EZ7M6jtK0w5iPdx8Rycz+W5MW2gjGWcj5tEYjTNmuj20ea2ZFUUoYYtd26aWWjOchR1Of/ahDq75OL5pjjMB3CjaDKfcmaxx9bRtZCNJuiYlKok5Mr77AbxRPrqUxSGMx9Y/CY8uiLoXtuAsjOU2bnFauf98S9l5a92Y0lA1+7vgLPtTrvJbvUn/TJ+0a8oYm0QHrX3Fo3VvwYLvGFzducZHX2fP7tNWC7TtnnI3qFImLkYqyUYJjUEbwynMPeLzbZvaV9ZUvv5EKIwTeNEfjIAoNxdMDrr/XgT+l5cSGsK9BSJyFZKFrzK7bCxWPA5KZT6c3JU49BgLaYUw3XDBJA+uL5Gr2tgbsH/YwnZzBK4rg2CHoQ3Su8SYlojAILW1hrrjeyw57qe5y4urPlTuhcS3MkrUg9sUqNFk7S6OsJwNUrapQ5Wzp8WBWwcrLxJllxBtUHuTLU0BuHfrCuz7H7+5y6EGypnE2YlqNmEvhBI3gW4M90tIhcjOu1/vcqZ8ise6Dr7b2iWRGTaZ8rPWYrw+vcjxtMhjW+OCtqzacABgmIT9x+12kMDYUonJ3mxceTS9eddyOKOm5c675Z+QVpnxS2FPASd7ig3iTX/j2qwSPXMJ55Ta4a4/le+GAcREyyGt8eL7GMAmpbaTMS59Z4aGEYZwFBKrgcjjix5tvcdmZ0JDLMR7kBhIj+YH6e/zDzif4Zx88S/BaxMkthxO6CL+EsYs7llUYg6gk/NXpahxycRhy7qxx9FzLFsk4oFtb8PHuIy55Y654F4x0hCdKSgQTHXDZGdGv8OCFdldhGj/f/zTvjjf531z7RUKVEzkZEkPPn9NPa8zdnHES0P+gR+s9weC24ZPf/zqBzAlkzjeGVziaNHl544jCKOLHDRa1kFHT5q1KqfGdEkeVNIOEtLBy9RfWjpnmPsM0otSS83mNwLXYdj+OyEtlLZFvT7nWHbPIXU4OOwReTsuxuaUAqXGYFT6+WrKL7OfkmpJweU9WTpfwhAkDllI6K31GecRgHpEWDmnh0AwSpi+kNDoLrjam3H2whbswqLREu/Yaf2d8mXfEJR4Mu7TChBe2rWp8vBMyzzwCp+DguMvr9/eImgnpmqb+uHoPoUA7CqEN7rSgjFzU4il14YanFujw38X6E13Ai1CQ1a33ssxBJZJ50SRvlcjExkoNiibdzQn9QZ20qdhpjbnaHNh0m1GPaepxc++M+29eRgeaZLsg2Yb4TBGeutamNn1iFWtVmvb1xUfk9Uu23NIE66OKzyX+vTTRgirlp6IPLvFvuTTPyq0PiJGVSMgVpBVLxVlYj/LBKyWylqNTBarC3KWBqQsPImZpjS9GPfR2wsaa9Q/PtMNbw0vs1EeMMqvYXAtmbPrTlcrypze+g9qwEMA3b13ly/vXSPtWYh6XLqHMaKkFjigr2b3GrTruDW/KjjdgyxmTGUViXBLtsuuOCUSOJ0r+6fkLhJ2YspmSAntrQ67WB5yldQ4WHSInY82b8/L2IYW23OxMK5LK+lZi+Gz7Prten5q0g8LSwHJMlWMHeQrDzeiUs706h90W+aRGehHS254RbuVcTGtkowA5cVBJBX9VcwkMiFhwMa2hlKZ4vc1+s80DZxsTlsiooN2a8/zaCbdrZ9wOjplWnXYgSk7KiC1nyqOiza88vE23Yb1o7k97BKogcjKmhc8giTgb122UXqApag5CG37pmy8hCoGzltBuLhgdtPn10yYqKvj8p97hzbNtxqOINFH4nYQksTfkSBlctyBNXfqziFqQsdccshONOEmaOELbuLYqUm7vM0MKrZjmFi5av2S7+l94+DKRl7MWzun5c47jJp/s7q9i6ErzpGADPFz0WPNt0pNPsYLTAHxZcJi3KbTk6N461AuytmJ3e8BaaEOfhauZ7kimuw1UYjh4+xK6XhB1YhbnNRpXU+puuqKm9gKBJ0sOTA+TSzynQF/YJktl9hnNa4LFukOoBMFpjHE+Ymz3XSzB9zrwp7cMuAtI2zbRxZvZtPbRLYdkO68wacFsEVBrJEzP6hwLg9PWtL0Fn9w84CRuMM5Ctp454+z1TVRqo6jypiGvW+9nfyit2kvZ7mPJ91ZZFSKhQVYxYRTWsc4OO8EoscrbXMIgZtlRC7NiumBsYbbpNODGeuWtol1B3rC2qd4YZh9L8PyCIlcIxyAcjajcVmlnmK4hGXsExw7mfsjow5CLcIOiUeL1EoQw9II5Seny7eNdQi/HdwrWwjlx3WU3GNBWCz7b+pBPvPgQgFS7vL/YxJG2uBcf8UWpOSmfbtxnXU3wRMlh0WGufc7yJr92dpsf3rjL7eCYG+45f2bjTT7XC8m1w7gMGWQ1Uq1whKbupDiyZJTbzaWohnlJ6fJ43KIoFIGXM+1Yv5dAFLhC/wsNkcQQiJxIZiwKj8jNOSsUMpWkheKFtWM+vvaIQivmpcfRvMXhuMV8HCCmDmphk2HKew1yCdKzplUKYOaglcPkKODLqstvBc9igpKgmfLTN97i1dpDtpwxAGdFgyJXuFIz1SH/2qXXOEh7HCZtdOnS9BPCXs4HjzbZ+qLESI0oJMmGIG9q8sThImvYjq8Q6FLw5QfXrdp4a4jvFKvwj1EWEhcu4zjACdNqOCo4mTcZZ3YIGro5cW5fVwpDIHMu4jq+KrhUm6wgklluLRgGScThtEVaKB6NXkYIQyNI2YymbIVTuu6cSGY817CUSM2Tor4s8oHMGaYRaeqwcb2PkhpXajsUr1ZYT8kbAWVg0I7BuzwnSxzS+028BNwbJUnp8nBsA6E7QYySmu2tIZPEZ/F6l9qZbXbymh1oqsQ+TzEKmQe406eIg3+vgD+dJUqoP86oP4a8qSwXdKFRqcRrp5Sl3XWzmYdqaWRYMOrXifysCi4wdLyYaW550HufOOT+h5v4Jy6ihLxjh5r/X/b+PNbSNL/vwz7P8m5nP3e/tVevszSnZ+NQImnSokSJkiBTMQxbDpLIsmPDiAU7gZNYsgMocAJHQYIYDmIbMRxFMhBbUWA4lmlFMkktFMkhOdPD2Xp6q+6q6qq6+73nnvVdn+fJH7/3nuoZccgZTovsGfcDFKrqbue897zn9/ye7++7mFKh3NPEnnVAcg1ldRXJFdAV2BYOUU2Q27n55lc7tEng60y/NjFIuYB9ek/TJHrNZnFxG1/VUxSfk5SVep5x+4UjMluzqBIeH4/XN1ZQkJwamm7ApQFTKFzmJfh40uXAd3k4CKiNkuevi8/Y4WxAAO6db3FjdMmnx+Lu2zEVN+KLNb/7ss54tBrTs8Jseb53ws30glTVfKO8Th0M06bDLx6+wMm54KF/9eQP8OzuGR8dHXE9meCDZuVjlk1CZioy8/To/Wg5ZitdMI5LJlWHylku8g7z0x7Zw4jSwS/3n2V3b8qp7vPlYszbxc5asFJ5y04y5056Th0MsW44WfbwTtE51Kx2E2LdsBPN1/7mH+keUWxJF7vyMU/yEQ9mGxxdDPDnCcrr9XtWr8MdAKUwuSIYTW93xrPpCafNgL9x/FleHj7hs9138E5RNPI2WriUWZNSOisdcHfCZZVx/yAmO6up+obR2w3u8RVUZ6l6EqRQjQJubnCZx8WeR4stol5Fv/eUXXF7OOGHxgcsm4RfP7hN9eYA8+wCYzz5KiZOGqx1HF8MiBO59tVFh/72AkWfxmms8QSgn5ZsZiuu9aYUTcRF0WGap5zPuhxfDPiKVxjjieKGQadgvzvjRueScbRibJf4oLloutTB8OqTfdS7GfPnHTdGU5QKVM6Qh0igHKcpd4Vbmx1YzFGf8mMl2bMzyrcGPDkbobcDeRUxzAoO531WyxQOUnrvKnr50/fY1WnWR62dbwzFhlkzxd6PdRWu8f2wPtAF3JTibRJNCuzK0nTlTZieGpbThO7WCu8VzniKZcxwtOLyuM/R2ZB0r1mzE3azOaf0WNQxzz13RH474mLRoZ5kJBONqZ4OGu1KEqx8JMb6uhQZsV3Jm84UimQinHHdyJ/1ENIj6lEPV7a2MqQUUdDVcDMotR5gukhRjhSLW5745oL6PEOvNHc+ccCLQym+iyZmK1uwrBNKZymd4XgSoxrxGncpYvA/chJBFEDVmvS1jIMv36bYDNTbDX5L0c9kF/nlk2c5X3ToJDUf3TyiZytem+zx6MEWOMUzLxzxz13/IlOXcVINmDYdHhdjEt1wLbnk7uCCH9l5yKuX+/Sjgs1EPMKvOu95kzJrN85BJI/59Yt9NrMVkfKcl11hYGjHKLWstiMWxYD+O4bX3r7G/2024PnNU07zHperjMZr8jzGWkcSN3w5u8FGupJhYRkTJQ2LFyrGvVx+fi0maLeSc3pKKIgAQ1bsRjM+1jtktRezcAkPFpscr3qcT7tU0wQzexq6q0uF+eSUf/bOK+xFU76yusUbpzv8Uztf4bQZ8PFbh/zYxtu8U20DcCc9p2fKNb/60I5444fOOZ1siXOmC63S1wuUtnB0j9XaMbPuasqhpe4rVnuWi+0ItTQop7jc6vIVbtDrFawe9THAZn/JsoypIwkvDkERxQ0hKIpVjO3WzC+6KOuJ0xqtA3VtOLzscFBskWzk7AwXjNKcrWzBvE6Zl4n8zFqK78Wsy/llj9fsHllSSaeeSFB3ZmtGgxVnmxHUhtNll53eglUdM1llOKf5yO4Jy82Yi1XGdNDF3ssYfClh+jFD57kZZRHz4OvX8L2G1XzA8E3FRrtvBRXWimnlwTZitLU+8bZKaB+9TwX8Skn9fbI+0AW8yTRnP5QyeNdiVx6XaKqe+J307kWwHUhjEVnMbcJylbCxP2U663K66JIMRW4f64btbEFmE6ZVStlYxr0V496KfDciL2OKs4z4wqArEQ6sE314yiQRC1rpruu+Ir3wgmm3RXztj3IlzddtPJsK63AIr8Qd0bW5m8WWYvlCRZTVlIcdbKFpxg37nRkHqyFvnW2RH/QIXcfN6+fcGZyTmZpqfMLn371DddgFGwgtTo5XqFKja6gHgTBXbHwj4CJLNRixiOFiGKiuV1zbn3C7P+Ek7/NOlXAy6aNqzY3nT/iDW/d5K9/lsBhymveEVqgCf3j0DfomZzeaUgfDTjTnfr7FtfSSo3LAvE65KDtY7RlEBTc7oso8qQZ8avMJf+/d5+jsVeykC47yPvcnm6RxzeLRoN0sAadYrhLum016Scn+YMYglk3gvdzzygkEE9uG1aLL9v6Ua70Zj1cjjlc9Gmf46OaRYPimYWRXjKMlkXL0TUHfFGxYw9iuWPQTLjc65C6icJZ5lfLO8RY2qfmn7n6Nr82vMzQ5P/foJZ7fEkXjf/rWj/EvPvd5OrrkcbXBrBH5faprEl1jCCybhD9243Xe+dNbfOELL9B/xxLPAvEcosYJ5EZAeylS0cJj84A6DJjcUk2EY+4jCJOMauRZHiekl5r8TsU/fePLTF3GW4sd7s82KGuLUoGiihiNllSNJUlrQgBjxHMmBIWOPESecpFwUFsO1JA4bhh2c/EbGtScF10u85SqHZw2TlO3HvNHeSJBFUYk/Bt7AivVzvDGm9eJLg1Nz5PtL3jjZAeQoBJ9HlHuNJTXPcoG8sd94qkivlQkk6gNAQnr91GInuorTNkK7K6U1O/NAHj/GvAfLAz824Qa/5+APwVUwNvAnwshXLaf+4vAv4TMnf71EMLfaT/+M0jgsQH+0xDCX/4dn1276xYjw+i0wi6h6qcEDfFl4PLBgPjGklUBSdwQIsdk0kNbL51DLhP6zAo7oBeVdGxFlRoqb1nWMZH29JKKaDxlXiY0TrNYptSrCHNpMTnQwinrZBkLxUDM/W0Bpk1ysaVI5HU7cVMhrEVBV9FuT8VBsLyuqF9coZ0iPOoQtWIGe275lVefx0wNulZYBSw1hyd7PO7t8KOffoONeMmP3brPZC9jWSfcO9wmTGNU2RpNrYT+aGpERdpa3doldI6hfhxzsbfHwc4WW7cu8QE+cu2YfCfiYpXx3zx4ib3+nJNFDxcUm+mSj/UOiZTjjeIa7+Tbwrk+usHssM+d544ZJyuqNkloFOfsJjNSXXNUDvn65TVOFj22+0u24iUXVYdplTHMCo6nfex2jn/SocmAoFA6YI2EUFjt16yJxAhNz7uIuFVA1s6gjxOa0ZJlE9OPCjpRzTIoPn//GVxl6I1WpJFs6L245HbvgoEt2IoWdExJx5QMbS6RcS6hSuU6/vje1/ml8+e52z3nSTXmX3rmVxiZFa8s7zCddDmuBxjlWTQJsyZ7OtwzDbFuKL24Qt7uXND/g1/j6y/ucXQ0Qi0t2UGMKYSpE0+hf9CsmUzpaUXaM7hE2E6DB4HuUU3QEt598mnNM7dPWPmYnilYNDKoNDrw7PiMN8+32ektuCwyYuPIazmBxLahsJaqsWLApS3aeLxX1JVg8qeTPllWMcwKbg6mxKZhVqVc5B0m0y7+JMXHHtVxmNjhak0oxABFrWTorhpQlfzMehlBLRCdLhXpicWuZBh55QhwBTUG1eoywlOfoSvX4yYTT35bhHWSvRRw0PX7SCP8AWOh/FX+0VDjnwf+YgihUUr9HxFv739LKfUx4M8AHweuAb+glHqh/Z7/EPhpJE7tC22o8Td+uwc2ZWDz6wV1zwphf1XRs4q6Z7G5JryhudRd7E7O/LJDlInQxxWWvNHUtWERJyJ6SITTbLWnE1UM4oJRvMK0261VnvO4w8mqj9EB+jnx9YaithRVRD5PYWHRuZb0llw66LoPNhcMXdeQnXr0KjwVBSkZugTzNKi1GmhUQAaxsxg7NbLrtxuWy+SN4LcrnNOopcHkWmKxrs/YiEVen5iGzWRFahq6t0q+9vg6/jglO9YC8ywDTQLlWNN0hKJYjQLogMs8qtdwZ/+c7WyBVZ7D1YBFmZCXMUoFFnWMC4rFZYfX9Q5fP93jk7tPuJVN8CgmZQejPc88f0SkHa+f7FIcdzHjktvPXfBMdkodDP/l259EqcCPXr9Pohu+NrnGsorJK5HK15UlzSqWXY9y7e9SB1LbkJgGqxxWOyLl13RGEKOtZRWzOO5B3zE57bPXn7OsEx6fj4gix60dcQT0QXOWd5kXCasq4nTZpXGGTlKR2oYf236H/fhSBCsRFMHylfNrpEqUq0+KEbFueHZ8zMxnbEUL/szLX2DWpOQuJneRWOgGRTcqpRM3Nb51QdTK88Unt2ju9VEdj8k1q9u1FD3rWeWWy08FMJ7sfsz49YT5bY2L5b6oBorsVK3VsrqBorFM6g478ZyvP7hGaDR6ZinuWMrS8sN77/LxYcmTYsSXn1zHu29haqhAnDRo7WkaQ3OVC+w1ZRFxlMccMyBJxf3z1mDCRzaOOdvvcbzo4b0MMmcXXXr3IpLL8C3e+wrzm5316RVoB/2tnYRSazdPFKwdAfxVIX9qEmdaEbCpArYQ5bQpPfFlBQFc530EE36QOvDfKtQ4hPDfvee/vwb8M+2/fxb46yGEErivlLoHfK793L0QwjsAbeDDzwK/bQH3VmGXNcm9Y8rnd5l8WtJhRvcqOkXSWgAAYrNJREFUktOC7NjQO4q5eLFLc8tRVRqVOqJORfCa4DVFofG1pu62rAodMDrjMUMUkEQNG9mK650pNzqX7GVzylYMUjrhyFbOMO8muKsbdpmSr2LUZUQ0U2uOYZNJsfSRdBb6yvjqyq42hDWWV3dg84uWJlMUm8iQB+i8a6lHns9+8h7jeLX2tCicZTsVKlcT5GOawGE+4I0nu2yMljSFRY1rVtayugl6VJFmFb20pG8ciW1aYyNHasWoSqtA4SLyJqJoLIs8oZikbH7BcvLcAHN3gY4dtTOEoPiVe8/yK0CnJ0VqfzBjFOc0QbMzWFB0ClLb8GC+yWa0ZBwt+TPPvbIOYn5rscPpvIdSYY3Z+ouYaplibuWYDYd6p0eddzkC9kYz4qSRoIY2TGLZJBwXfd442IVHGTaA63ioDW8e7vDZ2++S7DU8mQ1Y1RGJadjN5ljt+Og4p2tLDvIhB4sh0zxlUnf466ef4SPXjvmndr/CyCypg+Vj42M6uhRqXlDsZHPulztEyjF1GU/yET4oqpZNUzorG0ods50txXdEN0zbWYBzWpwya016rihLS7nlIDeQOm7eFIisedHwhY/exp0lqHGFX1majkXXlmQqASPNx5YcnQ75uelL3N0+J+nU1JWl9+WYYjai3m34h+8+y85gISlO93s0OxXjX4/bgG/Bki9f8piNEt3ywKPI4b28Nu9dqzLmzfNtNrsrEtPwie1D+rZg3qScj7sc7gyYvL5B94nE55krI8V2PrRmJbaRhCKcawVvV114ezpVsM6clcaHNQQZNLj4KudWke+l2OX760T4AwWhfAfrXwT+3+2/ryMF/Wq9N7z4W0ONf+S3+mHvDTW2gzFnn+zByz1RTHYkEdyUjhAZovMl9TAiWkD/LUPTMQQdUWx7Qld8qO2gIs5qolYMEVtRnKW2wSqPRzDBd5dj8joiAKltGCcrOrZiM1mSGZno117yDS87mXQg46cdzWKZ0kxj3MlVOyFdg3JQd8Qg6yr9xxZBjLAyjV15OscwX1jyPS8ByWeGVRPTbUUh/ahgI/ZrGteVxL3xhl5U8uL1Y1JTs5GJnLrf4sWNNxTOsmo76YenY25uXTKIxYJ2O57zuBjz1vk2w6zg6MkYtbSYGiYfD7BVkkaOKHJsdldMVhm+Now2F1S/vkHy0PPujQ0ufvKEjUyUsDudmieLIas64918g5UXDPeoGLCoEy6LjLo2eKeJYmFN9G7OWDwekESO4jyjMxOYoH7Y5eFxh3cbRYgC8faKcp7Q21hR5DE7GzMOa81ovMQazzAtePDFGxxv93l54wnP9M5ovKEOGqMC/+A3PkZ2fcGN0ZR+XPD86JThdk7jDSdlj688uc5/6T7NH9/7OhtmwUa8ZO4zFlVCLy7JTP3UTEo5dpMZpY+4rDMKZ1mUCdvdBYsqoWrtc0HEMQeLIS/uncDeCbMy5d2DTZhZYQ4BZkfsIE7yPqWzvNjCWZNVxt6NOTe7E85/tMvj+YhlGfOT1x6uN7PD1YBRb8VmtuLsj3eZPtggOTGETUUnqvBBsQDiTs3kMxqcQq806ZnkZY6HS6aLjHqaCK1ybghJINlZYa3AWFp7amfk5KTk5PTw/A47wwWDpODu6JzrPzzl8hMZj0/HhOOEaK6xueTJip1EK3bzUoyv/E/WHe/VKTR889xJu6si/p7oNC+nkSZVBC15ovzt37ZOfefrvy8FXCn17wAN8P96f54O3xRqnF67GZb7rcGUkZ27STXKeXxiqLd65BtWhDiFYMzZaWD7K558I2K1p6j7BhfDbNigMke3X7DZXWGVxLRdFefcRSxsQtlYZlXCvBxLdxign1SktmYQF6Sm5uPDQ14YCI6eu4iD5ZAkaqh6hnrPMJ1mMldZWuJz8TyJFgpTXuF1cry8ujlR0D30dA+hGEOxHXj9ldu8fWtJc7/H+ONnDFMpymUjiksXBPt9cjbCTRJC4lClwc410fMz/mcf/SU+mT7kPz76KZ44y1ay4kd37rMTz5jUXe4tt7msM758dJ3lcZdpt4PpNPjCkN5ckEQ1k/M+1TeG9O/Dw891iYclamnoXKvwn5tgf6LkelSx25nx9dN9Li963L5+xk/u3uPvHr7AV46vkUYNVWNYrRJCUKjHKcEGdj9+wna2JG8iulHJtLdkN5vzTneT2VaKBvxCrBAGfaEkfHTrmMQ0dE3FO4tNTpc9QmlYFTHXN6b8qzf/Af9l+hm6tuJOevaP3FsbP7Hk7zz+KA/ONohbpobW0nnOJx2itOHewTZ/377I58YPWDYJf2/xIs8Oz9iKF9xJz5g2HcpgqYPBocldxG4iHOuddIFVjtLb1orXsB3PGUUplbdcFhnPD0+50z3nVv+Cy0rUi8s6pheXzKsEqz2xdhzMBpS1ZXXSZWIGPNoeAdBNKvI85sFig4tVhlZQNoblPGVyf4fw4hIyR+fQ4M/6vPZygo4dygbiV3rUtx12o6BxKeWmx27mnD4WK+ZsKZtTeh74zJ/7Gr/w6kchQDooyZKKG8MpqamZ1ymRcdSVZZqnzIuENK6Fltidcq07ZXUj5njVY56nLJexwIltsEcopNXWuWwgIZLYNF3oteAq2HYw6RS6kqp+BVNewSo+gWC8uGrG7w9w/d8bIY9S6l9Ahpt/uE3igW8fasxv8/Fvu66Km9Di5Lg1fU6x2u2x9bWK9GjJ5itL6s0uZlVRbneoBuJzncw9oGlmws2u+hHaRUDKSTzCZYF7WcD3HMmoYGe4YCNdMUxyEttQOcOikoI+WWU43wXkGNzvFMTGMUgKBnHBje4lL42k+3VopnXGu4sxsyIlvxbhvWK2igmNxkysUNMKcSW0K9UWdYFd4nkgWgp85N/ui8XtvS0Of2ZGbBsmJ32i00iOmzdyOl/sEM8CLjb4GMqNwP/g2a/ykeSAX5i/xEa85Hp2Sd8UrFzMvdUOx/kAj2LVxIw6OckNKdZR5OjcnrD80hbOQbhb0nQD5VgzeC2iSSP0p+fcHVzwlfwaeW15ZnhGZmp+4vrbfDG+xfXulI9kB3zyuYf83PnL/PIbz6MjT7+XY43nUgWsdaRWFIuprfnKwXWKRczZuEsSNRSrGGYRulBEc00RMuwKfrO3QbHXcOfZYy6WHZl79CuiyPHwZIO/XPwMzkte6HHRF09vU1O4SOiXjeX8vIeNHVVlqUtLqDRUGjLH9njOLE9583Sb14938F6hFCgViCJH0xisfUrXu/r8/nBGpN36Maz2GO15dDZCKYjjBu8F1/+V6V2UAucUcSwdehLV5LW8FS8Oh6haoyqF2cuJJoZooVitBvhhzWo6ID3W3D9IceMGPbU88/ITfG/Jk/vXqY8z9p4/Y/ZHUpKowSwynt0946jfZ+VGqGHF9niO2ZixrCLSqOGwsvjYUMVCl13ehF/4zY9jFprsRJPvWsqtCKUCZR1R14Y6l6ST5TKl38sZpzlWeS6rbH1yvdG5BGgDtWNmdcqsTFmUMWVtaRrzTbh8aHGWEJAO+ymxSoq6u2IRtJafXj2tuO9Rjn6v6yoM5vth/a4KeMso+V8DPxlCWL3nU38T+M+VUv8XZIj5PPAbyK/5eaXUXaRw/xngf/g7PY7JAxuveaqeYnFD4ZLQCm2g2LDouoOPFLPbEdlFTN3R1B0wXYOpA73Dmqajqbqa5FIScVwik+x4pugcB6qBpdjsc5L1OUoCTdejRhWj0ZJuLLBE6SzzMiYynstFRl5FTPIuF3GHJJIhUGwdvbhinKzYSRb80PhgjV+fl10uig611zQ7hqoxWOOoGssij2lyiz2PsEu1dkGULl2eM4D5B0PyIWRO1Kmr/YA/SwgWyg25piaDasPzhfPb1MGwG814e7XFwBacVH1Kb/lo95DteMFp1ePN6Q4vjk642zljej3jv33n40wejFEDD9sl17emHF7uCA4ZWk+Yz/f51dsfQW2WLJZdXteB05MB//Jnfpl/cu8tvnhxi//9l/8En735iIuyg4kdzSzmstKY2BMnNVVlOVt0OZgMiaKGYpZgLiLcGwlnHylhYVGVIr7UdJ8ETB24+JgIpOJxweUqY7GQoTJpTZ7HaO05Ox5ArZkEOIiEpoYK0vk54cyjoJ5YiYJbGpSCz/zwW3zx7dscnQ7xhUUlUqR9aYQ9EaCMgvwMHWTwaPy6q7x3maGMl8cBlAly3YWFALW1EBSh1phuTZZV9Ds13VhcAedlwtnbG4QoYFaaaKZpskBzkRL2anb/G8NZbCh6Ct91ZCeK1S2PKgz9+5qju332BnN2fuSIg/Mhl4sO9btdCg1hLErQzz1/n9lwuvZ0L52lG7MWIfntiihtcPe7oCE5lo/XvYCqFeYwYfE4odqt6W7kBC9MIa0Du/05vajkGyd7LI+6bNy85NnxOfMmIdZurQPYz2Y805MN3+BxaBqv278F6mq8aeX8av3v98r6r/79Xm96kAzZd7/LOvZbrh80Hvi3CTX+i0AC/LxSCuDXQgj/agjhVaXU30CGkw3wr4UQXPtz/jzwdxAa4V8JIbz6Oz52CGSnFdkpeJtQDQQHVx7yLUXdjVu+qGBhVU+RzDz5piaew+JaJFhbLaIZU0pg685vehHRxIrOiSOea1Y7mmqoMLkhfSOj7GasEmh6gWbgMIOKbqdka7CkG1U0fUk8X9XROtPxaNbnTHe5bzZxXmGNWH4OkoI7g/N1xmET5MatvGXWaY+jNwwXyw5VaWW6fxETTzTxVFSa4uOhUE4Um7qG+NKsZfzFnie+ueQTOyL+SXXNWd1j1cT8Nw9eYtzJiYzjL+z+PF2t+PnVLX7hjY/w7vEG/jnFfjLlp26/xeeT28Rth/zTu69zf3zML37hJTqPDDhhsYTEo04S1EZN4zTP3Dxdbxh/aPtNXh53xTcaxfP7J0w3Ukm5cZpeUuGCohPVDONczJicZqVguRX4Uy99lc8f3WVZxOSjlGLPEGxA92r8LKIXNyxXCeowpfdEEW7UdOKaqjGYXsFk1sHNI/AKm1ZY66nKiCSt6CTydVVtSVtr4umswyv3b6HPYtITzerjBb2BQDYrnULmBA7Tory1kSOKZOA8ygpGaU7lDEUTsaxiMZ2KS651pyybmIPFkLNZVzrxqGGnv6BrKwZxzpPliIfHm4TTRGhzlbCbdA3NzZpkUNJJK5781AizDHTGOTdGU872OiR5QnmWsfiDK2KnudG95HA1wM1iQq8murnk+saUZRXLNTvDnd4FpbNM65S8iViUMc5rkqymPOlQzyPiFpd2qWDULguoRuA+u1AEE5HPLb7jIPbgFU/skKIbkUQ1bjsnL2NeP9uhm8gGVTVWXpdCyk2U1WyOFiRGNsrM1qSmlqQh7f+R8JC4DdRuvCGxDZmp19FyuYuYVuk3JRR9r+v7iUaowgdYNtrduhk+9RP/OsmkxixrcIHlnR7lUOON+JTYIhDPGprMML9pUB6yM08yaXCZJjmXcfjhj/bWfNKNNxxNIupIFWTIOLurKV/M0U9SNr7Omt5UDRUuvgpChmoYaLoB33X0tpYMsoJ+XK7hlryKiIz4VDTt8TAERWRlgHr1Bh+nEppr2m7ovOiSN5ICXzUGpQJagdGe6TITa9ylIZpp7FKtcbqmE+AjC372+a+xH0tgwlnT51Ex5h+++yxZUnF3dCFp4LO9dQf0tctrPJ4O2ejkDJKC53sn/NTwGxQ+5rXiGl+6vMm/sP8rfDo54U9+6V+mfmWMXYl8efqCJwxqorQhThqGnZyDJxts7015eeuAgc35s5u/ylHT5/87+Qy/8IufwuTCeb+5PaEbVQyigsQ0HCyH3PvaDaKpprxRoVaGkHieeeaYzNYMooJZLRvAyaIn6S2tarH/aszi5YLRaInRAaM9ozTnjTevM3jDMnupYu/aBKMCG9lqnVyTmpphXNC3Ba9N9zicDqgqwWVvbk+ItAy6T5c9qsbIYDtq6Cfl2o/9/uUmANYIrTEy8j1aBRqvOV92eGZ8QeUFivNB0Y2EC9eNSjq2JtENx0Wfg9kA27JANjIJSPaoNSxTO0MnqoiNY14lLMoEaxyNMyyL+JsYI1cwhDFeoB/j8F6vxT1VGUnASFCE3Ijwy7VD91wYVCFu8edGOOlXg0PdtEwRLV+jC41PRRAkXxCIOzWmvZarGUNZxLgWqlK1Jhjp6kMkjcnVyUggkbDmk4fEy9dbOe1cUS7xilBpTK+Wb/OK4BUP/8f/9ishhM9+LzWnt3EzfOKP/M+/o6/9/P/nf/k9P973uj7QSkyAxb6h8yQXSzpoi3VEUgTiy4ZybFlci5+m5DRQbGgW16Vap2NDOdBim7qCZBq4+IhpPUS08E3TgE8C6jghniq083QfVdR9y+VHtXCTG9aKsXiq0KXGpSNOh4GjLBBsEM/lUc5Gd7V+8+V1hPPiqLYqpRtaFAlPpkOMFhVbJ6kYJgV73RmxdhTOUnm7xuF7WUkvK7HGcX7Zo37YwUeBay8d86euf5WOrngr3+W/PniZB+/soFLHeGPBrY0Jf3rvy/xwdp+/9PBnOZz3udWd8If7X+ZWcs7nk2epvOFmNuGZ7JQIx6adMOou+VTnAUuf8Ddmn2D+aEDWiHnQ4uWC2/vnPLi/Q2MMTWlZXmaYi4jTeswvnvXZ2Z7x57d+iUtdM6vTVmUXUE8yHn0k5bN/8E0OlkO2sgUfHR3hf0jx7tkYddQRgcZOybKKefTF60TTK4Mx6QxHM6gGUG76dWFxXuM8JFHg5fETfuafeJX/dOfH6GtP4wxVgKWNscrTBDk59aKSJhg206X4kKsgmLyRDq9rS+70LjjK+1Te4oPCeQkiBhHEOK/XP39VyesMUpO817x9sYn3iqYxaB049T3Bd4MUKu9ko46TmmVuCF4xmXbRxhPaYqYUeCchEdq4tamZMSKJD14RnMK2eHpTWpT1GOvwzuCdFDsUKOvRVoLCrW1wVh7H5xYVO9wQorTBOy3iHqdxtRb4xylBkGJH2kryr3q/upIykmYVIQg9sp5dqW/kvaIB3xNfcpO0WZ/TCJPL+wuewthXHbCvhXUST6ywVbQEJGODxPxVRmA0ICQf+oF/4FbQMtRrehHTu4lI2Q1rKt5qN6IcKqIlpBfSKlR9xWpPKEbKQbmh8SagG4W9CDSp3AQ+BhfLK+XTtgDrQLkBc6+pOwmzZ1o/jNYrJd/3+FTEJmah1+ySZCI3mq4NTRbzJB5QDQN6u2BrtGCzsyQ2jkh7SmfWqS0AeRWxKBJqZzhsBuujYRI1ImSxDaM0p3SWt59sExrNi597l5fHT9iK5pQ+4heOP8q9w226vYLdmxOeG51xmvfoRSW/NHmBv3X6Q/ig2O/POcr7/HuTP8m8jFnmCf1OyWne42G6wbu9TRqvmTUZN9IJQ7ti5WN+/LOv8Sv3niUExcduHbKbznnUG+Mrg4kd2ng29ic4r5mvUoZJwcNmwIN6C4DVvm/dFgO921Oe655SOcONziU70Rw/VGS25nzYYV4keK/Jqwh1d8laW+Kki6zbd1cSOepbmn4s9qa1M6zKmF8/vcOP77zNdn/ByazHoraEAGUdrQeJ3iueTIc0jf6mwVloTa18W7Su3skhtyinpBMEYUpcDdF0WOPrKvGgg2DdqcO0OZohQJlHAvc1WrpIwETSJdeVqCG1DWvJ+1XRz5IKo4Ok+3iN1l6EZu1qnKasBXZzTpH1C6zxsqm5NvO0I1+fxjXb3SW3ehNG0Yq35ju8ebpNGUBpiJOaNK4pKhlYmqTGqPBN96TVHvct2aimK6eOblxh2+rbbAlLygVFXokK9OpUeXd0LvqDRvQNISjyJuIyTynyGG08WWvGFVlH3UigdtXIe6fIY9zCwtISrLBTVPH+2MkKBv79U8E/0BBKtnczfPRn/xct4V9hV3LkKseigvSJSMO7h6LMqoUogi2k0NcDMQkyFZTjp54Kghu3CsxVayzVFnFAOoIWWzcVJOfiabK47fFJQBdKMvq6npA5VOzlTXsRSUrPSq2FEk0v0PQ8IQrYgbjLZXHNsLX8LJ2l8ZplFeO8IjKeeZ6QRA2duBZa4zLFNYaP3Tjk+d4JpY94vBrxZD4EwHm19qiwWm50AKWgrg1NbRgOVuRlTHnQJWROjs6VQm9WRLEMYveGc2ZFynyVMOrlpLbhWnfKzc6E0lsab7ioOuvBkg+qxSfl9zarUypn2EhW6+Dc86Ir7AVn2+eqcUGhgHkhKtmytmgdqCqLawy+UQSnxf9cB7JuyUd3jmm84Y2THYp5IsyRq1u3fd1QAZ1KdxdaFoOOPL7WhMpIsUWGjFdDSGMEc1U8hR9caVC5QecKn7U+M7H/JkOoQadgmBQi+GrsGtf3QbGs4rWtampFybmshQ9fO0PUWgQkplnDOlce26lpiNuPp6Zh1cQUztJp80h7UcmsyvAoYt2QmoakleyfFV1c0CSmoXYGo6WQX4VzXK0rDcG0Stf3zdVzMsrjgiavo/VzUyqQGAlDzhspxqM0J2/EbbBoLLXTa2VrWcs9fYWB+6CYLiU9qmk0m8MlqRUa56qOGKYFjdfE2rFsNQupbdaQ06PLEeNOTmprQlAME5lRXNniruqIqrF86U/+e987hDK+GT75h/6N7+hrf