{ "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", "It also illustrates how the provided compression filters can be enabled to read compressed datasets from other (non-*Python*) application.\n", "\n", "Finally, it discusses how **hdf5plugin** manages to distribute the HDF5 plugins for reuse with different `libHDF5`.\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.eiroforum.org/wp-content/uploads/pg-esrf-01.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\"] = \"P.Ginter/ESRF\"\n", "h5file.attrs[\"url\"] = url\n", "h5file.create_dataset(\"/data\", data=image)\n", "h5file.create_dataset(\"/compressed_data_bitshuffle_lz4\", data=image, **hdf5plugin.Bitshuffle())\n", "h5file.close()\n", "\n", "# Restart kernel once the file is created!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "nbsphinx": "hidden", "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%matplotlib inline\n", "from matplotlib import pyplot as plt" ] }, { "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 HDF Users Group Summer 2021, July 7-8, 2021" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false, "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", "\t-moz-user-select: none;\n", "\t-webkit-user-select: none;\n", "\tuser-select: none;\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_bitshuffle_lz4</span> <a data-hdf5-path=\"/compressed_data_bitshuffle_lz4\" href=\"#\" class=\"h5glance-dataset-copylink\">[📋]</a>: 1969 × 2961 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>: 1969 × 2961 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": [ "<h5glance.generate.H5Glance at 0x115641c88>" ] }, "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": { "text/plain": [ "<matplotlib.colorbar.Colorbar at 0x119479358>" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MM3fGi2umZHMhP7VAj7T0XnYXWDkf0TcezlQP0lEqw+XcOSWAink32VxgTr9cTgKK9JDZhppHtIz4cSAGIVaeh4ttHt7fxpeBrc05u5MFTpTtYsEkq7m73O6559ujI8a+oVHPy6MHvJjvk0vLxFVsSiSo4zSOOQoTjsKEebBgZC6B0jW80+yy6RfmxSbwA9jyFVtuyUk+6j3XiauYSt171T5dpA60O2sQQjq//Tjmtfo6R2FCoz4FIZcWhJRIrZ6RNHxkdM+O65Y0mhG1oZTQHwMgHxwjIJQEonQ0i/30rILTYMDiz7liQRSHUCR38I36KrkEXioeMvV1v/+l5uRhCsCt/Ijj0YRHzQazUHLWFixDzvXyjK1swX4zZb+aMvJtH8yN6shd4KQZcdaULNqcRZYzLhoWdU6IjtwHQgpyagquqprySaMjCGjlbaw4RVR6B6EbtxKkj6t042to0iFrZZ9Rb8HPmGPB/UTX4RJH3TnVavReKBPdko5ptI5RL6IWJHVZolwaTZ75+jM7HPtkttqwy2+8tr1tK4n+WeuAWPpX0kl9A976N2iXQcxnbSnyrr33quANzKURxu96ykN7r4u+xxLyE0csFFk4ipPEBQ7vdbyYg9OeQpF+WWaTxzkPPJ0brF7v6JLHvkLycFwAlmLBsmYAT86ekhA9R2HK2bzEOWV/NKHMWzaKmiujGdv5gkU0freKGW/JFUZSs+PnAOQYANYKI2nY82dsuiXzWBIQqmjUSlTzuEe+WQPAiTRsu6rnADvQHnr8Fw3toEKR3MCbfsaV0Zss1bPUjEYzRtIw6j331X67zz3pcemcsYCsTx4qRJE1gO+2s8upPU/fH0+Fwi2YuIodPzNePq1ebBvHUZgyiyWeyMRVHLQbnLQj2ujxouwWcz4+fZcr/oyH7RanoxFX81M7V7UJIKpjWeZUmnHWlrx6do2I0I4dITrGWYNL1yGq47QpmTc5deup24ym8bReCbVLq0nzwqW1FeUaL9zRIJ0D0o+91SBUjMboVqpu6dDGoUWELNGO3Y1VA1VppacsJdE8MVF/vdPi02dEjBJq7bgueS89VdJNEN1z5QyIo4hNSm1cB/EUt7IAk66BtIogjsfLBT5jIA/vo0Seb3sAVzHqIWaAT5RJWmqN73pGB9pv1w3s/CQFVwqLvA8VLF1AZu0YbqCq7gda2mfirXvwPu+FywWvd15PlvhMhp83LtFWEbFXy4g3aeNkUrExqrg2nvHSxj4fG99l0y+54s/W5IKzWFJIYJIokQ6sOsC87k97oLDXVwHBXMIaKM9jzkwLcglcc3NyieTn5AO+428vuEe5DNe9Rnxuk4IHA+uo2t5E8cBFTf8iFiQBcOnhjKwXGsol9p4/0IN2993WVDdpAnAoIz/rVSkdx+5VueLP2PEzjsJ0xdHnC3IJfVxg6iomruKFYp9afaJn7FuNtCGoY8ObVn0382xlS6qYpWO5dF5GFTVqXPkiFhzVYw6qCad1Sd1mVK2naQzQY+vQ1qGNJGADaVxSecjK+42DFWH3U9LrA7oEzMtXnxyfIkIZzSNvnMVrAgasaax2q9B1TjuNcwSnariq6Xdk8JytFCt2IdJEhELmDJA7SmjgWJ1Xm/QOl5PHKZiLxPnfgGlSQr1f7Nv/TFPAD98FLM2TKO/nFMcQczElh8dUKgnIqx3FhTSQB9pxA3Pp99153BcB88obZ00edeEEnbbrziOUSrsVYbOB4zypCRQdRfykZTKpjDP1ke1yyZXRjFujY26XRzyXH7Lj54xSgNCJqU7MW45EdXinvWcb0owxcQ2eao3ugHUgg8dBeJsGWODl8feGgip/7iEJqgSg+CYenk6Qcd6GjWVzWYF8ZNXyKrIC5pBoHPcedWsrQE+evARGatdy0y2J6vhQ8QCwyW8WS1O/JJoqJjVMrb5/4LvVTcAR1IBglDcEXD+BNuppYkZEGNEQnGOsDTvZnFujY85CyXEzpo2OeVswbwqqxL/XbcZiUaBBiLUn1A5XOaRJShFhFbOBdfpv+Br0ACyN4IMjOIxaySPqhCg2EkTBVZL02wPahtV4J3nkOoj7SP+cJQpkONGIplWBIbSKJc6Z157oofP38VtEoyiXQcxnb077yLy0jvzAMdo3eWE7pleRaGYa13bTRmn2yKOStpsmqVM9UJ8MEhSeds86b2aoUFkD7BRk6jz2UEDYatm9dULmI/tug7xoubV7wid37nGlOGPbLwgIE2de6hV/xp4/65NXOsAGetDuPOoaTy4tTkx7PZLARNrH6Ignec1PU7meB+mnXhoR/AXv+4GXHNC1vy885mDb/pjnziNnSKmstgvp9fwcsJ+3znPvrmm3THb9Z4ymybttZaCEkRWoB4Qgrv/dESmShj2oI4ojqOnJvSq5tjRJodMpehoJ/eejOnI1D7/Tsu/kC9poE0EbPY3az0XIOWlGLNqcWV1wuihZLgrCPEOWKREomIeuugLbxzI2nT0zPqlTVAx1wwaQR3OWclM4dYDcBUH7sZ8c9kii0tWUYRLBd3pupeezSavczhmSjLUEoo6OoV3JdSTwVC68m5j695+BaXIE3i/27Q/gCRQB3MJRHFpyTLMB9bapUToPoR0rcWqZD9lhRrMRiVfM682mDc1xweROZsHMc0/52j1Lg/b8z37JmBkv32wFGCeR99L1XrbbbPieF+/y0nSfe8stPnXtbT46uc/V7ISpq/ESLVEleXSdZz3MTGw0I6TX3mqu8np1neeLAzyR/bDR87RXsjNeyg6ZunPg/YTLeR6gv5av8TTwPX+M86Br+3/vD8Nw23jBA2l0i64dpwd/VfL08spbH+x7sL+h527byxqwnwd1h+BV+mCoVyVINLAX866dOuP1iTgcHmeUTgLyoNKDe0fJxAT0UR1ezbN3zuiHbr+5BEoVGuct8zdf0kaLgdRbnrOm5GAx4Xg2pl5mlv3ZSM+ZS5A1z/n8uO9e80vBtZ4wchbozCLqIsELMXO4LMkLl7K+j+6ZUAt6qtde9tpf7HS/1EEojfvuxAOuFVybVssCIs6Sh1J4oosfrY7ZceX9QFlP/nkGdhnEfMamKVruUlS93lbCZkTH9qgGpZdiOa9oFMKtQDlu8D6S+8CiypEjj18OPO8hhTL0rDuvesiH+8TFFxAmEbdX8X237/Li9IDTdsRn7z1P7gMvbB3z3OSYD44fsumWfN/0DlNXMXKNpcGjPZfdATdYQOsgbvCV6gaHzZSzUKbsRMesLZlmFaVruJadcjs/5KY/ZuKaJOtbKTaGAB1UvynAvgiQv9Zn+mO/B8/7qfaEj3Yg3wF8B+C5SO+BDyeWjopxg/31nnwfv9P+tSEl49Ee0LugaUCIKeu0486Rjn+PTwXyTqfu0yRtnryBtdO4BuRRpP/dJgjFqVpANZWFKF3LyDdsFUvqDc8y5Bwux8yqguUyp60zYuWRyiS00spKqteNbVYMYkeHSBBLeHPmvqtTQi4gDlED8aECKxYgue2of7YSFw7naJeUvCZRVslFreAbxTVqGvImjdO0vOrr56SgpsRzqhWeQGt+A6bKpYzwmVoaaNIKsVSqzYiOAq4IOG9py85bBpyI9oDtUzS7K9Z0fDShXMiKDhl61j5lRA6AuvcsMu23i+OIjFsmmxVXN2bcGJ9wszjhQ+OHfGLj3V4yZ/VKdC1b0gZFBtKugWiXWPJmfY279Tb3qy0adeQS2StmvFA+Mk7czdnxc6bSMpJALuv88UXUh09yrbXX3gOodsD99QCwe+xI8YLXnm5xcL2+Ju0yAOzetPusWeetdwHRMAD9QMoLYfWZoBfsTLr3tV9an/fKUQjSAfaTgbwGCgYUkJLiDjZWGjKcxN477yaO3jvXtJ2aprzpXhMlEyuIVrhAPfJUGxlVa//OFiXVIkfnmYF4B6hCH2TvnjOcmjJFME++cf12sbSCbKC42q6raIr55ErMBXVGUeLsAC5oXw6gzwQd2fMWi0RjNUpsTOabVem8nHnmEhVprVZNl7PRTz6JohHVpEz55lHcgpiXqfTP0OwB0VzRSUCyiEuKDXER55Qsi3hn/zIf++p/86qgbj3VsoDTvC/202dtdansmdEvYaQ9wKsHHQVkHJhuLrkynXN1fMZ2vmQnn7ORVWx7k6W5AVh7SdyhRhBHLi1FV4QqSdfWue2cozBhqRnb2YKXRw8MqF3VJ8BMZaWRPh+QtGN2fO7j5pELPemnAeR7Bd6LJo3e4+0UF0/x4sM5muTrBfzzbPdjoD4A9CH1MlS4dOfQAfrw/aBDjpwEyPIYkNu5r6gVh0uct6NW3wM53XkQew88dDUixJHT9tcgDgLWDjVtvkQaPBmRNjpcV4hMY0p4stVCoY6Rb2hzU7nsjBfMm5yzZcmyyvsEniwPvQ49tJ628ibjU0Erh9QOV5unrGOjK2OhvRLGif1qeReW5h9zy1oeHZBozbRtg4E5xm2HkfR68+gF76xsQND0d1oJSUzUSkgy3G44dd649o/as8DvdI8uPfBna0mv2sntvLc6J97HvqqgVZlT2mBZjEXWcnRvk/wwozhL9R3aCyiTZL6WPhCqkFLfHZSRK9M5n9i9x2a2yk50mAxsqTk5ISW/2EO6Au2QgpLr4O0k9tX6Cjdnp5jzsfKu/U18TC+9nnm58ryfBNwdOK9zxQNqZPAJowOUPEHa0wD3vDncmtfcfX4IzL3X+4QVwvntnmTn99sdv7PuPIbfcwjoDlmjXfrX36OHvroFegGQh8eolUY9SOdxrzzyjkJZAXknLXTUZKBd8DASzkk/I5I8b29OSqJVohrgNdGDb3HRW6njqOb7i5UJLnygGRmoN8GOqyqE6Ih5IJYpRyEIwXui94TcJf25rjJCJSmqdMVt93/nkM3gyu8s8KdLFrc3mV/PqPaEbA6d9F5Tdqem8RyKpB0XwVcmG+6KcqkXECE6XVUt7BYxMeF2ePr4ea/WlSN+v9i3P4ALa+DtEtc9BO8YHW0UTs9yeHdEfiacjZXpYVeXgRXZd+7eiNJrUJ2avtTS440zbDPP4XzMg/EGjKB1jqqrtaGOa8UZe9nM6mCLJdNAkv4l8M4JVmQqAXdXM7tLojFevAM67d+DBNbn6BLb7sle9ZMokPNecaOBpQZG4geTwdfnfVy0vQHfkD7SJwJ0d9yvBeZfC+DPn8d5QD8f/Bw66kMPfQXYF4P5imp5HMh7MhlAwmMeeVdlMeLWgVwsaO0SjTL8PnFtReH6aF4UOyEn2tddcU5xyWO3nx2QO5zY75kz773wSeoY/FolRgsk2s+Q4kmxcamCFahEo6ZTsbZsKWQzC0yOHyibd1qKo5rsYAZOmHzlEZPXPA/+hWvUW4lewbI9ozfvuleyJAVX51m5kAA6dAqv1f0zWaLVpicmJc0zsksP/BmbJI9bBrSJiKZCQVZrQo8LRu96qygI5GeraPlQ9mc7PPdaWuLJEiv8oyvVSTjNOKu2+VJ0uOvKzVFgK1sYTxlK7ldbPKw38KI8Xx7is7O1DD+PeT8deHdByyF4PwxTfv7sY9wqjvje8g7bruoDY3CBhz0YrK4/ztPBe2hBlUhkqcEolvTf12NfS13i0nRjVMAKUM8D8UUe+kXe9tNeP2/nVwWwDuSwuk4rr7y7bk8G896GQJ10zj1d0yUeACRZp9eUFSqDYCdGhzhza0HalTcukVqzx3hxJ5Gmc01T2r5L9V2dmmdOxIKcKXv0Ym/c0YjHdcAvjgYQFQIG4DHRLCL0dc9RA0p1CiFjcl/YeCcyuVvhqhZpooFqE+yatXYFparZfrXm3u8pCQW9Pr27lppmSU0lai3vaZVl6qCvIa6CeTSpNIV0KpRnhN8KqYnI+8O+/QE8Aa153wbeqlBXOe1JgZ85fC2U+xYE6T+TTF16vjrAHnBlEsC34Jfae+rddjGzdGKJIPcd9WKLXzsZ8eEX7vPS5j6laylcy0E94XN3n6Oucp6/dsgPX3uDj4/f7XlvGES1xcrRNt0JKOyHDf7am/8S90822RhVfPraHT69+ToAjsjU1bycP6SUQINjHnNO4qgvPLWbzSik5RPlO7zgK3IEj/SeW0BZqnIcPSOpuep9D1YjWfn08esIOn5j0sAOLC4G2KE9CaQvev1r7esi88gTgXz4fn81OnQYHr/nYu1/Q288l0iXIBQH8kMLWq6CnfZ36oKk2Zo3DuYJdhmbfWkAx4oX7wYoVnkxJ6T3ZaU2Gf5k/fe+wQn0RdRsG6t1LgKhTU0vvFqSkAr+Uc7NX45M75wgbQRV1DnTly/D6jqp9tmY5Z1DNm7f4OSDsiogl4Kpa80kBolGttA1Dt5K1qRmE2mfVjjLiLwLQkPfoH37tEt7L/btD+Bg8kDpuugoTZ3RnhSU9zOyBWRzcHWnFpGVumT4L6lMXJv0rJWa130uM62bMDpu0WGvZzNBHxR8ub7F61t73L5yzK3JCa8dXWHxaIJbOt46vMFb9/b4wK0P8CNXX+dqfsZedsZImr7iX6Oe16trqV2a8psHz/Pm/SsgSl17fr56mZ/nZZOJ5S3boyUvTg/JXGC/mrIMOVXIOKsLlnVOltQ3m2XF7ekRN8pTruZnfPf4DlOpU6JPwyyWbLkl226ZAmb+nCf/u+t1DEHfRHTrT1wkrgF0x813k02j9neHPx6hSYE7eG+SR58mt+73x1QsX+vzgxVAh4vD3/3AGzdp4rqO3CcwTto4CqDWtAdpsbJ/3e+sceSRFKCRsHbtLgJxC3SGrw3iiRMSUQge3Goy7I4Qo1UmFAENjvErJbd+eUl+sLDtnENitH+VbWivNUibFPkiSNOy+6UzTj+waV+DRI+oPZMyoDo7zzt66aQmHQXf21pZWie9quybNYXvDBWKiLwA/C3gBva9f0JV/5qI/PvAnwQepk3/Qiohi4j8eeBPYLTin1XVn/7aB6LnvUVI/SqV7MiTzSFb0Bee74IiPYBnK9rENZAt1MC+XdVRML23rJbBAxCXqH3BIIngqpQgFIXZ5oK7bLGoc5NdJW9Ca8fD0w1+RV7ixviUD00f0ajn7nKLs6akjhkvTQ94rjzilw8/yNtH29YdKDhUhEoF59MD2XoWdc6D0w0Uqy3dNJ52maOVs5oS6Ro9dMpr2XUki2RFYGO67KsajrOGwrU8Nz7mX935HB/O9yklMFdhHjPeCdu80+xxHMYAfN/oLV7Kj9hzMJH8MaAfAsjX441HlOO45DgqR6ko14OwybvNLgftBo16trM5x+2Ek3bEVrbkRn7MUnMO2ylNtCYPG77quxPdyI8BK5O74+ZW7TC1a/tANmcqrgf3uQZyhFxcPzmsBTMv8MKHdj7IufpeF1sP4kOaRQKrUqurIGdHo3QgHknSCo0U0va8rMPojmEhr4tAvG9K4MCl/Hr7mZnnHbLHgT2BuKpQt47l65vEQpne8YQS9r4QmN45NbqkjWjmEp0hRpuAed0D4F4VMgd3siCfbVLtpi8vrOqkd8It0rMWtH8u1Xe7sQQeZ0uGpAdP9oxcUevW9J1BobTAv6eqvy4im8BnReRn0nv/oar+leHGIvIJrAPPJ4HngH8sIh9R1cBTTWmXSRrSOLJjKx2bzbsIdaqVMuAhO+D2S8iWmjqNaJ8+v1YbIpW47EA/ekkcnO2zr7Pi6OuqUESqJmN3tKDIWqQIxLFAGcjHDeOi4dr4jJcm+xw1E145uU7pWzbyisxFDuoJr51d4e7JFk3jU4F/+tB6xz+2TWZV6Sqf6l1YVp2Lq7oS3ef6dP7cFAZnwLLOGRUNmoJVX3bX+OX7L7E3nrNTLshSW7TStTyqNtjMl3x8epel5pzGnE2piYlvBfNAz1MWKy/0cUVKUKXSlneD8GpzhVeqW/zq0Us8XGwwqwtr8hxWnXO66L93sW80XWSBjaLua5AAjLOGjayi9C3/w/KjfSCuChkhOryL3Jqc8C/sfpl/fvJVbng7s6DGx6MRlxQqa7GCwa9RdY1KuQikXfpMF9i8eJsLQLwbeF1gXV2SGQ48cVYe+FqJgV7W2E08ESIrwMZ+7ymVdG9wLW30q5++XQPxKELmIrPFiOM3t9n7bcetLy8tUNoEJP3rzLoEOaNQYPV7GyDzK1oFDH1FIASufq7i3g+XJiEUe1bbEbgcXC3IQg1ZFFzUPqFOnaCq9rPXiHfPb/ccPBvq4zsikUdV7wJ30++nIvJFrOv8k+zHgZ9U1Qp4XUS+CvwQ8JmnHqh1jN4qcKlpq69WQBoHbsiwcqBroThT8lkC7bBeuUyUtb/7krGDlN+YpUJZhUXMQ9KJx6s1166esjtaMM0rFkXOcqNi6Tt1jLKoc149vMpJPWKrWNIEa9t1Uo04qwqa4KnrjNB6a/fWinnTKYi0OjFMi9tgadFrKcWsVhqSUMQBLag6mqqkEVikAmDilWzUMMpbro9PeXF8yNX8lO8Z3eGmP2Opnk3XsOOgTBSL+YePK14uVImkM49EGo280pT86uJD/M7sOd482+NoOaZqMutw03hicMQgg6YC6dpreg7FAE9EeeiwxtMdZ5tWZV1TajDQ3x4v+xVHq9ap6CvNNQKP8CjbLlxQgvZir7vzyIevdRTK8B71TEQPzro2ETytroYFqWOaBJJXnkB8FdyMPdA/RqmQVkAOmpj16iaDbDtno1TS/l04R58YiC9izp2Hu+idCbtfgJe/usDVAWli/yUlKDjXg7h28hFA6sR/OGfgXTerv611UX9jR6/vc3u5w90fmdBuJN8go29PCCYnNGdF15o8q1pj555pioJrdFXI64lX+r2b3ZHvMA5cRF4CPgX8CvCjwJ8RkX8T+DXMSz/EwP2XBx97mycAvoj8KeBPAWTbuzYbt/QKk5ib3EidgboFHQ1ks5kw2lfzvIcdtmG9HRT2uZ4+oQN2q4GsInacEdQ7kbDTsnllxq3NU6qQcbCYcOdwx5oYA0XZ9k2Nmzqjrj1nixLvI5vjJXXrmS9LQhBi8MQ2gdfgX1+oP6b6FYMGs9J53WvnjtE3q2hbX+XNEpYs4EuuFJOa69tn/L7rr/IHNr/Iy/khe86Ri+sVI5D3wNCrRtAn6mLdOTBZauA4Kr+6fIFfOPkIb8z2OKtLTivj67uGwCE4YmvStE7dMLwvnb4YSUtkgeCcgXUql0BmFZBElHFZszWqKFzAu0gVjCZ41GwyDyXvNLt8snyH/Ri54haMJFB3mZKJm94UJRfhaeodux5QKdwLE75S3+RjxV2u+cXaNnni6mt1pt1GmWvGUrO+emTfpzRZ11FoBeIRm42HIG48g0/0St6/Hx4D8ahCVzDEocaJ44ldXoELxCh85dFVip/d5rk3GvyyxtXBwDuswBu3KjYgDdAGJPMGovMGQgTviEXWf0SdQ5rWkDXz5pljz1v+7iG3fkl55/dPieXK+UKT45S+kqRL0lcUTeMjZqSmyuAyrN1bPEeSf8P2HdaRR0Q2gL8L/LuqeiIifx34i9iQ+4vAXwX+7a9nn6r6E8BPAJQvvqDtVMkWQjuyyoLNpnnWfmG8NwKuhtFDYbwf8XVaXnXddlJQZP3E0yyetEnKikIJRapguAHVlUB5c840b5nNS75yNFlXlUUBp8QyEGuPBoFWCGQ0piFjfjJaufzJq/R5RFykmRWWrhwwr6NNLasGXvcTz30wqAE7j0LRIlLsVNzaPWGrXPL85Ig/uvtZbmcnbLvAVBy5rOuN4TxorzzRLoB4GpVTzdiUlk0nQOgVLvfCBr+9fIHDdsrbi10adWzlS2t00GZQNLSpv6RGoavtLkPQVuxe9BPtYGZNGYMEIbQQG4fLIz4LLOscJ6Q0b3pd9LsnW4yLhivjOZ/JX2YnX/Bdk/t9k4u79TZnoWQRCkrX8lx5xA9M3uCj+X5fGGve1Q0fBCH/6C/97xn9xoT8VKn2hPl31fzIR1/lf33jM+y4OVNpqHH87YMf4Y2zK9wYn/DOfIej5ZiNouLW5IS9fMYPbLzJS/nDBMgQ1LItOxAPkP42QA89lbX63aWEH5+8nB7EO2nhEwKbd+c7fPnzz/P8zyrlozmaOVwVcElVAqC5HUO9DTZpo0n9UrMFqYIpQryDEHHzqqdLRFskRDTP7LUQoMi755v83jHXfz3n/g8VawXjYg5hLIkWFNOCp3sRI71TZppxWSsHre7pk+97MYVnlsjzlDjhHvB3gJeAN4B/XVUPRUSAvwb8q1hvr39LVX/9acf4pgBcRHIMvP8LVf1vAFT1/uD9/xT4h+nPd4AXBh9/Pr32NS2b241qt5TqRgu5wn6OpA7w43tCeRzJKiuIs+pScs7j7k8MunZpXeBTvRh4lzaA2inU2wZo9Z0pbWuDqWsY0tE1MbduQaHyvffcLXlNL2tdx0neIw7IIu3C404z8mXndad/QfoGy2seN/RlAGIqmxs2A7vPHfPc1gnftfmQ2+UhN7Jjdvycl/ID9lzbZ2x2yo3Q87q24zDwAqMqDZZ00wBHMWPHtSxTsLPGMZWWuXrerKf80uzDvF3tElR4YXTI1eyUT47f5iOje1jTgsjb9RXeqvY4qCecNSWPFht9AkkbHJmPtMFRtxlt64xaUfPMe3rl/E1UrGDZ0hPEUwMLN+pvjoh56VluvSnrNmM/m1D4wBePb1C1GYsmI0aHc5Fp0TDOGl7hOr/kP9QHmc+Szj8ifbzgH37pe9j7mRG+trFRniibb2Z89ec/xl/Y+zihgGZLaV9cMp7W1LXnc9Vtm4DS5P5KvA1F5L/b/CTffesuf+jqF3i5sMemqzU+lLJ1ZWefZCvv3fUg7tJrnSfuNRLx/Mq9Fzn+8h7XfxU+dL+2QGDm8Mu2lwRKsNc099ZBJyquanGnSwN3VfPQ03uaZ/Za0674brsR9hoYJ66Keo8UOdq0jF8/ZPyB68yfk5XcF+PE1QneQYzafzXrM7tasfXgTVp1PgPcfca1UJ4UJ/y3gJ9V1b8sIn8O+HPA/xX4nwMfTv9+GPjr6ecT7ZtRoQjwnwFfVNX/YPD6rcSPA/xrwO+k3/8+8LdF5D/AgpgfBv7p1zxOhJgpzbVUhyFT/H7O5uupglkNxSysuLDzoD0E755uFXqtt7Of0VvkuzyG8UGk3nAsT91jmtWeunApwJmZx95s2vn1xbJYgXFPgXTA3AF1WAH3RQSeOtAC2pHSbgWynZrNjQUv7RzwY1e+zA+MX+cD2ZyRmLKiS8oxzto60lfastTIfnTcabd5GLaYxZKb2RFLNY9oJA1HYcJB2OBRs0kVM6qY8ajaoPStdWiPq2AjmJfSRk+bgOXuYpvCtWzmFePUVLgKGfeXm8wa4/17uqKo2MgrtvMlN8oTNnxFpRnvLncY+5oqZrZdtmQRclr1XCtOcShVzLhfbfHa6RUenGxQLQujo4KDVnpPPQq0krH0BWd9EhhoxBQ/ydtHlEOvuMzKMTgfeVWu9hm+y/0xxb4nOxOyBVy/F1f0wlCd0yrZXV2ByudL6o0Rs0+3kClymuFrWQXSnSfez/n85z/Cb00+zId/6E3+xO1f6HMHIlZHBazLUselR6wkrfUEXdUlPw/wXiLxHBB98fgm5f93j5ffnCNNWFEe3feBlPWY4hGCKU6iIks7Ly1ypEqdlrwnTjID6rolloXJCZe1edxdQEMVgiX5UBZGqSRaZffLFYvro154IOn6xbwD7UFCT2PXuVdianqGxZ7dZ8VcP6tysk+JE/448AfSZv8f4OcwAP9x4G+pLUF/WUR2zuHpY/bNeOA/CvwbwG+LyG+m1/4C8MdF5PsxSHoD+HfSF/i8iPxXwBewmelPf20Fit3UZtMKWeEVmXsm94RsofhaySrFV6uEgSdaGhhDaZKo4hc2w2eLFqltkKkIE4Ewyqi3M+pN1yfX9QEVn4C/sNd8bfsfArNrk3ed/u64+k5ssAbc3X4zm7BCCWG34Xs+/DZ/5Prn+Ehxj2t+1lciHPVetZ1Yo5G5KkcJqN9td7nfbPPm8goPlhsc12PzeqOjarO+rWBXrREwjlqtFkQceL96zrWRpMkfvi5i2bFeuto00AbXA0+3rYgyqwoOsgm5D7zmrzDNa/bKGVtZRS6BK+UML5ENv8SnhJXni31ezh+SJ6/y5HrJG/VV7ja7HLRT3lns8NbpLofzMdUyp2082prUUtsOsAeDSlYXXgWCeKssmN73J57tLwt7B0njfOHw0kFTgW58pXecUB4rV/5pxuKa1eLpE1eGuQcCxbFw5797if/LJ57jX//Ur/HJ8dsUEvpuP036eR6ou7/Pc7bDIJwTJShUMefdn32BaycNzUZOfqK4Nq4uRTQ1i/o0ZptA1lEmTQAvxLxMnHgBTbCgZhuNAwfIIea5yTaTN94/lyIG4vMlWuakSDTlWwfsfOUmhx9zg2c0XdDuawn9arnre4unp1eskNVjPXy+IbNysu95KrgqIr82+PsnEv37mJ2LE94YgPI9jGIBA/c7g491ccJnD+Cq+gtw4aT3U0/5zF8C/tLXdaA8ohstVM66jlTm8YbSSk9KqmPSeQ3nu8yvF6+yyHa2CLjKAjVrAyxtLyg4wS9axsuW/DSj3fCEwg0CKNonCRXHUO8IzXQF3nYurEAjeewSMb574NGTgjTNZqqIGCB/fsa/8sEv8+nN17mWnbDpljiUe2HCLJacxjGvLG/x+uIq+9WEZciZNwXzJmfZWHmBtuObscpz01Ftxb6WhZUfGNAU0qs+vsb9kFVGbLdtpwYRIM8Cubd5OfOSdLVCiLIG4t3ryzZj2WYcLsdsFhUvTI8oXYsT5UG9ySIUtOp4zV/j88Xz1uDANX1fz4mruTE+5lOTNznamTByDQ/bTR7UWxzUUw7rMcf1mGWbUbcZdWvUTVXlpgCKstLTq8UzivsZe59XskW8kIbrSzS4wQPQja/BdVKB0ZFSnAqhlD7wvtp+tU8vsPurOX93/0d48M//Dt+z8U5fjXBoAaGJBurxXMAtl8f9oY7PfWu+y/arSfHSJPpj2eIG+m11puvWzJl40ktKjDMP23VqE7vptFsjXBNwiwYao2CkTRRK5m3ytHY9kHnTh4eAVA1kHp3k0LTsfPY+6m9w+qJbSYLTNRqueMns+3dfM6J9z8+1z32T9nVw4I9U9dNfa6ML4oT9e6qqIhe7B+/F3geZmAK1M25ZID9zTO4rxVlXAD7xnjoMWNrSrfMuXB3xizTAYhpQKwHzapkHqzZQ0QrlqHdks5ZsEdDMupOol1TI3hFzsWL3sOoaPjCVFc/eF+c5N7momOetDnTasnl1xsev3edRPeVvvvmjNNFxe+OYzEXePt1JvG6qKtdklu7ccazQdyvpsEec0raOw5OJUQyRx+V7SA86Ipq8mhVY+1RzvcwCmbfStlYBMjLOGka+ofCBqa+ZZhUbviJ3oW9IsAh5X3Y3c5GJq2nUc9KOiOoY+5pbxTFXs5N+CRvUMY8lB+2UeSzYrzeYhaKnYjpqp3vgWvVs5UuulmfsZnNubx6Sd1Uh0w33EjkKE96pdjlqJjxcbvDu2RazZcFyUTD6/JjdL4fVuOrGSTfZDkfmObwcPofq0rASwQfFN0rMhJCbl9vpm8+Phd0vwmfvfQ8//70f5urVU6ZFzYc293l58nDQj9MaOTepM8+w+FIuoae5OosqvHOyxXQZ8VU0hVXmkNyv6paoIjEacGfYjCKC5t4859ahoiYZDNGolBCJuYegiEjvMau3/QqYPrwJ0LRoljQ+Ts3jrxvj2NvA3i/fY/ruHvufHNFspoluGPboHLHEConamF1rlvwMAFy/Rrzh67WL4oTA/Y4aEZFbwIP0+tcdJ/z2B/AA0hgwlg8907tKtkjg3WgP3AbeqzvumohrI37eQrvypB6rWhYZRCZZd0FTWr5EqwMhteLbbj/ADPBCyB1Z5ZHoV3WMklcdysTTpb87ryJmBtrtNOnLR9YswmfKYpnz62+9QGidcbvA/fs7dtyOu+08+O73/pz1woEcum3777lSxSAG8lkRKEcNG6OK2xvHXB+dsZktmbia7WzOplv2nYW6Wi9dpcVhqdxh/87OOhqg43V9ej+oW/u8lWK1YdltOxpbZmVXjmCp9u/dZpe79Q6ztuSoGXPSeB4tp9xfbPbH6CrwdXZalzw42eDm9ikPTjeYv7lFcejwFWydwMbdYJzvALjPe+Gd2uGxBrvnvHTzyLWnx3xUXGteqTqLuwwpg25sjh8qxf9YcvyhkuUnj/jI9gPmsVhJBM/d4Flb8tWTqxwvRqgKO5MFm0XFyDdMs5rCtRy+sctmE4m5w8fQV/gL0wI3b5Ck3ZZ8QEW0K529SmqckJwdaVr82SBgadwD6QT7ayNNWFEsXVamKni/iiUkK199wI3jbQ6/Z4vF1RU9KTK4tulakg7dFWhUt/4YfKOmWJXRZ2FPihNi8cD/DfCX08//dvD6nxGRn8SCl8dP47/h/QDgQDZ3jB4KxYniKyx4mbp1dMAtwV5zVcDVbapepo9xAucfugvLUKo1UtWYjjGUJw09dQAFHwK+imTzSDs2r7zLHnOt0EwtGw8Pmlsj5lhq0q5HtEiTwjwjKATJ+33LOYB+EsXRK13C46uA/oS7cenU9NRZxGeR7c0FH959yI/svMaHy3vsuDn5oFFyKeud5ztFC6wSYYaP4vlEn4ZVpmKnjTb+tlPF2L481lS4q8I4kmZtIvCqRHGplp/jhfwgNYLWvgv8UnPOwqj/zHE75r/8ld/D+E5m0tMKigYeFdvkC2WvtvGTz1by0/6SRV0bH5rSt7vKeLbR8Cas/z0caz2gi/YrMkkNCnoFhayCoBJg50tCeG2Hn//A9xO+a8EPv/QGN8oTMhcZdnsqXcsLG4eMsw3eOd7mnUc7VoBKlKJsCMGx+9sO1wZcE8lOa0uDd2KUR+bQrDQapcisB2afnCPE0uO1hTrx3SJoniXnyagXLbIU2zEli4otQaRqTGaY+bSyjUa3NO0qwae/wQ7/4JArvzTn7JPXOHkxo53Q04zD2MF6TOvZBTB5th74k+KEfxn4r0TkTwBvAv96eu+nMAnhVzEZ4f/2ax3g2x7A/ULY+RJIWob6SvF1TFyz4pqItGoyqG45OLTHSoE+Dug9neBYA/0epMOAVIce0K20ZtpPVPy8xS+EWDjCyBEKZ5NKk5KCSmgmgpT0+nW/dLAcnO7Qgx56HYNBa8fuziVx16Tu32JUjqusJIAWse80Lk5xmZIXLZuTJVcnM26NT3h58pAfmLzBB7LD1Jl91SNyIheXr+0KS53PTHySdZmKI0lp7Qm4G5y1JlsLvMVeylXreu6kk4jTSK0+0SsbnIYRuYS+2cYy5rxydoPPfPlD5HcLdt5OwNut1AJ9XWoJVm7BNzqIXaw87uGqbhgmG07gnakM+PELEKX3SuPA6+5krK6jXaQv24BYs9+dL0N8bcxvXfsE1Q+e8b2332Xk21RzXjmuR9QxY6tYsnG14qwpuXe6ycnZmPnJiPxuweadFr8I+LMaCQHNLMtWnaCFX6NyTCLoUgkJW2FK4SFz1gPUOWLh+/KxmiXKa5yTnSwNmEnet3MW0ASjXUSgyG0yawaceui7GiOLis3fvEu2uMH+JwpisbpWw+sr6V51yT7Pyp5VJuZT4oQAf/CC7RX401/PMb7tAdwFeu/I1WptmaJ5237Z4pZtz+FdaE+JynXLwk55AqwolZ5ATmA+vA9dgXm/7plL8sBsFRDJMqEdeXzdFdoSxulhbSaO+XWh3YDoV8vsPsDROd7d66leigV01HoZuu5cQVpHdmp1Ykb7tlJRD6HIWF6F5Qdqrl875vfceINPTN5l6iqWMedus8Or82v8g3e+m/sPtpGDYm1ZeuMjD/nrH/vbfUu3oYWhEBfW3l/J3lbgPAwO1bieVllqTkAsOBvGnMaRvRczKs36Tu52DHuCj9sxUaXvHwkWqNtfTDg8m8BvbLFzmB5w1TUJJ9i4kpgSwmrtg+F9MPJcMHx94Ky/2ElHz5drGI6fNe2y0lMrDFRA55tpd9urs+D79F1ltD/lcx/5MM31xvbjFa2ThLKI5Bs1O5sLxkXDcZiw9Vsle19qzNGJamNWnVEoPn3PRItYVb/knHQTXhvNCamDnUvuiUXWe+hxlNnzOG/IZ5VlXBY5YVrgm2B/R5Ne9kWuICUHyfoqWcS89TZA3TD+wl1uzK7x8FMT2gnDMuur6xxJ5TIuuE/fgH2dKpR/5vZtD+ASlOIkBZUSH+mqgFu0SIxPb6XUedT9ztYHjHSc3BC8hz+Hnz830ERJ2taVN24PpPbesDRK3ioxd4TS9V63eijOIr4WZjcd9ZZYqyq1Y66AGmtVlbwzvPUlBHALRzYXikMhP1OyJauYACsQ8EvIZzB9N+fohWv8t7d2+W+bH6B8ZGDvB0qe7fMevsDZOzf4v43/KP+vl/4eI9q1OQtZ1cxu0mXqap2fB+7ziSmNemax7Pls24cF5Br1zEPZB+g80YAcZzLImLMIeR/IO2tKfuedWxRfnJCfwqjSfkLtdfhhHWhdY96tVabUlAOTup+vvt6FjsEaqCcPvf/UuWzArl7eGsgPQV11tbLSdc68m0y6VZllJip7vwPL3YIwSvkHWQdgHiRnNt9g/FB56bWa/OiYWGaod7iqJYwyoxuXLa5JFEiW0uCd4Kq2/859Ik+SG9r3S951G4068Q7XNEhIqfLjAqla/NEcHeUmPojSJ/j0ST8hJumiGmgP6ZTu+oRA/sYDbp5u8egHd1le7Z619Ch3K5gut+IZeeHfKdUIvzUWwdex94qyWZMi4SuwepKtZ/KxClaen/WBC4OcQyDvrIvgq60EiJq8CRIAn/MqVHvvJ5TmdWhKBXaNsv1GpJ46qh1HvWW1V2KZeNKuO3gCIrd05CdCeQTlsa1K1A34WAZAId1Pq4ciUdj+KuirWa9j7znX/sOrpX+noMjm8NY/+CB/9Pv+D/zvvv8X+ePbnyUXA2wvK27cOg/Z70G1d4lSWaPHqvXV6thxFY066kFCCtB75fXAQweYxZLjMOar8+vMglEA755t887nbzC568jPUmOOji/VwYOd6BDfJ0911exWtMbqGmqfgfiYQgl60F57jXTtUswkegPbC71yHejHE6B396q7D2uceQ/m9BmJkwfRYiilUG+Z81AcK9N7LeVBZWnukDKG7TvEwiftt1iafKfIErG0d3Hpe6evmft+HzjpKxL6CtOAq5IdLaw2StOiZW60SXKM4ijHOWexhLLoj6VlAXU31Yfe+7dcieSFh04rGHEPj7j2CzVHP3id2c2BXjx9N/XaNej5pu2yJ+bvgtkAhOysNs3p1wDuzoa3YVg9bY3rPj/rgyFT59n3EiVDxa7t01qQNEXT1ScvYrD01s4rb5VMdSBDTJ9tYFQFyuNo1Q9zoZ7aAxmzVSYn2LI/W4T+vLsszvPjTRL/IrBqDjtoPWXaZ3rPfrhkl/S/Xg8vIC1s//KIn/zNP8jfvP1jxFKRRAvJlapvuPGJ5+7xf3/xH3DD1zRq3vhSPTuuZeqEWVQexpJ3211OwohGM+432xyHMXfmuwD8gb1X+NHxq4wksFTfKwLeanf53PwF/u4XPkX21bGtHKI189huOklpd7MH1yIBd9fVfEiNGEDT5wd048w+p2u0iCW7nAPy7lj9ikn6gKSv4+o8hqua7qVhf0d0zTNfTaKryWUI5qbNtu9bzCKbb0eyWWve83nHJthz027YhCdVmiY7+axzieKwiaf7bjH3SdMN/qROQUpnTlBrfJRUrem5xwmcw0AD3gbcvCFOcsSXuHltQN8GA2jvUE3rncbqpqxTKR7aFUcupzN2f/ld/KducXbLE8t07VzKy3hG7rdCn138frD3BYD7pQ0GV5/ju4cAPPx7KG1Kr6952JF1euSizyWp0polID5vq2BnR7Ca1rrbdf9gBsXFaHry1ICi+7yoeYO+hmwha0voCw+oA0+RcyDecaqdV5NAhgEwdAG3PhDbgVAP3t2+OtBX3Ay2vmodV/rPvDbut3vNvcwfv/Z/5Pqn7vPcxnHfcLeNnjp63jneZjYvU92Ybmm9fvKfcd9FvlmzvbkgRGFZ5yxnBfnbJfmJMElKkmw+AGxW9EQH0Oqk5767gHe/3eCSWP13qy/d19uAlQTwAuuBvdtJd8nDSqGyBqI9kMvaKqfz1s975uf586F3bt5xcghmLb4KfRblSu6YfgbtE3P8orHnIBr1IVUgbhSopJKsddvX9gYrhBXGOX6ZJoW6JUwK+wpZclR6ytGUJyR6hLVKhkL0GURwVYMOJJ0Sot2nruBV95010Srt4G+AZcXWb94DbnLyol+NaUfKY7jwdn3ddkmhPEOTEG2ZNgTuTtr3JMXJRaDe/Q4rcL7gPokmHnTIhzse98gvOtc0gjSmuhvSeXRpmar03LhTS+/WjlTuuFAViEMmNnmJXau4VAdCvVBPHMUs0UtDb6+jUdbkboMBLqt/gmnc1QtdSc+17ZSVKoIO9JMnmD4zBLPJXeHk4U3u37xBu91auVsrTGLlcrvb0NW46NA0HU+90i5H7O+P0DJSvpsznRmwugaymZVPUFl1YHKhOzf7vr6xc1yd8wC8E7hHD7JMx3T00k9HOt/ufLr7etGqbwDGQ1XKefC2blHpvkb6caB+cN867/6cZ762bxFcE82hqZ8A3B3d043XOiCNJNmgQ5aNxX4ybwKANiLLyjxjEbTI0TzDLSsbZ6Unbo+szGwTBnRMZkHKREPpuFjVCi9ypG6QNuKWbTo2qelDMA9eJAVnI+odgq0EuhXBoNbD+jVfLNn6rfvUm7dY7q2qET5Fq/D1mV5SKM/UrK3Z4IZ29qTaJxeVlBx610/wrIfbnY9or3Hp53nxC7x40QtAXM95W21EghBzt/J6nayW0/0FMD9QQqIzYueVK8XsAm9PVp8zFzO91k0Qw/cGQC2qq4xSHVArwwmr21cCzXoC1Z4yemhFmlSsDK+0MH1baPdzwsiAtwfP9B26fqSd8qI7D78E1Gpe4DyugmYDRqfr7fCaDQNd1ypu0RU5EuY3hfH9VN+mUiu7kDuyZbquiXKKuRBTENM3qQJfbqASSulXQ2uToJN+3K08/u76pq8w4M97L15B2k4Nkz6vKblrMLQ0c3ZuhaQ0/sFtDVYRsK8a2H9o6NikbYcJM9FmV6Mq6tXnmhZXNeufB0t1T5938wqNVrekczT8me2jS5kXjatVbeLUdWRFrWhaSJma/TgaBizrFW2i3lkgtP8uiZa8aOKczbnya/s8+NErNJNnC7Y2RC4B/NlaPDfInmQi68B+3kvX9QYPjwc5WQPkvr7KkwKcQ3A7Ly1jlY6PS/s6rzFXxXXLyG4Xw1Nysrak7p15usqL9PLEdNCV1Mqmgl7a2L3/RDDHEmW6ySSUqxPpqsABhFzIkmZ6cVWY3BUmD+yiSkygmvT6rjEQil7QbCXN88v0cGZCO3HG9Xc8f2v0gGus52IHePWm8U3ZPIKDfCaE0jG/7ghRCbmpfDbuJN62MslpM/EsrwrZ3DL7ygMln1seQcxgfs2yZ4uT1AREjU8/u+0ZP4wUp6GnNujkhes3evVr5/12PHsH3n0QdAW00o0NSMojS3KJheuvhSRKxjXRqgJ2eQ7nHZDh8bt/55+ZjmfGwNI45no1JtPn1pwBl7jqzOFS+dyOHhER4ihLjRsCZI6Yl7hlbbRNbpmW9p6iPrMU+6CmbhHBqaK9vFDtnFRXXHsIq+f5vGO2f8S1f+o5+N4dqp1nR5/A11UL5Z+5ffsDuLLix55mF/HhwyzKi+Rg3SHWNOCD94e1jWFdL/6kc+jPO8kJu8N7IRaemAvZrO2BQBpFzu2zHz8+1V4R+rT+4TE0edi9plhWH+6qLa4H5tLnEjcZCuy5qQ28UNDM1DEmH0u6++54SVIWxp78tGXjHdtufr3ANwZy+Zndq2rHUR5DOxKqLUd5EmlHvp9kpvdaQimc3fI0G8LmWxF1UJ5EipOmX1qb5j8CJeqE4qhCRQhjG7rjh9COhWweKU8iobTfXassdzPyWWRyP7K4muGCcvacY+49o0dKLGB6L7C46lhcF/JTiz80U6NY1K0mjnwejb5S31e/VOz94rhNgW8eXxHx+N/DMQJYuQhsHEhUPB14x76B8GPA3Y3TeA64YQXeQ0plQElIG0BTAGE49rpnqNs21fzGlbY6KLI+SCpVYxRM92yGgE5L4sZoddyuvVpWpKzkmKikaHRMAnnN/OrcQvqu3q0kTBohutWz3D079/a5ejJn9onrHH8gfyYgrnyHAbiIvAGcYsO3VdVPP8uOE6v169ewJwUzL/LIh8HKFOA8n8ijSSa1tv3QznPh3VKwS4TwrlclhNL1TV+zeeIvH9vfuQcpLcv7oCf06oHOG2QYdOs+2nnX0YKTzVTI54pfGqj1FECaGLJlsOV9iGjuOPjYiOJEKU8CojC7kTPeb4m5JPC1BtOxcLRjuwgPf1AIN2rGGxXFz25TnpiHO7/mUYHDH1vi3h4Z3eAgPxGKM8fkbkVx7Agjz9GHcupt2PuSJY1I1awy+WKkXCTuNrXv8qcOiRMgI5SmVz55IePab81xdaDZLChOAqOHC6QJjO/aBFoejSzJam6aaIDRvl2TZjOjHTvyeeTsueSZn0ZikQJ9i0i9k5HNQp/olM0j7YbHNUqcOPKTsKqVEroVjU2iMpgML0oGoqNYolqVwE5RcpHXPQTubn/tcHm52v+FpZZFEm0R173wc9tKlSbTUWGfyRwxN/5bM4csQ59FKcuWsGnyEN/GVM8+Q2K0eitdtmU/xmX9WR1OOomTlyJH68ZAPMCqUpuBup7Nmf76HYqjm3zlPfh5X8sU6Ts6vR/sWXngP6aqjwZ//zmeUceJb9q6wXFBPZN13nqdJnmqxryTYHXcXgrIdIDdo2lSrWSpmFYvPRxaN6C77E5sjHZRdYkKLcaPy2qCiJmw3PWMH7X28Ccw77bJT1tcExk9NEBcC8KmB3FxY4RWxtO6qkWjZ+9LS9yixc0btPQsrmyatHHTMb/hCAVsvRkZPQrkJzXSBD70XzsWt8bc+SOe6vfN8T87ZnwYOf6QQ3Nwb4/Yeg3aqeAXyubbLeO7MzudSkAKxgeeq5+v8CeJY01NdLWTlGWOMCqImTPlBZDNGtqJp9oWzl408MuWYyYPA8VhbRPZQO7plg3jtxvTJ9cBP6tX3i2QnRW0mwXLvZzJg8j0bo0Epd7JUxq3UBy1+CYiTaTaK9EM/MKq/ElQwtj3Xvv4UW001uAcms2MfNYiAwXN2pgEW3GclwN21FgYgFwnYR1y3uesr755foUKa5mRT6Uo24DMl9BkiB/KBpW4UdpqoW4RVfxphZbeaJJUS9wdLyCm9mpFbq8HTXXG3ePfoZMaZqkSondox/trtAek684BaBPJvvwO+en5i/qN2SUH/gw7TgBPHlzn5X9P2/68J35++wFwGzd+wXSevN7+eEmi1e8mgfewr+CF53OBRz8M8tGlPPfnC6FwZMvA0QcyxoeR4qhle79CVC3hIumDQ+Gotz2zmyV7n5+THS/WzyE99JpnuL2S/HiZ1AimavCD7SR4tl+dI1Ug3xsxuQfVbsbWK8fIol59j8wzfaPlY/+x0G6XwBKCsutLZrc80xnsvrLg0fdNqPaEK79Tm6ystiW4yz31pjB65HClT7rsgFQtulFSXxlTPpjTbOTmAS9MM3/yog3fyf3I9uuRxVWjN/wi0GzlVDsevZVTnJkmOz8LqV5Nk7TMacLOjXuVZUuxaMhOLFtRqgb1nvxgbtdneA2dKUJibnVBlldyfKUcfygjP1U27wyCfd74LWmV/KTpPXObSO0aukVYeeHnxw8k3jytQC4aW08C7+F4u0Be+9jnztEUvYWIhPSdqhodl1YEyzvjvWHV/KECLQGxlP2hRNBqoIT1Z8DJQBzgME4peedZ4sVDhNgtN8Pj34UI4RkAuH6HUSiYv/mPUlHy/yR1pPimOk4Mu9KPss0Ll4CdnMn+ODdQ+42eAJznZYgXUSRrfOPKg5EAmsn6MrnjGYfnNTz2ee7yPI3Dip/ueHMJackISAPlwnjznddAmkh2tITMQRuJV8Y8+uSY2Yvmxbe7Ldlhxt4XWD3w54NVwOSrB+n84ur7RR3QQJ7FzRGjhzWujuT3jhm9401dMNzXMkAtkGfkDxJx6RzbB3O2vpIhTUBFuPkLlfGebVxph0PEzyp2v+zIjitkXhH2phbwcgF3umQ0ryFERu+2lA8c8w9skZ0Frv1GY/VMlg3tVrmq76GW8CRBiYUF4Fxjv4e9gvxY8FXAzSoDFbV0ctc0vUa668ZO5giFxx/OBrx8hCi4wzPrPgPkjwra3THTe47yKNUJyRwuhFXugCphmuMam1CsAFvK5E3vS8qUZFCrW4KuTyBPGtvnXuvH6JMUW+dpx+FrA8XNY8foAqJtwGlp4yGpSzTHMjbngTgqrBrh4LNSmx7darLoSpEixo2rE4sJqfXalBAhVT7U5SComcQBT5QUf4OmfOcB+O9T1XdE5DrwMyLypeGb30jHiWFX+u3Rzff+2Yu88XOBxbXXzvNu3aw/CBCtyQWHypSw0uBaVN2AdY3nvMh6T+Pi7WLu8fO6P2a/v3T8ostEbQPqC6Sqye82XF+01K+WuEZpJ57FFai3C7L9Wa+v1XFh4NmBwQXXQzNH2Jsyuz2mHQvtWBi/G/DzZuUJFXn/EKt3aUkcoWosICUCrXGnkrwzBppfipzFi9s0G46t33yAO11QnMz7a5DdO7LzLXPwDllU9kbTIiLkZxNUhPxu2m6Um3d72pCd1dBG2itjDj5RcONXZnYNAC2z9DNnfnvM5B3zGmPmWNwo2XjjDIDq6pjyoCKk1VW3itGBBE5Hud2bNJlJCBx9eEQ+U/KjiuMPT0Fg843A6YsjXGs1ffKzti8M1VXzAwvo9SCnCo2u0tKHWYqdXeQ9P+aVpj/dBeqZJ21/0X6H23YWrT2a1A14n6SEaZwVFux2VWMAnvj23qNuWqRu0LEFRy0nQFca8DxblZztjl3klpnZ8eHiBufSPSOPn/Y3Yt9RAK6q76SfD0Tk7wE/xDPsONFrqGFtEA09xXMn9Dho95RHqv/QDabufaAr0tN52cAqyWbAU4sG84yHevDWZIDnVStDxUofKL0oeSho33RCmrDeZ7DzcpPcsP/uo4JYZvh5BTGSPTrFH85AhFKE6ZeT2qDzdJ2jvr1NzB35UWUeZeJANfNUL+yCgJ8bMI/vV2jmKO6fQoiEvSkyypA2Ul2f4OpIcfcEvGPxwhajd86s2W1a8obtKc1WQXlvZsGrmFp2RZtAYia0I3swtW6SMiLdi/QwV7e2OP5gwY1/cnfA+QbK1x7290u9p7465fCjBVe+sDRgCYH8nSNuPzhbv4bL1erg4GMZd/7wiOwgoziyhsWTdzPUC2HsaDYL/KLFz2vLPN0YE6Y5+f4saZ4TZRBdD3qjw2j67Wj9WtuxIzut2Pn80kCsyIiFhxiJGwWMIXpH+c4xUjvz/kMC8y4mU+YGgnF9Il9zOp5iX7NX7IUfSvsf0hdPsjYkeiUFM4t8dU5t6Cspdqa575tHdBOyZg5q7VeAwOrYg+8szmq1EBP/3QUb9Snn93WaIoTvlCCmiEwBlzouT4E/BPw/eYYdJ+Dc8n918LXBeSGYD7bVMtVySNxnn+zwlCVYN/CavTH+rMa1LbQDT9x157Hi+M4/VJq7ng6RJhhnXWS0OyXRC+WD2apriQ4yMEXMy1vUa+cWNyeWDl1k+LNqfZB3x86s5Kd/dJzkh+YBZacWdJS6XT/HsqDeySiOW7Rw+P0Kf1ahRcbJJ/aotqxi4s5rLepg8tZsVfBfldHdM3sonevVO35W4+ZNugYW1FPvcXM75+lrR0y6SbMs0MIA3s2XmMRDKe+ecG0/W3m+iWqQ2WLte1d7GYt/8Yzwakm+TN1lVFHvV/dWdRW0qxy3f+6M6rdKYhFopg7XQnY0hxDJDzOWtzdxbUSWDXFrzOKmlQzoEmnqvTGzW7mVo22U6etnjA5qU/S0kdF+S/FoZpNG5onTknaaUtMjZEdLwkZJfra0lVEKAnbXy51V6dyd0UkS+7ra61y8u5hKHILh8L2L7PyzNdiPtUFLJSzi+tgmJJVQAm8b56ZYUe9xw0nZJ+DuvfR8NWaDmtfdAXtVr1Mr3arOp5/ougf+jO07KYh5A/h7ScecAX9bVf9/IvKrPKOOEyD9slyaAfCcA8o1j3xIh0DyvEmeYAJbZ0t/0jJ5LdhybqLIH52hRUbYLHFng2y288ca0hKa9N2BVWU4YP6BLSyg1lLuz5F5tTp351YgM+AL1bt+GSwhEDZHVihonKMbJdmD4/Qd0gNEcvTzrN8vIrjT5RrQ67jsl6qbrxzZcQcgIcEScQ6/W8lmUPxmQ/5o3gc87eEDacOqrsVgFSKdF6XOPpNDe2VK9ugM6gYXdU0DzHRE3JrYZ+uUgh0Uipw4yoijHHVC5lyqfpchy4bpW3Pyv1FSPpivBczIPFS1jRvve9ncwQ9eod4Qbv7s/dUqJSYQSb0ax19Z9vvyTctYlWarJJYZFMo7v7+kOE7dlQpYXNli845du7MXRkQPzdYWftnVWLEEIfUOnTj88bKfgNV701AXdi3mt0omd3OLZ0wzsllLs50zfvuM+soEiUr+aL7eEKH7zufH79NWpF+LKukmvQ68O865G+u+q1aYVlYdkDctTMemOgkhrRjz1apilK+CsqSfQ0VMB97dvyirZ0xSKvWQRhkoUr5Zs6/6HQLgqvoa8H0XvL7PM+o4YcVqBrNtBz7pwR/21euB8DzIh2iZYmWBm1Woc7Q7I7Kj5cp7hseDNrYTy0bLPe6sXpcbnn8wOs46BtR7jj+5zeabc+rdxIHePWHyxrGV0kwJDDodwWyZUq91BYzdd/SesDshlh6pI9nBjLjnOPj0FrPnhFufqfGnpSkm8swmq44jz2y5TuZNs1sNJsAYoY6Jl15NPDLkx51j+voZH7qbWffxo9lKltbtA/oHWOIgMEVivybWqktUaXdGnL04YvdwBbTSnWe6n+1mCQ78zCYtNzevzSXPtb42pp1sUO5bS504sRocxXHdryy6Cd8yObM+saUrk7rz+VNIdTnUd3r/9e/Se4Mi0Ab8/SPcbNxX1HvxH63G2PJaSShMlbL/yZLpvUi7KTQbnvG+BVB9hNMXTRGTn0X86RKZV3Zvigw3r3FHtorJNzJmt0dM7lfkJw04odryuBtTJCizWwX5TkYzcWx/8dRS4sPjzsewNGz/Xbqf74XnHm7TOUfnQbz73PAZDQE5OTOAT6snqVOgs2ltHIJNwB1dmMacOrGJf1kZHRO7yePx0x0eL53wUzZ676bfKQD+LTFlFdhID1cXte+TEMAe2A68U1U09b7nnttto0E01WbI92erQS+yinifD+ikJbibVStg6qLosNJXe6HdHRMzR5Uerun9hph7o0kWte2/IbWxytFxQSw82clKBaJFaiHW6WOB2e0xR9/lef4fH4Nqn3peHkB5f0bYHBFubiJNJH9wuj6BJe+7C4j1nvLQ0xehb6KWwL972PzxDH+cXh9Odt0D2z1c6RpS5DS7Y6orBQicvJAxvRfYeHOOXzRsf8UmN3xqAC1W3VBipN0uOXuupDiLjBbmgceNpP1etrSbhVEU0BdOIiiubmkmBdUHt+3UqthrtX0CYDJv42FZ4Y8SNx4jTEbQroKUK48zfVefJhfveecPXePWLxzjjufkbz3qx0p+R3pgu/161o9DLS3ITJ4Rtka0E8fRd3mymef6UUF7bWqFqaoUnEvjbXznhNFdt9LBZ47NNxfp/CLFmSUOLXZNtpkfhJUUciDRU+dot0fEwpEdVSb3C3E9ODgc6939f692fpwN40kxWtCxO9Ry9fyQeXveGlmfCLpU+pi8+xDRxvh/8Q7KAsk82tV06SfdNKk8E/y+LGb1zE1CRAtZyd0YeIoihKtb/QPnFolaSN1E/FnF2XdtE3Jh+4sL45RhnWNz0vOmFwaFzg1uAdqpZZzV2wXz6xm+tqJIAH6pTO+c4c+qXkGh3hE3RuZ1JQpAmtYSdPzAveiAuw0975stI82m4/4Pb3PjM+CryLVfOaC+NkXmFb62ZB7peOmOOgiROB2n1cOiByZrlNw9KEntcZFMLcb+mvecZScX84J6T5zkVHsF1ZZjuedYXlOklVTCFdRDveWZ3dwEIOac8woBhb0vNRx+JCeUIMGhH98keti8E5nfcHRVEV0LroarnwucvThifs3RTq3faH5qNU1cY+UBXIDyMMe1Y1wbcVVAxjl9/WtV4jjH5R6pGuKowM0s4EhZQIzUL+xydrtg77P7PPdzhybzm476FVRfTa8bPyEgdewpMJ2MoA1kdw/Zun/M5isjU76Mck6fL3j0g5EX/lHB9HRp6ehFjsRInBS0E+PM3cK061I3aJEzXlo3qmw2QtrIw39ul5jDxj2b1PLTQCgtU3ZxxaUORCXlcezLGowOavJ3j1cT+TAA/zTFiw6olO5nqv+9Zv0EP5Cxdl172qRgAvOyuzZqw0xNVbRtoarQlH0rw/MYlsl4xnbpgT9TSzrZcwDTeUs6KqiujBjdPaPZHZOlhqvNhiVjZMdLxveW+FlNszfBNSOyo4Utr2fLdW/rnEeieeq03bWZ6jybPKPdyKl2Mu7+KDz30fvwN64xvl+T3z1aTS7OoeOSZm+CnzXUV0aM3qzRUU4sxrjj+aqGsnPIyaxPIUati4lmjsVehmuFzXct0JUdLpBFRflW1cvM/LJe0Qd9gDbRFGHFUXfbxO1Nqisjqp2M4iwwef04cdtq8q5JSRxlNFsF1U5GvWFNkmNhDZrX2mEqfUnZcl8oTpR2IqzFgtR44OLU0vtXJV6F8jgyujdjvLtFtb36XLaAnVdmwJRqa1XYqjxW8sMF40lGtZ3jmg547PzCCGqx/cxuFqtbGm0SCCPwC5jej+QzSwoa31vi6kDcHKVlvYIXsrOG8iijuTIlO6tpdsfgBZ9WDSqp83rdrNRNA0/0zT96jb0vBatj3bTI/hEigssyrt0/4uovZqtxVxbEjSLp2d2qMJlqr5vuWpdJCKaQyT3zm0K7qYyOHKEQQmoM0kykb/pRbwrzm55sBu3EcfrCmBtVwD86vXjlCY9P6LBScQ0pjYtiQN3fnTee9tFVF9SmsZXfsIBVFwjFQJ56oL6Jii6ri0H7GYK5KoTzRe6+je19AOCJ205L/M7r6b3hZc349UNQpWiCBcdE8KdFT1vkiwr1Dj/O8acVVDVuMUhYGZWrgOEoJ5YZ9W6JZsLovi2vJSjt9gj1jno7R1RpxsLNzygbf2uMP7i3HiCdjGiuTTn60IjDTyov/9eR8t6Mk++9xuKqPWi3/okVQXIncwsehmBLziwz5cLWGDevufLZfa78uvRe9dqE0wa7i12VOAYryaipYFDyfKYjZi9scvKBjHZqpV9jpmSznO3NPUIhtCMIIwPrvs630tfcBvOA+1K1sGqcEME1sPF2Tb1tNJJr7T0XrBF1No8cv5QzOozWk7JRyoMamS3ZuFNQnuR9re+YCW5WsfF2TrmRrYB9FqBpyWYt40eemAn5IhK9EAorRtXVCu9Au/usNTCw7zS/7nqgPH5paoqSpTWEzhdKfhZArTKjqNE2ro12j7wQxoUl5cSIDIBKtzeQZY064fbPz3CLduWJZumRi9Gko1VtdEFSZ2Rnpof33pMPYiFa5Gnlk2hB78E5Tj44YXpX0QeQLSL5DGIuLPes32k+V7JF5LT0+ErwtbL1RsPiasbRh6dsjjOrDXMwM83+uUD8+oOYqMNOedKB63nvuwPvrr73wBtf86KbBpmpBdvHJThBG0tYE+dsHHu/8gO6eijwOGCn7krPwr6TVCi/+9ZRJp3Qn+R9N+sBOUmdrI0aicjpYn0fqmQPTvqXOm+0ubFFdlYTxxOkCbQbBX7RmDRuUaNlwdH37nDwCSGUcP2zytYrp/ijM6bQTdm2U2/AXd3a5Ox2wXJPmNyPXP0NcPOa049tc++HHdN3hOJYufsv7rF5J7D1mymJpcjRsiDsTam3C3wVKR+drD9Qkpat3cPRHb9bAseEWCkRZnF7SrlfEScFixsjjl7OWFxXimPBVZDNrJb3/JojnyV+vQU/qKzX1e52LX17MomQzyL1lrPqfIniUCdk85aDj5fUW5DPpe/BufF2xC+Vg9/TsPVbBVt3AmfPeSTmZAeeerdgdsNT7Qiz766YbC2Z/uWS/e8eMXtekRY23zBaRUc5Zy+MyJaR4jQyuntmtTkmOc1OiZ+3NFt5onrsvEJuFRhjjq0mSGVsBzgVcys7W28JesulMgZw8PEJYE2Tt99oKU5aXOqGo0WGTkbI2RzNM8JGSXtzk3onI3qr0FiWVkrVnS2JGyPc2dJWXEOqwdlKM17b4fS7Ntn+7D1YLG2CBAOzTlI3GaHA+GFDu+FBDcCtEJZj+3XT2gM2iQarrZ6fKeM3jminV4gZnD1XWBmDoxGT+zXZSYU7ng+olY6fXuVJ9GPN0QeIzz9ra4HNC6qJ6hDEU5BbM7+q/69q9EoIq9ZqT1GbqD4bDly5pFCeufVV07hAaRIj0gzu3EVBmIECQZ3Q3NwmTDKK/QXZiakBpMiRZU1+tugDoTopaXbHqIMXf2ZJfu/UgjHnkyq86Vqb65ssr5fMr5lXJ9HKkI4eVlTXp7SlEDYC+gdOycqa/QfbwIji+CouRJZXjEtupkZD7P3WoXnmvZomDAI9A8AGe1jyDE3/2t0x1ZWcxa7n5MUpsaA/p+m7g1Zr2M/iVNm8U3HygbJvhpAtoiXsHNc0G7mloo8cyx3H0UcgW2bEj59RnxYU93I0g/xYmN6Ba78x586/POH0erR64s/PUdlg+4unXP2ftgilpf2ffgBCmSPtNos9T70tLK8qLo+0v7NFHC8NBI+F8kjZequheLig3R0zu+XIZgbCo3uChJZYjmmmHldHDj+Sc/KRluc+9IjDX7zJ1uuR8iSsKjMCYWQUlajSjq2ZQ3edpMv7qQCHlZjN4OjlDNEMV1trN3XmpYfxFTbfCkzfWdJOun55Qr3lWVybUpxFsrmVW80zh88tsOrOFkjIqF7cIz9cECY5py94tr44sjTyRYUuFiko6BERC8aeZJTNNuU98+TjzpTFjTH1pqM4jakZOOx/vGDyMLLcFapth+YZ4/sVRx8eE721qFMH8+sF7QdKpvcmZLOW4u0DVjUeBsD8GA8tT1BwPf4cdiZiJQyIuqJLXGpekhmtJLnFK7Tjz58kFTyvtvmm7DKI+btn3QB6kgyq2wbAOdqrm/jjxbpe1jnCJKN89ww3X67SjJc1mmc01zY4/PiY8X5kfG9J+eY+5Rv6eDGjHuRHtNsjwjjDLwOTt+eEfMr4YYMLEX9Sc/LRTRZ7rgeNs5MxyyInv1MiAU4+UBBG0GwK7QRQGO+bt0YIaFp69k1gu++ZluRxe4Pm6oTFtZxqx+iZrr9jV162ow1WdcNtN/mZWlDrYUV+MGc7KM1GZs0WRkIeBbdoaJ4bs9xx1JsGsO3VhvzNgraxQlr1jRY382y+Ds12wfitY174GWi2LOX8/qc38DXUV0bkC2V8GHGVcu03rGRrftKwVUU23hHCyBNGBSqRejNnej/2TSKKgyVho6CZWJ/FySMDKc0cmo84+eCIyYOW4u4JN+oATDl9riR89xmHxZTJvYz8zEC32RS23mzZemPJyQdHzG8Ii+dbrn3GU5xF5tetuUJxprSl0GwKbrm6juqhTpx99ObZn77gaaYTmg1h451AfhrwdaTazRjfXeIXDc3OyLzONkKEuDUG53j4fSMmDwtGBwFp4dGn91jcEJ77uVOydxWtarra8Zr4cPfoeBWIXzTsf3KT7//xL/A7P/kJbv28BV1vHpfE3OPa0uqzP7eBn7ds3qmptzKqLYdr1GqpL5R606E+w13bskdm2dhYvKgu/2OdsuKac7UmLzxnImmcirUfMW8+oh3Pn+gXKQrjv8FAfMh59x2OnoH7newZ7up33b79AVwxAB5ojy8s9bqmWTXwtkazq3RxADLP6LV9C4AWeT8olx+8Qhg5QumY3g2MHi3J3t4faExZ8XnepQCnI44yXNWSPTih66y9nep9txsFcZwxuV/jq5xH3+Px2zVhmVH+zgajh0q9BWcfENqRki1NGrh5JzA6qFOvwGTePC/j6Qvi9oTFrQnza1bJL6bmDF0TXxdgvB9pR0I7NhD3S2uYkM0jyyue2f/yhOqzO4x/UwmjxLligcDipKWZFun6B1xtVEq2UMYPhPKwQCJMfm7E5FEg5EJxGhi9e5qq7QnZyZLs1ApGvfjTS+qdkvykJlukmuiqjB6svDq3bFc1rpM88/y9juMcV7WMFg23Hi2RhbnJXQLR7hfPjJ6oalw9wi+V0y/tQIq7HX8ssPc5R35mLemKE2tTdvyy8Mf/6M/x8fE7/Ecf/Bc5/NlbXPnthvKwwi0aqms2QYbSqLRQSM+xA7ho1zx6mN8w2ubdDwlxx9C+uOvYmUwYP2rxy7gqVNW0qWCWs0kWa+KdzzKqPaHaUerdEn86sTT7lHQkGxOT4s0NWOP2Fg9/ZJfnf/aEu7/2MrfuH1ivyxDxTctX/uxVpIErv2Wxgfkta5Bx9GHHrV+qrD5LZtUD22lGte2598Mb1C9VXPuZDXa+MkOqYKuFZqDj7ui7Ydna7nkcJvqkZ7d7rwPc3hMHiGFtQtCqQjamGExVpl7ppL1DEH+mHvglhfKMbcAxX1TpDy7821WtBQd7NUhhtUyqGolK3J5S3ZiSnTXWsqqN5O8ucbOl8X9VbUu7ToM60AOvdNQBf2AFnPpsv3GJLGri5ojqasH8imdxXaiuROL1JXJ/xMY7Dhfg7AV70KfvKOP92Lchi7nj5AMjds9q/NncBvl0TPX8DvObOYsrjjBaUSI9cHeDWEBaZXTYkp01NJs5b//BnHanZffXM7bejCyuOKplTtizJhPt1BM3RoTSkS0i2VHF2AnZzCr0Td46YfJG2n/KLFSfJhTniGPTP4dNowjUCZq7VUOLxEX7JjOZHdBsG6CbZt8Rx95KvSI2MkXWy76meysqqYSuoKXvA4zSxJWU0jnc6ZKb/2TJTW8p/mGz5OC7J2y83dJsmMxOGtt/KJVX51f5yS//IMv9MZutVTR0i8bS3CNs3FlaFUhvdU3q7YL5jZxq1xFL+gbLGoEWJu869EFhQVSF0xfh7HZOcQLbbzjqzU02X5vRbhY0m57RYQSxxhJbb1ot8nbsKY5r2r0p+ek8dVmCuDVh/uIm5aPKanCPc6pdKyI1en3geCSZ3+SON1XPl624V7E9pro2YvqOcPThAmlh682arA6U+0v8Muf45RHufsn4oCXm5kDMX7xKfhooHsywbvBpyM0rewaGnPjwuey88aFDBCYR7Mx5iC19lqWqJfRklqAm57vFxzQRfK0Ccl+HWUjpO6QWyreldd7c0VkvBVx8aI9YOKav7BM3xsRJztF3jWknML3n8VVk9GCBv/sIVV3FQjrwzjKjS5JMTNpgHng3mRS5SfOmJWGas7hmwbhmA0uzvt2SH3imvz4iFtBOzRveeFsZ79syu0lNAA4+XpAtlNFBRHPP8hO3OX2+YHnFPL/+ayrrPDYgrXHZ+SwyOmgp756mzMEJYeT5P//oP+InvvyHGd+dIXHC/a0pRQP54ZLTF7doJlPK40BxVFFfG/PgUwXP/+Nl2ne0YlSZdReKWQLnUUaz5VnueEsrz4xSUGffvR1Ds6FsvWayvTpRKqZsUertwqilfkVsiUydE+QXjdEME3vd6qvEpMYAzR3NxFMcpEBqCxQZcVL0XZFid86FY/vVGr9sKQ+tjnpXg/32/9Ty9v/wEV6Ytbh6YQqRFKCUNlLeO7Xv7yXV627IT2D34RzNPWGUsbhZMr/qaLYSNdCy0sMPvPVmA/Y/mSMB2tEGyz3h9Ltaiitz6lmByxPI7ZdM33JsveUY36ssUNoGm7hyz/yqR0JB/eKY4jRw6xfn1HtjRsez1aBIevQX/rsDdJSlCakhe+uU7OGIyVdzwvbYkqSiEkYZwcq+MHqkjPYhP26YPzfi8KMOv4DixJM/l4PC6CDYfDufUL65j90sHpcidrGbTpTQSWWHZWE1pt9XSWLaNMb9rwVKnS15og649Gfngl9SKL9b9hS9p07HVgzpdLbixUY5ZJ7xawfEjTEn33uV+VXzfjfebZldz4znnSnuaLZa1rmVx90BtcRUHCi0KTXf90V22q0RsTTtOZiiY7wf8bVJ2vIvZaiH5RVl9Ei4+pVgKoY6EkpHGDtmNz35mbJ5x9p1La44Tl7asL6VDCR93e8YKORLKA8jk/sNxXFNtVcSxqnOSxrYbt6w9VXP33jx97J5JyKLmmxZMnqobL5ty+Irv6l9MovEiM8cVz8nhEkBk3SRUxkKVFcKD2fNJtqxBYjVQRhDM1Wancj4uTM+ffMuv33wMcb71mvSBem73sdM1kE/BQpDYbRQzKGdKPW2opOAPxlx85eU8rBNQVWhPGysimCR4eetgXgELZ0V5ZqWINp3EOrMD7ogjR4sV+VbI+goSydoE6llAPs+A1edM934OEeqQHZWs/mlJVsh0O5OOHtxzOymo9lMIH5Oadfdv8U1AYWtr2TU9zYocgVntULqK4HTT7TIvzDj3ZMx8uga03cc4wdKeRrIlsrsRsb0QUsYOWpyFlcyyvumiOliNVoWnH1km3d/n/Dh//wUv0gxnFQN0B/NyR6e2FjPreZPzK1/6eRhpNnM8XVkeVPZeeGIg/tbXL11zI+/+Dn+1j/8Ma79RhIY3N4lv3+yqjZ4vl1bZ50nLmLdds6rWDoHuEuj1wsunjjwrGiV/NlB2SWF8i22uLvZe0ymqbW6C7KsrZdf5nGzJSHfZHRkD//o/pzJKwvi5gR3OrcKd6NyzVPoi2jNFr3apKsDIW0wydd0TBhnHH6kYOerNZo5sjksd4R2Iqkru0X6b/7TwOjhkpi6rZ+9OLZGA7kweRCpth0nN4we6azz2lYqGgtIFkfK+CCSzwK+svKp0gbyfBd1Bdlpsyq8X9VsvBuo/v4O2186SjXET7ixn/jMzPd1OcI0R3NHvZ2x3Pa0H8gSVQLZTNl6q6a8e4prRz0YhkmBxILltiNuCe0Y6pstN58/4MdufoXvndzht/KPmaetJmvrJIcShxJEkCBEhXaUvPctJdys+KGX3+D26Ih/8I9+OCmRjCv2S4waS6nUIQU3pY24RYuWufWXHDQGXlWPVGSQlTkEGpmvMnYlTYQ9+IsgEq0JxDLxwSJQejR6/FnF9hcqtl7NiYXn9MURpy/afc0W5pn3bEAn4kj3NebgGmFyV4l3LcO32tllnEOzrVQ/dEYFtLXH54HmrODkbs7okZDPHNN7wYLqNzb6LM75i1MWe44rn7MVi+YZEgsD2KY1jz4lgMmiIpsvUe+4fmIDsdkd0+K58mue6tUr3PiXHvDxvfs8qDf5gd//Cp8/+hhbbwjFUU3cnuD3Ty9OjuvkgeeyPk0iKdY2TRyrwE+X1Dbw0IdVCJ9hGdl+l8glgP+uWpe62w0CESRJ//oMyCTrA3j0e6+z88qc/P4x07u1VXF7eNBzcX5RWTnTzSl9rZDMWx2LNKC7IvQ9ZZLqi2ieEVKtiemDyOxWQbMBzYZQ7SrlITz3c6e4WUVzbdqnLtcv7jG/UVJPhayyDu7tiF6qtkaL9CSjpYpPHgTymXGlMRPjcVNTYkIke3iKW4yJI6tLQiq6v/W5R6su4WpV5nRcEPPSgmOTgjApaLYylrues9uO+XMR18L0bWH7tZbRw8qSUtR6H5JSvl3VMr6nFCcZJy/kyRPPuF9f5b98/Qp/Z/l7ufZa7DMpe487gddaAMpZ0K8Hda9o6/iVL7wMrZA52P+EpzzyPV3UyR1dAnK/SA2Rg0ITes5+TXKJge6wmFlXd2TY65Q+yDbQQV+QeSipSw9gnjpAjPizlp0vVOx8Xlnc3uTg49a8uTgh9S+lb6cnCtncMl3nNwVXQ34mjPYV9TDahxOZEnOF6xXXds6YXGtoXvSUvuVwOebtww3iomDjlZzNOznlceDuj3h2v2iS1urKiGySU77xaPVdnOP4+6/x8FPCy3/nGLd/giyWltiTZ5SnC4rM4+sd2kee6sFVfvG7rzF9W1j+/lOWH6tZfH9LWOZc/Z8m7HwlIzurkbOFjcu+zst5Djuugp298zUY/Fm2ShhyYkk8nZTWCVqfA/BnhLvvIwblfQbgKZmgvbGNP1kauOo5asM7Fh+9kRr7Nmy8XZsHOV9QvvoAnVvSjBSF1btIyTB9PevUMUaq2mpPpGUli6UNxCxDygIdW6p5O/YsrniaqXWvqXewJfFrsPfFOf7th5Bl+HHKpMug3sxZ7roE9Cv6YJU6bT81gdz4gTJ5FHoZImIJJ2Bd0bNUd7sDZmDV1cc5SwZxg6VqVLRw3Pt9u4wOI5uvL9I+HTGzbMbRgbL9OpQHDb6KZCfL1eQVFakqW90kqkIzR/TC+CBSnsDmHaEtXQJVO2wzHnhXhtP2HX1KsMlMT728rtTXGsZ7Cz5y5YA3f+YlXvjvj3ulSV+LPULX+iwWnjCyRBAr+Wq/S2Ot1ZQI4o3XzlzvAapKv8/O0x6C9/n0cMuAxBRCg56TsfDpWOnLRnouuAv2jt894/a70G6NOPzYiLPnTT3h6hWQwzrd0k4hjIXszCSTvCqcviTcvHbEH7r1RZYx5435FX7z3m2ci+ztzFhOM5770Amv3r9KOCoQtQvlGyVbBNqxJ7u6ZQk7i4q4NSbkMHqU8gqc2LPRKUyC6cxHX67AO6bjkr1fF+obGyzvTUDhnT+i/OHv+W1+6x9+P5o55s9vkM3HZPPGSjB7QWZLdFLiThfJ8x8AukuKKwfapkhw4GLuu/uzy2rtpIXPwpTUE/f9Yd8wgIvIR4G/M3jpQ8D/A9gB/iTwML3+F1T1p9Jn/jzwJ7Bb82dV9aff8wG96zO13LxOdRLSzQwWVFx+9ArlvTP8vKV44yE6HePzzApbtS20LTIarTIY2wC5rAKS3c+qTi2cgtW5mC3Q1MpJUrZlsztm/tyIesMSSVwD41lk98uB0cMF/u6B7S95C/XuiPaFKcsd66KunpQhyMobhVXqNwbc0/umIw5Fkpq1iq8i+UmLPzNOV0uPjgqbhJrWKKEu4SlGtA0Gfll6KJ0QN8aUR9Z4oN3MaSeOdmQHnt5rKR9ZiVtrwRZtMutqOjshboxW9IIIsbDPukb7wGAeVlRJl9rem4OYqJlQkLq+G/9dXwn84U99jlkomLUFtz6T+OkOWLG2Z9nc6oEcfnyDrTeX5AepPHDQ1HDXgn2xkNQ9R9M5dtK3NJ+kTMDHQPs8N9uBfCB5jPZazByHHxnjmy5rVdm4s0Aq6wXa1VbpShrkB3Ou/WrF5p0p+5/IWdxUsrl53P04GEziCDRbcLzl8BXsfSEiv3SN//yHb9JsR37/D32BH7n9BndmO9w92WJ2OuK4rLm2e0p5NXB9cso7L29zMB+zeGuTra+mAldbJa4O1LsFxVmkfCUSUpd5qhpykrrKMfvETYqjmvzuYZIuKuV8SfG2QcjGmxM+8wM/wI0vPkLLnPwgEkc5otDujjn8yIjJfmB23SNxl51XK4q3j9BxgTs4Tc94Wrl0WaDJIetKDRO7WvURmkE87FmBd7LvCApFVV8Bvh9ARDzWGu3vYU0a/kNV/SvD7UXkE8AfAz4JPAf8YxH5iOpFEYq1DxKub5tGeGHLdndw2nPScXsKQH11QigcMq8ozsxblPkSFgtLmshTmdZhxTMwkO48uzxLzXRXAK+LRQ96Mt4gXNtheXNCs+HwVWTzKJKdNri6tU7m8wo5nVnyDUBZUL24x8kHC5oNC1h1qeVDb9QFEi1i0f/Nd1proOyTty2QzQP5SWPedQIaCQE5S/ROqhi41oklRKTIV91MMo9qjqtbRgeB2a2c5RUD2GwGW2+2FMdNL83rjkEqZUqI1t0oghYrtYBRW7K2jB3WUum8ZfM0DQi7FYVrDeRjmtDc3PFTX/wkPovouyO+6/Ss97T78ZcZKM9e3GB0EPAnqTN65hAMoAXTWYoI1EkdkYA9TooeXK3ZQkgt83TdMxx6313zj7pNtTq6exCJOTSbjvLIyhff/+c2TJuPVUgsjyLZUsnmgWzWmNzv3oxbB57Fc2Mefl/G8mqkOHIrD7wTcjh61ZElCzlOPugoj2By1/OLs++m2Q786Pd/mR+79mVcWvJEdRy0U+4ut2iC58XdQ8L2MQ8/NOWN79vCH+fkZyUq8MLPzPsOVO32iGw/5U+k7jkPfiCnPM659bPz9BxaIblwZQN/WuEfHnPzvz+y405LYpFbH1UgbBccfCqSfca07q6Fg4+WbBd7VLsZ218Ad2ztANubOxx+dMrOV+bkr9+n14x3Lds6G2rBn2k52fV5+9vdnhWF8geBV1X1TZEnzl4/DvykqlbA6yLyVax/5meetuM4yljenDB55ZEFvXDglXBtm4c/uMlyT3juFxa4NrLxhX2oGwNdWM3MGlHnV5JA1V7jTQz2WlRLk9/eJE5KNHdkiwqtatzGFN3bpro2pZ16XBXZeHO56iuZ6k2TJF6oIpMxs49fZ34ts7oa2WCZPFwuJylgKCGfwc5XgtW0YLWNX0TyE0soiaOMdrPEtRHfNUZIINLXSe8aGFS26mA8Mm+8Df22YZQRS2FxVah3rTbKeN/klB310NVO74N8avGHriC/dEoC51LswBFGGRLVdOWpbrl64/YlCiGnB6YuXb8dOdQpoRAkJEppntEqjE4dscxwQS1pKnW0H79jzZqzU6sx0m4UPPjBCbf+x2O7dqnoU+chg+t7jroq4BamX9fcaLMwzQmlX/HRreJCROpIu5lz8mLO5p3Gqjeehn5V4Wrjy08+BNN3jWdGIVsKi6uO5RWY3zTpXRhZn8zRwzIFK2HzrcjGuzW3PhM5+FjB8Scb8sOM8kAe88ZtTBuLoBHqLWhvRVwrlA8zPvMrH+Mz1z7IravHfO+Vd3n15Crb5YLfu/sqO/mCX3/0AvcPtmhnOZJHtj5ywvWNM954tMerO1Mmdx2Tu8rkQWs1yp2z+kCbJTd/peLkpYJ2Z0J+alU0dWoZyO00x7UT/EmNO53jH50QXrhCLKwLUnG45MX/fkIonfUKHTnGB5pWRbB8bpPx3JKOqislB9+jHHzvmI/8xIY5YctqxZV3iXl9aQ0sK/XJuPN1mfLsPHAR+ZvAHwEeqOp3p9f+fZ4hQ/GsAPyPAf/l4O8/IyL/JvBrwL+nqofAbeCXB9u8nV57zETkTwF/CmCUbzP94kOjCE7n6NaUk4/vcPhhz5Uvtlz/xRPCZkkYZ+jpzAD5fKupbmk2su4wOl9CU6Mhrt14BepbW1S7Jpvyxwvk5jXaKxvE0uOayOi+dX6ReQVHJ5Dn5vl2BeuznPqjz3H6fEm161ZlV5MHhfT0rx3Tm9e9eccenJ4Hj4pvItlpjZvXaJHR7I6tRO7JMqVhx76jjY4KU510xYC6jDXvV1moqZZ3FKMW/CKSzcFXYin1h0lR4SR1rDkfJJKeQulfWlRIjLhjCx5nkxEyX+Ke27V67IuGsFFYLe4mUF0d94B09pzFAtpxUq5sK83Vhs3rZ1zbmLFsM+5Odjh9ccT2lxr8oukbTRuP7fsJLDuteO6fLHsvu7fWkrS6YKU6R5wUNmEnBYwsW2gdrrIOPZoJ7Tijmma0Y5OCNlNhcS3DV0ozdcTcimM1U7HKjtst499yjB+mlYAI5ZHjSIpUBRBGj6DetuwXX5s88ux5RzsqyZZqtV6+mHP6A0uiLxk/sKqQfRw7Aj5NMMEmfFc7wkgJpeIqYfMXRzx8bsQ/enmLqztnjLOGL85usQg5e+M5+bXAbLsgRCFGx5v7e9TLnPHzp/ACnEXhDGhe3WL7qzB5aHkKYEoqBHRrCk1Lu2l9XcPIAx6ZZPi9Ea6NZEdLS/MPgXDrqp3vSUuzlRFGtuJsJ7bSDaWgG2NToUR44Wda8pPGKjV2463txp3vpYMawrCcz7Mx5RzX903Z/xv4j4C/de71Z8ZQfNMALiIF8L8A/nx66a8DfxG7FH8R+KvAv/317FNVfwL4CYDt/Lp2agfdKHnw6U2OPxF47p/Y93L7R8j9YF+kqfvsrB6YnVhQcjI2Dn2+XB2o6/QDlgW2t021Z4km2SzQ7k2NOkk1TVzVWGS+qhO33FpQqywIt3ZptgorXHTFgoFdYPIxnjs9gO3YHoq9LyW6pAP6NpKf1PjTJeo97e4EzQQ/b43/H3K0dWPzQxfATJ6KlvnwJtnEVVqji5g5Ymmgni3VOGgH7cSTLe16uCogwcqgaif1spuzWtm41MmoDaYeSdpi2oBronlYbcTPGvzBmRVRWrbQtOi4IBSbnN32tBPjwcNIITfqaVYXiCj5qOXhpwua6RbXfu0YaSOxzJi9OOHdP9KS3bWU/uufjUzvzPvJS51AyrK0LM0kl2xqqDxxUliwEyBPAcmouBBgHvHzlmyR0UwzJNpq4vhDq3R319q/mNu9LPY9ro2pXG3EVw3Fg5ow2uH0hdVjVhynDNZolSA1g2ZLqK4I8nsPqaocqT0f/IG3+eobNxi/Vqz48E4IQ1LbRQNCmdvdiTksr0JxCuGLEx5cLzm5NeKd0TYf3XvAi5NDqlGGk8j/n70/j75ty+76sM9ca3en+Z1fd/v77utfVb3qO6kkECXJIBqBJbAdBngYycaJsA1OMmKPBNIMPIzxcJzYMTgJBoIMjBgrslGCZAuEUAuSSqqSqn31ql7f3L75dafd3Vr5Y67dnHN/99Ur1QU/iVpj/O49zT57r7332nPN9Z3f+Z1fuHeJo1nKI3tHxKbm+ZcvYU5U/95lDnYq7n0r3LOe8ZdT9p8rGd4uEedV335ZUg90xRItag6eTYlnnvG1gnwnRgqHSRMoSuzhlMGqQFYFyd4YcSNufpul3K/Z/1TE+GbF9e/eYfeFkjoxeAvLsxG78xxzPEck6RhBVR2CnYL0PPKH2R4WhOK9/0URefxtbv6bQigehgf+B4Df8N7fAmj+BxCRvw78D+HtNeBK73ePhM/euomwfNc5rn5XzNP/73tc+CclZz+faUmrstRMrbrWJVWfJmZEGSNZ1gYnZTrX7UVClqXSlmQ8oD6/Q7WVMry+bNPEvQh2XgRP16nxLvR4xDGkKRLHzJ/a4+C9sXKSYS1A2Xjga7zfGsotyO7A9iuKN7tIg2zRolYPO1RDbyqZ22mxxkOmDt538EaEqDPecbQWkPNGhUAkL1VrO4uoM6uBy4FQbOvDn+9btt5ISU5qTGyIjGDySuEUpMuwC/tDtFSb7y9fvRaEMCehApCIFihOY5VdjQymqnvYM+y8VBMtHLOLEctzKSdPCfNBzWRrwTArOBpmHHzAML42YnB9him0RNvFnxxx43c5vu93/Dqf/tij3PzJC0zeqMhuK91R6gADQVd/ETTQO/far9jeR28T72FZEuUlJk9AVAQqWqmW+Pyya2UMXOZJ79pWlrc9RrhH4xePyO4M8NZQDS0+UmmBKtWiCy7SyUsqYTrNePziPT669yYfG73Gfzr/vRzZMemr6TrVMsQU+vRDoJ1cnIVq4EnvWLZ/ZczJY4ZP7e3jBg6zEs689y4HnzvL2c865nZEORQuLD3TxwyrMw4phOyOJp9VQ8/iEUf+sQLz4pBzv65MovRQiOYVPhKcNRx/YsWf+NCv8rd/5Xdy+adFV8SXdpQaebREjmf4vMCuctJBzODmkJ3nI8Y3SrLXjzD5dqvjs9q1LM4ZRmdGxGlMOUlI3zxC5kvEeryJKd91mfhgATfvdEb8oTjO8vWwUM6IyGd67/9acD6/VvuGEIp+exgG/I/Tg09E5KL3/kZ4+0eAL4XXPw78HRH5z9ElwjPAr32tnfssJj4peORnvRqtG3eIvOuWTn3DDUhgfkiS4MdD9Vam87Cdckp9VTZ9VXglVlw5Plqpd2RCgkbATCkrhUkAvwoBUmuRLKW8vMfifKSyolYDcS09Lnje0MMxa4UKxldh642q9/A5ksMce7xsVRF9HGoZ5iEppykA3F3sLigbApW+WVE0dLa6VtqjGPWM85L83IB8x7LaFcotWDxWMthfMpumrPYStl+KGN+oqH2Ej40aww2xIpcopOQj09H5XMDFjVHmSsPhbTD5ZYHEkQZBRcjuLBnccMrjN4Z4PmH3JVi8lLA4mzC7kjG4JUQXPNW5knvvT9geThi/sUCKiskLJ5hqi5/Y/QAisFVDOTQUTw5UufAkBH0r9crdIEgGNpfPNzTDqs209JlOMhI0NsyiYLAoyG5F1FlEdLKiODvi+PEk3FstkjC4V3W0QYG2HF1kVeisqulqA9FRViNdLdWDmN0XYmp7np+9cpm/+95PYJeCsbC6WDG41ntUw/gKC7Yu2SsYcy8QLXVyWJ7RzE1TCy6yZHc903vnGCyg2DLEC08890Qrx/lfKzFFTb6fUGyFxLKnPZMnjlj9+h7JRw8ZfscJb/70Y+y+KMHYGuoU3nPldf7RjXcTHVsO3yWc+ZLHJIY3f4/liZ8Qoshg7p1AXZNcP+LSz66UTgj4xZLs6AT36Hne+H1bFNueyStepX7PjohWjniUYedLdcCMJb49VdbV9kR1i6azh4ejvP393PXef/zr3Ps3jFD02zdkwEVkBHwP8Kd6H/+nIvLh0MHXmu+898+JyI8CX0Zrmvzpr8lAAfId4fipIZNXlsjJDJfn+LruIBIbMLFQKJcoQsYj3HiImS/x0xm+KBViaETp61qZGWLaKu7x3QU+izpP2zllqDRVSmqHG2aY5QpfFPjRgMXTe8wuRVpiLKSR0zfcPbDbi3oX5cQzvClsvVm2xtuuauJDrdfpRhnVtoqexAehhmcQAvJZzwQ4j48FSdPAL7fd2s/3jG3DqGkCnVITrWrc3OCsMh5MEbM6FyEjhS+WZwUXRQzvOpKTIO1ZdCqQLrZ4q955PVCD6BKrxXOXlYpKVQ4pQzWgJvux1rR03xTgLaqOEyyCnZfIqmL77oKJ1ULU0eGS279zl+U0aXWrZ48NSU5qksOc4fUlj//XMYvzMV5UWjZaeZwV8t2IxfmYaJmRHteaSp93Q85HzRKpRoqe1rrRwGljDJsKUKaoQ+JSzeTNEhdLe99dLJpVmxhMEe5XmugksVmyrBmDIVYjixXm2FCNznD0VEIy9Tzx42XIhjUcfMhQbCtDpfUyw22VwF6SwDuXQI1sEqEWFz3luZLvet9Xqb3w8vEZpkdjFouE6E5MPDVEy8ABBxDLyaMRg7uOrasVg3uGk1t7uI/MGGc5X33hMhc+eYvr797hwt+PKcfC8YcKVvf2eHz/gFtXlhR+oEHg0nHu0+pw1MMEmOi4WOaY24fqDDXsqKLEXr9HPNti7ytO1S2PCqpBRjE2RPsZaT3B3A6r7YPjLjaQ6GqY2UNwwf3DC2KeuvuHjFB8Qwbcez8H9jc++xNvsf1fBP7i13OMeOrZ+fJUK2o3N5suCk3AuyWK9CZuj3HDVJf2i2UbBNEB7hX2sBaZbCljZTRQ1olV3eumuKrkPRGdkBG2eHzC0ArVVsrsSkY5DtS3UyLg7RgIRlxqLWEWLYTt18om3E20qonvakk1N1FRITzER6uuAHOb2dcz0A0mOEg71knIIm3V2Zr0/4aLHJqUqkBoCkd2qEt5XlYYp069altHkE8MxdhgykjhAd9BQulRTXxQU50ZUGeG6580fPBbXuYwH3LreIvlUUZyM2Z4UxjeqkkPK+JZGfDouvXQfaQrIKlqJBTr1YQkT3xXBcn2nlu2XrEJ3Oob3zFi8aGaCz+esvXqnO0jxa+qrZT5pYRyIIxu1Ujgty/OWqqh4snJkWfnlZzoJEfyWiemOGL52BbRoia5dqwsi+aYM00t9yNNLZfIaGA0ZHe6LKbOLMm9JdV2qhDJMEV8is1r7Dzu+PR1kGAYq2KUma80a9gKJ48l7LxcaDWoypHeFAY7A8QNuPPJEn/Sq+8ZxpW3KGehse0ueOIlRE7T8k2R8PPFs/yL3/JZ/sClL/Po43e5HB/yZrnPe9NrLFzKF1dX+Pu338f1H3ucOlXPenHWaJHoAtJfG3P9mYw/+olf4ydefj/RzYTlv3rIyWs7XPzpCG/GXL0wwT+iTkA8VahyfFXvSz2IcJnVSTqJMJHFn9ml3s6IXroO1uHznEd+5GWwlurKGVxkyO6V3Htfxu4X5zrZW6vOmjGqEe5qfL4RbP9G2z9FGuHDRije8ZmYdlVj3ryJz4vWeAMtE0KsRQaZYt1polW9VyVyMsOHitZtMYQkRoaZBiFFcPsTrRkZqGUNTNEWbwi1LevdEdGNQ4ZXZ5y8a0I5NMHrpvOINoKUvvksJKiIh2rkOfMlF8p4eeJZRXSg4ltue0g5UeOdHC6V5dK0FuOTNo2/33wjs1vXUJmOLbKRReiGGURGpXZDkFF/q6p/9VB1UADq1FKOLMXYUEyUbVEPFFutM8/u8xHZTcNqP+LkcUM9LnnuxkWSpMJax+TMnGI74vhKzNEiIj5MsEVKfALpoSc7dsSzmmhaapB4Xih7JK9byAVj8ZEhvj1t5YAxUI90hSK3Uq5/T835nx8xvlYQH62IDxbsHKiQ0+rCiCq1uAhs6SkS4dk/8AJ/4cqP8+de/yO8+d88yf5zS6IjneiHr5106d15geTgR1lHzwyrIWliLEY55cbR6mnbRYVtk5tUerhR+ms1zsNEHB0ucNtDlaEtavafm6tEAbRxC3u8Yu/LNUfvGVMPPXYRaJbdsNNx2MBYEW3dSPGa5WkqiF+N+EfXvoVq6KmHHgmFoAdPHyPi+fD5a5wfTPnKx3LkMGbnK8Lk9Rq7qhkcWFwsJCeWHzv6dnh0yd6Xged28b+zJvo37nDyP17k/K8v4dPgrQRZYHBZjI9UsvapP/ECv/H6o0z+ccb+l2LKScwbf8Dwnr800vhMUeDmC8Qa7IsroskWbjTg/K8WmMMZviiQ4YDy0i7Fdszg6hS5fufhRR3b9tBohP8t8F0oVn4V+PPAdz1MhOIdb8ApS/xMlQL7t0ms1aVTFCGjoXqpQZiH4xneO/XSy1Kd4CTR9HkRfOB6i3PK6kADfORFd4BQU7K8tM2tjw/Y+3IQ9hkZ9br7mYUSNExMD/tu4mJe/5bnPOPXBbsMtLdFTXR3Bt7jJgPKrQQvkJwUSF6u492bGYINRRAA2xW86NcvDJ53Ywja/TQJLnUNlWh2cmCG2OBNemswIiS1x5QWUyn7ol6p++0Sz/KsrkTiuWPvec+53wB8gqliikkUdKulvR514rtalDHMLmo5MW8STKFVb+KFI7tXEh+uOp2VRdFNymWlTKIsZu8rFf6FYOjEK3vIe2XqzHMoKwZv1iTHGauzGbOLlnzX88rhPn91+EkADj/gKHaGZHcGjK+XpPdWOh5CENjHluP3TNh+/rhL8qm6a9mwScTVqrkSdMK9kWA8e3CN9FYwIfHEjTOlOYb7alYVLom6jNPaY6oSma2YvDTm4EPKe3dJh3uvYeF1N96acdlKDnuIaloFyeFN/X/ng0vSqOJ3bL9MZko+9doHqN8zY+cDR9z66Uc48wVPcqwT/vC6Z+clSzlKkLri6u+2YDx3fuki9ruOef13WMwLI3Ze8IyvQTQNrDBRmOZLP/Vu/K7j+DtW5N9TEv/CkHf98LE+e14LGdPEpQKsItMZUlV4MS2TzEeCS4Sj9++wm1dw7/Btm5O31R6SQ++9/+OnfPw33mL7rxuheOcbcOfXRN9bHNtaEKOeN8BiCYNMFQirqqv+3QyKJIY0wY2H+NhiCqW7ST8lvxGdT2JOPnyB7E7O7FJKeuhZ7VuclS4RJ2QUtgJUfePdw72hoZt5xjf0ODZ3GkGva/wooxqr6H+0rLUgQbMCaP4aHBu6/00TzHStklxjtNvzblLEw4OL12rmLUwhgVlS1WHlYUMVIxf0OYTIg9SeeKHsieyeUtfieUmxHeMiYXC3CJXkJRRoIBQ/1r76SDRL1mv6vDIxVEa2DkyMcgSL85bDd1mkzkgPPcnUM7ijQWw7c3gT461VVsLdHFNUFLsZdWYZ3FIN79b4RVbPY1YwXBQMbkRsXR1w9OY+f+8929i5ZefdBxRX91lcFMTFzC/EpFNHdjsnmuZIWbPzxcNwL4NeSphUtUCFVV52T6JW8lJXfCG4q0HSsKoIcYpGV7yZXL3p4hetCFcw4M0zMLpdcy/uuNi6Ma1ejohOjs3c3uiQbxKlo4Ven9UZTzwV3nz5LPGJJf7+T/PF+SPEHz7EfmqXN/ZGPPP7X+P5xx5h8kJGPFM9nvSwJJ5XVJll/wvC4XsjLvyua7z26jmGr8VUH5qRfGLKQZ4w//weZz/vSA8ryiH4D055cu+Il168CF8ecOaLK+zBSStO5/OihQvrJy9hj5cQcHJflDCdIXWNXYzICkeSWe594iz7nwrX9uCtTcnbap6eZ/bOb+94A9563UE60nvBDDLFu5cr/GymBr6u4UQ1FSSJwYcUchfEp7ZGuJFWizF5qSyNuu5ogSEA6oeNpy0cPzlk7ysl4i113FVX71MC1zjePcpgWwvWK00sngk2rzG1D/i2ikHV4zRQCMEsynVj0GRX9j1w6OIAIQtyrTo9dBmmjZcuotRIEUzdkz+1dE98XWtSThJpEk/pQgDPYwppz0UnARPohSqxahYrPZdJhhewKw1KSlmr12kFqdRz8mIwuceUasAlFBJGRLMaUUGrfFeYPwIH708Y3kjZfSElmlcsz6VtGr7UWpzYHhXdZBXwUB9bfBKxuDzExUJ2ryS7seDidc/5T1nKnZQ7t/ZJZp6j9zp2Xgwa5JEwfSwDyUiPHOlBjj3JWx2TdoKUUE6vqDophpoQ6NWJV71xCzmIdIFM8R5KhzRYR1hV+Sjcy9ojZUmT+UrI+pRCB16/ME0jV6D1TzvDvZaO3xuLptJiIhIrJHbmM5bRjYr/OPnDcDZHbqXYsWfrPQe89o8eZ1RDvgv1J0/Y3z7m6tE2q2VC9FrE+A24+E9qVp+/iPkWKD8wpzxJuVEb/PWMbKZ1VdmJeNef+Cq3Flu8/PwlBjctdQrRUa6r3qC9L8MsFDc23PwdW7hoi0f/mxm+LDXGVde4+QJ78xAbBOaSq0N8mnD0gR14scfQ+gbaP4+p9P8UWwML2A7vHgzwoeRZw0hpKlyLNSAGdrc1aSeOtNhDbLtyW2UVPG/fZS1GluLRM8wvpSSzmp2vzklmA5b7mgrXJuX0xkif571mxOlN4g7cABXRB6J5papskcWlcSsCZfMas8g7iISAbT/oqoiorkfl2iIDEiCS9Q07wy7QxQ6MUZ1800Ev3prAeaf1/KVUr7bRovE2lKeDzsO2gaIYqJcU0vVPaHW/vZdQKV1wA6HOlIIXz11b7b4a6mST3QPuQZ0J+Q5c/RdiorkyUbZfrpk+mjK+JthlhV2U7QrAFFpFh0Ad9Fa49S/lfOTRN3njv3qG0Y2S+KQgvb3g8s8s8bFh56UElxgW52PimaccSmCPGBbnhkg9ZHCvJru91Ek2MGiiMsRLghSqhNJt4WZ0k3FkcNaGSj6aUEXlMEW1HgB3gHh8qoqH/cDz9FJEcgQuAR819Bi9pg3jRDwQdQbcFsGgV7SrRmUd0Y7p+WUhWlnOfQYWZwfk+x6phJOv7vGt3/s8d1ZjbhxPWL084cbNbeIS6n3IH83JPn7ItS+eZ/fZe/i7W8RfGDG567n3rfCxT7zER7ff5G/8o+9m9znDZ3753Zqstl8x+rZDZr92RoPYIRmN1UohzrBivvgLqj7pq1o9c2jHtjs6RoahbNDhMVI79harh2d5v2nAH2aTtialjEd6k63BH4cq2UHcHwAjmP093P6kM4JDTZ+XXA22FGUHUYSgoB+kkCaUWxH3PiDsPWfJrjvKoWlV/XyASZrmRda9b1gz4qctX20egnXBs/KpDcJOqPYEdJmhVeeJrwngNwE179V4Q+udtx556F8DlaiH7drfYkxrOKQOwc/aIcZB7VWIyzn1Gpvycc61wVJZKewkzq+XluuL+DeTSunUgzR6LHGeOrVIjWq+eLRmpmiVpGpgND09bSY8TzRXw5XvQL7nuTewZPfgOE3Yecm3AUSlVtr2+lDWRPOa7Z8b8MbiGbbeyFmeTyi2I+zKEU8rTBnohbUju6WT0Z2PjqkHWqQ5WgnLPcO990Xk3zHGpZ7JS4azn50THa8CVCOtBo5e397wDXxycVBvZW1imAZsvTrIVta2l7zGD2KQSjNPRyknzzjGrxnyPTrj3cPVpfu4HYsuBkKekqnAlA0M1xl95+HkMcPuizVb12rihcEUqj/+3LVnMQXkj3rq/Yr5hYrHL95jVUUczQdcf+0Mlz7tsb+0Q/aBiPz9S879bUs5TLj2yDa/8bmnOPP5UAv10TmuNgy/NKT63BlGK8+179njyt85wtchGW+5VOcrijBXbyNZqvIXVYXPc7AWc2ZPM3mXyw5GrGv8waGuOh9G+yaE8vCaiOiNjCKl/TVwRzN7h20wBtka48fDUBrL44dp6/UAarybck/BW/XjIbNn94gWjmpoOPs5h7PC8Xu2Wpy7r9UMiuN2gUH9rzXcvrPbzXfxHFZ7SoGTZRHYCzbAI+2JqlEXaYOSax5uwHSpgzEP1WQQwYnV3UQSqpaj3m/jwDn1uPtVwdtCBk2puAaqqWqkEb5qcPSVPjxShaShhiXSD6p6313rutSYQzDaDiCwW6RyRLXDlcolr1ODKdVg4JuAmSUVhVKKkaZWSwXZPY9dCfm+Z/q4x+ZCtEjYekP513ZV49v0eYU2ksOc6GzE9ssLzLJkvCgotzPEexVXWpaUk1QLW+cVpqg5/8uHXTZuGmNXGT6KWF7w/MXv/f/wnYM3+VOv/itc/ZEnOPP5BdHhgkYZT/HubrC4UUqxm5Jdm6rxrpwynpp77j3V9hC814LJBtXODqvFepRw69u2iBZeKzUFw92Nm74F78ZoOx7DOKwTkFo09b5GqyLZIDZmYPqIZXTDYXP97vBJQzzTa37hVx1VZvHGcpJe1tqsu0K0rfrig5tLHr3qqX8uwq5W7L4g3No9jz9fsbggxFOo3xiRHgh7X61Z7hlGt2vOfGHZrRCbVaAPss8ieFcjcYykiY4n5zn49osszhsu/52XQnESF/j77qF5zvKQ9vPPor3jDbiKy6eaadWvnhIkXpsmUaQ4WVnhtnR5tQaZNBWzQQ1TqNrjtjLSuwUnTw6I506fh37K3KZ37YP327fop0zY/SK20cLjLmi5r9iaIE8LLjbtxNAUNpBaDYGP1GD6nmFtvXDv2+QXRJf7vqkkY616ziH93/eFnVqZ2V5A1HsNgjbaKbVro/BSVi380WoxN4qLPU5+28/QLwl/TWWjxhs3paMOGiyN1rgaSs0+kdJhihpTWC2Q4Ax45aO7VK+PS5RLH0+F1b7n9rd75hcH7H2lUo54rLUqm4ChPV4yedmsTYZ2FWCXRm3ReVxsKLcyTEhAMYXDrEpkWTJ8o2BwTTjz+YT//HN/jP/9Rz1slwx2hXKSKEZu/HqMomGWLApiq86C5L0VCpBf2MIuK+J7WoTYJ0G73krLlz95esT0ccfoqqHY7gxzA5msed0braGvQvjfhLnFg6k1gG1XXsW7Msi3VZFycc5QPJZTxQ4+N6CcGrIjT7TwpCcOb2F0S9q4kEu0jFxU1sh8RRoZrvxUgUst1z4ZkX7HXezn94kWsNxTTfNyZEhjg9mddAywyMLxCb6sdITWIQs6sIIkjtn5whHbWaQ5HnUHXz205mVtAn6nt3e+ARfTzc61o3UrxSicApj9XV1WjQYtX1gNttP/y0qzNaMoBIUM8/ecI1rWFNuRsisOaupUB2VTRby1c03cyncBJL+2TKbzgPr3PryuBkJ6AHc+mLAfbzN4c9ou9ZtJqGEteBFdUUS2cyiM6crIBdxe6gBpWBtoWNEa/tr+H4KV3gMStdmUVHXndTde9EbGoA9cZ+qq9ZR8odQw2RqpcQ/XGWvaCklaN7Qp26bnpqsiIFXRpxYP9hZfhUnIGqpx0mY12qVr2St1opot0MUh4pkgzjB7d8nqTMTZz2UM7pQqiZCq5jmuppzEJIc5bqza19E09LPSlVR0nIMVTBkjtaMaRpR7CWVI3Gmgh+S4Yu8LJ+x/tg4Su9P2OmvVnWZw+C6I6ILsb3NNBwnzx8cM35yTXjvWz7IYl0Yt39xUDrOqOH7fLnc+CsPrhnIcDuUEb30L0TU64Wut+Wxjvr7vdROfqD3xDKqhwD0YX68pv5RSf9sJphowfwSyQ4UAXayVlsRDPNf3+V5ClFmV6R3E1FnEm7875bG/v2D3BUd+a59oX1he9Ix/QyHPcihMHx8wGEYk91aYPOHNP3SG3a9WjH/5VX0ulivN3wgZqx6Qa7f0UatrXY1DJ9/wsNo3PfCH2AT8aqU3q6mLJwYzGiBbW/hhpsyfyVBhlKLhRIeU+KpSWCFQC/0ww2UJLhWufyzj7Ocr5ucNthDsShM+TBP06XnffcrWaZmXjTd0WiCzTiGewfRJx1EeY1cjZaI0xs4ILrXYyHTFd0XaVGzdWYPZA5j1PgT9biIfMvF8W41G+yEtnOHDvhr4pfXmmzRyWPP01xKbILAERDm6cdQG8aQ/aQTKIrVDViV2Vba1RU2Rtan0gGbMJqoz4hLbpqe7RPcRTyvySYIt9DqtzlcM34xYPFJposvMEB1EVOcLbnyPcP5nY7bnJS621CSqhpirZz+/NMAbYVjUuqpoePHOqaRsaEleUfqM9F7O4mLGrW81fPsnn+OJ4T3+9q/9Ds7+k4jRzZLkuMAsy3YloUV3JVAM1ZNrimG0x1oWjJ8/0FVWGqkOSmpbbRkbyo/d/F17zB6FwW1pi1wrDbMZD8Gr9tIKa2164nKaAYc27V638W0yV7T0TB+1TF6r2XmlZnm0RbEN5ZZneUarQZnak8xqyqEhWtaYo5rVuZTZ5UTLsh056kSYvALlJGF4s2D7K1pRafHoBAxk1xdU2ynziwmL8zH1wJLdWrL7QkV6r4DtsSb2OI94h6QpfrHUYGYjg9HQYY1RIsN9T+Q30L5pwB9e81EEZSOz5lvjzZk9TUfuY7DLQCcrSljlOnvHcQgaaW1LN84otxLyiSU5hoP3RCzPebz17H1JMEt6MrCdJCw+2OUexi0NBAxdIgV0cEuvVQMYvWGYPuGIlgm7X+2gCi+opzlOiGZFSAQKRjqUCGsMuY9tZ3ihZSq03rehUw40rAXI2tcueO6Nka2DOFjj6bc4u6j3bQS/KsLKIOqCRQ0Do1dgGud0QmiYGfMgWFRVmv1nDUja9rXhO0vtFdpYgY8N1UCHps1dwGsNySFAxOWfm3P1XxhhP35EfcawPMowRzFuq2L2L0+R/26LyasL6kEEXrQCTqm61vGJ1khdncm0wtHhUgO3adz238xy0mWp2uFXBgxvCp/9sffzj5+qMCvD4oKwOpNoZXeU1ZFMPdlhTXJStpouEnj3OlaaSTmkgccWF6thF+eJpxrcXF0YcvtjMXWmRTb6BTBauKSZZ52c8tnmA7S+cmwNv/R/0xvUHpb7Wt1+8kbJvWcTRtdC5rEVoqlKMODg6GnNX0iPtTCHF81MHdwpqUaW1a6lyiJ2XlRJ4dmliOxY4cNomrNV1Bw9M+ToqYjk7JjJ64XWXrUWPzDqIJShKIk1iFdjjRgkMvrMWYMQdI1WD8mMf9OAP7zmEoGcjiJoLf6Ri1Q7mVYfr2kVA6VSXrfPi5bbjDFKmSsKfBwxfWKEi5QBcfvbPd/ygZf5n1/4Rf79L/0rRJ/ebrCGDip5wJhoa1c2DwG0NK21cmkNFm7ApTC6Zjh+l6caDjjzBdWJUKgCyq249ZpcYhQv9ppyb3JlJCgO3FWmIQQnNalkvbM+Ml01HRHV4mgCj5GBvOzOp6rxER3s1Ox3lWsWq0grPtSWp4P1JCjbsQL63/sG+kljNRarXIvm5rUqE0Za0cfkFdSeeivFj2glB6KVp1p6GAj7X6yJbxxy6Zct1XcuiG3NrahmKiPsYcS8GrH4fSXpj6YM3phSb6UBvtHiGLIsKc+NFIM9yJVR4z3l/gQAOy87RomBZFbjbisM5l6PiFY6Gc+u1AyuWbJ7nnJLuPuUJ7q8Ym8yp3aGOze3GX8lYffFisHNlVIswz1xSYfZmkJ1Yepxwt0PDZg96omPu+r0bWJYc2vDgFzztpvXPePdwIB9432fJC0BsnNd4elo6SkmwviGeua7L5bUmaHKVPcnbkrXWWHnxYKb35Zy8pTi6FIqth7NU4bXtZ6rN4bFxZTswBLlOlHUYy2GXQ0ti4tCvqMQztFTCTtAfJxj5nlwKgSKQCNMU0SM6vtnqY7J+VJXPo1u0TfaPA9+6N+B7R1vwO281F4aQba2KN53hTo1JIe5wgVNUo5zsFhqFqYYCLQjX9XIMEMAlyY4CzvPHbN8ZMzT77rJ/+bSP+TvTz+I+dldbFGve9/tQ0MHqfjgsQT8sG09L6j1ehrIpScxKxEMbgmLi55bScb+8yps5UXwKeS7SVcHE/1NObakR5ZoHvjOkRY4xhESagKG7AFj1LNr+iS+CzZGBu8cZlnh0jh41KYLGDVefB3og03ZuVLVHFsDPRx0yU+xJlhoECrqJosooq9X08IIdR2YD6YtVitlF6CVsiI6dpiy1oILzqsOx8yT3KgYXJ9D7ch3YxZ5QlFFLGYpFAaphMHViDq1XPskPP4/ZOphA95aTFEjq5z40GKKGHtvFuAkTzmMSA+1bJ3kJW6Y4bKY5X7E/JLGRQZ31bgpt92zeKpgdS5i5ytw5WdqZhdGHF8ac/E7r/KuZ1/i8keP+JXbT3Dt5y5y9rNFi6XrJKqrpzqLOHhvxvQJTbCJj3sFoHsruTWsu/GgG+fAswaXmCalHtoqUK1+eLt9Z+zWAp1eJ87VjmVwr8ZUnvTqguXFQYuXm9kKqT3TJ0aqtVIK5X7Bzt4cYxxFFXHwTMb0jRQfaYZocpyC10LddZqSTJWGmh54Lv3iAlM6lucHrPYirn0y5cpPL4JCZ44PK28ZZJAkGoepHW5vC39mgnn9Vhd/eAjttx0L5QG13fbQqvSPo6Isf9R7fygKhv4l4HuBBfCve+9/I/zmB4H/Y9jtf+S9/1tf8+DeI1tbmGHGyccuYQpPei9Xw9XwketgvL3eaLzDl5XCA5kuWd3ZHXwSkZ7U5GeHZDcXvPzrj/CDv/xniOfC9s1G3KkzvM2AfqsJuS9cpRgl3YMnPWyy+TPKz41PVIv72icjtl7TZWgT1U9m2pcqDRzawiMuohpa6kRAlOplCo9JDbZ0yrdGGQGKrdPWqexdSqXsNXrXKCQjzZfQBYyKsoNKrFEjHUVdslAwxnrQHk7feORVpZNnK32QdNCKMYhVVUGzWCnW36wmvEdWBSYkwpS7A7K7JdG80vM+0YDg6I05V29NOHvxGDcUll6oPIi3xCdCNfRc/11DrvyDUhOkMk2ekarGHs8xi0ihtpDkNHztSOGMpYpJSV1TTkbc/bDHn8mxN1PsUsj3PMMbwuq84BNww5qjZy3LszH1wFNcKHj99h6vs8eVs4dMf+IiFz+/bLFtbzQ2sTyXcvSUpdjVxJloHhyHuDfeeqXp2+INfSNO73XvvQ/xVKlYywruBm3vd61T0r2OF57poybg3nD2syXi0JXg8QKswZws2XrR4WULUxrsKuV4EZHdtFQjT7oShh+7y8fPv0nlLK/N9rhxNOFgmmIOY7K7EYM7nmTmmT42YHCnxCVCelwzeVUne11p1qw+8hjpzRksC4QqjK0KWWWhtGD9cCvz/HYz4Jxe2+3PAj/jvf9PROTPhvf/O7RCzzPh7xOogPkngsH/88DH0Uv06yLy46EaxYOb97hHznHnWyeMr9dkd1VwqFn6ShVkY4tScbIoAmk403pT/TCj3BvijbDcj5i8vsLePeHRn8pYnIupEz1O41G3VU42sUO61850BXt7cCKmJqjL6XsXaxKKi1iDVZoHMp4K08c8MydsvwTJ1JFPDD5SHvTsike8MLyulLo60/1ldz3RQrWvo9y1nlM8q5BKucK+5V4rTU4qByWK9zoHDRMmJA01xptG88PEmkARRepFxxvDJS9oytc1lYHwPe2aPFftleGgM/J9oaIgYyDGKFMojdtgqixzrbGZRB3k0EwagSK58xsJdz62DbUgucHmWjFHnAb/yjHc+dYJ537pUIPbDX+9rLTeIjpRiTXI0bRdUfhIhdHS23PE7zDZXiA7c5ZPJCRRzfzJmGFaqefvBBlXDJ6aM1+mPLYz5dxwivPCr7/wOOMBzC+nDG8JzgqzRxJmjwj1wCMVmFzCpN5LSOsbWA+CR2p5oPFe875LaItr9J2Pxpmo18dhu8/+ZxXkZxw5cOGXPT42Hba/zCmv7BMdrzDzFdtfcQxvqXd+90Mp5ViPGc3h+Cv7vDJccuN4QhqX/MEnn+OgGLGsY96Y7nL95i7RzQS7EFa7qdYbHQqjmxXlVtDm957p5RjciOxakL4otVC3LHOVlC01I9s/DAiF34Ye+ANqu30/KpUI8LeAn0cN+PcDf9vr1fyUiOyIyMWw7U977w8AROSngd/PejHk+489SLjxndtsvVmT3VlhZkX78ElZKZ5adQwCXzt9IEdDfF4gSYx3jmhesjw/UA/UCD5LAwdZjaAG4XrHbTyeunvfeNBNcdn+9s2ytfGiqmH4QjovqPHUocPQfeKJlvpwHr3LY2rD+HXIDhyrXVUBHLz3iAsfm/LGwS6ruwMQWF6C7EZEciLEMyFaeu2DRJgyJNU0EE8aJhUrbcBKJx+lg+GioNEtSmVLYjWuZaUMgCxR4xZS5iXXuqCNofaV4sZars4gkcWXIemqCUDFeh/aQGjDh4+iEPhUQ7r27HiPmedIGam3nncesywLzn5+gakGrM4oXixOjY8pdaUxvAXFlnD4oR32f+k6vpEbni00kJgH6dbKBW6+QBlpNacsoZpkeAMn0wE2qrHWI+LJBgWRcZy5MCevLfM8YRBXXJ6ckJiKS4NjYqn5dR5ned6x2hfEpzS68KYEqQRvPD7qVmt9w72OV3dZvzjWdL/b7RuHw2rWZZOg01/9NV52g3m3wfnO0W9fj94wjG84oqXT4gyLEjNfsXrXec2cNUJ0pOyS5M4cHxm23owoxoZyrJOnqeDmP7hCvu+Jnz1kWScMbMkoynn3+BaHZ4e88Ng5rh1vc3RnzPCVGFMJycxhCs/he4akU6ciWndCslTIQ5BBps+sC1CftR0T6htt/5xg4Od7wuQ3gfPh9WXgzd52TW23B33+lq0cGiZv1AxurlQrOWRSSlFqdfmqx/H2XnHe2iERsLOFDxF/AB+ph4uH8sJW8IRFi9HaDvNeow8SjG0fGkExRC+q5dFUZHFRt137gEC3VO2/biGajukSLQWpYHEJ5o8YkiNh5wVPcXOXV7894d/94M9jxPHjNz6kxjxJKQ8jXYIvDekBRGM15tHKYOqOj+wN+MojtdXsyFRpa9QOn8WItZigb63UvhiypKsZGSq7S0ggarNgrcF70z5AvqrwQUulvS+ggczgJYlIN+lGUWfIfaheEyAarTmZIvMVpqEyNg9rWRHdmbL3VeG4yKgGtCwbqTy2AJt7hitPPhFm77/A+LlbOuGHvgGB+66Qm8SRpmdXFUQDyu2Y7I6hyDPqzFPFnpXxYD1mWFHWlv3Rgt3tYy4Pj9lL5lxMjshdzGdPruh5W1qcuMmidJG/PzjZb/dBHj1XujHiPdhEXDfeGklZzWztbeNpmUnNGG/gvbXamk0wc+VZ7QjpgUKU4hx+kHDtkymTVzzjymPzGJnnrZrl+LU5+X5GNbLEs5rk3hKzqpg/uc2d2R7/4+UJ8e6K0aBgK8t5fHKPnWQJ23Bha8rhpQF370woxynbL+skc/KoxcVQZRMmXz1GihiqVCfiRohOBDMawuIhGN4NOOqd3h5KENN770Ue3sJDRH4I+CGAdLDD4OZKRffDQyxlpcbb1eCdGgkjdMG6sEw3hmpvRLGTkN1ckN4tqIfBoIgoy6NvtJslpWvwRo2ur/UteNmmAIynTqRVKFQp1p4R7z93Na2gUHe8zvVp2QIxYSksVCM43gdvPPEXRvy1X/+DLC84Hvvwdf7193yKz588wuduXGZ5e4h4S7EtVCPBrnQysTkkJ1657WVXqBmCYSlV1S851EQWygrxWvKsUS/UB9q1JdFakavGczamqw4uAXx1NRiLSVNVjYTOYDcwS+DAi/VtvdGO0eI1uBpZfUgJq4VV0cEoIS9ACkd2WFMWBi8dDNZMXqbyDO55Fmct5l1nGXzujZZ7r4Gv4NE3JfmMqOzwSCvrDG7pCqnKNAvUW0+dQl0algKLpGQnXZI7y6/cfoLrd3dw9xKiuSHpwRUubiyp/p32sLRBxM0vw/hoS6b1A5e+NyYbUpFs7Kfn0Uu4Lt62p34/jIKOnflFwZQJwzuWeBYxe0TFxIZ3FaarxjFxUbX5DOZkSbaqqHYHlOOIapISlzWjr94jmu9w/ERCsT2mFrg7gBuTC8THel0Rj3tmwfnzR9xJtjiKBux8NWQxx+qU+NjqarDRyQ8xL4kj1Ux5WMk8/5wY8FtNeaAAkdwOnz+otts1Osil+fznT9txqOz81wAm48u+qZiC98hsoUt1aA02dY2MJ9QXdrE3DvBbQ00EiCN8Yii3LPEsIb49xT2yrRBKJOTbNkAqrBny1niLrOPgdB6Oa9LthTUv9z4hq0YEq+/NN10XaQ2563vrKGbeyoPWmkzR0Mqu/spl/lbxCOXY468sOfPoEffublHWgiwscaidaAqhmAjRMnjlCz2+qTxR7qmtQO40HXxZ4c6M8UarqfiYNqiolXA0m9KbVIPDPm6lP1uoxqk322mS9zzthtZprRrvwOdtM0yblOlGfKvh8zf3OWTTKo6tZbtEhOjOCXLmLPGi4cPL2sqnOd/s2LE4H8NHHmP4/E2FgAzq+VcVWlZHi2G77RH1IMbmjvQETG2wmSojlmOhThSGqucRd6a73FvtY8PqKWpgNKMrvvvG9sZ7aT70vQ/6kEdjvDcM+2YGZmu82YBfCPBeA5/UvfEcJpKG5to6Lr4JnKtzUmwZ6izm4P1CfEynD2SMFvU4dO0BpK6JDxbYRUQ9TsgvjDUmY2B8s4KbEC1q/SwSZpcSdYIiyKcjbl8a4DKHG3tmlw2T1xx1Ela4aQQO5k+MGb06w1a1wn1x3GniP4R2H5f+Hdy+EQP+48APAv9J+P/v9T7/MyLyI2gQ8zgY+Z8C/mMR2Q3b/V7gz32tg7QFYWsHR1PcakVTTb6tLh9F1Od3OHrXiMFeqtXdjaHeSpldSsl3BJvHRCexBvcioc4MxZaQHj/gbgWow9Se2nQBJE1o0EGsD4TvEmT6no50GKPf2OdpgldrK4HGMTfr35uKoHynBt0LyJsDjt2AuOlfpKXbxEM19JhKM/nEC9VQVw6qRSHYAkwqRKnBDNWriWcVro70uhutZK5em9N5qASCCmGTCNTSOL1Hokix8YbBYkQx5VWvRFwjQtTAJ0HtUCGSuqMobj6QdYBRoghCdRZZ5gxuLpk+MSJaqoaJZkJ211yDd55k5phdjKjTi4y/fBeZziFRPN573yo5qja3Cm2t9gyrfaHY9tTjWvdXCXZuMEfN9oRxxVqcY+O2n268+9ztBsJoveuNwGUzoTd4dzDILYOkt90ajbAZy1W3ClhzMvqd641hmysvXBxUmVCeKRm/HoNongIe3JZy+1uVzfBbsywxq4oo0gLRLo1CKr7mN1ivCUHjawXLc+oNjW7UDO5YynFEnYJdQjnWWWa1YzBlSnJsmJ83jN4IK8bhgCYZ6qG1324e+ANqu/0nwI+KyL8JvA780bD5T6IUwpdQGuG/AeC9PxCRvwB8Omz3HzYBzbdsHhoZ2JbpAOp1B+hEtsa4xLI4bxjcVW60GybMHhswu2xYnfWszkREy1HQ1vAtZm1Lr5zq/iFbfFDvpG4TMO428KPLdRcpG0WAJmC5FoyqO2MusI6vS3dA9fh73512HUx4NuP1z1vtFkOQDZW1pTUCxUS3tbEewJS+81BLT50KdqVSr42AVVPHsdH5cIBYURy9UImCtqsNvdBpIQ0fWDgSayUkqhrKQr3c2Kg37b2upsKKSnoSur4IRaWTuBXzb6mOTbWlSAOr9s4x8dmMfNuSnqh3p9dk/UKaQpOC5uct1eAck5eUB15NUlZ7sRZx3lZ6Z51pgNuHi+wNSC6t8fOBDtpnJ5363DcTs19729nOBrveNNw9Q3wffELwlKv1Y8jGZNBMXK0gme+O1W7runHSeN+m6sZG06ZXDNSCKdSYm6Bfg4d6EGkSVpMRXXsoPY22vPGl0n6XBW4yoB4F+YBINDX/WE8ku7Vg+KanHqesziZ4I6QHJflezHLfML1iGSXC7lcLzMkSv1ggW+Pu4rZVqn7zrY0F/BZpb5eFclptN4Dffcq2HvjTD9jPDwM//LZ7F5osVvhFEAQK9QQBrbQzGeNFKHYTzv/aQlPRY0u+lzK/aBjc8dSZkB7C8kzEatew95WcamBYXBTGNwjwTC9I1Bw3GEYXhYoo4UHarIjSftdvThGC1pD2r4Ns/D5YdmnNRfPlxvY+PCOu100JFMXewNMHtAFau8AZKPRTDQSbByPvRPm+JcRzHwKgauAllPYypcMuK3xktKBDYpAiJjoRfOzaB5fa4Ycp5t5JyJptkncCw6OnGidRhN/bhntHaqhFcGf3MMezYNx7LJqw4qIMRTiMUR1ykfb/4atH5B/Zpxhb0uM6IDmeJlDdNFvoqmS1KxQf2iLfE5VSiJTWJ0G7u73AJly75p5veq6s39v7Atb+FO/bgdk00L4xunK/4e551EiASzaOs4l3N7GcNtOywb0Jhl+6bU0Nddz9zpSecmS6/QgUu574QM3Fcl+/i1YaKB7cWlEPQ+Fm5zVLGGhV/RxIgNakrLEnHsnU+fJGMBLglCe3GL25ILp1zPgwZnllgilqxi8tMOWEo6cjTq5YJkB8nGGLsQYzW31/Hk7754SF8s+meafi7QEzbarME0e4C/uampxGDF6faqQ81krm9UCLDw/u1ey8mFPsJrhIWO4bTF5TJzH5hVIfGNaXr950fO467QYhPVqWYuUe70TV/prV9Iaxbn4ra5mcsMZogU7DBDpDLr19Sm9fzW+bv40DajJS92F/Od5i+M2dF6U8ehMmRS+Ii1rs3QvYEuwyVc55WFLbwhPtJNhCM+qk8uA95VZMJoqFKu88pOWnMY2ML6sCbw35xS3SHs5dnBuRNHFFKyHtPMIFb81bCWndWvShTvT+uGa5vQXVwJPdi8kOVJtEao+g8QxvCWJMnly0IlA886QHsDxnKHb8euGO9j6jwelmZdaXG73PpWbduDb3vNmmZ7CVmUInsNk32D3D3dz/Bsvua8/3x9MafNJO5j3KIJ3H364kLEjpqQcGmesIjFaexTk9AW+hjoTd5/TzeOFYnLEcPwPlmYqLP2Oxx0tmH9gnntXEJ6VKLXvTwn1Sa9Ba2ngKmMrhIoOA6sBUDi8DqnGMZDuYvCJa6PJV8orhmzOqwYT5BX2u60EMu1tKf7WaR/DQoI/fbh74/6QtsB/UcAc9lKYS/XxFcWWX5O5cA16hpFWxk5JPLNFKjWz8xl1MvoPLYuzKEZ2sGL8Be78xAF+HQe1bKMOWaFZkeOBbiVnTPcQI65on9Axu833PIw7OcOcpyfpfP/bXBjdPSXduk4CarzeMQ/eDplM9I9T0mfVtla3RnUgrARCSj6rAa89RPYz2AK186nofvUzWvaH2Okg7UXSTz4XuvQdvkrXz7DMq+ip63XXRYFs5Ikws+toboRpYBncd0Wr9R7ZwxAstFFGNhGqgRTeilRb7rbMwC7e8UlqDt/bZpne9YbTba9KHI9a87e5erm3XvzeeDqLrH6O/z96461ehN40GemO8624y6GPjdSykR1rqTrxOxtUIkmOd+OKFilVJrayl0S2PqSPKYcTkpROq3SHTRwzZPWEoGqQ0eR0ScYIzUXtlWDVdLip8mmJXFWZRUE8yolUNtQ+0Xu20F6h3h9qPac249tjch+sSCkY3K7SH5Dj/toNQ/idvrRKZQ6IYGY/wkaW8tE1yb4HklepnB6ZEnQl1qhS6aF7jBypoZIwhOXYUZ0fMLidUWQ8a8XTYaY/LDXQp8g0s0rTNJTC6Xcs+6EX+25T6xjia9fdt0LPnsUkdvKDwhLf4u+t+07ZmIug/2K0X1+2nNfb9c+g2ud+r33htarnvt5sTR6tGKz2D0U4wzYf9PvQw3+ajlinRdbA1OqbfX99OCnrf1OurRqjwV2TJDkT5/+3hhHipRsJFEjx37Vo0E9X2GLv1Y/f0RdYm3v412FzF98dH8NzXmCR1dzmae9ZfvbeaJhurrOY6tOOhXuuqTmSlb8dZOwbDb9qJsHfPnQ2l/Qqohurltr8PejHidLs6NUQrz+6XZ9i7Jyw/cJHFJUe0FMqRzvAN6qTyDSG20ahqxoIsC+JV