+W/+l99CKH8TqvYUERzSCaeKJcC3jkLlEPN9FlN3YPZbeGP6loKum/E8F018p5tMnBJWBfw5EKJV4iV1B/dwPKawkfiPKg87R+Ft+L2FxroPdRUA4Fi0vOAjzVV3+DSK9lvkOfhIJ4FZnfl8exCi2ITS0mHQsPRloetksEgJ7IO5xXduGaap3TTiryKmBWaUVbw0u1DPjt4wEk9YNpkUkyDpqgtvbRklFWsrrwujKPfcooPJwNcYzDWsSpi6WI3S2g0SbcSJ8fGUCxibOKYrDIWSwl3KGvB86d5yjvRJmVtscbjA1TN09smMg6jw7o7UirwOIwAaWSc0+sk9qt1xb2+wmZlCaMhGAcYOsMlt0aXPNc/ZT8Wo6SOrvjp7W8wbTo8LDa4N9tmssqonSGLn/pBG+0pqoh+WjJICpZ1/J44uLAuWqUzNO2/rza9qrbYqMFnmnqaoCpFtFEyGqwYpzIILp1lnKyI9dPBWdVmSvqg2O/M8EFomrERwdhuOl+zKwAJozYli6vBDKJFSLQjdxHDqCDSjsobRrZeb5Y+aLbTBQBdWxK1w7s6GBLdrB9jVmVo5amUvFazMqVoLFlUUzTd9SnQB9a/g05SkRj5ed1IXAdXdUxkHPMyYVXLfAfgIu9wucooi+ipF4pX7L1wwJuPN9ALw/KK491CJjiBw44u06uXHOUUp1YGpaHboEwgrCwkDm09NnYEr1itEtJMcnGP5n2SdpAct8/H6A954B+4pWvWEWXlWFOOIJl6yqGh6T7FRV3aWnQWrad3IwPOYqP9fzuUETWYIrkUn5D0wlF3NZfPm7W8GNTTpJy2s/ORmA0ll55oLhP5zlkj/uRLiUaru7TRXa1fQ+6phobldU9IPPUQ6RSv3AIrhXmQUpYZZYvDT/rSqaPADCr+wJ0H/JGNb7Bnp5y7HtOmIx1eExPrhs/tv8t52eXh5ZjaGZKopnaGvJYjcBw3WCvHdKvlb6MDzov69ErOvioSoqhBqUCvK0dwrQLLMqaXyhDYGuE2d21D1JGMxytMeZ2G3roDRq3JlFZPJdm6ZRtccaWT1uckbYVUizpZH6Vf2jjkhc4RpY84qfq8k28xinJqYyh8hA+K2+kFn+q9y+Nqg79/9Px6iFg7YSoM4pLIODq2YtRmUlbe0HhDnIg5U2KadUG+zDNhRMQ1qyrCe026V60958vaclT3KdtTwrtmvMaprRUWkms9XLQONLVBG08cNzJoa10TvdctjdSTtewZ5zVZXK8H31fspbq1buhE9TpKTWYqiqqxGO2xxlHWESGILcQgLdvu3xEbsUBo2q786jQwjOXkcCUcuprXWCX2sFcnLGGFFPKaZm5dLGUzaQRK0X49KK2dIW8iXnjmkItcfHLe+z1We+r2667mP1cr0n5NaQTWg/yohU5CEFZX43T7J0YpmDUaa8WM631ZIXxfQSgf6AKuPIzvNZQDw+K6wBnLTIsvdw7RLFAPJJT4ykBHcGlY3BQ3PuWk4zZFoBwLl7juCRyz2LdUQ+nEBfoQ6mI5al0DW1jNRxJ23DmF9LIhWjTgAp17C0JiKXe6LPdjcdJTcmrQjSE7DnirCUYTzSVNpNiVQY5LFG7LYRMnSsrUYbOG3Y0ZL45O+HjvgGeSEwof8aDaYuo6nNR9lk3CqomZ1wmVt9zpXvDT22IpU/oIh6L2loVLeGe1RawbEi2sGI8SPxGuiqqnCaa1aJXw2tLbdWcXvSfoNncRDs3Yrii9XXd8dTBreKX0lnmTrLtFYH3879mKi6rDed7hbNKnmUfoTsP+9pRZkVAUEfUswcwNyScbam8Y2JxeG6a8bBIiJdfRMyWprpm6DguX8OThJkTvKQadCoLCRk78R1pGRggSUuDbsIKiiOh3Cxpn1tfZeN2qR+VnXW1cVz44SdyQt1h6p1OwzBPqyq7RnKbSaHOlBVfkq0TwbR0oS+GD+6CogMUiXUM4i0WKjVr4J8DpcghKruW4tILD1wo1qgReshK2UGJl2Nhocp8wKQdE/YqmtGIZy9N65Gst91utpdNtNKHW6Kz55s/pIKKZ92DtV8wPnTXCATeB0HbUV59XxvNokgm8lXiirKapWjjPBGwk3XRznhJ0IN4sZAj7bgeXCaRlt4QzrnQgeHkNvRfRlH/cwceBeG+1ni24xgjs9n4VcD7swN+3ZUpH740J8W6fapCSnnuilRjhg5jfJzOFN4pqoChHUnRX+1K8g5a0Gt0IHq5r8VLRDczuGJpUREFXnXO8CNRd1p4lyol4JT2HeOHoPl5RbKW4xJCcrFBVTX53TNXX7fOVIOKqr6SYe0VyEXCJ8NfjGbiOxpUyAK3HCpU22KnGF4psc8k/d/MVnkmOOW0GvFHsU/iISDkmTYfGG7pWOuJBnFO4iHcWm7y7Gq8Vh5UzxMaRGjGrWtTJugubFSnWuDX+bttj5xW+umridXe1rJN15+a8/iZBhfOa0hmhQDZ2jcHXtaEuLUoLbtqUBrWSwqMrhS7FmdFyBVtHnFiP95rdzSmb+yfc/7lnOLgc8NHhERd1l4u6y0a0ZGAF9xzanDoYjuvBuphHA3n+uh3+feL6Aa+8+gyNU4RIBosmc8L8qDXaBnHgqw3X92e8+mhf2B6NDEiW7SDy6siPCVKUrgaWAVy/Jo4aymmKijw68mSdUlwcnwwIOuB0eKoWvPpeBaqWv3WuqfsOlTUk76RUI4/aLfDnCbpWDN9SLG5GjB/KIH32LPhVigrIXGXbUU0TVOrQJhAuIza/qilHEZFtnScBt9GgSo1daOyzC/Q7GdWWZK6mbycUO5JKFU0S9CcWDLoFRnuWpeD2eR7T/9UO6YXn7GVL8vxsDYPVtUVrsW/2b/fY+WognnvqrmV2J6Z+oYJSM3jNsrwhEOjNX3H4SHH0uS4hCnQPFE1HCn1OSug61NwSzRVlRyiL2YFhcN+z2jXMVWdNfUzPWobZ++hn9QMl5Pn9XvVOj3wnbiPJAnbpiBY1ygWyA4ePDeef6FGOBSqptSKZQJO2whcP5VBk+MmFGOanZwXedlhtG1wmBbzJYH5bhp5XWHo6Eb/h7LQmnhSo2hHNDSiFjw2rl3ZZbRmSmaf3pGK5H5FvSRp6tHi6IeR7IpO3hULXSnwfakVIhMHxYz/1NT49eEiqpKv8/OJ5TqseyyZBq6u0cM0okiKWmZoNU5G7mGFU0LUl5reI0i59hNVu7dGd9yJqb9Y/50rivBGv8Ch2kvk6+ixuuexXfwon0EXHVuvCPy0lKWdZpJR5RJjGmKVeq0hNW/DXSmcVcIm8O0wlb0B3mKFrRbQ94X+0/3n+ne27uGVC2UanXdYZj3LZoHaTObnrk/sYqxzjaEXPFDinCecJ6ICuFK+Ut4nPxFogXBdHxuVZB1W0lDUHdc8Tnxtej3ekE9VBhqYtdU/HFd4ZQkAUmS3/GCsKTr+IKB6kdD8+44evvYsmsJ9OKb3l5+qXaO73iKaKwUPPxUsKFwd6jzTjP37AXnfGok7EjydZcrdzxl+N/gActdhwv0FFnllIMIVi+hxEc+EPdg7lnl7ta8Kmwl5amhGoC8vW63D6OYedG3wSSI81yWWgvIxYPVPjALeKYOCJTw1uUJHfqqFRdO4b+o89p70uZ9sxem7xmUelsvF1jh3x3DN4xzK/ZakLi55G+EGDWojYaucb0DsoCVq1g3xLtIgZ3q+JpyvK+zHZcQ7eU41Tdr9oRWhXOqqhoXNU0XQNq60IFSBatmydMmBXJS4RF8LukSJaeOquJp7XLTFB8eb7VHM+7MDfpxWMFIDOQYEpY3QdMLVH5zVNP2HxXJfVjqbu03bMUoBdDP13RXafb0kyvI8C+S40nYh4JtBJfBnoHgYWNzQuQzxULoSi2DlxuERjSonBEtoYoBTlRgREVD297tbrvln7bgcLLoM8kk48PWMd4lDsNiiniPYX/E+e+zIfzx5TB8tp0+es7nNed5k3KbmToWTjxFujaCLenm4SaU/lDJN5h2oZY08impF0U5wnhFG9Ptrq2NHtFTwzvuDRbMhiJQUijgUfWB70wbUcWqdIt3P6nYJFnvA//civ8quTZ/jNLzwHOyXGOoLXcpRdWszCoMs2cQiI1i+a+u3fAa1yNDQy8I0WiqYbOF92MATiS8VqQ3OcS7rPfjrl9uCCVIuV7NXQbuVjpk2Ho3JIp1uymEeiDCwtnTcT8uuOEHusCpLqHuQ6A6CXBjsTk7PIBOpSTlB2WOIOO3gTCBsVSgf+uY99ib/xCz8m3P9GNvZgACUb9WKScb+3SS+WDNHUipBl/EogmUpAQzS1qA4kk8DhF/bZ+ck5rz/Zo/NKxldfLtj6xIJ+t2BZZYTHGXQ9aqkJ1wuxSDaBomcZvmbZeL2iyTR11+Le7JJcQPZVs240lItxiTQf2VlO0IomNawOLdPnxCCs91iRnXn8G6kYrClFclmhXOD6P5DBvG4CrXqGYKSIRrOK/rsQ/82MuqPaRBxLOnEytykqoqM5vpdQj1J6D5ekFzEuMTSZIRhY3uygKzmVBq3ofeMMNV+S7W5A44lPA7rus9q21B0tj50E6q4WNXV1FW6scYmisJKHOXw7/3Z33He3AmvNyffD+kAXcOUC0dEctVihq03qkUzsL14eUQ0U1aAdYibtEDOXYl33JNXDx5BMoPOOZ7WrqbsSM9Z0ZUCpnKIcqzYmTdrE7NyvO/26K+qBoBTVdiadRd5gc08xttgy4ALUmSa/3So23dP0nmIv4Lqe+Mygayj2HR//6CP+2PY32LALlj7hfrnTFqOMxhtmTcJl1aHxmuNFj8l5H3URkVzo9dDWFpBVkLUwjz+2EGybxZmIAX4dKEcx5Sjl7DMltRMjptUkI92qcV6THomgqWoHp1p7tjpLJtMu/7/jj/P2q9fYeFVxsaFR91PpTN/7ArVUS2+fGu6v2+0rT9BvMRlSjfy58n6mpVxfsUiCBlUaXhoesBXNMd9ynvVB41Bi5xrN0LHno9tjvnDalWuoZPOyM43rKLiw9B8pVvtyfE8m0sHWfaiGHl7tw34NQTHsFZzHGcmJoXIJOlf8vfHz6BsrSpsRIjnKE2D4jmd+W5M+jOEmvP5kj+4XMrI/ekL+sE/WUUQrmaX03/UErcjOGkxl+GrzItuve+JFQ7RI+Lk3fhTlYOeew648Nncsr8WsDoR6l515dAOd4wKzrIku4eZjz+pGVzaIhcMWDhdp4qWnsJrOYYGuHD4yRE0gTRT1oaUcC6W2HOpWvt++lHdjtr5W4xJNtLhqWgI+0rhUU4wMdSfDFp66o7j8WDtHKeU0Gs3k5GVe3mH/l+ckBzN8GqN8QNcSh7jcNeQ7ivEbjuWeoflDU44/t83ur2/Rf7Di7IeHqJaAoDyc/YmCOKnJzzpgAtk4p6kNafb0FBja4fn5KoZ/+D7Vne+f+v3BLuA4T0gsxc19UdguG8yyYvy1Cp9ZDn6iK3zwqFXi2qsgBUn5Vh7qrryJdl5Zsbyecv6S8L6DEU+R5AKiZaDYUlSDwGpX03vi8YmmzqS411ksA9I60H/YoBox1QfFck+ojE1PnNyCg2LPQa9mNF4yX2TUQ8U/+dxb/OjwHgArn/C4Eq/sSd3hlw+eYXI0QBWa5Mzgo0C17ejds4znEk8FcqIIRmxpXaIox7JZRIunXstN92nIazmWLvfgzW0Y1QyHKwbXJyyKhOV5B70prBeVSVdbFjFvHUp+4f3jTWHK1Ah++y06iasaHcx7ivHVunoHCLlaDJ368rcpBUO+4uODwCmzZcr/8+DHpKN30DfFuni7bwk89O10uUZhQmDVxKhKo+eKZuBpBoji78IyvCfPITtR6DrQPXI8+SlQ4wpOE3QJdiqmU9Nhtg7RVY2iHjumy4x6FUHPkY1zVllK5+2YaOVJzxTLfcWjb+yx8VVFMnMs/9sdxmWg6Qgt1UVtp1p6lA9EK0//oaIcKuqOoe7L62Qqmcv0nijiy4rOcU0xShjfq4guS/L9jOV+TOdY/HB05USVnBp8LKIdH4nFRN1XnL3coXvksbnHJYqzj1uKFwo+cuuIjq1aaExSiqr/YpfOSUP2aI4byoxn8kJMNVKk5zLAN0Wb8eoUq32FG9dQK6K5nL3cR5fEWUXdGN7Z6XPj7yWkxyt06ci3JERi/FbJ+E3QpSOZWGb5gNhK8Ik5mrD5NUU5TsgOlwSlsEUPHyXszhxBQd3vkZ7XLK5L9F5yKc+tP3GUA8OD76nYvPfm/v6p4B/oAh5iw+nnxpQbio1vNJi8gcajNFy+MFh3zusIJw3piSI79ZRDTT0Qfvb0WU2+2aHuCdvE5G2RHwbqvohy6n7AlJISUnUV+Yal3JBi03SlU6mVohhntAHnNB1hrvg40PQcLlOErmN7d0peRYw7OT9z8zVeyI5wQbPyCXMnMMZJ3edXj+5yejwEpzAzI122F1ghvbCYPLQ0ym/+vaz2FOHlOc/vnHK66pL/rV1sARAIphUmda5olQG70vg6ZnGUsKqFSpkG2g0u4JwV/4vIr+mFAG7gmN+O2NqcczaJsct2IPfeAhzaE4dtu/EkYPJvLrghyGPCe75PPy3gQQXqi4xX59cZX8pmCsJtjr6NSZFDChBKRDLRRGNXCruS1yVoObJLShLtPaIIxsgx6TRZe37078Pkkw2qMqgg2LxdKbQzJF8bwIZ4ztjXBvBCgynbIAEDxY5n9Lpi+E5JsRUxfFDTpCJdN7knmTiClvuoHhiaVNOkisUdwbO7B56N1xyTFyJmP1Sx+KHAzs9npJcOUwWKDUs5NOgGNn7tCLfRoxoleGuJpxUu1pQ9QxhosU3uqfVmPnnBsHzO09+e84ntY3aSOaW3PJhv8tbjHZhHqFqx7QLdrz4B51BugO6ldE8supHrGDxsSC5qiq2YaN6w9xuO+lVDcllTDYRG67+aES0TofwOA8u9iLrXRzeBciAbbv/rl4RHB6heF333GoN3FcvdiLqj8Bt99Kv36W6MCN2M0E1ILyrMrCJEkgEQzyJ0UTMsHPPb8j5KLx0uVtjigymlV0o9AOZIRnATQvisUmoDCcG5AzwA/tkQwuR38/N/V6HG7/ncvwn8n4HtEMKZEmvC/wD4E8AK+BdCCF9qv/bPAv+b9lv/9yGEv/Y7PXbdFYdA5WD6jCXeNATToRwJq0PXkB2DS5+qMIf3G5LLmtHrFSjF4z8yoBy17JK2A0xPBOf2VopdvhskMMLJrh7lgWJTLD11LR1UuSES/Kti2vQ8DGu0DWyMFjivmM47JEnNXm/OT2+9xradMfMZF02PuUuJlOO87vJLh89xfn9MdmDotgVQREVPr33d4bYG99EqYGqJYlNOYawjbyLuDi54448apl/aov9Q+O0ukQ3JFgpTKupI2Dh1qwo1K018qWk6ImKKri2JrGO1SrCRWxfwqqsoNw22tuitElbp2kgK2mH9e2p1MK0lQTu7CFfKRy/cepS424XEE/UrdsZzbvcnXM8u2YoW/N2TF3lwcFPis5RHK/9N3fdV5/2ty3kRcrlUTmOmFEjHxTB/xrfH/MDzn3zEW1++SWdfhDBGe/L5iHyvHVBexoTUUQ+VZIY6xfyuJpko+g9g68tzNl9NcFmDixTJpWf31xSm9qj2pBG0FDTtAt1vHBHiiNXzrfHVymNXHlMabC4Duey0xuaO7qFhccty7R8G0osSlxiyC89qS2MqRbzwuM0+erLApJZyM8ZlGast0TD4SGwnTATzZ6Dz0gWf3D4ChMp5tBzw668/Q++NmOwksO0gXnhx9ezA6qVrdF49RJU1fqOLN/J77D2pZGOONdG8EfHawGCqQPLwgjhL8LHFpxZ/hXW3c45yoNcZmT6C2cvbDEKAyIL3qCbgYnCp5uzTI3p7XTqvHsLBMXp7k7o/xhiFPb7EbQ/RRU0wGns6pxtpJi8mlEECU963ohuubuz3df2hEMJ7E0b+AvCLIYS/rJT6C+3//63fzQ/+3YYao5S6CfxR+CYb3j+OeIA/j0Sm/cfAj7Q7zl8CPov8el5pQ41/+10nQOfYk0w9duXItyLOX1JtKKoiPQr0HzfYXHjZp5/qML1rGT6AtPZcvtDBpU+bxqDAG+GO130lBaxWKC9qT29htatY7Spcp83fa7Hyq6inesMRjQpGnZJOi9tqFRilOf/EtXf4SHZIqmvmLuOdcoeFk7Tyt2bbHMwGLI57pEeW7Mq2MxEVms0FBrErKEcyrLnK57tyXfRWCkT3ILD8jREPPxFxmAxEDXe34GIQ03kigcZ2paSgSRgK1YZDVcLCCBryGw0EyA4sdWWFV4sYEykVZNinPXVHJNYbowWTR+k3QSlXzJKnNwXoQtSrwYY1PNMZFOwPZ9zpXXAjndA3BVp5Sh9x0XR5tBrTMRWTIpPO3MCuneLRLP1TpaJRNUWI1oX8aqjZi0tOXMv/f6EmfRyhlpBfd4xvT7g4HWAmloPZgLBVEduGsrZUtaUeN+KbU8mmZldC8TSlIp7Juzk7qwlWsF5bOIIVSEE1nqZrCFqhKo+ppCnQTaBzWOC2h+BCy8qQKMByHFN3Ff1HFbqRr7dvPGL8uEM62SW6LHHdaH262Xw1J3p8Tn19g6YXUd7cwcWKYqQIRjQMujUaO/+Rht7WkvD6kMvDAV/xmvL1IZ0DifQbdOU+blJ52YpNI6fJANNnIoqNm8RzT9PRdJ8U1P0Ikzf4xKAagYBqGxMt5YRbXRsRvf4I0+sSdoYEban7hnxHo0sZfHbOHfG0YbUjMEqzPUCFQNONWO5H+Eji1aqBwp9p/EafsD1CL3Lii5ymF6N7HVCKYLU8F9/OBs79+vQd9PvDA1fI7O0f8/pZxKIb4K8Bf59/XAX8two1bte/j4Q6/Nff8sT+szah59eUUiOl1H77ZH8+hHABoJT6eeBngP/it3vsaOFILj2zW5bsQlMOZIrmoladuaGIVgLCNqmi7ktROfu4Rb9oBR+3cqRPJmCX0mkXm+KjohvBwLMz8QdfXpPC7U3bWLYYbz0MNBs1Ua/i2kjsRK/8Hp4ZnvPZ4UO27IyVT1j5hMN6hCZQesvfPXyB43c3sJcyyIwi2USMl0Seygg/3RTSgfcfV7g0phzLDdk9CCSzVi5cQrelaaWXEfNZl+WPL+n3ciaHA4gDy7uOpmvoHgS0A9dI+g/BUO/W9DeWFHmMzyOU8TQfK3HnKQsbM9qfMV+meK/odEvqrw3ZfgdOf2RId3eJT6/weAQK0W3X3RbqpFux0V9yvTflWjZlJ5rTNyLMWPmYw2rI58/v8uBsg+qkQ3JiSCbyBn78p0ecHg3pLBT19YqzZsDcpfRNQUeLmOeV+W0qb/lI94ixXQIQKzGzUk4gjeQgonlxRXWUEmLPYpWidBA46LgngpShYnXWEaHMuRWK56plPB0HOqeNDLF7lvQkxyeWahRhSkc1TvCRwtZSvIuRMDbC9XS94TapAqVYXe9IYK+CaFLgOxHLXbm58h1hxugmkEURIU1IH0zAaHm8LYNLFNUzGZtnCWZV4xPDcle3sIW8DPlNSSh68O42g6/GRKshqYOgDBuvRfi4xKWGuqvX8YLVSDF+zeNbuM2UQsNrMiiHhuwioGpHelCAB+UigtGEWBNfFDS9GJcozl/K2K6uYQ8n6LJBdSLqTGHyQLCKaqjIJor4G49J7sX4zQE+tSgnG5e3ClPB1pemqNpBCASrwWr8IAOl0I0nWE09iNGlQ9WefL8DQHpeU2xEdJ4UzO9mv1Mp+46X+s4x8C2l1Bff8///pI2EfO8KwH+n5Fj7f28/vxtCOGw/fwTs/m6f6+82kedngSchhK+0gQ5X6zr/aHjx9d/m47/94wSYvGhbD27ddqDSmXoDxUag2FSt5F6J6VB7fLuiRSsH3ceBZOZJzxt07Tn9VEaZSCH1kSLflp8thVRBGiSJxAE7JYN+zqiTE4JiViR04prP7D7mM/0HRMq1Q8lNVj5m4RJOij5fenKD6rCLXSoiBCMG2VC0V0QzoRoqD9FSPFl8BMv9CNUIHEAb/uqtwEiKgC5q8mvCuMjOPPxyl2Kji34hl2ufxtQvrji/bcnejkkv5DqSc4VLLPPQpTvOubYpZv8Xb21IBxpgetkReXhpWFSG3TcDTaJIjy1L20GNanxhMP2a4WDJ9cGMG51LduMZQ7tqlZKauUt5XI75xZMXeXi8CUcJyZkmnrYFK1booWyMxTXhGc/Ph1BrwfJnlv/oKz+JjRpe2D1dC4hef7KHrzWf79xZUyGbxlAWEboj7KJm4CC3jJ+bMMwkvWd6momP+kpRbnouDwcAmIWm6Xnh5LdzjbJQ6NoQW0XnyQqUwhQN8Uw+H7RgzHW3xdg7YHOFC3KCyg5Lwm5C05WNoWrxX3+nRzxrsKX8TuuO0BJ7ByXNzW3QCjMvqba7rPZiZrcFfqiHgeX1HYZvO4qxptgQ2qV6dsnL15+gVWBWpejE0TtwdI4qqmFEOdJUw5ho1UAImCrQf1eYVXVHGoFoGVH3BMpZ7hm6hw3pyQqfWHxmKbdSkrMCVXt05XAqwidi7eoiRd1THPxEn85xD1sGyr4M/bWDfCwbfNXVNM/so4uGEGlcZnGJodgwuEQ2u7NPDdn5B4eE+RK1NcL1U6phStU3dI4r7MMTTLdltKwqEkCXDSEypBe0XfnvVE2+w/XdQShn34GZ1Y+HEJ4opXaQAJzXv+nhQghK/e4BoO+6gCulOsC/jcAn7/t6byp91BvTpECQTiGZgApP3QOhNaZaQDUCHyua1hflSkmpgrgXojXBRC2HVHjhQUO5GYTPXAuTpNp0qE6DNmGd4zhIJXxgFOf85O4Jd5NTCh+th5IrLwrGh6sN7l9ucn7eIywtphHIxcwFp0suFfpE4BFdB6phC800T3FwF0tYgzcB46RLCbqNE5s5gtEoL1h857JC+Qhda0yRUQ0DG585QavAokjQmwsu3x3SfWQwOQze1rg0xkcxR50BLoZ0ptCVWOXqJwnJpWJ52xFU4PyHFMM3IZpBk1l++qd+k7vZKZ2We7byMUflkK9Mr/PW+TaL417bVYtVQVDQ6SjKjUC+51nddWK7WhhoFMmFpvtI6I/7/8wTJuOM5Zu7jF7TXL4Us/XslIeTMfNHA3SlcMMGGk1Zp5StVB2vyLZWjF+ecrN/yTDK+crZdU5Ohkya9kiWeOo9R+0h6tbQaPq/kWFXgXxHBsflRmg7UbFaqAaGYtQnO3ck5yVmVoFR6+O6j9Q6XDeee6KlpxoYqrEwllY7ErbdPazwkebymQiXRNgi4GJF70kjs4qORSeiQtSLCpcalAuk5+0Jcyqb19knWubNrYLnb5xwkXf44ivP03+gSc8Dt45rkvMlTS/GFI7hvQIzWVHtD+Q0sCVwiXKw8UaJneYEo9C1pti0uBjyLUv3jSXaGtyoQ+QRzPndE+hkBNuTGYOG9KIhvRD9Q76hyXeEFz94IGEqpoyY3xa4U9eOepyyvBbhIoH2gmq1Cg6ajuLop/fZ+fwEVQhc1XTkPl/txtjlNtGjc0ISEToyKFWlQ9XyfvCRJp6/X1LM8L6yUEIIT9q/T5RS/xXwOeBYKbUfQjhsEYqT3+3P/9104M8Cd4Gr7vsG8CWl1Of49qHGT3iK+Vx9/O//Vj/8W1PpXRqI54rRPUd21CazbyQc/YghPVdsfqMimlXovGbxzIDzl2SI4uNAsNB5LFimN3D5bNsNJdJh21yJN/img8gz3p4zbuPElApUzpDahk9vPOJPDr9CFQz/2cmPcVr12Y1nlN5yXnc5LXo8mo2ZTLtwkBIVUO02uJ4jexwxetNTDUSBaXOIcjm+xlPhqptaMEDlxAjLJcKmiJbSsV4JGHyk0aua+NJQ9yx1z66Lx7K22KXipLPN5ovn+KCYTTrcfvGY8jkR/tSlJUxikgtDNfZ87tNvMatSXn+0hzqL6b10Qf3Lm8TnGjd28js08hwJUHtDXxcUIeI/+JWfpnM/IrlsVaaxotuTxKLZ8w0kXsz8l4Zoruk/UNilbJSyAat1B7u65fDTIYtFin+uYfM3DemB4eJgD1NBF+H220VM3ff4rsP0G5KkZnXRoTjqcrLqc9Db4pkXjtjrzsmu1xSNZVEklEVECIqmNLjjDF3JBqO8DFXL6zU/9fHX2YiX/MOjZzl9c4sQBZJjg0sN5SiT5/EobxkhYlYWTyr0rmD03irsylO1gzuCDOFNLZ14MgtESxncESA5Lyh2UqqBET52HUiMwi6E0lOO5FTYdCQByuyv+Nj+MY9mQ47+5i06p55nDivsosalFpPXqKbtlNOYyxe62DxDeSjG8rPiubh0rnZi+kuZ3xQblnKgWkxccfyH9+keOtKzgmoUkW8Y0p3bpGeyuTQdQ+fhDBMZXBbhI7ne0LKLlnsab6wYuq0UFx9TTD7ap/uItehNV4h1cxD83iXSuEw+MaL3RJqDzmGJWZTgAsp7mv0xwUpRD1rRbGZ4o4VCmSjqzvvkB877NxBVSnUBHUKYt//+o8C/i2QH/1ngL7d//9ff/qf89uu7LuAhhK8BO+95kg+Az7YslL8J/Hml1F9HhpjTdpf5O8C/p5Qat9/2R5Fczd9xxXNFdhKIpw3KB8xkxeknuzR9T6FgfiNieN+jXCDfFLELpmVq5NA5diSThmAUi1ux2MqalkI3buhsrdBa0k2KNlUlryKe3TjjJzbfYs9OmfmMX189i1aerWRBpByvzvd55cEtwjQmGMlsHA2XXJ4mJEcaXUeM3/RkJ6V02d7SpFroTi1Oamrh/8aLlj0SSaF2qSI7bTnttZwolA+UI0N6AE1mWO1EKB/oHNe49jhvqsDgnmZ5us3qdoOZG85evyYQ1MATYs/1F075xOYBma54a7HDu5MxyTspxU7D/PUN3HVP/x1NYTI2vyG/qxIIUWDeJBzXQx7km5iZodiRrlrFnlBp7KUlvlR0n1jsShguQjkMuAgZUFo5KZmWKx006JWm+fUxKYLHukRen/QiEM+l0C73NOVGkECNTFJh8lVM9iAimcjALN+x3Pf7ZPsLkkg8sdNIMPLZcU9CjAPc+NQBj9Q1CeJQgevXL7iVXfCFyW0m8w6+47hz94T8bsTFtIt+q0PnEKpeh3juUQHiWU09iCSWzwXqnsGu2tc2EyvjZO5RDWLdEGWYUjZuU8kQTznIzmqqgcVbOPrxsQydG6GuujRgl61uwWve+tvPEs9hfL9GNYFiI8J0LcoH4neOIY5w3TF1V6AWMNg8kJ17yYzty2mu6sH0+S7x0qMdpJeB3Ar8UY4UQRtWO12BLA00pcalBlMIH7vY7xHN2gF+E0gvJXc2mQeSi5r5zZjltvgAJRcSS6hCoNPOmjpHrXdN6QhGUQ8imo5mtaUlXauB7lGJyiuYzFDdDJVF67R4XTt8YiGx6xOsKd/HweP714HvAv9V2+ha4D8PIfxtpdQXgL+hlPqXgIfAP/u7fYDfVahxCOH/8W2+/G8hFMJ7CI3wzwGEEC6UUv874Avt1/27VwPN3/axPegS5rcUdS8hmUSUox6Xn6pQNlDFhrmzNGlK00lpeghuXMOVPXDV0yz3EpbXA8oHXBoYPX8hGYdxyVa65PFiBEBqaz4+POSHuo9JW8bDueuxaGGSaZPx2uUebx9tE04F1w0WqoHHnqZc9hOyQznSxjNIJg3JownNdh+XROvBk7dqDfG45GrqrbCFdEhBSVE3ZSC9qKh7Fl16vFVMPzrCW3FbTC6gSYVmItBLkO5wpejelwczpcBMutGU1x1PHm/wI9sPWLiEw/kA9+WhFP+VFpWklcT75PJqwBXoHEI00/x69hy/nt0lShuCgfREY3ONKQV+EMp2WPuj111FvhPQTpgpg3dkk7kK6DCFsIxsoSWTsQptR6aI58IyMIXMNbpHcpyPp5Zi07C6AeYgITsTQVa5qSh2HfRrdgYLrPa8/XibRWXAKVTWoC8tyUTx8MkW9uaS8pp4pWsVeOXyFvdOtmiedIgqxaPuhviCH2Rk54rukaPqaTonFTpv0EVNOR7IULedyTSZYvylMy4/uUXVU0RzR9MxmIslXRcotlJ8ojC5R9dtck3HSGG38nushvL6N/3A+Bsw/toUc3pJdWcbO59QbndoukZ87lPFct9Qd2Fx7TbbX7ik3IiZ3zREy8DG11fUQxk4aqNouqIWjmeKzVeX2JMZzc6AahhTDiPKscBpxYbCJ3JduoLsPBCf56LBqKM1G8QlGkIgvWjoHsqAEWD8piO8RSs4amgGCbryqNpRbaTETy7h4hJ/Zx8fW2zuUC4wXHjqnqYciFWA2u5jLy4Jyxw16BCMQc9XqMbh90bYeUk9TtE+iDXD+7HC+8dCCSG8A7z8W3z8HPjD78djfCcslH/+d/j8nff8OwD/2rf5ur8C/JXv6tkp6UR8LMPK1b4MKtXKSJfdHoGroaLptYNHD2FcE2qNijzq0+JvHTtNdW+Avb7i2fE5ALMqZVan/PjO2zyXHhMpRx3Ec/rCC3d71qRizTrf4uHJBk1tUBcx0UzggOgS4qkWWplXKC90P12BXbW+HddSirEmvfBtOLLAJFdKUeVl8t2krRy/DuRb8oa2uWW1Zdd862Kz/b6eUCBNyZr9EFrCpK6Fd+sjqIZQbjr6t2bsdYRo/kuHz/HpnUdY44R1YwOu7/CVHEObYUM8i6l7is6J4/RlS7XheeaFI/7U/lfxQfOfvPXH6BwFVnviNBhUwGWwvCkqxmghzyu5FM+ZuicsB+UF96xTEdnE8zYv0wu76IrW1j1yaCfd7VWxixbCbLArRfLVlOEDkZ6XQ0M5UnQONZN/MhBr4cjf2Jvw6PEm5tIy+LIhXgSaDMIbCavbhtH+jN3+nIu8w6vv7hOnDdc/fszB+RDzTkbniTCD6h6sWqw8KEW5ndK5X6IrgZjyLSt01UaBNYy+LEW86bbsqN0B0ZtPSNQu5WaKcgHX4t51z8hcpqOY3xGMOzQaexbROa7BakKWrNkYIn8P+Fj0Cd1DR7T0uFQxeWmISxSjew3JpCLEAjmgBK7KTgKXL4JPFKtrGf23DzHWYBPD8O3A6J7AIMVWhG4C/Ten+E6MajFsAphVTYg0dl4SXQbKnQ7lyBLPFHFZYmYFvhMTWhvlapxiCidDR61QjWf13Cbd1xrM0QR2xqIbSAw2b0hOK5JRSpMZ6n6EvnsNczRBTZf4YVcw8JMJZprjuwm6cLKZpOa7Ki2/7fr+EWJ+wJWYSjBV3Qh7w8Xg+u2wwogrXDNwgsNFgc07Qit3XrFYpvS6BeNOTj8qqbxh9nLOsox5shjykdEJPzx6sOYbV8Eydxlzl+JRFD7i69NrfONgT7yJA61PslpPvE0lu3U2kc45Wj595YWba9DjLnVHk048pvVIKQeaJhO+cLQMVD1N3RVYIVpB1RemQ9VXTF6I0FXAFvK9uhaGSnaqaFKxDDWFQBFNJuq+pgtNV1gt/lrBta0pZWP58Z23eVKM+OrpPr9470VubF3y3I885I3Hu6jLGFULTu0qRbElBNvL5yzRD0+4NZjRsRWlj3hzuUt5o8bFETYXUVS0lBOOjwzVSDp/kIJtaoiP/bpIx/OAcppoIR1+NVBrqMQ3CpfI6UO5gE8UwZq1IMSu5FSWnXmSi2ZN+YoXinzDEL2d8bbewl3GoCE9siQX0DlzdA4KZncz4qlilTgi63jztRvsP3uKNoHyqMOj84zR16zMTaxssL4VeekKltdiod/FY1QI1B0taU4WOieB5d0h3V97m97jHsVWjM2h3IyIOxlmWWF6MS4Tfx3dhDVu3GQQfWzKD20f85uvPMf+rzjiSYmqGlReolcx9Wan5d4jRk9abCCyh5c04w5JpFuMXXDioBT4gMk9LhYvoHgmnYCLW7FVHGFWDXSujofi2BkMqAcHmP0dofQBphDmT9AK14sxC8Hgg1bYZYMqHb4T4yOhSrrU0PQM6cEcqpqQJsQ+UA8S5p/co/NoiZ4XIgKyCrOsxaEy0cxuW1Z7gf67PdKLDv235/jUYiYrQtOgVgXaeRh2UCFgl08Tmb7X9V3QCH/f1we6gF+JRlwS8NuVdKELi6o1Npc3lvYae33FuL9irztnEOdkpqbylknZ4cl8yMOTDRTw/P4JP3PtG+xHlzjEoH/quhTBrkMQDssh92ebnM67rC7ERMekDTe3JxxdDlAri10p0lM5VhdjcUnTtbwpTH3lxxJkULWbtQMt6UCDEu6rqQOdU0fdab+/kYLrUineLlFEC6E5Btuya7wUPOVFSBJfCpRSdwPNboUygZVK8NcKuv2CUVaQ2IY7vQuaoDkshszrhNg6hv0Vx9M+xTShM87Jg7gM1lYROo5kULLKMpJTQ3nco5+WvPHOPr/p7xCdWdJSuPVXDBoXC/fZruQEoEL7uUbw+6ui4GLNalsTLWnZNAGCFMCr+QUK6p4wC4JSuEyxam16r8Kqi01NvGyj0QZG/NeD8Ol5q0P3UlS53jqaRGCJcjOh7gkGvfVLMUFtsWHg4nSPrTcFJ47nnu6TJXU/ohxZpi/KrCQ6F39qkNe6Gshjm0oYI8rD5ldaruHOJnV/7c+IKQK+mxEigykamk6CBH8YFtc1i+drOa00mlfevEPvQJOct8EGeYXfFCaJLh3Eku15pQ1wiabe6RGdrXD9BHOxxHdFcOVji3JaBt6Z+K8EJQ3A/IYm/twdsscL9GSBS0fC5fYBvx2jqwBJgqpqVG4xSqh79ThD1R6fGOjEmFVFNBN4q95IhVBQi4mWWTXoytOMO0K/LBuU85iiwUeK6Qt9dNPD1IFiaKgGPaCFGBER2uKGMIKq/lDsZW916L+TYh6fEkY9VO3Q0/L9rTsfFvD3b/lEupRQCvVMlxrfc7iNhp2tGT+y85A76RmrNlvwcTnm7dkWD89lXjrur/ijz7/OC50jOrqiDoap61AHw8rHuKDXXenFk5HYjLZhxfGgpNcpqBpLrB3bgwWnQGEyeu8aXKxwiUg07UoGOqHFQqPcs7zZpe62MuhEjuC2DKQTx3LPrvHTq45eO/AEsgvpVvNNsafVFWiv1gOuaNF2qwaSS8hOoLpMWD7TJnknEq3lguIyz3iXMXkT4YJiM1txs3/Jok7Q/TnnvQ5HT8boxLFz+4KtzpI73Qs8il/wL6COe0QTy2G+Q7RSRAvBruOpnIxsEdbCElEcioAoaCneUS4npyaTN2W0DNg8tKwaRdWVTlL8LKTrrQbCMe4eQnLpmD4TsbzhsQu1thcYfPKcs1/bYvDAy6lmJEM4u2phmqt4u0KgKRWkMHij6J67FvIKQldzmngmDpOrXYO3mXCZtzX+Zs6gWzCzXeoNzc6vihhmeb2lFBrovSunCj1t8dlRT+TnkXigqMajVwX13pBg9FoEVQ4Vy5cK4kcJ8VRRbFs6E0U0D8yeyeg9qTAPj1F2hOsluNSia5mF6DrIQLQQp0PfifFW09wcCWRROXTj8VphSk/npEEFK6eFOBBKxfR2RNUfkp51SJ/MwHma7T7xZUM1svg7e+h3nqCMxoQgcEoI+NhQDSzpWYVqPKaUAhqyCLzHZVH7OgmHnhCEPx4ZgtXoylH3Upb7YgRnSkAhebO5YuurDb3HDl3HZBcObxSXz2lsbhi901DsZPjrt2kyTXLpiC8M9nT2/hScAL+Ftf4Hdn2wC7gHVSv8qCHqiTH/KJO0kG5UcbbqclF1uDf/KO+cbWKtY78/px8X/NPPf4X9eLqOCnMopi5j5RI8immT8fp0l3dONqkvWr194uFGRSgsnaEId5Z5QtMYZmkiuX0XKaP9GZcfG9F5rInnwpSwhQg0QHDc+Q0LHvoHDaYI6Fq8jXUDNne42FJsyAAq6LYDv/KNMArjJQIunkqhKzfFeKpzrCgjEYGsrgV0Bd0nkJ4G4qml7ircs4FBUrCVLhjYki+fX+fs1/co92ommx16WUlsHBvZiu3Okv0XZnRszWWV8eq969wbbEmyzkmCigLJuUAr6aXIqZtEThp1Jt2sahRKyelAO9DFldJOIBOAYBTZad36ZEi37iMZ5rpEMXs20Aw98bigOewweEsTlHCTg4HRa6JcbTIx85p+bZPNtz3JpaPpShG+miNcfiSQ/RMXPDoeEB1H9B9Aeu6oe63v98rL4DDSa+HG4Y+KC6QKcLwnA9rhOx79D1IGDw1jo6j6EvzgjRTm8maFWhgWtzXVRGPLbXqvXbRKxda/ugxoFyhvb9CkBlN5eT0HmnQS6H85RVftaaSF55QXGK3YjLB398AHQmRQPmCnOT4W4x/jAsm7E7icQ/BwZx8fG8pxTHqSE4wW2GbuWT4zwEWw8XrDatugKxl4N4ni8rmYoR2RHi3RqxqXSnOyuNVheNojTKawty2+3i3WvE7FGmfYaYm5XMAyF7+WRjr0qh+hBpZo0RCUotiKaFK5d4t2w0VJp+3SIPYVFk5ftlz7FcfWlxfUo4R8ywrzZx7QVSCe1uK50uojys0UXb0/PHBF+BBCeb9WiAPx3Tl1ZXFOMz/rMrhRUrcBr9Nlxleq63SSik/uP+Gl/gEbdtHCI1K0Cx8zqbusfEzjDQf5gDdOd1jNUrT1KBNQHSchCE6hjSfqVKwmGYOtJeNOzmSVYVSg9prx/ozYOsJGRVEmJNOW6tfyU70R3nmTSpdlVx68vImbqHWw2xD/W90EdKNw0VMjqyvLUR+1w7++GHX5uB30JTIb0I0MzdJz6YKbTAri6ppnp5szinNWTcyjxZij8yFJAZ2HEe4ownzumFEqD2iV42uPr8OjDB8FsnMNOiZWEuQcLMQz6ZqDkhPEck+Dkk6x7rS+LUoRrVobglZBqjxrd8S177TV+EiGva4Vw8yf8fypn/giHV3xcw8/zvDLimjpKIeaZOrZfNWjS0++HaESRXwp84cmU5ha03lSoFuGQzk0bHxNc9oboVeaersh+5Km+9oxIY7ojTrUA4kKEy9zRTr15DPD6mMFodJE3Zo8Srj1t5foQmADWuFJ0AoVNLZQRJ2KnWsLXFAsioRHz/XYGWzjEhGPDR54+vdmqLwif2ajVQlL9xwtPcW4DUzeaAegQDyXU0rVl8FmvpeiGqFexpcN1XaXamhJTysIAdU43GSC7nXXzxEFi9sdCd3OxVJ2tSXmWP1XDuj1MurNLiESEYyLNU2mOfjJEdBaFK8CFiie2SY5StccbFN6fKxJLqTrVg6qzRQ9EqaJPZlBHFH3etiVY3Y7Rm9Y+o9K+m9OWd0ayAA/tIHjH1vgH3bpPFH0DgPFWDB4H8njxac5dhmhnETJLXctPlL07k2xeYa9zKm3OjT9p5453/Py3z8t+Ae6gJs2lLXXlWTsOjVcrjLq2hCN5vz4rXe4m53RMU8xsLlPqdvQXaM8dTC8m2/w2vkOF09GoAOq0BAFkieJRErZIDLumYFjS9MPmEqxuhhhP+rY6onvxmWeUjvD5LRP+igmPQHaQZavZNdWrb9FvJAu9MoU/+pY36StR3TVduOrgLas4QNTBZKzEtexnHwmxi5EIeq6HjPXmKL1bomUcN0LYawsbnt85hjszdnvzjgteoLx5ynxaxn9R15sXw1UT3Z441nxMdGVYuvrAVvIzyyHgXxHGA4qgFmF1qdFvibfFI+ZznFogyNYu8/pOuBijV06CJBvtnLpjmxq5x9PmN/xxDeXqK/22fiGI1pK1/WrR3c5f3OTwT2NzeV1v3KM9FGrWGxad8haZgp1VzB13SR0HyyIT3O8lcI1+qolWgZWexHFMDDUWvBc51t3PMWVLa4oCT1R0lAHSz1NyJ5Yir0OduXQrYGVa0UjVTvPuL45ZTOVe4Me+M1TTu70OXmygZ5Z0jOFOjqHqkbdGQueH2uqnl4PpHUlKVBXjmtr9o3XVD3VenB7lBP/lKonJ5uynxIvPPHbJSrL4NpTO42rQXky8xRDTXVb8l/LkaH/aipYfF7jQ4QuHCqz+FiDNlQD2bizdx3RUgzP6o2OKEQ9mLxZd7tBK0zp2vQeMMsKN+6CFjdGXTp6BwqXaprMEBc12dGKfK9Ddu7RlaYoe3SOAqO3Fph5SbbTbaEhJ8k4Vk5i2WlNOZbi3aSa6cdG6AYGj8/R/UQGtu/H+hBCef+Wc0o67zIjihtubUx4cXjMnfQc3Rbns7rPysdrCuDCSVp76SynZY9lHfPweBO3tKADZmZIz/R6wBZ/LWJx2+M2GuzKYpeSP3jlK31xMOTCDqDW6FzYLqNvGEwdSCdtIW2P4dHKr70yXKraTlqsTk0VKEYS3RbNpfhVXcF9dWurGZTCEKjGMfObIopxqTwfU2jSM0XaOrBFrRR/fgeqXck1VI2irGR4G4Li4GJAvYrpVawHi3jhV6eXiskLmmQC0coRzaXo2sLgUpFWr8U4gM1FLJVeOJTTsvmUUlhM7pi8mEDQxHNhPFRdRd1VJFMJuTVloNgwPP/JR7z5eJfRqQxq45ln+IYlfGmL6xeOctAKXVKxEahHiqqWDWD02oz8WpeqbyjaFPKgFfMbljobMLy3xOYOH4m4xRbCx69Giosf2WP8yqnACqUDJWZRNve42NC/r1m4LtGtJe40JlrAcsfSPYZmM1oLdBY3NNUwEL84ZTtbYJVnVqfMypTJKmNx3kEtLb7nWF6L6HzuDslZiSkdrh/hY7WmhJo6oBbyd92V0wgKet84h8hy+JObNKkimnlcagVW2WhdJm0gnhmy4z2io6ng192IpmMoxm0eqFF0zhzKG3RffoerZ8fSKediHqVCkOeWaK793Yng1WlEiAxN1+KNIjkX0VKTadTIkkxESOQyg50V6EigGn0+g40+zTBbvzbRvMZl0h2XN0ZUQ/FS8UZOPr0Dh0u1cK/Livg44Hry9VdDUeUlwMKuNB3/lCVSDgzLl/bwkXDr36/1IYTyPi2tA5+68ZiX+gcMTY5DrXnadTBtKK9g2prAZZ3x7nzM0cWAOo9QOqAjj5tFmEGNbxTKyfAwnod2CNlyjwuxwLwaRjaZeI5HFyJRB1qpu3xvOpHOww+FMuVtS3NbiuqzGlhhH8TSMVwlA4XWOCpYsIuwFu9cdUzeKuY35Y1jlzKwTKaBZOooxmZ9RG5SxeKWx6cenTb4RnjvnbTi3eONpwrRbkvNiqUrEnFQzeUzCckFawtUl+q1WCiaByJ15VEe1t4rKEU51C32KN22NxCGMmx1iWK1Z1jcldzP7d/QJDMnMvPC03+kuP+rt9h+s+2ujZg9+QjipUBQ8dJjKo8pBP++cq4LOpBfF0pmtPKAcKKrrsBKxYam+aEe8dwL3KMVxVi69fQsUI4U5c0RJm+o+2LXakpPNYiwuccWClsoVpc9qjs1eaWIVrDcsxKxl7fWr0uJ7mtmQ75uhuS3a8xMcOForoleXLJ38xyjPQ+TTd69bkmPumx+XQIarhgxuoFirCg3FNkJpBPx/gYInQSXRWy83g4HrQwi47ki3xIBl67Fg+Xy+YxsK6bzcLkejnojp7TRbxzgdkakp+1rZjV2WeNbIY5Z1QL9KUW0aGj6CdHpAq0UdSeSSMPS0fRiQusDoxrEGjYgxd70iS8rVNUQBl2alqWivJw+XceuB8Ymb0hrTzWKSC4bdCkcbjNtZIN6ZhPVBOyqxkcGO69a33C57aOVEvZZrNGVp+pp8g3RSET2ferA4UMWyvu1xsmKzwwfUnvLRdOlDoY6GHyQTMSFS7g33+LB2Qbluez6yitCJGnaYWVRsYPEo1Qg6TQUI0OYSEflUhEKxVNFPLVEc5H7equoqlbE0XZGpoTOqeCJug5yAw1lwFZ3pKsylQQomNITrURcUXe02N9eGWy1xTSeB6KVdKHrhButqDPBQJtEinzvwKHrQDE2LG4IFNM5FMqhrhW+H+j0SuraUF5kXJ6PJaTYetAQ3U/pHAeSuZPTQptMk++I2Kb3pGl/b+1NqyCbCH0vGMHwBctuWSZFoByqNWskygOnn9Q0XY/fqtjcXHC3P+P1X71LvGg7dHclgQ5svCrH4WpoUUqRt0Wr6im6h47mytNCiWdMlLeYv6O1Hw1EiwZTalyiCVrjUvkdRkuBs2RWIB7Ywcjv3keKcmTxrUglaPBtSlCTikXr9GOO0Gkknf5uxTx0GNyDOlNrvDq5lN+9qVgnB7FX0ukWeK/Z7S2pvWZZJFzbuWSnM+c31V3Oses5AEimZtCtF04J/denZCPBmutRSjWy6CqQnuRUowQQ2mzvSWh/Hy2ttJbNavKSmJMN71cMlg60InRS9OUSv9UXyCSWt7uumtZTX2xjfU+sWkMsNq56WQq3elrR9GNM0eAyjQqygUdLTzJ1VANDsKo1xjJUu12iqfiZN6khmtXymhUOUzTijjirW72AJrooRKBktMyJakU5iqiGApcl52Jb4BPLai8mmTREswqIJFJuLkUcJa6H7896f82s/nGvD3QB90GvB5AGz048Z+VjfvPyJprA0bLP8bsb6FySu3WlcD2P6Ta4QsJnXaPpjnKSSHhlZdkRm8uhWhdDm0NQgXjpiS9luy/7cZucDem5vKAuVnjTMhkKTd2Vm1k3UPaFUuitIjlYYRdW/KC9eCOn555kJnhrMJKGEox0Sz5S6yHhVShy5EXIs9o2QtOLYXXdYefiHFT3A81mTdyvWM5SstdTtg8CixsK5TU2l+l+NJPrUg7KLU20CuRbMXYlXfDVYKrpGhmCAbr1KbG5l6Fb5QCROOt22H+VWTx5wVANPcm1JT968z79qOAgH5Idt3YBIcgJINPkmxofK3wUk164dkMLmFxON9G8xpSGeiAp69FcvDIITzcYcZeM2s832KWiHMQS6Xalzk3l5BAtA71HOarxLG7L665dSytsNzJdy/8JMHjdMHsBdKFpdks++5Nv8vUX98kvU+JDocaVIyWMiWcKnt07xWjP6w/3mZ91UbHnxt4TbmUX1MHwxnyXaZXxwy+9TfwJx9dO9plNOqQPE4KBwaNGvL/7ipBFxA/PaK5v0HSjVgsg99r6uTZgVn592su3nmLpTUc2+6vEnOykorg+IDnLBZNelPhNS7mZkpzlmHmJmi2pb23RZAarwM4rXGrBR9hpiY/NmqWDF2uI7NjTdAxNR4vYrKfJOjF6lhOf5wSlUE077EwMLpWBt64FTgxGoUtPPbBEnQgzFb57tdul2IxIz2uUCxRbV/SlgI/105hV19oQhNb/pC8bd7S8Mqr/Hlfg+yqVXoUP8G6jlDoFlsDZ7/S132drix+8a4IfzOv6Qbwm+MG8rtshhO3v5QcMs/3wo3f/3Hf0tX/7tf/DK9+BH/g/1vWB7sBDCNtKqS/+fv+S3u/1g3hN8IN5XT+I1wQ/uNf1vqwPcFP7resDXcA/XB+uD9eH6/d0BcB/WMA/XB+uD9eH6/twfTjEfL/Xt4aE/iCsH8Rrgh/M6/pBvCb4wb2u7319WMDfv/VbpDx/368fxGuCH8zr+kG8JvjBva7veQXAff9IMT/wBfzD9eH6cH24fu9WEGOw75P1YQH/cH24Plwfrveu7yMI5f2Lcn6fl1LqZ5RSbyil7iml/sLv9/P5bpZS6oFS6mtKqS8rpb7YfmxDKfXzSqm32r/H7ceVUur/2l7nV5VSn/79ffZPl1LqryilTpRSX3/Px77r61BK/dn2699SSv3Z349ree/6Ntf1v1VKPWlfsy8rpf7Eez73F9vrekMp9cfe8/EPzD2qlLqplPp7SqlvKKVeVUr9G+3Hv+9fr9/TdcVC+U7+fADWB7KAK6UM8B8Cfxz4GPDPK6U+9vv7rL7r9YdCCJ98D9f2LwC/GEJ4HvjF9v8g1/h8++dfAf7j3/Nn+u3XXwV+5ls+9l1dh1JqA/hLwI8AnwP+0lUR+X1cf5V/9LoA/v32NftkCOFvAbT33Z8BPt5+z3+klDIfwHu0Af7NEMLHgD8A/Gvt8/lBeL1+b1cI39mfD8D6QBZw5Ma5F0J4J4RQAX8d+Nnf5+f0va6fBf5a+++/Bvzp93z8Pwuyfg0YKaX2fx+e3z+yQgi/BFx8y4e/2+v4Y8DPhxAuQggT4Of5rYvn79n6Ntf17dbPAn89hFCGEO4D95D78wN1j4YQDkMIX2r/PQdeA67zA/B6/Z6vDwv497yuA4/e8//H7ce+X1YA/jul1CtKqX+l/dhuCOGw/fcRcGXg/P12rd/tdXw/Xd+fb+GEv/KervP77rqUUneAT/H/b++OXbQ44jCOfx+8xIBKCCg2WoiklzQqSrjGK+zSiE20sLAwhbWlNmlMKyjaJcKRRLwi5CD/QHJNwNzZKihyVyRKIJXnk2LmYJUE9rzb93Zeng+8vO+773K3w+z7e2dnZn8DvzLd9bX9bFhf7/cYgbEG8Nadtv0Z5TL1iqTPux+6JKAZx0/4FkxLOapbwFHgGPACuLmjR/OeJO0FfgCu2n5rocgpq6/hpAW+Zc+Bw533h+q2Jth+Xp/XgAeUy+3Vja6R+rxWd2+trJstRxPls71qe932G+AOpc6goXJJ+oASvL+1/WPdPJX1NagE8C1bAj6VdETSh5RBpIUdPqZeJO2RtG/jNTAH/EE5/o0R/YvAw/p6AbhQZwWcAF51LnnHaLPlWATmJH1SuyXm6rZReWfc4QtKnUEp13lJuyUdoQz6/cbIzlFJAu4Cj21/0/loKutrOD1noIxkFsoo54Hbfi3pK8qJswu4Z3t5hw+rr4PAg/J9Ygb4zvbPkpaAeUmXgKfAubr/T8BZyuDYP0C/XJYTIOk+MAvsl/SMMjvhazZRDtt/SrpBCXgA1233HUAcxP+Ua1bSMUoXwxPgMoDtZUnzwAplpscV2+v174zpHD0FfAk8kvR73XaNKaiviTK4oRt5Rp0PPCJikj6eOeCT+/pNJlp8eTf5wCMiRsOGN+20wBPAIyK6GuqVSACPiOhwWuARES0azxTBPhLAIyI2ZEm1iIg2GfBIbpPvY6w38kRETJ7rgg59Hj0MnXI4LfCIiA5vUxdKJ+XwGUpSsCVJC7ZXtuUfkBZ4RMTbtq8FPnjK4bTAIyKqv/lr8Rd/v7/n7h+prrhV3X5nsej/Ss17fKvH2JUAHhFR2W5q8Yp0oUREDGPw1LwJ4BERwxg85XC6UCIiBjCJtNhJJxsR0ah0oURENCoBPCKiUQngERGNSgCPiGhUAnhERKMSwCMiGpUAHhHRqH8Bk/1qlGhlvUcAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = h5file[\"/compressed_data\"][()] # Access