2RYNWV7YId+y2NITrRzD17XIBVYH1OpCxnLfkh3Vmr8Q6KxQd+UHH0YiT//5+S3QfmsY8FBySazh+LufZngjZ/pYxtbVXJfpkQ2BNqHayfBGGN2sWx3oenekjIrYUqeGcisKHori27bwGoz0+j8QBivdA9IYlCbDDYI3qMaoTSLx6k17SwutmJB916dvNQ9T//lcg1Z6S+eGcqgb+c4Q941+r/Uz6gC88d0DjnxtD+MUA38fNHCat98z3P2+tP+bBxxYvMJHG/1ex47Wjy3NPh+AV3rTGeWlMSp7GqrJIHod4oWnTjwuUYaOi5WqmR4IaWEotlVmmMAvX6PzPaBrQEfHq7ttNg13E4AUv36asj5vdNekd9x2f62n3X1+n+cdjHezv8aZWMtP6P02njumVyzRApJZ4NI3NETvkRAAt4XDHszwq5zVrsVbz/hGzWrbqpJi0sg4OHytyXJSVlDXmFnVSRb3tOQP3gfZgWFwW7DLAfFJ2aluBsNapYZ42jPifaP9sDznb3rgD7F58EWBxBGytUU8d9z4jiFbrzuiQ+WH+1DJ2icR5VjpSslhoRoaIvq/FVxkqDMtGqDuspZ2So4L/ChMAu1yOWh8mPC6ljVu9n0ZlwEjb72whl2w6TlB53X3ftN6dP30Z+k5X+1YlR4G7k/xSDuPD9YN6GmGe83Q91Yd/d9u3o+32zbt71pHTunQmoHiAZNNz9jcJ0C3aeDQWpA4WO3prJvM9AS91XNNZp46AbvSVZtLPKvznvjYkB4K+S69m9Ado8Wd+33oszvCyse4je96hrrPVzfBG3e2nac7ZsombNSDP/osFqlUTsEFNUtxoThJb5yZMHE0598/hql18BbbwvCGJz12bXanjnuPqR2mbBQZBX/xDHc+7jn/Kd2uHAnJXFS7xUg3sTVZvN5rEl6glza5BoPrS7ZfHOMSTZRanI9JM0NyUmEKhy0cgzsel0oL8a1PmhvY0zfSvmnAH26TLEUGA3waU2xZBrc8O8+frMmQeqM6y01yzvDVJW6YUOyk7X58ZLTiS+vheootYavP5W623Vjpm0otqOvDKz2Dq8V7RRN3YP3B2zCibQpzz3h3HiWdF97sh+51u58Q9BT8egC+b0ROu5Y9j3rN2DTve0uCdp+9yaFvf09tG07RGua/qVXg7y9IsAYV9Pq2aZgBqHpGkI3r3dufS/S71a5pA7BeOiOXzDRJp86EeuhwqSfPHO7Qkh4qB/wUkpJ6rxviUHrfZY2vvXYOGx50A1P0g+Br3nZvnDTjpp867yVonwRmVjM+Wy88jJVmJbkG3/WOJd6TTB3z8xapYHyjxJRa4NulWrvVeJDSYUNFIz8ecPi+CTvPCztfPOTwQzsdH7t/Ts6rQ2MNEjKoJR0oDbSqIbJEt444f3dKcWmH6WOZ0nxjoRxH4R4K0bwmPnEhScrga6OwjARF0odkeL+JgT/kJuORUsfGA2zp2f70URu8UGqbxceGcksTdYqxwY1S7N0TZJJSZx1WYSoflAE1rbxOoRpYxHmtNi+03gVseIV9Ngl0HNqGnuV8eC+tcV87j+Zh7HteVe+h6huC5o/7jaU0xsB0b05lrNAbjP2kELpz2vQs1z7bbI1RbwxM31CGFc0mXgvcp8Gxdi7NP71r3AU0N/rF/Y77JtyweR7N/XOJGrDVriE7dN3+0esSz5QLX42FOnOYQYXbKlneSRncMJr12qcZt/3trRL6x3V6bxu2z2Zwci1WEozrWhCyfw8biLcxwo3hrtVQtzTJPgzTbBdWh6aBUfqed7NP54OKo2d1Rhjc9irfagwui3Ar08oUtwY6SAdvvb4ivnkcOPw7Crs4sCtlJ6nTZLGrwEaqa2SgxttNhph7J/p5UeJXOfGdCP/EADzEU2UR+chQp8LybES8CNWbckc9TGAM0b2Qqf1byXV+SO2db8CtJX/yLNFRTrWdsvWVw7Ygr4+M3vxIBauKiaUaCnUqzK8M2TpegEA1MKRHlVaBD4EuqVXwyEfC8kzE8HaFG/eWhn2PiM47bhJzXGu0w/emsx9NZXndgNbTWoNcpHsQN/HNTQN+WnS9j32LW19PbnoQ614w94/zTe/WP8DL7r3vrxBO29fa8Xr/nw6rbHirYXJ6q2xB6Ix9Gyc4zUvv9bfOwMw0qy+Z+TWjb0pUnndmqEeOKKnJ0hI/WjHNthi9FrW1Kb3x61TCnjHsTzAt5twfQ/3L0+Njt+fY61Of9tlvpmq+bzjruoJs+N7tvlg31u0125i0xUFyUnP8VIzUML5ehQQgkEozcJtsRz2Ga885vj2F4xlkKdlhHWqZKk1QiiCEVQf4JGgU+dEAjFCPU2SRKoMsyCu4yYAo1+Pce1/C7gsVyVGBKSzeRCzOmt610fOOjnOdDf851EJ5SGf8T7EJRNOC+eNj4oNF4Hv6YEUJ/F6hziz5lpDvCovzqis8e3afg/ekrHa0tFhTfFbhkM6ArnYlVEmHVlZ2Y2nbPBCm9kEESt+33nfdeVH9B2ONgbKxfG4fUFhTMmwmCpsTKH7qQTUPo/T3HQJMa99t/NGwDjb70L/Mfv37U1t/2d0c33f9wa+f/31/buO3m15nf1+nGJq1/m8YpdP21YcdGg+0GqjhK8a6+tIVmGZVRkuvha1nBmM8ka0ZpQVXnrjD/PGKaIaWDSt07DXXvt8HU/aM7mnjiO6amd7YWBsfdQOLND/o3fNwbRqxMRfpeNXEq3C8nrhaq07YrAj798qDeOX2F9uWYgsGdzzRrKTaGWiR6cTiQlEQrVKlzo+P1XmSoAjqdscUkyaLV/toyjoYfN/BJYMMfKhB6rzKKDTy0IMBLjKMrq1Ijir45CGH71If0xQ1gzslyYmnGgrHj0esdjU/wCUWl0U8TBbK2/l7J7R3vgcOlJOU8atTLeIAtCm7vlPYy3cjqpHW13Ox6kCXI6vp8kYHqi07T6WhrmnhBFiei0kPa8qtRuks2FJDx491gY2ADwEf0ed3w9vxFlyPWbG2v7D9Ju2r9Ux7D3sdKI5S9bZvvg+0xjU887TWGBJY51D3vLx2O7q+9E5r3XPswTprbEDp9rXOJOn23VLYNvu38b6ddB7k5Te77m8Ttjv1GNL1F6N4t115qkFHI60DNp6cQDUWVicpWVJipGKSrnj6mRu8On2E0XWhyrqJl0a2tWcgQY/TJui4jWvie31q4JGe59y+7p2nTlAdXKKsGL+WTt9P1ukb6fviDO3KQFeh4jwnj1nSI8/2qyuqUaQZknWk1NpGwsCF581qVSHv0TqpwPLyFslJrZWkBgYXJSTHBhO8dZNXRLeP8aMBcjzDDxLsIuinNPrwxhDdm0EcUexMGPzdHYZ3SnW6yhpvhMEdodhKmD2mFzle6MXy1jw4LvP1tt9CHvg73oB7a0huz7WIQJ825Dw+UWH5ehBRjAx1ChgtCBstVHFPahjfqMh3Y7I7hVY4LzVaL7XWIawTmF8wZPcqTKWJO2vGY2NgNEJWDYa9BoeE1ixtCZBMH01osvrW1j+++66ZONoHvRFJ6i+1ex627zMaTmNmhAfWbxi7Tchk87P2XDZ2Bz0j79c3ailqp8An9yfhcD+s0Ewq5v5jndo2VzWnTAhN/1pv1IC3gqlhuafHM4UGymyu5e6qQcRskJElJeM452w24+A9AxazM2rkM+5bna2d18ZkuTmnbXrC/XNor+XGiq7v1fdXLK133T/f0yYVuusr3gf5hJrDd8W4BAb3PMUkphwZoqWDUh+3dpIRQYzH1RHRXdWRwXv85fNUQ0M8U4EqmzudAIoam9fddsNMy6QNM8x0iR+kuCzBbw+QymFvHiLOUZ4ZMz8f4QP8acoIc6KYejSvGF+3VKOIaKVxC0xYQT+EJnyN8fYOa+94Aw7SVuBZa0Fnw8eWYjtqgzPRVNh9oWZ4s6AeWJyNOH4ixllIjqowm2tmmSZsWC20OhBml2PG1yvcxK4/cKGIsXqZoaJP85D1luouVFfpZ2s2T6sXCcyR5qzoGAwbxh/WPTLojOLmcrzrY3ixwcTo6z5vtj5eu2YoWPfcGqMsvmM5rF2gXrDxPq9Yev+fZqxP60vd/WTNe+wfd6OfzTncx4vvbd8/hosIATGtn2kSTW13kU7K8dSQDxOKsCJLjFbceekDCe5XJ+3qY5N2uTaRyMak3ju/NnbSm4z76fN9gSvCykGLj/huEjKCw3eTHr3fbFznNXjKax+Sac3xEzHFBIqnl8xOBuT7QnZHGN6BiKBA2V5jfeETo5BIWSHjEfU4CfrrujJVrR6PXZZIXqsHH7TjTV62lbSkrrF5obBKVeNXK4VR0lDEYSiY2iDeAgnRvMQUFcmREJ/ofakTwayqtmjLQ2nfNOAPr0koWtxWgA8ZWD4y1MOYYjtWaqBVPYxooXSo+N4cM8mItiwn2zoIV2dihtdXAQ/Xu9Qm8TjP4bsj0hODLRxuYNY9SVj3jsJn9xmeHrTR/KYNNCFrmig0u3dK0WohlL7Ro+fR0nhP65/7U4xj3+C1OCu93zWH6D38XYd659g38OEz3/tdAwOsLd+hhUAa7jzQGfrm2mzANf1VyX3BuFOud3Oe7elsrALuW2E01yXsr46VcTF9EqrMK76d6ArO5mCnluOTEavJMYmpyGzJ+e0prz0zYPJcjB923WCzXxvHPY1h0l4rv/59A5X4qPdd1SVjtcdq6rh63wY2+8e+b7yGP1N50pOa2aWIfA/yp1Z833u/yE9e+xbco0tOtjNsLpRDS3riiBYuTBqNbKuSBsQ5/DDDizC4uWphDAnFm10SqQcO6spXnTfeFPHwi2VbFYmihCwjOsnZump5/V/yRHdjdr6i2Lq3gs0VSsGoDo6pPVSuq+/6jbbTVnHv4PbOD2JuFio1OvvX45QqVNepY33g02NHehQGSFVjD+aMri2xpdLIpo90UqnRrCA+XjF65ZjRm3NGr8+Ip57jxy0m923Qq/9Q+KCetsnm2ExZNlUvCNV7gEwVAqClX8ea+4ayF8DqBybXXXfWHvoGDlrz2Pren3Qrg/s8wsY7awJqdbc/U9LWV+wHKTdpaO116nnD9Ax6c436UM2DVgXtPhpj0yaRbJxrdX//2mu3GfTduC6gKxMXtDmy24Ib1NRbNfXAU46VahpPhfok5qV7Z6icxYhnEJWMzixYXPIkx6wHIHuebnN8U6E4c49N0o87SNWdQ3vfgp55d16+3V//Pur+/X1xjDXYqH8sp0H49KRmdjFicV5XHzZyvDbbpxo76qOE3ed0AgOlXS7PRCoOlwouNm22MrWDsiI6URzcFHXrHDUUwtb7bnT9QYsvNCqVcYQkMTIYIFtjhVUSFVOjVN6+j4I2kUCVWaqBpU40CN1O9N4/PMPr3ubf12gi8sMicltEvtT7bE9EflpEXgz/74bPRUT+soi8JCJfEJGPvp2ufk0D/oBO/F9E5CvhQP9fEdkJnz8uIksR+Vz4+696v/mYiHwxdPAvy9utQNq/KcZAHFFvpbi0CzaaWjPq4oWqpdnCtdVdzKJgeMPjIk+xA8VuglmVWqR1VUFVY+Y53grbr1b4CI6fioln9QYM0utPr0/3Baj6n9frD27fSzVVGOiNcdz0GJtBsmk0+15c30NvjtszKGvG67RL24dlbO/P9P76BqNv7Ht/DSPD9IzR2vtgUNvXwfBqcd/ur/ntaZMG9M4d7pug1v7vrWJOC8A21xg0mWdw1xMdRsigwg00kafOdIPkrmV+d8hzdy60P03jkupsSTXWGEp73fvX26nhbiZjc8o16AevvaXTm6e5Dh5bBKO3AZ2Z3qTVBDJbnnpvkm/vV3Agkqnj5ErE/JJQjT1br0HyxSFf+vQTUAs7X4qIVhrY1+LQIci/ZygHysduyww2vPCqZnk+0xKF4XPqt7CmRsvlEUfIcAhxhM8S/PYYP8oodhPKkeHizxnOfN6THTqSoHQYTzWo6RKNXTUB1ofCQGkun397f2+j/U20cHu//VngZ7z3zwA/E94D/AHgmfD3Q8BfeTsHeDse+Gmd+Gng/d77DwIvsF5Z52Xv/YfD37/V+/yvAP+LXic39/k1etoz3rHteTqKvUVLNdym9G1VFpIYHGy9mSO1ChQdPBupl9B4A3GETyJd7q1q0kNPvgvTKxHJzPU8yI6JIr77vX7HfYb9Po86PMB92KN5qJo6hX1sdLOtUb96hpP+gOqtCN6q9Y3NptG5L9rWwBqNAdk0+mb9+/bPhmSVhvPe35fcv+/mc/HdPtcmkf7v2jHBfUG6/jmuVW6nd47N67C/OoXJq+BzC4nDR6FavAWbC/FBxMmdMW9Od8jriEFcEWUVsyeqULB44z7QO+cw6a6tYHorlTWj7Wg1yZvqOU3CTvv95jlt3uveiq9/f22hzs3JlYjlOdGqTeFamErPc/KyIT12rHaFp37ghU7hcaXjrRwLi3OG5X5EsaeVcBpo08WCj82aJhC+l2S02YIR91nSeeSAjwzV0FBsGaaPGvKJet4m77ItvVEmEOgkSTjmQ2WhvJ2/r7Ub738RONj4+PuBvxVe/y3gD/c+/9te26eAnVCq8i3b1zTgp3XCe/8PvfcNgelTaH3LB7bQkYn3/lOh4MPf7nX8a7Zmtq5HSSsz2ffAomWHaTcwh5S1Dp7IEE1zBrd1KTZ7Nmd5edRqTddbKeXugGIv4eTxtPVyFxeF+XnbqdgJLfvEhyxOHmRY6BmuXkLQGjwSHmIXaJCdIffhdc+wBmMjPQNwHxyxYZC/Jk/1AYP9VDZHf8nY94p7hr9daWxCJH3YoL/EP2Wyaz3GjYlpDUba/N1pD9Xm6wedd7gHdaKVZoavxvpZFJT8rBq5aCbYo4jrr+9zuBhQe8FYh4yqAKV0y/c+F3wtbhDGg4s6zv+a4W4m5aZf/SfTdTkBm9v1z2kTymkyNaOVw+ae4ycjVme11F49cLgYZo9qghMe0kM9j8E9x4s/8m6SaRiLLhTGDpNVOYT5xRi3lanhDUWGvYjquJueRIJBt+kVHe/uRfgsaBlR1UhZE09rbOEptzQztBqY8Pw4xHvqzOAjVAe+cO1+HwqE8naN92/+WOe99zfC65vA+fD6MvBmb7ur4bO3bA8DA/+TwN/vvX9CRD4rIr8gIr+r17mrb7dzIvJDIvIZEflM4ZZgDW7YM95NQkLjybTejOonLM8FkZxQFABj2H611Icrdlz7Tp0M3CCiHkQszyUszkYUE+HwWY9LdbDOrgjLfTXi0lsSyiYu3zOy3TYb3m3POJ3mbbsw8Lvt/Lox6OOkp3jQa0GwPl7c89r6LIRTPe0GLtlkxfRx955x31xKPnCpuTkZ0PvsNIP/oL8HTToPmqwe5JH1+t9sV2cwuuGJ7sVoZmsnLWxzSI6E6DDi8MaEvIxwtY7FcuKohkJ80uNkh32qZgddHdXNZB7X3at2NQLrNVaDEWwyf6uRMH1CJ53+vW4n0rU/hRW9EQ7frYk61cjjH11iz+TU53OqoeL9W69CkyYvDrJ7bu26NrCfzdXrrYbCwQcmrB7bpd5KW146oB5xcw7S+78x4iLrnwNtTVQgPimJlp70QDCVxria86uziOWeoU48xbbDFB4qhxT9i/+Nta8DQjnT2Knw90Nfz3GCM/sNTTvfEAtFRP4PQAX8N+GjG8Cj3vt7IvIx4P8nIu/7evfbr0q/nV30bpR2S7PaIbXW4XOxyoS6SDBeB/X8oiU7cJS7A+I7M+pxihcdFOndmMU4In1yyvyRMelRRbFlKYeimODQM37TYJd6XfM94eRJcK9bhndrypFpE3vaa+B6D2bfyPSNRB+v3Wi28O3vG2rY+kXujrN2jPC/eHoSqf2LqH+ysZ/29SkeajMh3rdEP81A9s71bXs+/b6/ne+b973zvW/75vjuwdd4s61NOuH+uUhw1jN+TZg+YYJh1Erz4iCZQrQUlkQcMsGOKwjVmFZnFEv2keKya/zw0PdWkjUcv8/zd1F3bjph+26bYIzrVIjnmqRml4ENIutjr79SsaVCJqtty+xRDYpWA4+/vOLMzoyyNhwdj3DjmuxVQ5TrRWnvv3T7bCm0PvTN6Th1EZw8njA4iHqQT2fI1bkKxnrT6QFO88i9MUjtSI9KxrFo/c0yYO1WWJ6NKbYFH3vcUCWj2xyR+m1EFt9Oe/sm9a73/uNf595vicjFUOj9InA7fH4NuNLb7pHw2Vu237QBF5F/HfhDwO8OMwne+xzIw+tfF5GXgXeFjvRhlrfVOVBvxEcGnMcWFYSyaW4ch8CPtPKwxdiwPK9FirODmOgoChoYFruqOfPFipujCPPqBBc5rZG5Y1ieh3gGo2u0afKNt7G4KMweBZdYtt6sKbbMmggRdAbhQV5rs43vG6K+V+s6Q+LN+oPZCO2vUeT66yaho/FZTUjZhHQaY3Ef17wfEN04lzWGijtlm16f2qzMnkFfoz76sHnP32i58pttY2Lp72tzH2t96hmat2qbwc3WmxLN0ExOPNk9oc5QWmEDeVUQlZ7sQCiqiMIJMlAsoxpAviukB1osu63cVPeu3yas1TvPxlhv4uetMRTa/yev1ZjKs9qxLYumD3tJDVHuiRaOk0cj8n2d4PP9Gp85sqTCGsede1u4WUx2MyI5WS983Dbp9tsfP0I3ydi5rg5UlK3nhYPuLxS6burY6jl71pLyvG+pwmaR4yYDvAjxvMaUBnEeE+iDDQssmgnVlsEUVc+bf+t7/3bb14Qfv7H248APokXhfxD4e73P/4yI/AjwCeC4B7U8sP2mDLiI/H7gfwt8p/d+0fv8LHDgva9F5Ek0WPlKqEh/IiLfBvwq8APAf/k2DwbOYxaaRu8HsVKZYkOdhLJYmS61yrHgrZaDyrctcnlMtND03mhWYOclZz83xlSefGKZX9KHbXC7YYV0BqPJxszuelb7wuIi1EnEzssV5diEpJ1uqXsfBt4fU72lcGvE3fpPWk2VnuFsqWRNMKgfSGx/GP43tBj7Wtm0xoMW1qRu2yV9YwDXOt+7/I2BafrWfL+xTf//jqfcGd++kfHSXZdTW2Pc+x5+B3Xe38/eOfj7TmZj172VySZ/vqEWZnc8q7PSsWlKvQem0DJjUgmmisjPSJBJ9ZRjIZqHjM4o7DZ40ITX92fq9oxFeO8bzLjpk+uuVZ1C4Y3i0bVHvKx54KZSyKQcCUdPqfiWN57ibA3WE9+NyOOEex5cbomPLKNrPQ0VCYW1e9f1tOSk/qSZHFcsz0TY0rWTUFvbNXjsa83I/Su6vnduTavmKZUnqh3RXKmKLou0KHWphis6MZqBGUc6STwkLZRvDNTomoj8t8B3oVDLVeDPo4b7R0Xk3wReB/5o2Pwnge8FXgIWwL/xdo7xNQ34Azrx54AU+OnABvxUYJx8EvgPRaREb9O/5b1vAqD/DspoGaCYeR83f8tmihoJN8h7r6WwEvW861iDKjbXqirlXkXphOKGxUUxoxue5FBpgvVY6y3Oz1uKiT5wtvCtl9RMBgDj6zWrXUM1EAZ3FE7J9+Agidh5udYJYyBrA7ptPQPRGKtN77RvoNZ+3l8Wo0Eo3V/nmft+1F16+3ad8faCFhPoefyNsXAR6xi8ozM2G55xwz2+7zwf9Kyc9vnGBCc9G7EGJ2z+rOfZN9ewuW5rmbBN6z/DYcJcM/IbgcFmQuzvo051NRbNabMhNXtXt7MLsCs1nlJZ8r1Q99F6im1NDHKJdLBIcz8bQ9zvv/TOid597wWKvZFQEFg/U3laTWAxVQe/2VyhjekjltWZ7uKqERUGr+us4pKY0jpMVlNnEcdPC6NrQnbouuC88WtjYHMS7rfVvuqmaJETabMwga6ajtEL4LKE1YUhw9ePuzJoLsjOGlFmijEBnpGWLWbyCpdEWgh7YroV0VxUI8UKPkseigF/G4u4t92893/8AV/97lO29cCf/nqP8TUN+AM68TcesO3fBf7uA777DPD+r6t3TXMOn0RaudoI5SRSIn+s9KV6EMqhxTA+O2d/tODeK5dU12RgMXVMlVnyHctqX0d8dq/T0G5wyHxXcAlMXvUMbhUM7sDtDw8wJZz5fMHBexPyHbj3XsvW6550WlOM1qlTp3mAmwZwzZMF+rofoA+us+vGs/8bCWqKrXKiBSl7x+qd05rX25s0TLlu+Nu+NQyHvhFv+u/UE2361YdNOjhFuhVD39PuTwB9YyC94zeGre/x9f+Hdt/tYXv96eP1Pnh6HR4r68d4wITqrVAnnmSqipbtBNoGHIMA1L3mREyg5OnYqQZCPPXkO9JZA+kcO2mO1Yt79KUImnvYnnMvsLjpBbdc+1L7evK4waW+3Ud2T5UBq6cKVkWqY2JckaYVZRGR3TEUE4/9vXc5+NI+k5eV0dVOOs15nzK5iofBnQKpPPle3EIqeq4BSql0RnWDgPV4T7zQtHcpyg5iaQaYNRApI8VUvpOk9bC8PEKcTpINLdIvRIOX/aDow2gPyQP/Z9He8an0CBqIjA1VZqkz01brUPy7STrQ1OPIOMZJzrUzutRNpkI5SljtCNVIMU4TpFUaXW8XaxmpauwZvwHjq4XqOKwqzv+a8k/t0YLzJ2PufHTEah+OnxYGtyO2rlXUidECyT3DsImH91Xy1lLpe//3MfKWOUJncPrKiI1X7kUCx1wLUtjSd4HW5jctu6HXP7tu9Fqxq+bBbY277ldZLY2F6QxzUzKsmXCMDzU7pVeEuf9A+K4/DdyzhumHIG4j+buGtbe0u40nLBzDRaFCUZMtC/gAM6xNNpu/7b8VzdqNppr9aIrOmDbnL07jI4M7HqkUG3GJBydazX2qTI26EbzyaFWcHkzSDxj3IaU+9VCP1Tfm3f+mhih3lAPD9IoNVYN0IlEY0bN8eoFzBn8nxQ10x/G4IJ8nJNcTBnc8iycq/tGH/yY/++4L/J++8H2Yz0wYXQuaJr3Jpw+PAZjCEx+uqIdxm1ncXD+FP8BlkVbNqr2+rh3xXZWEVrxd/3wc4QcJUjnqQdzdp6BCCDpOioltJ+u2zqzVlP6H2R4KHfGfUXsYNMJ/qs2LUG7FlMNICzZkJnjfarxbXm04k+lswLXjbaqdCm9gfsFy8rihHmiQyRRq8BvJ2cUloRoI2T3P3pc8uy/kxCehWLIVopMV9lipjNGdE85/6lgHeAmrM6hesdf05FZo6BTj3XzeprOHz9vq32tWhI5nfQo17D5IwgWjGb6TwP/tUve77Mcm43FNOKnpYy95poEAvJU1Trt/wP+wPlmsBUD75+U3jEFjHJsiBZuYqfSO4XU8NAa6CWq1k0D4jI3r3770p/y5+7fzRqhSIVrqew1s+9ZwIjpRxnNPeuxJD5UZ0hSuLkeQnHTFFR5Ey+zTPttCyF6P16Sjt/h/gLwadonUnunliKN3GfKdpkQc2meByZNH/MD7fpX3PnIDOZuT3YzIrkfY58dQGM5//CbHT4EkNS9WMd83OuQXP/FXeeT3vs7Re/TZaOUkThmf6WGJyxTWWCtHaCTQBdFMZxsS4BqcOwQv/SDFbQ3wmZY8lMq1DJQ2MSd446AQUTmUNZjPWzh+dkuLTkxXnMp0+c00/zb/3gHtne+BGzRgmWqlHW+k9Zo19Vu6AebAlYYsKbGjimI3QiohuwfRXB+G5Tkh+o4D3nf2Jt+x8yKlj/grP/IHOfOlkuQw1yUdul8pQ0ZnFKtBT2LMdMXuV2PyvSF1prKih+9WRcPhHYeLPFVm1rDovrd9H/QAnfEI57GW9NK0Zjnb7LP16vW8nNXlfj9xqPm/MYreoQ+U67zU+5gjrP++/7phKqxl18nG+42HSD397vvWe5YQKA6v3Ybbc6pUq8AmB7+FGDxrTIeWU9/Y8x581I8LdFjz+nFcomwOnwi27K653htPEzRMZg5nlXZYTvSYdaYV76OFBjd97ynrxx3WYg1NtqVf18lpzs3UEK10IpmfNyzPizKWvDoy5ok5w7RkenVCdGKYLxP+5k9/Fxf/iWdv23DwfpUIGF617FyY8ocvf56D8y/xxnKXP/Plf5WPnL3K//rcz/DVVy9iHlsRf2TK0S+fY/zmejp/c/3q1FBsZxRbJtAsXaBcdquUJm4lZY1xvVyKyGopRGMQX2o5ttqBNdi6xkfDAKV097KRGzCVp0ql1UJZnDXsRKajEn6jbdPpeIe3d7wB96Iesguc0NZzjTrPsAlISQ3MIo7HA9xBght7xq8LNohTeYHZMyVPj+fsJXMuxYc8E9/lr/g/SHzS6Y23XOzAX3WJXia7LCG2RLOC4a0Bdz/iSY4UwF6eE1b7luFNT3bkdIAl0i2PQ7tvebYJu8j6Z2v48SmGpzH0DQ+34YU3h+lqe/aNdth5nwljekakD1GI/tNkuooDEb9m9NaYC+1x+56274xfc07N7/qTVjOhBIPVBP/a8+17Pg3m4DeO1fXgfpbQxsqlOW/fv9bNSxGtVp9rIkm89Gtl9JoVgSk92bEjn+gH5VgNajVQL9xbTftu5I77hruZXL1IB0/1W9g2XqoRnZ83LM8Z6lQvhHgoJzXf+tEXGdmCX3zlaXxWU6aOy//9gGhR42IhO6y5/AvwxvfCxd/7JmezGdfyHUpveSQ74j1XbvFzd97F937hf8nopYQ/+a/9A/7Nnef4rx97lr/0C7+XneciBnddu8JanjOU45hyKKzOeYY3NIgZL5zq2YfzVAPdFQz3NowjF7DtBkYBdZwiC7VbnwSKCjdM2kIr4kJVpUQnWVPC4fu32fnKQwQT3iHe9dtp73gDjtEEHRc3hjxgp8F4S1B7A4hWkN6x1MdbDGa6rc27bMZqDHZU8cbdXV5+8xw/O3kXf/CJ5zjzxaoThG/kao3G0pslordCsZvoQ5EYpo+qcTcFZAeefFcf+NmjwuqMZXTdkU7rFvLpe3ibzJRNw7zmFW96oq1X0hmCli3RGMayZ1ybIF7w1tXgNUBmb9II7wFNUAlwTePJbgYU1yaQxgj3v2tWG80k0VuJ9PvcGN9+oLLu0y1ZN5j9FUYL3fRWEpsFfk+7dpt9uc8DD9u4SIN61UBI5g7Tn43DRGlKjxiC5IKuvOpME2+ipRZLdrHgmhVT3awWaFdPxunk0Me6TaUet7Na8m95XrMPGz64t1COa84/riSvn33+3aRvJuy9CIN7FeKcYsWFb8fWYz8Bdx+/ws3vOWLnkSUnZcaRDJhEOfvZnOOLx9zN9/ixqx/m942f49/deYXykz/DX11+D3jDzssFy7MNPVGYvq+AWohmMcmJYAvBBjiv1cdxgjSJPH3PtglgGoO36jhN338GcZ70ngY4pXRa6GGeUycDXKT7b9lWXp/vYiIcPbuFf/7hSMr+VsLA3/EG3Isa8GogHH+wRGLH6MvpGqRgc72hdgVNqF+crspMFfBhr+L99XFMbWLs1LK6k/CjBx/nmdt5d7y4VwMwCsZb9HWdGfIdS7RSnYbkypzlfszkpxLEQb6jRrzO4ORJQ3xi2LpWEy0ddWqo4wBDhIe5ZZ/0jMKpg6fnPZ4KvbSdD0aC3n560EHHHukxcBrMuIVkms+7peuasewb8T5y0lsl9KGiNWO50d/Go7svAOZ9a9hdA/nYDhJZ85BOe79xTdYmyNO2660AmkK5oGOqTgVbeKrUEM+dilz1Emy8kTbgGi3VuOThmpYjpSQ22Hh7f9tgphq25lpJBbaEaOlwkTC/aFie86EoRzhe2IeL9P3RbMCvvvE0Wy9GjK86xldX1KldGwftGDbCzisl+Y9M4N+HP7D/Rf7urY/y2sk+x8uM+SIl2l9ytBjwh3/53+ZPf+jnOSxHZLfVk17tRVSZEJ/A7FHPpcsHXL++p8OsVbIMCUEOCJREHzwDaelC4cb00un9ICE57tLhxWkNWx8Z3CDGNVBpmATrFJXzDU5JORTq7CF54d804A+xiRrE1RlIJjnFYdYuZU3VDHxPmQhxHp7UZsldq/H3A8j3hWgB21+JyA5UtVCNRIRZLVsRHhdbyklEfNLTVmgMWa2WablrGNwSRh9ccHs1odiSdkJJpqFIbgTlBA62LMkxDG87kplrVxOu1YqgG5inwCt9zjR0xnHTW3+rAGJjXCUwrpoMPmANN8d1167p16ZXDb399vp0GhTUeOB+wzFa87z70Am9iSIYt/YaNQfzzQTUg0fafoSiGf3vNw1885tTJhb1HLv9KoziiVZKD0ymHioB2yzx9dwk6H3Hcw3EJVMoR4ElFSkWrgHX5qL3+tAwShYeW6q3PX3MUm518EKdOTCQHBjsUleWXsCUFnc4Zv9V2H4lJ5oWuDSiq1bfv+jNRCwkJzW/8V98mF/9Y4/yl9/3I/yXN34PV2/swSyCXMhroT6f85d++XsYvRQjHiavVyz3I5WXTWDyvntY8VCYNtipAWWPKbr6sSCIhHMpm/spShmsHT6LW+nZ5N5SIZM0xg31uD621AM1U0paUCfJFBrYbB25DYfiG2nf9MAfYvOiQSFxIF8ZkwSKlOpBhIEcsEKlFXX0tWKiKdH5xRKc8PQzN1iWMSf/8ALJVKlgycz1HnwwZU1y1HlF3ndeqNTKAlgODfNHHfN7E8ZbK2aPZJz/TM3ROGJ+WTFBu4JqqAapmECxbYgWhuEtNeQ6EPUhb5aD92HhsO5xN633XVclhTWj1MYHmgEelu513DeW0tm2+zzSHnziOppY37OXxhD1Pw9GqSkWDH3Pv7mpdLVETznn+737zihvUijbLjefN0kvvaewDWg2/ZPe6/71ojeR9iCbOgle+EC9cNcuaRojLloHUiA90SxfF9FCfvHcUyfgApTWsInU6Kt0w2pXmF9WsSm9QOCyQP07sIyuayHmOoFiRzneyYny1bdeW2pfQ1WaFjYL/RTn1QlxvoWzsoOa5P+1ww9857+Dvbhk/IWU1Rm9z3YpDG9kVJn2Z3BTiKcVyXFJsRNz7X0Rjw+X3DieIIW0Y0uhLE3AwXlcGrXHl7JGrINSveo23lLW6oEjyLJolQ2l0TURoRrqiqKRkPUxJPdonYp2VfMwgo/Nvn6LtHe+ATdBIMhCueUwlbRLzbXVWPNXgU/AR4HWFbjPV564w5Nbd3nu4CKzJ2pGr1tGN7rIuA/0J99UvCdklRl90Hyk3un8nGV5weONx68syzd22H