datset\n", "imshow(data) # Display data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "h5file.close() # Close the HDF5 file" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Writing compressed datasets\n", "\n", "When writing datasets with `h5py`, compression can be specified with: [h5py.Group.create_dataset](https://docs.h5py.org/en/stable/high/group.html?highlight=create_dataset#h5py.Group.create_dataset)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# Create a dataset with h5py without compression\n", "h5file = h5py.File(\"new_file_uncompressed.h5\", mode=\"w\")\n", "h5file.create_dataset(\"/data\", data=data)\n", "h5file.close()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Create a compressed dataset\n", "h5file = h5py.File(\"new_file_blosc_bitshuffle_lz4.h5\", mode=\"w\")\n", "h5file.create_dataset(\n", " \"/compressed_data\",\n", " data=data,\n", " compression=32001, # blosc HDF5 filter identifier\n", " # options: 0, 0, 0, 0, level, shuffle, compression\n", " compression_opts=(0, 0, 0, 0, 5, 2, 1) \n", ")\n", "h5file.close()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "`hdf5plugin` provides some [helpers](http://www.silx.org/doc/hdf5plugin/latest/usage.html#write-compressed-datasets) to ease dealing with compression filter and options:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "h5file = h5py.File(\"new_file_blosc_bitshuffle_lz4.h5\", mode=\"w\")\n", "h5file.create_dataset(\n", " \"/compressed_data\",\n", " data=data,\n", " **hdf5plugin.Blosc(\n", " cname='lz4',\n", " clevel=5,\n", " shuffle=hdf5plugin.Blosc.BITSHUFFLE),\n", ")\n", "h5file.close()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on class Blosc in module hdf5plugin:\n", "\n", "class Blosc(h5py._hl.filters.FilterRefBase)\n", " | Blosc(cname='lz4', clevel=5, shuffle=1)\n", " | \n", " | ``h5py.Group.create_dataset``'s compression arguments for using blosc filter.\n", " | \n", " | It can be passed as keyword arguments:\n", " | \n", " | .. code-block:: python\n", " | \n", " | f = h5py.File('test.h5', 'w')\n", " | f.create_dataset(\n", " | 'blosc_byte_shuffle_blosclz',\n", " | data=numpy.arange(100),\n", " | **hdf5plugin.Blosc(cname='blosclz', clevel=9, shuffle=hdf5plugin.Blosc.SHUFFLE))\n", " | f.close()\n", " | \n", " | :param str cname:\n", " | `blosclz`, `lz4` (default), `lz4hc`, `zlib`, `zstd`\n", " | Optional: `snappy`, depending on compilation (requires C++11).\n", " | :param int clevel:\n", " | Compression level from 0 (no compression) to 9 (maximum compression).\n", " | Default: 5.\n", " | :param int shuffle: One of:\n", " | - Blosc.NOSHUFFLE (0): No shuffle\n", " | - Blosc.SHUFFLE (1): byte-wise shuffle (default)\n", " | - Blosc.BITSHUFFLE (2): bit-wise shuffle\n", " | \n", " | Method resolution order:\n", " | Blosc\n", " | h5py._hl.filters.FilterRefBase\n", " | collections.abc.Mapping\n", " | collections.abc.Collection\n", " | collections.abc.Sized\n", " | collections.abc.Iterable\n", " | collections.abc.Container\n", " | builtins.object\n", " | \n", " | Methods defined here:\n", " | \n", " | __init__(self, cname='lz4', clevel=5, shuffle=1)\n", " | Initialize self. See help(type(self)) for accurate signature.\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data and other attributes defined here:\n", " | \n", " | BITSHUFFLE = 2\n", " | \n", " | NOSHUFFLE = 0\n", " | \n", " | SHUFFLE = 1\n", " | \n", " | __abstractmethods__ = frozenset()\n", " | \n", " | filter_id = 32001\n", " | \n", " | ----------------------------------------------------------------------\n", " | Methods inherited from h5py._hl.filters.FilterRefBase:\n", " | \n", " | __eq__(self, other)\n", " | Return self==value.\n", " | \n", " | __getitem__(self, item)\n", " | \n", " | __hash__(self)\n", " | Return hash(self).\n", " | \n", " | __iter__(self)\n", " | \n", " | __len__(self)\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data descriptors inherited from h5py._hl.filters.FilterRefBase:\n", " | \n", " | __dict__\n", " | dictionary for instance variables (if defined)\n", " | \n", " | __weakref__\n", " | list of weak references to the object (if defined)\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data and other attributes inherited from h5py._hl.filters.FilterRefBase:\n", " | \n", " | filter_options = ()\n", " | \n", " | ----------------------------------------------------------------------\n", " | Methods inherited from collections.abc.Mapping:\n", " | \n", " | __contains__(self, key)\n", " | \n", " | get(self, key, default=None)\n", " | D.get(k[,d]) -> D[k] if k in D, else d. d defaults to None.\n", " | \n", " | items(self)\n", " | D.items() -> a set-like object providing a view on D's items\n", " | \n", " | keys(self)\n", " | D.keys() -> a set-like object providing a view on D's keys\n", " | \n", " | values(self)\n", " | D.values() -> an object providing a view on D's values\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data and other attributes inherited from collections.abc.Mapping:\n", " | \n", " | __reversed__ = None\n", " | \n", " | ----------------------------------------------------------------------\n", " | Class methods inherited from collections.abc.Collection:\n", " | \n", " | __subclasshook__(C) from abc.ABCMeta\n", " | Abstract classes can override this to customize issubclass().\n", " | \n", " | This is invoked early on by abc.ABCMeta.__subclasscheck__().\n", " | It should return True, False or NotImplemented. If it returns\n", " | NotImplemented, the normal algorithm is used. Otherwise, it\n", " | overrides the normal algorithm (and the outcome is cached).\n", "\n" ] } ], "source": [ "help(hdf5plugin.Blosc)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "<div><style>/* Based on https://css-tricks.com/snippets/css/nested-expandable-folders/\n", " Reused with permission from https://css-tricks.com/license/\n", "*/\n", "\n", ".h5glance-css-treeview ul,\n", ".h5glance-css-treeview li\n", "{\n", "\tpadding: 0;\n", "\tmargin: 0;\n", " margin-left: 12px;\n", "\tlist-style: none;\n", "}\n", "\n", "/* Override padding from Jupyter CSS */\n", ".rendered_html .h5glance-css-treeview ul {\n", " padding: 0;\n", "}\n", "\n", "/* Make the checkbox itself invisible */\n", ".h5glance-css-treeview input\n", "{\n", "\tposition: absolute;\n", "\topacity: 0;\n", "}\n", "\n", ".h5glance-css-treeview\n", "{\n", " font-family: sans-serif;\n", "}\n", "\n", ".h5glance-css-treeview code {\n", " font-size: 12pt;\n", " font-family: \"courier\", monospace;\n", "}\n", "\n", ".h5glance-css-treeview a.h5glance-dataset-copylink\n", "{\n", " text-decoration: none;\n", "}\n", "\n", "/* These next two bits drive the expanding/collapsing behaviour */\n", ".h5glance-css-treeview input + label + ul\n", "{\n", "\tdisplay: none;\n", "}\n", "\n", ".h5glance-css-treeview input:checked:not(:disabled) + label + ul\n", "{\n", "\tdisplay: block;\n", "}\n", "\n", ".h5glance-css-treeview label,\n", ".h5glance-css-treeview label::before\n", "{\n", "\tdisplay: inline-block;\n", "\theight: 16px;\n", "\tline-height: 16px;,\n", "\tvertical-align: middle;\n", "}\n", "\n", ".h5glance-css-treeview label\n", "{\n", " margin-left: -1.5em;\n", "}\n", "\n", ".h5glance-css-treeview label::before\n", "{\n", "\tcontent: \"\\229e\"; /* squared plus */\n", "\twidth: 1.5em;\n", "\tvertical-align: middle;\n", "}\n", "\n", ".h5glance-css-treeview input:checked + label::before\n", "{\n", " content: \"\\229f\"; /* squared minus */\n", "}\n", "\n", "/* webkit adjacent element selector bugfix */\n", "@media screen and (-webkit-min-device-pixel-ratio:0)\n", "{\n", "\t.h5glance-css-treeview\n", "\t{\n", "\t\t-webkit-animation: webkit-adjacent-element-selector-bugfix infinite 1s;\n", "\t}\n", "\n", "\t@-webkit-keyframes webkit-adjacent-element-selector-bugfix\n", "\t{\n", "\t\tfrom\n", "\t\t{\n", "\t\t\tpadding: 0;\n", "\t\t}\n", "\t\tto\n", "\t\t{\n", "\t\t\tpadding: 0;\n", "\t\t}\n", "\t}\n", "}\n", "\n", ".h5glance-css-treeview li.h5glance-dataset {\n", " margin-bottom: 3px;\n", "}\n", "\n", ".h5glance-dataset-name {\n", " font-weight: bold;\n", "}\n", "</style><div id=\"h5glance-container-1\" class=\"h5glance-css-treeview\"><ul><li><input checked=\"checked\" id=\"h5glance-expand-switch-1\" type=\"checkbox\"/><label for=\"h5glance-expand-switch-1\">new_file_blosc_bitshuffle_lz4.h5</label><ul><li class=\"h5glance-dataset\"><span class=\"h5glance-dataset-name\">compressed_data</span> <a data-hdf5-path=\"/compressed_data\" href=\"#\" class=\"h5glance-dataset-copylink\">[📋]</a>: 1542 × 2500 entries, dtype: <abbr title=\"8-bit unsigned integer\">uint8</abbr></li></ul></li></ul></div><script>// Based on code by Stackoverflow user Dean Taylor\n", "// https://stackoverflow.com/questions/400212/how-do-i-copy-to-the-clipboard-in-javascript/30810322\n", "// Used under Stackoverflow's CC-BY-SA 3.0 license\n", "\n", "(function() {\n", " function copyTextToClipboard(text) {\n", " let textArea = document.createElement(\"textarea\");\n", "\n", " //\n", " // *** This styling is an extra step which is likely not required. ***\n", " //\n", " // Why is it here? To ensure:\n", " // 1. the element is able to have focus and selection.\n", " // 2. if element was to flash render it has minimal visual impact.\n", " // 3. less flakyness with selection and copying which **might** occur if\n", " // the textarea element is not visible.\n", " //\n", " // The likelihood is the element won't even render, not even a flash,\n", " // so some of these are just precautions. However in IE the element\n", " // is visible whilst the popup box asking the user for permission for\n", " // the web page to copy to the clipboard.\n", " //\n", "\n", " // Place in top-left corner of screen regardless of scroll position.\n", " textArea.style.position = 'fixed';\n", " textArea.style.top = 0;\n", " textArea.style.left = 0;\n", "\n", " // Ensure it has a small width and height. Setting to 1px / 1em\n", " // doesn't work as this gives a negative w/h on some browsers.\n", " textArea.style.width = '2em';\n", " textArea.style.height = '2em';\n", "\n", " // We don't need padding, reducing the size if it does flash render.\n", " textArea.style.padding = 0;\n", "\n", " // Clean up any borders.\n", " textArea.style.border = 'none';\n", " textArea.style.outline = 'none';\n", " textArea.style.boxShadow = 'none';\n", "\n", " // Avoid flash of white box if rendered for any reason.\n", " textArea.style.background = 'transparent';\n", "\n", "\n", " textArea.value = text;\n", "\n", " document.body.appendChild(textArea);\n", " textArea.focus();\n", " textArea.select();\n", "\n", " try {\n", " if (!document.execCommand('copy')) {\n", " console.log(\"Unable to copy text with document.execCommand()\");\n", " }\n", " } finally {\n", " document.body.removeChild(textArea);\n", " }\n", " }\n", "\n", " function copy_event_handler(event) {\n", " copyTextToClipboard(event.target.dataset.hdf5Path);\n", " event.preventDefault();\n", " }\n", "\n", " function enable_copylinks(parent) {\n", " let links = parent.querySelectorAll(\".h5glance-dataset-copylink\");\n", " links.forEach(function (link) {\n", " link.addEventListener(\"click\", copy_event_handler);\n", " });\n", " }\n", "\n", " // The code to actually trigger this is substituted below.\n", " \n", "enable_copylinks(document.getElementById(\"h5glance-container-1\"));\n", "\n", "})();\n", "</script></div>" ], "text/plain": [ "new_file_blosc_bitshuffle_lz4.h5/\n", "└compressed_data\t[uint8: 1542 × 2500]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "H5Glance(\"new_file_blosc_bitshuffle_lz4.h5\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "h5file = h5py.File(\"new_file_blosc_bitshuffle_lz4.h5\", mode=\"r\")\n", "imshow(h5file[\"/compressed_data\"][()])\n", "h5file.close()" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.4M new_file_blosc_bitshuffle_lz4.h5 3.7M new_file_uncompressed.h5\n" ] } ], "source": [ "!ls -sh new_file*.h5" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## HDF5 compression filters" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Available through `h5py`\n", "\n", "[Compression filters provided by h5py](https://docs.h5py.org/en/stable/high/dataset.html#lossless-compression-filters):\n", "\n", "- Provided by `libhdf5`: **\"gzip\"** and eventually **\"szip\"** (optional)\n", "- Bundled with `h5py`: [**\"lzf\"**](https://confluence.hdfgroup.org/display/support/Filters#Filters-32000)\n", "\n", "Pre-compression filter: [Byte-Shuffle](https://docs.h5py.org/en/stable/high/dataset.html#shuffle-filter)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "h5file = h5py.File(\"new_file_shuffle_gzip.h5\", mode=\"w\")\n", "h5file.create_dataset(\n", " \"/compressed_data_shuffle_gzip\", data=data, shuffle=True, compression=\"gzip\")\n", "h5file.close()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Provided by `hdf5plugin`\n", "\n", "Additional compression filters provided by `hdf5plugin`: Bitshuffle, Blosc, FciDecomp, LZ4, ZFP, Zstandard.\n", "\n", "6 out of the 28 [HDF5 registered filter plugins](https://confluence.hdfgroup.org/display/support/Registered+Filter+Plugins) as of May 2022." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "h5file = h5py.File(\"new_file_bitshuffle_lz4.h5\", mode=\"w\")\n", "h5file.create_dataset(\n", " \"/compressed_data_bitshuffle_lz4\",\n", " data=data,\n", " **hdf5plugin.Bitshuffle()\n", ")\n", "h5file.close()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### General purpose lossless compression\n", "\n", "- [Bitshuffle(nelems=0, lz4=True)](http://www.silx.org/doc/hdf5plugin/latest/usage.html#bitshuffle) (Filter ID [32008](https://confluence.hdfgroup.org/display/support/Filters#Filters-32008)): **Bit**-Shuffle + LZ4\n", "- [LZ4(nbytes=0)](http://www.silx.org/doc/hdf5plugin/latest/usage.html#lz4) (Filter ID [32004](https://confluence.hdfgroup.org/display/support/Filters#Filters-32004))\n", "- [Zstd(clevel=3)](http://www.silx.org/doc/hdf5plugin/latest/usage.html#zstd) (Filter ID [32015](https://confluence.hdfgroup.org/display/support/Filters#Filters-32015))\n", "- [Blosc(cname='lz4', clevel=5, shuffle=1)](http://www.silx.org/doc/hdf5plugin/latest/usage.html#blosc) (Filter ID [32001](https://confluence.hdfgroup.org/display/support/Filters#Filters-32001)):\n", " Based on c-blosc: A blocking, shuffling and lossless compression library.\n", " - Pre-compression shuffle: None, **Byte**-Shuffle, **Bit**-Shuffle\n", " - Compression: `blosclz`, `lz4`, `lz4hc`, `snappy` (**optional**, requires C++11), `zlib`, `zstd`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Equivalent filters\n", "\n", "`Blosc` includes pre-compression filters and algorithms provided by other HDF5 compression filters:\n", "\n", "- HDF5 shuffle => `Blosc(..., shuffle=Blosc.SHUFFLE)`\n", "- `Bitshuffle()` => `Blosc(\"lz4\", 5, Blosc.BITSHUFFLE)`\n", "- `LZ4()` => `Blosc(\"lz4\", 9)`\n", "- `Zstd()` => `Blosc(\"zstd\", 2)`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Specific compression\n", "\n", "- [FciDecomp()](http://www.silx.org/doc/hdf5plugin/latest/usage.html#fcidecomp) (Filter ID [32018](https://confluence.hdfgroup.org/display/support/Filters#Filters-32018)): Based on JPEG-LS:\n", " - **Optional**: requires C++11\n", " - Data type: `(u)int8` or `(u)int16`\n", " - Chunk shape: \"Image-like\"; 2 or 3 dimensions with at least 16 pixels and at most 65535 rows and columns and at most 4 planes for 3D datasets.