1Rf7/3fMlRFXPydM3+Z41ygVNpaYvVCE6eMNiVYXDXkx4riFynEqiQvcBs48E2Bs6yZszXVqPNZQip0A0s09ixcksoJpDd0QQIcUHNrnf91rxkjx6471k3Hn8DefS9yL4X3EsE6sMjEj5rjV4ToLTr9/E+qAPWjPYaDm96Rr3dmPtgqX7cADpjc5/Xdpq3LjrpRUtPOdLCvVIT4K9uYnFRMOI+BPOkx0SyioeXRs/XLn1Q9IOTxw3FnguMEvCxh+0SEznstQGTl3VSAL1vxVhzHkbXHeNrBdG8VMivPV+vKylDBwc1KyjojDjqxV75mRqpE6pBzfarcP07JWD/moFcbgnFNtz90IDtl0umj0SkT59wazpmfpwRz0ynwhjunUsMrra42EADfxERza1W72lWcGnU9lHyCiKLyyLN3HSdE1VlRuNZBZRjLZ1omhJzweCaitMDwV9na2Cn3yrtHW/AEagH+tLvF0QvZ8QzWg+3WT6ZMqSIO8IDRScFejPiarLLzYMJ8tKQnWvqeSdzlczU0k/3P7sAUimCV8Vw8mjE8lzwLiuBhVWcNFE6k6kMOy+VTN4QirHn7icco1cjkmMtmtxUMq8zlapV5URPdqicYm98WHbrUrEpctBCIMGA9r3JJhCmnmPPE+9dv8VFz8UP3eTez18ku8eaQW4CYtAzpA023xhLkY5n3t+/rL+Fzkie+r4/SUi3SnhQks2ace4ds3+fNhkz93nb/Wu1Brd0598at/u7oP2IdMKT2lMNLfG8xjXQQG+14mKDKZxi2LGQTKEYa8ZwMlMKYDERFheF/IxTD7vx9mJPPO6Kd0fPjRhd90SBgaJQl04E0dIzeW2FySvlSvdbn9LZX4WFSbCFiELmpEOdhnheszgX8ed//3/PwqX8Zz/+fRqEnXq2ft8tjn/mAuXYcPCRmt2o4vDeGHsQE0+llaNoIT2BOlEOdzM+pdYSay6LVdeoqlHZXgFjVVu89vjYrq2sPJptDbRc+HjW3awmPyJe+vtzCH6z7ZsG/OE1TVDQaHx0PWXrdS2nlO+qJ95cbFN6DbDMw/IzJPn4KHB6r6fYpTB5zRPPnRYzjgVTaPaXnRWKCfSTEsJyvLaG4ydi8l1wiSd99zHz61uYhcEUGryMVgCeo6djJm9UZAc1+5+OOPk9c+YnCZOvxEQLxTvLUde3xQVheU6wSxXUz44dUa6GvG6yTZukmg2O91rQs2+0+u+B7a/C8bWLDObKqNgMQq693/Rgm9aHdTZjRf0+9CeY/m97/dvExO/bl7CGY68Z8k2v+bTfn9avt2q969BntLT8d1Ej0ghFxfOQ+Rp1HdFAa5hIa088rfHbEfHCtyyk5RnD9KMrvBOoBawnHRVsDXPmq4T6q1vYhZCfdUxuqvGOVh5bOKJFjVSezGu1d29Nj+7a9RPo0vSbVVT/ujYTnhHNdEQnvWJiuf3tnp87epbv3nmeesthCl1FXH/pLHsHnpPHLZiSk9kAmUUkB4bkhE4npuyMqLchuGs03mNDwRLfpMvXAs4jRQEiuMRqir33bczJVA4XW4qxXr86hXhKm7bfGG9beg2APiTo4z69/3dwe8cbcIw+8FpkQcj31JNt6wuGKLQpFSNrH0ILdeaph+H7Sj0igOygpNgOwZ7a42KDjVS20ke0Xox4qAaWo6cTygngYfDsET/2kb/O9xz/r4hvpSTHimM2DITSwXLPMrhXs/1qQfpjGffeb5l9bIk/TDjzGUM80yBXuUUbkKoHMB8Ki4uWeA7JkSedOuKlo0pNCH52UEqfQqedpfWCmr43xsgNlAtfJ3KfF39f0kLjjW4ayQ2j3xyj/Y77X7cG8EGvG6/YB8TmPs/er++oD69sPGPdJOTDquWtrPzp/W0O0e+HCjVpXMUFdcg6NdhlHWR814/jEoPNnSoDTmv8tm2ZVNmBZ3aYkF6ec357SuUM167uYT+7pac19hQ7ntEbhmTqsKWWCoxPCkxedQJcwUuV2nWTXBt87UEomyXN+vevee3Uuz95LObf++6f4KuLC/wHP/WvsPWaYetaSbSsGN+IKbY8B4947LjEvDEgmQnpkY79RsK2ySAF2lR8XR07TO0wpVbcaai6uFqzMWPbBlidSA/XDvCKAx9poeV41jGUWp783BNPy7d3v79W6z1DvxXaO9+Ae31wTCG4NKTTCphlt6RqL7rpwyjgY/XefeRJjiNsWGYV2xHRQoWxNMvN6fK3bJTR9NDVMOLk8YRqJBTbOlDzV7f5Y9GfZPTllHiqXrxiyBqMjFbq5c7PW+Kx1hi8+Csli5czjp6BfE9IjtXgN0vsahyqjgRJAA16CvPKEi00ISSZeaJcz08983B5+rKwfaileZ5DKrwIHc+777lveMf9634frvAgnOEBRnXTk9087toEsPF+jVHTwCz9Q/be3IehP8hLf6u+b7xe63MznmzAYYeGaKEaHw281D9+A6WY0iG1wfpOmmD8quFDn3idT199jPzWkGff9yavv/y4Mle2FRocX3dEuSOa1dhVzezKgNG1VeusNH1tU829xxS1Bg373mOI4byVETe1Tnjbr9b8pb/3h9h6/z3YKdh6Iya7OlVv2cFyP1Op3DsZtob0ANJj11Z9soXr0v8bXDsUfxDnsScFZlV0/O/I4uOI/NwI8RDNOwOs/PWggWLU+agGQnoUvPtmJer0eUuPgjDW25yzv1b7Jgb+kJstghFf6R2yOYF10qUdi9egTDmStcQP/YGnHHnSw5AllxqS44rk5pRqb4QXsPOCaitVCUygGsdML8fUiQYA/6N/+e9wp5rwV//Gv0jx2hl8Bkfvc2S3LFIJPtLltYuFeKoPxuK8YXnGkJx4RrcqBndgcU5Lt518ywq5lzB5SRje8NSZsmaqjDb12lsotiHfBUQwpVIhdQIIHHerXOm2onzfS0Vfq1DVW4zuvpHc8IKBXuLRhl70g9rmRHDa5719t9h4z/jeZ/w5/f1mH5v9nOp99vuxMXmcegwfVnK9ohrxwrUTdsO2aJb87W+MeoxSeZKTOujXay7D8Lbjc7cuszrK+NAHXsMhCkNUnuyOEM09ybTG5CrjsDyfcuFPv8xrR3uYn9hj94UVUrq16yQeTF4ppp2ox7+mJtlXZOx9JqUL46pmdJLzxHXL/DO7uPOWauAozo2wq4o6NSQzx+QVQzUwqscd4J1GIyaeVW3yDWg/JCTvtJ6381CHKLcxVLsDhVgCeUBCOr2PBIwgeU1ysNQamAGS6Y9vcZAc19j5Q/K+m2vzW4iF8jWZ7yLywyJyW0S+1PvsPxCRayLyufD3vb3v/pyIvCQiXxWR39f7/PeHz14SkT/7tnsYBqMt9E9cUHkLhqkfPLG5p05paW9NWSxqNbDFVqdyV0wicJ746j2io1XI+Co5fM+IahixPBO1HvXOi45fnT7Ff/bp7yE50Ydhed6RHBiGN1REv4FxbKEGd3lGsAX6ncDyTIRLhNGtiuEdx/l/kOBSx8d/4PPc+d0F5UgFtYa3PckJKg/ru8nJG6V0LS45jt7juftRz70PCPNLJqgxhodq2ROuCquT1jvZQCSALmvuAfZ9zaDL6d+dHoDsfrcphHTfb/r7brbvvX8ro33f+zUv2rd/px1n87NGY6dOg+BZpKydZOqxK02Tv/dey8GzlnLc0N0892lweNrEE1N6okWtfyvFbuO/v0NyO+JsNuOLzz+qeQOx3n+FAg1N/ci7H7R8aPsa/9qTn+a7/+1P8eqf8hy8b3hf8LL1vjf/TqHXifOYINMqlcMeLzHLErMo2Hp5ytnPLxjcrRV3HkTqIS8co5uO8TXH8LYjPXFt8e1oUWPy8LessLOc+HBJdJwTnawwswKpe9BJ0B0vx1Ebh9JEO63MI5XHRUa1VLxncH1Oelxjc+XK28ABT6aO5KTU5yMy99+H32zzb/PvHdDejgf+N4H/O1pJvt/+b977/2v/AxF5L/DHgPcBl4B/JCLvCl//P4DvQQsaf1pEftx7/+WveXQPphakhHrgWZ1zJMcGm3uigOu2x2/4qEaCERPMinbNVex6eJPWaygvbJG8MMMcnuD2JxAZvMDybNxia6MbBeVWxC/8Pz/BvoP5I4KLPZNXDOmh06KroQ+apQfxQgOVqzNapm1wr8auXIu3x3OHXdZc+SnLb3zug/hPlOz9wWvcmw+pPr1Leqw0ySqGKvMty8Y7wOtk5FJPOXCUe+hSuTTEMyE+UYgmXhCWsgTtGDXiTcJPU+FnE8Y4ra0b/HUvvG/EWyf0QR4t3THuy+bsv34QVHPK/k/lyYf9eSOtzG7/+G3SU9OXWlPO41U3WbpY6Zezs1CNPS51EMSj7NwwfcSyHzIHJUAp7XUIDoWLRKum09Q+FerEkpx4tl8Q/nH1IdLm4jg9pilgtWvaRJz0Q4dcXe0yiZakpuIPvftLvHL5DF98/lF2vhCx/XqpSWcSIgbBiJ3G7GnlIgjQxKzAHs00sBgrfa/czYimBemqxGVxqDsrwVjX2JV0+xaoM4M51hWBVI5W2tVrJuWaUW0MeChObnOnvy9qXGQwYaaR2nVDoaigdoxeh+WlUVs+USpIpqXGAawoXPUwjKrn4eznn1F7OwUdflFEHn+b+/t+4EdCbcxXReQl4FvDdy95718BCHXfvh94ewY8ZLrbpTC8qcvM7NiRByW0dlOjGW11pnQrl+hYEQQcpAdCtFLPwRShAsnOFtw9wlvL9d+1hdSwda2kmFiipaMaWqpMGBw4jp+wJEcwvO21hJSETM8AXzQVYVysRsGu1BMHy9abnmhR4hJLnVmqkcXFwuhWzeAnLdPdS6yehvKJgviLCbNnc8gtMqzY3l4QWcd0kVIdDLAzg1kYLeyaaJaeTx1FAsU+zAEp1dDE81B5aKVeiy0aI+U7Yx6cORcJYtYf/DXO9IMw5NO8ata3X0vk6f222e9pXvra697v+8bpPkPVQAtBZraOeolYAXYzJS2u7RKtsL7aVz34etAz1pvnE3niQYHseo5HGVtXozb9u6ESrvUxMDAaoTFTOuK5kG8rJGEqhd+a84tnCkt4q7TU1RnhyuSEO6sxdxgTmZphVHCwHDI8O+fk2xOOPhCT3RwwuuoZHDqihcOuAj7vm+PWmGVJNcmoU0M5icjuFNiDE2WCAG4UkZ8ZhFKFGbZwrQ68Fmdo5qgGjtFas9m9gmgaHlDv26xK6a8CIOhaNF6yIGVFfLgiio1W3BnEOpE0So9NsFMEn8WYu8cMy5rVxTHeCslxQXT1HvWFXVxsEVc/eDL/ettvJwP+Fu3PiMgPAJ8B/j3v/SFwGfhUb5ur4TOANzc+/8SDdiwiPwT8EEA02dUgyUq/G9x1qg086rLa+st0xcEhLjx2pW5CU9tQPJQDw+BepQ9yUeOGCTZNsIdThre3uPd+4dxv1KSVp5xYTOEZXVtRZxG7L/S4pgLVwHQaFyGY02SEVgPa1PpiSzh5NGJ4NySCVA5jDOXIsNo22FK9/d0vC+UwphrB2XMn/OErX2BWp9zKJ7xnfIMyRC5vl1t85s6jeOD6tT3MsX7uI6+JIAI+9lTbNfVIgkHz6nFXglkJdiVEc6XERQs1avHCtRx6F/eua99Lbu6RX//sgRmjmw/Dhtd9upJgb/MGKejv6zQP3NOmdDeVc5rJ3Vk11OVIyLeFahQMdeY0Ld40XrDoe9ETNLEjzUomwxU72ZLaG8ra8tTkLl/dPsfBuy9w4VcrGjYHfUZKkwwWGbxTFoYtdZtopfTQ0VXP4Xth98swOKgxhZZj81ZIj7WM3yu39zm7MyM2jr1szp889094YecC/+fP/D7cLEacUA08y/MqohZPLck01I6slMUyfH0BRcny6QnpoY795Nqh9tMa3PaoNd4+4P1NEo7SSkPCEh2dUwA7LYkOl6dAND3Pu1e4Ya1upfeYRa6p9N4jeY3PuuvnYoutmgCX4Ccj5GROVlbUO0OiN27jqwp7MIPtkdJ/H1ZJtX8ODPhfAf4C+kj9BeA/A/7kw+qU9/6vAX8NYHDhim+CltFKtYC90TTlRkfC9eBA8apKWMdCtNCbbwJ2blfcj+Uag9vZwhyesPert9l+aYxZFCGCPiKa5uG1GnzfFFROTeC+NhlgsgZZJNMOWkmmihWutg3F2BAt9WFOThzxXAswL85pcAj097NfPssP7343T3zkGh/cuQbAwiU8O7jOpeSQ43LAU8M73D075tN3HuX6jV3MUYxd6MXwke/41gI+0bWhzxz1QGm4bdpILVAJZmmCpx4gqIJeMQjfVWjvF1pu9t+HJqCTTw1L0sZ5a2mMzftein6TNdts26Wdh21ct8+1Y4aiHuVQy5q5WA12nXnqxONTr4p3jaFuntIwFsQ6TOyI45q9rTlnB3PGcc5JmfHi7bMcfP4sPOcZXyuYvivltf+Z48P71/iHHxqTvzAgParaRKdNKWJE8JGoKp/XlV80V951OnWc+3VdIZRDg411nNjcE1WO/S85qleGHD01ZvF0wdXBDv/B6vvYy+bs/mJGMRGmzxbI3gr76RHewPwRT3UgbL/mNFB/lENe4HZG3PmI4cn/fkl6o8SNM6RyVNsD8jMpjc57M9ZPa30uvl1VmGUZjOZGwYb++W9WyzEGN85CDEsNulI1lWboIxPgPVF6YVkjRYW3FoYZUpREt4/xeYFMxrBcYYuS+uIeDwsDf9D5vxPbb8qAe+9vNa9F5K8D/0N4ew240tv0kfAZb/H51zhYB400lXfqVNp0Ztc3UuHZsUtNAc4OdAfNQ6WFX5X6F886PWKfWvx4iJzMiMoKtzPGiyc61qWh6hg7JPBUG26wgTaYagXEdasCTfToGyGlDpZDQ76tqc92FZIfQomuYlsNkFZHV4jjpVfPs3gk5iP71/jg+E1iqRiZnIEt+dTBE3zL7utc2TpiVUYc1BNMEWswdd6lOGswSqiGPWMWuW4yMx4ShWPcrqfqwwdOjQ8eqASpDFIKUoqmLxc6QWptRlp4QtkvvjXS0n++e7g59GCQdhJQK95cPxf3/pJmklTOvjde0/FDKvp9QcqmNVmTaU2SlYwGOWeGC84PTzifTjkTz4il5nx8zNyl/Fd/+fvZez7n8cMlPpmpIclLdozw5q9d5vd/33N822Mpn37f+3nkF7Q2ZJ1ZWn0aT2vEWjy8DEV6S6e0wbHCdIfPRJhKV5fRyuMQjSs7TzyrOfMlh/uKZbkXc+vykGtDjzypE2xyI8Y/XbLzcsWb3+f4gY//Cj/6wkcZ/pLBR4ZqnJAezDBHc578kQpZ5ZDEeGvJz42oMxWPrzJDtHBd2bh++bwNw2jyWqvt+I3sx8bTFlHIJHzWFRBR1UEvaFZmYkOAvXeznEfwIUlPszfNNEd8gZsMwRpksULGo9AZA5Ea+vtv+m+iPQgqfIe235QBF5GL3vsb4e0fARqGyo8Df0dE/nM0iPkM8GvolX1GRJ5ADfcfA/7Vt3Usr1Fnb4K4fmBcbGpxbOqENHUv47kaw8aQqJZ4MMKVCynFHp/FSJGqx+BcW2vPR4Z6EK+nYYfled2TEqXs9Bm0qrZua0rfcmW9UYNtSyhGEjTEpcPxRftaDT310BHv5vg8YrpKefHkLJGpeWZwi7PRCY+kh/zMK+8ir/VAi1UKlSE5UqqhLXyrg45AlWlN0HKMGvLYqNELx/VR8FDbupkdmCtG//dGA6g+UYNeN5s1KobN+w2YRGpZh0A2oRDX4F8buHO7785bbvosXvCbCT6t8fYQeyRyxGnFaJCzP1qwn815bHjA+fiEM9EJI9OuQbDiiKWi9BE/f/Qezn3qBLMqcOOM1bmM+fmI+WVh+WgJUcF/9/pH+cEnPsVz33KBxfO7jN9cYlfgB/bUpby3gnOaa2BzveHRUqGU8XVHPgkFS7yuNHWVIu21chGkJ46ta45oWVFsxZRjrcXqXh+yOAO7n7H8j7/8SXZnHqnnqjtSlHgjlJd3WJ5JsLln+OaUci+jGtsW/lONF4V42om3Sb9vumKUMWLnOW3BaO/xxtAWBPFejfcp3rBPE1zS6DZ0KxZNoNNEujbQGp5LKSpYrhSG8h63PYLRAJkttLK9MfjIhonjvkP+ptpvJRrh1zTgIvLfAt8FnBGRq8CfB75LRD6M3t7XgD8F4L1/TkR+FA1OVsCf9t7XYT9/Bvgp1ET8sPf+ubfbSS8KVbhIjXg1EKJlyI6LgkFvDETw4qKlp8pgeNdRDvTONoEsPNSpxS4NUtcqWZlazCDW+peg8rJRpHQmj3JTCcur4NlKrLigZqDREy8CLz1xe2gDWY2wfxzkQ4stYXlejTYEj3OrRmIdRYOtFZcmJ7z4+SvcfO1R/sEe5I/mPPv4DZ46d5eTPGOc5KyOU7ZejMjuegYHtXLIx4pVxAvdd5UK+Y6wuAhVwMMbyMcuRANqAt56nfQsaiQNHfwA6x7KGgG71/qe8KbB9hvf3Uf21uOq4fctT7yFQUIAVoxHrEOsJ4pqrHUkUU0aVwzikivjQ94zusWl5JAdu9DVixTEUlFjmLpMcW0fUXiLwTF3Kb/05hOceXTI9PI2i0ueYr/Gbi/JspLzWU5ZG+6+skf5uOX3PPICP/bxbyc7iNul96lQCqxBKbZ0yoGOLfHcUTXee8Ppd7RwhtSeyBvqTPMMmHnSezmDm4FfDapjn0YK81nBrBSPk9qp5+ogOa6wuWPx6BYuCswSFzIom8zJ+pT7LDqexXmVnGhvfcCdTyMj2wZDDwJt1uKziFYwLuxfJQjUeOOCQ1XqM6nvHb4s9ffHU0xV4ycjfJogFOqBA1JUnYLhN9p+O3ng3vs/fsrHf+Mttv+LwF885fOfBH7y6+odtB6Cj9Sr9lG46Q1+WSveKRsrqH66drTqdCvUe9ZleDWKiUCj31ZwtiNUPAAASU9JREFU1uJ3h5jAMGky3XwkuEB9Euc1c9MapPLYujtgUzvQRRLgFGlFkBo9DT0f30qL2tyTHOvr4lwFkecjT7/OtFTtzLK2vHLrDGc+KyzPwvbLnq2f96zsRVb7Mfm2cP1Djmg3Z/6RmvntlIu/LAyvr5hdGPL+H3yOz926zNbf2SY9romXQnZgWJw3qsmSoCW6moewhmhhWvw4XuprFwHW4xMHTiGU7jfSqRA2LJY+3lzL6d51e7PUS/cN1TFMGmseNmGfIcgokcNEilsP0oLtwYqzgxkXshPOJVPORFPORlMyU2DxGBw2uFalj1j5mJVLKL1laHL2zYoa4ageMhmuuPpHUpCKKKlJrWNrmLM/nJPZipvzLc48ecBnjh/n9+x9mWe+9XXufOUxJq8XGshsgn+nsVIClAIoHr5Qgz28UzM/b3FBHE1q1iR5o0VNPPOBqqd86db7tUI9iMn3Y0zuSQ9DUe6qxqcq/m5nBeJiip0YZXkEKHFad3IGmxNtMNzNa7sInosxtJQrEQhes5dQfaeNcQR4xBjcMO3w7Y3VWFO4gcggpcMsVupVN9KyWYYvS2QyxicxlNoPP8zUC/deP3tYGPhvJwP+TmgaQKQrp5bowy61aoXbvKPENUwEF9Kei7FheLuiGpkWRmkGZp0a8DE2r9vsNpdaXGpbQ9tWponCg9lb1ppKDZvUPmiShwezBFcI9UB1jE3lW0oWPtTnrGkVE6VWiqSdWuq9koPViPfv3mAnXvCl40vcev4SybSmHBoGdyuqgUUcjG7mTF6pOPvrDh9bqlFMMfHYlcMllv3nV7z0X7wX/5gBX3P4rpj8d0wxn99i94WaYstQjkQ9u9CX5uGKZkJ11hPN9QE2BhBBaqO4d0g0aprNWed291ZDTRyjnPhW+9xUyqfX6wfxtJPStTksLjuimV7rJkjpYx/+HBJ74rhma7ji3GjGXjrnbDJjN14wNAVxmFFWLgEgloqMktiUfGbxJKW3vH/wJrVL+UBym0tRys8tx6x8wskiIx4oTj7JumpNeR3hw5Lq4+fexOA5qMZ8x/7L/PXfeYnRTYVIaAx3axCDyG+oD9lAKUITMNSxlcw8+UQn/zrpYDcREO8wRd0a8NY4WtRrrZyWIqtdZ7yzuF0BlPuDtv5mM+bieX0qtbP5vxMTU862lCHYU/aM92aQsmlNH43Bp5HKxAprKxKgDYZLpdetniSIc8gqBEgbamHYp0+TwKZy+CRCjIG80MLID8Pweh7aRPDPov2WMOAN+8FUjcFr4BOFL6qhtLX/mtqCjUfoLUEbvPMAvUioqqJlmEztsIu6TVqoUw0ymsrTVDpv08kbrE96AzvwX5vlICY4Icsab6x6jA5M5dpyXYR9QXhQLdQjhxjPnemIz7rLbCU5x3nG2S9UmNyz/3yBlI5ySx9MFxlIrRrVyhEf58QHK816C237OGfr9YhiJ2X2mPBdj77Kzx49y6VfqolWEcXKUA4a9oYazOwwFGVOFU/HN8HV9eW1qcK96WnSNEvwPq7fwEjxvOfRhWQiH7Fm7L2FaIkGsdr7hcImUTDeaU2cVowHOdvZip1kyU6siS6pKXlpeY5Iav7QzueYmBVDU7JjKkoPUxcztiuSgHevXMzICAd1zov50yxcwt54wbKMmC0yameonaEsLXVlcZWQDEo+9sRrAHxx8QjfMn6V3/nel/jS59/L3vOdwVcPWY15uWWJpwHuaKCUyqkaZmoQtFJOMdYMYBepjnznrVpNvllWqp3dBNO9XhtT1tBwp0ETc5x+l18Y9zR7gsOwCn2x3YphLWGrN05N4bCrKuDeG/h2KJsG0C9krBQxi7cWN0zW5AaEHqzUCMfVDo9BCp2Y3FbWHR+QvISyCs8aUJSq00JwnMzXTCp/2+23FQb+P3UTFM+ePmqIFvraVMrYiKdqvMXRaQY7NJIdEjVMCfm2YXC3pk4lDNSwxLU6UMtRuAy1xyWqxaBV730nIGSUG2sLR3J9Sj1OyfczbFlhlpUO0MZbcNI+APFMMUlndWnpUDW7xuNtjJZLdQ0bZ7o8LGvL7dmY4pf2OT/NVVbWGkSk9fx98Gi8JXiGone0DrU8jeBjQx1rv678dM0L//h9XEiF1b5pld6ilYdQfV256w67cpSjhOzQBSEhRzk03P0Xcr7jXS9xdzXm1mzMqohZTjM4jkmODNGiU43re5Ddw9vBIi7WohnN+0bxz1kwpejrzOMGNWZYsbO94NLkhEdHhzwxuMOH/v/tvXusbVl21vcbc67HfpzXPfdV766udtty2YiO29CG2I5xcGMIinkoxijCToQCKCARKVJwIiQjR4osJEBKBAQiLEACP4gxOJIxOMZgTHDjtruNH93t6mdV3a6qW/fe89yP9Zojf4w511r7VHW7HvdWnYv2kM69++y9z95zrTXXmGN+4xvfmDzPVb9gJi1zF+gUXumm/PDnPsiTeyccXF2y1py77ZwvotTqWYaSQlrOuilfqK6xDAW/cPYV3F7vcFTNOF5NuHdnN1IrHTUT8iNPfip4B+tHO2qBX1k8yR84+A9Mdho+vb7JtfKck6+r2H0xIz9rN6Jwm4eDlnjCuqUzJ+4l6mcjTO8GltcjFTQ2+PAOVnPbde3csmsuTWdwTbvJrU6WMGQt854x1RUOV2u/S4B4r+hwffodVOS1uybgl40FMA5jJHk/RM5j2qCzMWhatQN0u+Vm2X9k5Ui6uWGAhTTE4ipvO4nOcHHNY2K4zCPJQJF1bYtU05q+inObEN1bNGELodx3aycWCbazyPGemBZ4s2PYayo86XneROebnLUOf5Oa0kJ8r5hYUchzsv7mss/sSodrte+9B1a8QxfIXjkGd6VP7igMUrSRKgYMyU/BJnUeIZdWet53yMBVQnaSUQu005a6ymkrz3s/Vg9CPhHGGFcWJs1yTRh9F/oOLaHwhMLRzhztxNGW1mKuKyQWeZizLk5srN3E/q4rrcioOFUWjznKe0q1Z11R3J2C06enfPXey/yOw4rHiyMO/IKPnL2PqW+YuZq7zZx/9bc+xP7nao7fV1Ce2thXVx07L1nk18YuRL6x/MTdb1/xR7/64xxmC/7Wx76J2a9PWDzT8Be+6SfJpWOtObtuhRelUc9ZN+Wz9Q1+JUw47ybk0pFLR+ka/sQz/56JNPzy6mnOwoSTdsYr1R6LtqBVR91lOAm06lk0BfcWM6omY70s0E6Qs4ziyJQgXWsdYDTOsfzE0ewIP/vC+9nxFbnr+GcvPgvAfH/N8sYeu2s30PGiJKqvzJv3pfbeYDlXKzQB58QaFK0D+VKo9kwuQtR2j/nKNPF7mmXMz6T8inpnPGong5JfkdHNMopXF3S7E1SynmliE09fU906dl6+GglFdSOuN+lvYi2AN5w7ceHTQhLKzFgncRchqQqzTQkqNheAOA5z0tBruTg7lr48XxSdlsYUa9NO4j5F4OPq0YfALr8Dj8kVUz4Tmh0r0AlTi06cmA64r0zkytf0Uc/476s9z/ROS5CEWzAqPhG0tKg7W5kzW19xnD0DV38lfkyMhlyjNNd3KD59Rnb7lO5wx5JThbeJHNINij2OBRKWNDJZAOcUrcVw4Ex6KKKuhJB5tAj4smb/X07xyxWhjHzZdOO5NNnV2DLQV8Op85GWFSNwsS2zaxTnIbSCxC16O1VUnLV0S+yHiFlnlTmN/PPmOM4fd7Rzaw7x/HPP8Lw8YxF0amKQvj8ugGWnLB6xBFq1l7bJUO3Zje7amHzW2LHmEzP+8Qu/C3UwORGaXUXWnr/8s3/QoJsikE1ayknDtGgos5bMBZoIcZytSpanE2Z7aw7mKwRY1jlF1iGiqAqZs0EuKsPFV1VOU2eEyluDgmNHVyrt1RY9dbjGrnl1CPVBIEwVdhqysmXxxV1+4iPfyOLpluzU080Dk5sLTt8L07uO4rQbLbQjKGXHk5+b0wl5os4laQdzyuVJiMqW8TxlYtfjfOBpG/48LAgJrgH6ugVE8IsGLXPaqR9eUzYi77ETT/eFaxW/aAxrluFz+6rLvmDLxR/DxDWTPorvCrf5XRo79KAjaMjms6bFJDnvdIyj5h/qHFpEkasE1YwEsu6XbSPw+21xKxqy1ErNnF6zM/DC29grL+F8tOlvTNBIOqXa91YuHjWy01bWIhuJ/SsHhzp9SWhmlpC0BKkiQagPCopJCVWNO13RXttB82FhICbp0yR3TRLcsUiu8y5iyJbcDN6Ek9Y3AuGgZTKvWd+d8uQnV1bIUHX9ZE6YZe8wkzNniFZC6taSNhqdaaAkLD49RocuKsFL34i3m9gnmiqfki1ND73d79j7rG2frQVcgoBG+OY4kYm1EgPi56ddxICZh1ixObkT5X4jLdR2VxEey9SirS6nzqZUbhh/KAwbd2uHF2WpQlXllGXDrGw4OptRH03AKbKOCdhW+jqBohtBb2rQDS6j2VVjBXmF2pGdeiYvObqJo76Wsf9Jz/SuaeWEHIo7ntVkAvsd6wMr0EmR5jih6Vqlm1g1rhX4OFwsPfdNoAPEOaZ3AotHvImQEesNStP+8RqTmV2EQuL87oWsRuJatgvzvYO1qHbI66T/x6wt1ynZeW0tzkYwicZGEfYl0WHnhs2H3NFNHUdfkbN8XLnxUeskZBTFOGfbcT5JzBHHwCRRAPvjuBCZ90lbMM64KKzqGKz4+xs1bx34fbYIdUgwh51YDd3EutO3c4vOwTRIsnV8TwZ0tvK71mhTITYn7jm3MQJPMEwT2Squs8rJVBkJQJ3CBkd7Y5/si/eQswWZCM0ju4ZRoz1VKjlXR+gxXotGbCxd4fouO4BN9LVj3U248f/5ni6ZIhMJYjsIt9nIN7Ff1KdjG5y3vUDk+8JYM8Sq5Ozc+ibdIFYVarsN0yAXNSw626+5/S1ZP8GzuznZwjqzmN6MqSAW52EjmZmcPAwO29cGnVh5eVSHnLv+evi19HosIZNYdWkUu3Y+NN3wlSBLiccouCYHzWmYcuLAr4XJaFcUYrl6gslCab0pZdaS5R1Z3qFVjp7mZMcZfpWULYlJa2HyxYzpHeunOn8Rzp+yRSe/ndMctiweFyZHpjqpaB8hIxFK0eG6hswmhq86aBXnFFqrwJwcmXaL64ZIfnBs8ZhGtQZCXEhz45Q3B2W/c+wlDZSB6pjmz9h5t4PzljHDRMSS40GMuphJDwN1pQmzNXPP4R+8xf/01M/zl7/4x5jdJvb0NIbXhjz7aIr2xTuvlzy8wFgx5y7QBqRph7zTfbRtBH4/LTm+FFnHq96VRnWrrgZ8ZTdwdcU41a5KSU2j9yWoxDWxs/giGMQg9JGnlWpb1GnMiKFEPOTJESnZ2pq4drMcd20fd+cEOV+S3+pob+zRTaKwVF98YhNeM2esg06hMq+molGtjp5KR/DkC2H/uYU56nSjqf3j6sS5ZUgOpYkfC4jS6zBEf6oRSkH7eyApzYXMsFRfDVWvXWE7l/wcljftw7o2fl/jTHNFrKpTghAKEw9rdixPYI2aOwjgE07rLBFokE68qRNTI7J4QnQMEoRm7gz6SdWu2NiaufTjhwQzWGI7sYS6iUE0AJopXWZyxGG/Zbq3ZlI0PcOkrjKaVU5TO9rFFFcLWWLWSJKBjYtUC1lFrw1TnkJ97OimRgVtK0d9JVDtx/zJeoR7E48Vod51lCddXySWqIWutk5ReGFyt6XL8z4YGAupJXish9P6XpQGUXXTzNhUce6kZHw/L6IT7+dHhMGyRRNhiTivIpW2pw0yzOsQC+DaqUEo9Y7w0ice4S9+/o+wG2G6kFlwZYlsHZx20NH36+s774vJ2QiviAarMB3j3veLhaL0iooPg11+Bz46ly62BWx2I9fa2xY6WziavWDVhAGavZh4cgmEJBYZ2FazK6VfEMY/qdFwF8WQrEkCJl97rNS7qfgmsHi0QG4WXDlZoOdLJASyo4z28b1+vEkDBQGpTZGOYKyrUNhrvraFw6/t/a4RDj/ZxoaurteE6PHvlMjJHFJ3w7ZyBJkMhS+jTjEjkygh2ssLaOqqPjh215hDrw5shyMthNpB7XC13Sx+ZYtceWIOPylG2sIXF4Zgx+6rbjQA6TvW9JF5/N31WL+jmVn5uF9FkaMYyftaYiLWIvIuNy774vGA5kp+avNBc4UsILmJVTlAW8fq3pR1bVoamqkVJeVqhUplILio9VInqWBzMF4tae7a2JknWNQ/fwnOnnK0+2pJzj3l/EmhPI07mG7sxEdzOZe+8456QVt7j193dKWHTJjdblldHwUFTZzL0BeapcS1eqHZzaPez+DQUiK/x+RHuPRwb6lRBdPfJCfmsASlHxVrRYbTeDfQTuze2P2sR4KpePYsKWePXVyw0xy0Cx+GMV603nGPXlcdinecG3joX4qP/hZsG4Hfb4sQCmpSsb6yxGUolOLIU1/tyM4dvrLkV3E8tMDaKExI0dmouW/CZNUJSRxLo2hSOzeaYhkhCV/Z3zczR71nrJbV+68z/c3bxlFdrsnPp4ZrtoHUG3Cj8a0k9kGMwqOeSrYEVuY8Zy8uLSkao24Ybj6iUlvC1U23xQ3Ruhui8GQ6OgeJcz7APPE9CSaK58U30Eyt9N5FRysLgxTawxZZebrSOiBpnrBJyM6TDov2PRLVG50xVd0ZhOAgIyZPJUZ00sMb6sScJNBNfZ9oTTh9yCNXegLtHLrC5GGlE7rYAFuWDtf4/jqHQiGRIpLmdxTFksI4+BoErTyIIzjQJJsQhNnLsPd8S37Wki0aullGQ0ZxHpjejrzseH6bvcDipmf3RcUn3zISdsqWqbWYDKyU3CFxoXNNIIgz9txpZ116+vmD0RyjUw7TDBWh2fO0ExdrDmIZfswFDcVVI8cbzXXB8iypiXAKGpKaokjPClHnCLm3SD8Wt4VIk633hiBiDMv09+BFx+jEON0hzkc3WjjG6E2iLAYrUCImMXtcXL+0guJbsi0L5f6ayuCEXKINFoqv7GalE/xSaHaU4tRuom4C+dmAD9pktyjc16YnbsJWr/0JUYo15BCmMRJ+SWhntoV2TSyHFjh7IqedPcL806e4k3P83XN8nvUlzjiHOGLLq7RVNV4uTtHWEoLZWuhyYfpqE6NN6beXYxgltZ4CjAsceeB2noabeqNwIkZ+KeI1JUcdFi4SHGHP2TkW6y+qkC3t7s9WtiMoTnKLylPw480JWl9PWN10/Xt7Rk7cqruozT5gwCkitM+a3gnUuzFy76A6YFNxMi54voq7hBryczv28IpN55AnCMVORirRxwGZWon+2MOIkhUtobMqMJm2aCGExkHrkE7IToX9zzYUxzWutq2gX7b2vZ1jfhuanYxuCsWpUF2B5SPK5J7DtUMH+76uIC6y9e7AWOlZKU2IPGiDHvzKmisYnp349UIoTda4nRnlMHhho5JQh/OW2FEXnZN02jtv6QJ0mKOMGLi6mDAcle2n3aCKJS9DJrY79bb7GrNaNhguDI9VxM4j9I67mxQmK7usewhnIzJP8rR9Y4jR/TEW3nqbdj8jcBH5PHCGLVWtqn69iBwCPwI8jWlJfWfsp/Cm7aFw4GOTDpq5lXg3e5bMKo4d7Y4lNBM7pTxiqBBk2EYmy9ZKvWN9K1PH8IGSNYpagW6vZZF7Jq84nFiESbAo1VcWHawf3yHfLcnuLWxSqWHNCT8c6y2jMWqNQkKp0tA1Qn6yppsZeBsl9O11ZVOsJ20h05a0tSSnJh0WFBlDKL0zj5+aimx6RoI954LSThzVvi1S08/ZOT5/wgqpjB5GD30kje6kAKk+LnKxTVly0sO443+RH58Spml30M6sm5KvddSgQXv6XBhBLn3FYm7nb+BXM6rEjfzpVIYflQpxplaIQFa05HkHeYeq0HUOKZTGZ2gwrL7JPafvybh+dz0wJRrD/dXliFd2XgqcPWGRcnEiVFeU8yccxSeHpK5dy1H3HjXeva8GVopv7fNd3YF4VKE462hnBmUEBYI58GrfGyV0Mqhe9gnPC+d84z5ScK1F3tLG8vsQhmNLvOwQbBcSC9HsegRCnhEKR7PrqXdiwjku1m5tcyA51nQtUpPjdH9I1dmOMffRoY9gtgvOW7quVx/ckK3dOKjXHuebNn398/U27feo6p3R798L/Iyq/kDsD/y9wF94Kx986R14SkCmi2MUv1jaHVkG3VQjnCLWjefMtpDtVCjOBsedGBdgN3i+jDTEqE3iushq6oTQxUhHbRBh1rF6BGYvGRTgG3MsvtFYpi+Eiae5vmMOp+mG7Hrk7KYqRI1cdAkgUTgr5I7yeFBXS3xdDQzwSHJKMrpBI80rSeT2olsKGtTwyovzfOTEx88BrK94oxGqOdfirOPkmZzpbetBWu+mDkepAtagk+CBdBNH9kgvM5u279j/Kbno0k0eKYvZ6nWiqFg1e7GvZfo7EcUlfQ+Xzg39ghwK+k5FWph389MO5wwycU4p8pZp0ZC5YDms4PAuULcZdest2TlzSNiJScLQR6lu3eKy4ZyXxyYTnJ/D+pqyfFzZuRUTlr0jow8S8kWgOvB9k+GQCVI43Lqz42wC5JE7Xyn1vrfm3RPXw1/je0U0VSFH+mxa4C+cV9cG3Kq1aD+EERMksJE8HCcHAwZBxc9Ni2ezY9d5I8qOtMxeKKvfRUYFxGWNRFEq+1yBOt5wF+HshHunROoIOkmva/b6Mr5v1oQRjPPg7DuAb4mP/x7wr3hQDlxEfhD4g8BtVf3a+NyPAF8V33IAHKvqB2LvzE8An4qv/YKq/pn4Nx/EGiRPMVXCP6/6xsGmMa5rEIlF4d3UJmx2Zvh3fmal3M3cnLevtY8ux/ocYFvw4G0xSDivi9WaJlErvVS1OtA8sL4OEhz50iKe4EG8LQDxhBm1yovh4G0YElhpkger1Ewqh6JGW0xshHE03VMDVZBMes5vf7P01Wrm5F1KaAk993dDWKk/BQMnmwChENYHvk/m7n2hRb1w/mhGeRyY3W6jnobxnpuZ/Y1rQKr4+dGxJvgDjQyeEVpBHJflE6Jz6ZR8ASmp2hcUjVukpaq/ZBGWec12t4fB7HHIYuu0TJGiI5+0eB/McWctIkruA7tlRelbMgk4CWQuUHcZqzan6jJeuH2FGVBfKSjvBNv+twbY+0XT51TmL7V0hQk3lXcdq6+oOH+8ZHq7wVeBdp71TqyXW1gEml1PcToq8Gl1KCcnIM7HBsme9YHrF6gESaX7YoAsNiPwcQLTrzpc1cbP7zY45BsOO0m1pgU/lcmPrN6TYW5Hf2zt3Bjp5Gi/8wSQqsOdLtE8s/lZN5Bnm4VC/di1Vx/EOzvn2C6gh6TaDlmth/e9TXvdhOrr2zUR+ejo978du4mNTYF/ISIK/K34+s1RP4WXgZtvdaxvqSu9qv6x9FhE/gpwMnr/Z1T1A6/zOX8T+O+Aj2AO/NuBf/ZbffmYOtgXn1T2S3II+alt4brcaG9dae/JVpEdEXnGg9MbJnS2VppsqLLsebPpy6KQkyTcz0F1aI5/9jJMTgxy8F7JVl3P3Q6FHxyXkwF67AJu1RgmjmlQh8wRvHD2zIT57ZZs2VlEVgcLNKJAlopAHjnRCcLoLEJNHU+AoWpTDYaBTUfXY+MdVmo/t8YA3cRYJ49++AVu/8STFGdKeRqY3baql5Bl/UKXoCenA69a4k1rnY+I0qn2XYmVYprur420XUoWxs9zY6eUVB5TyzoZrkU6No2/h9wgnlAqXanWSq4M+EnLZNLgnWmGF1lL4Tu64JjlNYflksx1TH1DLoEqZORlRxM8//pz70NeLjl9BnZfjI5waZQb7TpEBGkcLrcqwdmrgdU1Z/UIlWd1M7C6nrP7/HqAT5KssYuCbFNHV5jWjlX2OvzKIB4Xo+Nu4ilOOlaHUSK2UdMNT+cpLdQXf9L1V8Uv255t0kMnsAnJXYy80+tg7c2iRG2zExOmtc2JbGXXxzU2NtcNWuN9/kbBLa3Nm3QBncTtWNMi6jcj7BCQVWXKikk69qJ1HeH4BF2t0PA6r79Ze3MQyh1V/frf4j3fqKq3ROQG8NMi8smNr1PV6Nzfkr2trvQiIsB3At/65T5DRB4F9lT1F+Lvfx/4Q7wBB24RmfQnNbXsChl0cyU/GfC3/ETopobFFmdq2Cipw0nMVqdTFZ2eBBNeqvck3kyMtqYSJ92QKOyrQktYXxVELYHU5QO1KpQZIReyyKJInFc7AHO0ru7ospjoc0q956n3BddmzJs44VtTgdMs3vRRgc5w3hiFXbyCQp/MJGi/8PQWFKdW5tzsOJqZ6xXqjr428Je+7cf4B7e+AcRUCacvr+0zI4skWwckuP56hDxGWfUQKWdVwnhHSeQYnbt24GqPGw8n55Pw8noeo9NV4lwnpy9G94sLeMiMo91FGltfGBV3BJopftIym1WUWUfmO3IX2CvXFK5lljUcFgt2fIUTJZeOECOGTh1BBT4/Rxx0O4Hl9QzXlpTVFFk3SNvZV6VuMrmjPG6pdwsWjytup6HzGadP55SneZ9MvJhvyc87qn3P5MgcaMgEKT2u6nqHb01BAjsvdSxvuEhjjN8dHbSdyxSwbPqFbN0Nu56x84bXwiap+jI58gASYqMFoJllWKvDSL/1SnkSaCcpAT047wS5qBNc15nOt3PQNPZ8cuJth85KK9KpauRsgS5XyNUrww4hjZEYhZ+cRuetiB/V3b9l083verufpnor/n9bRH4c+J3AK6mrWfSNt9/q579dDPybgFdU9bnRc+8VkY8Bp8BfVNV/g3Wmf3H0nnG3+tfYuCt9vnvFqiuXDKXJEYNNvG8cFEd2Q1RXYOdV7W/g8tT+JumD91tMIPTRqVCcKqtrBlf4ejSYkASzlNTGzbUD3a3eE/IzmL/S9om5bBm7oVTdZrdsNUeeBIASFTB4TzOXqLSosRKxxZ3XNsEzR7tbAphgUSsDy8TLRuVlKn1OsFGq/DTGgKBlFLaaWAuv+sAc36P/dkGzO+f7ij/M9X+XcfhyQ3bemA5L/3kG1zhRMqIjSu3u6hEkEoadQWLeqLP3J0GmseNO1Zm9Q4+YtmujkNlqOK5ePzsmntN1Dok1lBg5kakkE+vUszepmOYNpW8JKgQVZlnD++e32fVrculwEvAEnCg+NoBYhBLesyS0Dnm17CtFm6sz8leXkHnCToF6Z8fs7fpN73acP5Hxwaef5xOv3mR1vM/ZExm7L7YxapYh2o0LblYpzY4z2VmxSt0EpVgSWxEv5GctZZnTRCXOMUQ2fmx88djRZ9FGEbVgbcrGUMVF7LjnVg+NIwC0yHvd+W5igYvzsf2lxJ0VESKLuaGUfFYnthiJEIoMN5uYg24au4zJiatawvLVu4R1hbt+bdQyLW0d7cLr2TnhfGHOO8+4Xym9+8VCEZE54FT1LD7+MPD9WOvJ7wF+IP7/T9/qd7zdI/7jwA+Nfn8JeEpV70bM+5+IyNe82Q/d6Er/6JOaCkOAnj2RrYyyFnIoTuz5bgqTO3bzKlCe2A3fzBzFWdiISCzJE294tWrC6d3A+tDFqsSByhYCfbuxhBm7WNCRcN71Fc/k2CAUGRetdEkmUzaoUSmRGTJHvW+XIVvC5F5LcVLjzyqLtIMg64a8DSaK71wvVJWOo9dIBqtSA4vW4/vaiaeZu6ErkUJ14AjfdsRffPYn+fnTr+QXX/wgk7uB9/wTKE6W1AcFq5slxVnqkDFAMX7dmWaI+IhvppNK71RTAVOyDbnf8bUW8N3geCR+yfSesUeSFrz98bC7kIj9SiL8C33pfTtTW3AVtHGEwnG6LpnnNTt5xX6+og2em+UpN/MTDrNzgjp2/YqcjoCjQ8jpeLnd58//9n/J//mpb2J+9YyjxXXUZcxfEfJXgS7QTbJeDyYUVoHp6sDkjvLc3evc2D3ns/tzzp/KmN41x0ebYC7t8XO/ClRXPD53/ULelc6Su0TNbwftNKM46QhZWq0irDMmKfUVr8l5W8Qt9QgnTtRALkTro4Rj6opDDDo0c3QT3+vrD1XKNg+zlSVYpY2LeIhOXLGGFJFJpVOjDMpy1TtxMg9L4JU7hKrCH15Bp+UQEcfdgbQdulgSTs4sUQ/4G9fh1befxOy/5/7YTeDHDaggA/6hqv6UiPwi8KMi8ieBL2Aoxluyt+zARSQD/gjwwfScqlZAFR//koh8BvhKrJHxE6M/f1Nd6UMBnQp+rT2EYZWCsTKuMjGr/Mww8PVVYfZKwLVKMzOFQV8Fm1hhwOMQcEivUQLC9E5gfTC0O5MwFGeMHZJ0BtX4WmOELlT7HnUTitOmV3LrI4cRpJgKcHDWmbudWvJ0ctyRn7e4dYssVsPXOQdNi19VFo3sz6DpqK5NB43zdMNgWLFE+Vn1QnHSUBwrr3xoTjOHx//1CnUlH3ryOf7qp7+N85+7weGyZfrKGrduaa5MeuGvXjhLICR1w2COJzXn7aPDMTSQjjXpwfQQ0uYiaklN+qTn2PyYz5wiTDeo7iHQldJH+Opi5F3GYy8DeMX5gBcl9x27WcWOr7g6WbCfLTnwS+auYiINuXTMxVqwdQiNel7QqwR1fPf7P8Knlzf4t19Tsuj2Kc+cRd6uJCVmu8Jx/rg5vNntQL6EGggqzK8tWdY7nL7Hc+VTreU0xtzsKA5SnAXqPcfk3pDQ7AL4lXHOpQl419HOPOWxlez39QLpPImdT19bFaurrXLRqIIY73o8L51D22C7RY1U1xAgKXfGXSAihNJbVa0apdExnPs0D1ytfYPvjQXbCRILmDT36LS0XdXammAkJonWNe5gH92ZwQU9FkKA1Zpw7xiNjUv8zpxwZQde5e2bDvfR2/4o1c8Cv/11nr8L/Of34zveTgT+e4FPqmoPjYjIdeCeqnYi8gzWlf6zqnpPRE5F5BuwJOZ3A//HG/qWGPW6RgdqUsT+8nO1dmCFRa/ZclTA46zEOpU9JyGr4jT0kahN9Fi04wfMdnIE60NzMMmJJ/XCflghVrvFSNxF2qHpQuRkpac4qjYintTSangco5Vgx1cc1bh1Y4mizETtCcGy606gi7uIqAnxygdznv69n+eTv/Yksxc9Nz9aWdOJlVEYQ+nJjtb4e+cAdOWc7OuPqD++S3nU8dH/7YNM1gE/Dxy/L2PxyJyD52r8qmXnixXBx9ZfSQ51XKKdOOyjRCJqSc1ktutQNjRdYKhO9cRqTSK2nyLrAa5KjTn6KlLov9OKV+hzGUMTD6ErFGkdlMbxPpit2MvXHBYL9v2KXb/mqj9n16/YdWsO3JpGHTNpmaTemQiP5Mfcag656Y/5jfPHOJiteDXf4/xRR35Wkq07grfFuyuEdiZUB3D2Hkd5JCyO5tzcPeNPf9XP89fbb2a13GFyx3Zrrh4lNDVFzcbg6DV7XIzqm8ROskIfV1kuJF+ZrEAqWe8ZKZ0lLKVTw5TjvBGN1aYjlcFe+2RM4UvYd2rNBrQ7hWnNx4jf3pvyGNo/71oddH/iPMhWjV3jSdZ/j2YOpqX10VSFIkfuncDuLuzO2SjSEbEVr27o7tzrnbd4D49c5/UqTN+y3bcA/MHbW+pKr6p/B/guNuETgG8Gvl9EGuzy/hlVvRdf++8ZaIT/jDeQwIS4xV5ZpGWJkeE1p/S0t+S0ASYngWrXeLLTO61tqyeOyVFruLPzw3Zf7Eucak/ZE1Wmd6Hatc/3K9Py3jgvEV5xnTlv146iUCfUu56QTyju1QPuqAre080KfGSiNHNz4MVp15ffA5FWpcaVDa0BjREzdacrKHJufKzhNw/ew/5XHtE87mk+NbcGAfFYQiYW5e/PkZfu8J6/+xn0/zkgFAskBBbv3eXWN2e0ex35ieBuCe3cG/6+amO1qNjuxDvbjcQik3Sc49ZbF7u0CNFZjHj8dnPEvx/5D2uTJz38EPIhd+Dia5rgq9YW2i4mzMYqiwGQBrJWaB2ExrFaFOiO4EQJKhxm51zPzjjwiz7ynkjHrrR4gckIE346O+JWc8hZN6UJnjunc9qZUh8I549l7N6C42dyVo9E2VQx7XA5rGjf3+Jqu8Werw75wOO3+Midr+D8yYzifEj2DTKv0SkvOlaHGdnaVix1JieQnQcUo6dSCe08I1t01ow7FgaZ81SydRe53iNN71iu31+jurUo+2LBzCjhrpMcVGn3Jn0iG4h1DfROuycJtNprDokq66sFk7s1/nRNt1MScsupSGMXy5QNI/ukacF72JnFe2w0SUKAqiYcHaNtdALi8FevEGalfd59sjdBI3zX7a12pUdV/5vXee7HgB/7Eu//KPC1b3J8PS/bbtyBXtZzYFUt860mQpWSlhJiVKwWFRdnRs3rJj5CMCF2ybZtubS2wCe5WdRw2ARDJLGeDWnOeAOOixYSE4OIX9aHBdmyIzun34qurxVMX46cYBGydaA4bYataxeM8xoTZpJn9nyaWHlGezClmziu/geQjx8wq5X8rLWoKyZL/bo1TefcI4f76O27cPseviwI1/apdj07Lwi+8hSnSnHekp+2m41zezqfjb3Hu5NTH983im3DgVR9Kmq0uKSXLsGaK/SoQTcwi7OVUrx8Bk1Ld7hDs1cM+ufY9Qwj/F9SYV6nZGtoMbVDCullY601o1J1nqDClRFscuBW1rE+Yj6TOJCYqmARlOs+8DXli/zy6r0AtK3n4JNGh5zeCyxvZJw82+FWhm1rlAZw3ipxJ9Oal073+Jr9l3hmdoePHjzFunGcLj0Hn2kHWQEG6QSA8sxYKeWRFfSY7ktm11SJDKWObuIpj1qavQy/NonbbNHiqtYw53WD5hla+hHvPkowZKlozFthko4ct/dRMK2l24lt0RRcSA0erNp3hIiRFCUlOvLVzZJq17H7a6dI01r/5b2Jva8Ng2TtKHrW+bSHTew6i3XdaVrC0TGhHiI4N52gVw+Ge+M+FPLYF/9H5MDfdRNzmsW50hUMkW5MljkVvCjtBPKFrfzN1FEsbBLUex5fWY/HFJUWZzYJ2tSdRGXYvqol3Hq2Skw65kujCl4sue8deSpgiTzmcduokDvq/QLfWOny/IUFiNDO7AbKTw2jTGL6iWoIgPeoS/trgcxbN+4ukC062lJYXXNx4YCd0xqpBvxdc8/q0RnNe+cc/LsVNA20Le7ojINPmdi/xMKinhWRrN9OY9FV2h2kmyWV9o8kTVUjK2a0D5WgSB36ClJRaHetV2MoHPmitYWqVet12LT4RU2zVzBuAWb64RAS60YGOMUw30j5dDamLnL0UkceJ4qP8MiuWzGRjlwCOdqvO14Ej7DUwD84+Xr+zJVf4qvyFfA5fvrOVzOd1hx9bUl2bc3y0zNCiSkaRgjHrSzJ2hwXtJPA1cfu4UX5zPl1Hpud8Ee/+uP8o/brWDYF01c9k6OhdsBYQ3a+Xa0wg27q8OsQ8X4HZPiqQ5qUSLZz6u/WhCwm4FdNH5GGvSnSdPh752iRW2CQrqFzJoSVORS/sRsIkxxXmfMOU3MTG6XtccfQ0wOTPHCsQl48PuX0ac9jP3dmhTqALNdWf1Vk9DdwggSd2yjUGc8d2u41zhtxuJvX7ZjbMNAd36710NDDYZfegQdv8EiPdXbB2B/JkUaHkHS1U7/HRGmq9qTv+djseIoTKx/uplmMmLXnDSfNZR95uL3JAJmMO9AMYlPJkWufjBtXS5rSoVgw2ynETL6K4OtAflYbPjnuKp6cqTfH3bNYnIsNa5X8tCFbd0xfdT1LR70gzqF51CEvPfmitSTutX38nRNziFVNdueMsDMhlTJr5kYsGemjI03lqISNKOdilG7PDWgJxPH6eLNK7LwS4RAX4RCik+4xf+hvZM1cX8mnuUPRnuHSa2TH5sxD04XIJw92kdrGc74uOW2sd+bMVUykxdyWOe8mHsZcwImwi+MrJy/RqNIBj/klf+7xn+Fjh0/zsRtP8uLZAUfPtiyPp1C5HoozeQFF5i35pOXu6Zyrewuemt/j2dkXeSw/4gvvO+Qj51/B+RMZkyP6E7YhORsTmqtDz7SOx+wSm8ebJk9l86WbZriqw3WdPSdCc2WKqzqyewukbixB6EaLbuYHKd/S2+LZNCBCNy9wTTDYJBWM9VCG7VgV6aPxnucdd12Lx6fce9Zz7Vdb/N2zjftZlmvoCrTM7DOTvomTvpJyQ8clRd7riqEDNvirh4Tdqc0d1b5D/ds1QfmPCkJ5ty0J9HSlUJ5oH3H0GGyKXHTAqfOlRQPdRJgcdbHTvJKtAq7uetH7bNFayXnuBq0NEejGrAn66syB06o91NJDJuOt5IaQ0Kh4CLtZVCBEAaNs1fXRbY/jhRjeRwrXhvOODBYbS0foPK6KmtMRblARyNygatgqvmkJsxxX5kgVI5nVGpkUFr2I9M77om048rRnHt/QG2D25jZWRQf+fnqtDRRHlTERmohz17GwpO2g65CmJVt1hNz+1rTFtcdnNYuaLAKyTolQYGZOzjVRKGvpCUCdZ5zVJZ9dXcdJMOaJP+duKPEo133NWoVaLQQ7C8o3TG6xVjjTjLNQcBam3Gl2qDtPGxyTomFdFOh5ZgnseTC6qQq6yPDzmsevnPDU/IgbxRkT1+Al8F03/j2/fPgE9fmc6sAxOeps/kRmSh9MBCVfGiulPO7641aFzhlu7BrDurtZRrZoaec57dxTvrrGHy3odULcKPJO/wexSL5ycY452pklGZvdok+w+3XX7wz6OZHgGKcRCrGWcOdPzbj3rGdyR9n5xL3XhSOkioUW3ch5v16VZdMS7t57jfN20yncOIzBU+iLi+6b3Udt8Qdtl96Bm/qgUB6bk2snQrZO2fbo0COMEfLhta402mG2NMpVKITinhXGtDu+58bixLb3ZQzD3QgiYYi6ew51jLKlY6iC1LSIDM58g9p1QatYlEHaNb4WJhkigquaYbL2yUCMNx4CEqkwPX+3S54rfk/Em5NGeLNjg8zPbbHqDnfw987p21OB3QDp/iY68ouTOITIFkjhor7uzdk/F7fi0gxcY8OnIswEaBN6zDzksXHzGBMN2i+4XrUX6oJY7FSFnr3S4+NeUIm6Mrkgk2GMi7rgdrXDQb7kbr7DWnP++gvfyquLHf7O1/59GnV00nISSvZdxUIda/Xc63Y47mZ8sblCo56TesqiKlitCsIihzLQ5Fj/TMDNW3Z31szLmjY4Fl3BSTuldLsAXM9O+fD7PsVP3vkAp097Jne7IdIdnSNjbyjricnG+toi3pAZxNKV1ok+CV51E49rA7PPHlukfRFWCHGB9c6uiYvzKChaOJppYffH1CqJXaKiRo5378TDaG62cYcpsHx8yvljHmnh+scWPXTyGhOxdmiZfw1s0u/q2u51nbd4j3vkxmuhky81H9+sbSGU+2u+CuRLK89uZkK+HEW7atvwVACSWm9pRh85JIqZq8y5dbk3ml1nN4OrWqTq0INJbKKQPiw6qpRAi2zAXkckKFLD6lqGCkzvdf0kT045Oe/XVHZpZFJEdkU3z+0mmGa4Oscv6uj8uh4+SWXPff/MYElYabqo/hfxYe969Tpi6f3ikYz9zwdTPswcOiktmp8WQ1u2jchZh2g63RiJKuYuRNljnHxs6W87RTSGymnxeQ2FzeHWre0a9naQ5Rot8r7oQ9oIu0wi9h2GhhxWxCQ9DOZry1XYAjswk9rGs6pz7q7nvJLv8ZvuUXb8GifK4XTJC+0Bu27NWjN+9vxZPrz7q3iURj3H3YyX231uVQe8uDxg3WbUdcbezopmWjMtGhbrgvWy6A99vc7pOsc6M70Vm0qCR5m5it9/5Vf4uSeeYX1+wOp6xvTVdoCFLkyY8swaJU/vDDBZKFzP3JE2Khnmrtf2JvPouHN7GljU+CazqFtLT8g9J89MWF8TDj7T9p2UApGqmQuiVtXZX7M4v6XpIHNUV8vY6AT2vhBw5/XGezfmjMigHphUBsMocT6GTQBjygQQh792dYBOsOCjF+S6T7aFUO6jSdNx8FzF8pECX5kjT1G465Nq9AUDIbfGCOVJZ5OwcJaVbzrqgxJXB/yy6TFXd15BCPh1RlISTPKvNgCsVDcNaFw9J6azcvw+R3WQsfd8Z8UtMmz3xwJaY0U9GX3muGOPNYid4GorwEiwio4iAx1rPsgo4SmGtVunFMBZMcfurYaucGTNEFroJCdMDXPaUKPrmQijyCbBJKpoImgzem4U6fVcd4mOPkEuXYSFHEYVi3+vQUa4dyDsTmBWGq4dz3E6lykaJ0vjjLuFiK+7WL7vOmv1lp+aY28yh3qlqjKO/JTPcpWjespZPQHg6mTBP77z9XzrlU/gCVzLzgjqaBBeaK7yarvHC+tDzruSdRTYeezwhEdnpzx3dJ1XX95HzjNr85dDKANd7mnzQJ3Zsd3N5hSupXStYfB5w3c+8zF+8MX/jLMnPcWZi8nkGECoHZc5aFuYmh1Hfp4Wcrvm9X5Bfm58by3Ar5oh+CDCb6NCMsGcugJkjpA5VjcLrnz3C3zV/iv8u7/x9WRryyGJELn51rghwVz9nA6Kekc3yWhmjuUNh6+tynf11C7T58EtVoPDBquivBh5jx1mSliu1myYOPzeDuHalR46CWVuO8X7HTFvHfh9tKAULx7h6j3W10tCJlHxLk7k5BCjo/Gd4rzhvql1massfE5FKUkr259XhsMBsm6RMoMoLpWsV/lLOHcqTIlJysndhhunjpOnM46+yjO/5ZjeaTcTeQlaYXDiG+OO74GBptVNMkJplMdE63N1FN+P2KESE48j7HnosBMbSnj6RsjtTk62aMELYZr3rd80nS9nOKi0AU3Yvog1S46/p/H2xzCuMu2pQbx2IUjE71H0neRDx3CNYlt7OrXvzTw4HZXQGzTgGrX7VmIBUCwy6mLJvq8tcszOBYKja4S28hydF5zOprw6m3P+wh4H7zkG4HO3r1L6lk8c3+R3Xfsc99odGvVUIaNRT+YCe7KmnpyTSeDV1ZyPvvAkzfEEt3QDBg9ILdB6tHG0ZcdCSpwLlL5lJ6uZ+ZpcOr5y8hL7T56wOL/C+WOevefb4frFwpg0L/JFYHXVk8VmCbYTk56655c1ogVu1aBlTjcv8Iu6LyRTLOoOF5KSofS0pfDcCzd57hOPcyWn17dRjXANMUE5brcG/dxb3sxZH7peiTBkcPqeDF/NKV8wwa+0k+udd0qmpntLBJpmgE0umCtyuHndFvY2DDvH++5s7xMU8w7Z5XfggFQN2e1Tpu0OyydmZOeW9DHck36S93izWiSuziiDoiB1S3leEaY53TQnO10bZS1tMZvWot3cb1w/Sf8kjxy73fTVgWoO8spzNfV+xul7PPV+zt4XTBZ2jIv3n5lgmo2DHB+HxiIHc47qLfHJLDNue2NRvms6UsNcY3bI4Lg1RaWhxywluN7ZhtIiokCUFxhBRhfNtuJdjL7pcdB+R9HDKNqzEvrE6/hkulERSQggI50NhvcmPrzicdgWW1CrAgRrEJ2BqJWvq7heQzzhtmBwm2vF2tUtouTwxFFfF1aATjtElFsn+zTLnJ+/9V7OvrjLq2c7/I7HnmfqGwrX0gbPvXrGeVtyWk04qwrWdU4IDvKAloKsrAlySq6HPF5DPA2wzEruZh2FM/bLOuQcZgs+/NQn+Udf+BD1XjoXAwTX79oiDFieBoNS7naxAlgp76xwq4bmcEYzy+DqnOxohTQdyyd2cI0ljFO3G82t9F6jTn03cXSlcPhvil5ALCVRNcQoXCIVMwqzJcqttIGzp6csb7oNgTLXwuRIye+tLeJOuQsfmTD97na4CaRpCfeOXtd5ixPDvafFwBHP/aaa4v0yZduV/kGYVA3ZnTPmXaA5mMRS4YbmoBxwaR3ggK505LGoRb3g756i5+f46RS5eYg7W21mm4P1IVRvjWQNe8YYFJK0IJJzldc6XIXyqOHaccvyZs7xMyZcNHu56YXuL4rsw7CDGKsJ9sc8osuBRaxd5qBMEErWwzm+GjEFwugLRhol2aIlFI5uXvTMkNSuzdT04vY4RtJjAa4UiV+EVPooHQY6YXoujSMxfEKwm7h31N2IWYNRwURQ1dhPU61RRjxc15p2eg9jBQxyIJjoVxjYKhojQV8xKBUmffLPZ5y+L+P6b7uDE+V86cnnNWdHM/xBzaysKVxLEzzH9ZRlW3BSTzivSpZVTl3ldLVH1x6pBVe5qMYYD9/Z4qKtEILtFCopOBG1mgX1rMqcqsi4ki25+swRZ0fXOH/Mc/gba6QL1FeKjTkG4NeKzIwqO3u5IjteEYqM5VN7NDsmVtbsOIp5RnlnxeyFM9rdkuq6UUWzVUzo50K949h9vopNOugLkDaankTnjdc+8Q4x8halPsitBmF0G/lKOfhMw+TzR/QNt2EQxRpXV8a5Il2AdYVWr3XegOHeBztRXdES/g8y0bjFwO+3pRPatLiTJUUsUpFO6ea56ZiEwZGaQE5kLZTxI9ZrdF0hkwnu6IxxuXCyns8apT5djDDFCbQDB3oMsfSrdd8jUtl5Yc30bsbpkzlHX1Wy88WO8ihm5C9MPBnBA5svMGyhU8CuoBHvTR13Fjczzt4LrikojmH+cuirTk1QSKEdsPh24pHSUxxXw9dEframra2zpNWQvIReSOiifZnqtx4qUQxKSdzyDUZDZNaIbDjrfiFzw3f0Hc5VEQQN4LDuRSGLTRDiDiwtfCET62LfmT5KdUVYX1Pa6w1VkzEra957/S47ecUv/ebThMZxupjw+clVRJSqy1jUBcuqoFpHx904aKLjruK1CzbAXpOlw6QQgkE4AaiLjNN1iRPFxQrQ0rV86+O/yT/6whV85Vk+WjK52+DXUbMn5hMSrXDnVk078/jzivr6nOpKHoXWIt5fWERd787Jz63Cd/LKqk+Id5O5sVdaWN0saKbONNQdQwf7dK7TBInzNjWhAJt7y2uebKmEIi6OlXLwmZryheOBTSQCedQ/GUnT9hMj7sa0aXplwbH5vR3CzUNbNDrtIbnXFBXdT6e7deAPzqRqzNkUOUSNYcpIQUuVZBhWKl7oSo9fxhA4z62ycV0heSSNB4bKx0hdSyJsvaWEY0zMqbJR9gwMetnxuWzRcuVTLfVBwdkTntVhye6t1jDo8QRJBI0RNnkxKu8XldigITlxUWVyHMh/3QSU1teEZXAxckqJQmL3dvvOlAAOpbeejlHoyCKsuD0NF24ONo/VMGo2nHcq/FHnLHhLi18IdiBtIHUfVy9WOBSpbGnXZDfigIn2TaDbNsIooF3kpDuJcgMCWewAE7v+dBNPO3PWmScT2inU+0K9r7Q7HTrtcEVHVWcEFdrOc5e5ne+TnDZTXjg6wPtA03jaJqOrHbTmuKUzuMQ1ErsQSWziy+AAY8FXIPbsbIRulbEEvChl1uKqGWdtyX6+4sZ773J07zrLa4584TbZTJ21QSvurZDFGp66wtHX7pOvxvNv+O4uJvItsZj12typdqErLADwtXWv0qTHnmR9GSLxVHDlE08/xLZ96sjWUcaig3Kh7H1hTXa8Hhy3iEXe4z6bF+dSeipRDsd877KExx/pk+2ubQdHniywyWp6u5Zg2IfELr8DV91MeoDh1YAWVu6ruRu2+aqDcw2KD5CdR1rebGoTxY0SJ4nN0CcVowPry8MTsCd9ZJ5ydePXxhMvjVsEynsVxYlj+UjB6Xsydl+A/DSJ8Ug/mS9GFBo1rmE0QbUnchltzAn3vtqb1MAZzG8pxVnoozEkwgeZ3czps7tCaGalJb/qVOAUGQbRqQND9B0z/ZsQkL7u+F8TGSUnPI7mg51Ag1DScwwFQ5G9IuMxJPqi87H4yhNygw3aHU9XOLrcch8Gl0RG0gTaGXSlGi6tQGOddqrGUTtllWlP3SvveCpfsMoyyBQ6Mdpiaz8EzHF39r9r6EXNxpRKDUS52DTXHG2mdGQspCTzoW8s8Qq77JYVd2Yai9ZS9amQn7dkpxXudIVOC6onr9DsWgMQ19rCleoOXGcTo4vceI35oZAJzMX01bthJ6N+UIB0owXoovO2phJ2/kPp8Gtry7b7hRXnT03xJ8r0pbUlUlM1ceSbD/etDhG3jiLpFJU3zcY9JFmOPPMU9Y05qN3DOppvQIQH77ezvc/R/AO2y+/AQzC6UeY3kx8hIHWDO4ekqz1Q4eLbVJG2JRQef+0QOT1HCci4wEGkrwbb0FMYcbmT6FIfnowTMeljLlx09a5vWqzO1Abz88jXLfygPXIBghizUxLRUBILIH1n6jSvcPjJjvW+Y3VDqPeEw9+wyM0xvCeGxAOmKdY3EjFYISkipsRwr+3SRk3pqhs6w8AgupWc7uiG7GGWFIG1o99HcIgdbIy0nYuMk3xIUvl0TaQXwwqR/5ykgbtCYvEOvdyvxgUrFNhP6tUpEd5oxfjhPmK5Djpn50Y6S0IWdzztfOCWSyd9dGrOLv4end5G0wmAXnIhTclYi1Cb9ky79NTTmmWTs6wKggp1nTH7ouParyxY3ygNQikcxe0FtB3tjT2qK0XkZCuTY2V9IEzvxUUpLvDSYU22Xbru9HLJAJ0b5movCBfH/3pt2Gz3NqhkhsIRspzy9oLseMGOxFqKuh242JHO2kMmFx1vHt1OohF2AW1HjSbEIc++j9u/44DiXJm9XA9/n8aYpHHvZ/SdbOvA76/pcoXMZ3bh00UPBjxKVeNOFOYTq2aMkTcM/hZVNM8Q7zf75iVsNfP2uT2MwXARZVCJG/NfNxzRaEvXlZ5QWkWcJhZIw0jeVXqNZ4t2Xj+KuAij9M43bfEEzp7MWF8VihPYfT7Yllojnpl2ERHBMKwbYxOMhr7R7Bm70SVSvSWzxaaZ+yG/MIIJkkZJr/kimwveOC+BWCQXcrdBndTIWw8Xzn3P5kgO2kuvh5NErIaiqvg4Vsxqlr7PIkiN8IBmgmSgDX1j6EEoTJHWaHOTu7CK32OfY1/Ud1lPP+ncpf/77RERE7eHxbE9CLnBOaKexfqAsxsVCORfKLn668r8pRXZq6f4/WsgwuTVNfX1Oc3u5m2qYo2QXStDZXK/9bd2ZhIkLtJxSDGZD0BKqofRcWzkkOx11xFzKYMjzo8rm1fOofNJpOJqP66eEtrvTq2CuHfksRP9mAOu63Wv7w2Q3bjG5/7LK3zov/hVfvlHfhs7L1zYAY53c+n3+wmhjHf7l9xEL/lqIyJnwKfe7XG8SbsG3Hm3B/EmbTvmd84exnE/DGN+j6pefzsfsF/e1N/92H/9ht77U5//a7/0BrrSP1B7GCLwT73bJ+nNmoh8dDvmB28P45jh4Rz3wzjmt2yXPKgd28PgwLe2ta1t7Z2xHop6OGzrwLe2ta1tbWzbCPy+2t9+twfwFmw75nfGHsYxw8M57odxzG/NHiIHfumTmFvb2ta29k7Zfn5Df/e1/+oNvfenXv4b2yTm1ra2ta1dKnuIgtqtA9/a1ra2tbE9RA78ourHpTER+XYR+ZSIfFpEvvfdHs/YROTzIvKrIvJxEflofO5QRH5aRJ6L/1+Jz4uI/O/xOP6DiHzdOzjOHxSR2yLya6Pn3vQ4ReR74vufE5HveRfG/JdE5FY83x8XkT8weu1/jmP+lIj8vtHz79j8EZEnReRnReQ3ROTXReTPx+cv7bn+MmO+1Of6wVssBHwjP5fALqUDFxEP/HXg9wPPAn9cRJ59d0f1Gvs9qvqBEQb2vcDPqOr7gZ+Jv4Mdw/vjz58C/uY7OMa/C3z7hefe1DhF5BD4PuBDwO8Evi85ondwzAB/LZ7vD6jqT8axPQt8F/A18W/+hoj4d2H+tMD/qKrPAt8A/Nn4fZf5XH+pMcPlPtcP1hRUwxv6uQx2KR04Nnk/raqfVdUa+GHgO97lMf1W9h3A34uP/x7wh0bP/301+wXgQEQefScGpKo/B9x7m+P8fcBPq+o9VT0CfprXd7APcsxfyr4D+GFVrVT1c8Cnsbnzjs4fVX1JVX85Pj4DPgE8ziU+119mzF/KLsW5fkesC2/s5xLYZXXgjwMvjH5/kS8/ud5pU+BfiMgvicifis/dVNWX4uOXgZvx8WU7ljc7zssy/j8X4YYfHEWll27MIvI08J8AH+EhOdcXxgwPybl+IKZJqO0N/FwCu6wO/LLbN6rq12Hbxj8rIt88flGNm3k5QLIvYw/LODGI4X3AB4CXgL/yro7mS5iI7AA/BvwPqno6fu2ynuvXGfNDca4fqI1lb7/czyWwy+rAbwFPjn5/Ij53KUxVb8X/bwM/jm0jX0nQSPz/dnz7ZTuWNzvOd338qvqKqnZqwOP/hZ1vvszY3vExi0iOOcJ/oKr/OD59qc/16435YTjXD9o0hDf0cxnssjrwXwTeLyLvFZECS578xLs8JgBEZC4iu+kx8GHg17DxJdbA9wD/ND7+CeC7I/PgG4CT0bb63bA3O85/DnxYRK7E7fSH43PvmF3IGfxh7HynMX+XiJQi8l4sKfjveYfnj4gI8HeAT6jqXx29dGnP9Zca82U/1w/e3mD0fUki8EvJA1fVVkT+HDZ5PfCDqvrr7/Kwkt0EftzmPxnwD1X1p0TkF4EfFZE/CXwB+M74/p8E/gCW9FkC/+07NVAR+SHgW4BrIvIixnD4gTczTlW9JyL/K3ajAny/qr7RJOP9GvO3iMgHMAji88CfjmP7dRH5UeA3MFbFn1XVLn7OOzl//lPgTwC/KiIfj8/9L1zuc/2lxvzHL/m5frD2kIlZbUvpt7a1rW0t2p67qt+Q/b7f+o3ATzc/9K6X0l9WCGVrW9va1t55U6VvaPpb/bwBe9BFTpcSQtna1ra2tXfL9D5BKKMip2/D6JW/KCI/oaq/cV++gG0EvrWtbW1rm3b/IvAHXuS0jcC3trWtbS3aGUf//P/V//vaG3z7RKIWUrS/rapj3fTXK3L60Nsd49i2DnxrW9va1qKp6gOTiXgQtoVQtra1rW3twdgDL3LaOvCtbW1rW3sw9sCLnLYQyta2trWtPQB7JwoSt4U8W9va1rb2kNoWQtna1ra2tYfUtg58a1vb2tYeUts68K1tbWtbe0ht68C3trWtbe0hta0D39rWtra1h9S2DnxrW9va1h5S2zrwrW1ta1t7SO3/BxoNgGcNbTqfAAAAAElFTkSuQmCC\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", "plt.imshow(data); plt.colorbar() # Display data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "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)", "\u001b[0;32m<ipython-input-4-4bb532391a0f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdata\u001b[0m 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\u001b[0mh5s\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_simple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 761\u001b[0m \u001b[0mfspace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mselection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mid\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 762\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmspace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfspace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdxpl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dxpl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 763\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 764\u001b[0m \u001b[0;31m# Patch up the output for NumPy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mh5py/h5d.pyx\u001b[0m in \u001b[0;36mh5py.h5d.DatasetID.read\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mh5py/_proxy.pyx\u001b[0m in \u001b[0;36mh5py._proxy.dset_rw\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_bitshuffle_lz4\"][()] # Access compressed dataset" ] }, { "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": 5, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "import hdf5plugin" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.colorbar.Colorbar at 0x11bc666d8>" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = h5file[\"/compressed_data_bitshuffle_lz4\"][()] # Access datset\n", "plt.imshow(data); plt.colorbar() # Display data" ] }, { "cell_type": "code", "execution_count": 7, "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": 8, "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": 9, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Create a compressed dataset\n", "h5file = h5py.File(\"new_file_bitshuffle_lz4.h5\", mode=\"w\")\n", "h5file.create_dataset(\n", " \"/compressed_data_bitshuffle_lz4\",\n", " data=data,\n", " compression=32008, # bitshuffle/lz4 HDF5 filter identifier\n", " compression_opts=(0, 2) # options: default number of elements/block, enable LZ4\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": 10, "metadata": { "slideshow": { "slide_type": "-" } }, "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() # Or: **hdf5plugin.BitShuffle(lz4=True)\n", ")\n", "h5file.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "hdf5plugin.Bitshuffle?" ] }, { "cell_type": "code", "execution_count": 12, "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", "\t-moz-user-select: none;\n", "\t-webkit-user-select: none;\n", "\tuser-select: none;\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_bitshuffle_lz4.h5</label><ul><li class=\"h5glance-dataset\"><span class=\"h5glance-dataset-name\">compressed_data_bitshuffle_lz4</span> <a data-hdf5-path=\"/compressed_data_bitshuffle_lz4\" href=\"#\" class=\"h5glance-dataset-copylink\">[📋]</a>: 1969 × 2961 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": [ "<h5glance.generate.H5Glance at 0x11bd34c88>" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "H5Glance(\"new_file_bitshuffle_lz4.h5\")" ] }, { "cell_type": "code", "execution_count": 13, "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_bitshuffle_lz4.h5\", mode=\"r\")\n", "plt.imshow(h5file[\"/compressed_data_bitshuffle_lz4\"][()]); plt.colorbar()\n", "h5file.close()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 tvincent staff 4278852 Jul 8 14:25 new_file_bitshuffle_lz4.h5\r\n", "-rw-r--r-- 1 tvincent staff 5832257 Jul 8 14:24 new_file_uncompressed.h5\r\n" ] } ], "source": [ "!ls -l 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": null, "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 25 [HDF5 registered filter plugins](https://confluence.hdfgroup.org/display/support/Registered+Filter+Plugins) as of June 2021." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "h5file = h5py.File(\"new_file_blosc.h5\", mode=\"w\")\n", "h5file.create_dataset(\n", " \"/compressed_data_blosc\",\n", " data=data,\n", " **hdf5plugin.Blosc(cname='zlib', clevel=5, shuffle=hdf5plugin.Blosc.SHUFFLE)\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()](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": [ "#### 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": [ "#### Benchmark\n", "\n", "- Machine: 6 cores+hyperthreading (Intel(R) Xeon(R) CPU E5-1650 v3 @ 3.50GHz)\n", "- Filesystem: RAM disk\n", "- HDF5 chunk: 1 frame\n", "- `hdf5plugin` built from source\n", "- Diffraction tomography dataset: 100 frames from http://www.silx.org/pub/pyFAI/pyFAI_UM_2020/data_ID13/kevlar.h5" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "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", "- `LZ4()` => `Blosc(\"lz4\", 9)`\n", "- `Zstd()` => `Blosc(\"zstd\", 2)`\n", "- HDF5 shuffle => `Blosc` with `shuffle=hdf5plugin.Blosc.SHUFFLE`\n", "- `Bitshuffle()` => `Blosc(\"lz4\", 5, hdf5plugin.Blosc.BITSHUFFLE)`...\n", " \n", " **Except for OpenMP support** with `Bitshuffle`!" ] }, { "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", "Note: With notebook, using **!** enables running shell commands" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HDF5 \"data.h5\" {\r\n", "DATASET \"/compressed_data_bitshuffle_lz4\" {\r\n", " DATATYPE H5T_STD_U8LE\r\n", " DATASPACE SIMPLE { ( 1969, 2961 ) / ( 1969, 2961 ) }\r\n", " SUBSET {\r\n", " START ( 0, 0 );\r\n", " STRIDE ( 1, 1 );\r\n", " COUNT ( 5, 10 );\r\n", " BLOCK ( 1, 1 );\r\n", " DATA {\r\n", " }\r\n", " }\r\n", "}\r\n", "}\r\n" ] } ], "source": [ "!h5dump -d /compressed_data_bitshuffle_lz4 -s \"0,0\" -c \"5,10\" data.h5 " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "A solution: Set `HDF5_PLUGIN_PATH` environment variable to: `hdf5plugin.PLUGINS_PATH`" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Directory where HDF5 compression filters are stored\n", "hdf5plugin.PLUGINS_PATH" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# Retrieve hdf5plugin.PLUGINS_PATH from the command line\n", "!python3 -c \"import hdf5plugin; print(hdf5plugin.PLUGINS_PATH)\" " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mlibh5blosc.dylib\u001b[m\u001b[m \u001b[31mlibh5fcidecomp.dylib\u001b[m\u001b[m \u001b[31mlibh5zfp.dylib\u001b[m\u001b[m\r\n", "\u001b[31mlibh5bshuf.dylib\u001b[m\u001b[m \u001b[31mlibh5lz4.dylib\u001b[m\u001b[m \u001b[31mlibh5zstd.dylib\u001b[m\u001b[m\r\n" ] } ], "source": [ "!ls `python3 -c \"import hdf5plugin; print(hdf5plugin.PLUGINS_PATH)\"`" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HDF5 \"data.h5\" {\r\n", "DATASET \"/compressed_data_bitshuffle_lz4\" {\r\n", " DATATYPE H5T_STD_U8LE\r\n", " DATASPACE SIMPLE { ( 1969, 2961 ) / ( 1969, 2961 ) }\r\n", " SUBSET {\r\n", " START ( 0, 0 );\r\n", " STRIDE ( 1, 1 );\r\n", " COUNT ( 5, 10 );\r\n", " BLOCK ( 1, 1 );\r\n", " DATA {\r\n", " (0,0): 53, 52, 53, 54, 54, 55, 55, 56, 56, 57,\r\n", " (1,0): 49, 50, 54, 55, 53, 54, 55, 56, 56, 58,\r\n", " (2,0): 50, 51, 54, 54, 53, 55, 56, 57, 58, 57,\r\n", " (3,0): 51, 54, 55, 54, 54, 55, 56, 57, 58, 59,\r\n", " (4,0): 53, 55, 54, 54, 56, 56, 58, 57, 57, 58\r\n", " }\r\n", " }\r\n", "}\r\n", "}\r\n" ] } ], "source": [ "# Set HDF5_PLUGIN_PATH environment variable to hdf5plugin.PLUGINS_PATH\n", "!HDF5_PLUGIN_PATH=`python3 -c \"import hdf5plugin; print(hdf5plugin.PLUGINS_PATH)\"` h5dump -d /compressed_data_bitshuffle_lz4 -s \"0,0\" -c \"5,10\" data.h5" ] }, { "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": [ "## Insights" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### The Problem\n", "\n", "For **reading** compressed datasets, compression filters do **NOT** need information from `libHDF5`. They work with the compressed stream.\n", "\n", "For **writing** compressed datasets, some information about the dataset (e.g., data type size) can be needed by the filter (e.g., to shuffle the data). This information is retrieve through `libHDF5` C-API (e.g., [**H5Tget_size**](https://support.hdfgroup.org/HDF5/doc/RM/RM_H5T.html#Datatype-GetSize)).\n", "\n", "Access to `libHDF5` C-API is needed, but linking compression filters with `libHDF5` is cumbersome in a dynamic environment like *Python*." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### On Windows\n", "\n", "Symbols from dynamically loaded *Python* modules and libraries are accessible to others.\n", "\n", "Register compression filter at C-level with `H5Zregister` (see [src/register_win32.c](https://github.com/silx-kit/hdf5plugin/blob/main/src/register_win32.c))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### On Linux, macos\n", "\n", "In *Python*, symbols from dynamically loaded modules and libraries are **NOT** visible to others.\n", "\n", "- Do not link filters with `libHDF5`.\n", "- Instead, provide some function wrappers to replace `libHDF5` C-API and link the compression filter with those.\n", "\n", " - Those functions call `libHDF5` corresponding functions that are dynamically loaded at runtime.\n", " \n", "- At runtime, we need to initialize the compression filter to load symbols dynamically from `libHDF5` used by `h5py` and use them from the function wrappers." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "[src/hdf5_dl.c](https://github.com/silx-kit/hdf5plugin/blob/main/src/hdf5_dl.c):" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "```c\n", "typedef size_t (* DL_func_H5Tget_size)(hid_t type_id);\n", "static struct { /* Structure storing HDF5 function pointers */\n", " DL_func_H5Tget_size H5Tget_size;\n", "} DL_H5Functions = {NULL};\n", "\n", "/* Init wrapper by loading symbols from `libHDF5` */\n", "int init_filter(const char* libname) {\n", " void * handle = dlopen(libname, RTLD_LAZY | RTLD_LOCAL); /*Load libHDF5*/\n", " DL_H5Functions.H5Tget_size = (DL_func_H5Tget_size)dlsym(handle, \"H5Tget_size\");\n", "}\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "```c\n", "/* H5Tget_size libHDF5 C-API wrapper*/\n", "size_t H5Tget_size(hid_t type_id) {\n", " if(DL_H5Functions.H5Tget_size != NULL) {\n", " return DL_H5Functions.H5Tget_size(type_id);\n", " } else {\n", " return 0;\n", " }\n", "}\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Concluding remark\n", "\n", "In the event the HDF5 compression filter API evolves, it would be great to take this into account to ease distribution of compression filters." ] }, { "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": [ "# 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/) but not only.\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 the** [**contributors**](https://github.com/silx-kit/hdf5plugin/graphs/contributors): [Thomas Vincent](https://github.com/t20100), [Armando Sole](https://github.com/vasole), [\\@Florian-toll](https://github.com/Florian-toll), [\\@fpwg](https://github.com/fpwg), [Jerome Kieffer](https://github.com/kif), [\\@Anthchirp](https://github.com/Anthchirp), [\\@mobiusklein](https://github.com/mobiusklein), [\\@junyuewang](https://github.com/junyuewang)\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": "Diaporama", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 4 }