\n", "- [ZFP(rate=None, precision=None, accuracy=None, reversible=False, minbits=None, maxbits=None, maxprec=None, minexp=None)](http://www.silx.org/doc/hdf5plugin/latest/usage.html#zfp) (Filter ID [32013](https://confluence.hdfgroup.org/display/support/Filters#Filters-32013)): **Lossy**\n", " - Data type: `float32`, `float64`, `(u)int32`, `(u)int64`\n", " - Chunk shape: must have at most 4 non-unity dimensions" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### A look at performances on a single use case\n", "\n", "- Machine: Intel(R) Xeon(R) Gold 6248 CPU @ 2.50GHz (40 cores)\n", "- Filesystem: /dev/shm\n", "- `hdf5plugin` built from source\n", "\n", "\n", "- Running on a single thread (with `OMP_NUM_THREADS=1`)\n", "\n", "\n", "- Diffraction tomography dataset: 100 frames from http://www.silx.org/pub/pyFAI/pyFAI_UM_2020/data_ID13/kevlar.h5\n", "- Dataset: 100x2167x2070, uint16, chunk: 2167x2070" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Multithreaded filter execution\n", "\n", "Some filters can use multithreading:\n", "\n", "- Blosc:\n", " - Using a pool of threads\n", " - Disabled by default\n", " - Configurable with the `BLOSC_NTHREADS` environment variable\n", "- Bitshuffle, ZFP:\n", " - Using OpenMP\n", " - Enabled at compilation time\n", " - If enabled, configurable with `OMP_NUM_THREADS` environment variable\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Summary\n", "\n", "Having different pre-compression filters and compression algorithms at hand offer different read/write speed versus compression rate (and eventually error rate) trade-offs.\n", "\n", "Also to keep in mind availability/compatibility: `\"gzip\"` as included in `libHDF5` is the most compatible one (and also `\"lzf\"` as included in `h5py`)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Using `hdf5plugin` filters with other applications\n", "\n", "Set the `HDF5_PLUGIN_PATH` environment variable to: `hdf5plugin.PLUGINS_PATH`" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HDF5_PLUGIN_PATH=/venv/ub20.04/lib/python3.8/site-packages/hdf5plugin/plugins\n", "libh5blosc.so\n", "libh5bshuf.so\n", "libh5fcidecomp.so\n", "libh5lz4.so\n", "libh5zfp.so\n", "libh5zstd.so\n" ] } ], "source": [ "%%bash\n", "export HDF5_PLUGIN_PATH=`python3 -c \"\n", "import hdf5plugin; print(hdf5plugin.PLUGINS_PATH)\"`\n", "echo \"HDF5_PLUGIN_PATH=${HDF5_PLUGIN_PATH}\"\n", "ls ${HDF5_PLUGIN_PATH}" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "**Note**: Only works for reading compressed datasets, **not for writing!**" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## A word about `hdf5plugin` license\n", "\n", "The source code of `hdf5plugin` itself is licensed under the [MIT](https://github.com/silx-kit/hdf5plugin/blob/main/LICENSE) license...\n", "\n", "It also embeds the source code of the provided compression filters and libraries which are licensed under [different open-source licenses](http://www.silx.org/doc/hdf5plugin/latest/information.html#license) (Apache, BSD-2, BSD-3, MIT, Zlib...) and copyrights." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Limitations\n", "\n", "Some limitations of current HDF5 compression filters:\n", "- Compressed data accessed by \"chunks\" even if compressor uses smaller blocks\n", "- Multi-threaded access\n", "- When reading compressed data, some memory copy could be spared\n", "- Need to link filters with libhdf5\n", "- Only \"gzip\" available by default and no central repository for registered filters\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Comments\n", "\n", "- Direct chunk access offers a way to improve performance/flexibility, at the expense of more code on the user side\n", "\n", "- `hdf5plugin` relies on a \"hack\" to ease the installation of HDF5 compression for Python environments\n", "\n", "- Most of the compression filters provided by `hdf5plugin` are included in [blosc](https://github.com/blosc/c-blosc) (or [blosc-2](https://github.com/blosc/c-blosc2))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Idea: HDF5+Blosc(2)?\n", "\n", "- Time for an upgrade of compression support in HDF5?\n", "- What about making blosc(2) available by default in libhdf5?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Conlusion\n", "\n", "`hdf5plugin` provides additional HDF5 compression filters (namely: `Bitshuffle`, `Blosc`, `FciDecomp`, `LZ4`, `ZFP`, `Zstandard`) mainly for use with [h5py](https://docs.h5py.org/).\n", "\n", "- Packaged for [**pip**](https://pypi.org/project/hdf5plugin/) and [**conda**](https://anaconda.org/conda-forge/hdf5plugin)\n", "- Documentation: http://www.silx.org/doc/hdf5plugin/latest/\n", "- Source code repository: https://github.com/silx-kit/hdf5plugin\n", "\n", "**Credits to hdf5plugin** [**contributors**](https://github.com/silx-kit/hdf5plugin/graphs/contributors): [Thomas Vincent](https://github.com/t20100), [Armando Sole](https://github.com/vasole), [Mark Kittisopikul](https://github.com/mkitti), [\\@Florian-toll](https://github.com/Florian-toll), [Jerome Kieffer](https://github.com/kif), [\\@fpwg](https://github.com/fpwg), [\\@Anthchirp](https://github.com/Anthchirp), [\\@mobiusklein](https://github.com/mobiusklein), [\\@junyuewang](https://github.com/junyuewang)\n", "**and to all contributors of embedded libraries.**\n", "\n", "Partially funded by the [PaNOSC](https://www.panosc.eu/) EU-project.\n", "\n", "<img align=\"left\" vertical-align=\"top\" src=\"data:image/svg+xml,%3Csvg%20width%3D%2240.5%22%20height%3D%2227%22%20version%3D%221.1%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20xmlns%3Axlink%3D%22http%3A%2F%2Fwww.w3.org%2F1999%2Fxlink%22%3E%3Cdesc%3EEuropean%20flag%3C%2Fdesc%3E%3Cdefs%3E%3Cg%20id%3D%22s%22%3E%3Cg%20id%3D%22c%22%3E%3Cpath%20id%3D%22t%22%20transform%3D%22rotate%2818%203.1569%20-.5%29%22%20d%3D%22m0%200v1h0.5z%22%2F%3E%3Cuse%20transform%3D%22scale%28-1%2C1%29%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23t%22%2F%3E%3C%2Fg%3E%3Cg%20id%3D%22a%22%3E%3Cuse%20transform%3D%22rotate%2872%29%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23c%22%2F%3E%3Cuse%20transform%3D%22rotate%28144%29%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23c%22%2F%3E%3C%2Fg%3E%3Cuse%20transform%3D%22scale%28-1%2C1%29%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23a%22%2F%3E%3C%2Fg%3E%3C%2Fdefs%3E%3Crect%20width%3D%2240.5%22%20height%3D%2227%22%20fill%3D%22%23039%22%20stroke-width%3D%22.05%22%2F%3E%3Cg%20transform%3D%22matrix%281.5%2C0%2C0%2C1.5%2C20.25%2C13.5%29%22%20fill%3D%22%23fc0%22%3E%3Cuse%20y%3D%22-6%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23s%22%2F%3E%3Cuse%20y%3D%226%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23s%22%2F%3E%3Cg%20id%3D%22l%22%3E%3Cuse%20x%3D%22-6%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23s%22%2F%3E%3Cuse%20transform%3D%22rotate%28216%20-2.3442%20-2.1107%29%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23s%22%2F%3E%3Cuse%20transform%3D%22rotate%28144%2C-2.1107%2C-2.3442%29%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23s%22%2F%3E%3Cuse%20transform%3D%22rotate%2872%2C-4.6626%2C-2.0759%29%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23s%22%2F%3E%3Cuse%20transform%3D%22rotate%2872%20-5.0759%20.5335%29%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23s%22%2F%3E%3C%2Fg%3E%3Cuse%20transform%3D%22scale%28-1%2C1%29%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20xlink%3Ahref%3D%22%23l%22%2F%3E%3C%2Fg%3E%3C%2Fsvg%3E\"/> This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No. 823852." ] }, { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden", "slideshow": { "slide_type": "subslide" } }, "source": [ "# Thanks for your attention! Questions?" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "nbsphinx": { "orphan": true }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }