From 4886035d49f0b465d4f9340165d81ebe954e0ff8 Mon Sep 17 00:00:00 2001 From: Philipp Angerer Date: Mon, 17 Jul 2017 14:26:33 +0000 Subject: [PATCH] use .install_extras git-svn-id: file:///home/git/hedgehog.fhcrc.org/bioconductor/trunk/madman/Rpacks/destiny@131281 bc3139a8-67e5-0310-9ffc-ced21a209358 --- inst/doc/DPT.ipynb | 251 ------- inst/doc/Diffusion-Map-recap.ipynb | 140 ---- inst/doc/Diffusion-Maps.ipynb | 979 --------------------------- inst/doc/Global-Sigma.ipynb | 134 ---- inst/doc/bibliography.bib | 51 -- inst/doc/destiny-base.tplx | 114 ---- inst/doc/destiny-bib.tplx | 11 - inst/doc/destiny.tplx | 50 -- inst/doc/destiny_processors.py | 7 - vignettes/.install_extras | 4 + vignettes/DPT.ipynb | 252 ++++++- vignettes/Diffusion-Map-recap.ipynb | 141 +++- vignettes/Diffusion-Maps.ipynb | 980 +++++++++++++++++++++++++++- vignettes/Global-Sigma.ipynb | 135 +++- vignettes/bibliography.bib | 52 +- vignettes/destiny-base.tplx | 115 +++- vignettes/destiny-bib.tplx | 12 +- vignettes/destiny.tplx | 51 +- vignettes/destiny_processors.py | 8 +- 19 files changed, 1741 insertions(+), 1746 deletions(-) delete mode 100644 inst/doc/DPT.ipynb delete mode 100644 inst/doc/Diffusion-Map-recap.ipynb delete mode 100644 inst/doc/Diffusion-Maps.ipynb delete mode 100644 inst/doc/Global-Sigma.ipynb delete mode 100644 inst/doc/bibliography.bib delete mode 100644 inst/doc/destiny-base.tplx delete mode 100644 inst/doc/destiny-bib.tplx delete mode 100644 inst/doc/destiny.tplx delete mode 100644 inst/doc/destiny_processors.py create mode 100644 vignettes/.install_extras mode change 120000 => 100644 vignettes/DPT.ipynb mode change 120000 => 100644 vignettes/Diffusion-Map-recap.ipynb mode change 120000 => 100644 vignettes/Diffusion-Maps.ipynb mode change 120000 => 100644 vignettes/Global-Sigma.ipynb mode change 120000 => 100644 vignettes/bibliography.bib mode change 120000 => 100644 vignettes/destiny-base.tplx mode change 120000 => 100644 vignettes/destiny-bib.tplx mode change 120000 => 100644 vignettes/destiny.tplx mode change 120000 => 100644 vignettes/destiny_processors.py diff --git a/inst/doc/DPT.ipynb b/inst/doc/DPT.ipynb deleted file mode 100644 index f385100..0000000 --- a/inst/doc/DPT.ipynb +++ /dev/null @@ -1,251 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true, - "hidden": true - }, - "outputs": [], - "source": [ - "options(repr.plot.width = 7, repr.plot.height = 6)\n", - "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))\n", - "set.seed(1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Diffusion Pseudo Time (DPT) is a pseudo time metric based on the transition probability of a diffusion process (Haghverdi et al., 2016).\n", - "\n", - "*destiny* supports `DPT` in addition to its primary function of creating `DiffusionMap`s from data." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "library(destiny) # load destiny…\n", - "data(guo) # …and sample data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`DPT` is in practice independent of Diffusion Maps:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false, - "hide_input": true - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nCjEwNjA4CiUlRU9GCg==", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAADwCAIAAAC19NMJAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nTkSuQmCC" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "old <- options(repr.plot.height = 2)\n", - "par(mar = rep(0, 4))\n", - "graph <- igraph::graph_from_literal(\n", - " data -+ 'transition probabilities' -+ DiffusionMap,\n", - " 'transition probabilities' -+ DPT)\n", - "plot(\n", - " graph, layout = igraph::layout_as_tree,\n", - " vertex.size = 50,\n", - " vertex.color = 'transparent',\n", - " vertex.frame.color = 'transparent',\n", - " vertex.label.color = 'black')\n", - "options(old)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hide_input": true - }, - "source": [ - "However in order not to overcomplicate things, in *destiny*, you have to create `DPT` objects from `DiffusionMap` objects. \n", - "(If you really only need the DPT, skip Diffusion Component creation by specifying `n_eigs = 0`)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "dm <- DiffusionMap(guo)\n", - "dpt <- DPT(dm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The resulting object of a call like this will have three automatically chosen tip cells. Plotting without parameters results in the DPT of the first root cell:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nZWYKMjE1MTgKJSVFT0YK", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg\nAElEQVR4nOzdd1xT5/4H8O9zEjYIshFx4N7birNui1qr1VqtddS2Wru0ta122NrWjtthtVqr\nta2z1r1x74kTJ6IgCAIyZa8k57l/BELIAIqQkMPn/eL6S56ck3zDz/vyc5/JOOcEAAAAAJZP\nMHcBAAAAAFA5EOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAi\nEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALB\nDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwA\nAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAA\nAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAA\nJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAi\nEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALB\nDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwA\nAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAA\nAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAA\nJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAi\nEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALB\nDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwA\nAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAA\nAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAAJALBDgAAAEAiEOwAAAAA\nJALBDgAAAEAiEOwAAAAAJALBDgAAAEAi5OYuAAAAAIiIsrNzrl688SguoW493w5d2tjYWJu7\nIrA8CHYAAADmd3jfyQWfLkxNeax+6uvn88X3H3Tt3tG8VYHFYZxzc9cAAABQo127cmvS6LeJ\niIuiukUQBCtrq60H/varX8espYGFwRy7sqlUqoMHD6pUKnMXAgAA0rTuz82ci5pUR0SiKObn\n5W9cs92MVYElQrAr2759+wYPHrxv3z5zFwIAANIUdjucONNpZIzdvRNhgk/PfvQnK0kQrN28\n6/UbNXX18Uidi/NSg5gee9c6HQL6frJ8v6JoFPDkuCb6l+kISs0zwberaTDHrmy5ubmaPwEA\nACqdlZUVY6Q7N4qRlZWVyWqwdmj7zICG6seKzIRrISHHtv91bPtfmz7dvver53QutrJvFjiw\nedEzVWJ0xKXgEyHnj6/dPC/q8HyByK3TgBG5rTTXPzq2Pzgjv+nAoS3si4OHl7WsSr9RzYRg\nBwAAYGYdu7YNv6vbN8ZF3qFLG5PV4OAzbceOGdqfH3F8zZgRrwd9PfK1zpF/jGigfbGd+5gd\nO77Sbkm8ur1L9xeij3z5/rW3F7ZzbzV72Y7Zxa/u6eA1PCRxzIp/vm5Qqyq/BGAoFgAAwNxe\neWN8rVpOxEqMxvrU8Xpx4khzlUTEGj096dilJVaMrZ00qaCslZaeHUZun9OGiPb/dtcU1YER\nCHYAAABm5uPrtXbHb917dVY/ZYwNGvr06q1LHJ0czFuYc5PXvm/tlp9+cn5kepkXe/bwIKKs\n8KyqrwuMwlAsAACA+TXw91u25oeszOxHcYm+fj529rbmrqhQ4NvN3ns9+fCOmAXvOZd+5ell\n94iodsfaJqkLDEOPHQAAQHXh6OTQuFnD6pPqiMijV0MiSjqTZPwSMflh+JqvXnlpexRjspnv\ntjBZbaAPPXYAAABglMzGi4hy40psDZER/TVjX+tcKcgcJv1w8JW6jqYrDvQg2AEAAIBRqoJE\nIrLzsdNuLLndCQlyR//mLQa9/OagZi6mrg9KQrADAAAAo5LPRBKRRw8P7Ub97U6gmkCwAwAA\nMCeVSpVz9rzT2dP08CE5OVGXLhQYSDY25q6r0IFfw4io/0g/cxcC5YJgBwAAYB7RUbEr5y0c\nuH1tr6zEEi/4+tKff9LgwWaqq1jG/VWzryfbOPf6omEZS2KhmkCwAwAAMIPI8OjpI2YsCT/Z\npCBzv4PXJkefSLltbaaa5Os8/M5FYfhw2rOHBg0yY4XRZ/8dM3R6gcin/r3GWvckW6imEOwA\nAADM4PeFq0fHhzYpyPzVxf+PWnXVjSlE8x4p/nFvuyH5ujBtGoWFkbW1aerJfvTH6NFH1Y8V\nWYk3rl6NTMwioiFzt6wc2cA0NcCTQ7ADAAAwgwtnLs/MjHtoZfdnLV/tds55qJIFNe047OIx\nOnbMZAOyBVkhW7eGqB8zJnfx8Oo9YvTkdz6d0q+RaQqASoFgBwAAYAby7CwfZd42pzoi6Q1z\nctqalDOMiK5fN0Gwc/CeyvnUcl5s6xrIeVkHx+oZdjXhP98DFYKTJwAAAMygaX0fIsplhv8h\nTleIRETZ2aYsCSQAwQ4AAMAM2j3Tt4AJ9RW5+i8xxrrUtiMiqlvX1GWBhUOwAwAAMIOOPToG\n29Z+Ku9xQ0WO7mucTxHTSCarDjuegGVBsAMAADCD+g39VtRuKON8SdKtZoriIVd7rpqXes/7\n9nU+dSr5YVtg+G+weAIAAMAMwm6HJzdo/JUi95Pk2xvjr1y3qRVpZecsKjvnpdUSlWftXOOf\nGvC8uYsEi4NgBwAAYFKc8y8/+mn31oOM2O5adcJsnCanRQXkJLfPTxeJhdo4bnGqs6uWT8vd\nx55/ZYy5iwULg2AHAABgUkf2ndq99SARceLE6a6108eebYjITlWQzahw9xORYqPjzVtndZMV\nfW37rsN3YxOsXf2at+w8amiArNTrRUXSqgVz/thxJjTsgVPdxu26DZv33Wddfe1NVK6ZINgB\nAACY1KGgE4wYJ92d3XIEuchV6seMsdpuLiYvrfo69v2UZz9Zk6USNS3eXUav37Omn6edweu5\nKmNKq6Zr7qW5t+o+8PlOmTE39q77bv/mtTsj7w71kXK2w+IJAAAAk0pOTGXM0NmrWo2c876D\nepiupuot4dycfnNWKRzbLd10IColK/ZeyLev9np0cctzXabmG9n4+ObCZ9bcS2vx6tr4G2c2\nr1u//8T10K1vqvJjJw74ybS1mxqCHQAAgEl5eLkZPrxBq7Fpi0ZTpo83XU3V28bXVhLRJycO\nzRgzqL6rQ53G7eb8ceKLTh6Z0Rs+CXts8JbLK+8Q0ZwFo+RFabn5qCVN7azS7v1iqqrNA8EO\nAADApAYG9tEfhyUisbCROTvXWrv9NwdHKY8Y/ierH2TKbf0/aeem1cYmzm1NRMHnkgze4upu\nQ0ShKfmaFlGR8Eihkts2rNJSzQ7BDgAAwKT6Dek54oUhOo2cc5GLnBNxeqp7Jxsba7PUVj2N\nmzvv6wX/04ksycEpROTkZzj+9v7zM2e5sGTgxG3BYZn5eXHhFz8e0y1DKQ757I+qr9ecsHgC\nAADApBhjn337XsTdyOtXQxljxEnkosg1ywL4pGljzVlf9TP74090WvKST05aGiqz8V3Yw9vg\nLS7N3rhz0qZVn9ee77ZH0/jS0mPrZnSowkKrAfTYAQAAmEHngPYqUaVUKZWisjjVMWrSolGr\nds3MWlp1dytoafdmg+/kKqf+frCZneEuKkXW9bfe/ChVIbbqO2zaO++8OGKAo0zY8uk7K6+m\nmLhaE0OwAwAAMINRLw61sbVmQvFKWMaIOM14b4oZq6rmMiKOTn+mVeuhb93M85m39uLyyS2N\nXbmgV/+tV5Pf3Bhy8+ju3xct2rDjUMzNHe45t2f07BmTrzJlzSaGoVgAAAAzqFPXe9EfC+bN\n/l9iQuH0fxtbm3c/fL3vwOqyy4lKpQoKCsrLy6vY7aIo3rx5s3Xr1oJQ3l4kW1vbwMBAmczQ\nxsNcseOnd6Z+vOKxymbotK+/+2Z2a1cbY+9TkH5ifkiyc8N5S15op2l0aT58++w2XReEvHku\nYdfTdf7jt7EYCHYAAADmEdCr865ja04fD34Q+dDT2z2gZ2cPL7eybzOVffv2Pfvssyb+0EOH\nDg0YMECvWVzxSsdpq266NB++b+eawU3L2Lo5P/M8EdVq1FOnve4zPrQgJOFqKiHYAQAAQKWz\ns7cdGNjH3FUYlpubS0TuTnXtbZwqcHtOfmZy5sNZs2YFBASU8xZbW9u+ffvqt99aMmzaqptN\nx39zZvVH7vKy+/9snAKIKC10D9FA7fbIbTFE5N2udjnrsUQIdgAAAGCUvY2Ts71HBW/OpICA\ngDFjxjxZCeK0T49a2bc8u/ojNyOpjqsyHsSkMsGmfj0fIrJ27j2zscsv4YvH/jbi3xn91NMY\nH138Z8SvoTIb3+8DvJ6snmoNwQ4AAACqr7zU/WfS8+U2mUN7dtd/tfvKvT+3dsuOX9Gw4QfW\njh3zMy+r2786/PfBdi9uerP/uT9792jTICP6zqHjF1WC4ztrjzU3spBWGqT83QAAAKozlUp1\nOOjknZvhjLEWbZr2f6aXIBg6Q7Zmy087TETK/Jjg4Bj9V92yFQbvcqz/3LXY0IVzP9564krQ\nvxec/Jr0f/6ND779tl/jWlVbrrkh2AEAAJhB3MNHs6fPjwiL0rSsWb7xpxXzPb3dzVeUAYwJ\nAqvI5misQnfpc/b/mfOfS7/Gse5szmfrNModGn6weMMHlVKE5cA+dgAAAGbw6TvfRdyNErmo\nFJVKlVIlKu+Ghs9773tz1wWWDcEOAADA1MLvRN66EabOc5yLnESRiwqV8lLwtejIWHNXBxYM\nwQ4AAMDUYqLjRK7ixefDFhK56lDQCbOUBNKAOXYAAACm5uTkKHJu8KXrV26ZuJjSCUwQBENH\nQZTjxkovBsqEXzoAAICpPXwQR0aCnUJheJknQHkg2AEAAJjU49T0H+b/RkQGtzapVqeKgcXB\nUCwAAEAVSk/L2L3pwP3wBw4O9p26teszqPvpI+eVCoXABBVX6V/ff0hv0xcJkoFgBwAAUFWC\nT12eN/P7zMws9dOt6/d06NqmdceWRCQwQeQipxIDsoIg9OrXzQyFglQg2AEAAFSJjPTMz2Z9\nl52do9149cINlaqwo04uyEXORVIRESMSSNa2cyvGqtfhEwITZAyLJywGgh0AAECVWPXbv1kZ\n2frtYTfDraytFAUKIhIYEzT/FjN68/0ppqwQpAdpGgAAoPL9/tOqjX/vMPhSfn7BtFmTBEHQ\nXj0hk8nm//hhhy5tTFQfSBR67AAAACpZxN2o9X9sMfaqIBNGTxjWvXfndSu33L0VIZML7bq0\nnj5rkoOjvSmLBElCsAMAAKhkZ44Gi6LhbeoYsc7d2tnZ2TZq1uDzH3TPra+GGJFQoWl/1Wuq\nYI2BoVgAAIBKlv4409hLDk72Mz+dbspioEZBjx0AAEAl86nrpX7AiBFxToyIMyIra+t/9i13\n93Q1b3kgYeixAwAAqGRPD+5hY2tTtHEJY4UJj40cF4hUB1UKwQ4AAKCSuXu6fv7jbDs7W6Li\nuWadA9pPe28iERXkF5ivtP9MEASZIKvAjyAgY5gBhmIBAAAqX59B3Vt3aLFr0/7Ie9G1XJy6\n9OgQ0LvTP39t2/FvUGJ8slMtx94DA6a/N8nNAx14UJkQ7AAAAKqEm0ftKW+OUz8WVeLbk+Ze\nvXBD3YOXmZG1d+uhc8cv/bV9kae3u1nLBElBNykAAECVOxx08uqFG0REWofDpqY8/mvJP+Yq\nCSQJPXYAAABV7sLpK/qNjJjB9mpFoIqeFYvOI3PALx0AAKDK5WTn6m/Zy4nnZOWapR6QKgQ7\nAACAKlevoa/2IKwaE1j9xnXNUg9IFYIdAABAlRs2epDcSs6Y1j+7jLjIR7441HxFgQQh2AEA\nAFS5uvXrfL1obq1aDpoWmSB75a3xQ57rZ8aqQHqweAIAAMAUeg8I6NClzbEDp6MjYz283AL6\ndK7X0ALGYRljAtOdHVjOGyu9GCgTgh0AAICJODk7PvvCEHNXAVKGoVgAAAAAiUCwAwAAAJAI\nDMUCAACAUQITZEKFNihm6DwyA/zSAQAAACQCwQ4AAABAIhDsAAAAACQCc+wAAADAKIExWYVm\ny1Vs9zt4QuixAwAAAJAIBDsAAAAAiUCwAwAAAJAIzLEDAAAAowQmVGxHOuxjZxb4pQMAAABI\nBIIdAAAAgEQg2AEAAFQ5RYHC3CVAjYA5dgAAAFWFc35w1/F1K7bERMbb2Fp16Npm+uxJDRr7\nmbuu/4AxJggV6QZi2MfOHBDsAAAAqsriBSu3rtvDGOOc5+aozh2/dPFsyOI1X7dq39zcpYE0\nYSgWAACgSkSGR29bv5eIOOfqFk5cqVAuWvCHWesCKUOwAwAAqBKXzoRoIp0G5zzsZkRWRrZZ\nSgLJQ7ADAACoEjnZuQbbOefGXgJ4QphjBwAAUCX8GvjqNzIiOwc7V4/apq+nYmRMkDNZxW6s\n9GKgTPilAwAAVInufTu7e7rqLA7lRMPGDJTLKxKVAMqEYAcAAFAlbO1sP/5upmttZ5kgkzEZ\nI0ZE/QJ7vj7rZXOXBpKFoVgAAIAqcXDH8aXf/JWTnStnMmIkl1s/93LgtNkTzV0XSBl67AAA\nACpf6LW7P372W25O8SIJlUrcumrPtYu3zFhVBTBiAqvIj7qHEkwMwQ4AAKDy7dl4iIsldjvh\nnHPiu/89aL6iQPoQ7AAAACpfTFSc/plajCjmfqxZ6oEaAsEOAACg8tna2RgYimTMzt7WDNVA\njYFgBwAAUPk6dW/LRb1jJ0TeIaCNWeqpMMaYwIQK/Oh3WIIJINgBAABUvmfHDannr96gmGn+\nrFPP+/lJw8xYFUgegh0AAMATiX0Qf+rAubNHLiY/StE02tnbLvpnwciXA52cHYjIwclu+IuD\nft3wjaOTg/kqBenDPnYAAAAVlJ2Vs+ybv08EnVUvfxUEYfj4wVNmjVcfLOHo5DBjzpQZc6bk\nZOXaO9qZu1ioERDsAAAAKuinuUsvnLyqeSqK4s51+7jIX/+oxC7EFp3qZEyQCzgr1mLglw4A\nAFAR0REPtVOdGiPau+lQdlaOWUoCQLADAACoiIjQKP1GTqRSqmIisFkdmAeCHQAAQEXcCrlj\n7CWZHP+8gnngbx4AAEBF3Ll2z2C7XC6v37ieiYsBUMPiCQAAgIp4FJfEOdffhte3obe1jZVZ\nSqoKjDGhQlsNY4Nis0CPHQAAQEXYO9ipOBfVO50UUXGxUYuGZqsJajwEOwAAgIro0qsDERe5\nqBJVSlFUiiqlqOKcd+rRztylQc2FYAcAAFARL01/3s3TlUh9WljhmGzHgLa9BwWYtzCoyTDH\nDgAAoCJcPWov2/K/1Us2njlyIf1xhlcdj2EvDHxuQiATJDW3TGCsYlsNV2xmHjwhBDsAAIAK\nqlXb6e3PXn37s1dVKpVMJou6F71+2ZbERymePu59hgQ0aIK1sWBqCHYAAABPSiaTrV266d8V\nO0Quqls2/blz3LRRE94Ybd7CoKbBHDsAAIAnFXzi8j/Lt4lUvEBWFMX1y7bonzkGUKUQ7AAA\nAJ7UoZ0nGCMqsfMJMWKHdh43U0WVRmBMqBjMsTMHBDsAAIAnFf8wkbheK6OE2CQzVAM1GObY\nAQAA/AdKhfJa8K24B/G13V1adW5R282ZiJxqOZDASCwZ7hg5OTuYp0qoqRDsAAAAyuvOtXuL\n5i2Pj05QP7Wxs3n57ReGjRvU7elO1y7c0rmYi7xr704mrxFqNAQ7AACAcklLSZ//5g/5OXma\nloK8gpX/W1vb3SVwzMBTB8/fDrnLGHFOjDHOecsOzQLH9DdjwZVCYEJF97HDdC8zQLADAAAo\nlyO7TuZm52q3cM4ZY7vW7esxsOv3f87buX7/saDT8TEJPn5efQN7jpjwjFwuM1e1UDMh2AEA\nAJRLdPhD/UbO+YPwGCKSW8mfnzzs+cnDTF4XQDF0kwIAAJSLlbXVf2oHMD302AEAAJQtLSXd\nydmJEeO6+5qwNp1bap48CI85f/xySkKql69nn2e6u3u5mrhOqOEQ7AAAAEqjKFD+s3TL3g2H\nRJUoE2REJJIoiiIRMWI29tbj3hilvnLV4n+3/LVb/RIRrftt8/Q5kweP6muuyiuFwJhMqNji\nCWxQbAYYigUAACjNXz+s373ugCauEZFAgsBkjDHPOh6vz5ns5+9LRMeDzmxauVPUOnyiIF+x\n+Ms/wkMjzVA01FQIdgAAAEalpaQf3nGCiHQGYAXGOKeEuKTF81b8OGepokC5f9sxpt7spAjn\nnIv84PbjJq0YajYMxQIAABgVGRbNRf3DwoiocLM6Ijp9INizjkfcg3jOda9kAouPflTlVQIU\nQbADAAAwipUyUYwXX3Rw6zFHV0eW+Fg324nkUMuyTxVjjFVsq+HSfnVQZTAUCwAAYFSjlg1k\ngkAGMgovXh7LeVZGdvuurfV77DjxTj3aVXmVAEUQ7AAAAIxycnYc+tIg4lwn2ukPzwa+MMDH\nz0vzVN1f1bZzy37DelZ5lQBFEOwAAABKM+GdMePfGm1lY61+yolEzkUu6lwWtPHQ4o3fjJw4\n1NPHXRAEHz+vV2aN/3r5XJkMp4qB6WCOHQAAQGkEQRg1ZejQFwfE3I87tvt00KbDBodczx25\nOP3jya/NnvDa7AlmqbOKCMRkFZotJxDm2JkBeuwAAADKZmNnk52VE7TpEBHXTiyMSL2MIiMt\nSz/wAZgYeuwAAADKJWjjYfUDVvgfKnrKOOe1ajtiHWiVyoq+tn3X4buxCdaufs1bdh41NKCc\ng9yK7Gvzv938+mfz69lIf1gcwQ4AAKAMmelZf/34z4XjVwy+yok454+T03/+ZNm781+XyaWf\nHkzv2PdTnv1kTZaqeGqjd5fR6/es6edpV+a94eveWrDgdOCH82pCsMNQLAAAQGk459/MXHhs\nz2nd0yfUZ0sQaU6bOL73zMY/dpi6viomCEwmCBX4EYRK679MODen35xVCsd2SzcdiErJir0X\n8u2rvR5d3PJcl6n5ZY1+3zu1PnDm+cqqpPpDsAMAACjN9Qu3Q0Pu6bZyEov66jgRY0SMEWP7\ntxw1R40St/G1lUT0yYlDM8YMqu/qUKdxuzl/nPiik0dm9IZPwh4bu2vW6CGtGno07T0hKk9p\nwmLNDMEOAACgNPdu3Vc/0NqSmETiVGKpBGNExHlaSnpeTp5pC5S+1Q8y5bb+n7Rz02pjE+e2\nJqLgc0nG7hIc3No81X/s2LFdnayrvsbqAnPsAAAAyq0w2xkb/2MyuWBtW4NihGmMmzvvBdvm\nOn1RycEpROTkZ2/srp9Wr1c/+LuZ24XM1CqsrzpBsAMAACiNVx0PnRZOzGC2Y4w6dm8rCBgN\nq2SzP/5EpyUv+eSkpaEyG9+FPbzNUlK1hb98AAAARomiuG3VHr1mwz12gsCmzBpX1SWZGCNB\nYBX5YVWWMW4FLe3ebPCdXOXU3w82s0MXVQkIdgAAAEZdv3A7Mixap9HYas++w3rVbVinqkuq\nyTIijk5/plXroW/dzPOZt/bi8sktzV1RtYOcCwAAYNSDezGGmhkruXSCGNVydnrpzdGmqcoi\nqKcjnjt3rvy32NraBgYGGj5dlyt2/PTO1I9XPFbZDJ329XffzG7talNZpUoJgh0AAIBRcitj\n/1CygH6dLxy/ohJVTGCde7V/dfYEN8/aJi2uekvNTiGihQsXLly4sPx3HTp0aMCAAXrN4opX\nOk5bddOl+fB9O9cMbupSeWVKDYIdAACAUa06NtNvZALz8Hab89M7igJlQlyih7e7jXRXwgqM\nhAodlebu6EZEs2bNCggIKOcttra2ffv21W+/tWTYtFU3m47/5szqj9zlmEVWGgQ7AAAAoxo0\nrdcnsPuJoLOa0VdBYCLnbp5u86Z979vAe8jofhJOdU+CESOigICAMWPGPNk7idM+PWpl3/Ls\n6o/cjKQ6rsp4EJPKBJv69Xye7LMsHoIdAACAYSkJqf8u2x5x476Tk0Nebr5SpeKcW1lb5ecV\nhIaEMcauX7h1YMuxSTPHjnj5GXMXK1l5qfvPpOfLbTKH9uyu/2r3lXt/bu2WHb+iYcMPrB07\n5mdeNn2F1QqCHQAAgAHht+5/Me37glyFekdixpiVIGvWvvGNy3fUF6jPiRU5X/XLv+26tW7Q\nxM+M1UpYftphIlLmxwQHG1jI4patMHlF1RqCHQAAgAErvllTkKfQnCLGOWeMbl65o7s5Meec\n0+kDwVINdgJjcqEic+wqNjNPn7P/z5z/XPo1jnVncz7b2KtTwlKmVEoplgDBDgAAQNfjpLTI\nOw90GrnO8bBaUhJqyolVUM0h2AEAAOjKzMjWb+TEZUygwg47LpKmO49c3J1NVxyAcVgzDAAA\noMvdy1XnyFft7jpGxIgJVDxC2a1vJ5PWB2AEgh0AAIAue0e7rv06ap5y0uqdK8KIGBOIiBFz\ncZVsj50gMKGCKmeOHfwnCHYAAAAGvDZnYqOWDYueGZ5bp04uIomrftlgmqoASoc5dgAAAAbU\nqu307erPzhy8EHo1LOzavci7Bg+NLUx8wSeu5OcVYKdiMDv02AEAABjGBNZzyFOvzZ047KXB\nBi/gRX+olKp7t+6bsjYAgxDsAAAAytDl6Y5Ozo76k8a41vYn+Xn5pi0KwLkBtL8AACAASURB\nVAAEOwAAgDI4ONl/8MNbTs5O2o2cuEii5qmfv6/J6zIFRkyo0A8jLJ4wAwQ7AACAsrXq3Hzp\nru9f/WiCi7uTyLmKiypenOq69uno6eNuxvIA1LB4AgAAoAz5eQU7VwddOHYlJTHVw8fdvpZD\ndESs5tVOPdu9++XrZiwPQAPBDgAAoDTZmTmfTlnwMDJWPZ8uKz2LiJq3ahwwqIsgCE1a+7do\n39S8FQJoINgBAACUZufqIE2qo6L9TSJCI3sFdhs23vBqWSkRGJMJFZm4JTDMsTMDzLEDAAAo\nzZkDwQa3J96z7oCpSwEoC4IdAABAaTLSMg22pyQ95qLhEykAzAXBDgAAoDS29rYG27nICwoU\nJi4GoHQIdgAAAKVp1amFwXYnF6eacIaYwASZUJEfgSFjmAF+6QAAAKWZ/N6LcrlMv33AyN6m\nLwagdAh2AAAApXFxd567+D0bWxvtRpH4we3HH0bGmasqAIMQ7AAAAAxITXp84diVU0HnHtyN\n8W9eX2QiLzxGjIucc84z0jJ/X/C3ucsEKAH72AEAAJTARb55xc7da/cpFSp1S70mdfNzCjiV\nXAPL6fbVu+mpGc6utcxQpakwRkKFNqTDNnZmgR47AAAA4rw4tO1YtXf7X3tUSpGKtiOODn9o\nJTPQFcI5T0/NMFGJAOWAHjsAAKjRQi+HbV6+K/LOA0FgjVo1HDN9xN71BxkxLnKRc00vHSMm\nCEwsuXEdE5irR21zVA1gGIIdAADUXEe3n/zz23VMYOqthm9fCpv/6v9UXCTiKhK1r+TEZSTj\npCxOdow6dm/r6Oxg6qIBjEOwAwCAmkilVAWtP7Rx2Q5ipDlAgnPOGBOIVFx3Qp2awASRceKc\nc/Ku6zX9kykmLRqgLAh2AABQ4+Tn5n/75s/3bz/goqjzEuecyMi0f8ZcXJz9mvna2tm26ND0\nmTH9raytqrxWcxMYkwkVmZEvYPWEOSDYAQBADaJSifk5eYe3HI8MfUAGO+UKMf1XGScnF8fP\nl35YpRUCPAkEOwAAqBFiImI3/LLl9pUwlVIll8k4Ge2YI6I2XVtcC76l08gZb9C0XpUWCfCE\nsN0JAABIX8StqM8nf3PjYqhKqSIipUqlXvJqMNp5+XlO/mC8ta010xpMZIwJgjBswmBTlQxQ\nEQh2AAAgfRuXbFUoVMR1dxg2mOwexSSsW7jp48WzvP08NY213Zw/+OGtRi0bVG2h1Y/AmIwJ\nFfjBHDuzwFAsAABInFKhDAsJ1011RRgjTpw4o8JZdZyIrp27WbeRT8eebdNS0h2cHLr27dis\nXRMbW2sTVg1QEQh2AAAgcYoCpai3+rUII+KMmKi3VGL32gNiURYMv3X/o5/fRbCD6g9DsQAA\nIHF2DrYu7s5Gzi41vjBW6/r7dx78Ou+Pyq8MoLIh2AEAgPQNeqEfGdqgjjGmbtMPfdqnxxKn\nmxdDE2KTqrLGakpgTCZU5Adz7MwCwQ4AAKRv6MuDnurfmQkkMKYOc0z9QyQQK2wsiemFvUcx\niaaqF6CCMMcOAAAkLjk+5YeZix9FJzAqymt6A7ACY5yT9jliAmOMCSqtyXn2jnamKBfgCSDY\nAQCAlCXHp3z68le52XmaFiOrY0lgpOLE1OOzRJw444wzQeSiwJiji6N/8/qmqRmgwhDsAABA\nynb9HZSnlepKw5h6flLhzsWcMSK5wBSiyBm9NneiTC6rykqrKWZonLqcN1Z6MVAmBDsAAJCy\n25fu6PTQMaN9dsQ1ayY4qbv2GCffBnX6PtuTiBLjkj3ruFdptQBPCMEOAACkKTMta/OyHUnx\nKTrtnBnZ5KTkHLuiNkqITli3eDMRMYE9PazH5PfH29rbVEnFAE8MwQ4AACRIqVB+O+On2Mh4\n/ZcYMf0AR0SigVxHpDUnj4v82K7TuTl5s759ozJrBag8CHYAAGB5FPmKk7vORIU+YILQoEW9\nXsO7W1lbaV9wZt95g6lOjRHTDLiqcSK5XKZQKMv86POHLyW8mehV17PMKwFMD8EOAAAsTFxk\n/KL3f0tNeKzeae7cvuCD/xyZufBN73pemmvCQu7p3lZ4HiwxXtw5px6VZcTqNPT28vO4dCLE\n4CfqDN5GhkXXnGAnMJIJFVkGUaGb4Elhg2IAALAknPPl8/56nJhGpF7sQESUmpD6x+ertC/L\nzy3Q3WCYERc5iVzkxUOu6v/71MDO36yf98L05/Q3JS78zJLPZbKauDwWLAJ67AAAwJLE3H0Y\nd193jJVzir4bE3s/zte/zt2Q8A2LNj8Ii5GRQIxzIrEomAkyxsXiVbGMEzHWb2RvkfOf3l/i\n7u3WtX/H4COXGWPa54mJ2r11jAmMNW7tX8XfEqCCEOwAAMCSpDxKLeWl1MS0RbN/41xzXARj\nRAIjkXP1tmp9nut5dt/5gnwFETGBedT1OLztBOecCYyLnDHWpmur1KTURw8S5DZWrh4uD6Pj\nGSuMgurAN+TFAbXdnU3wTQEqAMEOAAAsiaOLo7GXnFwc//pmLeeiztCpeoBVJhN6DO1+fMcp\nzca5nPP4B48KH4vqnev4zQu3/Vs2eOub15/q14lzfnDLsX+XbcvJzCUia1urUa8Mf3bikKr5\nZtWUIAgyoSITt4QK3QVPCMEOAAAsScOWDWq5OmU+zuJ62wwvfn9ZenqmwbtkjNna2NwMvq3u\nmVM3qoxsVBwZGvXr3OWHOjSdu/S9wWP6DRjZJ+7BI5VK5dugjpU1/t2Eag1pGgAALIncSjZx\nznhBxhjpLnXIyswp5ca8vILk+BRNqiMyvFCCitZK3Ll6d+bIuYmxSTK5zK+Rb4Om9ZDqoPpD\nsAMAAAvTrkebL9Z+0mVAp6LDXYuoz3g1jJH+0aXGThYrkpqQunDOcv2uQYBqC8EOAAAsj3c9\nr8CJg7go6rQL3ECyY0SMSKVUGHjBEO3myDtRUWHRFS/U8jEigbEK/GAbO7NAsAMAAIukKNAL\nakSMMcFAomCFW9eVfEVghelD94ai5+qeukcPE5+0VgBTQbADAACL5OXnKZMbON2AFfbQqR8T\nEXEikURGTCAmlJyYJwhCz8AA7/pemuv1Y6G9g32lFw9QRRDsAADAItk52vUc1l1n+hsj5t+6\noZWNXB3qeFGq076EFQ0Uqn+GvjTw+w1f1HZ3ZkyvS4+Yrb1Ns3aNq/zLAFQSBDsAALBUY999\nvsfQbtqzuZp3aTrjm9cCJwwiKtyRWHPsmA5NjDu67UR2Zk764wyDHzFwZB9be5sqqN1iCAKr\n8I+5a6+JsHIbAACqO1EUT+06G3zgYnJ8ipuPW5f+HZ8e2UuQCVbWVpM/njBoXP+IG/eVCpVf\nk7qN2/oT0bNTAq2s5bv+3leQV0CMG1n9yog4Y3Rq77lug7pob4Oizae+dxV+MYDKhmAHAADV\nmkqpWvz+sjtX7qpP9MpIzbx/M/LK8ZCZC9+UW8mJqE5DnzoNfbRvYQILfHlw35G9YyJi1/20\nMSYi1lhu45yUCmV+XkFxS+F/CifbOdRyqKovBlAFMBQLAADV2pm95+9cuUtUtHEw50R071rE\niR2nS7/RztGuabvGMpnMSKorbqxT39unvrd68aymmXMixvxbNHjyrwBgMuixAwCAam3/uoOa\nuVqs6E/O2LXTN/qPeVrnYi7yM0Hnz+0LTniY5O7t6uLl8sDoLnSMiDOBuXm7uvu4jX9nzI/v\n/ar/bjv+2vvapxMr7csAVDEEOwAAMLXs9GxbB1uZXFbmlWFX7qU+emzgBc6z0rJ12kRRXDpn\nxfUzN9UHwmakZvCbXMYEIlHUOz2CE2eMMc5efu9FxlhmmqFDZhmdORA85aPx6jHfmklgTFah\nZRCGNhSEKldz/6YCAICJqZSq41tOHtl4LCstSyaTNWrrP3LGs76NfYkoNys3LiJOFHmdRj7a\n09qunggx8mbMzcdVpyn44KXrZ24SkXrsVTMCKxAjVrSGgquHW7lMEOq3qD/+ndFN2jYioqT4\nFAMfwkmRr8h4nOnqWfvJvjqAiSDYAQBAFeKcXz5y5ei/x+Oj4gVBUCqU6vFUlUp1LyT8pxm/\nvPXzjLBLdw/9c1hZoCQiQS70Hf300KnPqDvJMh9nETOwXwkjHjCkq05jyKnrxBjpdc4xxhjn\n6p2JOSPOuYubc5N2jbr07di4jb/6Gkdnw4skBEFwcMIGxWAxEOwAAKAKbVm07fTOM+oFraJK\nJNJencBVStWq+WvSktI0WwOLSn7k36M5mTnjPhhLRC4eLgY3K3GoZd/x6fZEFB/1KGjNgQdh\nD61t5OkpmYZyXfEbqLio7rdLT824eOzqxaNXzuwPfufbaXIrefvubdYJm7jItTdHYYxadm5m\nY1ej97EDy4JgBwAAVeXhvdgzu86ywvFPNcYYCUScE2ecc0pLTiMirfTFieh8ULBbHbf4yEd3\nrtwz+M4DxvYjootHrvz55Wqu4sQ4EeNcP9QRUWGXn0jFoU1z4bUzNw5tPvbM+IFedT2en/bs\n5mU71BlU3fNn72Q/cfaLlfGbsGCMVXC2HKbYmQWCHQAAGBV1M+rBzaj83Hxvf59WPVqVZ7mD\ntjsX7+hkreL1rYwxYiITuah/H3HOd63Yq85hMkEQeVFmY0ScWge0HDiuX15O/rof/uWcc+Ka\n3ecYEamTmRZPP4+EmCQuGvgkxmj7yj07/9rr5OLYNqD1zP+9cWTriejwh3YOdq06N3/+9eHO\nrrX+01cGMC8EOwAAMECRr9j8v023z9zStLj5uo379CXvhv/hJIbc7DytZ0U9OEWrGJh68puR\ncyG0CYypQ5kgsJfnjO82pCsR3QoOzc3KNXaLekyWMdZ7RI+XZo/dtmLX7tX79T+Kc8rPzeec\n52blHtp8LPjIpS/+nOvu41b+7whQrWCDYgAAMCBo+V7tVEdEqXGp6+evVSqU5X8TD193zWP9\ncbnCnjYjA3Y6gU9gTGCMODm5OKpbMtOyjH1u805N3HzcPHw9ug7qMvDF/uf2X9i9ap+ByXcl\nPo6IKDM1a+PSbaVcBlDNoccOAAB0KQoUVw9doZLrUTnnjx89Dr98r3m3FuV8n7a92u78fXdu\ndq7B8VY1xpl6Sznt8dNSMtjD8NhW3VoSUSlbkIRevkdExFhibNLFI5dquTsxvfHZ4s8q8ZiH\nnL5u9LNrJMaYUKF97Bgm2ZmDBfbY8YKbwUf/Xrpo1b877mcq9F+/sm3junXrTF8XAIBkpCel\nKxVKA7uMECU/TC7nm+Rl553edsqzroes1FzAGBswrp/cuqijgRERicbHZ1OKNpxr2qFxbQ8X\nVsp7c05EolJMiks1luo0l2nk5xX8p15JgGrFwnrschPPzxj1/Kozceqnclvft5btWji5o/Y1\nG9597ceHmRMmTDBHgQAAUlDKBh829uXa+yP+fvzvHyzPepzFytFv06ZH64ETBsZFxIkq8czu\ns5eOXC3l4qz0bEWBwsraSm4lf23+5KVz/sjOyFZ/COdcJpcplSrt67nmD50eSOKc622Rx1ht\nd+eafM4EWDpL+rvLxZzxHQbsiMtuMmjSlMCnWPKNv375c9ErXfKdI34b2cDc1QEASIeTq5Nn\nfa+k6ESdji5BEBp1aFyed9jw3YbstGwq2lhEYEz/UC8NuZXczsG2UVt/InL1cb19KSwnPcfY\nooqQkzfeG/JR215tnpk4qHHbRgs2zju65UT03YdyK3mjNg23/r6TK3RvFJigWXyrlTINrdvg\nvPfwHuX5ggDVkyUFu+SQt3fEZTeesDZs7QT1fzPffWtcnyYD/nhp4GuJtzs4Wpm5PgAACRn+\n5vC/5/5FYmEyU89R6zmml6veQV5qybEpocGh6cnp7nXcfBv5xobHab/KiARGooGoxuwcbeo0\nqqN57ubtOueP2Tt+3xVy8rqqZN+bGieuVKquHAu5ciykRZfmL30wdtiUZ4goMy3r4L9HCg8M\nK/zMQgITZFYyZYGSl5gyaGDlRpe+HUdMCSzjV1PD4KxYy2JJwS5662Ui+nvpC5q/KXZevXYF\nzfLp9f3YN/ffXT3cjLUBAFR3nKclpqclPnb2cHHxcilzgLRhW/8ZS9468Of+qBuRKoXK3c/9\n6fH92vRuY/DiI+uPHFxzqPBgCSJrW2v9axjpLmBgAuMiHz5tuM72eK5etV/5fFJ+Tv7vH6+8\ne1W9DKJoSLVkt9+di2G/zFwyb/XcqLDoxR8sy83K1doVt0Rsm/rxxKtnroWcup6fV8CJNPvi\nFWZARu16tBk8tn/rruVdFwJQPVlSsFNlq4iouX2Jmr17freg66pP143d/n3ySG8c5wcAYEBS\ndGLQb7sf3IxSP63T2Hfo28/6aPWTGeTd0HvS15PVB38Zm3YWfz9+x+IdUbeiSGsGW36+gZVt\nRCQQ6zm614X9l3KzcojIzsF2+OvDA4Y9ZfBiG3ubd395M+TEtUtHr1w9HkKccaY7msuJJ8el\nXDx0eeffe/Ny8oh0VkJwxgTOeY+h3boN7tJtcJeM1Iw3n/lA/7M4p/pN/JDqQAIsaVWse3cP\nIvr6cpJO+8xdK1yE/NcGflxQ9iaXAAA1TmZq5t8frnxw64GmJT4ibvWcPx/Hp5bndsaYsVR3\ncd/FxW8sjroVVTj8ydTHSTDGORHTGeZkjDm5Oubn5ufn5DHGGGO5WXnbft2+c9mu9OR0Y5/e\nvk+7oZOfUR8uYWyS3o3zt1MepXJDA731W9Sb/tXUKR8XLqezsbMx1lVpY2eglxHA4lhSsKs7\n+HNHmfD7oOFrjl5+nF888cLe69kj3/dPubmo8yuLUpXG90oCAKiRLuw6l5eVSyV2ieMFuQVn\nt51+krfNSsvasWSHqJen1Id6yQQmk8lIvZkZY0Qkt5a37tk2OOhCUUDjnHNFgeLYphPzX/x6\n1++7NSO5OjzqutvYWRvbx5iICvILjL008tVhnft10Dy1sbNp3MbfYLRr1QXddSAFlhTsrJ37\nHF4wKj/j4qT+nd3snZ5dEaZ5qcOsPb9M7nhj1UxfnyYbk4yeMAMAUAPFhj00dB47iw17+CRv\nG3YxTFmgNNiLxoiIWMvuLfuN6+vf1r9Bi3o9n+sxd82c+zfuU9G+JNo3iirx6Mbju5bvMfhB\ncit5/7H9Sjl4rH5zP2MvObvpnvQ6/p3RMrm8+BfCGBH1Ghrg37KB0Q+o2QRWeOzHf/8xd+k1\nkiXNsSOipz7aHNphzfeLV567FZGWoTWHg1m/+/fFhh3nfb9o6dlkbCwJAFBMvV1b4eOiB4x4\naXv2loN6NxOjGG/VrWWXIV2021LiU0s5U+LkttPPTB5scJ+8oZOHcJEfWH9IVbJXjxHz8fce\nPH7gqd1n05LTtb8RY8zTz8NXbx5h4zb+X66au2HR1ttXwlRKlauny7CXB/cb1ae07wJgOSws\n2BFR80ET/x400dArwrNvf/3s218mxty/f/++qcsCAKiWctKzMxLS1MOjpF7foJ6vRsyncRmL\nJ0rn7OFcyqt2TvZ1m9TlnGvPabNztC3ILzB2vJioUj16kOBR1z38WkRaUrpnXY8m7RvLrGRE\nxAQ2/NXA3iN7ntpx+sTOM1lFp8R26td+zDujbOysp86b9OuHv+fn5guMcUZc5Lb2Nq9+Nsng\njDq/xnU//PVdlUosyCuwc7Ct8G8AoBqyvGBXFsHTr7GnX7n2zwQAkLydP2/VWZrAGDFiTC7r\nPqrnk7xzsy7N7BztcrIMz37JzcxZOG1hnUZ1np/1vF/RUGmrgFZnd5/TO+2h2O3g0GMfnsjN\nLHxPd1/3CXPGNWrjr37q7FZr2NTAwMlDEmISs9KyvOp51nItHGlt3rHpgn8/37/+UNSdB4wJ\n/q0aDHlpoJOLYyn1y2QCUh1IjyXNsdNICjv/9/JL2i0Hxjz32ntfbNh7Rm+/cQCAmutxfGrE\nlXCDLz377kh3Pw+dRkWBIi87r5xvbutg++LcF62Mnb7FiYji7sct/2B5atHy2yGTBrl4OBvL\ndYzRvtUH8rMK18wSYylxKb99uDytZDAVZIJPA+8m7RtrUp2ai7vzi++OnrPs/Y9+mzXmzZGl\npzooP8aYIFTkpxyHyUHls7Bgp8wJnzmkuWfzgPd/vKDdnnrz9MqF88cP61mnw3OnHuWYqzwA\ngGol+aHu/lAatiWnst0PifjtrSVfPzf/m9Ff/Tz5x5DDV8ozA6951+Zz1s1p1Na/5Dx5XjyR\njlNBbsHJLSfVz5xcnT5YObuOkf3zeNEGKUx9UoX69ryCs7vP6VyZ+Tjz2qkb54KC79+KesKZ\nggASY0lDsaqCh0ObdTj4MMuzw8Bpr3bTfumZ7buWbtuxffPfh0N2Dm4zIuzhfj8bmbH3AQCo\nIaxsrIkR4+qd5Rhx0pypdfDPfWHBd3qM7lXbx/XmyRubv9tIRec6pCembftpa3JsyoBJA7PT\nsx/dj2eM2TrZhhwJSXyQaOto26hdo06DOwsygYicXJ2m/TQtPSk98mbUvpX70hIf6wQtxlhM\nWIzmqb2T3YsfvPDzG4t0tqXjRPonjql7fG6euxU4ZYim8dC/R/f8GVRQtAeyf+uGE+eO9/Lz\nNPgbSEtOt7axsnfC9vVQU1hSsLvx/XMHH2a1em355eWv25Ts33Vp3n3Gx91nzJm/ZHybtzce\nHvPLrfMftTVTmQAA1QLnPOTgZaFwo+DCpROMmMg5EaXGpaTEplw7enXUhy8ELd9LWqd1qVfR\nnt50Mi8r5+K+i5rt5TgnYpyI3ThxPXjP+Ve+m2pfy0H9kpWNlSAzOndOVJRYLuHXzG/0zFHb\nl+5UFhRuYsAYc3C21yyJIE5c6/Cxh+GxyXEp7nXciOj0rrPbftupPcYXeSvq19nLPl/zsZVN\n8Ynhoige23Zy919BWenZRORd32vs28+3CWhVwV8lgOWwpKHYZcvCZFZuQb9OtTE2ai/YvbH6\nsKuVcPvXv0xaGQBA9XP75I3bJ2/otzMisSjFiSpx58/bs1IzdQY0OZFKVAXvCeYq7Q1EiKgw\ncMXfj9/3R5C6/fLBy99N/H7dV+sfJ6Rpv4/6OAqR84cRsVt+3qrQOmesx7PdP/rrg2GvBnYd\n0mXwxIHvL58pyAWtG0uUw0X+4/SfMx9nEtHBDUd0TpzlnKfEp145HqJd/4ZftmxYuDk7o3Bm\nTkJ04uIPll04VGJyNpSTIDCZIFTgR8BGduZgScFuZ0qug8+0eqWOscpsGrxbxyk3ebvJqgIA\nqJ5CT98ytC8xEWOanjUu8vyc0jZ15yU74bTf7vqJ6yqlKjwkYtOPm/Ny8kveRZyKJ8wRo+Cg\n4M0/bSGi7PTsLb9smzfqi29f/u7s7nPuPm4Dxvev26QuK9prz+D2etkZOYf+OVKQV5AUm2xw\nUl1sRJzmceLDpOPbT1LJPkgi2rRkm8FjxwCkxJKGYnNFLrdpUOZlfjYyUVmuAxABACQsMzXT\n4OAo05sDJwiMi+WNPJr3VBYoczJzTm87XZy0tLr0ilMdEePEiUKOhfQe0+uvz1alJaap29OS\n0vevOnDnYtgbP03Lzijc7phr3Uha9V88eCnzcSYrfDNdMnnx/+a/GxKuH+A452nJ6YmxScZm\n4wFIgyX12HVwtMpPP1nmZUGpeVYOmEgBAJZKVInhwXeCt5y6vPt8QkR8hd/HsbajwazG9Xrx\n/Ns30rmy1JBXeL9MJrNztIuPNFChgfPLiDjnB1cfTEtMK35/zoko8mbUhh82KRWGDw1iRe+W\nlZ514eAlRlww9P6N2vprHqenZhgrXXs4GECSLKnH7p0O7s8fW7c2ZtnLfkZ3J0q7u2RLco5X\nlzdNWRgAQGVJiU7a+8vW1JjkwueMmvdqM3D6MPUBDP9Ji56t710I028XtU9+YMzRxWHMnBf2\nLN1948R1TbNf07qx92JFQ2dEqDvMGLHm3ZrLreTWNtaMaZ0Txg2kLo3Y8DjtGXK8aJD0yuEr\njBhXr5owdCMjEnlx/6Pmkfqjm7Zv0uqpFuqX4qMe7V19wOCnW1nLPevqbt0HZWJkeEi/PDeC\n6VlSsOu/4iNq8s5bT0/ueOWfVs7W+hfkJV1+8ek5RDTjz0CTVwcA8KRUCtXO7zdmJmntx8vp\nzskb9rXse08a+F/frVWfNvev3Lt5/DqRehUp55zk1nJlXoHmubWd9cjZY+yc7MfMGdv9+Z4x\nt6MVBYo6jer4d2i0b8XeczvOUonURkSFYaqWR63AacOIyL9tw4QHCeWphzGWl5NfPG6rN1eO\nETFiopHuQk46p8QSJxIEWZ9RvYZPDdSsk928dHtBboFmSzxtfZ7rZW1r4N8OACmxpGDn3Pjt\nPXO3Dvt2a3ufRpM/+OydCUP8G9R1sBK4Mic64t7+db98/r+1CQWqjjP+ndfGzdzFAgD8Z1FX\nwzMS0/Tbbxy+0uOlftrTyMqDMfbse8+36Nn65rFraQmPnb1cWvZs06hzkwu7zz8MjVYWKL0b\n1+k2IsCh6IQG3ya+vk18NbcPeTXQztHu5MYTmkFSTsQ5MSIXL9dJX0528XTJy8pt2Lbh1SNX\nixdPGD8vjHOeV3T+GNdNi8UXlfKFtN+aMWrTvdWkjydo71EnqsSb50PVu/XpZLsGzeuNnvGc\n8TcHi6HIvjb/282vfza/9MWUunjB37+vtO/0wtiu7lVWWrVgScGOiIZ+c+yA14yxs1es/HLa\nyi+JCVbu3q4ZjxLzRU5ETGb3wherN3w+xtxlAgBURGpcisF2RZ4iKyXD2at2Bd6zSddmTbo2\n027pMbpXeW4UZELfl/o/NTxg6Vu/pielFy2JYESUlvB48fRfGrRpEBMeW5CdR0Rygal3NhEE\nGTGuUqoMxjvGBM7FUqbwceO5UKfnkHO6cebWpkVbJ3/6sqYxP69ApVIVXUFcvdSCEXFq0r6J\n3NjpZ2BRwte9tWDB6cAP5/2nYHfqq4GvfH6ywxcBkg92lrR4goiI2KB3l8XHhfzyyVsDujZ3\nsZclxSVw21oNWvd49b2vzkYkbvx8jMV9JQAANWtbK2MvWZlpDPFhQV2pCAAAIABJREFUWExa\nonp3OqbdBcY5j7weqdDa5UQg5uHjNn/HF6NnjWakOxSqmRLHGCu1U87QGGpRZ6G+i4cu371y\n72FEnFKhIiI7B1snF8fi7YvV8wE5EZGnL2bXVZAgMFmFfqpiH7t7p9YHzjz/X+9Kvb5k4PxT\nlV5M9WSR//PF1qPNu1//+u7XRESiQiX89znFAADVkF/rhvpDmYwxVz93e2cHs5SUFFN42qyR\nNQ3qlKaOTzz1Ueqd86GdBnWq7V17/5/7Y8JiVEoVL3kvK/qCpfXNlRxy5Zx0lnEUL9Xg/OeZ\nv3JONnbWQycPGfhiv17P9ghaU2LxBGPMxt6mc78O5f7SUB3NGj3k4OXLt6OSy760JFVe5Kin\nPyAXW0otbctGybD47i2kOgCQDNe67u0GdyEqXoXIGGOMPT1lsLlKsjLeiaimE/jiIuKIyL+t\n/4xFM1r3aq1OYLzE9UUbERvum9N9V0dnx9HvjGzVzfgmVpyIqCBPsW3Zrm3Ldo2YGtilf0ft\n1x1q2c9Y8KqTi9HtFMAiCA5ubZ7qP3bs2K5O/633+rexfU/nuK3aYbb/EpmYRfbYEVeEnDp2\nKzwiIiIiKibV1a9BI3//Rk1a9+3V3gqrqwHAkj39yiDPhl7BW09nJKbJZDKfZnV7Txrg6e9j\nrnr82zXSOcKrdIJQ2F+QnZ59/YSBA814UY8cMzKjjhHTXgCbmZ61dcmO4a8ODb0YqlIZWDJb\nmB05J6Ijm44PHt9/+ldT+47sffNCaHZGdp2GPt2HdNVeYAEW6qfV69UP/m7mdiGzvMcQ3F37\n8ju7Hrzyb/ggj8+qrLTqxfKC3bl/vn5zzndXY7L1X3L06zj3+98+HveU6asCAKgUjLFW/dq3\n6tdekVcgs5ILMjOPq7j7ugeM6H52xxljF+gErXot6qkfJD1MFkWj2+CpMSrum9NMhtPZ1kR9\nPNmev4L6PNfr6JYTOilTLJk4RVGMDH3QtnvrZh2bNOvYpKwvBxKXE7+n96sbGoz87c+xjVLv\nmLsaU7GwYLfrk4EjvjlMRP7dn58Q+JSfn5+vj0vGo9iY6OgL+//ZfPrKJ+O7Hb+9++BXw8xd\nKQDAEynPaol7F8LCztzKSE538XZt3bddvdYNqqKSwGlDvRp6718RlJedZ+j14mhVv1X9Zk81\nVxYoBblgdMc4Tadb0Y4kxbsVa8W7kh/AuZJ7+LqPm/3C7pVBWWlZhe9kqCNRVBlIk/Ak1IfO\nVezGSi+m/Lgqc3rPCemOvYI3vG7GMkzPkoJdSsg3I745bF2rw6rdm8b1bqz78ifz75/ZOHbY\npENfD/9udPKcdtjKDgAkS1SJu3/eGnb2NhExxh7ejr55NKTj0K4DXn2m0j+LMdZ5cOdOgzod\nW3f01NaTijwFEcnkshbdW8SEPXz8KFV9TZdnuvg09v3plR9TYlMEmeDX0s/eyT43K1c3fRWf\nGkGMtGIcI4+6HgnRRvc6zkzLGjY1sOfw7qmPUrMzcr59/Sf9hbKMMb8mdSvri4NF2/t+n3VR\neYtCttb/T9vdWT5LCnY7XltERF+ePjyujavBC/x7jD14Js611Xu/vLZzzoVXTFsdAIDpXDt0\nRZ3qSOsEhyt7LzRs36hR56bleYf0pPRz204nRD6ysrHya1m/24iA0vsIGWP9Xu7fY3TPhKgE\nUanyauht52jHOX/8KDU7LdujnuexDce2/7KNCYxzrlKqHtx4UHRjYQBTj6Ja21nlaW2SorWY\ngpeS6ojIxcNF/SZuPm5uPm49hnU7teus9vsQp64DO7l5G/4HAkxP/Tfz3Llz5b/F1tY2MDBQ\nJnvSKJZy7ZsRi0N6zDvxtpHAIGGWFOx+vZNm5zb8o1L/n1S75awxHp/uDP2VCMEOACTrzumb\nBg77Igo9dbM8we7O+dBt/9ukLFCqR8vCL9+7FHRh0ndTXX3K+FfQxs5GM4tOpVSd330+IiQi\nNzPHxcPl2vFrxIiLRSOrnDPGnN1rObnWir0Xyzl3dnPOzcvNzsgx+M5iKdufMJJbW7Xt0Vq7\n8cWZo+VW8hPbT6tn8jHGeg4PeOHtUWV+dzCZmMePiGjhwoULFy4s/12HDh0aMGDAE350Ssg+\nkfPT83uz+SXar37RkX1B3t32xp+T7NGjlhTsbmUrnHyGlnnZUFfbLXdvmqAeAABzyUhONzgQ\nmZmSUea9+dl5OxduUylVRMXdfZmpGXuX7Hx5wZRyFpCVlvXH7BWJ0YnqPYWjeBQRMV4im3HO\nM5MzZvwyw8nVKSMl68fXflTkFhjdwM74ultBLhv/4Yu13GoR0eP/s3ef4XFVRwOAZ+5W9d6L\nJVm23HvvxsZgwIDpwZQPAkkIJRBqEloIJKEESCChhl5CCR0cF7CNey+427Jl9d5W2nrvme/H\nXUmrLZa01mpV5n32Ae257ayw0eiUmcr6L1//5uju41azNT03/ecPX6PR6YnEoLxMHqsLEESQ\n/FotlxmbDAB33XXX9OnTO3mJ0WicP3++H89yEzV48fXXD3ZtsTf8+OEXJ+PGLblgbGz04P48\nX9+XAjuZSNJEdnhapEYiknugP4wxFizhMRGNlfUeoR2Fx0R0eG3+7uM2z20QBCf3nTQ3NHcy\nE/Ly176rLKxUL2wL51r2rLr2y1RnikmKObT1oM1sAwAJ0DNnyWmSqUgS3vfq3SnZKQBQeLTo\n6Vuft1sc6hOP7Dp6eOeRS2658NxlZ3emz6yHqZsnpk+ffvnlAS/1SUrjqaJalAyDMlMAIGnW\n79+a1e6E2sNXf/jFycyL//jWI/08VXWfT1DMGGMDUN6MEZ47Qolg6PThHV7bVGvyfoDIVOfj\nUHtCEfvW7fN+D0DhTFHifL396Dt1FXVVxS0FA7wM/xC4FKJtpb6Ze9lcNaoDgA+f+8RudbTG\nkeps7xevflNT3tmsZqy/ai57NTs7e+hIzonBgR1jjPVB4xdPzh4/GFpKVKgh0cj5Y/Omj+jw\n2vBYH6N6iOHRHQ/4AYClySLbvU+MeI69mWpMX730tTHM4PokCSVseQn31HatJ0nzLpt74S+c\nP6qbG5pP7C9w22NLREIRB7Yd6ky3GRsI+tJULACYiv567rlvn/6cisKOl5gwxlifptFqLn/o\nmgNr9x7eeKChqiEmNXbU/HFDpuR15tqc8bmGUIPdYm8XJCFkjc4Ki+7UPGxIeIhWr/Ua23nZ\n0AFweMvhWUtnrnp3dfszAQEFCZRQ3XKBGgQBU86ZlDd5mFanGTQsMyYppvX8ZpPZVwEMs48N\nGaxbSP7msfNvZV6HbjhS47kUNDz9HqJ7TnNV7LAPiD4IRH96mz4W2Nmb961Y4X38nzHGBhaE\nkfPHjpw/tqvXGcOMF955yWdPf6w4FHUZFBGFx0RccNtFnbyDpJFGzRq154c97bqDCB6lIFSK\noiRkJE4+Z9L2FTtaS0cgoCHMcP4vzl/76bqKUxUAEB4Vdu715868cLrXxLbR8VEarca556O9\n+FROXMqYU18K7Hbv3h3sLjDGWG8hO+SaomqHzR6fkWAMD+nStcNnjLj15d9s+mxDeX6ZzqDL\nHDlo+tKZ+hBDx1e2OO8X5xcfKa4uqXYGYQSIOGru6N3toz2VVq8Niwy98t4rckbnrP1kbVVR\ntTHcOGxy3nk3nVd8tChrWGZkdERMcszsi2dmDsv09US9UT9l4cTN/9vm2oiI4dFho6eP7HzP\nGevf+lJgN27cuGB3gTHGeoV9q3eve2eVxWQBAJRw/DmT5ly7UB/ScRWyVtFJMefdssSz3VRr\nOvXTSVNtU1xaXM74wVqd9x8TEbERv3nlzs1fbjq265ilyZI0KGnWJbPCosP3bzwg22W3OdOx\n88ZqtBoAmLJ48pTFk4UQkiQpsvLWH9/Zv3E/qLtp99HOVTvPvmbh4hvO9dXnK++8rLq89tie\n460t4dFhv3r8JkkjlRWUxybFGLoSmzLWL/WlwI6x4GrIL2wsKHY0WwxREbHDB4ck8uwPC449\nK3aufPmb1vlKErRr+fb6yvrLHrz6DO+89cvNq99eqRYNA4CYlNild1+aOWKQ15O1eu3sy+fM\nvnyOa+MV917x0VMfyXZZLUEBBGm5qUt+2W6voiRJALD+8w1qVAet2fSIVr67aujEoYPH5Hh9\nYmh4yD0v3LF73d6je45bzdb0wWmjpo346s3vdty2SwiBiKOmjbjqN5clZSSe0XeBtSdJqNH4\ntcbOr5V57AxxYMdYx0gRp1b82FhQAgCA2FRcXnPweNKk0UmTRwe7a2zAIaKN/1kDCG6jYid2\nHis9Wpw61P/MqwfW71/+yreuy9vqK+ref/id21+7KzwmvJM3GTt3zKDhmRu/3FRRUG4MM+aO\nzx131rjq4urqkurEQYnGUGPrmbu+39W63s750VrafQV2AICIE+aNmzBvHABYmiyPXv/n1lwn\nRLR/88E/H3jmkbd/F5sY4+sOjPVvHNgx1rHqfYedUR2Ac88fQcX2feHpyWEpCUHsGBuAGqsa\nmuubvR4qO1pyJoHdli82uUdagmxm2+5VO2dfMbfz94lOjD7/Zme9ps1fb3n8qifUKWONRjP7\nstnnXL9Iq9cCQF1lvecuVwSsr6rv5IPWfP6jWwY7AmpubF7+3qplv72i8x1mrD/hPHaMdazu\nWIHHLj0CgPpjBUHoDRvgfFdpaK3T6qq5rqmuvNZXohBXFQXlXiOtyoLKLnbR6cf/rv/s759Z\nm5xVLoRQ1n609uNnPlbfRsZEeM2GERnbcYUh1bE9+V7ugHB099HqshqhCL96zVjfxiN2jHXM\nYWr2+mPR0czZs1hPi0yICokIsTRZPCO85NxU17fHth1Z/fry+vI6ANCHGGZeOWfKRdMljcbX\nnbV6rd1id2skIHWArasUWVn17irXIUD137t/2LNg2YKkQUlj5o4pPVnm+bgxc8Z08hEOh+xZ\neRYJSk6U3XfpQxqtdtb50y795YXh0Z2dR2asH+ARO8Y6pgv1nktCG2L02s5Y4KCE0y+fA9RS\ndKJF5qis9OFtuUIOrN336eMfNFQ4pzXtVvuat1b971/fnObO2T5WtmWNzvKjn1XFVdYmq9eR\nwsJDhQAw/8p52SOzAdqqZwDA9POnDZ8yrJOPyMhN9bx/a6VaRZbXfbnhL79+1m5z+NF/1gYB\n/QK8dyIYOLBjrGNRg73n1vLVzlhATVoy7awbztEZdc73CCPmjL74/itaf44S0Q9vrwTXBXNE\nALB39e6aoipft513zQK9Ue/2wzh1SOqouZ0dQnMlFJ+Tv0IQAOgN+tv+/uvL77o0b8KQpEFJ\no6aPvOmJG6+4uwvV4uctnaPTa71svXSJ9soKyn/8amPXus5YX8ZTsYx1LGH8CFNRmbmiGlAt\nmIQAFDdqSERGSrC7xgaoSRdOG71gXPmJMtnmiM9MjEqMdj1aX17XVGPychlR0cHCuAzvO34S\nMhJufv5X/3vluxN78olIo9NMOm/K/GsWqCnouioxI0Fv1NltsmeNsfQhaeoXkiTNWDJjxpIZ\nftwfAJIyEm9/6pa3//q+6xYK94V1iEd2H1t4+Tz/HsFYn8OBHWMdk3TawUsX1R442nCy2NFs\nNkRFxo7MjRyUFux+sQHNEGYcNDrb6yGvdbdaDnkp8NoqITPx2if+z2F3NNc1RSZEqQnn/KPV\na+deMW/VO+2W2QHAsKnD0oZ029+dEZOH/emDh4/uPlZZUvXlv78xeewXRgCHnadi2QDCgR3r\nXYjIa5nIoEMJ40bnxY3uVJF1xoIrOilGa9DJdi+jZYlZyR1ertPropO6IQ/c2dcuRMQfPvxB\ntssAgIgTz55w0a2drUjbSXqDbtS0EQCwd9P+/VsOuq26I6L0nFQfl7JOkRD9SzUs9cr/mfd7\nHNixXsHe0FizZ7+lopqE0EdFxIzMC8/0Px0XYwOcVq+ddP7ULZ9taN+MqUPS0kf03MJQRDz7\n2oUzLpxecqzEbrWn5abFJAcwb/DZV8zfv+Wg6wAhSqjVaeddPDtwD2Wst+HAjgWfpbK69IcN\nzgXVALa6xvIN22JGNsSN5cLe7HSqjhQV7TjaXNsYFhuZMTkv4Qxy8/Y/c69doDjknd9uE8K5\n6ix7XM4Fdy7t+RHxsKiwoZOG9sCDRk0d8X8PLPvPPz61NDsz58XER9/4h2vjU7n6HxtAOLBj\nAABys9lcWiabzYrDIRwOcji0oaHhgzKNCfE98PTqnXuJXFc8EwDWHTwaOThLFx7WAx1gfQ/B\nrg++P+msHw+VBCc37s+ZM2b8lfM5w4JK0kgLb148ccnUksNFDqsjKSf5TIpSdEZFQcWeNXvq\nKuqiE6PHzBmTmhuECdDZS2aMmz3m8M4jtZX1iekJIycP0xv1Pd8NxoKIAzsGjfkn6w8eIuES\nWiHY6uqbS0ojsrNix4wK6NMVq9VW1+DRTEBgLq+MyvW+NpwNcEU7j5xsqx/vbDzx476Eoenp\nE4YErVu9T0xybExybA886Pv3v1/9zurW0cG1/1k794q5i29a3AOPdhMRHT55wcSef24/hv6u\nseudC6b7Pc5jN9BZq2vq9h9oF9UBAKl/k6WmglPmUvfU8N1LOHzu0RMO3svGvCvcdsRbLSks\n2n4kCL0Z8I7uPLryrZXCZdydgNZ+tPan9T8FsVeMDUw8YtffkCybS0vlpibUaPQxMcbERGtl\npa22Rjgc2rCw0NQ0jbFdsYSmwqKW3GxuNwJAQAlr9+zVR0VqwwIyJUpE5opKlJCA2hLGt9BH\nRATioawfsNSbvBZ5s9R5S94WVERUsONYZX4pESXkpORMzkO/Bj96s50rdiK0y2mi/nK4c+XO\n0bNHB69fjA1EHNj1EUSK1UpE2pAQ8BipUGy25sJTjsZGudks7G2lHpuLiiStVsiyWhDGWlnZ\nfOqUISHREBOjj46WDAZTfr6lvBy9Ff1prVdEQtTt+yl65AjZbNaEhOgiIrAltZWw2+31DUJR\n9JGR2rDQrn4m2WItXbve3tDykxhbqj4SAKAu1BiaktjVe7IBwhgR2uj5+wiBIbLLfw4Dqrmu\nacWz/63ML21tiR+UeM7dl0XERwWxV92utrzWo2QrEFCtS95gxljP4MCuDzCXljSdyFfnJSWN\nJiQ1zdHYYDeZSAjUaPSRUba6OiB1xMs9QlOjOgBQgzdShLWi3FJaqk61CodMiu+6Py2sNbXl\nPzrzJmjDwmJGjzLGxVZt22kua5ulDU1NiRs3RtJ3YZ1y1Y7dbVFdKwQA0IWFJs+ehr6rlbMB\nLnVcbsWhQo9mShuXG4Te+PbDS19Xnih1bakurFz9jy+XPnZdsLoUCKHe4mkEDI3oXXE28w+i\nnxnpeIldUHBg10uRotjr6xWb1V5fb60oh5adfkJRmgsLW0MxkhVbbUe/ExO07RNUa21LSIJI\nURBBkiRFeElSjz6WX8rN5upt2zV6vb2pXYZ3c2mZYrEmz53VqY8HoNjszaXlXg9F5+XGjRuF\nZ5DyPihsdY01h/Jt9SZ9eGjU4IzwtKRg96g/y545suynk+X7T6oLCdTVBKljcgZNGxHsrrVp\nrKgr2V/g3kpQcbykprAyLrP/DEgPnzb88NbDbo1ENHza8KD0h7GBjAO7wBMCPvgA3nwTdu8G\ni4UyMpSzF9qvvVaJjlZAkTQ6yWhAQI3RqAuPICGEoljKy2w11eqGBrI7nGEZojrT4W3iVNXh\n0FvbiUSkDvKhJKFGkNuwHZ7mNy0iQQ6LxfOAra7OVlNriOvUFjzZYvGysA8AAHThYX0uqqvc\nfahk/U5SnIvHK3YejBuVO2jh9MD9xioURbE5dKHGjk/tj1CSZt5yYeG2w4XbD5trG0NjIzOn\nDMucPKxX5TppKK87zaH+FNhNPnfy3rV7T+w9oSYHVv+ZmZc54yI/i8AyxvzGgV2Amc2wdCms\nXAmhofKokcJo0Bw/of3XS5p332v46xOOiRNaznOOqpGiuEU7qJHaIjl1vE2DJAgEtV3mjB48\nFrn4IGQh2rbBkiRJhESKMz8wIna8R93HcXt9fScDO43B56StxmjozB16D3NFdfHa7W7flJr9\nx0MT4xLGdn8JMlNJ1clVW01FFUSkCzWmzxqbOmVknwuFuwFC5tRhmVOHneFtZLujvqjaajJH\npcZFJEZ3S9dU+lCff5JPc6gv0mg1Nz9586avNu1ataumtCY2JXbs3LGzL5ut0fJqCsZ6Ggd2\nAUSyrCxbpl250rr0Iss9d1J4uNquX7Mu7OHHou59oPaDd5XkRBIEigAiUofQEECS2kZ6NBqQ\nFbeIDSWglghQHcVDlHzFdW23RQT3qE49AQBQo9MBAimCiDos2IqA3kPITg9QaUNCDLExtrp6\nt3E7SaMNSepjIxk1B08AgPt/I8Dag/ndHtg1FJTtf285kVCf5rDYTq7c2lxWM3TpvO590ABx\ncsuhHf9Za200q2/TxuRMvW5hWGz3bMdOyE42RoTYmizt/4yjLkSXPCStWx7Re0gaadbSWbOW\ndnYxBmMsQAbeb/k9hYQwff259ssv7XNmmx/5Q2tUB0TmqVPrHn0YzeaQN98SVhlkhUiQLEAR\nIAQpgmQZ5LZ1b96SIyC4NhKoA3jQ/kyhCMXmUF+y1SEcMhC0The6EYoiZMUZXsok7IqwK76m\nfV3aiQSR4owzDLGnKwRpr29sOHay/tBxc3kVACROHi85t0e0dBsxfuKY0wzm9U72xibPIUwC\n8rI15IydXLWVBIHLtx8AKn863lRa1e3P6vcKdx3b8Np3VlPbuoKSfSdWP/OJIntZdeoHSauZ\n/X/ntMvSighIM687W2vQdcsjGOsBkoSSxq9Xv8vs0yfwiF2gWCvKNat/ACLr9ctax7GELMsm\nKwDZJ0yQB+cYNm2Bu4gEALnnByYSqABoNAAgBAmLAzSSRucyktfyb+eKFiB0ztS23EERbrl/\nhSyEwwaec3bOSd2WGyOgTiJFkBAgBHjdmkoEauDoEC3XKlqjXmMM8frdICEqt+5uOF7QOj4X\nkhifPHtK5vmL6g4cslTVkKzoY6JiRwwzxLbNhZEiUPKy3E+x2a3VdcLhMMRG6yPDwZumorKq\nvYdtNfWaUGN4WnLixJGBixe1RoPnWCkCarp7AZxsszeVVXs9VF9QFp6a0L2P6/d++nqre/Y1\ngMbyulPbjuTM6J5NGIOnDw9PiNz20bqK46VElJiTMuWKuSnDMrrl5gOHEOLA5oPF+SV6g37w\nmJys4YOC3SPGei8O7ALF3livr6gAAGVwTksbyU1tYwNyVpZxzRqQZdBovE+hKgLVOVn1B4+i\nyLKMKJG6rRUIZNG2+k6DCAJ1GkRU40LFa0UHxPa7ZJ2P8nKiJAmFQAHEdmOB6vgcSpJQhOJo\nN7AhW+2l6zamL5rvOY1bvfOnhmMnXVssldWlazYNOn9BwqTxnk9vyD9Vs/eQrcEkSVJIckLi\n5DHGloCvZt/hyu0/Cdn56aIGZ6bMmuS2LK/oh811h08gSkDksFit1XUNx07mXHKOPsLPNMvN\nZVXWmgaNQReWmqgLcw9eowZn1BzMd2skoKicbv75fdoqHT4PMa9IiLrCSq9j0jWnKrorsAOA\npNy0JX+4GggIOljhwLyqLKp8/ZG3io+XtLZMWjDh2geu1vGoJ2PecGAXKKQooNMDANod6o8O\nYZfbRVB2O2k03sfD3G7lUIQ6f0pEoEDbEBuRmrtOQiAkRHAomhA9kO+NswAg2s/A+zoTQZJQ\nCCE7FCErIKGEQAQkCAAQ0W2hnspWV99cUhae3q74NylK/bETXk6urTdXVIcmu48zVWzbW7vf\nWRhKKEpzSUVB2erMc+aEpiTW7DtSvnm3a1zakF/oaLZkX7RQfetotpxasV6d6iUSAIACAMFh\ntpZv3p25qMsLgGwNpsKVm5pKK9W3kqRJmjIqeeoY13OiczOjhwyqP3bKdZljSGxU8uRuLrOr\nCwvRhRhki83zP1poQneu+h8Y0NeyVAzE3loMzG37O6GIl373WmVRu5UGO77fFRoRetVvLw9W\nrxjrzXiNXaBoQ0LlwdkAoN2+Q21pt7hNlvX7DyiZgzrYbYAo7LJssZMivCQfVoiEICJShJAV\nkhUAIoeiCw/ThYcDCdkmOyx2u9nusDpany6EaFe8y8cuCAAgBAAQ6nojQUIhcm6c9blQDwBs\nNe4pHhymZvKxaMle3+De0thUe+CoW0dIUPnm3URUvfsAgPsPY3N5VbMaeBGdWr5OjeraLm6J\ncxsLSnwlWPGFFCX/i++byipbW4QQZVv2Vu4+5HZmzgVzBy2aGZacoDUaQhNjU6aPzVt2QbdP\n/iJiypSRbp8BAY1R4bFDM7v3Wf0eShiXlex1CC0+J7nn+8O8OrLraIXHwCoCbvp2i91q93UV\n616IKEn+vHiIOig4sAsUY1Kyfc5sCgsLefk1VMMXlz/i4e++J9XVWRadDQC+cocIWVjK6221\nTSTIM10wCQUISJAQzniLiISi2JqtpuKqppJKh1URigBBQASKcFgdil0GACErDoudWsbbiHz+\nxZOtsmyT1f+jkiChCCELUohE1+Ij1Pj8Y+ZZW6K5tMJb+EW2+gZbdZ1stXm9j7W6FgCay6rM\nlTW+nkWK0tX5yoYTxbZ6U/s4kgCxcucBz5PjRg7Ou2rxmFuuHLbsgpRpY6XAJHrImD0uZfII\n1/9dhiZGj7j6HEnLo+9dNuai6eC2kxshOj0+c9LQYHWJuSk/VeHZSECyQ64p43pljHnBPwwC\nRRsaFj5pivmO28L+8mTksustt91inzpFyKg9eSL0009DVq5y5OWZL1kK4MxE5x7NEMhmZxAj\nFAECJX1boEAEQiGSndsj1bquqJHa7ZcEQERCBOEcZxMOBSRJXRhnNwtJnVtF1Bi0kkfsRYpw\nDsuJltQazkcTECAASN5nloxx7htjdRHhutBQh9niOe8VkuQ+D3u6ZWTKafYqIgBYPQYLXWn0\neknftUU5lmpvNyRyNFtkq00bjHx7KEmDF89ImTSisbBMttgP+y/1AAAgAElEQVRDE2NictMH\nYhK77pA2OnvubRdue/8Hc61z//KgSXmTr57v+deBBYve6HPY2xDSx7bPM9YzOLALIENsvP6x\nx806fchTT4c/8KDrIdu0qQ2/e4B0OgAAVEMwaJ3oVGRFabaLlulOBBAkUGDbz28SQnbPRUcy\neUZaavpiZ6FYAMVmBwAgICGUlghKsSu6UJ1G3/aHgRRhtziI2uZenXdDZzDXsv/CfR+GpNOF\npqV4fiviJ48pW7eFWqtnIABB9LBczz2t+ijvKcQkjSYkIVYXapTNNvISIMaBt/G/NgQxw7J9\nHvXhNGONUlBjqdCEaF5U1y0yxuemjclpKK2xNVmiUmJDor1vsmbBMnT8EJRQ/X2yFUoYlxwb\nm9ypXOiMDTQc2AUWarWhf3zMevXV8ptvavbvB7tdSUqyTpsmjxoJ4AywgAAlFEhys03dYOFl\nopOAlLYJWcXhc4mb1160DpU551UV9yc4zA6H2aHRa1GDJIRwCABwi+qgJbUKqNXIWiZzJQlA\n4wzv4saM9LKogkix2VGjU6xWAEAErdEYP2FkdN5gz76GpyXrwkMdTe7De1FDs1GjSZg8tnTd\n1radwgAAEJGZGpoUDwBhKT4zG4dnJCdNGevrqM+rUr3Ve0UIiY/t6uAf67UkjRSTwZlieqmE\ntPgFV8xf/Z8f1ArXoJbGAbzizsuC3bUBBE9XZLKDC1nP48CuJxjzhsFfnyQhUJJks7lx0xYy\n20BCdK4tRZJJKIpskT3X0jm1n6r1mLh1tvq41iVURATZxwI5AtnqQI2k/lX0jOqcZxG0fzgJ\nAaAQIoanp0TlehkVU3e5tk7cEqHDatOEhHj9S48aKePs2SVrNtvqG1sbI7Mz1LAsZlgOSlix\nZbdssQEAShgzYkjSFOceVUNMZOyI3NqDx7HdZ4b4MXmpsyZ5/9SnFZ6eFJmV1lhQ0hpKqmFr\n6kwvKVoYY4Gw9JYLU3NSvnvrf9WlNZJGkz1i0NJfX5QzMivY/WKsl+LArueoE6na0NDkObPK\n161X7HZnmS919As7SIaASCRI/XXVR8zlPbZrDcNaEqT4uFod13MmT3HuqvA2dug9P4QQglwr\nobVwmJy7XF2rJQBAxZZdEYO8V1UyxERlX7zIdKrEWluv0elCk+JDkuJbj0YPzY7KHWSraxSy\nbIiJ1OjbrbNJmzPZEBVRuXO/YncAgCEyPGXWxMisdK8P6ozs8+eUb/upavchdXewISYyfe7k\niEwv082MsUBAxGnnTpl27hSr2abVabU6rj/L2OlwYBcEkl6fMn9u47F8S0WFYrFoQkNCU1JC\n01PL1m6QLTZvM5kAalxIJIRAtSyRl1oHp43sqGWcz8eAHbZEfs40J95HBX1DMJ0sso7MM8a3\n2zzRXFbl5UYEjiazw9Ski/C+pAklKTI7IzLbe4JflCRjnPcVZihJCeNHJIwbbjc1S1qt9oxr\nP0habeqM8SnTxtoaTFqD4cxvyBjzjzE0CNuVGOtzOLALDtRqo4bnRQ1vVyE+bdFZxSt+UKxW\nj2VqhCgJmdSMu8JZPNZjQE19176ELLRmnmsNBX0kZW3ZYIsRmelNhcU+z/P1iQAJyFJR5RbY\nkex7l2s3VeT01hv0VWrMz/tJkjEmqhtvyFi/QUQ1pTW1ZbWxKbFxqXGcuqz/QQkkjT//WX0u\nLmKBxIFdLyLpdBmLFzYczW8qKnaYLRpEkBAAASXQSLrwsIiMNKGI5pJSR1OzXq+3N5uFrS2v\nGwEACX1EhDpwJ+m0GmOIPirCEBtlralXbA5bTY2tvgEl9Nw8AQAgAAB0IcbkWVOsVYObSsvr\nDx4T7cIyRAlRQuEtW7IaBAqPxMX66EivHxY1Gp2/Bb4YY71E6fGSz57/rOSos95XxtCMi+9c\nmpqbevqr3CgOpbK4UnbISZlJp8lvwhjrDA7sehfUaKKHD40efrr8qJGDs1q/JiEajuVbq2tl\ni1UfGRE5OMsY5yUFQFiaczWbrb7B3tAoNzXXHzkhm52Fa10H9mJGDwMAY0KcMSEuKje7avue\npqJS9VBIUnzSlPFNxaXVu/e7P4DU6mZg8BjWCk1ONERH2Roa3Ib/oodmD+icukSV+47Vnyh2\nNFtC4qKTJgwPS+LcDayPqSuvfeXuVxw2R2tL0bGiV+955c5X7oxOcs9n6cvGrzZ99dq3ZpMZ\nALR67dk/W3DONWdreCEdY/4awD9Z+wWUpOi8IZDX8ZkqQ3SUIToKAKKHDa0/ml+z96BwOFqm\naDFmxBDXFCS6sNDUeTMUu91hataFhWqMBgCIjYpQrLb6Q8fa74wlADBER4aluecHQQkzFs0q\nWbPZUtWWJj5q8KCkqeO6/nH7CcXmOPzxClNxJSAAoamoomrv0cz5k1OmdnNtWcYCasNnG+yW\n9nW9CGxm24bPNlxwy5LO3OH7j9Z88dJX6uISAFAc8vK3V9RV1S+776pu7y1jAwQHdgMUaqSY\n4UOicrObThXbG0yaEENYarLXaVONXq+Jc5kcQUyYNDYqN7tq+97msorWXbYhSfEps6d4LYGg\niwjPWrKwqaTcVlOPWk1oUoLbOryBpnjjblOxWtwWWhYyUuGa7VE5aaEJA/o7w/qWokNF2JL/\nvBUiFB0p6szlskNe/vYKRGwrQk0AAFuXbzvnmoXxqfGnu5gx5gMHdgOapNNG5mb5caE+OjLt\n7NmOpmZLZY2wOwwxUa4ZSbxADE9PCU/nLCEAADUH8t32pqjblWsOneTAjvUtntvzT7P13k3Z\nyXKb2Uv1ZyI6eaCAA7veQ0LUSP5snpB4J00wcGDH/KcLD9OF8waILrM3W73+6HM0mXu+M4z5\nLW1oupfBOYL0vE5ljhTCZwUdXwnSuxcRNdQ0RsREaLg6MOtHOLBjrKfpQgwOs9VLe1hIz3eG\nMb/NunTWzlU7ZJvcOhuLiDqDbubSWZ25PHlQklanUWRBHrvs04f4n1S8M5oamz995at1X2+0\nW+1anWbSvAlX33FpHG9gYv0C/5rCWE+LG5Hj3oQAALF5WT3eF8b8F5cad/NTv0jKatsylZSV\ndNPTN8emdCpCMoQY5l02l4jcKtaMmjEyNSeAyzbsVvtjNz+16pM1dqsDAGSHsnXVjoeue6Ku\nqj5wD2Wsx/CIHWM9LX32eFNhWXNlnVpQDhCAKH32+LDkuGB3jbGuyRiWcftLd1QWVNRV1MUk\nxSRmJUnedlD5suSm8yVJ+v6jNYqsAAAiTjln0mW3XxKw/gIA/PDF+pKTZQDQuiKCgBrqTF+9\nvfz6e34W0Ef3UYjoX95pzlYdFBzYMdbTtEbDqBsuqth5qC6/2NFsCYmPTp44PCLdPVMMY32C\nJEnJOSnJfo2xSRppyc3nz710TuGRQtkupw9Jj08N+K83B3ceQY+SiYhwcMeRQD+asR7AgR1j\nQYCSlDx5ZPLkkcHuCOsJVQUVdcVVIZFhiYNTDGFcbthdZGzEqOk993fBbrWDR2RHBDar3dcl\njPUhHNgxxligNFTUrXnlu5KDp9S3+lDD9KvmjVo0Mbi9GuDSslN+2nrQrRER03O6VgmNsd6J\nN08wxlhAyHb5qyc+LD1U2NrisNjXvbHiyHqPonysBy24ZK5Gq3FNsaYuBTvnyrOC16leDSWQ\nNOjHCznECAb+rjPGWEDkbz3cWFnvmsuDiBBx1xebgtgrlpqVfOeTv4qIiWht0Rv1Nz6wbPTU\nEUHsFWPdhadiGWMsIKpOlns2ElFtabXiULjOfc9w2B0r/vP9jrV7aitrkzOS5l44a8a5UybM\nHvvsZ3l7Nu0vL6qMT4odNXVEdJyXgoqM9UUc2DHGWEBIPuoZICD6VaCJdZWlyfL4r54uzi9V\na9o21pqO7Dm2Z8O+Xz9+kzHUOG3hpGB3kLHux1OxjDEWEMlDvZRPQMTE3FRfMR/rXt++t7I4\nvxQA1Alx9Z/bfti568e9Qe5Zn4KIkuTPi/PYBQX/z4UxxgIie+KQ5CFpri0oISBMvWJOsLo0\n0Oz8cY9nbIGAHNixfowDO8YYCwiU8IIHrhy5cHzrxGtkYvSSB67KGJ0d3I4NHE31TZ6FaAHB\n1NAUjO4w1hN4jR1jjAWKIcw476bFM5ctqCurMYaHRCZEA89N9aCE1HhTQxMJt1zElJDC5ftY\nv8UjdowxFli6EH1iTkpkIkd1PW3m4mluUZ1a9nTGuVOD1SXGAo0DO8YYY/3T/KWzZ58/3fkG\nAQBQwitvu2TwSJ4N7wI8A8Hu+0DEU7GMMcb6J0mSrrrjsqZG8/6tB202e2h4yJwLZp592Xy3\n0wqPF3/59vJTR4sMRv2w8UMvvuG8iKjwoHSYsTPHgR1jjLH+o6a8FgDikmMBoLHO9PD1f66p\nqEVAALCYrP/7cHXBkcIHXrxL05JxZt03G1/501tCACAhYv7BgnXfbHzklfsyBqed5imM9Voc\n2DHGGOvziGjDt5s/f+WrxloTAETEhC/9xYWnjhXXVNQCAAG1/vPwrqObV2ybdd40ADDVN73x\n1PvUclDdQtvcaP73X9979LX7g/hxGPMbB3aMMcb6vO/eWfH5q1+3lp1vqm9+58kPQiJCABHc\nMp4g/LTlgBrY7dtywGaxu92KiA7vOdZYa4qMjQAGgBJIGn9WyyEv4w8G/q4zxhjr2yzN1m/e\nWo4AREJtISJAtJgs6JnHDtDcZFG/aqhr9HXP0xxirDfjwI4xxljfVnDolMMuu0dwRAAgSR4/\n5oiSM5PUL+OSYr3eECWMTYjp5l4y1iM4sGOMMda3ybLs6xABuaYPRESNJM1dMhMAiCgsMswY\nqndPyoEwbsbosMjQAPWWsYDiNXaMMcb6tvScNET0Uj0MYOHl81d/ska0HDKE6P/vvmXpg1Mr\niqtefuyNw3uOqe2IAIAEBAQpmUk3/+7aHut874eIrWXxunpht3eGdYgDO8YYY31bTGL05AUT\ntq3e6dY+6awJ1/72ygWXzNm9fl9tZV1SRtLUBROj4iJlh/zX3zxXUVzZ/nTKGpo5/8JZC5bO\n0er4hyPrq/jPLmOMsT7v+geWSRrN1pXb1XE7RBwydvDVd10OAKlZKalZKa4n7/hxT3mRW1QH\niNhY17jo8vk8zsT6NF5jxxhjrM8zhBhuevj6pb+8wGDUAwARHd1z/PGbnjq4/bDnyYXHij0b\niaiuqr65sTngfWUskDiwY4wx1h8c2nHk81e+sdscrS11VfUv3PdSVUm125mnmWnV8CSsB5RQ\n8uvl38o8doY4sGOMMdYfrPr4BwBw3UJBghx2ee0X693OHDZuiNc76I36dd9s2rJ6R1WZeyzI\nWF/Bv5owxhjrD0rySz03xiJiyYlSt8YRE/PGzRy9Z+NPro1EYLPY33r6AwCQJDz3yoXL7rhM\no9UEtM+MdTsesWOMMdYf6HQ68Jj6IwKdXud58h1P/NJg0Pu6lSD67sNVH/7zv93bQ8Z6AAd2\njDHG+oO8iUPASyY7Gupt4tXcaHbYZAkkCSQEj8JjBADw7furThwsCEBPGQsgDuwYY4z1B+dd\ne05YZJjboF1SZuLci2Z6ntxujtVLOAgAQESP3/Y3U0NTN3ayL0IElNCfF++dCAYO7BhjjPUH\nccmxf3jt3rEzRqv1YTUazawLpj/w0t16o5cp1+j4qMS0eDX08BHXAQA0m8yrP1sXqB4zFgC8\neYIxxlg/kZiecPtTv7LbHPVV9XHJsaff+nDVbZe+8PtXERHb76VtB+HEoYJAdJWxAOERO8YY\nY/2K3qBLTE/ocEPr1AUTf/v0r+NT4hA8N1204QlF1rfwiB1jjLEBasKcsRPmjK0uqzE3WV54\n8NWidolRiACAIHdUTrC610sgouRXqmGOiYOCR+wYY4wNaPEpcZlD0m997CaNTqMuuiM1qgOM\nTYxZuHRukPvHWFdwYMcYY4xBVl7mQ/+8OzU7pXW13djpIx995b7Q8JBgdouxLuLAjjHG2EAn\nO+RNK7bt2bR/1jlTZy+elpSeoDfqayvrN67c5rA7Or6esV6D19gxxhgbcMwm8671+yqLq2IS\no2MTY97624flRZUAIEgQEQIQQGF+ceG/irb+sPOx139n8JYzZYCQJJQ0/qyW829lHjtDHNgx\nxhgbWHas3f3vv7zXVN+SeRiRSAAAEZFzywQAOLdPnDx8avl/Vl/8f+cFp6+MdRFPxTLGGBtA\nSgvKXvj9q80NzW1NRAiICAQC0D31CSLuXL+3Z/vImP94xI4xxtgAsuaLDUIRXg4QSqgBAEAA\nAgUUdeCOiJpNzV7OZ6xX4sCOMcbYAFJ2qhwR3UpNKCTavUfQgEaQICBEiI6PIkE4YFeMIYB/\nGekG6jcsuHgqljHG2ABiMOrdyocJ8F5QTI3kiGD/tkPXz7v1sze+cdjlHughY2eCAzvGGGMD\nyMjJw90DOZ91YtvGqWwW23/+9dm/Hv13QPvG2JnjqVjGGGMDyJwLZqz5Yn3BkcJOnY3oLC1G\nBAAbV2694JpFg0dkB7SHzDuSl7/8yEufrNqy7WD00PGz5i199M+/yTR6rwgs7KUz5lzi605x\no5799vUZri2O5r1//Msnv3joj5mGDkoM934c2DHGGOv/aivqmhqakjISDSGGP7x89xdvfLf2\ni/XNJrPBqI9LiS1sVyW2DQJS+wG9g7uOcmAXFB/+aurVr+4yxGTNX3xuxa61bz634fPlO078\n9H6M1stSPhK2rVu3+rpVRoT7bpjj7932xBMbzrvvYQ7sGGOMsV7t4I7D7zzzYWlBOQBIkjT3\nollX/HrpVbddctVtlzQ1NodFhP79D68WnijxstS/Ja2dK3ngFaJAfxMUd+N2k8YTLyx7bXdk\n9nWHDr+ZqpcA6N1fjbrulQ8vfPaB9feN8TxfY8z2/G8HAKvuHn/uPwr+/k674bpj698/784t\n3dXVoOM1dowxxvqtQzuPPHXH82WnKtS3Qog1n//4zJ0vCCEAIDwyDBGrSqs8QwA1piN0P5KZ\nmx7wTjMPm+59joh+/vnfUvVq3IJXP/9NrE7a+dSDnb9JY/6bS57fO++JVUtTwtSWuy47d2R2\nwtA51xRY+8+2GB6xY4wx1uuUn6r44dN1pSfLwqPDh00cOufCmZLGn5GIT1/5klpWyLXKP3Bi\n1497J80br74NDQ8BACLRktijtfAEtb0BQITUrJRxM0b7+5mY/15eVy5po/44Kq61RWPMvi8j\n8oETX28x2adFdFzwjYTltgV3hgy+6bt7J7U2SmFxo6cuGD0VTn73+TaTPSBd73Ec2DHGGOtd\n1n+16YNnPxaKQAlJwO51e9d/tfG3z98eFhXWpfsIIfL3n3RLUac6ti+/NbAbO330vq0HAQCA\nAEidkyWgtKzk4oKy1kt0ev3Pbr1Uo+3za7D6HBLN/6uzGuMuimg/IzxtYhycqP+ixtKZwO6n\n589/r9D0z+PPGFzu8be331e/eDMvbpuptlt7HTQ8FcsYY6wXqS6r+fC5j9WpUhJqpAXFx0v/\n+/JXXb0VCS+L5FSKrLR+veiyeVl5mW1XIRFQQmp88akyQCBy1pC12+wvPvxaXVU9ANTXNLz3\n4id/uuNvT977wtcfrHD064V3iChJ/rzQv7TGHhTrKZsgXdhIt/bI4ZEAcNzc8SyqYs2/5MH1\nybP+fktOZLd0qTfjwI4xxlgvsnvdXkUWnrnldny/0+vY22lotJrU7GSvS/gzh2a0fq3T66ae\nNVGr1apjdUiQNTQjMTUeqC2yBAAisjRbV366Ztemfb+88J6PX/9yx/o9G1dvfe2pd2+/7IGq\n8pou9Y11npBrAUDSuMdk2ggtAFgaOo6qNz986QkrPPOfGwPRvd6Gp2IZY4z1IvXVDV7bbRa7\nxWxV18N13pLrFr/86BsoYWtQiIhxybHTFrYttPryre8+efkLRDUCRAAoPFYsaSVvo3144nDB\n1x+ttJqt4LJ0r7So4l+Pv/HIi/d2qW/9niACgM2bN3f+EqPReN5552k07ea7JW0MAAilye1k\n2SQDgD68g0hGNv90yfP7E6f88+rUrk3l91Ec2DHGGOtFouK8T5bpDbqQUGNX7zbj3KmWZsvH\n//rc0mxVW3JH59z84PV6o3NVluyQv3pnOaL7Bgu7XQb0KEqB1Fhvaqw3uT+GYNemfaaGpoio\n8K72sB87XloEAM8999xzzz3X+atWrVq1cOFC1xaNMcsgoWw57Ham6agJAHLDdae/4bE3b6ly\nKL/4x9LO96FP48COMcZYLzJu9pjPX/5akPts7IT54/3Li7bg0nnTzp6cf+BkY60pLDKsML/k\n63dWxCXFTJw7btDQjPKiytaYz5UEIDxbCaLiorw+hQTVVNT2y8AOJT8z0g1JzwCAu+66a/r0\n6Z28xGg0zp8/36MDYYtijN/V/s8iIMRlBdnuHTUAcEn86Qdx6ZE/7taFjXx2UkIXut6XcWDH\nGGOsF0lMT7js1os/ffELAlJzBhNRUmbipbdc5Pc9wyLDxkwf9f1n617/3bsOu3Ot/eevf3vO\nVWcNHZfr/RpEFO5zsfHJsVPmjt/0w3avV0TFeo/5BiwJEQCmT59++eWXn+Gtbp2V9PWXBU/l\n1z8yJFptEY6qp4saQ+Iumn7aLbGmwmc+qTIPWfaPsO7LltzLcWDHGGOsd1lwxbyh43NXf7Sm\n5ERZeFTY8Ml5Z102V6fvYMbt9E4cOvXmkx+4zq0KEss/XL38w9USSABAQK3VwwhIEcIzEKir\narBZ7cZQg81id526RcS8Mbkx8RzYBcq0v/0WvrzjxSv/et+Ov4RICAA/PnlJiU2Z/Zc/qSeQ\n0niqqBYlw6DMFNcLj770PgCcdf/Ynu9zsHBgxxhjrNfJGJJ+w4PXduMNf/x6o6/UJypsSV8H\niKQoXod3FEV58+n3I+Oiqsw1AKCm8yCi8MiwWx/6eTf2lrmJGnz7+ze/tuy1JweN23z54sll\nO9d+/v3O6Lzrvrh9lHpCc9mr2dn36sMn2Ew7XS/84L0TiJrfD40ORq+DgwM7xhhj/V9FcRUi\nnia2E2oVMSSJICIqvKG+bQ8mAZAz8QlKAHVV9ZKEQoCk1WRmp42dOuLymy7ql6vrVNiyYdiP\nC7uxG1e/sit06L1/fuWTN5/dHBKfccWtf3nmb/fGak/3CMWa/2JpkzHuokzDAEorzYEdY4yx\n/i80IhR8RnUkU9tOCYXIYrEBono+AShtR51ZUwgAEUkRianxN969LKA9Z06ovfie5y6+x/sG\n2/D0e4jucWvUGAfbFC97YDzdcKTmhjPtX2/BCYoZY4z1f+NmjvIV1rnEbc41eLLDORVLbkdb\noHNbB+xav0/NacdYL8EjdowxxnoLu9W+9r8/FhwqFIqSMTRj/mVzQiNCu+XOM8+duv7bzQe2\nH24dilORj3E8RCQg6KjWhSKUhjqTsesJ9hgLEA7sGGOM9QplBeX/+O2/Gqob1NVZ+zbuX/vf\ndb9+8pfZI7PO/OaSJN3/99+s+mTND19uqCiqIAJFFuB7dhYAECQFfNchRQACSSNF+8hsx1hQ\n8FQsY4yxXuGtx99trFHriZG6y8Fssrzx2Nuic8ukOqTRas792cKn/vPo2xtfevrjx4aNzwW1\ngpgP//fbq053OwIAmDpvgsF4ujxq/QBKKGkkP17+bblgZ4hH7BhjjAVfRWFl0dFit0Yiqimr\nPXHgZO6Ywd3yFCHEqaNFFcVV8cmx9//jzuITpQWHC9967gO71eGWly4+KS4mIQrAS10xAGcT\nIt58f3fmZGHszHFgxxhjLPjqKut8HaqvrO+WR+QfOPnaE+8UHS9R3yamxd/4wDVnLZ1tDDe8\n8OBrBK0TswgAleVVz/3uJQQEIFQbEQQ4cxgTAAIOGZUTmxDTLX1jrLvwVCxjjLHgi4yN8HUo\nwvehzqupqP3zrc8WnyhtbakurXn6rhdOHS2acfaUJ99/ZNqCiYmp8TEJ0dCa5gRQQpRQklCS\nECVALUiSM4+xECCO7D/+4h9ft1ntZ949xroLB3aMMcaCLyU7JTEjwS2lLSJGxETkjMo+8/uv\n/HiN1Wwj4VpSjBRF+ebdFQCQmZt+119ueeHLJyOiIgCAhACvM7AAkksXiWjV5+uef/iVM+9e\nr4Zn8GI9jgM7xhhjwYeI1/3+Gn2IHgAQ1agANVrNdb+7+gyrxKoKjhR6WctPUHC4sPWdzWI7\ndaywbbGdjy2zSAgEQggSJEhsXLHlxT+9Ljt8759lrAfxGjvGGGO9Qs7IrEfff3DFuytPHjwl\nFJExNH3xdYviUuK65eaI6GUIDlHStA1wKKfdfktEMggiIhKuIR8BrPh0zd6tB+Ysnn72xfOS\n0xK7pcOM+YcDO8YYY71FVFzkFXdeFog7Dxkz+KetB91biXJH5bS+Cw0PSUiJq66odc7YumyI\nVUioJSjIx0BeeVHlh6989smbX/369zeee8lZgfgIjHUGT8Uyxhjr/xZdPj8qNsJ1CR8iGkIM\nS64/1/W0pTdcQIKc6+hap2SBRGthMd8ZjRFAdigvPPZ60YmSbu17kKHkTxI7SSOhxDFGEPA3\nnTHGWP8XER3+8Gv3j5oyorUle3jWw6/cm5zRbuZ04SVzr//tVWrOYcSWkrDkEs6hz8iOAIlI\nCPHDtxu6vf+MdRJPxTLGGBsQkjMSH3jhzrqq+sqSqtik2AQfq/fOv3rRnPNmHNt/wtTQFBMf\ntX75lvUrtshWRT2KgORj1M656wKhoqQyMJ+AsY5xYMcYY2wAiUmIjkmIPv05EdHhE2aNUb8e\nM3XkrMXTHv7VX1uPInpZZuc6V6soSnf1lrGu4sCOMcYY82ndNxvfeuZDRGxNg4IotVazBed2\ninYbZasrfFbR6IsQwb+qr8h57IKBAzvGGGPMu10b9/3z0X8DghY1Mimtk7CIiIiKEIpQPMvJ\nVpfXBKOzjAFwYMcYY4ypHHbH1++t2L52V3V5bUpm0lkXzVnz1XoAIEEIoJM0gtr2UQggQEIE\n8piXdc2Nx1gP48COMcYYA0uz5aGf/6XoeAlKAAJMdU+Q62MAABr2SURBVKbDe45JGo1r3Cah\ns06WIVQ/cc74yNiIT9/62v1GCCPG5fVkzxlzxYEdY4wxBu+/8GnpiVKtmnrNOeJGiuy9UJjD\nrmxdtys1MzE8IrSpydw6E4uIeoPuqpsv7okeM+YNB3aMMcYGOpvF9uNXG7F91XoNIqFEzjIU\n7TgcdsVOxw8VCEHR0ZH1dY1q++DhWbc/dFNGTlqP9LqHIKK/myd490QQcGDHGGNsoNuyarsi\ne8lRopFQJgmJXCdkCUDdA4uAElJTQ/PN91yXNzonITk+MTW+5zrNmDe8wJMxxthAd+pokdd2\nBJw6f2LO8OzWFgVIJsVlDA8Rcf+OgyMnDOOojvUGHNgxxhgb6CStxtehJcsW/fXdh6ISoxxC\nsQtFEUq7bbCIAGBqaOqBTjLWGRzYMcYYG+iGjsn12p6QGj90bK76BSCAZzExIiJKTE0IcAeD\nSkL06wV+rcxjZ4gDO8YYY/2fw+44ebjw4M7DjXUmz6OT5o0bPDIb2hVLQEnCXz58g/pm7uIZ\nnvnqANTkJ3DWklkB6DJj/uDNE4wxxvq5H7/Z9P4/PjHVNwEASjj3gpnLfnN5WERo6wmSJN3/\njzs/+udna75YTyQAIHVQ0g0PLBs+Yah6wqJL5u3dsn/T99vblZkgQsArf7l04syxPfyJGPOF\nAzvGGGP92bqvN77yp7daE3aQoLVfbagsrvrDS3e75uMIiwi98YFrrr7j8vLCiojo8LjkWNeb\nHNl3/OCeowBtUV1omHHeBbPPvnhOzrCsHvkcjHUKB3aMMcb6LSL69LWvENEtG93BXUcO7Toy\nYuIwt/ONoYasYZlujTar/cl7X2iobXRtNDdbTfWmgRDVoYToV5E0/7LfsTPEa+wYY4z1Ww21\njTXltV6Xxx3ff7KTN9m9aV9ddb3nTTau3mZptp5pFxnrVhzYMcYY67+8bXjoqoqSKq/tQhHV\nFTWe7eYmy74dBzev3VFWXNENj2esK3gqljHGWL8VFRcZkxBdX93gOd6WMzyrkzcJjwrv/KGv\nP1r572ffa2oyq2/nLJp++4M/j4mL7myPGTszPGLHGGOs30LES29aQkRu673yxuWOnOy+wM4r\nIcT46aO0Oo1b5VNEHDw8KyYuyrVx+X+///tjrzY3W1pbfly55fe/+rNQxBl8iCBTa8X68+Ja\nscHAI3aMMcb6s7OWzhFEH/3zs2aTGQAQccY5U66/+6rThx01FXUf/PPT3Rv3mRvNSZlJ0+ZO\n2rB6KyISkZrtTm/U3/KHG9yueu/lT1Fy26hBxw6e2LZh97S5E7v/szHmgQM7xhhj/dzCS+bO\nOnda4bEic5MlfXBafPtUJp5KT5X//vo/mU0WAgKAssLy0oKy8dNGE1D+oQJjqGHUhGFX33pZ\nYkq74rANdaaKUu+r8Y4eyOfAjvUMDuwYY4z1f8ZQg1ocrDPef+HT5pZFcgCgjsAd2Hbo0Vfv\nH+mRIaWV5Du7hyTxwifWQ/iPGmOMMdaGiPZs2qdupyUiQeq+CwKAPZt+Os2FEVHhqZnJXmd4\nh40ZEpC+9gwEP2vF8hK7YODAjjHGGGsjFOGwywQgk5BJKCRkUhxCKETmJsvpr73h9p8REbYf\nnxszccTE6WMC2WXG2vBULGOMMdZGo9XEJsVUlFa55UcRJE6dKDn9tfPPmwkALz35Vm11HQCg\nhOcuPesX91zH+0NZj+HAjjHGGGsnMzej3Ns2iP07Dj1x53O/uP/ahJR4ANixYe+RfcdlWc4d\nkT39rEnqQrr5582cffbUUyeKmxvNg3IzomIierr3bGDjwI4xxhhrx+5w+Dq0/cfdBUcLn3j9\nD889+PJPOw+1tmcPzfzDc3clpycS0Z7tB44fOhESagyNCOHAjvUwDuwYY4yxdhRZ9nmMoKqs\n5o+3P33qeLFrc8HRor/c8/f7n7798XuePbTvmNqIiDPOmjJm4vD62oa0rNQ5Z0+LiPRZxKLX\nkiRJ0vizIp/3AgcFB3aMMcZYO8PGDvlp+yGfhxFOHXdfbKemuLv/5j8VF5a2NRJt+H7Lhu+3\nqG9ffebt+x6/beaCqQHoMmNOHE0zxhhj7Vz+8wt1Op8DHyRIzX7iqby4ovUIAVD70xobmh65\n6+nSwvLu6ylj7jiwY4wxxtrRG/V/fOm+kFCj98O+d7gSOY8homfwR0SyQ17++ffd00vGvOHA\njjHGGHM3YuKwd9b864KrFyG0S7SLCDGxUdExkeilzgQJoQDA6TPzHjt8stt7G1gSgIR+vYLd\n8wGJv+uMMcaYFzq99qZ7r/nd87+JS4xpbRw6OvexV393y4M3AEBrbKdGckREQIAAiAAogSR5\ni/Fqq2p76AOwAYk3TzDGGGM+TZk7Ydy0UScOn6qprEvNTM4amoGImYPTnnnn0bef/+jwvmMO\nWSEhiAQA6CStTKJ1OhYANQAChOtiO61OF5xPwgYGHrFjjDHGTkdv0A8bO2Tm2VOy8zJba0jk\njc6949GbwsJCkUiN6gBAkrxM0EouZVOJKH1Qcg/1mw1IPGLHGGOM+eONZz9oaGh0bVGE4uNc\nJCAiIYQYN2V0D/StO6GE/mWkQx48CgL+pjPGGGNdY7c5FEXZsWGvOsXamolXeM+CAgikCFkI\nMWR4ztlL5vVQL9mAxCN2jDHGWKc01pve/+enG1Zubaw3xcZHy3ZZnWJFQAkkAcJXfjsC0Eia\nCy5f9Mu7rztNhjzGzhz/8WKMMcY61lDXeNdVD1aV16gL5mqrG1yX06GEGpIkREFeYjuUcMXO\nj41GQ091lg1cPBXLGGOMdey/b3xdVV4DbfUkyD2VCaJBZ3DdAKt+JUgkD0r+9wvvf798vVBE\nT/W320gSSBr058UhRjDwiB1jjDHWsV2b9kmIpFaVIAAE8hickwB1Gp3NYZVQg4hA5CDFptjz\nj53MP3YSAHLzsp966eG0DN4YywKFw2nGGGOsYw21JkRJzV2CiAjotcKETtKGaENmL5o2ZHS2\nIdJgU+yuR/OPFPzu9ic8I0LGugsHdowxxlgHzE1ms8ni2kJA5H2rBAHC0p8tfuzvD9TVNXgc\noyMHjh/66VjAesoGOp6KZYwxxjqwc+M+RWnLUeesHuaNLBQiuv+mP+WNy/U1Mld0qmTEmKEB\n6Sgb8DiwY4wxxjpQXVbj+tZ3VCfU0hREdHD3UV93CwsP7d7uBZY67ezfhazHcWDHGGOMdSAi\nOsLlnc8Vcgik7q5ARBAgAVLrHgsCAAKUjEb92ImjAt1hNmDxGjvGGGOsAxNmjtbptC0FX30P\nRLmOUSGG6AwAhKjO3QoiIqEYDPoDew4FuL9s4OLAjjHGGOtAbELMjfcsA0ndDuvzNAFtaeok\nBJ2k+9n1F0uS5LrYrqG+8c6fP7Rr676AdpgNWBzYMcYYYx1bfMWCp955ZNpZExPTEmITYgDc\nAzxBwnWSVs1fvH3LPtkhu55GRET02j/eC3yXu4mEqJH8eIHEa+yCgNfYMcYYY50yZGTO/c/c\nAQBE9M2HK9/42/tKSyUJQUKhdlUlEGDMtJHr1mz2vA8R7efZWBYYPGLHGGOMdQ0iLrn6nHuf\nul0IIYgcQnaL6gBg6KjB42eN9bUeT5b7Xm0x1idwYMcYY4z5Y8aCySMm5gkgz2V3CPDYi/cJ\nl9R3bsL7VsYT1ndwYMcYY4z5KWtIJglB5BnbYXhUeG5elq/UKGmDUgPfu+6BKKHk1ws5xggC\n/qYzxhhj/ji6P3/FZ2vUr52lKFpeRFRbVT9p+riQMKN7nl4EBBgzYUQQeswGAN48wRhjjPnj\n2Ydettscvo6+/eJ/jKEhEyeO27JxhyzkTEfzoqbybHuTFqhIHz4/L6knu8oGDg7sGGOMsS4r\nLig9dbzI2xESJBSC/33uHMwL1xl+UX74ktoTEhCp1SegAq5YSldcgW+8AWFhPdlt1u9xYMcY\nY4x1WX1Ng2cjARGRQu0W1v26fO/Ftfn7QuNejMrabYgihDxb088bCs76+GPR0Cgt/66X11RF\nBPQrI13v/lj9Fq+xY4wxxrosPinOs1FNPuzakmutv6g2f3dY4r2Zc3YYYxREAXjIEHFP4ugv\nI1KlFf+Dzz7rqS6zAYEDO8YYY6zLktMTh40Z0uGg1FkNRQjwWtIoRZKk9uNef4/JVSQJPvgg\ngL1kAw8Hdowxxpg/7n7ilrjEWAAARJQQnGN17aK3TLvJJmmOGmMAANoP5tVrdIWGCDh4sIe6\nywYGXmPHGGOM+SM9K/W1r5/7+PUvftp+UBCdPF7YbDI747qWEE5LwoESAChCFuSe1E5oteDw\nua+WMT9wYMcYY4z5w9TQ9O+/vf/D1+tJEAAAggYlhYQEKFoiuwpd6KSmigS7Od+j5pieRKbD\nDFnjerjbXSZJqPFrfk/iWcEg4G86Y4wx1mVE9Phvnv3+yx+dUR0AAGgkjYQSAkrqPlKETZGp\nAPALKpWF7HaH6xzVOqsFLrywJ7vN+j0O7BhjjLEu27tl/8HdR9o1EQCABiW1BgUCakDaE5lh\nmTp9fv7epyPMYeQsHasjcYe+6deVh2HIELj55h7vO+vPeCqWMcYY67Kj+/O9tiMigTPII6Ls\nYYNCXnoRLrhgwZbNZ4WG1mZkCcTY0mJNYwMMHQrffgshIT3Zbdbv8YgdY4wx1mUeGyHaILVt\njD1yIH/nkWL48Uf4979x+vS4htqE2irNqJHwt7/Brl2Qm9sTfT0zKCFKkl8vzlAcBDxixxhj\njHXZkFE5XtuJgKBd0Pfl+8snzhgLN94IN97YI11jAxqP2DHGGGNdNn7a6LwxXsbbPDdJlBVW\n9kiPGAPgwI4xxhjzA0r48Av3zDt/pmtGYoeiKC5pTdQDRadK7rvxjwf3HO3xPrKBiAM7xhhj\nzB+R0RF3//nXSZnxMikORbbJdqVl36uKABBAKGLv9gN3XfPgD99uCFZXzwgiSH69Oiy4xgKA\nAzvGGGPMf8YQIwAQCI/dFEQtFSjUXHf/fOLfDjvXmWCBxYEdY4wx5r8xk0cQkWhfIpacu2aJ\ngIQa4RGZGpqO+EiSwlh34cCOMcYY899l/7ckOjYK23bCktuuWAB1nywBQLPJ3LO9YwMOB3aM\nMcaY/2ITYv7+4RMpGcnqWwLvC8vUWC9tUEpP9avboCShRuPPi2vFBgN/0xljjLEzkpSa8ORr\nD4WEGBERPIbrWuXkZaVn9b3AjvUtHNgxxhhjZyo5PfGpNx6Ojo30dQIB5B8/efQAr7FjgcWB\nHWOMMdYN/r+9uw+yqrwPOP6ccxd2V95ZETCJgBIxKcQGjKAJ04AQ3e0gaE1JbTVVa3SkpNaa\n2FasdYxRNIiTqIklBrU1yURTUBOiYB01UazKiwKCQSRFMau8Li9hF/be0z+ubgDBF7i7l338\nfIZhdp97zt3f8gfznefec26nLodt3rhl/49nzc3Nd3//Z203UGSy5l99/8rTR594ROfOxw4d\nef5lN69pzL//WR89wg4ASmD+4wsKu92deC9ZFgpZWLLgpbYcKSY/uXh43SXfnrt43bDa0zo3\nLJ85/Z+O/+w5m5r3/5G9H1XCDgBKYMum99iuCyFkSQgNDdtWLFnZRgOVSpIkaXoAf0p4g+It\nr37vr2cs6jrg3FfrV/3qvvsXrlp3z0Wf3rziJ6ffvKRUPyIawg4ASqD3kb1CCPu7eOLt+51k\n2b9deqPbFH9YT39jepZlF8yadmTHYrckZ9/yi54d0gU3TinzZIceYQcAJfCFscOrqitDSN5d\ndlmWtbxK++Yb6xY/t6yNZ2vvfvBEfVrR7ZrBNS0ruaoB3/xE1x0bHnpm684yDnYIEnYAUAI9\narpfcf3kQigUsnz29m2KsyxkWVbI7/mBY79//c2yTdkOZYXtD29qrOpR2yW3x2u7I4bVhBBm\nb9hRprkOURXlHgAAIpGkSZYVX3EttGzdZS0fMPaOrt27lGO6A5SkSZI7kG2gJC3Ne+zyjf/X\nVMi6dfqTvda7fqprCOGVPzSX5KdEw44dAJTGk3Pnh6R4ycAfmyYJSZr88TqCig4dho74TBmG\na7cKzRtDCGlu73sEVnSpCCHsaPCGxT3YsQOA0ti0YXOShbDHp4oV9+qSkITivl1WKLyxpr7r\nkIHlGPBAPP/i0gM78bkXloQQ5s+f/8FPqaqqqqury+Vyuy+mFT1CCIX8tr0Obt7aHELo2FnJ\n7ME/BwCURq/eh7d8XciybLfb2iVpmoQkl6ZJlvzyvnnHtYewq66uDiHc/p/3HsyTTJ8+ffr0\n6R/8+Hnz5o0ZM2b3lVxV/8o0ad6xYq8jt/52awhhYOcOBzNefIQdAJTG6D8f+fCsx0IIhayQ\n7fm+uqxQyKW5JCRJmry2em2ZBvxwamtrH3zwwcbGxgM7vVAoLF26dPDgwWn6Qd/3VVVVNWrU\nqL0Wk7TTl3pUzdn48I5CqN7tmRY9vyGEcObh1Qc2XqyEHQCUxgknH9/j8O6b1m3eq+qKCoV8\nkkuTLHTqfFjbz3YAcrncuHHjDuYZJk6cWJJJJn2h90MP/O7GVZuv/mT34kph17qbXttSXTP+\npC4dS/IjouHiCQAomfO/fnb2XvcozmdZNuzk49t4qvZuxLTLQgi3Trxhxzv3jXly6plrm/In\nXHltWec6FAk7ACiZur84ZeiIIft7NMtCkiYnjz6xLUeKQLdjJt974ZD1i6b2+9MvTrri8jPH\nnDDqqt90H3Tu7MmDyz3aIUfYAUDJJEny1Ulf2e+jIeTz+dk/ntOWI8Xh7DsWzrrp0v47Vs28\n+btPLNv0l5Ouf/GFH/WsKNnH0UbDe+wAoJSGDPvUwOOOfmXFqy0rSQhZCGlIQkjSkCxdsLyM\n47VXScWEy6dPuPxDXGD70WTH7v0Vr/cu/g0A7y1JkhtnXFVVXdmykoWQJklSvDg0Cc3N+bIN\nR+yE3furra195JFHamtryz0IAO1DTa+e1936rxVpLk3SNElzaS5J0hDevkvxMYP6l3tAopXs\n85JsAOAgPfXYc1dPnlp45zbFSUjSNEnS9Af33XT0oH7lnY1Y2bEDgFbx+dGfu+E/rurT94gk\nJElIQgg9e/X81m3/rOpoPXbsAKAVNTXuXLZoxe9ff7PPx44YPPS4yqrK9z8HDpSwAwCIhJdi\nAQAiIewAACIh7AAAIiHsAAAiIewAACIh7AAAIiHsAAAiIewAACIh7AAAIiHsAAAiIewAACJR\nUe4B4pfP5+fMmdPY2FjuQQBoB6qqqurq6nK5XLkHoV1Ksiwr9wyRe/TRR8eOHVvuKQBoN+bN\nmzdmzJhyT0G7JOxanR07AD44O3YcDGEHABAJF08AAERC2AEARELYAQBEQtgBAERC2AEARELY\nAQBEQtgBAERC2AEARELYAQBEQtgBAERC2AEARELYAQBEQtgBAERC2AEARELYAQBEQtgBAERC\n2AEARELYAQBEQtgBAERC2AEARELYAQBEQtgBAERC2AEARELYAQBEQtgBAERC2AEARELYAQBE\nQtgBAERC2AEHa3v9ncme0rRjTZ+jRp95wd2Pr97fWWufnfX354w/7qi+nas61Bw54MSRY674\n7n9vzWf7O37X9hemTJmypinfOr8EQAySLNvvf6MAH8T2+js79/27jp0+UztmQHFl19Y3X1i8\neO3GxhBC3ZRZv7x2wp5nZD+bMv4r3/5FlmWH9Row7LMDm+rXvPzSyobmQpd+o+cumjOiR+W7\nf8ryO0Z++uLfPNXQdHLXjq3+KwG0TxXlHgCIRKe+F82efcluC9mqx+/58vivzfnWGReesHrG\n+P4tDyy+7ayJ1z3U9ZjT/+vnt487/mPFxaaNy6d98+wr73xs3ClXr1t4w15PvvLX99Zd+kxr\n/woA7Z0dO+BgFXfsegy8bePKS/Z6qGHljF6DLkq7jtyy6YmOSQgh7Nq2sE/Pz22rHLKg/rnB\nnTrscXTWdN6RNXfVb7/lta3/8PHOxbV/POu0uQsWvPS79cVv7dgBvAfvsQNaUbdPXjh1cE1T\nw5PXrG4oriy58YKNuwonTfvp3lUXQkgqr5z61VNPPXX18xta1tJONUOGnzJx4sQTu+g5gPfh\npVigddVNHnTZ19Y/Ovu16y7rFkL48cxVIYRrJh69z4MHnnvbw+fusTLt7nuLX8wcVPPs1o2t\nOytAO2fHDmhdvUYOCCGse2pd8dv71u+oqPz4n3Wz/QZQesIOaF25yt4hhB1v7AghhGznmsbm\nXOUnyjwTQKSEHdC68jvfCiFU960OIYSkY9+OufzOtWWeCSBSwg5oXeufWh1C6PX5XsVvT+tZ\n1dy45smGnfs8uGnzoxMmTPir82e03XwAERF2QOt65HsvhxBOOePtl18vPOOoEMKUe1/Z58H1\nT37ngQce+PXqPm02HkBMhB3Qira8etflL66v7Dby3wd0K64Mve6W6lzyzDfOeu7dm3aFxmsn\nPR1COO36E9t4ToA4CDugtax5+qdjh128s5D9zcx7incnDiFU9vjSnKtG7frD8tGDx93/v2ta\nDm7e/voN5w2/8/WtXfufc/vw3uWZGKCdcx87oDS2188466zHil/v2vbWkkWLVr+1LYRw2r/c\n/8Mz+u9+5BevnnfH+lMuunXul0f0O+zwfkOHDqlu2rDw6Wc37Mp3P27sz5+4o6UCAfhQfKQY\ncLCKHym2+0qSVHTv1XvISWP/9utTzht9zD7PWvE/99x814PLlr20/OVVuZ5HHXvssSedfuG1\nk8dXp/vOupmDas7/7UYfKQbwHoQdAEAkvMcOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAg\nEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4A\nIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIO\nACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLC\nDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACAS\nwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAg\nEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACASwg4A\nIBLCDgAgEsIOACASwg4AIBLCDgAgEsIOACAS/w+DYHpcdWSCBAAAAABJRU5ErkJggg==" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dpt, pch = 20) # “pch” for prettier points" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Other possibilities include the DPT from the other tips or everything supported by `plot.DiffusionMap`:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true, - "hidden": true - }, - "outputs": [], - "source": [ - "old <- options(repr.plot.height = 3)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAFoCAIAAADitkyTAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nlKr/5goPbgAAAABJRU5ErkJggg==" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "par(mfrow = c(1,2), pch = 20, mar = c(2,2,0,1))\n", - "plot(dpt, col_by = 'DPT3')\n", - "plot(dpt, col_by = 'Gata4', pal = viridis::magma)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true, - "hidden": true - }, - "outputs": [], - "source": [ - "options(old)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `DPT` object also contains a clustering based on the tip cells and DPT, and you can specify where to draw paths from and to:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nIFIKICAgL0luZm8gMTIgMCBSCj4+CnN0YXJ0eHJlZgoyNzgxMQolJUVPRgo=", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dpt, root = 2, paths_to = c(1,3), col_by = 'branch', pch = 20)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can further divide branches. First simply plot branch colors like we did above, then identify the number of the branch you intend to plot, and then specify it in a subsequent `plot` call. In order to see the new branches best, we specify a `dcs` argument that visually spreads out out all four branches." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nIFIKICAgL0luZm8gMTIgMCBSCj4+CnN0YXJ0eHJlZgoyNTIxOQolJUVPRgo=", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nAABJRU5ErkJggg==" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dpt, col_by = 'branch', divide = 3, dcs = c(-1,3,-2), pch = 20)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.3.1" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/inst/doc/Diffusion-Map-recap.ipynb b/inst/doc/Diffusion-Map-recap.ipynb deleted file mode 100644 index dd5e901..0000000 --- a/inst/doc/Diffusion-Map-recap.ipynb +++ /dev/null @@ -1,140 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false, - "hidden": true - }, - "outputs": [], - "source": [ - "options(repr.plot.width = 7, repr.plot.height = 6)\n", - "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Quickstart\n", - "=====\n", - "\n", - "A short version to achive the above is by using the preprocessed version of the dataset provided with this package. `data(guo)` is already preprocessed (using the method first mentioned), has its threshold set to a constant 15 and is ready to use. Since the platform’s maximum amplification cycles are 40, that number can be used as upper border of the uncertainty range." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "library(destiny)\n", - "data(guo)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It can be used directly for diffusion map creation:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "DiffusionMap (20 Diffusion components and 428 samples)\n", - "eigenvalues: num [1:20] 0.955 0.847 0.784 0.764 0.687 ...\n", - "eigenvectors: num [1:428, 1:20] 0.119 0.117 0.104 0.111 0.116 ...\n", - " ..colnames: chr [1:20] \"DC1\" \"DC2\" \"DC3\" \"DC4\" ...\n", - "optimal_sigma: num [1:428] 7.41 7.56 9.09 6.62 6.29 ...\n", - "distance: chr \"euclidean\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dm_guo <- DiffusionMap(guo, verbose = FALSE,\n", - " censor.val = 15, censor.range = c(15, 40))\n", - "dm_guo" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nbmZvIDEyIDAgUgo+PgpzdGFydHhyZWYKMTY5NDkKJSVFT0YK", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dm_guo, pch = 20)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "using the annotation shows that the approximation worked" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nc3RhcnR4cmVmCjI0OTgxCiUlRU9GCg==", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "palette(cube_helix(6))\n", - "plot(dm_guo, col_by = 'num_cells', pch = 20,\n", - " legend_main = 'Cell stage')" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.3.1" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/inst/doc/Diffusion-Maps.ipynb b/inst/doc/Diffusion-Maps.ipynb deleted file mode 100644 index 16dd2e0..0000000 --- a/inst/doc/Diffusion-Maps.ipynb +++ /dev/null @@ -1,979 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false, - "hidden": true - }, - "outputs": [], - "source": [ - "library(IRkernel)\n", - "library(IRdisplay)\n", - "library(repr)\n", - "library(base64enc)\n", - "\n", - "suppressPackageStartupMessages({\n", - " library(xlsx)\n", - " library(destiny)\n", - " library(Biobase)\n", - "})\n", - "\n", - "options(device = function(...) png('/dev/null', 7, 6, 'in', res = 120))\n", - "options(repr.plot.width = 7, repr.plot.height = 6)\n", - "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))\n", - "\n", - "setHook('on.rgl.close', function(...) {\n", - " name <- tempfile()\n", - " par3d(windowRect = c(0, 0, 1200, 1200))\n", - " Sys.sleep(1)\n", - " \n", - " rgl.snapshot( filename = paste0(name, '.png'))\n", - " #rgl.postscript(filename = paste0(name, '.pdf'), fmt='pdf') # doesn’t work with spheres\n", - " \n", - " res <- getOption('repr.plot.res')\n", - " \n", - " publish_mimebundle(list(\n", - " 'image/png' = base64encode(paste0(name, '.png'))\n", - " #, 'application/pdf' = base64encode(paste0(name, '.pdf'))\n", - " ), list(\n", - " width = res * getOption('repr.plot.width'),\n", - " height = res * getOption('repr.plot.height')\n", - " ))\n", - "}, 'replace')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "name": "introduction" - }, - "source": [ - "Diffusion maps are spectral method for non-linear dimension reduction introduced by Coifman et al. (2005). Diffusion maps are based on a distance metric (diffusion distance) which is conceptually relevant to how differentiating cells follow noisy diffusion-like dynamics, moving from a pluripotent state towards more differentiated states.\n", - "\n", - "The R package **destiny** implements the formulation of diffusion maps presented in Haghverdi et al. (2015) which is especially suited for analyzing single-cell gene expression data from time-course experiments. It implicitly arranges cells along their developmental path, with bifurcations where differentiation events occur.\n", - "\n", - "In particular we follow Haghverdi et al. (2015) and present an implementation of diffusion maps in R that is less affected by sampling density heterogeneities and thus capable of identifying both abundant and rare cell populations. In addition, **destiny** implements complex noise models reflecting zero-inflation/censoring due to drop-out events in single-cell qPCR data and allows for missing values. Finally, we further improve on the implementation from Haghverdi et al. (2015), and implement a nearest neighbour approximation capable of handling very large data sets of up to 300.000 cells.\n", - "\n", - "For those familiar with R, and data preprocessing, we recommend the section [Plotting](#Plotting).\n", - "\n", - "All code in this vignette is accessible via `edit(vignette('destiny'))`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Preprocessing of single qPCR data\n", - "================\n", - "\n", - "As an example, we present in the following the preprocessing of data from Guo et al. (2010). This dataset was produced by the Biomark RT-qPCR system and contains Ct values for 48 genes of 442 mouse embryonic stem cells at 7 different developmental time points, from the zygote to blastocyst.\n", - "\n", - "Starting at the totipotent 1-cell stage, cells transition smoothly in the transcriptional landscape towards either the trophoectoderm lineage or the inner cell mass. Subsequently, cells transition from the inner cell mass either towards the endoderm or epiblast lineage. This smooth transition from one developmental state to another, including two bifurcation events, is reflected in the expression profiles of the cells and can be visualized using **destiny**.\n", - "\n", - "Import\n", - "-----\n", - "\n", - "Downloading the table S4 from the [publication website](http://www.sciencedirect.com/science/article/pii/S1534580710001103) will give you a spreadsheet “mmc4.xls”, from which the data can be loaded:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "
CellActbAhcyAqp3Atp12aBmp4Cdx2Creb312Cebpa
1C 1 14.0119.2823.8928 28 21.2820.8428.00
1C 2 13.6818.5628.0028 28 23.4320.9328.00
1C 3 13.4218.1926.1828 28 22.8719.6128.00
1C 4 13.6918.5928.0028 28 23.2820.7228.00
1C 5 13.4718.6024.2028 28 24.1921.7523.69
1C 6 12.8617.3725.5328 28 21.8721.2728.00
1C 7 12.9517.3723.9328 28 22.7421.1228.00
1C 8 12.7718.4023.6828 28 24.1419.8028.00
1C 9 13.2918.2628.0028 28 21.9121.1828.00
\n" - ], - "text/latex": [ - "\\begin{tabular}{r|lllllllll}\n", - " Cell & Actb & Ahcy & Aqp3 & Atp12a & Bmp4 & Cdx2 & Creb312 & Cebpa\\\\\n", - "\\hline\n", - "\t 1C 1 & 14.01 & 19.28 & 23.89 & 28 & 28 & 21.28 & 20.84 & 28.00\\\\\n", - "\t 1C 2 & 13.68 & 18.56 & 28.00 & 28 & 28 & 23.43 & 20.93 & 28.00\\\\\n", - "\t 1C 3 & 13.42 & 18.19 & 26.18 & 28 & 28 & 22.87 & 19.61 & 28.00\\\\\n", - "\t 1C 4 & 13.69 & 18.59 & 28.00 & 28 & 28 & 23.28 & 20.72 & 28.00\\\\\n", - "\t 1C 5 & 13.47 & 18.60 & 24.20 & 28 & 28 & 24.19 & 21.75 & 23.69\\\\\n", - "\t 1C 6 & 12.86 & 17.37 & 25.53 & 28 & 28 & 21.87 & 21.27 & 28.00\\\\\n", - "\t 1C 7 & 12.95 & 17.37 & 23.93 & 28 & 28 & 22.74 & 21.12 & 28.00\\\\\n", - "\t 1C 8 & 12.77 & 18.40 & 23.68 & 28 & 28 & 24.14 & 19.80 & 28.00\\\\\n", - "\t 1C 9 & 13.29 & 18.26 & 28.00 & 28 & 28 & 21.91 & 21.18 & 28.00\\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - " Cell Actb Ahcy Aqp3 Atp12a Bmp4 Cdx2 Creb312 Cebpa\n", - "1 1C 1 14.01 19.28 23.89 28 28 21.28 20.84 28.00\n", - "2 1C 2 13.68 18.56 28.00 28 28 23.43 20.93 28.00\n", - "3 1C 3 13.42 18.19 26.18 28 28 22.87 19.61 28.00\n", - "4 1C 4 13.69 18.59 28.00 28 28 23.28 20.72 28.00\n", - "5 1C 5 13.47 18.60 24.20 28 28 24.19 21.75 23.69\n", - "6 1C 6 12.86 17.37 25.53 28 28 21.87 21.27 28.00\n", - "7 1C 7 12.95 17.37 23.93 28 28 22.74 21.12 28.00\n", - "8 1C 8 12.77 18.40 23.68 28 28 24.14 19.80 28.00\n", - "9 1C 9 13.29 18.26 28.00 28 28 21.91 21.18 28.00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "library(xlsx)\n", - "raw_ct <- read.xlsx('mmc4.xls', sheetName = 'Sheet1')\n", - "\n", - "raw_ct[1:9, 1:9] #preview of a few rows and columns" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The value 28 is the assumed background expression of 28 cycle times.\n", - "\n", - "In order to easily clean and normalize the data without mangling the annotations, we convert the `data.frame` into a Bioconductor `ExpressionSet` using the `as.ExpressionSet` function from the **destiny** package, and assign it to the name `ct`:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "ExpressionSet (storageMode: lockedEnvironment)\n", - "assayData: 48 features, 442 samples \n", - " element names: exprs \n", - "protocolData: none\n", - "phenoData\n", - " sampleNames: 1 2 ... 442 (442 total)\n", - " varLabels: Cell\n", - " varMetadata: labelDescription\n", - "featureData: none\n", - "experimentData: use 'experimentData(object)'\n", - "Annotation: " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "library(destiny)\n", - "library(Biobase)\n", - "\n", - "ct <- as.ExpressionSet(raw_ct)\n", - "ct" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The advantage of `ExpressionSet` over `data.frame` is that tasks like normalizing the expressions are both faster and do not accidentally destroy annotations by applying “normalization” to columns that are not expressions. The approach of handling a separate expression `matrix` and annotation `data.frame` requires you to be careful when adding or removing samples on both variables, while `ExpressionSet` does it internally for you.\n", - "\n", - "The object internally stores an expression matrix of features × samples, retrievable using `exprs(ct)`, and an annotation `data.frame` of samples × annotations as `phenoData(ct)`. Annotations can be accessed directly via `ct$column` and `ct[['column']]`. Note that the expression matrix is transposed compared to the usual samples × features `data.frame`.\n", - "\n", - "Data cleaning\n", - "----------\n", - "\n", - "We remove all cells that have a value bigger than the background expression, indicating data points not available (`NA`). Also we remove cells from the 1 cell stage embryos, since they were treated systematically different (Guo et al., 2010).\n", - "\n", - "For this, we add an annotation column containing the embryonic cell stage for each sample by extracting the number of cells from the “Cell” annotation column:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "num_cells <- gsub('^(\\\\d+)C.*$', '\\\\1', ct$Cell)\n", - "ct$num_cells <- as.integer(num_cells)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We then use the new annotation column to create two filters:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# cells from 2+ cell embryos\n", - "have_duplications <- ct$num_cells > 1\n", - "# cells with values ≤ 28\n", - "normal_vals <- apply(exprs(ct), 2, function(smp) all(smp <= 28))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use the combination of both filters to exclude both non-divided cells and such containing Ct values higher than the baseline, and store the result as `cleaned.ct`:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "cleaned_ct <- ct[, have_duplications & normal_vals]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Normalization\n", - "----------\n", - "\n", - "Finally we follow Guo et al. (2010) and normalize each cell using the endogenous controls Actb and Gapdh by subtracting their average expression for each cell. Note that it is not clear how to normalise sc-qPCR data as the expression of housekeeping genes is also stochastic. Consequently, if such housekeeping normalisation is performed, it is crucial to take the mean of several genes." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "housekeepers <- c('Actb', 'Gapdh') # houskeeper gene names\n", - "\n", - "normalizations <- colMeans(exprs(cleaned_ct)[housekeepers, ])\n", - "\n", - "guo_norm <- cleaned_ct\n", - "exprs(guo_norm) <- exprs(guo_norm) - normalizations" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The resulting `ExpressionSet` contains the normalized Ct values of all cells retained after cleaning.\n", - "\n", - "Plotting\n", - "====\n", - "\n", - "The data necessary to create a diffusion map with our package is a a cell×gene `matrix` or `data.frame`, or alternatively an `ExpressionSet` (which has a gene×cell `exprs` matrix). In order to create a `DiffusionMap` object, you just need to supply one of those formats as first parameter to the `DiffusionMap` function. In the case of a `data.frame`, each floating point column is interpreted as expression levels, and columns of different type (e.g. `factor`, `character` or `integer`) are assumed to be annotations and ignored. Note that single-cell RNA-seq count data should be transformed using a variance-stabilizing transformation (e.g. log or rlog); the Ct scale for qPCR data is logarithmic already (an increase in 1 Ct corresponds to a doubling of transcripts).\n", - "\n", - "In order to create a diffusion map to plot, you have to call `DiffusionMap`, optionally with parameters. If the number of cells is small enough (< ~1000), you do not need to specify approximations like `k` (for k nearest neighbors).\n", - "\n", - "If you started reading here, execute `data(guo.norm)` to load the dataset that was created in the previous section." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "library(destiny)\n", - "#data(guo_norm)\n", - "dm <- DiffusionMap(guo_norm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Simply calling `plot` on the resulting object `dif` will visualize the diffusion components:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/pdf": "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", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd3yNd//H8c91VvYsMSIIihBi7xGzWsRWlCpKUWq1VUrrrqpd1GiNVlulVq1qjdQeRVCtELN2EishQvY5vz+u+z6/cyeou+ScnKuv5x99nHNd31z5XJI073yv71AsFosAAADA+ekcXQAAAACeDYIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ5wVllZWUuWLGnRokWRIkUKFixYt27d6dOnJycnO7ouAIDDKBaLxdE1APif3blzp02bNrt373ZzcwsLCzOZTMePH09MTCxZsuTGjRvLli3r6AIBAA5Ajx3glLp27bp79+633norLi7u119/3bVrV3x8/OzZs69cufLiiy/ev3/f0QUCAByAYAc4n+3bt2/evLl3796zZs3y8fFRD5pMpkGDBs2YMePixYvz5s1zbIUAAIcg2AHOZ/369SLSsmXLX3/99fr167an+vXr5+/vrzYAAPzTEOwAJ3Px4sXVq1eLSIcOHerUqaNOm9i1a5d61mAwhISEXLx40ZElAgAcxODoAgD8D44dO9a4cePExERFUcaPH+/u7n706NEffvihcePGCxYs6NOnj4hkZGQYjUZHVwoAcAB67ACnkZaW1qlTp9TU1K5du1oslvDw8AoVKpQqVapJkyYuLi59+/Zt3LjxiBEjfv/995CQEEcXCwBwAJY7AZzG8uXLu3btOmXKlJdeeqlixYqurq4PHjywbaAo//6Jbty48ebNm+m3A4B/GnrsAKexc+dOEenevXtWVpbBYHjw4IGrq6uItGrV6ptvvvHy8lJTna+v7/bt2wcMGODYagEA9kePHeA0OnTosGHDhoyMjHr16kVFRdWoUWPv3r0iYjAY9Hp9Wlqa2uyVV15JTEzctGnTr7/+WrNmTYeWDACwKyZPAE7D19c3MzMzKipq3759/fr1u337tl6vHzFixLlz5zIzMw8cOKDX60uVKrV27drdu3f//PPPy5cvJ9gBwD8Kj2IBp1G7dm0R+fLLL0WkWbNmp06dKlOmzOTJk3/44YcZM2bcunUrPDy8WbNmDx48MBqN3t7eMTExji4ZAGBXBDvAaXTq1CkgIGDZsmUi4unpmZmZqU6PSEpK6tmzp8ViGThwoJeXl4jcv3/faDRmZmY6uGIAgH0R7ACn4ePjs3jxYnUm7KRJk9zd3U+dOjVu3Lhy5crt3bv3vffeq1ev3pkzZ0REp9MlJCQEBwc7umQAgF0xeQJwMtu2bWvevLnZbM52PCAgoHXr1j/88EPhwoXDw8PnzZu3cePGli1bOqRIAIBD0GMHOBOLxXL8+HF1lRMrDw+PiIgIf3//L7/88s6dO/nz5583b17jxo1feuklR9UJAHAIeuwAZzJw4MDPP/88ODj46tWr1q3DMjIyxGZ1YhGpXbv2xo0b/f39HVkrAMDu6LEDnMamTZs+//zz5s2b9+/fPyMj44033qhZs6Y1zNn+kVasWDE/Pz8HlQkAcBiCHeA05s6dazKZvv766507d7q7u8+aNevnn3+uXLmyiBQoUEBEevToMXDgQEVRli9f3rNnz5zj8AAA2kawA5zGgQMHatWqVahQodjY2KCgIBcXl+HDh0dFRY0ePfrAgQMi4u/vP3fuXLW7bsmSJfPnz3d0yQAAuyLYAU5DnRghIp6enklJSTdv3ly8eHGTJk0mTJig9tjduXNHRJKSkipUqBAYGDh16lQHVwwAsC+CHeA0AgICrly5IiKVK1eOi4tbsmRJVlZWjx49ROTy5ctqg6ioqISEhGrVqnXo0OHChQuXLl1ycNEAADsi2AFOIzw8/PDhwzExMb1799bpdPPmzRORoKCg06dPjx8/XkQqVao0aNAgvV7fq1evoKAgEblx44aDiwYA2BHBDnAab7/9toh06tQpX758I0eOPH/+vIi0bdu2bNmyS5cuFZHu3bsfOnRoxIgRoaGhN2/eFBFfX1/H1gwAsCeCHeA0qlSpMmPGjJMnT4aEhMTGxqrj6u7du5et2cqVKy9fvvzjjz8GBASUKFHCEZUCAByDBYrtrX379iKyZs0aRxcCZxUZGTlmzJhDhw5Zj3h7e5coUeL27dtXrlzx9PR88OBB0aJFL168OHbs2I8++siBpQIA7IxgZ2+hoaEiEh0d7ehC4MTi4+OLFCliNps//vjjmTNn3rx503bbCfV1pUqV9u/f7+bm5thSAQD2xKNYwPl8+umnWVlZ9evXL1GiRGJiok6ns/0LTX3dpEkTUh0A/NMQ7ADnExkZKSKlS5d+7bXXChQocPjw4S+++KJOnTpBQUHBwcFqm8WLF6enpzu0TACAvfEo1t54FIunFxQUdPXqVaPRmJGRISI6nc5sNut0uuDgYLPZfOHCBbXZV1991atXL4dWCgCwK3rsACdz8+bNW7duiUhGRoanp2ehQoXMZrOiKHq9/qOPPjp9+rRO9++f6w8//NChlQIA7I1gBziZHj16pKamKooiIjqdLi4ubsSIEb/99ltgYOBrr702ePBgs9lcrFgxvV5/5cqVzZs3O7peAID9EOwAZ3Lo0KEtW7a0atVKRPR6fVJSkqIoXl5eFy9e7NmzZ2Zm5vz58xVFWbhwodlsFpEffvjB0SUDAOzH4OgCADypixcvTps2TUTCw8ODg4Nnz56tHh83bpxts8mTJ9+6dctisXh5eZ07d87+dQIAHIVgBziBy5cvDxgwYNOmTepsp7ffftvFxSUsLOz333+3nf/k6uqalpbWtm3bRo0a+fn5WQfbAQD+Ifj/PpDX/fnnnzVr1ty0adPLL7+sPoSdMGFClSpVfv/9d3WlOl9f34iIiKlTp1asWFGv11evXj0uLu7jjz++fft26dKlHV0+AMB+CHZAXtevX7+bN2+uXr36+++/79atm4j4+fnt27dv2LBhKSkpIpKcnLxhw4Z33nnn0KFDmZmZBQoU2Lx58/79+0WkU6dODq4eAGBHrGNnb6xjh//J6dOny5Yt+9prry1evFhEkpOTS5UqJSI//fTTqVOnevXqpS5lZ+Xh4TFr1qzt27cvW7asXbt27EoMAP8oBDt7I9jhf/LVV1/16dOnXr166enpJpOpUqVKer3+s88+s/3J9fDwuH//vogYjcasrCx1Pmzbtm2/++47Dw8Ph5UOALA7gp29Eezw5C5cuFC/fv1r167pdLqgoKCUlJQbN26IiE6n0+l0mZmZto2LFi1aqFCh9PT06OjoggULXrp0SV3rDgDwz8EYOyCPun//fvPmzePi4kRkwYIFFy9ePHLkiJubm4uLi9onV7FixWrVqonI4MGDvb2909LStm7devTo0eHDh1+5ciUqKsrBNwAAsDuCHZBHzZo169y5c//61790Op26zvC8efNSUlLWrFlTrVq1zMzM2rVrX758OSQk5LPPPps5c+b169e//fZbEWnQoIGInDx50sE3AACwO4IdkEetWrWqYMGCo0aN6tGjx6ZNmz788MOdO3cGBAS8+OKLffv2FZE1a9bcuHHj3XffFZGXX37ZaDTu2rVLRFxdXUUkNTXVsfUDAOyPBYqBPOrs2bPh4eF6vX7WrFnHjx//6KOPTCaTv7//p59++scff4jIzZs3+/bt27NnTxFxd3d/7rnn1BF4J06cEJFixYo5tn4AgP3RYwfkdT4+Pnv37n3//ffNZnN8fPzbb7+tPnLV6XTvvfeeOkMiIyMjMTHRz88vJSVl7ty53t7eDRs2dHThAAB7I9gBeVSpUqV+++03dZ6Em5vbxx9/3L9/fxH56quvli9frrZ54YUXDh48KCI///xzWlpa2bJlW7duffr06Q8++MDd3d2BxQMAHIJgB+RRHTt2jI2N/eKLL6xHBgwYYDAYPv3009mzZ+v1+vHjx1+5cqVWrVplypTp2rWrXq+fPn36tm3b3nrrreHDhzuwcgCAoxDsgDxq6NChJUqUGDJkyIQJE5KSkkSkXLlyI0aMiI6O3rdvX5UqVSpWrDh9+vSKFSueO3cuJSXFy8srIiJi+/bts2bNYgU7APhnYoFie2OBYjy5c+fOtW3b9sSJE0ajsWTJkvfu3bt27ZqIeHl53bt3z9osJCRk1qxZzZo1c1ylAIA8gWBnbwQ7/E/S0tK+//779evXnz9/3t3dPSwsrGfPnjVr1jx06NCZM2d0Ol1oaGhYWJhOR+87AIBgZ3cEOwAAkEv4Kx8AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHaA1iQmJl69ejU9Pd3RhQAA7I1gB2hEamrqJ598UrJkSX9//6CgIB8fn9atWx88eNDRdQEA7Ie9Yu2NvWKRGxISEpo1a3b06NGiRYs2adLE19f35MmT27ZtE5HPP//89ddfd3SBAAB7MDi6AADPQJ8+fY4ePfrhhx+OGTPGYPj3z3VMTEzbtm379+9fqVKlatWqObZCAIAd8CgWcHrHjx9ft25dt27dxo0bZ011IhISErJu3TpFUT755BMHlgcAsBuCHeD0tm7dKiJ9+/bNeSokJKR+/fqRkZF2LwoA4AAEO8DpxcbGikjJkiUferZkyZLJycl37961b1EAAAcg2AFOz8vLS0SSkpIeejYpKUmn03l4eNi3KACAAxDsAKdXpUoVEdm0aVPOU6mpqTt37qxYsaLt2DsAgFYR7ACn17x586JFi06cODEmJsb2uMVieeedd27cuMFyJwDwD8E6dvbGOnbIDZGRkS1btnRzcxs+fPgLL7ygrmM3Z86cHTt2NGnSZPPmzfTYAcA/AcHO3gh2yCU7duzo27fv+fPnrUcMBkOfPn2mT5/OADsA+Icg2NkbwQ7PxJ07d1JTU/Ply2fbFZeVlbVjx44jR47cv3+/aNGiL7zwQlBQkAOLBADYGcHO3gh2eBrJyclTp0795ptvLl26JCKenp4tW7YcO3Zs+fLlHV0aAMDxCHb2RrDD3xYXF9e4ceNTp04FBweHh4d7enr+/vvve/bscXFxWbZsWbt27RxdIADAwRhPDTgHi8XSpUuX06dPT5s2bdiwYTrdv6e0R0VFtWvXrlu3btHR0Y9aoxgA8A/BcieAc9i1a9fu3bvffPPNESNGWFOdiFSvXn3FihWpqalTpkxxYHkAgLyAYAc4hy1btohIv379cp6qW7duaGioumMsAOCfjGAHOIe4uDgRKVWq1EPPlipV6tq1a/atCACQ5xDsAOegrkX3mA1hPT097VsRACDPIdgBzkHdEFZ9IJvNnTt3Dhw4ULlyZbsXBQDIWwh2gHNo3769v7//+++/f/XqVdvjZrN58ODBDx48YENYAADBDnAOfn5+c+fOvXbtWtWqVadNm3bs2LEzZ86sXr26fv363333Xbt27bp06eLoGgEADsYCxfbGAsV4GmvXrn3zzTfViRQqo9H45ptvTpo0ycXFxYGFAQDyAoKdvRHs8JTS0tK2bt3622+/paenBwcHt2jRIjAw0NFFAQDyBIKdvRHsAABALmGMHQAAgEYQ7AAAADSCYAcAAKARBDsAAACNINgBAABoBMEOAABAIwh2AAAAGkGwAwAA0AiCHQAAgEYQ7AAAADSCYAcAAKARBkcXAOCZ2bNnz86dO+/cuePr6xseHl6vXj1FURxdFADAfgh2gBacPn26R48eUVFRtgerVau2ZMmSsmXLOqoqAICdEewAp3fhwoUGDRokJCR069atYMGCqampLi4u169fX7lyZcOGDX/99dcSJUo4ukYAgD0Q7ACnN2zYsJs3b5YvX37ZsmW2x8uVK3fq1Klhw4atX7/eUbUBAOxJsVgsjq7hnyU0NFREoqOjHV0INOLmzZuFChUymUxpaWl9+vTp0qVL8eLFL126tGLFikWLFhmNxvT09Li4uICAAEdXCgDIdfTYAc7t+PHjWVlZqampy5cv79y5s3qwRIkSjRo1euGFFzp06GCxWI4fP96kSRPH1gkAsAOCHeDcrl+/LiIVK1ZUU92DBw9Wr169b9++xMTEggULlihR4vz587GxsY4uEwBgDwQ7wLndv39fRAoVKiQikZGR3bt3v3HjRrY2p06dckBlAAC7Y4FiwLkVLFhQRA4dOrRt27aWLVvevHlTPRgeHv7888+rbaZOnXr+/HlHVgkAsAuCHeDcAgMDRSQhIaFNmzYZGRm+vr7r1q2LjY1dvnx5sWLF1DYZGRkREREOLRMAYA/MirU3ZsXi2TKbzYGBgffu3VOfydauXbtChQrXrl3bvn17SkqKj4+POjE2KSnpzz//DA4OdnS9AIBcRI8d4Nx0Ot2YMWPUVOfu7n7kyJEFCxZERkZWq1atRo0ad+/eHT169IsvvigiS5cudXSxAIDcRbADnN7AgQPr1KkjIunp6a1atRowYEDr1q2PHTt26NChXr16DR06tGjRoiJy5coVR1cKAMhdzIoFnJ6iKO+++27btm3d3NzWr1+flZWl1+urV68+dOjQl19+WUTOnDkjIs8995yjKwUA5C6CHaAFL774ok6nS0tLi42NzcjI8PPzc3d3V09dvnx58+bNIlKzZk2H1ggAyHU8igW0wGQyNWzYMD09vV69eikpKdZUFxUV1aRJk7S0NB8fn2bNmjm2SABAbqPHDtCIlStXlixZ8uzZs6VLlw4NDQ0KCrpw4UJMTIyiKIqizJs3z5r2AABaRY8doBFnz56tWbOmTqdTN4f9+eefY2JiRMTFxWXhwoXdunVzdIEAgFxHjx2gBZ9++uk777yjKEr9+vWNRuOZM2diY2MzMzPDwsJ+/vnnwoULO7pAAIA9EOwAp7dly5a33367QoUKq1at8vPzO3DgwK1btzw8PJYvX7527do5c+Z88sknjq4RAGAP7Dxhb+w8gadhNpv37Nlz8ODBu3fvBgYGNmvW7Pnnn69Vq9aJEycOHjw4ZcqUpUuXZmZmqo0VRTEajWaz+Y033vj111/j4+O9vLxq1arVv3//WrVqOfZGAAC5gWBnbwQ7/G3qgsMnT560HlEUpW3btuvWrevYsWN0dHRMTIyfn19iYqJ6yvan29vbu0KFCrdu3VLXtHvnnXcmT55s/1sAAOQqJk8AzuHQoUONGjW6cOHCqFGj9u3bd/r06Y0bN0ZERKxdu9ZisZw9ezYmJkav1ycmJup0OhHJ9jdbUlJS6dKlY2JiYmJi6tatO2XKlBkzZjjoVgAAuYUeO3ujxw5/g9lsrlSp0vnz53fu3Fm9enXbU8OGDZs5c6aIKIoiIj4+Pnfu3Mn24Tqdzmw2i8jYsWPbtGnj6uraoUOH2NjYuLg4Dw8Pe90EACDX0WMHOIGDBw8eP3580KBB2VKdiEyaNEntojMYDBaL5e7duyLy8ssvL1q0yGAw+Pj4iIjZbHZ1dRWR8ePHV6tWLTQ09NatW/fu3fvll1/sfisAgFxEsAOcwNGjR0WkRYsWOU+5uLgULFhQRNQMZ7FYgoKCjh49OmrUqMzMzHv37rm5uYlIamqq2n7gwIFDhgxRu/f+9a9/ZWVl2e0uAAC5jWAHOIHk5GQR8fb2fujZ4OBgEbl9+7b69urVq6mpqQaDQUTMZrMa6dQkJyINGzacOXPm0qVLReS3336bNWtW7pcPALATgh3gBNQVhs+fP5/tuMViWbFihTpk0zpe1mKxXLlyJS4uzvrW9qy6sZjaBViwYMFp06apw+8AABpAsAOcQNOmTfV6/YIFC2xnO6Wnp3fo0KFLly7quLonlJCQEBsbO2PGjMDAwB49esTFxZ0+fToXSgYAOADBDnAChQoVev3117dt2zZo0CDraLm333577dq1/v7+iqJYn7RaqY9ic+rdu3eVKlVu3bo1e/bs4sWLi8iNGzdys3YAgP0Q7ADnMGPGjEaNGs2bN6948eLdu3fv16/fnDlzFEVJTEyMiIjIuW6Rdf+JbLKysq5fv/7666+3a9fu1q1b8p9ZFwAADSDYAc7Bzc0tMjJy9uzZ+fLlW7p06cKFCy0WS8WKFXfs2KHT6dQVTx4vKChIfWE0GhcvXhwdHb1+/Xpvb+9y5crlcu0AADsh2AFOQ6/XDxo0KDo6OikpaejQoSKyfPnyhg0bXr58WZ0Aoa578lBubm7WVessFktmZmaPHj2OHj36+uuvm0wm+9QPAMhtBDvA+Xh5eQUEBIhISkqKiKhbTSiKEh8f/6gPSUlJ6devn/o6MzPTw8Pj2LFjVapU+de//mWXkgEA9kCwA5ySujfdzp075T/D6dRhdi4uLjknUoiIoii7du2yvn3w4IGiKNu3b/f09LRPwQAAOyDYAU6padOmhQoVmjx58uXLl63zZFu2bJmenv7QDaCtB3U6XalSperWrevt7c20CQDQGIId4JTc3NzmzZt38+bNWrVqJSUlqb10kZGRD011VoqimM3mnj17HjlyJOe2swAAZ0ewA5xV27ZtV6xYkZaWlpKSoua59PT0x3+I2uzDDz988OBBz5497VElAMCOCHaAE+vYseOlS5d8fHxsx9Wpr93d3R862M7V1VWdQrtw4cK0tDS7lQoAsAOCHeDcPD09K1eubLuOndot9+DBg4c+lk1NTR09evSQIUN27949c+ZM+xUKAMh9BDvA6bVs2TIrKyvbQb1eX758eetb2967V155ZerUqcWKFVuwYIGdSgQA2AXBDnB6ZcqUUV/YpresrKwTJ06IiJubm/ynG099HRsbazQaX3jhhT///FPdVQwAoA0EO8DpJScnqy8e+uxV3aNC5evrKyKBgYEi4u/vLyJJSUn2KBEAYBcEO8DpqbtQqPz8/Kyv1Q68iRMnWo/Ex8ebTCa1h+/ChQs6nc72YwEAzo5gBzi9WrVqubq6qjHu7t271uPWDjxFUawPZF9++WWdTnf9+vWff/65Zs2a7DwBAFpCsAOcnoeHR/PmzdUYpy5lojIYDAaDQUQsFou6O0WRIkW+/PLL69evt2/f/t69e6NGjXJUzQCA3ECwA5ze2rVrN27caH3r7+8fGhqq1+szMzPVbWRFxGKxuLq69unTp1evXqVKldq/f//YsWNbt27toJIBALlCefwGRHjm1L3bo6OjHV0INOLBgwclS5ZMSUm5e/dumTJlTp8+na1B4cKF4+PjrT15iqJUr159zJgxpDoA0B567ADntnnz5vj4+Fq1aonImjVrunfvLiJGo7FcuXJ162hDdkEAACAASURBVNY1GAyxsbFqy5iYmD/++OPWrVsHDx4k1QGAJhkcXQCAp/LHH3+ISNGiRUXExcVlxIgRiYmJ27dvP3nypLWNwWBIT0/39/dnDiwAaBs9doBze/DggYiUKFFCREaMGFGlSpWffvopJSXFYDDY7jMmIh07dlQbZ2ZmXrx48dy5c+np6Q6pGQCQSwh2gHMLCgoSkaJFi+r1+vXr16tvX3311ZMnT16+fFkNfOnp6WXLlt2zZ8+QIUNef/11f3//4ODg559/3tfXt3PnzqdOnXLwPQAAnhEmT9gbkyfwbJ09e7ZMmTJNmjTZuXNnZmamusSJ7XxYnU5nNpt79ep18ODBmJgYi8VSq1atevXqGQyGQ4cO7dixw93dfe3atc2aNXPsjQAAnh7Bzt4IdnjmXnvttW+++UZEChcurE6V8PLycnFxuX37tvoDrij//5NeunTpBQsWNGzYUH27f//+iIiIrKys06dPMwIPAJwdj2IBZ5WZmfnll1+Gh4evX79e3XZCTXW+vr4pKSm3bt0SEesCxdaPOnPmTKNGjaz7jNWpU2fRokV37tyZN2+eA+4BAPBM0WNnb/TY4Zm4c+dOq1at9u3b5+npWb169UuXLv3555+2DXQ6ncViUX/A9Xp9VlaW2m/n4uKSkZFhNps3bNigLnpiNpsLFChQpkyZvXv3OuZmAADPCD12gFPq3r37vn37hg8fHhcXt3379kGDBolIgQIFRERRlOXLlw8dOtRisRQsWHDUqFFZWVkiotfrDQbD5s2bXV1ddTrduHHj1EvpdLpixYrFx8c77m4AAM8GwQ5wPnv37v3pp5969uw5ffp0T09PEalcubKI3Lhxw93d3WKxzJs37+uvvxaRcePGFSlSRP2ozMzMpk2bNmzYcMiQIWaz+ejRozdu3FBPJSYment7O+ZmAADPDsEOcD4//vijiIwYMcJ6JDg4WEQsFkuhQoUMBsPu3bsTEhJEZOLEiW+++aa12ebNmytVqmTNcFeuXBGRkydP/vnnn9WqVbPnLQAAcgM7TwDO5/LlyzqdLiQkxHqkSJEiHh4e9+/f//PPPy0Wi3Ua7KVLl7J97B9//KFuViEijRs37tWr14EDB3Q6Xd++fe1WPwAgl9BjBzgfk8lkNpszMjKsR/R6fcWKFUWkR48egYGB6mRYEVEURa/X6/X6nE9aDQaDh4fHrFmzDh48OHTo0OrVq9utfgBALiHYAc6nfPnyIrJ7927bg926dRORb7/9Nj4+PiQkxMXFRUTU3jsPDw812FWoUEGdYCEimZmZcXFxbm5uInL16lU73wIAIDcQ7ADn07lzZ5PJNGrUqPv371sPtm/f3mQyubq6ZmVl/fHHH2lpaepxs9lcr169q1evmkymjz76yNp1lz9//g0bNty8ebN9+/YrV668cOGCA+4EAPBMEewA51O8ePEPP/zwt99+q1OnzoYNG+7du5eRkXHt2rUSJUqkpqb6+vq+8847akt1P7Gff/5ZRNLT09u1a3f27FlfX18RSU5Obt26tYeHR48ePURk586djrshAMCzweQJwCmNHj1ap9N9+OGHbdq0sT0eHBx84cKF6dOnq289PT2TkpKscykCAgL69OlTq1atNm3apKamqg9qixYtKiLWpU8AAM6LYAfkaVevXk1NTS1QoICXl1e2U++9996rr766YsWKY8eOZWZmlihRom3btlWrVt25c+eiRYtWrFiRmZnp4+NjMpnU7cVE5MaNG4cPHz506JCI+Pv7qxuRqWfVbjwAgFMj2AF5UUpKysSJE7/88kt1+1e9Xl+3bt2xY8c2bdrUtlnhwoWHDRuW7WPDw8PDw8PLlSv3/vvvX7lyxdfXd8iQIcuWLcvKymrcuPGaNWvMZrOiKI0bN1bbr1u3TkRq1qxplzvLE7Kyso4dO3b27FmDwVC+fHnbhWOQS1JSUg4cOBAXF+fu7l6jRo3ChQs7uiJAm9gr1t7YKxZ/KSEhoXHjxr///nupUqVatGjh7e195syZjRs3pqWlTZ482Tp+7vGioqJq1KghIkajMSIiIjExcfv27V5eXvfu3VOfzO7atatBgwY//fRTu3btatSo8c/ZKHblypXvvfee7WSRKlWqfPbZZ3Xr1nVgVRqWmZk5adKkadOm3b17Vz2iKEqrVq3mzJmjDgN4QurIgcc0SEhIsFgszz33nPXI9evXt2/ffv78eQ8Pj4CAgDNnzqxbt+7ChQsPHjxQ/7wxGAzFixd//fXXX3/9dT8/v793g0DeYoF9lS9fvnz58o6uAnlau3btRGT8+PFZWVnWg5cuXapcubKiKNu3b3+Si/To0UNRFPUBru2vQ51Op74dPHhw9+7ddTpdvnz5Tp8+nWt3k7dMmTJFRPLnzz9q1KjVq1cvW7ZswIAB7u7uBoNhw4YNjq7OWak9oBs2bNi2bdvt27dtT6WmprZv315EQkJCpk6dum7dusWLF3fs2FFRFDVpPf7KsbGxn376aeXKlT08PEREr9eHhoZ+8cUXmZmZFovl5s2bPXv2DAgIMBgMj898f0mv10+dOjUX/40AeyHY2RvBDo938uRJEenSpUvOU5cuXXJ1dW3WrNmTXCc4ODgsLOzq1avdunUzmUy2wc7291nz5s3Pnz//rG8ijzp27Jherw8LC7tx44bt8ZMnTxYoUMDf3z9bKMGTWLRokW3Hm06n69ChQ2RkZI8ePfLnz68e9Pb2btu2bffu3Vu0aBEWFla5cuXatWvr9fqqVauazWaz2bxixYpmzZr5+fkZjcbg4OBBgwZNmTLF3d39MVEs23fyM/HJJ584+p8TeFo8irU3HsXi8WbPnv3WW29t3bq1WbNmOc+2bt16y5YtDx48sO4t8Sg+Pj516tTZtGmTiNy/fz86OjotLS04ONjLy2vPnj1t27atXr36smXLSpQokSu3kSe98cYbCxYsOHbsWFhYWLZTS5cu7d69++zZswcNGuSQ2p7EuXPnTpw4kZWVVapUqQoVKjxlH9XfExcXFxsb6+7uXrp0ab1eP2TIkM8++6xQoUI9e/YsV65cYmJiZGTkTz/9pDYuXLhwbGzs43/LuLu7m83m1NRU69xtB9Lr9Tdu3PD393dsGcDTYPIEkLfEx8eLSHBw8EPPBgcHZ2Rk3L5927qBxKM899xzcXFx6msPDw/buRE1atQwm82VKlX6R6U6Edm/f3+pUqVypjoRadeunU6n279/f94MdgcOHBgyZIg6nVn1/PPPT5kypW3btnarYdWqVR9//LF1o2FfX9/w8PB169Y1adJkzZo13t7eFotl7969p0+fFhE1ol27du0vL/vgwQP1hcNTnaIoWVlZkydPnjx5smMrAZ4GwQ7IW9SdIRITEx96Vj2ec+PXnOrVq/fdd9/FxMTknPK5cuVKtcHT1upsEhMTixcv/tBT7u7uXl5eCQkJ9q3oiagTXAwGQ9++fevXr28wGI4cObJ48eJ27drNnDlzyJAhuV1AXFxcv379Nm7c6O7uXqtWreTk5Li4uOTk5HXr1imKMn36dG9v799//71Lly6nTp3K7WJyj5os/zmziKBZDnwM/M/EGDs83i+//CIir7322rfffrtq1aqzZ8+qx6Ojo7/44gtvb+8iRYpcv379L68TFRWl0+kqV66crfH+/fu9vb2LFi16//79XLmBPCwsLKx48eIPPXX37l1FUV555RU7l/SXEhISnnvuuYCAgOPHj9sej4uLCw0NNRgM0dHRf+OyO3bs6N+/f8OGDRs0aNC3b9+tW7c+tFl8fHy9evWyPfNVFKVkyZLWjk8fH5/IyEh1coO1wd8bAPckf7HktgoVKvydrxOQZxDs7I1gh8cwm82zZs3S6/W2v2mqVq1apUoV2yMmk2ngwIGPT2b37t1TZyMajcaQkJDevXvPmTOna9euRqPR3d193759drupvOOtt94SkYfe+/z580VkwYIF9q/q8WbPni0iS5YsyXnqyJEjIjJgwID/6YLJycnqN4aI5M+fPyAgQH390ksv3b1717blL7/8YjvtxpZer1++fLmIqEuEuLi4iIi3t/fzzz+vNqhVq5aIlCpVyvajbNOeoig5L+7j4/OovGW3AYVNmjR5qi8Y4GgEO3sj2OExBg4cKCKFChUyGo0mk+mll16yPjBVV+eqUaPGV199Vb9+fRFp0KCBui1YTr/88ot1EF62vpOmTZv+vT4eDTh79qzJZCpZsmS2icD79u3z8fEpXLjwvXv3HFXbo7z88ss6ne5RIb5EiRIVK1b8ny6o7kHXpUuXM2fOREdHDx48uHz58uqyOCVKlLh69ara7OTJk9bgpSiKuiZieHh4YGCgmrFMJpPJZLIdu/ntt99a45e6/PU777yTG3NXc4la6vz585/2awY4FMHO3gh2eBR1LmHz5s2Tk5OjoqKyjfFXFGXAgAEPHjywWCxms3n48OHyiNUZoqKi3Nzc/Pz85s+ff+fOHbPZ/Ouvvw4cONDLy8vV1fXQoUN2v7M85KuvvtLpdO7u7r169ZozZ87MmTPbtWun1+vd3d337Nnj6Ooeonnz5r6+vo86W6dOnSJFijz51bZu3Soi6hPnKVOmqHOrixQpUrVqVVdXVxFxd3dft26dxWJp1aqV+o2nRjf1u/H8+fMXLlzw9fV1c3MTkUKFCqkvREQd+Sci6pFKlSqJyNy5c60NcsoLD16z8fHxSUtLe/qvGuBAThDs0hLPbtsSGXXiQmrWXzfO+wh2eJQWLVq4urrGxcWpb81m8zfffCMiderU6dq1q4isXbvW2jg9PT04OLhYsWJmsznbderVq2cymX777bdsx48dO+bi4lKnTp1cvQuHO3z48LRp00aOHDl58uT9+/fnbLBjxw7bfiadTvfSSy+dPHnS/qU+ia5du+p0ukd1JRYrVqxSpUpPfrU+ffooinLx4sWvv/5aRMLCwqxBPz4+XqfTubm5mUymbdu2WccDrFmzRkQCAwPVea8Wi2XUqFHWGGT9ZzSZTOrMCXWyjtp1179//8dsHVayZMlnG8ueksFg+PXXX5/y6wU4XN4KdslX97zR+aXQkoWKla40ZNomi8VydvW7+Yz//v+LV7HwpQfjHF3j0yLYwdaWLVt69uxZtWrVsLAwo9FYvnz5jIwM69nPP/9cRLZu3ar+yuzfv7+64L5qwIABIhIfH297wUuXLolIr169HvrpevfuLSIXL17Mpdt5jLS0tKtXryYmJv6Nj01PT1+yZElERERISEj58uU7duz4ww8/2G7Lobpw4ULDhg2z/bauWbPmqVOncl7z6tWrO3bs2LNnTx5flFj9Hli0aFHOU/v27RORt95668mv1qBBg4IFC6anpxcoUCAwMDDbvZcsWTIkJMRkMlWvXt36D3j9+vWQkBAXFxdPT0+12fr169VTOp2uYsWK1tfffvutq6urNe3ly5dPp9MFBQVl+4qoTzyzDbCzfWLrkKe3YWFhMTExT/OVAvKIPBTskq+tKeJiEBGd0ctNr4hIt+83FzTpK7Xu9u6YkT07NTPpFJ3Bd8W1ZEdX+lQIdlDdv3/fughZsWLFrKPOa9Sooa7parFY1PW0IiIirA+tfHx8evfufenSJYvFMmbMGBHJthvYli1bRGThwoUP/aSLFi0Skc2bN+f23dmKiopq06aN9ZFccHDw+PHjU1JSnvDDY2Nj1ZxhNBpDQ0NDQkLUzqSmTZveuXPH2uzatWtFihTR6XR9+/bduXPn+fPn9+zZM3jwYIPBkD9//nPnzuXOzeW6pKSkggUL+vn5HTx40Pb4hQsXSpUqZTKZ/nJXLlv16tUrXLjwjh07RGTixInZzpYuXbpSpUrqqD5r4omLi1MncIjI77//brFYNm7cqL7V6XQuLi6BgYHZQtJfLrKYF+h0upIlS44ePXrjxo3Xrl17+q8UkEfkoWD3XXigiAyY98uDLLM5I+nTbiUVRSnda421wdXdExVFKdJ0hQOLfHoEO6g6deokIt26dVNTmsVi8ff3L1KkiKIolStXTk9Pt1gsH3zwgfpLSO0XqV69uvoM0c/P78CBA927d1cUJVsfmDpQ7+uvv37oJ500aZKI1K5du127diNHjsyWFXLD4sWLjUajXq9v1qzZ0KFDe/XqpW4/ValSpVu3bv3lh2dkZFSpUkVRlFGjRllj3PXr1/v37y8iL7zwgrVlt27dROT777/PdoWffvpJfdj6DG/Kznbs2OHm5mY0Gjt37jx37tyFCxf27dvX09NTp9N9+eWX/9OlevbsqdPpPv30U8mR7xMSEoxGY4cOHSZOnKjmHjWLL126NCMjo3bt2iLi4+Pz+eefq/2+IqIoiq+v7yuvvKK+9fX1XbhwYdGiRXU6ne0DWYdQFMVoNPr5+VWtWnXixImJiYmJiYmMn8M/QR4KdpU8Td7FPrC+vX/9GxF5YftV2zaTSvqavGrYvbRniWAHi8WyZ88eEencubPtCLn27dsbDAZ1SY758+cnJSWpS1HUrFlz9OjR8p/fxJs2bfL09CxQoICPj0/VqlWzXVndanbYsGHZjqempjZq1Cjn77/OnTv/jamgUVFRkydPHjly5IQJE3bv3p1znJ/qt99+MxgMgYGBCxYsOHr0qPocOTMz86OPPhKRVq1a/eUnWrx4sYiMGTMm56k+ffqIyKZNmywWy507d0wmk23Os9W5c2dFUZy6V+aPP/5o1qyZbU6qUqXKL7/88r9eZ8OGDSKifif89NNPtqdGjBghIsuWLZswYYKIVK1aVZ1a4eXlde3atdTU1AoVKmT75ilSpIi6ckqDBg3UAXPqVrzWLWKtnvDpqslkKlasWMGCBdU7Vf8kMBqNHh4eBQsWDAwM9PPz8/Pz8/Hx8fHxKViwYJUqVd5///1t27apfwgBsOSpYOemU4q99P//n8pMOScilT84attma/Oiit7N7qU9SwQ7WCwWdbeAbAP29+3bpyhKpUqV3N3dmzdvPnPmTPnPemB6vb5SpUpqMIqPj1d7p0RkxIgROWNZ2bJl/fz8bHNMUlKSdQy70WgMCgry9PS0/rpt0aLFo5JZTg8dx1a5cuWcS6jcuXMn2+j4gICAadOmqWPjevToISJHjx592Cf5f61atXJ1dU1KSsp56tKlS4qi9O3b1/Kf0WaffvrpQy/y5ZdfisjPP//8hPdosViSk5MjIyOXLVv2448/3rhx48k/MFfFx8dv3759y5Ytf3uUpNlsbtKkifWbRz14+/ZtdZJ1nTp1srKyWrdubTQaIyMj1TV31G+/l156ady4cWpva7as1qJFi4SEhMzMzE6dOmVbgtFkMrVu3Xr9+vXp6enR0dH16tXLlvAe1aUXGhrKPAbg78lDwa6Sp8mv9JT/f2/OGD9+/Pwt//VH9szSfkb3Mvau7Jki2MFisbRs2dLd3T3ncfUpmF6v9/b2Dg0NNRqN6pJ1IlKsWLHBgweHh4dn+93p7+//1Vdf2V5kw4YNiqKULVt27969Bw4c+OGHH6pVqyYiageM+uu2cOHCRqPRepFVq1Y9SdmxsbFBQUE6na5fv3579uw5f/78gQMHRowYYTQa/f39beco3Lhxo0yZMiLi7e09ZcqURYsWjR07Vt0At2PHjpmZmWqf5aRJkx7/GcuVKxcaGvqos/ny5WvcuLHlr0YWrlq1SkRWrlz5JPeYmpr67rvv2u6joNfru3bt+iS7fTiFhISE8PBw9dZKlixZrlw59Rujbt26N27c2L17t06ni4iIsFgsK1euVP8AyMnLy6t27doDBgyIjIy0vXhiYuKSJUtGjhz58ccf//jjjzlHUiYnJx89enTatGnVq1fPnz+/n59f2bJlx40bFxsbu3LlyqlTp86ZM+fAgQNP/pcGgGzyULD7rlGgiAz9etejVjW5uneaXlHyhc22a1nPGsEOFoulVatWDw12Fotl/fr1tkt/mUymLl26DB8+vGDBgtaDwcHB+fPnDwkJmTt3rtqJMnv2f/1czJ07N1v+U3l4eHz22WdfffXV1KlTFyxYMGzYMPV4/fr1c1aSkpKye/fulStXbty4UY01ajfbd999l61lZGSkXq9v2rTpqVOnIiMjd+3a1bZtW7Uz5rXXXjt48OBnn302adKkxYsXq/NFZs+eHRcXJ08wozM0NLRcuXKPOuvv79+0aVOLxRIdHS0iI0eOfGizTz75RET27t37+M9lsXlgXbly5ZkzZ65Zs2bBggUvvvii+m/u1A9zbWVlZY0aNUodhRYUFNS2bdvvv//+zp078+bN8/b29vb2tmb0K1eujBo1qmLFit7e3h4eHgUKFIiIiFi1apXt7GwAeUoeCnb349YXdzWIiFeBoh2m/9djneNz/tW9fUOjoig604zjeXptgr9EsNOwc+fOvfXWW6GhoX5+fsHBwV27dn3UmrdqonroDhDJyclubm4NGzYMCwvz9fVNTv73NPDNmzeLSMOGDdU5s/nz52/QoIHFYrl9+3ZISIibm9vly5czMjJOnjx55MiRdu3aiYinp6erq6vt0y4XF5dsgU8NkS4uLrY1ZGRkjB8/3tfX19pMp9O1adPGxcXlURsuWXsWrQoXLqzX67NtEmUwGDw8PIoXL64u4DJ69OjH/5O2b9/eaDQ+dEWS06dPi8jAgQMtFovZbA4KCgoMDMz5YDo1NbV06dJ+fn5PMgzr448/FpFBgwZlCy5ffvmloiht27b9yys4kSVLlqgdk66uroUKFVL77QIDA58kAQPIs/JQsLNYLCk3jo7s+kLZYgEVhv7XZL1lZZ8TEd9STb7de8VRtT0rBDut+v7779WQVLx48aZNm1asWFGn0ymKMmLECNvnShkZGcuWLVNjkKenZ0RExHfffWe7dt17770nIu3atStevLj6gGzKlCm3bt1SBzCpOz5FRUWJzQwJdSas+ujWNoopiqIoiru7u220MplMD32+pg74u3379i+//KJOgSxbtuzkyZOnTp3ao0ePcuXKqQHxob1i77//vnqR1q1bL1iwQO3YU9srijJ48OBt27YdPnz4+++/t07gUNdqWb16tfUimZmZhw8fXrly5dq1a62rk6xYscKa3myZzeYOHTqIyK5du9QjCxYsEJEmTZrYPjNNSEiIiIgQkalTp/7lVzArK6tQoULPP/+87ZfDqmPHjoqiXL58+S+v40Ti4+MnTpzYqlWr+vXrd+zY8YsvvrD+IQHASeWtYGdlzvyvARZXftl+8uJNRxXzbBHsNOnXX381GAxFixbdsWOH9eC5c+fUeQbWQf03b96sW7euiBiNRrU/TB1LXrt27Rs3bsTGxr711luKoqgH3dzcrK/9/PwKFy4cFhZmsViSkpKqVaum1+uPHz9u/ew5g9pj6PX6V1555dChQydOnLCun+fm5pZtYHtAQIC6Qa0tHx+fbL1i27ZtU1OgiCxdutRiscyaNUtErM+Oe/To8dVXX33wwQcTJkz48ccf69Spo366wMBA6xao33zzje3AfBGpW7fu0aNHzWazmgV79epl3eA1Ojpa7ZLs2rWrbSWDBw8WEXd397Zt2w4ePLhDhw7q+n+vvfZaztWMczp79qyIvP322w89+/3334vI8uXL//q7AQAcJ48GOw0j2GlS48aNXVxccq5cf//+/dKlS3t7e9+/fz8rK6tevXoiMnz48ISEhJSUlC5dulhzjMlksnZxBQYGrl+/PiMjQ30yGBAQ4OXlpShKmTJl5syZo05BGD9+vPop7t69a+2T6969u7pRwZPw9fUdOXKkdUaFyt/fXy0j5xaf1oeqVapUsR0U37JlS5PJpHba7dy502KxLFmyRG1pu3OX7Z2qt2mdpjp27Fg1CI4ZM2bVqlVLlizp3bu3i4uLq6vrjh07EhMT1VFuIpI/f35/f3/1dbdu3XKOzV+/fn39+vXVm9Lr9bVq1cq5st2jHDp0SESmTJny0LPbt28Xkc8///wJrwYADpHngt3dS8eWfLHO9siRkS+/Omj0N2u3P2CvWORJiYmJer2+U6dODz372WefichPP/2kzs0cOnSoejw2Nvb8+fNbt25944031LX769evHxgY6OPjc+HCBeuHz5s3zxplVJ6ennPnzrU2ePXVV9XjoaGh48aNe+j6EU++TmyhQoVss1eJEiVEpFGjRvXr17d9gDthwgRrAV5eXuHh4WXLlvXx8UlNTbVYLBcuXFCbqbNxPTw8HjqTQ11aWV3kpVatWgkJCbb/bocPH/b19Q0MDFQfDm7durVfv34NGzZs1KjR4MGD9+3b95ivSEpKSlxc3JNvbqH6888/bb9A2ahp9QmnDwOAo+ShYJeVFjuuS1WdongEvGJ7fFeXUuqvAb+QFr9ccfrxHwQ77Tl+/LiIfPTRRw89q27fNHfu3K5du+r1+suXL3/wwQdFihRRv6sNBkOTJk02bNhgMBiaN28uNquLqfbu3ZvtGaWIlClTZtiwYW+88cbgwYOtXWvZRs59/vnn6uKxT8hgMORcRfahidBgMBQpUkQdOJiWliYi6n6g6tol6gA19cms6o033rh8+fLChQtHjRpVtWpVEXFxcRGRP/74w2KxdOnSRafTPXTLrzlz5ojIt99++8y/ZA9lNpuLFStWtGjRhybCF198UafTxcU5/XbVALTNAXstP5Q583bXiuXGLT/iXrRK77c62Z6qNvWHpfMmtQl7LjFmc6uKLS+mZTmqSOCh1CkLGRkZDz2rHjeZTH/++WehQoVat2790Ucfubi4vPjii5UrVw4ICNixY0ebNm28vb3Pnz8vIrb7rx85cqR58+YJCQmTJk165513RMTd3b1o0aKnT5+eMWPG/PnzZ8+enZKSoja+f/++OltCfXvv3r1y5co9+V1kZmaazeZsXWsWiyVntsvMzLx69WqLFi0GDhzYtWtXRVGuXLkSERFx4sSJgIAAdVXb1NRUa/tLly4dOHDg9u3b69evP3LkSMuWLUNDsbzRJQAAIABJREFUQ0VEXVV43759lStXzraUsapjx44isn///ie/i6ehKMrw4cMvX77cu3dv2/otFssnn3yyadOm7t272y46AwB5kaOT5b8dn1FXRIq2Hnsz/eEPXM1ZDxYNrCQi1Sccs3NtzxY9dtqTkpLi7u4eHh5uPRITEzN79uz33ntv4sSJ6rg6NfypIemVV15Rk43891ZL6kyFFSv+fzfkmjVruri4REVFWf7TfaUGL1dXV7FZcNjKdkFjo9Gozk7N+Yn+nmyfTr2gXq/39fXV6/XqGMHq1at369btpZdeUtfRyBYKfXx8xo0bd/HiRXVQoDrX1dPT81EbuWZlZSmK0rlz51z+Av6/zMxMNU0WK1Zs5MiR8+fPHz9+fJUqVUSkYsWK2bblBYA8KK8Eu0GFPXUGv8P3HrfQVFb6zeKuBq/AwXarKjcQ7DRJjVDr16+/efNmu3btcvZy1a5dWx1Ip1IU5bnnnitcuHC5cuX69Omj7g+revfdd9VrxsTEiEj//v3Vt7169VIv6+Xl9ajspdPp1Mj40DFtT2Pu3LljxozJdl/Dhw9PS0tTBxG6urqqMydUd+/eVRu7uLhs2LBh5cqVe/fuTUlJuXLlijrwTkReffVVi8VSvHhxdbZvTlevXpWHrXWSq7KysmbMmKGONVR5eXkNHz78b+yoCwD2l1eCXSGT3rvo2L9sNq2Er8ElyA715B6CnSZdvnw5ICDAxcWlQIECItKxY8fVq1er63qIiMlkcnV1VbvZHs9gMPj5+V25csXyn42w1A68mJgYV1dXT09PdVpDqVKlrB8SHh7+5HMjnqHAwECTyRQXF9e6dWu1965IkSIffPDBihUrFi9ebDvht0iRIgMHDhw9enSnTp3UBZPVIPvee+9ZLJZXX31VUZSHrtU8depUcdAKI1lZWdHR0ZGRkVFRUWlpafYvAAD+nrwS7HwNOv/nF/xls8Vl/HUGbzvUk3sIdlr1xx9/WFd9UycHiIjBYFi9evWECRPkvx+GKoqirh6S83GqOhd1y5Yt3377rYisW7duzZo16tau6mXDw8N1Op06O8HDw+Pw4cM5L5Ib3N3d8+XLZ32rrrqycOFCFxeXF154Yf78+YULF7Ztb50gYp3Vq9frGzRosGXLFnXBue3bt1sslqNHj+r1+goVKmTbsGvbtm0eHh4lS5ZUZ9oCAJ5EXgl2zf1c3fN3+ctmnfO7u/g0zP1ychHBzomkpKTMnTu3fv36+fLle+6552rXrj19+vRHLc2fmZkZEBAQFBT0xhtvtGnTRu2u++677+7evZsvX75HbaauUvv5VN7e3mrfnrq4rvX1Dz/8oEbDvn37ikibNm1ExMXFpWPHjtn2lngaD+38UzexyHZQTZlDhgxR/6v+C0RFRa1atWrDhg3Xrl07d+6c2qZv376xsbFnz569d++e+qBTUZT69etbN+RQj3h7ew8YMGD+/PmzZs1q06aNTqfz9vY+fPiw/b7eAOD88kqw2xhRXETmn7v7mDZ3LywUkcCGKx7TJu8j2DmL2NjYsLAwNVSFh4c3atRI7XkqU6aMdQsEW5cuXRKbbb4+/PBDETlx4oS6/tnQoUOtkahAgQLqGiVqT5uiKOpUA2u0evHFF99///169erp9Xo3N7exY8eqq2yo6VAdz+fl5WWfjjpb1k5H9YmwiIwcOVJEXn/99Yf+G06ZMkW9o/Dw8CFDhvTt21ed/VqmTBl1x1urjRs3VqxY0fYTRUREnD179ll/VQFA4/LKcicNPhtr1CkjGnY5fOv/2LvvuKbv7X/g7yQkhA1hL2UIAUERHNWq1FnaalGvq9U6irQ4617V3mptrbauuloBwXGt0uVotVW7/LnqqnWzwlSEkEDYkPX5/fH5NjcXRxWET/Lm9fyjD0k+hPOhEg/n/X6fU//QC9SqW5P6zSOETNsyqHVDg7ZIr9cPHz78+vXrK1euLC4uXr16dadOnSIjIzt06JCVldWvXz+1Wt3oU6qrqwkhDg4OGo3mhx9+OH36NCHkiy++OHnyZKMrFQoF26NEq9USQhiGqampMTwbGBj4008/vf3226dPn96wYUNdXd3Zs2fZK9mGdtnZ2YQQtvpF/m5f9+CgiGfLysrK0tJy6NCh7Id6vZ79Q0RERLt27X7//XfDI8YYhiGE9OnT59KlS5999llSUpJarV6+fPnly5eNTycQQoYMGXLt2rWcnJyff/751KlTpaWlhw8fNt5KCAAAT4TrzPK/Ti5/kRAiELq+Pn/95VuyijotwzB6bd3d7Jt7V0/zFVsQQsImpXAdZnOhYmcWvvrqK0LI4sWL6+rqxo0bx/6wODg4GLaLderUSaVSGX9KWVkZj8cbNGhQ+/btn/Cnz7jtnOEPbFXsP//5D8Mwer2eXetk+5iEhoYaf7qlpaWTk5PhwydsL/yP3NzcHnzQeJKsoVwnFotVKtW///1v8nd3YmPZ2dnOzs6+vr719fVqtfru3bsKhaL1/hcCALRJJpTYMQxzdN00iZD/979JAomHp7XA8CH/pVmb68x/qhgSO7Pwxhtv8Pn8kpIS9nTn8OHDb9y4wT517do1tpmIr6+vn58fm+h0795969at7IEGOzu70aNHd+rUqVFeZRgF+2Da9OKLLxqyJXZf2meffWYI5uTJk7GxsWwOZ8gF2f927tyZ7ZDXOvh8PttshS0Qjhs3jmGY6urqTp06EUImTJhw9uxZhUIhk8k+++wzFxcXCwsLw0BYAABoBTyGYVrtX4UnUVt0LWVH8s8XbmRlZcny7lu6+Eql0pCO3ccnzIiJ9Prnzzd5bJuxmzdvch0IPE50dHR2dvaBAwdeeOGFiIgILy+viooKT0/P8ePHjxgxws/Pr6CggGEYb2/v559/vq6u7ty5c2VlZSKRSK1WCwQCdpG0ET6f/9D1yocaNWrU/v37H9xFt2rVKrZCxrKwsOjYseP169cJIexXFwqFxjMweLwW+Rln7/Hy5cvsiDC5XP7mm28eO3bM+BoPD4/k5OQhQ4Y8868OAACPYnKJ3f/Q60mz2+WbGiR2JquysvLo0aO3bt3S6/WHDh26f/9+eHj4mTNnGl0mkUhUKhVbMBsxYgTbbe7u3btvvPHGqVOnDJdZWlqyc1SfnI2NjfFmO5FI9Oabb65atcrV1dXwIMMwixcvZhu8PUgsFgsEAuMXeVqGvJDP57O//BFCBAJBx44d6+vrNRpNQUGBl5dXSUlJZGTkH3/8YVyAvHLlyk8//VRYWGhra9ujR4/Y2Ngnad0HAADPkGkndjRCYmeaPv/88yVLllRWVj74lJubW3x8fOfOnTMyMlJTU/Py8ggh3bt3r6qqEolER48enTNnzsGDB5+8Gvck7OzsqqqqCCFeXl6nTp0yPkbAMIyDg4NYLC4tLXV2dhaLxSUlJYQQrVYbFBSUnZ3NMEzTCnUSiaSsrOzBx6OioubMmePv779gwYILFy4IBAI7O7szZ86EhYU14xYBAODZM73EjtH8dfq3W9kymUyWV1gm8fULDAgIDArv37eLkIPu+s8eEjsT9Omnny5atCggIGDJkiXR0dF8Pj81NfXjjz8mhPD5/KqqKkOjOIZhLC0tNRqNs7Ozu7u7RqOprKyUy+VDhw4tKCi4du2a4TUFAsHAgQNPnDhx/vz5Xr16NSEqHo9na2tbV1cXHh5++fJl4ylhEyZM2Ldvn4ODg62t7ZUrV957773ExMRRo0YdO3astra2yd8HJyen8vJyw4ds0TEwMLCgoMB4ebdPnz6JiYmNTnIAAIBJ4GBf36Od27cq0tfmoXHa+kZ99OUfXAf4DODwhKmRyWQikahz587Gp1zXrFlj+Ls3depUtVqt1WrPnj370ksvkb8PLgiFQolEws6WYBhm4MCBjf7S9u/fnxBiaBHy5Dw9PdPS0tgVWLYqdvToUeOYs7KybGxsbG1teTxeUFBQcnKyra2tk5NTZGQkIYTP57OHG9gDGU91NpbH44WEhCQlJZ04ccJ4zgQhxNLSctiwYdeuXWvt/0MAAPDETKhid2TZ4GGrfyaEBDw/8o1XnvP19fX2dKwsvldYUHDhx33fnJURQgYv//7Eqqf+Z9KkoGLXyrRabVpaWlpaWkZGBsMwUql09OjRr7/+uuEw6cqVK1esWHHixInS0tK0tLQ7d+6UlJQ8uCbLLm7yeDyhUGhjY2OobM2cOXPLli2EkLFjx7JNUliNDjE8OXakWHZ2NltHZB+cP3/+unXrjC87efLk2LFjy8vLDYEZfpbt7OzCwsIuXbqk0+kCAgJUKtVDF1gJIZ6envfv3yeEWFlZsZO7zp8/37NnT0LItWvX+vfvb2FhwcYQEBAwYMAAR0fHJtwRAAC0Hi6zSiOKqx8RQkT2kV+eeniv+ezT+7s6WBJCPv7LvFthoWLXmuRyOTvaSyQSRUREREREsEWs55577siRI9u3b9+0aVPPnj1FIhF7mVAoZGtdbJXL3t7e0IVEJBLNnDnz+vXrPXv2ZDu6sZ2BT506xX6tZcuWPfjzZRga++SCgoIEAoFWq2VnV7CRjB8//sG7KyoqWrJkSVhYmLW1tZWVlYuLS/v27T08PIRCob29fa9evRwcHPh8/rhx456kdMcedJg5c+bhw4dnzpzJdiRmx7kCAIC5MJXELrmbGyFkzXXlY65R3lxPCHHvvrPVomoJSOxajU6n6927NyFk/vz55eXl7IMqlWrs2LEPzWxmzJgxefJk8r+dfvl8viG3s7Gx6dy5s6EFCZsLsoVAhmGOHj1q/GrstrzH5FKPeioqKooQUltb+9xzz9nZ2fn7+xNCpk+f3oTvQE5OzqBBj5vUwuPxPDw8CCESiaRRDhoVFXXhwoVn9j8DAABahak0E9mSrrJyfnVxJ8ljrpGEzRvlYl1+Z0urRQVm7bvvvjt79uzcuXPXrVvHriHq9fr33nvPsGDq6Og4cuRIw2yrbdu27dq1ixASGRm5YMEC9kG9Xq9Wq6dPn+7n51dTU1NVVcUmXoQQdhEzKyurqKhoz549s2bNMv7q7CEGhmEelcB16dKl0SPslUql0tXVNTU19cKFCxMmTGBb4vXo0aMJ3wF/f/+TJ0/evn2bEGI4e8Hn843HXSgUCkJIWVmZl5cXIWTMmDG7d+++du3alStX6uvrly5d+sYbbyQkJCQmJqpUqibEAAAArYrrzPL/WPB4TkFf/ONlu6QSHs+iFeJpOajYtZpx48YJBIKSkhL2w5qamn79+hFCeDxez549eTweO0SBZei4xiZAkyZNGjBgAPuIUCgUiUTbtm0jhMyaNcvGxoYQ4uTk1Chjs7a2/uSTT9h63uMXPR/1LPul2T12hJDg4OBz587xeDyRSFRRUdHk74NarWa/YmxsrOGr29nZsbfPlvQcHBzYGPLy8hiGKSoqYk9+GLO3t9+7d++z+X8DAAAtw1QqdlqG4Qvs//EyewGfYbStEA9QICcnx8vLyzD5dOrUqb///jsh5PPPPz9//nxAQAD7FJvoGJoJL1myJDY2dvfu3Z6enuyarEajUavV8+fPJ4Rs2bKlpqZGIpFcunTp7NmzxqlhbW3t6tWr2bOxzGPPJD3qWbY4xzBMTk7Oc889N2jQoAEDBjAMM27cOHv7f/7peJSkpCT2K7K1OvbPDQ0N1dXVhJCff/6ZEGI4AFtSUlJdXT1o0KDff//9rbfe+uuvvxoaGkpKSnbv3u3o6Dhx4sT9+/c3ORIAAGhxXGaVRgghziFf/uNl33V0MZ2YmwYVu1bTu3dvb29vhmGqq6vnzJlj+Dvv4+MzZ84cX19fKysroVDYqH4mFApjYmLYAp6Dg8ODk1gFAsGsWbOKiorYybDsDrxOnTq98sor3t7ez/bHk8/ns4MumvN96NOnD9sYhTzBnr+5c+eyhzY+/fTTRq9z//59Hx8fFxeXqqqq5sQDAAAtx1QqdgDPnFQqLSoqunDhQvfu3Tdt2kQIcXV15fF4fD5/06ZNhYWFdXV1D3Yk0Wg0x48fZ/9cU1PT6ILXXnutS5cuW7Zs6dWrV3p6+saNGwsKCt544407d+4cO3bs3r177GUikYjdvWfY2cYeoX0MNq/y9fUdMGBAz5492R1vEonkxx9/NKyTNs2tW7fY+WDkn0qJVlZWd+7c2bt3r7+//7x58xo96+Hh8e677yoUih9//LE58QAAQMtpPGKcQ1WFa156affjrykpeMjEJ4CHeu2111JSUoYMGVJeXt6nT58zZ84EBweXlpYWFBQYrhEKhWvXrjUkMWzzOXbCPfl7bfT999/fuHFjZWWlra3tgQMHNm/e7OXl9f3333fr1o0tBO7du3fbtm1//vlndXW1p6fnK6+8IpfLy8vLb968WVFRERUVVV1d/dD5rQKBwMPDY+DAgZMnT46IiFi3bt2XX37566+/EkI8PDxmzpy5dOlSNsNrsoyMjCc/9FBfX19dXZ2TkzNx4kT+w8Y0v/DCC4SQW7dujR49ujlRAQBAS+G6ZPh/zDHmpsFSbGtiO5IEBwfHxcUZ/v4Ydt0RQvh8vlgsZmc8EEK6d+/u7Oxs/JfNxcWFPTbr4eFx9+7dkJAQKyurDRs2EEI6der00C9qOFHr4OAwadKkt99+27AVj8/ns6crLC0tP/roI71e/+CnV1dXV1ZWNvPGv/3225iYGIlEwhYCDX3s2AqihYVFt27dCCF9+/YlRgdHyN/Hb99++22GYS5evLhs2bJx48ZNmjRpw4YN9+7dk8lkhJDFixc3MzwAAGghplKxu3r1KtchgDm5cePG3r17r1+/Xl9f7+/vP2zYsNjY2AeLTB07djx37lxmZmZmZiYhhM/n6/V6uVzOZldardbKykokEimVSvapS5cuGWc5hBCFQiEQCHg83qFDh7y9vdevXz9kyJDTp08TQvLy8h4aG5sIfvjhh999993u3f9XhJZIJO3atXNwcHBwcOjVq9fkyZPZBnIPYk/dNplGo5kwYUJaWppYLO7UqRN7R/X19YQQhmH0ej0hZPLkyUlJSc8///z58+cJIW+++ebnn3/Ofrqtra29vf3169f/9a9/HTx40PiVly5d+vrrrxNC2rdv35wIAQCgBXGdWbY5qNg1WWFh4RdffDF//vwePXqwhShbW1tD+a1nz553795t9ClDhw61trZmz8ASQiwsLAICAtjUzVC+Mnw4bNiwRj3eyN8tSEQi0eHDhxmGUavVAoGgV69e7FMPjZOt2GVmZjIMU1paeuPGjQcDazns6d3Ro0eXlpayHftSU1Mlkv92iGTTX4FAwGa33bt3Ny5njhgxgs3eCCFjx469dOmSWq2uqKg4dOgQOw2Pz+fn5ua22u0AAMBTweEJMBVVVVXXr1+/ceMG29rXmFqtnjdvXkBAwNSpU9evX3/x4kWGYezs7DZs2FBSUnLv3r358+dfvHhx0KBBbAsPAysrK7Va3aFDB7aZsFarzcnJMZSv2C10hg9/+OEHLy8v5u+NAewfXF1dFy9e7OzsPHbs2Fu3bgmFQnZ+F/l7fbMRjUZz8OBBT0/PwMBAQoiLi0t4ePgzPy37KMXFxZs3b37++ef379/v4uLCfjfc3d3ZfXssvV7P4/F0Op1WqyWEXLp0KSUlxfCsRCLp2LEjIcTa2nrKlCndunVjB5T16dOHTezY0yetczsAAPC08AYN3Ltx40ZsbKxEIomIiOjcubOTk9OoUaOysrIMF0yaNGnjxo3du3ffvn27hYVFZGTktm3bnJ2d33777U2bNh04cODHH3/U6/Xp6enOzs4jRoy4fPky+4mdO3fWarX9+vWrq6vz9PRcunSpcec5luERnU539+5dw+OjRo0ihIwdO3bNmjVHjhzRaDQrVqwoKSmpqqpij7jW1dWxm+0MNBrN9OnTZTLZ7NmzOcl+jh8/rtFoZs+ezRYa2YMXMpksIiKCrVmyPDw8pFLpQxNTa2vrkydPWllZ8fn8F198USqVjhgxon///r6+vgcOHOjZs6dOp/vmm29a7Y4AAODpcFovbIuwFNvIsWPHxGKxQCAYOnToqlWrVq5c+eKLL/L5fFtb29OnTzMMc/jwYULIqFGjtFrtmjVrCCEnT55kGEapVEqlUjZ/8vT0fP3118Visb29PbvImJyczDCMTCZjUxw7O7vIyMgffvhhxIgR7u7uxuutbJrSq1evRrMWvvvuu169evH5/O3bt+v1+gEDBlhbW69YsYIQ4urqKhKJ2Jpc79692dOsq1atYjvbvfzyy2q1mpNv5gcffEAIuXHjBvthdXW1tbV1ly5dtFotG9s/4vP5dnZ2/fv3z8vLmzVrVmBgoFAodHJyGjx4cFpaWkVFBSEkLi6Ok7sDAIB/hMSutSGxM1ZSUuLg4ODq6nrp0iXjx0+dOuXg4ODu7l5RUTFs2DChUMhOBmN3gxka5EZHRxNC+vTpk56efv/+/ZiYGAcHh5s3bwYHBwsEAnbFll0GNUxuEAgEhjOwhtyOEDJy5Eh2qZG9xt7eXiKRpKWlsYWujh07RkREsBezM76+/PJLlUo1bdo0S0tLw0s5OTl98MEHXGV1DMN88sknhBDjb+by5cvZu+PxeE8yvoK9wYEDBz709RsaGng83vjx41vrhgAAqFVblH7sq9RNn6f+8uf9B5+98u2Bpk1xRGLX2pDYGVu5ciUh5ODBgw8+xW782rx5s5+fX7du3dgHJ02aRAipqalhGCY9Pb3RNAX2iKtarb5z545QKIyNjdXr9ZaWlp06dTI0CjaIiYlxcnJ6MLNxdHTk8Xg//fQTu0Tbo0ePqKgodlMd+7UGDBhw5coVQ5zV1dWnTp367rvvzp8/z2FKxzp69Cj536ERGo1mxIgRbPDGOehDCYVC9hvl4ODw0FYs7On1d999txXvCQCAQmeTFroKBYZ/WXq/8Umt7n/edRf42JEmLasisWttSOyMvfDCC05OTlqt9sGnamtrLS0thw8f7urq2q9fP/ZBdqnx7NmzDMPExMSwPxLe3t6LFy9OSEhgk5LevXtXVVUNGjTIysqKrTC9/PLLPB6P3XAmFArZdiTvvvsu226XEOLi4tKjRw/2BdnWd0qlMjs7e9KkSYapDwKBwNrauqioqFW/QU+pvr7e29vb1dU1Ly/P8KBer1+1atXjU7oHpaWlPfj648ePJ4ScO3euFe8JAIA28ovv8Xg8C8t205d8+Plna0b29CaEhEz4n8GqSOzMBhI7Y6GhoY9q88swjI+PT69evSIjI318fNgC0o0bN9hEzbjF2owZMxiGSUxMNKRlcXFx06ZNI4QoFAovLy82kztz5sxPP/0UFRVl+ETD9rvw8HCGYWpraz08PCwtLcVisaFepdVqi4qK2L19ixYtapXvSrMcPnyYz+d7eHgkJSXdu3dPrVZfv379rbfeIoTw+fwnP9Jha2v75Zdf6nQ69mUrKytnz55NCBk2bBi3NwgAYO4+DZHwBdYHcv7uRa+r+3hoOx6P9/E1heEaJHZmA4mdMXYoquHDa9eu7dmzZ9u2bXPnzh09erSFhYWPj8+wYcMIIQcPHlSr1Xv37m3Xrh2bkxlylG+//Xb9+vUikah9+/YVFRXs2Yt//etfhJC6urr4+Hj2surqavar/PLLL4SQAQMGsGuU0dHR1tbW7FPsSFkrK6vdu3crFAqdTnfr1q2ZM2fy+fygoCCVSsXB9+jpffPNN8aN61ju7u4PZm+GVewHsQ0CfXx8hg4dOmDAAPYgcHR0dEVFBdf3BwBg3tqLLVwjUo0f0dRmdLCycAiYZViORWJnNpDYGWOLQBMmTHj55ZddXFwelWSwh2TZc50ikciwPMqmJuwGuKCgoDt37jAMk5aWRghxcnIKDQ1lGCYnJ4ftxMt2GGYNHz6c/fTRo0e//PLLdnZ2DMPcvn2bPWbLJjHGevfuXVBQwNV3qQmqqqpSU1OnTZs2fvz4xYsX//rrrxMmTHjUt/ehvv/+++XLl4eFhVlZWTk6Ovbr1y8lJeWhi+YAAPBUbAX89kN+bvTg9Y0vEELmnfm/gxRI7MwGEjsDmUzWqVOnB1MKHo/n4eHBFuTY+RBsZsaWkd54443Y2Fjj6+3t7bds2cKeqGAY5uLFi+zj69atYx8xFO3CwsJee+21IUOGGFJDLy8vsVjs7u4eExNjYWFhYWGRmJioUql27NgxZcqUsWPHLliw4Oeff37oSQIzsmXLFvL3zIkHsUXQRtasWcN11AAAdHpJIrZ2e71O9z8P6jXKGGcrK8mLJWodg8TOjCCxY5WUlLRr104gELC74vh8fnBwMJtS8Pl8NvGSSqWEEB8fH3bF0MHBwTBAjBDy3HPPsfvJCCHjxo27evWqTCb74Ycf2DH2gYGBDQ0N7NfKzc21sLBwc3Pz9fUlhIhEop49e27btm316tWGJUuxWDx06NA//viD229LS9Bqte7u7g8dTcvn862srGxsbB7M+RYuXMh14AAAdPr17RBCSFTcqtvyGuPH5ZdWEUJ8X36vqEGLxM5sILFjTZ06lRCyZ8+e1NRUYtRnjmVhYfHNN9/k5+dbWFjExMSwI1yFQqFKpaqsrKyoqPDw8AgICNBqtQ9OQWCzwFOnThl/uffee48Q0qtXr1OnTrEHAvLz89955x0ejxcWFpadnW3IAunDljANq88Pfq8e6uOPP+Y6cAAAOmlqM4aGOLJvtp6ho42fOv7RSEKIpZO/r6VF0xI7i0e9rQO0HI1Gs3///h49ekyYMIHN8JYtW7Z48WJCSEJCQn19/e7duz08PNq1axcVFXXr1i1bW9vKykqNRvPxxx9nZWWdPHmyqqqKEOLk5DR9+nRvb297e/vXXnuttrZWrVZv27atc+fOffv2Nf6KK1eu1Gg0n3zyyQsvvGBtbS0SiVQqFSGkd+/eX3/9NXtsllZFRUWEkIfeI/P3YNwHsQ2ZAQDgmbOwCj5ys3D/J+/+58TFzPxy46defPebC75rl36az9NgAAAgAElEQVSy/teb2qa9OGbFAgcKCwsrKirY3EulUvF4vJqaGvapoUOHstv8b968SQhxdnaWy+XsMHtCyNq1a7/77juRSDRx4kQ3N7eqqqq1a9fev3+fx+P16dOntrZ227ZtYrF4586djWpRPB7v448/vn379rJly/r379+9e/eEhITvv//+9OnTdGd1hBBra2tCyEO7MRsY9y5ml2W//PLLlg4MAKDN4glsxy3dfOy3P7JzTjZ6qseExb/cKCm9K/vj9+NNeelnU1WEJ9bGl2Lv3LkzYcIEw8Krs7Mzu/frjTfeYB9ZvXr1mTNnCCGbNm3S6XTsZjuhUMg+a2dnFx0dzePx3N3dr169Onny5Eabw7p37379+nWu79K0FBcX8/n8kSNHBgUFPcl7gouLS3R0NJ/Pv3//IVNuAADAlKFiB63n0KFDUVFRe/fuZee3EkKUSmVxcTEh5D//+Q8hRCwWf/7551euXCGEtGvXbuXKlRUVFf7+/oZDrAcPHjx16tQ333yjVCpnzZqVkpLy6quvsk9NnTr14sWLFy9efOhJ27bM3d196NChBw8enDBhQqMhbA+SSqXnz59/66239Ho9m2EDAEBLqCy49p8dh40f+XPJa5NmLdtz6Lc6fTNel+vMss1psxW7rKwssVjs6emZkpJiY2PDdhh+cIQrIcTa2losFl+7do1dH2QbFLNee+01tlkdO1hi4MCBhJCXXnqJEPLOO+9wfYumKycnx83NzcLCok+fPv/4niAQCLp160YI2b59O9eBAwBQSNdQtOK1rnwez8ZtvPHjp17rwL4PO4W+9HNhddNeHIlda2uzid2UKVN4PN7Zs2e7desmFovZnOwxpSP2KUM3OysrK8PsBCcnJ0MP4TFjxlRXVwsEglGjRnF9iyYtPT2dbQTTiFgstrOzY/9sZWVlXNIbN24c11EDANBGp1GMkToSQmzbd5314SHjp2oKr+3bvmZYhDMhROz0Qm59U3rCYykWWslPP/0UERFhZ2d3+fJlf3//X3/9lfx9KvOhjXPZp/R6fUBAwB9//OHs7Ozv7////t//mzlzZlRUFLveOmXKlLS0NL1er9PpHhwXAcakUumFCxdOnTolFAqdnZ0Nq9v19fVVVVVubm6//fbbhg0bGIbp3Lkz+83fv3//iRMnOI0aAIA2t7cO+ypD1e7V93KzLm5eNsz4KWufzuOmLT74Z2Hy9C715afGrL/ZhNdHYgetQa/X379/v6GhYfDgwYQQdjmV/F0ZYhdkhUKhWCxmrxcKhVOnTuXxeK+88opMJuvRo0dUVNSVK1eCg4O3bNny888/r1ixghASFRVFCPnpp58Mf4bHCwoK0mg048ePf+edd9hHeDxely5dBg4cGBsbyy5wZ2RkEEI8PDysra1XrVrFZbgAANTZ8ek1voXTd1++5yJ8eA7G41u9uemkn9giffvOJrw+EjtocQzDrFixQq/X37lzp6SkxPC4paXllStXVqxYwSZ5U6ZMef/999mnNBrN5MmTo6Kizp8/zzaci4+P12g0U6dO1Wq1hJD9+/cTQqKjo+/fv7948WJ7e/uxY8dycG/mRiQSEUI0Gs21a9fEYjE7TvfatWsHDhxo164du1bb0NBACFEqlf379z937pyh1wwAADTft4o6W6+ZXW2Fj7mGL3SZ6WVbpzjUhNdHYgctbvXq1atWrbKxseHxeO3btyd/ty9Rq9VjxoyZN28e27iusLAwOzvb8Fl37tyZP39+eXn5uHHjqqqqXn311QkTJhw6dKhnz55vvfXWnj17evXqdfz48aioqLy8vC1bthhPG4NHkUgk7u7up0+frqmpsbGxGTp0KPs4wzC3bt1iZ1T06NHDx8dHo9FcuXKFLbVyGjIAAFXq9IyFpe8/XuYs5Ot1FU14fUyegJZVVFT04YcfdunSJSwsbN++fQEBAUqlki0CDR48+MSJEytXrjx58qRAILh+/fqZM2fCw8PZ1sRqtXrSpEm//fZbUlKSVCodP378888/f+/evd9//53th3L+/Pnz5897eHikpaWNHj2a4/tsXXV1ddnZ2Y6OjsaNhZ/Q8OHDd+zYYWVlVVZWdurUKUKIjY2NcVnu4sWLAoHA3d2dTenq6+vlcvkzDP6hNBqNUql0dHQ0LMebO51Op1Ao7Ozs2AbRFNDpdEql0sbGxsbGhutYng29Xq9UKo3PD5k7hmGUSqVQKDRsojV37DAhBweHxYsXP+awnXnpYSc6o/qVkLcef9mPZfVCm+5NeH0e8+iZQtASwsPDyd9jFdqC7du3z5gx49tvvz1//vy6desIIYGBgTKZjBDSvn37ysrKqqoqnU4XGRn5559/8ni8SZMm7dq1ixBy4sSJwYMHMwyTnJz80Ucf5efnsy9oaWnZq1ev7t2729vbR0REDB48mJpU4EkwDHP37t3c3FydTte0V6iqqkpISCgpKWEYRiwW19fXE0JEIhGfz6+vr+/YsWN2drZarRYIBDqdTiwWHz16lJr3UwAwIxkZGevXr8/Ozu7Vq9fRo0cfPz7HjBwd5j/0SN6O7Iq3A+0fdU1lXrKD/1veL6Td/X3M074+KnbQsjIzMwkhvXr1Onv2LCFk3LhxaWlp7FOGXC00NPTq1auEkGHDhrGdiq2srNiBYzwe76233oqPj09PT793756NjU1ERAQ1JZCnVVNTk56eXllZKRaLfX19m1w4OXLkSHx8/PXr19msjhCiVqttbGw2b97s5OQ0bdo0vV7P7mVs164d+6tIC1Gr1UVFRTU1NRYWFp6enoaRJOZLo9Hcv3+/qqrKwsLC3d3d0dGR64iaS6vVlpSUqFQqPp/v4eFBwT+uOp2upKSkvLycz+e7uro6Ozub+68uOp1OLpeXlZXxeDwXFxdXV1dzv6O6uroPPvhg165dfD4/Li7ugw8+oOBHySB683vCH+Lnv/Ba1F/fdXN5SGFCrbo1qd88Qsi0LYOa8PpI7KBlsYUlgUAQGBhICBk7duyHH344depU4z4aWVlZAoFAr9cfOnSIbX2yYMEC4zocj8cLDQ0NDQ1t9fBNBcMwhYWFubm5DMP4+PgEBAQ8tLfzE3Jzc7t69eqMGTO++OIL9hE+n+/v77958+bs7Gw7O7sePXqcO3eOEBIUFNRCmxcZhrl3715OTo5Op/Py8goMDLSwMPu3o6KiIplMptPp3NzcgoODDaPwzFdxcXFOTo5Go3F2dpZKpU1Y+jc1crk8JydHrVY7OzsHBwdTUO9XKpXZ2dkNDQ2Ojo5SqZSC33uPHTs2bdq0goICqVSanJz8JG3VzYtd+7hj76YN/vDHnl7txryzZH7c8KCA9vZiAaOrL8qT/fbVtnc/SCqs14ZNSlnWSdKE18dSbGtra0uxmzZtmjt37k8//dSxY8fAwMCuXbueOnWquro6PDxcoVBoNBpCCI/HYxiGXfsjhLDLslwHbkIqKirS09Nra2ttbW2lUumzKmvNnz9/w4YNPB7P1dW10S46Ho/HbrwbNWrU119//Uy+nLHq6ur09PSqqiorKyupVEpBEci4mCqVSiWSprwdm5S6urqMjIzy8nKRSBQcHOzq6sp1RM3V0NCQlZVVWlpqYWERGBjo5eXFdUTNpVarZTJZcXGxhYWFv7+/t7e3uRfqFArFjBkzvv76a0tLyzlz5qxatYqC3/ce5dj66ROW7ijT6AkhPJ7Ayd2tvrSkVsd+yI+ZuengplniJh1wpfZbBiYiNjZ2wYIFq1ev/uWXX+bPn79mzZpXX31169atx48fHzRokFwuZ7M68ndtb/DgwT/88APXUZsKrVabm5t77949Ho/n5+fXvn37hzZzbprS0lJCCMMwffr0SUpKOn/+/PXr1ysrK318fCIjI9mOg4apvs+KXq/Pzc0tLCwkhLRr187f3/8Z3hEnjIupXl5eHTp0aE4x1RQYF1M9PDw6dOhAQemRLaZqtVpqiqlyuTwzM5OmYuq+ffvmzp1bWlrau3fvlJSU4OBgriNqWa/M3174ekLKjuSfL9zIysqS5d23dPHtLpWGdOw+PmFGTGTTf/FAYgctKyAgYNasWZs2bfrXv/61YcMGlUr1xRdfsAUApVLJZnUWFha+vr69evWaPHkym08AIUSpVGZmZtbX1zs4OISEhDzzFRZfX19CiJeX13fffVdYWDhnzpwRI0bU19f/+uuvI0eOrK2tJYT4+fk9w6+oUqkyMjLY0mNISAgFRxErKioyMjLY3jEhISEU7BGsrq7OyMiorKykpphqKD2KxeKwsDAKiqn19fUZGRllZWUikSgsLIyCTk8FBQXx8fEnT560s7Nbu3btwoULzb30+ISsvSJmrtwyk/1AryfP6LdcLMW2tra2FEsI0Wq1b7311q5du3g8XnBwMMMwubm5Go3GwsKia9eur7322pQpUyj4N/4Zap0VltOnT0dHR4vF4mnTpm3fvp3tS8xydnYuKytjGObixYvduzflvH0jWq1WJpMVFRUJBAI/Pz9fX19zf+PW6XR5eXmFhYU8Hq9du3bPtpjKCb1en5+fX1BQwDCMr68vZcVUT09PFFNNEMMwn3766QcffFBTUxMTE5OSkkLBEjnnkNi1tjaY2LF+//33lJSUK1euNDQ0+Pn5DRkyJD4+Hvncg1pthYVhmNDQ0IyMjC5duhw+fPi3336TyWRCodDDw2PlypX37t2LiIi4evVq8zMwhUKRmZnZ0NAgkUikUikd29VbtJja+ugrplZVVaWnp1dXV6OYarJu3rwZFxd36dIlFxeX9evXT5w4keuIWh2j+ev0b7eyZTKZLK+wTOLrFxgQEBgU3r9vF2Ez3neR2LW2NpvYwT8yXmFpueOoxgoLCzt27FhdXS0SiXr06OHl5SWTya5evarX6+3t7f/880/2LHOTqdXqzMxMbFc3Zcb7OP39/WkqphJC6Cg9GhdTvb29m3ko3hRoNJp///vfGzZs0Gg0o0eP3rFjB03dTJ7Q+S8/nLFkzdXCmgefsvWNWrp2+7uvP9e0V0Zi19qQ2MGDGIa5f/9+dnZ266+wlJWVjRgx4vTp08ZvBdHR0fv27fPx8WnOKxcXF2dnZ2s0GmxXN1mGYio1nTKMi6lSqZSCIRnGh+LpKKaePXuWbU0aEBCQmJg4cOBAriPiwJFlg4et/pkQEvD8yDdeec7X19fb07Gy+F5hQcGFH/d9c1ZGCBm8/PsTq4Y24cWR2LU2JHbQiCmssNTX1//www/5+fnt27d/4YUXmtnbwrBd3dLSMjg42MXF5VnFyRXjYmpgYKCHhwfXETUXfcVU+vZx0ldMraqqWrhwYVJSEp/PnzJlysaNG62srLgOigPKv1a7RC4T2Ufu+v6r16M7PHiB7MyBsUMnX6lo+PgvxZII56d9fSR2rQ2JHRjQt8Ji2K6u1+up6f3BVTG15RiKqdSUHo2LqXS0HaavmHr06NFp06YVFhZ27tw5JSWla9euXEfEmZ3d3eMvy9dcVy5+dP/hslsbnMPnu3ffWXwx7mlfH4lda0NiByz6VliM2w6HhIRQsGnG0HaYmu3qVLYdzszMVCgUNBVTDfs46SimlpaWzpw5s420HX4SXewsMy1jahVHHn/ZaFebI/XBDVVXn/b12/Q3F4ATjdoO+/n5mfsKi/F2dfraDjd/hpspoG+Gm3ExlZp9nPQVU5OTkxctWlReXt63b9+dO3cGBQVxHRH3btVo7DyH/ONlQ53F32Y2pQZk3j/YAGaHvhUWlUqVnp5eV1dH5Xb1ZzjDjUN0z3ALDw+noO2wcTE1PDycgmJqXl5efHz8L7/8Ym9vv3bt2kWLFnEdkanQMgxf8M/vKvYCPsNom/D6SOwAWonxCotUKqVghcV4u3pgYCAFm7tbdIYbJzDDzfTR2nZ45cqVtbW1MTExqampnp6eXAfVhiCxA2gN9K2wyOXyrKwstVpNzXZ1pVKZkZFBWTGVbTtsZ2cXEhJia2vLdUTNZZjhhmKqybpx40ZcXNzly5c9PT137949atQoriNqc5DYAbQs+lZYGhoasrKySktLhUIhHaVH42JqUFAQHW2HKSumGs9wo6aYmp+fn5+fT2gppqrV6vfff3/9+vVarXbMmDGJiYkODg5cB2WiqgrXvPTS7sdfU1JQ2bQXR2IH0FLoW2EhhBQVFVG2XZ3itsOY4Way6JvhdvLkyalTp+bk5AQGBiYmJg4YMIDriEyauub68ePXW+jFkdgBtAj6Vljq6urS09NVKhVN29UzMzPZtsN0FFON2w6jmGqa6CumGrcdTkhI2LRpEwW/S7Soq1efuoPJU0FiB/CM0bfCgu3qZqGoqEgmk2m1WhRTTZbxofiQkBAK5i6kpaXNmTOnuLg4IiIiNTU1MjKS64jMQJcuXVr09ZHYATxL9K2wGLar29jYhISE0LFdnfMZbs+W8Qy30NBQyma4hYaG0tF2mLJiaklJyTvvvPPVV1/Z2NisWLFi+fLl5v77HjWQ2AE8G/StsNDXdth4hhs1bYfpK6ZSPMPNzc0tKChIJBJxHVFzJScnL1y4UKVS9e3bNzU1NTAwkOuI4L+Q2AE8A/StsGC7uukz7OOkpphK8Qw3S0tLOvZxZmRkxMXFnTt3TiKRbN68edasWVxHBI1hVmxrw6xYyjQ0NNy8ebOyspLP53t4eFDwT5FOpyspKSkvL+fz+W5ubhKJhILSo1wuLysr4/F4bm5uzs7O5n5Her2+tLRUoVAQQlxcXNzc3Mz9jhiGYe+IYRiJROLu7m7u5WGGYZRKpVwuZxjGycnJw8PD3O9Ip9MlJyevWbMGbYdNHBK71obEjibFxcVZWVlabVOmvgAAmIvc3Nx169bduXPH09Pz008/HT9+PNcRwSNhKRagKYxXWLy8vChY19NoNEVFRdXV1RYWFu7u7o6OjlxH1Fxarfb+/fu0FlNdXV0pKD0aF1NdXFxcXV3N/Y4YhpHL5TQVU9Vq9caNGzdv3swwzLhx4z788EM/Pz+ug4LHQWIH8HQM29X1ej1N29VlMhlNbYeLi4tzcnJo6pQhl8tlMhl7R9TMcMvOzqZshlt6enpdXZ2Dg4NUKrWxseE6ouY6fvz41KlT8/LyOnTokJSU1K9fP64jgn+GxA7gKRi3HQ4JCaGgrGXYrk5T22H6ZrhlZmYqFAqaen8Y2g7T0fuDvkPxZWVlc+fO3bt3r1AonD179po1ayj4XaKNQGIH8ET0en1ubi5NvT+MO2VQ0/vD0HbYy8srMDDQwsLs3+Lom+Fm6P1BUzE1KytLrVZTU0w9cODA7Nmz5XJ5ZGRkSkpKSzfUhWfL7N/1AFqBoVMGNSsshrbDtra2UqmUgk4Z9M1wQzHV9DU0NGRlZdHUdvju3bszZsw4cuQI2g6bLyR2AI9D3wqLVqvNzc29d+8ej8fz8/Nr3769uZce6S6mUrOPEzPcTF9ycvKCBQsqKiqio6NTU1MDAgK4jgiaAokdwCPRt8KCtsOmDzPcTF9dXV16erpKpRKLxWFhYRQUU9PT0998880//vhDIpEkJSXFx8dzHRE0HRI7gIegb4XFeLt6UFCQt7c3BaVHyoqphhluNBVTDTPcUEw1TRqNZvXq1WvXrq2vr4+Njd2xYwcFp3PaOCR2AI3Rt8Iil8szMzNp2q5umOEmkUikUimKqSYIxVTT98cff8THx9+6dcvb23vr1q3Dhw/nOiJ4BpDYAfwXfSss9fX1GRkZZWVlIpEoLCzMzc2N64iaS61WZ2Zm0lRM1Wg0OTk5RUVFNBVTDfs4KSumElr2cdbW1r777rvbt2/X6/UTJ07csmULBXkqsJDYARBC4woL23aY7ZSB7eomi+JiKjVth+krph4/fjwhISE/Pz8oKCg5OTk6OprriOBZQmIHQKqqqtLT06urq6lZYaFyu7phhltoaKiLiwvXETWXcTGVmrbDlBVTDfs4qSmmKpXKefPm7d27VyQSLVmy5IMPPqDgtyNoBIkdtGn0rbAYb1enpu0wlTPcKCumUtl22FBMpeNQ/L59++bNmyeXy6OiolJSUiIiIriOCFoEEjtou4xXWKhpO5yenk7TdnVD22FqiqmGtsP0FVNpajtM2Qy3wsLCmTNnHjlyxNbWdu3atQsXLjT30iM8BhI7aIvo65TRqO2wn5+fud8RfcVUzHAzfcbFVDr2cTIMs3Xr1vfee49tO7xr1y5/f3+ug4KWZd4/hABNQN8Ki1KpzMjIoGm7ukqlSk9Pr6uro7KYihlupom+GW63b9+Oi4u7cOGCs7NzSkrKm2++yXVE0BqQ2EEbQt8Ki3HbYcq2q9NaTKWj7TBmuJk4tu3wmjVrGhoaYmNjExMT3d3duQ4KWgkSO2gT6FthIZRuV6dvhht9xVRa2w5TU0w9f/78lClT7ty54+Pjs3Xr1mHDhnEdEbQqJHZAP/pWWKjcrs7OcBMKhXSUHjHDzfTRN8OtpqZm2bJl27ZtYxgmISFhw4YNFPwuAU8LiR3QjL4VFuPt6tR0yigqKqKsmEpx22HMcDNZx44dmz59en5+vlQqTU5O7tOnD9cRATeQ2AG16FthoW+7uvEMN2qKqZmZmWzbYTqKqfS1HaavmKpQKGbMmPH1119bWlouWbJk1apV5n48GZoD/++BQvStsLBth/Pz8wm2q5sqWoupmOFm4vbt2zd37tzS0tKuXbumpqZ26tSJ64iAY0jsgDb0rbBQvF2dmrbDmOFm+uib4VZQUBAfH3/y5Ek7Ozu0HQYDHsMwXMfQtoSHhxNCbt68yXUgFGpoaLh9+7ZKpeLz+W5ubhKJxNzf5nQ6XUlJSXl5OY/Hc3Nzc3Z2Nvc70uv1paWlCoWCEOLi4uLm5mbud8QwDHtHDMNIJBJ3d3cKiqlKpVIulzMM4+Tk5OHhQcEdqVSq4uJivV7v6Ojo4eFBQXl49+7dH330UWVlZUxMzM6dO729vbkOCkwFErvWhsSuhcjl8oyMDK1Wy3UgAAAtqKioaP369VevXnV2dv7oo48SEhK4jghMC5ZiwewZr7D4+Pg4ODhwHVFzabXa+/fvV1ZW8vl8Dw8PCtb1DKVHmoqpcrm8rKwMxVSTRV8xVaPRbNiwYevWrRqNZuTIkZ988gnmg8GDkNiBGTNuO0zNdvXi4uKcnByNRuPm5hYUFCQSibiOqLnkcrlMJqNpu7pCocjOzqap7XBZWVlGRga7M5W+GW507Ew9d+5cfHz8nTt3fH19t2/fPnToUK4jAhOFxA7MlaHtMJXb1enolEHfdnX6en/Q13a40Qw3Pz8/c7+jmpqa+fPnJyUl8fn8hISEjRs3WllZcR0UmC4kdmB+2N4fBQUFDMP4+PgEBARQsBWa7f2h1+up6f2BGW6mz7j3B2a4maajR49OmzatsLCwc+fOO3fu7NatG9cRgalDYgdmhr4VFuO2wyEhIY6OjlxH1FyY4Wb6GhoaMjMzFQoFTcVUQ9thOoqpaDsMTYO/JWA26Fth0ev1ubm5hYWFhMa2w9QUUw1th728vAIDAyn4x5W+GW70FVOTk5MXLVpUXl7ep0+fnTt3BgcHcx0RmA2zf4eCNoK+FRZD22Eqt6tjhptpQjHV9OXl5cXHx//yyy9s2+FFixZxHRGYGSR2YOroW2Ghfrs6HTPcKC6mUrOPk7IZbgzDfPrppx988EFNTU1MTExKSgoFb3fQ+pDYgUmjb4VFLpdnZWWp1WpsVzdZmOFm+uib4Xbjxo24uLjLly97enru2rVr1KhRXEcE5gqJHZgo+lZY6OuUYVxMDQoK8vb2pqD0SFkxVafT5eXlFRYW0lRMzc/Pz8/PJ7QUU9Vq9fvvv79+/XqtVjtmzJgdO3ZQcIIKOITEDkwOfSsshJCioiKZTKbVaqnZrm7cKYOOYqpCocjMzGxoaJBIJFKplI5iamZmJtt2OCQkBMVUE3Ty5MmpU6fm5OQEBgYmJiYOGDCA64jA7CGxA9NC3wqLofQoFovDwsIo2K5u3HY4LCzMzc2N64iai75iqkajycnJKSoqoq+Yyufz6SimVlVVLVy4EG2H4ZlDYgemwrjtMB0rLNiubhZQTDV9hmIqNfs409LS5syZU1xcHBERsXPnzq5du3IdEdADiR2YBPpWWKqqqtLT06urq7Fd3WQZz3ALDQ11cXHhOqLmwgw301daWjpz5syvvvrKxsZmxYoVy5cvN/ff98DUILEDjhl3yqBjhcWwXZ3QsrkbM9xMH90z3Nzc3IKCgkQiEdcRNVdycvLChQtVKlXfvn137twZFBTEdURAISR2wCX6VliMt6vT13aYjmKqoe0wNcVUQ9thKoupdByKz83NnTJlym+//SaRSDZv3jxr1iyuIwJqIbEDbtC3wkJfpwwUU00fZriZPp1Ot379+pUrV9bW1sbExKSmpnp6enIdFNDMvH9gwExR2XbYsF2djrbD9BVTVSpVenp6XV0dlcVUzHAzTZcuXZoyZcqNGze8vLz27NkzcuRIriMC+iGxg1ZFX9vhhoaGzMxMhUJB03Z1zHAzcZjhZvoatR1OTEx0cHDgOihoE5DYQSuhb4WF7u3qNBVTMcPNxBkOxdvZ2YWEhNja2nIdUXOdOHFi6tSpubm5HTp0SExM7N+/P9cRQRti3v+ygrmgb4XFsF1dLBaHh4dT0HaYymJqVlZWaWmpUCiko/SIGW6mr7KyctGiRYmJiUKhcPbs2WvWrKHgdwkwL0jsoGXRt8KCtsNmoaioiLJiKsVth6kppqalpc2ePbukpKRLly6pqaldunThOiJoi5DYQQuib4WloqIiIyOjpqYG29VNVl1dXXp6ukqloqaYatx2mI5iKn2H4u/duzd9+vQjR46g7TBwjscwDNcxtC3h4eGEkJs3b3IdSMvSaDS3b98uKyvj8/murq7Ozs7mvsKi1+tLS0sVCgWPx3NxcXF1dTX3O2IYprS0tLS0lBDi4uLi5uZGwR0plUq5XM4wjJOTk4eHBwXl4WwzP/gAABO3SURBVLKyMrlcrtfrHR0dPTw8KEgXysvLi4uL9Xq9vb29l5cXBXd04MCBf//73xUVFdHR0ampqQEBAVxHBG0aErvW1hYSO4VCkZ6ertFouA4EAKAF3b9/f+PGjZcvX5ZIJEuXLl2wYAHXEQFgKRaeKeMVFm9vb0dHR64jai6tVltSUqJSqfh8vpubm0QiMfeylk6nKykpKS8vp6+YSigqPbJ3xDCMRCJxd3enoPRIWTFVp9MlJyd//PHH9fX1Q4YMWbdunVQq5TooAEKQ2MEzVFRUJJPJtFotTdvVc3JyKNuunp2dzXbKCAkJsbKy4jqi5lIqlTKZjJ3hFhISQlPvD8xwM1kXL16Mi4u7deuWt7f31q1bhw8fznVEAP+FxA6eAePBjqGhoS4uLlxH1FzG29WpaTtM2XZ1jUaTk5NTVFREU+8PzHAzcbW1te++++727dv1ev3EiRO3bNlCQZ4KlEFiB81CZe8PQ9thanp/GNoOu7m5BQUFiUQiriNqLop7f1DTdrisrCwjI4MtptIxw+348eMJCQn5+flBQUHJycnR0dFcRwTwEEjsoOnoW2ExtB2mqfeHoZhKR6cMKoupWVlZcrmcmmIqfW2HlUrlvHnz9u7dKxKJZs+e/cknn1Dw2xHQCokdNAV9Kyx6vT4/P7+goIBhGB8fn4CAAApKj2wxVa/X01dMpWYfJ5Uz3AzFVDraDu/fv3/OnDlyuTwyMjI1NTUiIoLriAAeB4kdPDX6VlgqKirS09PZ7er0tR0OCQmh4HgyZriZvoaGhszMTIVCQU0x9e7duzNmzDhy5Iitre3atWsXLlxo7qVHaAuQ2MFToG+FxXi7up+fn5+fn7nfEd0z3KgpphpmuHl5eQUGBlpYmP1bMWUz3BiG2bp163vvvce2Hd61a5e/vz/XQQE8EbN/N4FWQ98Ki1KpzMjIoGm7ukqlSk9Pr6urQzHVZNE3w42+Yurt27fj4uIuXLjg7OyckpLy5ptvch0RwFNAYgf/jL4VFrVaLZPJiouLsV3dZDUqprZv397cS490F1Pp2Mep0WhWr169Zs2ahoaG2NjYxMREd3d3roMCeDpI7OAfULbCQijdrp6VlaVWq+krpqLtsMmqqKjIyMioqamh5lD8H3/8MWXKlNu3b3t7e2/btm3YsGFcRwTQFEjs4JHoW2Ghcrt6VlYWTW2HjYup1LQdpqyYajgUT00xtaamZtmyZWzb4YSEhA0bNlDwuwS0WUjs4CHoW2Ex3q5OTdthKme40dp2WCKRSKVSOoqpmZmZNM1w+/HHH6dNm5afnx8cHJycnNy3b1+uIwJoFiR20Bh9KyzV1dUZGRmUtR1OT09XqVRisTgsLIyCYqpx2+GwsDA3NzeuI2ou+ma40VdMVSgUM2bM+Prrr0Ui0ZIlS1atWkXB8WQA/CWG/6JvhcW47TC2q5smKoupxjPcUEw1Tfv27Zs3b55cLu/atevOnTvRdhiogcQO/g99KyzYrm76qCymGma4derUycXFheuImou+GW6FhYXx8fEnTpxA22GgEhI7IBqNJicnp6ioiJoVFuNOGZRtVye0dMrADDfTZzzDjY5iKtt2ePny5ZWVlTExMTt37vT29uY6KIBnDIldW0ffCothuzo1bYfpK6Yatx2mo5hK8Qw3aoqpt27diouLu3jxorOz865duyZNmsR1RAAtAold20XfCgt929UNnTJQTDVZ9BVT6ZvhZtx2eMyYMZ9//jkF540AHgWJXVtkvMJCzeZuKtsOUzbDjb5iKma4mb5z587Fx8ffuXPHx8dn27ZtsbGxXEcE0LKQ2LU59K2wUNl2GDPcTBx9bYfpm+FWU1Mzf/78pKQkPp+fkJCwceNGKysrroMCaHFI7NoQ+lZYjDtleHl5BQYGmnsbKhRTzQLFM9yoKaYePXp0+vTpBQUFISEhycnJvXv35joigFZi3v8KwpOjb4XFeLs6HaVHzHAzfYYZbkKhkI7SI8Vthy0tLdF2GNogHsMwXMfQtoSHhxNCbt682WpfUaPR3LlzR6lU8ng8FxcXV1dXc3/jZhhGLpcrFApCiIuLi5ubGwV3pFQq5XI5wzBOTk4eHh7mvgrGMExZWZlcLtfr9Y6Ojh4eHuZeHiaElJeXFxcX6/V6e3t7Ly8vCu6ooqLi/v37Op3O1tbWy8uLgvLw4cOHly1bVlpa2rt375SUlODgYK4jAmhtSOxaWysndkql8s6dOxqNpnW+HAAAJ5RK5ebNm0+fPm1nZ7do0aLly5dzHREAN1CgppbxCounp6eTk5O5l7V0Ol1JSUl5eTmfz3d1dXV2djb3O9Lr9aWlpQqFgqZiamlpaWlpKUEx1VTRV0xlGCYxMXHt2rU1NTWDBg367LPPQkNDuQ4KgDNI7OhEZdvh7OzshoYGiUQilUrp2K4uk8loajuMGW6mj74Zbjdv3oyLi7t06ZKLi8v27dsnTpzIdUQAHENiR5u6urrMzEy27TAd29XpaztM33Z1+np/0Nd2mL4Zbmq1+v3331+/fr1Wqx0zZsyOHTsoGPgB0HxI7Ohh3PuDjsGOhJCioiKZTKbVaqnp/UFlMdXQdjgkJISCVmH0zXCjr5h69uzZ+Pj49PT0wMDAHTt2DBw4kOuIAEwFEjtK0LfCYuiUYWlpGRoa6uLiwnVEzYUZbqYPM9xMX1VV1cKFC9F2GOBRkNiZPfpWWAyNlPV6vZeXV4cOHSi4I0PbYWqKqYa2w25ubkFBQSKRiOuImovuYiodbYe//vrrd955p7i4OCIiYufOnV27duU6IgCTg8TOvNG3wmJoO0zNdnWKZ7hZWlrSsY8TxVTTV1paOnPmzK+++kosFqPtMMBj4AfDXNG3woLt6qaP7mIqNfs46ZvhlpycvHDhQpVK1bdv3507dwYFBXEdEYDpQmJnluhbYSkrK8vIyGC3q0ulUhsbG64jai7jGW6UFVOtrKxCQkIoOIGIGW6mLy8vb8qUKb/++quTk9PmzZtnzZrFdUQApg6JnZmhb4WFvk4ZxsVUPz8/Pz8/c78jvV6fm5tLUzHVUHqkqZhqOBTv5eUVGBho7iuVDMN8+umnK1eurK2tjYmJSU1N9fT05DooADNg3j/5bQ19KyzG29WDg4PpaDuckZFBUzFVpVKlp6fX1dVRWUyVSqUU7OM0LqbSsY/z8uXLcXFxN27c8PLy2rNnz8iRI7mOCMBsILEzD/StsDQ0NGRmZioUCpq2qxvaDqOYapoaFVPbt29v7qVH+oqpjdoOJyYmOjg4cB0UgDlBYmfq6FthIYQUFRVhu7qJk8vlWVlZarWapmIq2g6buBMnTkydOjU3NzcwMDApKal///5cRwRgfsw+RaAbfSss2K5u+hoaGrKysmjax4kZbqbP0HbYwsJi9uzZa9asoeB3CQBOILEzUfStsBhvV6emUwZmuJk+itsOSyQSqVRKQQKUlpY2e/bskpKSiIiI1NTUyMhIriMCMGNI7EwRfSssFRUVGRkZNTU11LQdpnKGW3p6ukqlEovFYWFhFBRTjdsOh4WFubm5cR1Rc9F3KP7evXvTp08/cuSIjY3NihUrli9fbu6/7wFwDomdaaFvhcXQdpim7er5+fn5+fkExVRTReUMN/qKqcnJyQsWLKioqIiOjk5JSQkMDOQ6IgAaILEzIfStsGC7uulDMdX0Gc9wCw0NdXFx4Tqi5srIyIiLizt37pxEIkHbYYBnC4mdSaBvhUWj0eTk5BQVFdG3XZ3P51NWTCW0lB4xw8306XS69evXr1ixor6+PjY2dseOHRS0OgIwKUjsuGfolEHNCgvF29WpaTtsXEylr+0wHcVUw6F4aoqpFy9enDJlys2bN729vbdu3Tp8+HCuIwKgEBI7LhmvsHTq1ImCFRbj7erUtB2mrJhqKD3SVEylbIYbfcVUQ9thvV4/ceLELVu2UJCnApgmJHbcoG+FxXi7OjWlR+NialBQkEgk4jqi5qJvhht9xVT6ZrgdP3586tSpeXl5HTp0SEpK6tevH9cRAdAMiR0H9Hr9lStX2LbDISEhjo6OXEfUXIa2w1RuV6em7TBmuJk4+g7Fl5WVzZ07d+/evSKRCG2HAVoHj2EYrmNoW9zc3Kqrqzt27CgSiSioaRFCNBqNWq0mhAiFQgpqWoQQrVbb0NBACLGwsKBggyAhRKfT1dfXE0IsLCxEIpG5pwvE6I4EAoGlpSUFd6TX6+vq6ghFd1RdXX3r1q2Ghobu3bunpKSEh4dzHRFAm4CKXWuzsrJSqVSZmZlcBwIA0IJ0Op1Wq126dOlHH31EQZ4KYC5QsWttDMMolUq9Xs91IAAALYvP5zs7OyOrA2hNSOwAAAAAKGHeR+gBAAAAwACJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBAAAAUAKJHQAAAAAlkNgBmJOa4p28/8Xni5w92g3415Tdv+c+6rMUf32/5O3RHQN97a1Ezt6BPfu99N6OYw1MawYOAACtgccweHcHMBs1xTttPeNFNp1fHuTPPqKpKrn211/3yuoJIa8sP3h01fBGn3JkxejRq75V6xmxc7vuXUM0pffSb9xRafWSsBGnL6R1tBE++FXK09+VhH58tqLheXtRS98RAAA8QxZcBwAAT83GM+HQoelGDzCy3/eMHvb2sQ9HvNUtN2mYn+GJa5/FDlv5va334H0HE0d29+MRQgipL725Om7oqh8ODh66+d5v8xu/OqNZ/2ZKS98CAAC0BFTsAMwJW7Fz6rCtLGt6o6cqspJcpQl8+76V5adEPEIIUVf94eXcp8Ki/el7t3s6WRpfrNcoXnTz/UVVv6e4ZoK7Nfvg5V9++PPGtSNffnH00l1CCCp2AABmB3vsACjhEPTW2nDnhor/tzK3gn3k1obpSo0ucsXBRlkdIYQvdFm/8MWwsLDjvxcbHpwY+6+EucvZrA4AAMwREjsAerwyS0oI+flQIfth2k4ZIeT9+OCHXhzx7uGbN2/+Z2yA4ZGrZVV1dXV1dXVfBDm1fLAAAPDsIbEDoIdrX39CSOnZUvbDffJagcj9ZYn4CT/d0tJSLBaLxWIRj9dSIQIAQEtCYgdAD4GlOyGkrqiOEEKYhrsNWgtxAH7IAQDaDrznA9BDp5YTQqw8rQghhGfpYMHXaeQcxwQAAK0IiR0APRRncwkhrr1d2Q8HOYq1dbIr1ZqHXqypvjRz5sz5yw60XnwAANDCkNgB0OOnzemEkIEjfNkPp/bzIIQsO5T/0ItLzq/etm3bl78+pEExAACYKSR2AJSolKUuvKG0dOi7wt+BfaTXZ8v4PN5v01+/WfVA0U5f9++EXwkhA9b0auU4AQCg5SCxA6BBwbkDg7tNU+uZN1L3iP4+0mrjFffd1HB11eUeAb1TzxQYLtbVFa6b3jc1t9LWa1RyX09uIgYAgBaAkWIA5qemOGnUqF/ZP2uq5TeuXs2VVxNCXlr6TfIIP+Mrh229uLGu39xdF+L6tn/HzS8yMlxQcS/j5s371Rr7gBfSTu+24qOzCQAAPTBSDMCcsCPFjB/h8SwcXd079Ro8+Z3lbw4IfOhnZf26Z0PS/hNnrt4vUdq4+wUFBT03NO7DOSNtHpHVpUqd4zLLMFIMAMDsILEDAAAAoAT22AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAABQAokdAAAAACWQ2AEAAAD8/3brQAYAAABgkL/1Pb6iaELsAAAmxA4AYELsAAAmxA4AYELsAAAmxA4AYELsAAAmxA4AYELsAAAmxA4AYELsAAAmxA4AYELsAAAmxA4AYELsAAAmxA4AYELsAAAmAvhVfA7hhmG6AAAAAElFTkSuQmCC" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The diffusion map nicely illustrates a branching during the first days of embryonic development.\n", - "\n", - "The annotation column containing the cell stage can be used to annotate our diffusion map. Using the annotation as `col` parameter will automatically color the map using the current R color palette. Use `palette(colors)` to configure it globally or `plot(..., pal = colors)` for one plot." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/pdf": "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", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd3wU1d7H8TNbkk1PSCEhAQIJvXdCR0AEEbHAFVGKioIXC+K1YcOKDbzYHhVRLFgoegGlSpcmvbeQQiC9l80mu3uePwIhCZuQhM0mTj7vv7Jnzpn5La+Q/e6ZmTOKlFIAAADgn09T2wUAAADAPgh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAqB0ph1Y99/DYtmGNPV2cfIPDeg+65aXP/zDJqu1k44imiqIczCm0+bK+IdgBAIBasPLVscHdbn/ny2VRmZrOAwa3bOhy+q8Nb0y7tVGHO0/k1losyzw/S1GU/ovP1FYBN4hgBwAAHO3wf0ffPmeZU9DQpXuj8lJitq1bt+vAsfhLh18a1TTt+K/DRi2o7QL/qQh2AADAoQqydw/5zx86l+Ybjq66u0eocqXd4N/+1RX7hngbLm15+rvEvNos8R+LYAcAABzq+LxHUwstXV79tbePc5lNGr3fB/+5uV27duu2JJRotqya99SIAd0DPQ3+IeHD7pu1/mTGjRSwd8VHt/Xr1tjf0+AV0L7b4DcXbyy6ru/TFg28w+YJIXZMbqUoyseXcov6Z53b/OykW1o3C3Z3cvYNatpjyD1fri51rrYw59SzU+7u0qKRe0DzoWPu+/lQ6o4prRRFybfW1FsolwQAAHCgZxt7CiFWpxor09lqznpsWDMhhE/rXv+a9MCowT11iqJ1CvpwV2JRhw23NBFCHMgusPnyWgc//ZcQwtCg1dgJDzwwYWwLL2chxF2fHZNSHluyaN7rQ4QQ4RPnfPbZZ0dzC6WUpoy/Ork7KYq2681jHnj4oXG3D/LSaRSN01t7k4p2mJe0NiLARQjRse/wSRPv7hrupdF5D2/rI4QwWir1FuyIYAcAABwqxFmndWpoqVznA69HCCE6P77IeGXAhe0LvXUag8/gDLNVVjnYWcNcdE7unc/mFRa9NmXs9tJpDD43F73MiHxKCNHvm9PFA/Y+3UEIcffiE8UtSX+/JYQIHrim6OXbXf2FEE9+d+DyAcyZr93WpGj6rKjm674FO+JULAAAcCBpijOZdYbmlYwgT7x/wNkzYuu8yYYrA0L6Pbh6Zrv89M1zo7OqfHBLblS+RevcNNhZW9Ti5NVr547tG1e/Vt6QgIinP/vss0/GtypuadDxfiGEKdkohCjI+mv2wRSfVi/Mv69L0VZF6/nM4q+cNcWXDtr5LVRMZ9/dAQAAVERx9tJpcguTKtO3MGff9kyTW2DbX77+qmR7jqtWCLFrX4oI86rawbXubw0Iem7r/4Jb9ZkyZdKtQwf07tamba8+FQxpeufEaUIIIaQ55+zxowf27ly3amHx1uwLn1ilbDVjQskhzj5Dx/q5fp+UWxNvoWIEOwAA4FBDvQ3LUyL35xR2c9dfu7Uw5++Zzy129ur3wZv3FBrPCCFyE76aOvWra3saLxqrcfSn1+1xffGZBYt/nTd797zZQu8WNPi2u55/881BzT1t9rcUXPzv88/8vH7P0ZPnjRbp17Rdzx5dhDhVtDUvLkUI4dHCo8yoNq6XI1ZNvIUKcCoWAAA41LRBgUKI2b/F2NyauOutTz75ZMkmvRBC6xQshAjqvcrm9WR7nmpfjaNrnUMee2/J2cTs039v+nLenFs7e67/6eNh7bsdKOdhFe8M6T5r3hJ965veW7zqfFJucvSx1T9+WrzV0NBdCJFzPqfMqPP55suHq4G3UAGCHQAAcKiI/87WKMrmR8cfy74mS1mNLz+ySQhx09wIIYSzV79Wrvr00wuM1lIPGru4ftH777+/v+rPDctP/+ONN9749LdYoehadh/80MyXf91xasfznczGcy8fTb22v9l4avaOBK/Q13Ys/eLfE25t5u8qhCg0nizu4NFkihDizCdLS44qzN77U/LlqTi7v4WKEewAAIBDuTV6YMW09gXZ+3o27/v1jtjidovxwvuP9v86Ksu90d0L+wcJIYTQfjYxPD99w/DXfzNfyUX5KTvH3D199qvfNTNU+Yoyac586aWX/vPwf1LNV5eYO3s2SwgR7me42q1AFg8QQljNGcW9pSV73sQJQghpNQkhDA1um9XCO/X4K88vPXG5g9X4ybR7cy3FI+z8Fq73DgEAABzMYpw/uVdRFHEPCO0/fNSg3l2C3PVCCM/mA9dczC3uaM6PHdfFTwjRsPOg+x6aPnn86EBnnUbn+f72+KIOVV3H7t1bGgshPJv3nPjgtIfGj27X1FcIETTw2aK1SLIuvCuE8Gw2/LkXn9uWaZJSvjW4kRAirOfQR2bNnjl9SucgV/9u49q66jX6BndMfkJKmR37SzsPJ0XRdB88aupD9/Vt7+seMuyNWxorGr21cm/Bjgh2AACgdpz5c/G0e25pHtLQRa/zCwmPGDziyQ+W5ljKLu1mteR889LUQT07NHB19m/cYvCd/15zJLl4a1WDncV06cs507q0DWvg7uTiFdCmU8Ss975PLLiyxJzF+OLYCC8XnbtPwOLEXCml2Rg5d8aYFk0aOht8OvUZNuP1JXkWGbfhk7tv6j7glvuLBhmT9z46bkSrYG9nD9/+d804nl2wfngTnUvzSr4FO1KklDbm8QAAAHB9lujoC1q9f+Ngt5KtT4V4LhQPZcXNc3A1XGMHAABQbcpt7VuGt7npYoGluOnClrfmX8wOmzyhgmE1VQ0zdgAAANV2avHDbSZ/6dGsx+039+/U3Pv88Z0Lv1+n8ex66NLu1i6OXjCYYAcAAHBDjqz+4vX3vth96lxithIaFt6m603Pvvtqn4Yujq+EYAcAAKASXGMHAACgEgQ7AAAAlSDYAQAAqATBDgAAQCUIdgAAACpBsAMAAFAJgh0AAIBKEOwAAABUgmAHAACgEgQ7AAAAlSDYAQAAqISutgsAAACwG4vF8scff+Tn59tlbwaDYeTIkVqt1i57cwCCHQAAUI81a9aMHj3ajjtctWrVqFGj7LjDGkWwAwAA6mE0GoUQfh4hrs4eN7irPFN2SnZc0Q7/KQh2AABAbVydPbxc/e2wo2w77MORuHkCAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAADAcc5v/OKeYd0CvN1cfUN63XTPz7viyuuZdvQzN52265yDld85wQ4AAMBBDi98oMXN05b/dbFl75Gj+rY+tX3p+H5h7+xMvLanOe/kbQNm5lmsVdo/wQ4AAMARTOmbBkxf7BJ40+aYqB1rl/6ycmPs8R99tZZXRv6rUJbpa3lj5JCdGaaqHoJgBwAA4AgHX3k8y2x9cu3P/fxdilq8Wo5b/d5rT8/oF5VvLtlz19sjXtuW/NTCm6p6CJ19KgUAAECFPvk5Wmdo9koH35KNvZ54oVfpbin75w9+cWPE8xtm9/1qXhUPwYwdAABAjZPWvBWpRhe/MTknVk+9Z1S7UD93/6Z9h96+cNP5kt0Kcw6PGPycZ5cnNr0xpBpHIdgBAADUOEt+VJ7FWphzuF3XMT/tjgvrecvQrqEntq5+eGj4He/svNxJFr40bPhha6vfN73jrFTnKJyKBQAAKNeuXbuqMcpgMIwcOVKr1Ra3WM3pQoj8jE2+D39x+tOHPLSKECIrcmOXDiNWzr55+/S0/p5OW14d+u6e1Ne3H+7h6VS9agl2AAAANuQX5goh5s+fP3/+/GoM37Bhw9ChQ4tfavQBQgidocm2Ty6nOiGEZ9jQpc906Dbn4Gtb4n9u/svNr2+PeH7D7L4Nq10zwQ4AAMAGg95NCDFz5syIiIgqjzUYBg8eXLJF5xIe7KxN94jw0ZU6yRo0LFDMEVlns1PSVxZKufOtocpbpXZ18NWuyqsisPfv8btGXve4BDsAAIByRUREjB071h570jzW1POFqA3n8y3NDVdP0cb8FieEaNzT10sZMWlSWMkBBZnbfvwtyrfzbaM6NfAOC6nMMQh2AAAAjjD+/RHPjV4y9P4P9//4VNG8XcqhX25fcEJnaP5ej4CGhhe+6Veqf9qpe3/8LarJmDnfvNKlkocg2AEAADhCk1GLnx+85e1lTzfZ+/2wfp2syZHr//zLpPH6zy9/Nisxh3cjWO4EAADAIRTdm+uPfz3nsf6hup2rftpzLn3gHQ9vOBUz9/ZQex2BGTsAAAAHUXTek19eMPnlSnVu0HqJlEuqtH9m7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASutouAFADKeWRgyfOn4vx9PLo3K29r59PbVcEAKiPCHbAjYqNintp1tyD+48WvTS4OE97YvID0++t3aoAAPUQwQ64IaZ80yP3P30pLuFqi7Hgw7mfe3i6j50wuhYLAwDUQ1xjB9yQjWu3XbwQL6UsbpFCKory9f8tqcWqAAD1EzN2wA05fSLy2kYpZVxsfF6u0dXNxfElAQDCGjQO9Q27wZ1Ep0bGppy0Sz0Ow4wdcEPiYi/abFcURafnixMAwKH44AGqyZRvenzq7F3b/r52k6JR2nVo7eSkd3xVAID6jBk7oJq+/Ph726lOURRFeeLZqY4vCQBQzxHsgGpatWKdUJRr26WUUshN63bkZOc6vioAQH1GsAOqQ0qZmJAsStwMW2qrRf64eMWMKc9ZrVYHFwYAqM8IdkB1KIri7e0phI0Zu2IH/j6yfdNuh5UEAADBDqimoSMGCmF7xq7YwX1HHVMMAACCYAdU24xZD4Y0aVRxH7PZ7JhiAAAQBDug2rwbeC1b85WTs1MFfVq1beGwegAAINgB1efq7nrvpDttblIUJbhx0M0jBzq4JABAfUawA27IjP88NOqOm5Vr1j3p3K3959+972xwrpWqAAD1E0+eAKovMT758wWLD+w9opS4jUJRlOG3Dnp7wUtarbY2iwMA1D8EO6CaDu47Ou3+p415+UIoQrl6e6yUcu3qzV17dbpn4h21WB4AoB7iVCxQHVLKV/7zjsloKnp17bIn33z+o8OLAgDUdwQ7oDqiImOjz1+wlvPkCSHEpbjEpx55qbCw0JFVAQDqOYIdUB1pKenX7bNx7bbvFi51QDEAABQh2AHVERTc8Lp9FI2yasU6BxQDAEARgh1QHcGNg7p07yCuWeWkJGmV8XGJDisJAACCHVBNb8x7ITgkUAghykl3ilAa+Hk7siQAQD3HcidANTVu2ui3P79dtmTV4f3HEuOTD+47WqaDFHLI8AG1UhsAoH5ixq7GnTx50sPDY/PmzbVdCOzP2dlpwpS7Xnh9ZnZ2zrVbw1s1e/jxiY6vCgBQbxHsalxsbGxOTs758+druxDUlCceeuHc6agyjVqtZv4Xb3h4utdKSQCA+olgB9yQE8fOHNx37Np2i8W6Y9Nux9cDAKjPCHbADVm2ZJW49rkTQggh9u0+5OBiAAD1HMEOuCFJCcnlbdq+ZU96aoYjiwEA1HH5qUdmT7ytc+tQN2e3Ji073jrx+b0X80p2sBamLnr5gT5d2/p7OAc0bX3Tbfcv/zu+8vsn2AE3xNvHq7xNBaaCNSs3ObIYAEBdlpewum3jbm99t1oGtRs7cVyHRpY/vpvbp3n4kpjsog4WU+yYls0efP3r06YGQ+6a2L9d4J41S8b2anzPh3sreQiCHVB9pnxTdGRsBR1++naFw4oBANRxy8ZPizKa7/3h8OHNv3/z5de/bzm+78uxloL4mXf9WNThyNw7V0VnN7/ns4tHd/z0zZfL/9gSd+TXxs7K0qeHbM8qqMwhCHZA9S14b+GRgycq6BB9/sKZk5EOqwcAUJfN2ZPo7Nn7u3s7Frd0e2Cxl06TcebLopeff35aUfTLvnzQcCWg+bQd/duzHayWnNd3JFTmECxQDFSTxWxZ8dNqIZTybp4ocvzo6ZZtwhxWFQCgjpIFYx+f5ezVv+SkmhRWvaIUODcuennIxbdZm75d3PUlx3mEewgh8lNNlTkIwQ6oprS0jNycvOv3AwBACKE4zZ079/LP0pKTlZEYdfSHeTNSCi2jX3ytqHl3ZHTZUdK0YM4RRVEmDW1UmYMQ7IAqy8nOXfjJ9zu3/l2Zzh07t6npegAA/yxH3u3d6bl9QghF0Uz5aMOiGe1tdivMOffalFEfnctoNf6rB4PcKrNngh1QNZfiEu6/49HkpFRFUSropiiKlHL4qMFhLZs5rDYAwD9CQK9Jz71wa2BI8KV9Sz+YdV9gw61vjW1VsoM0p//84ZzZcz6NyjUPfOCdNV9OqeSeCXZA1bz/xqfJSalCCCmvubROUcSVRkWjTJh89+P/ecjB5QEA7EUKKYTYtWtXNcYaDIaRI0dqtVqbWwMHzXh7UNGPUxsdDZw1od99t8a3db2cys5v+uqBB2dujc4O6XnH129/MOmmKkwQEOyAKrCYLVs3/mVzU9EUnRDC1c1l5O3DHn1qip9/A8dWBwCwp4y8NCHE/Pnz58+fX43hGzZsGDp0aPHL7Lh598/YFjbhww/Ghpbs1n94kOXvQ/Njsr5s00AIsfmdu4Y8/6uTd8cFKxfNuK1rReeGbCHYAVWQk5NbWGi2ve3K/J0xL3/ZkpUmk+nNeS84rDAAgN15uzYQQsycOTMiIqKqYw0Gw+DBg0u2aJ38/ve//wUm3lEm2J3dkSyEaOymE0JELZ1603MrQoY/sX7pe208St0bW0kEO6AK1q7aVDwzV4a8kuyKtq5avu7+h8a1bhvu0PoAAPajCEUIERERMXbs2Bvfm2vAfcN9Hlm/Z+qC7Tc93v/y+iYxWxZM2nbJ2TNiVoiHEHL6I9/rXVvtXjkv2KmaKw0T7IDK+nHxirdf/m+Ft0yUsn/PYYIdAOAKzaKlz4Td/PqTA5v9MHh4q6a+yeePr992UNH5vf6/5W4axZS+bl16vs45964Bfa4d3Gfh7/Pa+173GAQ7oFKsFuv/fbi4vOk6mwpMlXr8CwCgnmg0ZM7FIxHPPjt3x/GDS7dnBYW3vHXCf15895WeQa5CiPz0dUIIsyluz564a8f65hZW5hAEO6BSLl1MSE/LqNKQ8FYsdAIAKKVBu1u+XH2LzU1ezedJOe8G90+wAyql0vN0QgghFCWsRdOI/t1rqhoAAGyp5qV5QH0THBLo3cCr4kWJi3Xp2v7jRXN1Or44AQAcimAHVIpGq3nksYlSymuznaIoilCEoiiKMvy2wYt+/u83yz8KbhxUK3UCAOozZhSAyprwwN1CUT5+b2Fubp4QQqPRjBw9xNPb8/CBYznZea3ahj0w/d62HVpddz8AANQQgh1QBROm3DVm3IgzJyLzco0tWjcPCPSr7YoAALiKYAdUjZuba5ceHWq7CgAAbOAaOwAAAJUg2AEAAKgEwQ4AAEAlCHYAAAAqQbADAABQCYIdAACAShDsAAAAVIJgBwAAoBIEOwAAAJUg2AEAAKgEwQ4AAEAlCHYAAAAqoavtAgC1sVqtf/95IOZ0rFCUZm2adh/URdEotV0UAKBeINgB9pRyKXXBs5/FRV4qbmnaqsnj707z8feuxaoAAPUEp2IBu5FSfvbSVxcj40s2xpyJ/XLON7VUEQCgfiHYAXYTF3kx6mS0FLJUqxSnDpxJuphcS0UBAOoRgh1gN4kXyk1vSXEEOwBAjSPYAXbj4mYod5O7iyMrAQDUTwQ7wG7CO4QZ3AyKUuoeWEVRPLzdQ1s1qa2qAAD1B8EOsBtnF6cJT44TQpTIdopQxH1P36PVaWuxMABAPcFyJ4A99b21d0CI/69froo6GaNolOZtQ+96ZHSztqG1XRcAoF4g2AF21qJT2DMfP1nbVQAA6iNOxQIAAKgEwQ4AAEAlOBULVF/8pcQNv2+9FBcf2CjgpuEDmoQG13ZFAAAhhGjm69ulccgN7kQRGZvtUo0DEeyAavrlu/+998YnpnxT0csF7y6c8fSDD0y/t3arAgDUZ5yKBarj4L6jb740v8BUUNxiNls+nPv5tk27arEqAEA9R7ADqmPFT79LKaUs+VhYqSjKsiWraq0mAEC9R7ADqiM2Kk7RKGUapZCxUXG1Ug8AAIJgB1SPm7urkGUbFaG4e7jVRjkAAAhBsAOqp++gXqXPwwohhJSy76BetVIPAACCYAdUz9333ta2Q0shxOXTsYoQQjQLa3L/Q2NrsSoAQD1HsAOqw9nZ6ZulH01/cnJQSKCiKIGBAZMfvueHlf/n7s6pWABArWEdO6CaDC6G6TOnTJ85xWqxarR8RwIA1D4+jYAbRaoDANQRfCABAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7IAaUWAqrO0SAAD1jq62CwBUJSMlc9lnvx3afiQvx+gT4D34jgHDxw/RO+lruy4AQL3AjB1gN6mJaa9Memvnmj15OUYhRHpS5orPV86f+Ym0ytouDQBQt6SfekFRlJ1ZBdduOr/xi3uGdQvwdnP1Del10z0/74qr/G4JdoDdrPzqj+z07BINUghx6uCZvzcdqK2SAAB1kSz8YMoim1sOL3ygxc3Tlv91sWXvkaP6tj61fen4fmHv7Eys5I4JdoDdHN51zGb78T0nHVwJAKBu2vfn6i8+fHNUr+Zv7raR1UzpmwZMX+wSeNPmmKgda5f+snJj7PEffbWWV0b+q7By5364xg6wm9zMPJvt8bGV/aYFAFC3iaPvPJlX7t11B195PMtsnb32537+LkUtXi3HrX7v3KrkvKh8c0uX68c2gh1gN4piu73AZHJsIQCAOupgWraUUgixuGOjaWfTy2z95OdonaHZKx18Szb2euKFXpXeP6diAbvRlJfsAAAQQgjh7OxsMBgMBoPTNR8Z0pq3ItXo4jcm58TqqfeMahfq5+7ftO/Q2xduOl/5/RPsALsJDmtkM9rFnolb8916h5cDAPgnseRH5VmshTmH23Ud89PuuLCetwztGnpi6+qHh4bf8c7OSu6EYAfYzYDb+8lyLm5d/vnKQpYsBgCUz2pOF0LkZ2zynfzZpciDK3/5/rd1W2NOrWtm0K6cffN2WwujXItr7AC7GXBbn0PbDx/+y8a9sVardcfvOwffOdDxVQEAqqfoYrhdu3ZVY6zBYBg5cqRWq638EI0+QAihMzTZ9slDHtrLJ4A8w4YufaZDtzkHX9sSv2F00+vuhGAH2I2iKK27tbQZ7IQQl6K5NxYA/knisxKFEPPnz58/f341hm/YsGHo0KGV769zCQ921qZ7RPjoSl3WEzQsUMwRWWezyxtYaidVqxFAhRo1Cypvk4+/tyMrAQDcoCDPhkKImTNnRkREVHWswWAYPHhwFQdpHmvq+ULUhvP5luaGq1N9Mb/FCSEa9/Qtf+BVBDvAntr3bKt30hUWmG1s6tXG8fUAAKpNURQhRERExNixYx1zxPHvj3hu9JKh93+4/8eniubtUg79cvuCEzpD8/d6BFRmD9w8AdiToij3zhyniLI3x/a4qWuTlo1rpSQAwD9Fk1GLnx/cKGrZ003Cut45YfKYm/s36XZPitVj1k9/NjNU6nI9gh1gZwNv7/fvuQ97+XkWvdTrdbdNGfnQy5NqtyoAwD+Aontz/fGv5zzWP1S3c9VPe86lD7zj4Q2nYubeHlrJHXAqFrC/rgM6dR3QKTUhzWQ0NWwcoNVV4a4oAEB9MOV06hRb7YrOe/LLCya/XM3dEt5blS8AACAASURBVOwAO0tLTD+y61haUrpfoG/n/h1JdQAAhyHYAfb057ItSz/9tSD/8lrELh8tnzDrX31uqfxT/gAAqD6usQPs5vjekz/M+6XQdPWWWKMxf9Eb30Wfiq3FqgAA9QfBDrCbzSu2CUWRJR8rZhVWq3Xzim0p8an7Nh/8+8/9iReSaq9AAIDKcSoWqKZN67Yv/Pj7M6ciDS6G7r07P/Hsw/GxicLWw2J3rN711+pdViGFEIqi9BnRa8JT4wyuBoeXDABQOYIdUB2ffLDo8wWLFUWRUhYUFG5av33H5t19O3a32VmWiHtSyr/+2G0ymh59c6rDqgUA1BOcigWq7OKF+C8/+a7UWVcpCs3mEzFnK7mHfZsPJsUl11R9AID6imAHVNmu7fusFmuZs67SKhOTUwqtNh4mZtOFc3E1UBoAoF4j2AFVlpOTW94mi9VSyZ389ftuaeuCPAAAqo1gB1RZk6bBNloV4aTXO2n1ldzJob+O7t9yyJ5lAQDqPYIdUGV9B/YMDApQlFL/fRSpDBnY36UK97oqO9fusXttAID6jGAHVJmzwfnDL99oFNKwuMVV79K9Wfvkk4kmY0Eld6IoMjU+rWYKBADUUyx3AlRH2w6tfvvz2zX/+/PMqUi9Tnd28xmTMb+K+1A8fNxrpDgAQH1FsAOqydnZacy4EUKILb9tP7r6SFWHSym7DuhUA3UBAOovTsUCN+pSVHw1RrXp2mrA6L52LwYAUJ8xYwfcKL1zZe+ELebl6zlrwWMaDd+sAAD2xOcKcKNad21V1SF5OUZSHQDA7vhoAW5U+15tOkS0E0IoSqX6K0K4ebjWbE0AgHqJYAfcKEVR/v3Ww7c/eGslJ+GkEJ36dqjpqgAA9RDBDrADJ2f97Q/e2m1w18p0btDQZ8xDo2q6JABAPUSwA+zG4Op83T4e3u69hvVwcav8AyoAAKgsgh1gN2Html23T3Zmzprv17/2wNy8HKMDSgIA1CsEO8Bueg/v4XTdpU+kEEJcik7447v1DigJAFCvEOwAu8nPMxUWmCvTU1GUwzuO1nQ9AID6hmAH2E12eraUsjI9pZQ5WTk1XQ8AoL4h2AF24+PvrVRuLTtFEQHB/jVdDwCgviHYAXbj4u7SuV+lFqiTUvQd2bum6wEA1DcEO8CeJj4z3s3TreI+iqLcdOeA/rf1cUxJAID6Q1fbBQCqkpaUYZVWm5s69mnv6u7iE+DdpX+n8A7NHVwYAKA+INgBdnN878l5T30srTbun3DzdHvivemVvAIPAIDqIdgBdvPjf5eVd1NsblZubmauu7e7YysCgHoqJNC9bbjvDe4kufCf90ebYAfYR2Zq1qWo+Ao6WCy2T9ECAGAv3DwB2Icp31TBVlcPF88GHg4rBgBQPxHsAPtoEODjZHASwvZVdHnZxg+f+qTAVOjgqgAA9QqnYgH70Ol1g8b0W//TpvI6HN1zYs3363uP7Llqxbro8xf8A3wH3BTRpUel1r0DAKAyCHaA3dw9fUzcuYsn9p22uVVRlI3Lt7z53n/zjZdP2n716Q9jxo14de4zGi1z5wAAO+DjBLAbnV7XsnOL8rZKKXMycvTWUt+mfvtlzQ9fL6v50gAA9QLBDrADaZUn95/euHRL7Lm4CropQmnlFxrWIERzZUE7jaL8+ssfDqkRAKB+nIoFblRCbOIXr34dfSq2kv19XLwKLebYzAQhhFXKuNhLNVkdAKAeYcYOuCGFBYXzZn4cc/pClUb5uTVQhCKEUITi5e1ZM6UBAOodgh1wQw5tP5ISnyrLe+JEOTSKotfqhBBSyIFD+tRMaQCAeodgB9yQuPMVPW2iAlJahRCNQgKnz5xi14oAAPUX19gBN0Svr85/Iilki+BmnQd0nPH8Q+4ebnavCgBQPzFjB9yQVl3KXd+kAorQuFqdI3ec2/fnAbuXBACotwh2wA1p0Sms26DOQgjlygoml39QbD9b7AophLBarN+//3N8dEIN1wgAqC8IdsCNevjVKXdMHeXs4lT0sknLkMnP39c4PPi6A6WUVqt194Z9NVwgAKC+4Bo74EbpnfS3TRk5avKI1IQ0Vw9XV3cXIUS/W3tHnYieO32+xWKpeHhqQqpDygQAqB8zdoB9KIriF+RblOqEEBqNJqx986atm1x3oIe3Rw2XBgCoLwh2QA26d+bY61xrJ0SXAR0dUgsAQP04FQtUirTKpKORmbEJVovVo5FfUNdWGp32uqMahwcHhAQkXki6dpOiKFLKIXcPatkpvAbqBQDURwQ74PpMWblHvl2bHZ9S3BK77VCH+29xb9ig4oHrf9pkM9V5+ng0bhEy5K6BnfurYbru4vlLa77fcOHcRYObc8tO4SPvu9nlyilpXMtkKvhh0bKd2/5OTU5r3iL03sl3duvVqaYParVa42Ljo6NiPT08WrcLN7gYavqIAGoFwQ64vpMrtmQnpJRsMWZkH1uyodcTYxVNRdcz7N2wv2hmrkx714GdJz4z3v6F1oYdv+/6+u0fhFUKRQqhnD0cuX31ruc+fSqwSUBtl1YXZaRlTh772PlzMRqNYpXy/LmYjWu2PvzYxH/PeqCCUWazedufu86difL29urWu1NYi9DiTQmXkg78ffjowZOp8enpqem5+XkpKWkFpsKs7BzFLA16Z6uU+eZ8S+lfwqCggP8ufKt1++qswgigLiPYAddhysxNOxcnymQzKfJSMjJjE71DgyoYm56Sfm2qUxQlIyXD3mXWjqz07O/e/0lIKYUUUhStz5eVnvX9+z89veDx2q6uNh3ZdWzXmr0pCWm+gT69hvXo0r9jXOSl0wfP/Pjjr+fPxQghrNaify+pCPHFR98OuaV/63YthBDnj0fHnI5VFCW0TdPQ1k3Wrvhz2ee/ZaZkpxgzLJZCD2ePpU4rgpsG/XvOQ2/NnFeQUaDXasxS5ptNGcbsnII8nUZXYCk0S4tGKgZng0HrlJKXbr3mlzA+Pulfo6Z+9fN/u9f8ZCEARyLYAddhTM8qm+qKN6VlVxzsfPy8c7PyymQ7KaW3n7cdK6xFR3cdLzQVlm2V4uSB07nZeW4errVRVC2TVvnVm9/uXLNHCKEoIvKY2Ltxf0Cwf3J8irTKY0nnNIrGKq1X+wshpPzsra/HThi9bdVf5w5HFjUWWgotijRo9IpQPJxdPZxdpdVqFlaNomTEZ7718AcWq9VZ7ySE0Auh1+qSc9PzCvPFlcs3hRAF+eYskatc/fVVRIlfZSnl7Jlvrtv5i6P+YQA4AsEOuA69i3O5m1zL3VSkx9BuFz6/WLKl6EO3x5Cu9imutmWlZdtsl1aZnZ5di8EuL9e4+Iuf9u89kpuT27J12KRH7mke3rSGjmXMMW75bUfMmVi9kz68Q3MnZ6eiVCeEKI70F2LizNLqqnNuHxAuhcgrMOZbTO56V51GY7ZapNBkR2UseuPb4n0qQjhp9WUOpGg0+hJLGeg02iudpRBKWIPGZ1Kis0y5Jb5ISCGUEt8qrpm3u5h4g+8dQF1DsAOuwzXAx8Xb3ZiZK0pMvCmKotFrK56uE0IMHz/k1L7TJ/afVhRFCqlIRUo5fPzQNt1a1XDVDuLj72WzXaPRePna3uQAF2IuTRn7WFJiiqJRhBQnjp5ZuXzda+89e9tdw+1+rHNHz3/07OfZGdlCUYSUf/2x28nFuczc2MWsJDcnF2/D5QULFSHcnFzcxOX7S7Saq3+H882mtLxMk6VAr9U3cPF01VfyHpTLa+o08gzISo4qvamc2eYrcnPy3Nzr48QqoFasYwdch6Iore4YqFEUUbwinSKkkC1H9dUZnCoeq3fSz1rw+IMvTuwyoFOz1k17Duv2zMdP/uuxO2u6Zofp0Ke9i5tBKb1YnyKUTn3bu7jV2n2Xb708PykpRQghrbKI1Wp9ffYHaanpld+JtMqki8mnD55NS7Q9qiC/4McFy955dF52RrYQV2fnCoymknEqOTc9tyCvONVVzCqtiTmpqXmZCdkpJ5Oi4jKrNqNW6SB4mUajcXXj/mXAoayFyYtefTCic2tvF5fGLTreNvGFffF5dtw/M3bAdZiycpNPRLv4e5uycqXZIrQa4eSUkp7/+/+t9Qnc23ZI5zYDO4ryVyE25eS3bBPafWBn59oLOjXHzcP1oZcnf/7KVwX5hUXxTkoZ0Nj/vqfvqa2ScrJzd23bV2aiSkqZbzRt37T79rEjKrOT88ejF7+75MLZuKKXbXu0vv/pexo2vnqfb8zp2LenzyvIL7jurpJyU31cKjt56ap3aePf7FhS0WV2MiEnxU1v8HGt/Nzn9ZbDLj2V2KVbe+W6K2gDsB9pyZrSruW3ZzN820YMu6tb9oWjq797e+0v36+KOX1LQ/t8yyLYARXJiI4/vPgPS4FZUYquVZKyUMSeT8kzFkop4rON8WfiovefHfHUXdd+pKZfTNm6aH3cseiil826teg/eZhngEpumyjWpX/Ht3+es+GXzRfOxhlcDS07hw++o79OX2t/W9JS0q1Wq81NKclpldnDxaj4d2bMNxeYi1tO/H3qjanvv/Xjyx4+7kKIrPTsSqY6IUR+YYHGtQrhyaA3GHTO+WaTEEIIJcWYUflgZzQbbTVfDnOKUGSJVNfA13v+F29UvjAAN+7Y/BHfns1o8+C3R768X6cIIcSpFTPa3PXJfUPnpRydbZdD/AOCXUHGuR17oz1Dwju0DnXm1DEcSEp5cvkWa6Gl6OeiRkWK4IbuZ6PTi3oIISL3no78+3RYz1KXzWUnZy59cXGh0VTcErX/bOL5+Hvfm2rwUNvJLx9/73H/vqO2q7jMN6CBRquxWmxku4BA/8rsYc13680msyw96ZeblfPK5LeemjcjJKzRn8u2VjLVCSE0imIsNF2/XwmeBrf8nKIhMt9c2QMJIeIyy66GXXIZxeJ3FNjIf/TdIx5+bKKTU9n7MwDUqP0LTwkhnnvrLt2Vr3ut7/y4pcsX507PE8I+wa5uBaXcizum/evWDuGNQlt1efKDtUKIc8ufDQ5oPWT4sB7tmvk3H7xkb0Jt14h6JDchzZiWVXYhOkXotBoXQ6lPxKh9Z8qMPbBqd0GeqczQvPScI2v31UitDmEzLdU1bm6uA4f0KdOoaBQ3N9f+g3tXZg/njp2Xtu45yEjOfHfG/JzM3MijkRXvwWjOzzRmFf3saXDPyM8usF6zKEz5Sv7K6TSV+vpttVqj0y9mm3KKXipCaBWNXqvzcfX09WoQFh46edr437f9eCRm65GYret3LZsx60FSHeB4vv4GIcTJ1Ktf9qyFiQmFFp2hmb0OUYdm7HIv/do6bFycyazRezhbE/779Ijk4LWbJn0Qcsu/HujUOPH0gR+Xb7y/bxtdTNy4Rm61XSzUTEqZl5RuTM82ZeaU10envXpyTVFEfnbZU2Dxp+OKbpMs1aoo8afj7FqsfUirTIlJzExM9/Dz8mvaUKsv9Rhcq8W65bftG37ZnHwxxdXDpVPfDnc+MtrHv+6eU37htScjz0bHRsUpiiIURVqter3+9Q+e8/bxrMxwaS3vTlKZk5m7beUOi8Va+lq1UqxSxqRfMlutXq5eQspgz4CspPNnUy40b9DIRVep6yyz8q/+4nkZ3EscX8qr18TJQoslz2x083QbdffNno28Dvx9VNEprdqG94joHNKkERfPAXVQ/69e8m7374+H3dd92Qc3dwnNvnB0wdPjsszW21760l6HqEPB7rcJj8WZzNM/3fjBIzcZrDkfTuoy694RLSYvP7jo8imeN7fPbTzwhVmTfh+3YVztlgoVy76YfOrXbSUfC1uG0ViYbSzMM16dgJFSXHvlnNVsvfaDXxHCarHYr1gbUmKSYg6ey0nL9g70adGnnav39b8FJZ1P2PR/q1NiLp/F8wjwGjx1ZJOOV78+fvbSwv1bDhWd1MvJzP3rj92H/jr60sJnAoIrdWbT8RoG+a9Y/81Pi3/dt+dQbnZuy7bh9z84tlFIYCWHh7ZpmnIp1eaknRBKzOkLTVo2Pn3wrM2xUsrjSedM5oJ7J9/ZMbzNss9+M+ic2waEx2XGn0g+7+Hk5u3q0bN/15joC1HnYpt6BSlK2dMmWaZck6WwKDcGBQVMmzbZ1cXFxd0l4uYeOr0uOSnVUmjx9PJwveZpvLfcMaSSbxBAbfFuOe3kNn27gQ/fHfFHceP4j/5cMqOLvQ5Rh4Ld+/uSPZu+/On0IUIIofF4ZP7LTy2Z1Oz+nsUdgvs/93bzd17e84EQBDvUiPyM7IMLV1kKzTa3SiEuJWZnZpe65klRhBSi9cAOZTr7hzZMi0suuwcpfZsGJMQmGVydvf3svcybFH99/+ehP/YWTzjt/nnb4KkjWvZrV8Gg3LTs317/ocB49U3lJGf9Pvfnu9+c7N8sUAhxbM+J/VsOidLnB/My81Z8vnLaaw/a+S3Yj5OTfuLUcROnVudvxYgJww5sPWQx24rgitRoNMPGDt76vx02L7O7kJmg6JUZTz744PQJWp22bY9W38z9ISEmsZVL80ZNA2994JYegy6vTb1318F1qzfF7I215l7+kqAIJaCZf276Rbd810YhgTffOmjyw/c4G0otgu0f4FuNdwSgeor+7u3atasaYw0Gw8iRI7XaUidA8hK2PPDQf9LN2t4j7+zaMjg3Pnr9b6uXz370/VYbnh7W2C4116FgdzqvMGDAgOKXzp59hRBJW5LE4ODixq5hnoXRR2uhONQPF3YeMxeUey1UapqxTKoTQkgpeo4dENC87ErFnW7teXbnCauQ4krMUjSKFOLnb/8wfvGbEMI/2G/8E2M79yubCCsihdVq1WhtXxp7YvPhg6v3lGwxmwo2frrKv1lDn2C/8nZ5ZN3+grxSl/ZLKS0WeWDl7uFPjBFCHNtzwlYh8uiu41Wo/B8ltHWTJ99/9OPnPzcZr4luUjRv38yvke+sDx/7+u3vE2KurjPn7OJ007hB7fq0CWsRWpzGQls3ffWbF2wepWdEl54RXYQQeTnGY7tP6PS6Nt1burCqHFCXRCVfEkLMnz9//vz51Ri+YcOGoUOHXn0tTRM7j1qXqv/s77hHul1ePqkg4/iolj2eHdmxS3LCEO/rPM2oMupQsGvlqo85d0CIy2cTtM5NX3/99YCeDUv2ORGdrXNuUhvVoV7IvphcZkkIUfRwJ083z5CA8xuP2LyySqvTlm0SIqB54Mj/3L1l4Zqc1MsP3Sq0Ws8npeQXFBr0eq1GSUtI++jZ/5v22gM9hnS7bmFJ5+N3/rA54UyctEjfJv497u7frHuLMn0OrCz7nVJKIS3Wk1uO9JlwU3l7To5KKHnjZPGbTj5/+UYlY26+zYEmY0GpK77UpV3PNs989ORb0z6wWixX/20U4RfoO+C2PkKIFh3DXv/uxehTMRej4q0W2bRV48bhwdVb5MXV3aXn0Ov/DgBwvGb+jYQQM2fOjIiIqOpYg8EwePDgki15ST8sT8xt2OOn4lQnhHDybvd/n/YKG7tlzqrYIfeX/cNeDXUo2D3dw/++zc/MXNzrg0kDNEIIRffiiy+W7HDxrw9mnc3w6fhaLRWIekGWzXVCKoqTu0v78cO2riq77G2RXT9tObXlSMcR3dsN7VJyOi20a/h9H05POBOXnZK17Y+dB/866u3i0j4oUF80My9FSl7u0o9XdL+pa8XxKGr/2T/eXybk5fSVHJ34+3tL+9w7uOvtl//QWC3WNfOWZ8TbXqQtI6Gixy0ois27AKRy5e6Qkqvylhgl/IP9KpPqog+cO7HpUEZ8mnsDj+Y9WrUb2kXR/DOyYLO2oc98/OR37/0UF3n5ab9d+nW896lxzleeHazVacPaNw9r37z2agRQs4r+ykVERIwdO9Yu+xNCWK9Z/8iab88FB+rQcid3LPk01KD7cPJA78Cmd88rdZbn2Cev3X/XoGb9/2NV9LO/v7e2KoTqeTYOsBVypGdIgKJR9M7lPEBMyoyE1K2L1q37729ltiSciTv+56Eja/elnL4U4u0V6uujK05+ivBzc2sgdemJGRXVJMXWReukvHp/bVG+2/PL1rzM3KKWo+v2R+2zfS2/EMLZtaK5/cAWwWVn64QQighscfkSiIjhPZ0MekVT6m+FlGLQmP4VlS2EEGLzF3+sfueX8/vOpsWlxh6N3vLV2hUvf2c2VWHhj9rVomPYnG9feGfZa8999tSHq+c+9s4034YNarsoAP9UrgH33eRtSDky7d0/ry6ZlBu38/4ZexSN86yRqrvGzjVw9MnYva8+8fz/dh48cyG35KajHy/4/lSqd/iQBd98c397/rCimvJSMrLikqVVeob4uwX4XNuhcUSHS3+ftJgKr56aVBStXtukfychRGjX8LO7TtictCvqHrnnVOyRqOL7Sbd9vf7I2n2KIqRQvAy217lwd3a+eCKmQeDVYlJjkw6u2pMam+TsZmjUtkmzbi1yUrKuHWgxW7ctWleQXyCkSLuQbGNplSuadKpoSqnD8G5HN+w3ZuZdXYFZEVonffF0oI+/96NvTv3qtW+zryz+omiUwWP63/yvck/vFok5FHn8z0NCXPnXkUIIEX827uCqPT3u7lfx2LpDURT/Rn7+jcq9SBEAKkvR/7TuvY79n3x2aPi3/W/uEt4oJz5q08bt2Rblzrc33+5rn8dO1qFgJ4Qw+HeZu2TtXCGkpdRHVP+Pl54I79CmKX9bUU2WQvOZVTsSDpwpji8NO4S1GjNAZ7g6CVdoNOUmp4cO7pp4+Gz2pdSiRo8gv9Zj+rs08DSmZbXr1ybpZGxmermL2wkhYg9G5qZln9t9KispI/1iiricaspbF00IIXJKzNgd23Bg26L1Vqu16Almccdjjm04UN7Ac7tPXX7QWTmRTgjRpFPz8Ig2FRzd4OFy56v3b1u0LvZIVFGLf2jgoKkjfBpdvfuyY0T7t5fO2bth36XoeC9fr3Y924S2vv6lrpF7TtloVZRzu0/9g4IdANiRf88ZUXED3n1xzsq/Dv/vh63uwc17jJj075ffvKN72Tvwqq1uBbtiirbUVTghQwaX1xOojDMrt8cfKPVwiMSjkRazpeN9w4texm4/HPXnvuKFThqEhwR1beUR7O/i62lMyTy4cFV61CUhRLCvc0ige0KaMTUx0+aBjm48aCn/vlqbjm044OrlHnc8OjctKzkqsSh6FgfQvIzcCsZec9NDWf0nDSu+Es5SaDmydl/s4fN5mbkNQvw63tI9qFWIEMI7qMHo2eNz07IzE9PdfT09/b2vfe6tq7vLoDuuf+61pLyMXBvziFLmlr/sMwConsG/48ufL3+5xvZf54JdVuzhlWui73vk9uKWA8/d89/csCFDho4dPdilDl0TiH+Mghxjgq3lZFNORuelZrr6el3YefTc2t2ixK0AaZFxZmNBt+ljzHmmA1/8r8B49c5QaTYH+ThrdQ2SL6VdG6uqmuqEEKbc/O2L11d1VCVdOBrlE+wrhMjPzlv+yvfpF1MURZFCpsYmnd11otfYAT3uujx55tbAw62Bhx0P7e7raWMqURGefpV6/AMAoBrqUFCyFsTPGd/dJ7TLtJeXlmzPidn/7cdvTbrjpuD2I/6Mq2j2ArApNzGtvJmt3IRUKWXM1oOKUvqEphRZF5PSz8XF7TlekJdf6lSqlNJsCQryvmaXdfFmz9wr1+ft+mnrlVPDV2/73bt0e2ps2cfG20vLvm1ttErRom9FCyYDAG5EXQl2VnPq+I5tX/1pv2uTrg88Xuqm4u7vLf/h07m3d/JNP7l2VMdbo001+0QmqI9Szoq+QghFqy3IzivIMdoMftmXUrPikq7Na1KI3OS0Mmt9aPU1+7+p44juPe7u1/X2iD73VuHKhOQrue3c7pNlt0khpYzcc9peFZbRqE2THnf1KzoRXHw6uFn3Fp1G9KihIwIA6sqp2BMf3/7L6Ywmt720f/mrfqU/IF1DOt47veP4Rx5f9Fifhz7dOu6DY3tf6FRbdeKfyKORv1avtRSW/UqgaDVejRtKa7kLCCkaRUgpbT/uXSnKgsVXkdX0Ur2unm7d7+wrip5GuulQVmJGqWlIW0UqQmQmpAkhrBarKcf2OsN5GTV4xVuvcQOadWtxfNOhzPg0N1+P5t1bhvVqXXOHAwDUlRm7z987rNH5rFjykl850x6KxmXKhxtCDbpTn37l4NrwT6d10jUb0kOUyF5FPzTu3T7ldOzFv09q9XqbA6XV6hlia2U7IfJNl2+zKA5X5gLbT5i1l/P7zhqz8oQQiqL0mzhUlMmRNhdhEaLooVgarcbF09Xmbt18a/aKt4CwoMFTR4x5ecKwf48m1QFATasrwW55itG90Yxu7rY/X4to9H4zGrkbU8quAQtcV5P+ndrcNUjvenmVICmlRq+7sPvYyeWbo/7cZym0fcdD9KYD/m2b6V2cS10+J6UUIjndWPNVl5IUeWnNvBVFAe7Ayt1SXn+lckVRfIIur/vYst+1V7YpGo0mnLAFACpSV4Kd0Sp1ztdfc9lXr7FabC8zAVQsqGsrr9BAIYRy+aEuZmm5TjaymM3xB890mTraq/HVZxYXmK2xl7JMppqdn7Pp0snY+DNxKdGJ8aculLM0XqlpPClluyFdin7uNW5A8cMkhEYRQmg0Sr9JQ4vumQUAqENducaup4fTjoxNQkytuNuatHy9G1deozpSz1xIPh4lhCj7LNgKpZ+LazEyotvDY3KT04+s3n18y1GTyVyF8faWHJVg8HApb6vOSVt8RljRKF1G9Wo9oEPRSycX57ten3hq69GYg5HGrFyfEL+Ow7s1CPF3RNEAAEepK8Hu8f6B61f+9EXk5w+HlXvFT1b0wl+S84IHPurIwvCPYM4z5ienWkwmJy9PlwC/stefCSGESDt7oRp7zklKTz5+3r9dc7cAn45j+h3ZeqyCh3c5gEarKfeRtUKMmHVX+sXUzIR0twYezbqF+zYJKLlVUZQ2/CfCnQAAIABJREFUgzq2GdSx5ssEANSOuhLsBix4Sb/6oVkD7+l6aEV3PxuPSyvIOD5p0FNCiOkfDXV4dajT0o6dSjt6Slov3/Rq8PVpGNHdyavsNwSzqaA6e5fy5PItPs2DdS7Obg08Rj07buMnq7JtPbzVMYJahbj5eGh0WqvFWjJfKopwcjOEtA9t2jmstmoDANS6unKNnUfTB/54YVjOxTW9GzW59+l5+0+cz8q3CCGkJf9i5PHv3340PKjzbzHZ7SYtmt2hQW0Xizok8+z51MPHpby6lEl+avrFTTus5rLXwLn6elXvEGZTYeqZy7N9wW2bTpg/bcRTd/a+Z5Bf04YVD7Q7n0a+vk0CDB4uvf81UEhZ8iZfKUX/ScO0Oq2DSwIA1Cl1JdgJIYa+vu7396d7idQfP5jVvV2Yt6uzb1Ajd2e3kPD297/wWZzJestjC/YtmlLbZaJuST9xRihKmavmzHnG5H2HyvRs2LmFVqe1eZb2ukxZVx95onPShfVq3f2OPkMeHaXVOzRIhUe0Kfqh6+jet8y80yuogVCEolF8m/iPnj2++HI6AEC9VVdOxRYZOevTC+MfWfT5wo17jp49ezYyOt7Zr3GPVq1at+0x4ZF/D+/SqLYLRN0izZbCHNtPmcuKjNG7u+tcXcy5eXoPN7dGgRqdVuOst+TaXqf3OjQ24qB/aMM7X71/xas/lLdaip0ponnPVsWvwnu3Du/dujC/QNFodE516z8yAKC21LnPA9dGnWbM+WhG0QurVWjq0Jwi6hyNUsGtDKmHTxSv26t1crI4uRVWL9UJoZRzs0TD8EYevh4ZCWnV222VdLm1l39o2ZO/ekO5N1IAAOqhOhfsSiHVoXzSalU0Ghe/BsaU1HIWMLnaaikoEKYCvUFXmF+d9efOrd2dFnmxxcgIV3/vMpv8QgMyE9Nq9DZZD3+vAZNvbta9RQ0eAwCgCnUv2MnCQ9s3Hz8XGRkZGX0hrUHj0LDmzcNatB/cv7O+Zh/FiX8Gq9mcfvx0VmS02ZivMzg7+XhfZ1k6KXIyjMacQqvZKqzVzF9SytQzsWnnLoTd3KtJ/1KPKu50a8/IvaftvgCKq4+b2WT2a9qw6+jeoV3D7btzAIBa1a1gt2vJG/9+bu7BCzaumnJv3PX5dz59YXwvx1eFukNaLHEbtprSMopemvNN5vjECvpbLTI5JrMg3ywUoVRpYWKbR7fKc+t2ezUN9Gpy9ZRoUMuQ4U/csfWrNcYsGw8ZU4QiFWEz9kkhFaFYpdSUuZ9DUVy9XCd9PINbXAEAVVWHgt3K2cNuf2ujEKJ5n7vuG9mrcePGwUHeWQkXL8TG7lnzw7K/Dsy+t/eWE6vWvz6qtitFrck8F12c6irVPzmvoOjc6w2nusukSDh4pmSwE0KE927dpFOzSycvpMenanW6oJYhWUkZmYnp7r4eUso/P1ktLz9gVkgphSKiU5OEIgos5visdGOh6eaWXbQaTfHFglqtMmT6KFIdAPx/e3ce2FSZrgH8S9I0C+m+pSEtZWnTNgkFEUdG3JfrziZV7wguMwjOxWEUnUHEDR0VZhSvinPBbVRWBVsZR8VtZtx1ZhRM2nShUGhIt6RpmjR7zrl/xMlUoGlpk57vHJ7fXzY9SV9qe96nX875XhgBWoKdY9+jcx79MDV9+p/+/Pr15xz3xtO9D7V8tuPaK2/64JGrHr/GvqoK0y0FLtjnDjpdYqlUlpMpkclij3vjrs8dz9sXICKSoEz3A5/zBLsTpypkJadNKSE//OjmTfxP8sufqP5q5yfN/2r0e/3d/a5/tR2we90Dn/vG/s9P006aXlGeKk3NLy2cOX92ZiE2awQAgJGgJdjVLvlfQsjazz68fpD9hyfPvu79z205hpVPLXlr1Te3jG11MHYi/kDXP77zHDka/VAkkWQbyrMN5dEPmZPZWIQlhIkwiU11hJAUuWzogwbIGp972Z3z/3j+otaDR054QF/A+7cW8w2P/PyMn56WiAIBAODURUuwe6ahV5Fz1W/jTpXI1t95Te59eyzPEIJgJ1i2v3/ptztiH7KRiGN/nfvQESYUEqWksMO+R0FRkCcdp2xvdkZCkaGPPhnZk8eP4FnBoSJp0YSRvCwAAMBAtOwnUtcfkmdfMeRhV+bIQ/3mMagHOOHr7B6Y6mKCfe6wzx9y94cH2Y74GClKufqnMwtmna45Q5/YCkUSsXqGbujjjlMcN7cpxykKx//our3uLofHPax/LAAAQAwtK3ZhlhVLjp3afrx0iZhlR7IPGfCCf4gbI4ZerhNLU7L15ZnlU0QSCSFk4oUzXIc7+6ydRCRKyA0UE86uEo9se8W4X3p8kTr6H5FwZMerNZueebW3x0UIKS2fdPd9y8+cPWMkXxEAAE49tKzYARBCRCMa5DqQqmh8ll4XTXWEEH+vR1WQpchOT1UpFJmqwhm6VJViOONiRRJJWmGOTKUc8BBRTy+beMHpI6jKYm766vN/xjmgueHQd/8wEUJ+d9+GdQ894+r94f6MlsbWZYvu+vC9T0bwRQEA4BREy4odACFEnjfa+53dR6xBtye7UjdOW2j9qq75L1+wLEMIIUREWFZ8pFM9vfTIp98P9nSRSKSeXjbp4pmy9HGEECYc6TK19Hc5U+SyrMmadG3+yKr67p9DXz/w7T++z8hK3739bUII+++NlBmWERHxHx7eeOF/nT361AsAAIJHUbBztz1+6aWvxD+m88gJdpoAwZDnZKmKNJ4224hfgQ1H/HaH7e9fpE+e2PzOv1g29vYrSwjp7+5N0+blGyZ1mQ8e/9w0TZ5uzuyB6U2cIlFPLxtxMTHh4NA384bD4X99vf/4u0NYlrFZO9ptXZrxxw6KBQAAOAZFwS7Y//3evYMupcApIv/0af22TjYyiltZWUKIqK/lkEQiCkeYYz7ZbT54zgM/17Qc7WlqC3p8yvys3PLicCAkTx8nz0obTeVxfPz+p0Meo1bnu92ewT4b8AcSWhEAAAgTLcHuu+++47oEoILnaPuoUt0PWEKIXCX19Bz7UpFQJOIPZk/RZk/RjvqrDMHV2/fVZ//64tN/fPsP05AHMywzRTfpBJ8QiRQKmUarTnx9AAAgOLQEu2nTpnFdAowRNhyOBPxiqVSceoKdfoN97uMfHBmJ5AT3BkmkKRJ5aqK+RBzvvvXR7+7b0Oca7j/H3dc/55rpZeWTmxpbfnQLLctee8NcmWwsagYAAL6jJdjBqYAJBr0d1mBvT/RDiUyuHD9BqvrRG6BiScJmpEbCjIiIjtnjJN84eQzuQtj/bd09v37kpHZXKZqgEUvEM86c1tTQMuBhESGsevwIb9oAAIBTDYIdJF3E7/O2W8P9bpb90YCvSNDvPtSUPkmXMk4Ve1ChLiB1jaP/ohJZquas6c3vfE0YloiIiBCWJePyMqdceuboX3xI2//0Jsuyw5+TQURk1tmn9zicr79WKxKRAc9jRWLRM79/YcH1V2HRDgBg+HK06UWVuaN9EffQO+zSBsEOEiPkcYf6nEwoJE6VybJzJTJ59PFwv7vvYBM5YcRhCSGsp+2QslCbmp4Z3V5Oqc5TqPN9HV2jKUYsSy08Z5YiPzdrkrbtC1N/lzNFIcueoh3/E734RO/PJtyBpkMntReyQin3en37/mmOHHd9Icuw/R5vU/0B4/TKBFYIAACChGAHo8ay/dbWgPM/o8D89k6lWivPKyCE9NvaTpzq/o0JBjyHWyQKZdqEydGr7kY42iFKJEqfPCHvtKliqZQQMq4gu3zeuSN/tZGSyWViQo69I3dwvn7/1RcsvnX5osEOCASCCSkMAGBIvvbGv332ZZODGH9y6QXTj71z69s3d9Z7QzfccAMntcGQMHkCRivQ0z0w1RFCCGG97W1hbz8TDkd83uG8SMTv8xz5YW85X5d9xMVkG8sLfjIjmuo4dMas6czw34clhBDS5+p7Z89HJ/yUWCyeVDohEXUBAAzhixd+M2GC/vLqm399280XzdDMXvR7H/Ojs9n2FUsWLRr0r1DgHIIdjFbA6SDH3I3AEkJI0OkgzLA3LmHZsLc/7PMSlmVGsd3JOE3hiJ+bQIt/UZ1fcOy1HaJjv00/xpJ6U8MZP51+/GeumHdxdk5WAssDADih7n/cP/vWPzjF43+56pE//u/j83+i+XzLb067aQfXdcFJQLCD0WKCwRPe/hkJBcTSVNHJvK/KBPxEJEpNT4sfgQgh/z7gR8ellRTJ6QhAWTmZ2/ZsunzORSkpKYSQlJSUq6+5dPpPjEM8jSXXXHfluRf9NPaASCS6fM5Fax65M6nVAgBEvbJ4o0is2GIxb3zs3mW/+u2uzw88dmVx45afPf69Y+gnAx1wjR2MliglhYTD5LhwJ5akEJFIlp3rtw/3TgiRREIIydRN7vpmqA2rWZKl13ltnQFnLyFEnCLN0pdlVSZg/Fei5KtzH3/6vkeevKe7y5GfnytJkZj3WX42Z1n8N2j7+/3PvPiYeZ+l3tQkloinTq8sq5g8RhUDwCnv2da+HMPz10789y5UYvldr3/wYo7+8XkP/bblacyr5gUEOxit1PRMn7/9+MdTlOMIIQq1lgmHY3vXxSESi1OUKkJIRukkx/66SJzbBUSirIrS3GkGMs3ABIORUFg6Tjnyf0AypaSkFGp+mPFqmFaRnpHmirtl8YGmg9EjDdMqxqI+AIABHCEmR1s08JEURdmbj5419Y5n7vp89RNnYQQOD+CtWBgteZ5aIo/mqh/9Odd/9Iizbl+gx64qmpialT3k6yjVWtG/dycep9Wc+GvlZudU6YsvvzB3+g9va4pTU6lNdQOxLPv07593DTVXo/WQdWzqAQA43uyM1O5/vOj/8S39huVv/leO4o9X39gVGv69/sAZBDsYFSYU6rcdiQR8hJDj341lI2Gv7YirpSHo7Il/2ZxIJJbl/me+QrZeJ045ZjlZlKKQjz//rGxDuSwzIyHFj6W33njvhWe3DDmLwuV0jUk5AAAn8JtrSrxd289a8oil+z8bGohSsl97b7Wv5/3T5zzYHhz9LG9ILgQ7GDk2HO47YAk6HfF3qot4+wk5PvX9iDQj80cfpqm0l5wrz8uJPTJuvFp7yXniVL5OX3hj254hR5mJCMnNz4l/DABA8pz91FtXlmd++9J9lfnjNJXVscfzTl+z93cL2t59eKK6dGe3j8MKYUi4xg5Gzm/vZEIJ2DhXnCJVqscf86AsK7PokvPCXl/Y65WmqSQy2ei/EIcOHTg85IQxlpBLrjhvTMoBADiBFEXZHnPb9vWrt7z/TdNh58BPXbJ619dF6+5Z/8TH5jBX5cFwINjByIU8faN5ukgkEklTpWnpyoLxomPfeP1BilKRolSM5qtQYpxK2e/uj5/sxBJJyiDfBwCAsSGSqP77nqf/+54TfOqMRb/9aNFv7EcPtRw4MOZ1wXDhrVgYOZY5ueEKx0gvq8wsN44bP2GwVCckZ537k6G/WQz7wG/WOezOIQ8EAOCIKHf8pJ+cewnXZcCgEOxgJJhQKODoJuyo7pAK9Ix8dBjvLFtx45DTIxiW8Xn9f/vg87EpCQDghPqO7N+y6a2Bj3y76robb7/31dq/+nBfLPUQ7OCkBXrsrkZz/9HDkYB/lK8T/64LIVFr8t9478W51ZepVOPiH9nZPtz9nAEAEosJtj90/elZJdOX3f/GwMc9h//16rOP3jjvgvGGyz6y9nNVHgwHgh2cnLDX029tHXStTkREYgkhIiISkaFuAmUjESZyCl2Em5efs/b3qz7d/+eSyUVxNn/JyR16zz8AgIRjwo7rp1Y+uONfyuLTbvnVwoGfOv33u7c+9/icqhyn5b0rp17RGsCmJ/RCsIOTE3DYCSGD3uDJElluXrbxtCzD9OFMiRWJJYktj36f/f3r1pa2OJu/NDW2DHn/LABAwtU/O+f1xt7iq+471PzN0/fOGfgppXbqf9/225pv21745TS/8+/VT5i5KhKGhGAHJycS8JO4ew37uzqYUEgkEotTpPE3JZaq0oYT/gSm2XIw/gFvbNmzZ9d7Y1MMAEDMpt/vF6dkvbntvlzpic/MIrHi5qc+KJGnNDz34hjXBsN3yrVVGCWRRDzEXsOEeDuOEkJSM3PiHCgSS5SFRYN+WrhSUoe4BVgkEu3a9uexKQYAIGa33afSLJ+hksY5RizNXa5R+ey1Y1YVnCzhbzMBCRT29kf8Q98wEfH7CCHy/IKw1x1y9xFCRLEwKBKJJBKpKl2pHi9O5feewyMzY+bU+AewLNt6qG1sigEAiPExbIps6L+3c6RiJoLhh/RCsIPhivh97oON7HC2OBGJCCEikThtYlmwtyfY18uEQhKZXJaTm6IY4p5Q3rHZbG63OytriK1MYgrG555z4axPPvoyzjFyuayrK/H3xgaDQYfDkZeXR/82yCzLOhwOqVSakcGDucA+n8/lchUUFAw5NY5zLMt2d3ePGzdu3Dge/Ca63W6fz5efnz/0oVzr7u5ev3798uXLZ86cyXUtI3dGWupnvR8TsiT+Ye/2+KXjePzPFDzaz+9AD19XO8sMawujFMV/ZkWkZmanZgrzNk+GYRobGzs6OgghNptt+E+8+roLU2XiD9/9YrDdXtIzVXV1dYmp8jg9PT1JeuVksFqtXJcwXA6Hg+sShqu7u5vrEk4C/dU2NjY+8MADXV1d06dP53Ww+9XZ6vf37NjcsunWyemDHdPX+sLr3d7x5/5yLAuDk4JgB8MV9g5v7yIRkeepk1wL9/x+f11dXV9fX05OzgiWaqZNqzr3wtn3rVx3ws8aqir0en0iyvyB3W7v7OyUSCRarValUiXwlRPO5/O1tbWFQqHMzEyNRkPzGhjLsjabrbe3VyqVFhUVKRRUz75zu91Wq5VhmNzc3Pz8fJq/sZFIxGq1ejweuVxeXFwslca75Itzf/rTn+6//36WZX/3u9+tWLGC63JG5Zyn75O+/YuV51532r43T8+VH39AsLfuxvPuJITc9sxFY14dDBeCHQzb8PbgkGXnS2QnOCMIicPhqK+vD4fDxcXFkyZNGlmPLNQMGn8LNepEvf0UCoXq6+t7enrS0tIMBoNcTvX/mo6OjtbWVkJIeXl5YWEh1+XEEwgEzGZzNNlXVlZS/u72kSNH2traUlJSjEZjdjbVK+gej8dkMvn9frVardPpxBTfOO/z+W666abXX389Pz9/586d5513HtcVjVbahFveWb3z4kfePVNTXP2rVStvmVs6aUK6XMJG/LbWlr++vnH12ufb/GH9jS/da6T6p+gUR/XJCKiSolAGQ8E4B4hEInmBRpFPdT8evSNHjhw8eDAlJaWqqmo0PfKDd/4+2KfS0hOzqMajHskwTHNzs81mk8lkBoMhPX3Qd4Jo4HA4LBZLKBQaTbIfG+Fw2GKx2O12lUplNBrpT/ZNTU0sy+p0Oo1Gw3U58bS0tMydO9dsNs+ePXvXrl0FBQVcV5QYFz289y+Zv1x0z6btT6zc/sRKkUiSVZDv7+70RhhCiEgkvvT2p2ueupnrMiEeBDsYLnm+Ouh2iY7bPFckEkkzsmRZuSlKpUgi5J+oxPbIrvZBrxySShPwbeRRjxy4+lVRUUH5W2/RZC+RSIxGY25uLtflxOPxeMxms8/nU6vVZWVlEgm9+4EzDNPS0mK1WnmR7N9+++3Fixf39vYuXbp048aNNH9jR+Dylc+1Xb/0pU0vfPi1qbm5uaW1XZZbNFOnK6+c+bOl//Nf06k+mfBOj+mPRdOX6+7757cPTE/Uawq5DUNipShVaRMm9x89wv573U6cKlPkqlMzs0R0vw+VEAnvkRMmFRPy+Qk/lV8wqrjArx7Z29tbV1cXDAZ5sfrV0NDQ3d2tUqkMBgPlF9V1dnY2NjayLFtaWqrVarkuJ55Yss/MzNTr9ampqVxXNCiWZVevXr1+/XqFQvHyyy/feOONXFeUFEpN1fKHnlke/YBhCMWL/bwW9lquOueO6GpoAgm/H0MCSdMzM1TpEZ+XCQXFMlmKXDnkQFhhSEaPrF509Subtx9/3aJMnjrzpyP/041HPZIMWP0yGAx5eXlclxNPLNkXFBTodDqaF2lYlj148OCRI0eQ7BOrt7e3urr6gw8+KC0trampSewdTvRCqkuWyCOXX/hFbyDhr4tgBydHJBanjKP6tsrESl6P1BZrfn3Psqce28QOGNAhFosfe2rNuHHKkb0mj3pkJBKxWCz8Wv1iGGby5MnFxcVclxNPIBCoq6tzuVy8SPZWq/XAgQNisZj+ZL9v37558+a1trZeccUV27ZtozwujxYb2vfpX+sOtLS0tLS29WQXlUyeNGlyqeH8s6dJ6T2p8MyXj1229pPuO1+44MlffJzYV0awAxhUsnvkzcuuP/einz58zxOHDh4WiUR6Y/mqh36lLR7hJSw86pFer9dkMnm9Xn6tfun1eso3TI4le61WO2XKFF4ke6VSaTQalcoR/jEzNjZv3rxixYpQKLRq1arHHnuM63KS68ttj/zPqse/azvB/laqotPuWffc6ut/MvZVCYz9XxvOX/PhrHs+uPesF59M9Isj2AGc2Nj0yElTJrz8xtOjfBF+9ciurq6GhgasfiWczWZramriS7I3m839/f35+fnl5eU0J/tQKHT77bdv2rQpNzd369atl1xyCdcVJdeeey+e8+iHhJBJP11ww+U/KSoqGl+Y2ddxtO3Ika/f3brr82/v/e8z/1b/5/cfvpLrSnks5Nl/2fmr0qev+PiRC/sbX0z46yPYAZwAemQy8HT1S6PRlJWVUb761dDQ0NXVpVQqDQYD5ePC7Ha7xWKJRCL0J3ubzTZv3rxvvvlm+vTptbW1lFc7eo59j8559MPU9Ol/+vPr158z5dhP3/tQy2c7rr3ypg8euerxa+yrqnK4qJH/2NB9F//Xfkb3+cfrZCIyvH3/Tw6CHcCPoEcmSSgUqqurczqd/Fr90uv1lM8qjSX73NzciooKmrdKjiV7qVRaVVU1/AnLnNi7d+/PfvYzh8NRXV392muvUf4TmxC1S/6XELL2sw+vH2T/4cmzr3v/c1uOYeVTS95a9c0tY1sdNxiWJYR8+WW86d6Dkcvll19++TF/bP/twYvWf+14+NP9M9OT9RNF7ykAYOyhRyaJy+Uym81Y/Uo4Pib7jIwMvV4vk8m4riie9evXr1mzJiUlZfPmzUuWLOG6nDHyTEOvIueq38adKpGtv/Oa3Pv2WJ4h5JQIds3WI4SQDRs2bNiwYQRP/+CDDy666D/j13rMv7/k4U9n3fPBvWclcUdrevsWwBhDj0wSm83W3NwsEonoX/3y+Xwmk4kvyb61tbW1tZUXyd7tdpvNZr/fr9FoSktLaR6C4vV6b7jhhpqamqKiot27d8+cOZPrisZOXX8orfCKIQ+7Mke+u8k8BvXQoFRbTAi54447Zs2adbLPlcvl559//sBH7P/aE2LZLx69SPToj4787sHTRA8S9Zl/af/y8tHVSwiCHQBBj0wahmEaGxs7OjoUCoXRaMTqV6LwawRwNNkTQioqKtTqQUck08BsNs+dO7elpeXcc8/dtWsX5ZNFEi7MsmLJ0Nu4pEvELBseg3poIBaJCCGzZs1auHDh6F8tY/JlN944eeAjQdcn22sP5Uy76sqq7MzJidkkFcEOTnXokUnCu9Wvw4cPR0cAI9knCsMwTU1N7e3tvEj2O3bsuPXWW/v7+1esWPHEE0/QfB8S8FTB7NV/mv2jR3oa/nt77aHiuQ/9CSPFABICPTJJHA5HfX19JBIpKSkpKSmh+aI6fiX7jo6OxsZGQkh5eXlhYSHX5cTj9/vNZrPb7c7JyamsrKQ82a9evXrdunXp6emvv/76ggULuK4IYOTo/U0DSDb0yCSJDgpLSUmZOnVqdna8C7E5x8dkL5fLDQZDWloa1xXFE0324XCY/iEoHR0dCxYs+OKLL8rLy2tra3U6HdcVccnd9vill74S/5jOI31jUwyMDNXtASBJ0COTBKtfSRIbAcyvZF9VVUV5sv/888+rq6ttNtvVV1+9bds2yhfCx0Cw//u9e7/nuopTSHb5NpbdltjXpPrsAJAM6JFJ4vF4TCaT3+9Xq9U6nY7y1a/m5mabzZbwEcDJ4HA4LBZLKBSiP9mHw2GLxWK321UqldFopDzZP/vss3fffXckElm/fv3dd9/NdTnc++6777guARKA6pYGkHA9PT319fXokQnX0dHR1NTEsqxOp9NoRjjudmwMTPYVFRVSqZTriuKJJnuJRGI0Gim/SdPj8ZjNZp/Pp1ary8rKaL75wOfzLVu27NVXX83Pz9++ffsFF1zAdUVUmDZtGtclQAIg2MEpBD0yGRiGaWlpsVqtvFj9ig0K40Wyb2ho6O7uVqlUBoNBoVBwXVE8nZ2djY2NLMuWlpZqtYnZtSFJDh48OHfuXJPJdPrpp9fW1o4fP57rigASCcEOTgnokUkSW/3ixaCwWLKnfwRwLNkXFBTodDqak/3AEcD0J/u//OUvixcvdjqdS5cuffbZZym/EgNgBPAzDcKHHpkkPFr9ikQiFouFX8meYRj6t0oOBAJ1dXUul4v+ZM+y7Nq1ax9++GGZTPbiiy/efPPNXFcEkBQIdiBw0TsfGYYpKCjIzc11OBxcVzSoUChktVq9Xq9SqSwqKvL7/X6/n+uiBuVwODo6OsRicVFRUVpaWnd3N9cVDSoQCBw5ciQYDGZkZGg0Grfb7Xa7uS7qxFiW7erqstvtKSkpJSUlcrm8q6uL66IG1d/fb7Vaw+Fwdna2Wq3u7e3luqJB9fX1LVu27KOPPpowYUJNTc306QnbDBaANgh2IFix1a/oh52dnZ2dndyWNExerze6DQf9GIZpa2vjuorhcrlcLpeL6yqGJRwOHzp0iOsqhqunp6enp4frKgbV1tZ2//33Hz58+NJLL925cyflC+EAo4QR5tGfAAAgAElEQVRgB8I08B2iwsJCmrfeIIQ4nU6bzSYWi8ePH0951wkEAm1tbYFAILr6RfM3duDqV1FRkVKp5LqieGKrX1lZWYWFhTS/r80wzNGjR/v6+lJTU4uLi2UyGdcVxVNTU7Ny5Uq/33/nnXf+4Q9/oPkbC5AQCHYgQLFrvzQaTVlZGc2n8kgk0tDQ0NXVpVQqDQYD5fuj2u321tbWSCRC/7VfoVCorq7O6XTSf+0XIcRmsx0+fFgsFuv1+vz8fK7Licfr9ZrNZl6MAA6FQrfffvvmzZszMjK2bt06Z84crisCGAv0/k4CjIzNZmtqakKPTKzY+9pSqbSqqiorK4vriuJxuVxmsxnJPuHsdrvFYuFFsrfZbPPmzfvmm2+mTZv21ltvUV4tQALR20gAThZ6ZJLEVr8yMjIMBgP9q1/Nzc0ikYj+ZO/z+UwmE5J9wn3yySfV1dWdnZ3V1dWvvPIK5Zt7AyQWvecRgJOCHpkkbrfbbDb7/X6NRlNaWkrzRXUMwzQ2NnZ0dCgUCqPRiGSfKLFkz4sRwOvXr1+zZo1YLH7qqadWrFjBdTkAY43e5gcwfLEeWVJSMnHiRK7LiYdfPTK6+kUIqaioUKvVXJcTD7+SfWtr6+HDh6MjgJHsE8Xr9S5evHj37t1arXb37t1nnHEG1xUBcIDecx/AcAzskVOnTs3Ozua6onh41CMZhmlqampvb+fF6pfD4aivr48m+5KSEpovqguFQvX19T09PfxK9uXl5YWFhVyXE09zc/OcOXMsFsvZZ5+9e/duyieLACQPgh3wGHpkkvj9frPZ7Ha7c3JyKisraV79Iv8eFIZkn1ixZC+Xyw0GQ1paGtcVxbNz584lS5Z4PJ6lS5du3LiR5ukyAMlG9fkaIA70yCSJrn6Fw2H6B4XxK9lHh6AQPiT72Ahg+pM9y7KrV69et25denr666+/fs0113BdEQDH6P11BYgDPTJJYqtfVVVVlK9+eTwek8nk9/vVarVOp6M82Tc3N9tsNl6MAHY4HBaLJRQK0Z/se3p6Fi5c+PHHH+t0utra2vLycq4rAuAe1T0G4HjokUkSDoctFovdblepVEajkf7Vr6amJpZldTqdRqPhupx4Bib7iooKqVTKdUXxRJO9RCIxGo25ublclxPPF198UV1dffTo0auvvnrLli2UL4QDjBkEO+AT9Mgk8Xg8ZrPZ5/Op1eqysjKaL1FiGKalpcVqtfIi2ceGoPAi2Tc0NHR3d6tUKoPBoFAouK4ono0bN951112RSOTBBx984IEHuC4HgCIIdsAb6JFJ0tnZ2djYyLJsaWmpVqvlupx4Ysk+KyursrKS8q2SY8neYDBQfpNmLNkXFBTodDqak73P51u2bNmrr76an5+/bdu2Cy+8kOuKAOiCYAf8gB6ZDFj9SpJIJGKxWPiV7BmGoX+r5EOHDs2dO/f777+fMWNGbW0t5X+HAHACwQ5ohx6ZJIFAoK6uzuVyZWZm6vV6yle/rFbrgQMHeJHsvV6vyWTyer30J/vYEBSZTKbX6zMyMriuKJ533nln0aJFTqdz8eLFL7zwAuVXYgBwBcEOqIYemSSx1S+tVjtlyhRerH4plUqj0ahUKrmuKB4k+2RgWXbt2rWPPPJIamrqCy+8cMstt3BdEQC9EOyAXuiRSRJd/RKLxbxY/TKbzf39/Uj2icWjZO9yua699tq9e/dOmDBh9+7dM2bM4LoiAKoh2AGN0COTJBKJNDQ0dHV1KZVKg8FA+aCw2Ahg+pN9bAQwL5K9zWZramoSi8V6vT4/P5/rcuLZv3///PnzDx48eP755+/atYvyvRUBaIBgB9RBj0yS2OpXbm5uRUUFzVslx5K9VCqtqqrKysriuqJ4XC6X2WwOBoMajaasrAzJPlG2bNmybNkyv9+/atWqRx99lOZvLAA96D2zw6kJPTJJ+Lj6lZGRYTAY6E/2zc3NIpGI/mTv8/lMJhMvkn04HF6+fPnmzZszMjK2bNkyd+5crisC4A16f7HhFIQemQz8Wv3i1wjgxsbGjo4OhUJhNBqR7BOlvb193rx5X3/9dUVFxVtvvVVaWsp1RQB8Qm83glMKemSSxFa/0tLSDAYD5YPCosmeEFJRUaFWq7kuJx5+JfvW1tbDhw9HRwBTnuw//fTT6urqjo6O6urqV155hfKfWAAK0XsyglMHemSS8Gv1q6mpqb29nRfJ3uFw1NfXRyKRkpKSkpISmi8YCIVC9fX1PT09vEj269evX7NmjUgkevLJJ++44w6uywF+SyvOzTFOGO2LtDcnpJixRG8HhVOE3W6vq6tjGCYvLy8vL6+np4frigYViUSsVqvH45HL5cXFxaFQqKuri+uiBuV0Otvb2wkhGo0mKyvLbrdzXdGgQqHQkSNH/H6/SqXSarX9/f39/f1cFzUou93e2dkpkUiKi4vHjRvX3d3NdUWD8vl8bW1toVAoKyursLCwr6+vr6+P66JOzO/3r1ixora2tqCg4PXXXz/nnHO4rgiArxDsgEvRQWEsyxJCuru7ae6RA/n9/qamJq6rGC6bzWaz2biuYlg8Hk9DQwPXVQxLJBI5fPgw11UMl9PpdDqdXFcxqK6urgceeKCxsfGss86qqamhfG9FAMoh2AE3Br5DpNFoaH77lRDS29sbzUaFhYWUv/0aCoXa2tp8Pl909YvmHX3JgNUvrVarUqm4Licev99/5MiRUCiUmZmp0WhofvuVZdn29nan0ymVSouKiiifwvf222/fcccdbrf7lltu2bRpE+WnAgD64VcIOODxeEwmk9/vV6vVOp2O8mu/mpubbTabXC7X6/Xp6elcVxSPw+FoamoKhULFxcWTJk2iOXzEkr1KpTIajZRf+9XR0dHa2sqyrE6n02g0XJcTTyAQMJvNfX19OTk5FRUVNA9UZVl29erV69atS0tL27lz58KFC7muCEAIEOxgrHV0dDQ1NaFHJlz0fe3oXR2Ub9Dv8XjMZrPP5+NFsm9pabFarTKZzGAwUJ7snU5nfX19MBikP9n39PRUV1d/9NFHZWVlNTU1lZWVXFcEIBAIdjB20COTJBwONzQ0dHd3q1Qqg8FA+Vtv0RHALMuWlpZqtVquy4knluyzsrIqKysp3yo5muwlEgn9I4C//PLLhQsXHj169Kqrrtq6dWtaWhrXFQEIB4IdjJFYj+TFoDAe9cjY6ldBQYFOp6P5ojp+JfvYCGAk+8R67rnnVq5cGYlEHnzwwQceeIDrcgCEBsEOxgKPemQkErFYLHzpkXxc/eJFsrdarQcOHOBFsvd6vSaTyev10p/sQ6HQ7bffvmnTpry8vK1bt1588cVcVwQgQAh2kHTRHikWi9EjEyg2KEwmk+n1+oyMDK4riieW7LVa7ZQpU3iR7JVKpdFoVCqVXFcUTzTZMwxD/xCU1tbWuXPn7t+//7TTTqutrS0qKuK6IgBhQrCDJEKPTJJAIFBXV+dyuXi0+sWXZG82m/v7+5HsE+vdd99dtGhRT0/P4sWLn3/+ecp/YgF4DcEOkgU9Mkn4tfrV0NDQ1dWlVCoNBgPlg8L4OAKYF8l+/fr19957r1Qq3bx58y9+8QuuywEQOAQ7SAr0yCSx2WxNTU1isViv1+fn53NdTjyxZM+LEcDRZJ+ammowGCjfg9rlcpnN5mAwqNFoysrKaE72Lpfruuuue++994qLi3fv3n366adzXRGA8NF7qgWeivVIqVRaVVWFHpkoWP1Kkliyz8jIMBgM9Cf75uZmkUhEf7I3mUzz5s1raWk577zzdu3alZOTw3VFAKcEBDtIJPTIJPH5fCaTiV+rX7xI9m6322w2+/1+jUZTWlpK+VbJjY2NHR0dCoXCaDRSnuy3bt26bNkyr9e7atWqRx99lOY/mQAEht72ALyDHpkkPF390uv1MpmM64riiSZ7QkhFRYVarea6nHh4lOzD4fBdd9319NNPp6en7969e+7cuVxXBHBqoffsAPyCHpkMLMu2trYePnw4OigMq1+JwjBMU1NTe3s7L5K9w+Gor6+PRCIlJSUlJSU0r361t7fPnz//q6++qqioqK2tLSsr47oigFMOvS0N+AI9MklCoVB9fX1PT09aWprBYJDL5VxXFE8s2ZeXlxcWFnJdTjw+n89sNns8npycnMrKSpqTPRkwAnjq1KmUjwD+7LPPqqur29vbq6urX3nlFcp/YgGEiuozGtDP7/ebzWa3240emVg8Xf0yGAwqlYrriuKJJvtwOEz/EBR+Jftnnnnm7rvvZln2iSeeuPPOO7kuB+DURXUbBsqhRyZJR0dHY2Mj4cPql9/vr6ur6+vr41eyr6qqojzZezwek8nk9/vVarVOp6M52ft8vsWLF+/ataugoGDHjh3nnXce1xUBnNKoPgsDzdAjkyG2+iWXy/V6fXp6OtcVxeNwOCwWSygU4lGyV6lURqORL8lep9NpNBquy4mnpaVlzpw5dXV1s2fPjmY7risCONUh2MFJC4fDFovFbrfzpUc2NTWxLEt/jwwEAmazObr6VVFRIZVKua4oHn4le7PZ7PP5eJHsW1parFarTCYzGAyUJ/s9e/bcdNNNvb29S5cu3bhxI83TZQBOHQh2cHIG9siysjKaT+X86pFOp7O+vj4YDNK/+hUOhxsaGrq7u1UqlcFgUCgUXFcUT3QEMMuypaWlWq2W63LiiSX7rKysyspKmreBZFl29erV69evVygUL7/88o033sh1RQDwAwQ7OAnokUkSXf2SSCQGgyEvL4/rcuKJJXv6RwDzK9nHRgDTn+x7enquvfbaDz/8sLS0tKamRq/Xc10RAPwHgh0MC3pkkmD1K0liyZ4XI4CtVuuBAwd4kez37ds3b9681tbWK6+8ctu2bWlpaVxXBAA/gmAHQwsEAnV1dS6XCz0ysbxer8lk8nq99K9+xQaF8SvZa7XaKVOm0JzsI5GIxWLp7u5WKpVGo1GpVHJdUTz/93//d8cdd4RCoVWrVj322GNclwMAJ4BgB0NwOp1mszkcDmdnZ6vV6t7eXq4rGhTDMEePHu3r60tNTS0uLmZZtquri+uiBuVyuWw2G8MwBQUFubm5DoeD64oGFQqFrFar1+tVKpVFRUV+v9/v93Nd1KAcDkdHR4dYLC4qKkpPT+/u7ua6okEFAoG2trZAIJCRkaHRaDwej8fj4bqoEwuFQvfff/9LL72Ul5e3ZcuWSy65hOuKAPiKCTn+9PDdL7z9VXNziyh7omHqzP+5f/2CmQnb2QrBDuKJrn6xLEsI6enp6enp4bqiYQkGgwcOHOC6iuHq7Ozs7Ozkuoph8Xq90W046McwTFtbG9dVDJfL5XK5XFxXMaje3t61a9fu27dv2rRpe/bsKSoq4roiAL6KBI7MKzf8udWdXXnWxQvOCnU1v/futr/9ZXv1k1/s+PUZCfkSCHZwYpFIpKGhoaurS6lUjh8/nvK3X91ut9Vqja1+cV1OPOFw2Gq19vf3R1e/KN/R1+l02mw2sVis0WgyMjK4Liee2OpXenr6+PHjad7TJLqWbLfbU1JStFot5VP4Pvnkk2XLljkcjgULFmzdulUmk3FdEQCPff/4/D+3uidd98e6rcvkYkIIcdbvmTZjwRt3Xfg/tzjOTk9Aq6W6qQBXvF6v2Wzu7+/Pzc2tqKigOXzErv1KTU2trKzMysriuqJ4XC5Xc3NzMBjUaDRlZWWUX/sVS/YGg4Hy8GG321tbWyORyOTJk4uLi7kuJ55QKFRXV+d0OjMyMgwGA+V/Mq1fv/7ee++VSqWbN29esmQJ1+UA8N6mTY0ikXTX8z+X//tvz6zKq2t/azztoe8e/qzj/csTcPqit2EDV+x2u8ViQY9MOJvN1tTUJBaL9Xp9fn4+1+XEw8dkL5VKq6qqKE/2A0cAU57s+/v7Fy1aVFNTU1xcvGvXrpkzZ3JdEYAQ7FPkTKw4a7rqR/vPp01JI4T4HYGEfAl6z9cw9tAjk4RhmMbGxo6ODoVCYTQa6V/94mOy1+v1lL9LaLPZmpubCSEVFRVqtZrrcuIxmUzz5s1raWk599xzd+3aRfnlDQA88lVL67EPsYGnH/peJBLdeFFiZiMh2MEPYj0yLS3NYDBQPiiMRz3S5/OZTCa+rH61trYePnw4OiiMR8m+tLSU5ovqYiOAeZHst2/ffuutt3q93hUrVjzxxBM078IDwHchz4G1N1/5zIFe3fUv/rwwMWcGensMjCX0yCRxOBz19fWRSKSkpKSkpITmZcVQKFRfX9/T08OvZF9eXl5YmLBtApLB5/OZzWaPx5OTk1NZWUl5sl+9evW6devS09PfeOON+fPnc10RgGCxYefOpx6696HnDvWHz71l3bvP35yoV6b3FANjBj0ySaKDwlJSUqZOnZqdnc11OfHwNNkbDAaVSsV1RfFEk304HKZ/CEpHR8eCBQu++OKL8vLy2tpanU7HdUUA3GMYhhDy5ZdfjuC5crn88ssvP+Ga98GPX7zl53f8vdWtPWPey489ceMFE0db6ABU90VINvTIJOHX6ldHR0d0dzr6k73f76+rq+vr6+NXsq+qqqI82X/++efV1dU2m+3qq6/etm0b5QvhAGOmoeUgIWTDhg0bNmwYwdM/+OCDiy666JgH/7puwYX31KRmTn16z0vLrzot4Z2M6tMiJBV6ZJJ4PB6TyeT3+9VqtU6n48Xql1wu1+v1lA8KczgcFoslFArxKNmrVCqj0Uh5sn/mmWfuvvtuhmH+8Ic/rFy5kutyAChSPnkSIeSOO+6YNWvWyT5XLpeff/75xzx46I0lF6x6U/tfK95/4/cVadITPnGUqO7lkDzokUnCo9WvQCBgNpujyb6iokIqTcopJlH4lezNZrPP56M/2ft8vmXLlr366qv5+fk7duw4vgkBnOKiv7+zZs1auHBhIl6PvW3pFqlS99WeJ8enJuvMgGB3KkKPTAaGYVpaWqxWq0wmMxgMlK9+OZ3O+vr6YDBIf7IPh8MWi8Vut6tUKoPBoFAouK4ons7OzsbGRpZlS0tLtVot1+XEc/DgwTlz5pjN5pkzZ9bU1IwfP57rigAELuB8f6/TnyLrX3DOT4//7E9f+MuThpzRfxUEu1NLOBxuaGjo7u5Gj0ys2OpXVlZWZWUl5VslR5O9RCIxGo2Ub1EWS/YFBQU6nY7mrTf4lezffvvtG2+80el0Ll269Nlnn6X8SgwAYfA79xJCwgHr119bj/9sTn8oIV8Fv8ynEPTIJOnt7a2rq+PL6heSfTLEkn1mZqZer6c52bMsu3bt2ocfflgul7/00ks33XQT1xUBnCoyJj3Jsk8m+6sg2J0q0COTxGq1HjhwQCKRGAyGvLw8rsuJx+v1mkwmr9dLf7KPDUHhV7LXarVTpkyhOdn39vZWV1d/8MEHEyZMqKmpmT59OtcVAUCCIdgJH3pkkkQiEYvF0t3drVQqjUajUqnkuqJ4osmeYRj6B4UFAoG6ujqXy8WjZC8Wi+lP9vv27Zs/f/6hQ4cuv/zy7du3U34qAICRQbATOPTIJPF6vWazub+/n1+rX3q9PiMjg+uK4uFXsm9oaOjq6lIqlQaDgfK93zZv3rxixYpQKLRq1arHHnuM63IAIFkQ7IQMPTJJurq6GhoaeLH6FQwG6+vrnU4nL5K9zWZramoSi8V6vT4/P5/rcuKJJfv8/Pzy8nKak30oFLr99ts3bdqUlZW1c+fOq6++muuKACCJEOwECz0yGWKrX6mpqUajMSsri+uK4nG5XGazORgMajSasrIyJPtEsdvtFoslEonQn+xtNtu8efO++eabadOmvfXWW5RXCwCjh2AnQOiRSRIKherq6pxOZ0ZGhsFgwOpXosSSfW5ubkVFBc1bb8SSvVQqraqqojzZ792794YbbrDb7dXV1a+99hrlP7EAkBD0nkBhZHw+n8lkQo9MOJfLVVdXFwgE6F/9YhimsbGxo6MDyT6xBiZ7vV4vk8m4riie9evXr1mzRiwWP/XUUytWrOC6HAAYI/R2fRgB9Mgksdlszc3NhJCKigq1Ws11OfHwK9m3trYePnw4OgSF8mTvdrvNZrPf79doNKWlpTQPQfF6vYsWLXrzzTeLiop27dp1xhlncF0RAIwdek/6cFLQI5OEYZimpqb29naFQmE0Gilf/XI4HPX19ZFIpKSkpKSkhOZlxdgI4LS0NIPBQPkI4Fiyp38EsNlsnjdv3oEDB84555zdu3dTPlkEABIOwU4I0COTxOfzmc1mj8eTk5NTWVlJ8+oXGTACeOrUqZSPAOZpsjcYDCqViuuK4tmxY8ett97q8XiWLl26ceNGmu9DAoAkobpRwXD09fV9//33oVAoKyursLCwr6+vr6+P66JOjGVZm83W29ubmppaVFQkkUi6urq4LmpQbrfbarUyDJObm5ufn9/T08N1RYOKRCJWq9Xj8cjl8uLi4nA4TPM3tre312azEUI0Gk1WVpbdbue6okGFQqG2tjafz6dSqbRardfr9Xq9XBd1YizLrl+/fsOGDenp6W+88caCBQu4rggAuIFgx28dHR3RcQKEEKfT6XQ6ua5oWILBYEtLC9dVDJfdbqc5fAzk9/ubmpq4rmK4bDZbNOHRz+PxNDQ0cF3FoNxu9+9+97tvvvmmtLR069atM2fO5LoiAOAMgh1fxd4hksvl48ePp/ztV7fbffTo0UgkEl39ovnar2NWv6RSKdcVxRNb/SosLKT8wspjVr8of5fQbrd3dnZKJBKtVkv526/ffvvtbbfdZrPZrrjiij/+8Y+UT4IGgGRDsOOlQCBgNpv7+vpycnIqKiooDx9Hjhxpa2tLSUkxGAyUX/vl8XjMZrPP51Or1TqdjvJrv5qbm202Gy9GADudzubm5mAwWFxcPGnSJJqTfTgctlgsdrtdpVIZDAaFQsF1RfFs3LjxrrvuikQi69at+81vfsN1OQDAPQQ7/nE6nfX19eiRCdfZ2dnY2MiyrE6n02g0XJcTTyzZZ2VlVVZWUr7xbPSuDolEYjQaKb9JM5bs6R8B7PP5li1b9uqrr+bn52/fvv2CCy7guiIAoAKCHc/EeqTBYMjLy+O6nHh41CMZhmlpabFarbxY/YqNAOZFsm9oaOju7uZXsi8tLaX8Dc1Dhw7NmTPHZDKdfvrpNTU1lFcLAGMJwY430COTJLb6lZmZqdfr+bL6RX+y93q9JpPJ6/XSn+xjQ1B4kezfeeedRYsWOZ3OpUuXPvvss5TvwgMAYwxnBH5Aj0wSHq1+RSIRi8XS3d2tVCqNRqNSqeS6oniiyZ5hGPqHoAQCgbq6OpfLRX+yZ1l27dq1jzzySGpq6osvvnjzzTdzXREAUAfBjgfQI5PEarUeOHBALBbzYvXLbDb39/fzK9nr9fqMjAyuK4onluy1Wu2UKVNoTva9vb3XXXfd3r17J0yYsHv37hkzZnBdEQDQCMGOauiRSRKJRBoaGrq6upRKpcFgoHxQWFdXV0NDAy+SfTAYrK+vdzqdvEj2NputqalJLBbr9fr8/Hyuy4ln//798+fPP3jw4GWXXbZjxw7KF8IBgEMIdvRCj0yS2OpXfn5+eXk5L1a/UlNTjUYj5TvVuVwus9kcDAY1Gk1ZWRmSfaK89tprt912m9/vX7Vq1WOPPcZ1OQBANQQ7SqFHJondbrdYLJFIhP7Vr1AoVFdX53Q6MzIyDAYDkn2ixJJ9bm5uRUUFzTcfhMPh5cuXb968OSMjY+vWrXPmzOG6IgCgHb1ntFMZemQyxFa/pFJpVVUV/atfdXV1gUAAyT6xeJTs29vb582b9/XXX1dVVdXW1paUlHBdEQDwAL1t+NTEMExjY2NHRwd6ZGINXP3S6/UymYzriuKx2WzNzc0ikYj+ZO/z+UwmE1+SfWtr6+HDh1NSUuhP9p988sm1117b0dFRXV39yiuvUD4zEADoQe9Z+BSEHpkkbrfbbDb7/X6NRlNaWkr5oLDoCGCFQmE0GilP9g6Ho76+PhKJlJSUTJw4kety4gmFQvX19T09PWlpaQaDgfKctH79+jVr1ohEog0bNvz617/muhwA4BN6o8OpZmCPLCkpofmtN371yOjqFyGkvLy8sLCQ63Li8fl8ZrPZ4/Hk5ORUVlbyJdlPnTqV8hHAPEr2Xq938eLFu3fv1mq1b7zxxplnnsl1RQDAM/R2jlNKdJwAemRiDVz9MhgMKpWK64riQbJPko6OjsbGRsKHZN/c3Dx37tz6+vqzzz579+7dlO+tCAB0QrDjGHpkkvj9/rq6ur6+PvpXvwivkr3H4zGZTH6/X61W63Q6XiR7uVyu1+sp3/tt586dS5Ys8Xg8S5cu3bhxI8278AAAzajudoKHHpkkDofDYrGEQiH6B4XFkr1KpTIajUj2iRIbAZyTk1NRUSGVSrmuaFAsy65evXrdunVpaWk7d+5cuHAh1xUBCME/vzdT8iJjDMGOM+iRSRJb/aqqqqJ/9ctsNvt8Pl4k++bmZpvNxosRwE6ns76+nhcjgHt6ehYuXPjxxx+XlZXV1NRUVlZyXREA7ykUCkLIc69tTewL8gWCHQcYhmlpabFareiRiRUOhy0Wi91uV6lUBoOB8l/F6AhglmV1Op1Go+G6nHhiyT4rK6uyspLyrZKjyV4ikRiNxtzcXK7LiefLL79cuHDh0aNHr7rqqq1bt6alpXFdEYAQXHbZZXv27PH7/Ql5NblcftlllyXkpcYGgt1YQ49MktjqV0FBgU6no/kSJX4l+9gIYF4k+4aGhu7ubl4k++eee27lypWRSOTBBx984IEHuC4HQDgkEslVV13FdRWcQbAbU+iRSRJb/SotLdVqtVyXE08s2fNiBHAs2RsMBspv0vR6vSaTyev10p/sQ6HQ7bffvmnTpvz8/G3btl144YVcVwQAwoFgN3bQI5MhNigMq1+JFYlELBZLd3e3Uqk0Go1KpZLriuKJJnuGYegfgnLo0KG5cw0EnB8AAAhUSURBVOd+//33M2bMqK2tpfzvEADgHQS7MXL06NGWlhb0yMQKBAJ1dXUul4sXq19Wq/XAgQNisRjJPoEGJnu9Xp+RkcF1RfG88847ixYtcjqdixcvfv755yn/iQUAPkKwSzqHw0EIeemll9555x3KR5QSQoLBYCgUEolEMpmM5nZOCGEYxu/3sywrlUrpb5CBQCAcDovFYplMRvPdr4SQSCQSveg4NTWV8jugCSE+n49hGLFYLJfLaV4BJYS0t7cfOHBAqVS+9NJLN910E9flAIAwIdglXWpqqlgs7u7u7unp4boWAOBMMBhUKBTvvffe7Nmzua4FAARLxLIs1zUIHMuyDoeDYRiuCwEAjonF4pycHMpXFgGA1xDsAAAAAASC6mt9AAAAAGD4EOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDgAAAEAgEOwAAAAABALBDuAk9He8KPoxsTg1R118wfyfv/K3Q4M9y77vz6tuXVg5uShdkZozfvKZ511636Z3AuxYFg4AAKcEEcuivQAMV3/Hi6rCX6SOm3rZRROjj4Tcnfv37Tva4yeEXL6m5i8Pzz3mKXseXLjw4d1BhpXnFM+cUR7qPtpgsvSGmWz9vE+/3lk5Tnr8V3E2rM6ueOxzV+Cn6anJ/hcBAICQpHBdAAD/jCtcWlv7ywEPsC1/e3XhnFvfeWTektMPPT+nJPaJ/f979ZyH/qwaf/HWms0LZpaICCGE+LvNj95y5cNv11x85dNH/7ry2FdnQ0/c/FKy/wkAACBIWLEDOAnRFbusKRt7mn95zKdczc/n6ZaK08/uc/49VUQIIUH3V5qc2a6UCZ8erT8zSzbwYCZkvyS/6KNe/6sd/YsKlNEH//nR29+a9u/Z9n9/+YeVEIIVOwAAOFm4xg4gMTJKl6wz5ARcnzx0yBV9pO7JXzpCkekP1hyT6gghYmnuE3dfotfr9/6tI/bg4qvnL71jTTTVAQAAjACCHUDCXH67jhDyYW1b9MOdL7YQQh74RdkJD65a/ZbZbN5y7aTYI9/1uH0+n8/n+7/SrOQXCwAAAoRgB5AweWdPJIR0f94d/XBrl1eSWnBZtnyYT5fJZHK5XC6Xp4pEySoRAAAEDcEOIGEksgJCiM/mI4QQNmANhFPkk/A7BgAAYwZNByBhIsEuQoiiUEEIISJZRoo4EuriuCYAADiVINgBJIz980OEkLyz8qIfXpQpD/ta/uUJnfDgkOcfy5cvX3nvjrGrDwAAhA7BDiBh3nu6gRBy4byi6IfLzlMTQu6tPXzCgzu/fHTjxo3bPj7BBsUAAAAjg2AHkBh9LS/fbXLIMs5+cGJG9JFZ/3uvWCT66y+vN7uPW7RjfPcv/ZgQcsHjs8a4TgAAEDAEO4AEOPLFjotPvy3IsDe8/Grqv29pHae55c1lhqD7n2dMOuvlz47EDo742v7wy7NfPtSn0lzzwtmF3FQMAABChJFiACetv+P5a675OPrfIU+X6bvvDnV5CCGX3rPrhXklA4+c8+w3G3zn3fGnr285e8Kv8kumTzdIXEcbzeZ2Tyh90rk7P31FIcbOJgAAkDAYKQZwEqIjxQY+IhKlZOYVGGddfNOv1tx8weQTPqv541effH77+599197pGFdQUlpa+pMrb3nk1wvGDZLqXtbl3NLUg5FiAABwshDsAAAAAAQC19gBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBAINgBAAAACASCHQAAAIBA/D/rBi8GoreW3AAAAABJRU5ErkJggg==" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "palette(cube_helix(6)) # configure color palette\n", - "\n", - "plot(dm, pch = 20, # pch for prettier points\n", - " col_by = 'num_cells', # or “col” with a vector or one color\n", - " legend_main = 'Cell stage')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Three branches appear in the map, with a bifurcation occurring the 16 cell stage and the 32 cell stage. The diffusion map is able to arrange cells according to their expression profile: Cells that divided the most and the least appear at the tips of the different branches.\n", - "\n", - "In order to display a 2D plot we supply a vector containing two diffusion component numbers (here 1 & 2) as second argument." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCj4+CnN0cmVhbQp4nL19za41O27dvJ7iDJ1Bb5f+qqSpnSBAgAwS9yzIwJDbBgzvQewAef2IXCRVxTrtQatgNBr3W+uK/HRr64ciKer/bOGH/vev//Tz13+///zTv237z/5T9vyTU/z51z/9/OO2f1psOcSf/VNDO/Y6/nCOf56VpP6df/s//+tQ/P/GX/Dfxv//eftf/3v8q/3nH7aw//z3n7N9jnT+1Pwpqfx8DYdPPsrPWT77oB1C2274/Bx73EyUoVPcf/5m6T+gxk9q5aflT0hpdFNx+OzH8XOeo2nyCG274fMTWttMlKFTvNzN9qlH+gkxfmJo1E8hQvuEEn9q+cTRQw+leVdiC3H8oZapz0Ftv9jb/MkNvdn5xzeifNrR6CesrT4hmnclNupPGD+5ijto7dd6e9ZPKeUn7MenjDbfSaRPzmN0pk8r6QnRvCsxhn37lKHSxB3U9ovfdh9Tpg11RUesEhGDtIyf8nzCooMWxOhtxThVcQfLO+M2fY7xy8b2SblSZwUfY9gF+p33Gp8QrbsRKX5yyJtKAzrdL4yCs5001fMRMAgI18rT+BzTePzjjqRtNzyWpHhupoqhU/zCz5/O9tOOT6sVvz7jMQZjpB/3HB/SIbTtisM+lulSNpUV7FSvdrTt/LOEEPgrfI0YA40+xFiRzuKRNO6Gxyds44c3ZYy97uVven4qz9Dz0xJ/VCXyp56BBlos9QnRvCuxUX/2sbOquIPWfrG3Q2tMpLVlXlsFU+fGWnp8coweoW1XTPtZGBuriAI6xS9005bJeqCfuoyOHWrsnWn8wyM07pMYm31BTyHM2Ct/45PmsUiG/XMcVb4pEbuYHAev/B5K867EGADpc6Y89Tmo7ZdXqrbTtxlqz4yliohWx3CrtBilvTikjfskxpqVwza1MfbKX5hasY4lJu08cb9GxJOn7rCSjhYeUJp3JbaxF41vN9XdkbZe7GsZY66wWVHYxFI8BhnNi9G25Cfk1t3wsFGOcmwmDeyUv7ALhLEAjh1mx9wSTDOYlvmSTwfQshs+yU7cTPCE2XhT+8YKEA/ajHIOsgAQpm2m8AyP2SO07YbHt97rZqIMnWJ0s5ZM43bMsJzCOB6MP5y5BPTyz/1L2qbGUWNMzTw6HqiTgtOY6WNGN7GGHJTWfRJjop9j51dtDJ3uxX6O3yQMmzeP3fkks8+IxBN2WPA51CdE867EFsrY7FMzcQet/VJfwzihjdW5DDut8NYvRB6m2pjNY96S3e6hNO9KjL4Wnmqmz0Ftv9TXcUwbB+FQ8jiK0HZqROAzyOgLLeEPiOZdidHXsd6mMMUd1PaLfSV7IuTCm+N3EhGnuPOT9+MJ0bwrsY05zoPBxB3U9it9rXLqGb9xy7yaKnF8ak1kM/EO7iGadyXGd008MlXcQWu/uAYccSg7otj+SpRmzoCYHlCadyW2cBTexUyfg/FyAljoa8mJv0OtJ/oKYohFWpDGgvxAaNwncdDX3aYwY698sadjZuTIo+uI/FWVKPzbjeU7kBXlIZp3JTaaeketJu6gtV/q6zEMu8bTdD94ZikxPlg7eGqE+IRo3pUYfR0baWxT3EFtv9JXOq6xpXEMS45MqkmETxyL9/jbaDN/QG7eFY/ROpaDcJF2UJovDgHaAM8xnJqMAMY0ODN9NN48PUTrPgkanLS5ijRDp3t5c+Xdcvw3N2xYSgTWTu4x2h09RPOuxPikFQcqFXdQ2y8uACGcvMGQF/c7ifLJ43g5pjj92g6hcVc8/kMKzBUWZeg1L3aTFugxnMiVW3hfVSKwe4FcFLk9IZp3JbYwDiRhzG8Td1DbLw7TSt6G8XFCxTBlPPbLcYSjrsRhzXmI1n3i8c98bFMbY6d8+bdPtI6MqZrCgd8eRP5ENk/J0PQIjbsRY76lil+fhYG98tVFaqzSvNOMM9rJi5QSo3M7O83J7nxAbt4VjxlFrp4p7aA2X+vqWLxpLB0Hm6PfC5NwChkrIw1OD9G+C7ENpvEOP+U9VonVQRBh6e9RxgDh1LCHj185ng+I1n3ig85429TG2Clf31TPgwfU0ZpsqifWTTLgadM86xOieVdiowF6HoeJO2jtF5erPPbKcMaxEmYsV0yMn5COnGMy8yx2UJp3JTZakGhkmj4Htf1iX9n6GMrIX/s1YnQujX/SuTjkB5TmXQnuK7mtTJ+D2p76euaxNRyjF/mso0M/5HGZXoA/+295erWx8NWfuJ+8I30vzDAxzsCuJ/LiPTEkujLbTww7702mwmMTWe10GYZeHPqC+K2UCbTz0AQa/4YOAx6rRFdm4/8uCsaZTgfDxXu10OWQeHEJZN+xvT2ZxJsk+dopXvnEkOjKjJWs4XtOFR6ryOp3HpO30uDMHK36XpjAzmFalO5/Rst+YU4KVW0XUSYeyt/obOYhME4BSfrKBHn4KXw61vnayhNDoCux8U9AB4mp0mORWOxxHLsr7ZdD/RF4GzZmhwEVEE1/Ykh0ZTb+zflzmgqPVWR1IA+bbsyoGCr7fr8XRk7SY9aPY+oDon0XYky8GMZZpk55j01itceBv0QcUxp22WQimWL0s1Ig8wGLmFrC0FpRhzGWLgo8LhfrbG2BozAwfxJZlYWhj3IiAkApAw8sEl0Z+s75UzmmoEo9VpH1raTAEEfoywhEu2iboHyCJ9aQljA0mBHzUg0O3mJgKwMjs+HHS37lbcSY8XsGBLTImHxiSHRlNt7bJCYKDQ6qwGqXD3Ye8mze+SMbM9qRjS5D8Ykh0ZWRJYPGjqnwWEXW9z780PUjn1mJ8jlPfNZEaRAPzAJdCQyMRl5T1eCxSqwOZVKToW7HoUOZAhfz+EHp/PjEkOjKoM9I8hAVHpvIaqcz1q3x89G3+F4YhB2GmZBplfIQ7bsQtGLs8PmrvMcmsdpjOu4kttL0bKdM0QhToCXZw6pnOyY2nqAUbVB5j6fE+sJMHppGqU5N1mUiavvs5Jsdf18jZ5LHItCV2fi/if4eU+mgCqzOvZ2tdTIRdxz1jaH0rgBLl4zHB4ZEV2bjDXJv2VR4PEVWvzLsV5opMWBcCDPmCvuhySyPDyjtuxD0kTPcP6bRY5VY7zFnRFB6TsjSYzDj7MmJNQGe2weGRFcG5j0l3JkGB1VgdWScsF3ayZ6l74WhlYv2gYiMpAeGRFeGRgYCxarC4ymybsvRiItp/5gpx0Q8MRTHV6LswweGQFdidDmlT6Sjoan0WCTW7eW4w4ZpCAgoQ+v+IYkne3tikejK8JpxUVgeyt/Y98IZ+eBOg/M7GT6tVWQEnfmJRaIrs/E2Q+mBptNBFXjDgTF+78pG5XcSw7oNyJyhPM8nhkBXhkZEYLtSNThoAuvbdKDMSDKD0yHbNJgA15lYuXeE1t3wSXv4dhE+Z6bQRf0bxhtlnrJPAWa9MQkuwfGLUt7VE0OiK4OVjZbbqcJjFVkfFOdOh84oiZjGjH9S8iVn0O7xiUWiK7OxtbNLxjCUehwvKZkrXzpyIIrOCnQO/l6YIJPt5EjWE0OiK4PjCIXtpgqPVWT9DMVhCwq/sMN7MhlG45joFJh5Ykh0ZTZEYY46VXhsIquOF0lkG1ZhxPHamMKrUxjHal6CHUT7LgTsTs7XE3mPp8QLY6PBSqzidVEm4oelH5j/Ro+LhGCF2bhTFOmcKjwul6jtSqcbZymSMZBl6QDD5gC5AMYPmzk6d8cq0ZWhL504QX8q9VhFli18NnjU30kIcfdERtjtz9PXqYy6NtmJaODSdH0Y4DjReN//XpiDE0RpqU3xCdG+CwFTntIPVN7jKbFu/lQ1AKNYP1WNTM7QDHy74IlZoCshNmY9TYPHJrFuA1HiIn2Ro4oJRAR9EjiBkpzj71gEuhIbuwNPcgqYSo9FYt3zzabN6BDdZfhemONzoocxlCdE+64MhgV841Dg8RRZP5ZycKMenyNXOZaCGfO6ItmcTdwHhkRXZuPD9hnKRYXHKrLufMM0JwOgifMNDEwAGqvkynliSHRlJIYTy0WFxyqyvkFzlJuOjbnJBg0miR+2fWppv+BDsveEwRTkRFRR4fEUeWGdizAp05F0nYsIvcR2yjqWf8GQ0JVO3Jw5XTQ4qALrI5qyx2iO56PIiAYT8YvKv3li/LMrgzhDSeGiwmMVoU6X88gn9SalMw7DlJKIQjkaOv1n/y11uhzsJou58O/4vTABKT+UWTuknhgSXZnR6VxxH8xUeKwii50e6z37GMYRPybZUkDQ0QfuqLOWXzALdCU2PuPz6FENHqvEYo/HfzlvsomOxtRjIyRAPr4uxY2emAW6EtTjAxFA0+CxSCz2+EzcETo1N066nYxETQ9cRXliSHRlyJ0Mt+BU4bGKrH9mOibE0NiR8r0wB9bh8RnJq/rEkOjKbPzfRS4VU+GxiSx2+hi/bEIgD+4hIwplT9HsoQDDA1YkgAqBcConlKu8xyqx2t/It/tYPQ8MJVh/5qyvszwgmnfFG01ONv1Nn8cisP55aWyRetxxnYwYmoUus7VfcJabq8JsvBwgd0dVeJwvl13XBjIlT+nc+k6GRh1ngAX2tTywSHRlNptdU6nHKrLY6VQ5rBzJFsBpz5iA011CNuETZz3tgSGfy4nTnanwOF9OewudpjDLWD5jinz6+E4mSk5NPbmSwQOLRFeG1uaCw5bqdFAFVgdH4wACDbbC2fCTCbh5P35ZikU+MSS6MhjRR2wXFR6ryGqnq+aEkB3znURkQ4YyGmuKv2AIdGU2XlgKmU+qwUEVWLWMTj7ocId2WEbCUCw68y2MwBlldyjtuzIbd4nTC02lxyqyahdVvj5ME1pTzIQhHwlfb2QXvIfSvguBJQP5ZKrR43jJL1v5yDrKCucofS9MhOev6ND1GBJdmY3984n2dFPhsYqsdZoWAjYAxu8b2Uk0mZ292Py5QvoFQ6IrMzo9dm9s1qrCYxVZt+d4f8g7J3F+J5NOeCyPCtebxyLRlSFDP3Ea51TqsYqsLhoHXyenX/KAF9+YwteK6C4djeQnhkRXBsEdjreqCo9NZNXgqJz3SIZ5RVjVmIQ7UUdC3sUDQ6IrQ51uktisKjxWkdW9u7FjirZZObwak3FYHZtZYCvP41MPr2CQPUI7pKnw2ERWhwfdoMJcQuRBiYhAAx2NjvoLLhp4AIO1g5cX1eBguYQdFjpMhVRO5PBJxN2Yggh7pMDOE1aNtzMBW5/D6yrvsUmsfmLMbIrd5sJnbWPE+UoGGZ8uPIZEVwZxNMpfMA0OqsDqnhL4Kj9ZMnJyNSbjpDpmPM38Jz715AoGiwafVFWFxybywshImE0HTlXGZI6v8y9PVuQDQ6Irg/l3UlKAqvDYRFY73cQWL3wK+l4YnOG4fpVESO8YEl0ZWHW5XjQ4qAKrg4P8O4m318L33iZzjL+w4lREgbwHhkRXZmODnjcdVeGxiax+5xP50HRxHAa/MmNFZZ/4WOFyPJ5YJLoyGzvh+AqRKfVYRdb3bnL2ka2JCnOTOaQqQ0Ak+oGblI4TBr4YzihQFR6byOo2eIpzJbC9+53MjouNVNqED3Mei0RXZuOZygEtU+qxiqx/6Yz1E4FhxTuiVOMjklf/ibl9VwLrczvPqcBBab86A3GfnDyd2LSViLjkzpe4S3piCHQlkMDFN0xMpcf7541de6z1AVbMAbeGEOSSOHE3r5C/yGMR6MrQOE7IY1CVDqrA+iemgw6tP3p0VebAWXXH3uFhs6PrLlsJ1XI7z6nAYxNZnXgZId2UNcnIGDi2qIoQ5aQ/cdYkIzAbn2A4qchUeJwvSUaLqwUFY2jjzbZaEEM+Ca6MlzBS7lDay1ohNzQ4YGkaPQ6XAObKyEj8c5Fn6pDZp0yEjZ7Fv/bAkOjK0GeubE5PFR6ryLpfkQMLQ18zvyKYiIBlynzSf+KiF0vA4EC1ix8RKjwul6slK+ftzNEC/ii42mVMkbvxO9eeeeKqV7vAbBx705tyrMJjE1n/0rwDx0OKAk4mIb47BmyVleuODyn1JwyCPnRxcqrwWEXWQ5hkdbGzs0oEkwkyIck5XyKXeXhgCHQlMA35pzCVHovE+memmzk8x5BGoAwtpw0LBRWCeWCR6MrA58y37Eypxyqy6ig/4frLUR1IyowpxA4jTjx7QGnfhYAFyt4i0+hxfMd7VNTBlS6LHZjdFje4vDxOl8UOLi/xHUwVHqd3FrtcxGdSpSzbZAquX1OAMpdfcJV6a8Lg9ErX4U2Fxyay7iVo8h0p5PedDMXPT5Q7oIjPA4tEVwZWHSVbmU4HVWD97Lo3OIklZcqYwjlSMcs9AgerpkyBwVdGdWZR4LGJrC4bkQvAsHOIXTFGRKQ5UJVGNjc8LpL2AAKHbU5zMA0el1fSHoY6mC87f7zvZMgFSJ+oqiV9QdK6K7HRbkNBqKnPY5VYHceZg1908pE1zpiEWELe5Wqyx4eucmA2PpPysmYqPD7eWebGcCNfIXXpREqoMTvKsMSD//nEkOjK4AjIFzBNhccqsvqld3Z9s9+ei49MJiIAmZDA+sRF6okIA+ctXZSYKjwulxIkK52OPEtoDaIt9jsZmlhFClG28sQi0ZXBMscJ4qbUYxVZj2Miyk91oyWMCSLxNTLsYPkXzAJdCSRLcaFc1eCxSqwvzYEDNOPwE5oszWAyh2oC22XlFwyJrszGoShK/TIVHpvI+lJHY4x9gFVWOibGX8SXuWKV3cDhpEnDIGDRcZKwqfT4kjS8NprpjEkTDGFMY+iVArqMM0xI7AYOi0RXBgFjLqRpSj2O74Qx6bB0wu9ALovvhTn4WtQYkzA8HET7rgxcG+wVVwUem8gLw5kHQmTj6zsZ2hF4Pc5sOz6wSHRl8J3h/W8WWb5jFVm36EgPn5niIRYdmMLZUXxgDk+I9l0IyUprccp7bBKrI2PHJb0sReKNCFwVngINpcZfcJay78JgP+FKq6rBwXypE7+2YqSCDsDQNyIgcS6eEpbyOEsmHQhJSzvPiwaP8yupdPQB+KSRNLJmzI5IWkSF0idOGlkDgz5zJM1UeJzeiawl/Z0LvwLwvTDD2JVq5q0+IdrLiiExYs4wN3mPVeKlIMTQG8ULowwZ9hJhSE+I9hqCSHDRUSRqKvBYRVa9XWoRZM2iMwZBjplt4nHWLDowcN/S1mEaHMwvZdHt4qUvXNHle2EirqynIkmdHkOiK4OhUcJxUeGxiqxmeGVxreKuyPfC4LYI39Rgf63HkOjKbOxn4QGvKjw2kfXcEi0zcnBd7MkklI1gx/z5C4ZEVwanKrLXpgqPVWR1RGNfY3uRD9tKkAFPh2sucxifGAJdCWRL0fl/qvRYJF74zOwhCWYaCUOj8cQ3PMsDSvuuzMZzDKaQqvQ4vGYawfRKUtl7MjvK99Fmq26fG05SrFsYeOi40p+p8Dhd6nuvHKgqJ7qwhYnAtjEJgexxYMJ1E48PDWyD2eQ0EC8qPD7eCWzzWzeVNwDaq74XpmCporIYErW5Y0h0ZSQcIe/7sAqPTYQ6neqeGlXKHJ+jjIP8/uFLVAWd/rP/dnQ6HZX1jk11bMC0q0wGl13SkfkE+sSQ6MqMTh8o8moqPDaRtU5TBRya1Fa5RgmpVEPFpukulINWhkaILUqhGtPn4LVszcInPhsCC1KM/DuZ8T3o/m+iVSo/oLTvQtD35YLkU6GD2n6xvzXz6Zn0IU/RGJoxw24b0hzQe2CR6Mqgy5QqPpV6HC55in95p2tmX3eiUjjsHTcCv+n4RlRV5wFP8XQLsSVycwaTviNrvTh8A7vMEuV+cEK2EYlvO1EBhjFsH/CQ8jNCUF9N9PJHa7e6MiDIRb8QKjoaQ+N0dOjAmw8eSvuujIzbYd1NlR6HS0XHhQ+788staUfA9DsJKoPzU+EM9giN+yQOmEEmzNgrf6GvtHOSusZHUyN2NhlqoeqnHqFxN3xilpksY697uasoppUicse+RlACbOGHdui6gIfSvCsxxmtm+9H0Oajt18ctJQaWJp5NI2C1Jr6qF3/BTbyUwmA/I6NCNThoAqsdTnxVhebRyUGnyRR+OCuVyv6UJ4ZEV2bjqXTWNlV4bCLLWzDt5DQ5UIrNCPyaDXd7H1DLqgmxpZ3rrpn0HV2LsK1swDt7k+j3I7fYdzLjJyTHWDoObMB3KO27EPR1CwfFpkaPVWJ5cSATK4VdnrpVYj/1bVs66noozbsSG20hlMBl+hzcL0/d/uW9pZLOnG1CdXiCvh4ApnBAqUkJJQ+rGmRSUClROd3zNHmPp8SitdB4yqcY5RUpJcZJl5+NynRadEgad8MFibOmjLHX/caeRkbeHnWigYgNN65o16LV6w61eVdiTLTCU0vV3VF8ZaI1XHlLUhf0q0SUwqBsdycPtXlXYvSVno1NU5+D4fLo2UJvCyb7WHN2jhkYUXjbbDvf+n1ANO9KjEkWOZin4g5a++XeUlEK+hYo1mFE4FgmP8MXnjBL4Q0htsTPA0zpO8qXMh0rO9rOdSxoPQ0cqZvMwbd8UkGdzSeGRFcGmzClwZoKj01ksdMJdjN2TFrFjKE9M4yBl6JYCg6LRFcGFi8bNabUYxVZ7HTG2098suYpNxnUF0up4aLEA1d5iUkYOb6PeWYqPDaR9f2C9vdIL5uiVrUy9LB9OOn9Da4M4qC070KMHusLyqrQwXipB74w9U6OObA5whk2RiSyAxteN/UIjbsRqCqzmbBUmXHKlwcEZTGPv46PVJxeYwwd1vfCp1helD0Wia4MRjEFS6dSj8MlveYv7zTfdzzhDEBRRmMKLozSBXB6TvSBRaIrI1Mv5otSj8OlKOPCqDiwCKAq8lcxbW60iTXJ8rpDad0nllddTBvefbkrf2NQ8I1Fcony953Mzhkx5DTgyM8DJ/lYwuA2NX3PqcLj9Mr3Tfz4Do3LXV74NaZQGHNsACfnTXko7bsyNCQS28lTpcf75bXfJccOOdBpageMCSH4aYuDbLFTj+0XKM27EjDbh2Fu+hzU9uu7NGVe09dA1HYyOwcQE7l8S/oFJ4nCCkOf+OBA7VThcboEbpdMTF0uqSzsdxKJwyWNHxbyCI27YVoqtilK0Gt+YXmgl0IacnG/hjMfYOhdL/U4XyFadyXI/ZOoyCGkBTrdL2xv5D1uSZ9/FoyLUpRQTn5aD5M+/6zEIc8/i/SB559vutcNhxP34WvRpH5jpKrq2Prpbe8nLprUD2bj6MAhL9FAhcflktS/so4FtprITkUO2GQOTiiidYqDlA/cJKFLGJhofL5TFR6byKpdeeCeAPmVuDjSZArOQXSj8RdYpc4RCDikKKJv8h6bxOpnPlgP6S+chGlMQV0/Wu3V8r1hkejKwIaggPNU6rGKLHa6wMCNR5CHI4wpuPROCyzfvvVYJLoy6DTV1J9KPQ6XhyPWHKy0tJM+1FY3hg5GJ6/59MCih9K+K4MuN967VaXH4VJffWGJo3c+Cvs5Ck9BIchrwo+Ec4W8K9CmfRKFnmjcpq6iTzZeVb9wzOdCKfQM9SHPm4IY+vmVbfan3ECRv9mIKj1V0Yqe3lW/ERWAA6GxT1Xx+AXjwT7/0J4QrbsRFM6mhU2kAZ3uNxazwOfXsbIjxm1Mhhme8QDhE0OiK7OxLUTRLtXgoAms22bsImX1aptVWQjobyL/SAzliUWiKwPzV20xKPV4f8c2gy8nwjz5Tpz4Y7Yg08xBbt0nblgbTJqxU/6CV5WPOVEfJTMi8Fo5LPG9PZA+L6aYUkO3Kco1F53mN9y/fOLGbvmdROLiKJUjFR6hcTdMeVt1m7KMve43uspRm1OGrBGZTw/UGY4BOXjK4BNio/MNv0Ml4g5a+xc8Z+z2iGbhCFNQ7pH9YiU/8aG1HIVBXAhGjSr1OL5k5ARUZqMDGReiMIaWAY7CH5Jq47BIdGU2O5JNpR6ryOqXLmJ3nTLZJpN5fqWMSfPEp0wiYbD8nmVqcNAEFody5ZJUY5ulC1lfxWPTotLU9GIfVYxyUFr3SfBr4ptpw+Pid91vBI+jGFcovWoMpWVQjgu5zGJ7YpHoyoi/j1O8VKnH4VJ6dcXs3XEvoUg53kkUTmFKXGj5CaW4ruCNk4f2Y4p7XC7VeJd8DrSnc/SSC9YYgQqNLSM33cMipWeE2Dh6ORYQE3ewXErVLMU2K7sOqpyDjEDRzlrEz+FglRONEBvZYnTmUXEHrf1ib5HJkCLqBnwnUXioVcrXeiA07ooTlQzYTJSh17y+ikXWM33UxhQ8oZuSPOfgsTmchZk+6qnU43d81LSUU/YH6QtcIcOY0UmkZp54NdxjkejKoNM0UKdSj1Vk/VDcpEucbjQJlPikE2+S5eGOWaArAecD5yKpBo9VYnmBIL8tJ4wWrA+MKf+0ciSYzwYOonWfOKP6vGlj7JS/4Oyje/PUlxNbmxIoVN1QCvUB0bwrsVF3yO+n4g5a+/WgN3ZOqkv9NRy5LjWFtMnh7yFa90lQLn7dTJqh0/2G+6mxeyvym6TfyVDUlNwgFGx4QmnfhYAtSeXyp0aPVWJ5n2AXMz0rGiQHBj7nkz9nRZK0h9K8K8HBCvqeps/B/Z3vS+W7ohxv4SgTYph8VO6QTuAlnk8Mga6EHIfTcVHpsUgs9pieDynoUGJn9WQyW6uc3Ml+Xo8h0ZWB2au5KazCYxNZ9bBLDYK2SxKEMfXkkCSdv+nqoIPSvgux8TFfn2CFRo/3dzIgEpIF9cDzvTAZQ5BKxNfzF3zK3SthNjvymAqPTWTxM3NeOfTjpogSBfdP+bkttiUchkBXAqOZ0pOnSo9FYj0aq+6lUy4xRHNA0cUlshOOkJ5YJLoy0ud80emgCvyHZCHxYdnjWxYSDsv/MVlIY9lETtzBT65/J8HfiN4bpcC1Q2jcJ9EoV32bwoy98vUPnPlEy176iA8sDHn+KaGsaIV1h0WiKyMmMUW3TanHKrJsAPFiP+aPZP0pEZDmF/nW7gMWzfoDsVG2O6f5qbiD5ZWsP0oow5yIerxXhiJ9ZEfQYxLhfGKR6MrAsqAlYSr1OL5yvB/DjHJY+IR5iGUBInIJoTFK4clzsMgrGEJsdMYkT4WJO1gur2asWBbjeI75m2BYAB9kHqbcULLQQ7Tuk6H1gGosizigU77cVSrxTGGxPL7EyYnsxlAdSGSanFJx+I4h0ZWhPJ5xbEt1qvDYRFYPztjo6SOQf/d7YQ4+4VBSJHtAHhgSXRksw5zqrio8NpF1D5V6KBv73SeDt9mS1qx+YEh0ZTbEbjl9Zjcv5R2ryOp6HLmuJm/54gsUhvZk8f1RAskDi0RXBns0rnuqUo9VZPVLJ3M48D0oI+C8GwvSpzSPDnm3yrA8YDu14aErp31588h4f2YsQXJzT4kDV/VQfvMBm97cA7HRr66ilz9au9V0v4ZQGq3nO3JAhaFNgiNC2daxGxaJrgw2jWG4XZR6rCKrBmbmb8ansQpXlTIUAOI7NuyL8BDtuzLIRWM7xxR4rCKrm3OWkGyVJK/JFM7rSlQumTdrj6ukbgmziW89TxUem8jqInHidUvJCvlemINT9WiG87ujD9ykAq4wWI4p3mIqPDaR1WMp3qGOR6N/zcdSZcbOUA6KqjQ+7TiI9l2I0WM6ZNQ25T02ifUNJESc7eVSnzFInqbtgRzwT5z1Uh+YTZbrdlHhcX7lUh97chtsx6zRRSZoW834XXml8hgCXQmxNdnNpSo9jq8syNWyAtpREKnTnINKF5zSp3iAph2QPCw7fWMRFOwVv5GBzQOy4Bz/vTCRK8/x5XI+8XsMia7MhpS5s11UeKwiq+ZmMw8mlTn+Xhi8rkbHHNiOHkOiK4P1jS1SVeGxiazvI4dUQ8CQMIYzDSvvE3tqTywSXRmM4p1TBVWpx+GV4TFOjbjTV+SCqhF4Y6TBQ/mARW6bCsERRspZNXEHyyu3U6kcBZctOVD47zsZsmwpADs+IFdE8lgkujKStZjTRanHKrLa6YQyUeRHODEuhCkov09VSpBD67BIdGUkb5FSZ0ypxyqy7o7lOw0VOcnfC5P53efx04YzPiHadyE2dreS5WHyHpvEev5igsdJkoCUQIIc5Sim8oRNknqE2PQUquIOWvv1xQJ2S9LMQGN2ZAIOe4CNnwdOmhkIBmYnZdyYBgfTO5mBtPUGmFpymV0Zvb1e8LDFA8/r7GDkPju5xE2px+/cZ6eKChmnsiQZw0Lw22/kZa1yNesG0bwrQx0+x6oQp7yDKrB4H22Pkj/SpAjjZJAATnX0W3jCpiUYmcApmmtXq7zHJrG6UOxseHPcFs+SGhO5bu8wZGiBeEC070LItQgqHmjyHqvE6pA48HaCxEO/F4aze+g3RY0GB6tuIWDk3irVM1AFHpsIdTloCa/Af6Le5UTeOe7yn/23yCLnbCiqe9wysshBBA41VpQ1eEA070ps7JA9pvQdaeu1vo7zrdxNTpJEYcSOpIlKjuwnTJJCAbzxKkbmqIl7nGYGxV/e3ROpdJoS9Z0EkqJOPMj3gFXqVAqx0YXJ0SuRvqPZenkY8DW8xAkE34kjl7CteHD4Abl1n7jiBTOTZuyUL3cVsUByMqDGkOCIQlaUhF/bA6J1nzjBuWbaGDvlL4wAciNRZAuZrUbsHHIli7u1J0ySoyrERpYFmQYm7mC65LT+5b3lAivk9KWTvYIE913FG3AecsqGgbHaUhqN6QG+qF1fAMbPs8NDDpeJMaXJ7deGhyI9FomuDOwEHgqm1GMVWRyvRQqtaTFCI1B7kHIGyIngoZYVFGKj4iuUzabiDoZrGcKFT3zKTUFygeJQr0yRGlhnxO1Xj0WiKyN+VuqcKfVYRRY/ceN6mXwu3yVZDUTkh0sbfKQPiOZdCY5/0t1/E3dQ269+Ylyj4LKBTQ10MNhl+axe4y9YN1JhYDzSLVrT4OA7O289eCGnkFXlQi1GoCRtDVxt9AHRvCuxYf2Y0nekrddHMHLB9R7MZHD1hU60u6R+37HebxEGn5dy8U2Dg9cLMQtdHvMCp5kslu5kApu2SfJQnziL5SqMjAiKxJkKj/PF2F1ZjIOcp7KV1FQmoITmeVhmxB1nLakJBp1GCU1V4XG+lNRcGRw7lyNlDwxsSGXKiTwTqt+4tycWia6MhBM5yUeVeqwiq50+8Gg7JRHVJnmYzJDTnKrZnIFvPz2wSHRlJE+ptItSj1VkdXjgwMKnw8RjWhk+H2IW5VyeWCS6MnBD7FyUVZV6rCKrX7pKMYjINs13MgXFWWhlTVLU6YZFoisjF6jCRaeDKrC496GgL9m7GNBGIG9qrK6UsfaApwxNIbaUcBdNxR209us2Jo1LyqjkaydGJF6UyJZs4QnRvCux8Q3Kce4xcQe1/bL9TlOf7AY2ihXvjUuKnYUrk3qI1n3igvfeTBtjp3x95ErGPV1giE3812ACCqGNVUncuDeI9l0ILMUU/5ryHqvEYo/zyW5RTmMoyKERpqA2Ft8ckVplNywSXRkpyRwvOh1UgcW5Bo8/VwXit/+UoGfw2JDhUtd3JI37JLgg3Ta1oUCdU76+/mYxywNXC/lOZnxOKtvGJbbbA0r7roxUjmB/iqr0WEVWu1ylQkJic/d7YXauEEFns1MS4O8YEl0ZbBl0xpgqPFaR9e9MKyOytrSyODMFb1WmsWglznZwWCS6MuK7pjXDlHqsIqsGZ5PN/tBsGmOS5ABnsSA8PjSbBgx1uiF7xlR4fFyyadaGB8evKYt2LzI8wARktFaOhjuE1t3wiarCU/jEpTqn/o2BAdeD+NQmAS9aOvFmwxOLn0wI+sKVa8xODR6/4lkjY1svwcUjikVv1+AaTDTdU+4YEl0ZbCOJbpibCo9VZHUoa4l2PfxPBsd9CrRkuWR0x3qeFwYfmuulmwqPX3IB1IOrgPDGxI8IGaN7XY12/++GRaIrM/c+0+lguDwhtNZlft6RwsBIeVWGYsu8GAe88uKxSHRlNNbcLko9VpH1EV0qEs/wWq8xlL2fcAGt5geU9l0ZyeU/0kWlx+HyWu9Kl09eDTgIcUiQA8SO0kdUBmyPv2AW6EpI8DZdFDgo7dfdLUgPSFLEdzI7WzLkDmwSbr7jJJV5hZEsx3TR4GC6lPJdMOvlFnUI4uJUYq/s0TxxA/uOpHE3nPHstClDJU6ne9niPJEFFfT5HSPw2g5dXeU3PxzUh3SE2LjqC9WsPy2r6grD9eGdv7y3dD9r56u1Wd9GMybw56ErXuTHeeKsb6OB2Th7gx8UMhUe51cWtooitey75PxnI3YueVE1euUgmnclNvZfDjPHxB3U9qunpoK3iecNTGPkxiW/4h5+wXYDE8zlBqaq8Ph2A3Oh01TNNCezgL8X5uB5kkoUX5DHkOjK6HWJMlV4bCLrG16VPNCE5Cpl6G+go3uVJ5c9FomujKSOssWmSj1WkdVOl0+BDSDRGyWkSEDd5SDhcdbgDRgx4Pi4IhoczK8scPQBkPKeeXp9L0xgc5g2WC4988CQ6MqIt54tf1XhsYqsn0QyEgukbIYSUiiLQoix/oKt8jAY7HhcJUM1OHitO7zSYY1pJg4oXQKnNOWpqpMFSj2GxC1wenBQaarwWEXW42T8/B0XmqoSJ2OGqlfJfQm9VHXDItGV0WpW5aLUYxVZD+Vk8RdL9MmYA9EmumRUyi+4afQJjLzVU6YGB01gOUB9VH4WrER5hIFwOPkWPiUvnk8orfskEnsPVRkhp/mN2E044UdpSUI3IBA5pA9DZRqemAW6EviwvCurBo9VYjlVJWkVcVytEmLYW3SxuuLdIg+leVeCH5kiD4rpc1DbL1pv+4l6lVme9DMisOOSrpNE7q7HWd7oE2aTV+WmgjvS5utbHT/2ypf4ZKsDIQkpY1uItfyCWaArgRWN65eYBo9FYn2vU29l0K1O3ZmasKbVOu74ksE2CDna8f6tGjx+JYWN1vycsaRrgrkyOxfH4ftn+QmTppczIZ84h4u8x+mSXb7ojpWkP8oF/16YXRzAO/t0nhgSXRn5yjVcVHisIuthR833yHJJSRhy/3DGQfrIY6NXKO27EOIL2utFo8cqsWrRa42WopUmjYmoLFl0W/O4aKXJotsc5bLSXmwqPC6XSpNr3iDYNIG9TN/JUKWwHRkK7IL1WCS6MlI5LIeLUo9VZHVVxnukXH2+oj68Mom3B1p12e564EMi+cJseFGrlIsKj49Xgv/6CDDVuDvxrrsxUVKvg4S7PIZEV2bjanc1XjQ4qAKLg6PtXG6WDzZY6owJeFSm4m964mzHPWYkpZ8Gg6nwOL903JsZy1KH4JISzXUHKmp7PHHSOgRgxPnGTtiZFn3HKrJ+GGl8C4rNw++FiIgrnk3Ko3jMAl0J+Ov5YqFp8Fgk1heOqsFyrM/GYJaTi5JScp8YEl0ZjA1OqTAVHqvI+vEpIy2TTNqvEZQaS1v10aQck8Mi0JWRVFl6hldVOqgCL6SeyqH50MRT5DTx8ZKySs9fMNp3JZDidHLapCh0cJ/VtlfWi8BRTvqvx2ohmG4oic/hPI4n5vZdsb6/eVwUegyBxe5SmU5Na0NmkzEZmUwp8Th84lMzm8DAb6jFQC017vFXvGF8nvLOHMrxTyZwBX5OSUnpF5ylyL4wWCmQ9qIqPM6Xuvwr5/+EVxgoveCU0sVBrolylJfuBGs454aTRH1BSAYDJcaaBo/TK1HfE2YDexeS3CFlgvwL9EDIWAZQldBhCHQlMJT5Ioip9Fgk1nOdopjf4k42Zof7eJzjqc7PEyd1J4PRXa9cVHicXnEn1xMfLzW+7fmdxMHTfexYFNV4QDTvSmyU8kSXQlTcQWu/OoyrBGKjHvyUIV/bro8vn08sEl0Z8b2R9WNKPY7vnP3Oaq/hpabHKH1yj10lNBBreGKR6MpI3XAqDmpKPVaRdWsoZMymduqdlqB5sXzRvOK9J49FoisjebKpXZR6rCLLgzlweY9dbAslxhZAtgRfyGwPKM27Ehu9JUCWhOlzcH/FsCDLi8yViB34O4nEc2fYDYc8P3GDaN6V2Kg8ELmZTdxBbb/cW/7JYpbxYETgn/+M9l7lDWb5ZYXY6JxEcibuYH5rJCBdOMnTnEbsfEii50r39oRJHtkUgqOn1G0Td1DbL/a24jGylKS4oxE713Ic04RDTB4mKdMoBGK9rUxxB9OlrONCb4ftwkt8kmeyjUCZsrrjoXYPkz6TDWKjm3jjcG/Sd6Stl6PoXFeJ958TUXQQsp8Fznp/QDTvSvD2Rk8VqriD1n7dtIyy7ouXUBmqns7psHKDymOR6Mpgp2CvoCn1OLziJRyji8L5EQn7X8OJd4Oa5Yl2B9G6T4KCRpsJE3Ka13c0jDvNw/xOhl4R4Cfn8JTMA4tEV0bSruiSqyn1OLySV0FbTgy4VdlkQyMcGif+0YYVPULbbrDQrrVNVYyd5uXdAWUVSTnFMr6TQL3TE4XkHELjbrjihorJMva637i2hLIimg00mSD3QKcX5Y41tUcYuSBG/itT4fE72UAUeK8J4wx2+mQCzuWUdCuH0DvOYnoLI1fxaEMwFR7nd6z1KhXLKQ+4aDopmMDH2nlRymNIdGUk2ZiKvJgKj1VkdXhEuTmFYqPfyVAyZsWboWd5QGkvbyFLuSUeuKbRY5VYPRSdVjxph4tKmYIHhRLeIJ9/lpb9wmTUSJjKspzq78rXOxv5ChV75w4tnMoMO/wiOxq07u8FSvsuhHj/+AqAavQ4XsqEr+0bWoAsSerrblXOuOzQIRledyjtuzIYEVQNc6r0WEXWV4solQBT0ysJlgPG6e44VDwxJLoymHicemMqPFaRF8JgUr1Jk4GU0eSfg/flJ57JQMxck4FUhccvJQPRvR7Z/zWuq0wQC42q1T9hNnuNCPG/13CR9zi/FNQ9xSGSOAT7vTA7zmwn/B5PDImujHxmiStAhccq8oJrLUraF66AGLPztUV2nMXwC05SulwYdJquyU8VHqdLtfPFpQ6Xo/RdURC0snFN6so5Sg8sAl0ZqVgR81TpYLyUaFuzjOihMT4ZNH1Yhxla2iJKilJC0gOLRFdG1jq5wA2lHqvI8gmPq78n3FL6TuLg4g5Val96iOZdCTgwj2riDlr79ewguTB3yK08EGMM8MSh88P5CxaBrox4tTlAJyodVIHFz4tHhek8jgI8ine+80ApKfwkuYPpozV4gA/cNTbpw54jmMrfiDqr6SL1COo0XjiFrU77546z1iMAg+WYa82bCo/zKykJFJrnbPimJUyUOLRmCb+K42GbJUyI2CgPnYqWiPQdWev1rUNu1aWmO4dc/uJD/Jns/ZA7hkBXRjIRpLiCXOa+QRVYPJUenJgaE7t7v4Z3NtDGJsa1mDxE6z6Jg/6SzaQZOt1vRMUR1glW4UEYftkd11Y5VuSxSHRl5OARLjodDO/EQauWALzevNMigHrTTusI3vDt5p3UFZw37aDU43du3lGFxSTPWlbxtIIofPmSarum8oRo3pXY6OFLKnij4g5a+9VP3CSkGuXxViX4BRq56q6PDVwxBLoSctODojSm0uP4eeMe0FhyYBAUK4WmTET0hK5YydWSOy5aCg0MTh4ofaYqPC6vlEKj/efckeBXkIBnTEGeYtLv7jEkujJSfDuHqcJjE3lhxZAbA5Rb9L0wbBXyciC3Dm4Q7bsy+M41xIsCj1Vk/b6VOsnwuu9kMryRlJVp5T+u+JQHe4Wh1wV2LjFpKjw2kcUVY9eSqGdgDywwuYjJN3ngipWD0rpPgq9zbKYNtzvuupd7mri8NFUXYePdMG4Ec2nO+IQnrhQoLjvsd5UGdsrfCHQcOwwxeRlDmYIoMh3G+DqwxyLRlZE6IDVflHocLi9jrJlqJ8rDobKyEQddvSVLrHrQpEiy4CxXoFUS2Gt+IWgAszqwB+1rRKq8e1W5oOGgNO9KbDRU+AKI6nNQ2y/2NnAojW4Xcdl1xTSPQ6bAMNyAd4jWfeKEVAPTJvGmm/IXYuD89EJEkPI7ich1v8RR8oBo3pXgGPjYt0z6jrT18sEt0ySgks5Hw8kNROT3h8bkIIPqAdG8K7FRfXIeJSruoLZfHgRU/Jx+5chvJRuR1dquvOw6iOZdiY1+aFpwVdxBa78eI8AFnCxPt04mcDXDxKZK+QVneYpVGDlpsmdQVXisIuv+VZxcI6dafCfDRbtR0CCV9sQi0ZXRl5PLRanHKvJWuajIhRev5aKaHBmbvQp6wyJxKxhV2PU0lXqsIi/Unog4aeWkpT6ZoQSvQ2pNyEssNywSXRm5OnNReUfafLHDFEDmsFvjlf97YVDTmW7HZcncumNIdGXw7BNloJkKj01krdOcVE8+5lPfb51M+kiVWfKEOaQPsgqxxbPJrSmV9vj6hOvCEhfxnsYwqHDLRwmqBjfOFCd2Yw+leVdi43f2KAdJ9Tm4v3K/h3zhlCIbk0SQjIBLj5zprTxhkliQEBu5S8gcN3EH0yuxoxNv6tHeWYqmH+xIOKCDOCUY7OEJ0bwrwRszRQ1M3EFtv9xbeBU0y0cJunA7JtUhqfkORs3XEYLv31KIyPQ5+E5+D/3HU3Ri9IZMqe8kCjs76Nu18IRo3pXgWi9jOqn0HVnrZaOHfi96eDXzU6JGZHb0jgMXPzx2R2jcFQeKIMXNZIG97he6GuQxAopLfCdRuKz3ifcrHxDNuxIbmeEUmVBxB639eslRUhdQgeU7ibHskEFWUPjWQzTvSnApc0rLNnEHtf3iBfeGakfjPx5OdSOQ+N+QQ/+AVdzkQvC3pTdDRfqOrPWyf4F95eTgPE44GJjgp7F4peRj+A1J42440/sH21SW9T2Eq+4X9gSaNuzd5A3XiEK+wzHR6d6hR2jcjUhUbC1tJgzslb8wvXDCzjwgv5MInNlbWfwJ0bwrsdF2TEPSxB3U9uuum4CHjfl9HsNIMyXfTEhPyK37xJS+Ja4blmbslL/gQefaXKlI/Wwj8D4fJZmd5xMWqYQtxMbeh1anuIPllcrZFL7lrbSJjWjEQUYhBX/5ybM7amLwKRH5esJmwsBe+Qt9ZQdxix9OllNMLxkju5Ndzg6idZ+40BOn29TG2Cl/47OeHJSkCNnXcOLKqlIJ6QHRuk+iDQOlbSbN0Ol+46iOUqAF7qVJRHYoUYKbnHFvsMBhJHij0wD8kCrucXnDw8QvPEh3Uoly7Y2ZgrRt8hug+oDDItGVkZgPuR1Nqccqsn7eRXUPPetq9RDahOhv45dzH1iftAjyhMVO906n+ImrZhflb5Tq0aIIKCo0mYBrVPyIQvkFZykWJIyk/raLBgfzO9WF5BYzkpIOySICs39QXk6vG18RWndlJOuJFjMT91hFRod/6H+jb3/zxy3QNV+C/IcYTqpHlVP9oXeUzkopuH/8bn/9j3/Y/zDa/PzxH7e/+s9/G/7TH/95E5E/iIZMz0E1muEx0OGQ/zhER/NIzf/LH+XvJUsD2fNUPUTutTceDEL8y8/fbeyHbLSdwHwWrLYONRnjLbYc6FW8GtoxDtXDBBn/HB9o/LflglszIeGeyrA9KeT0B6nm/q9/+vnHjSqBZDr6UX4m/yR0PTOXcFNwoprl7wpOfodvyOVzfDb6lcujCzEgd+d3DUWHRxqLzTCRqGxVKONMcNVQcFb8XcO/93SgaqDXvigu+buGf28AmwZa7/c/8yH1l/1zjel6N51nRuu/2zK5XgK9FK63UjOdzcpk/uXaqkS+M31pJcytVcucc3RpJcy1VUwHgmfaSIhbGyrzwDu0NRLm2ooPuDdVyvDQ/LMzLFcqmbPTmY9qiZR20vbtp1jEBCPvSaaKHX/8h+2v8oU76slc/aVdOH5pmH7TeLDKP2T6pSgBdNiPmb4r/bu//dO//MvPv/3fv/+nP8nk/R/b/weGT5AMCmVuZHN0cmVhbQplbmRvYmoKNCAwIG9iagogICAxNDgzNgplbmRvYmoKMiAwIG9iago8PAogICAvRXh0R1N0YXRlIDw8CiAgICAgIC9hMCA8PCAvQ0EgMSAvY2EgMSA+PgogICA+PgogICAvRm9udCA8PAogICAgICAvZi0wLTAgNSAwIFIKICAgPj4KPj4KZW5kb2JqCjYgMCBvYmoKPDwgL1R5cGUgL1BhZ2UKICAgL1BhcmVudCAxIDAgUgogICAvTWVkaWFCb3ggWyAwIDAgNTA0IDQzMiBdCiAgIC9Db250ZW50cyAzIDAgUgogICAvR3JvdXAgPDwKICAgICAgL1R5cGUgL0dyb3VwCiAgICAgIC9TIC9UcmFuc3BhcmVuY3kKICAgICAgL0kgdHJ1ZQogICAgICAvQ1MgL0RldmljZVJHQgogICA+PgogICAvUmVzb3VyY2VzIDIgMCBSCj4+CmVuZG9iago3IDAgb2JqCjw8IC9MZW5ndGggOCAwIFIKICAgL0ZpbHRlciAvRmxhdGVEZWNvZGUKICAgL1N1YnR5cGUgL1R5cGUxQwo+PgpzdHJlYW0KeJyVVglUFNcSffUKZnAGBgUHgWF6GoPGjVVEMCq4gRLURHGJMV9RRkBhBmcGcCH5iYkrEA1qNHEBcSMuEY3iggtuMW4QFRQ0omwG44Ihmtf8pz8ZNPlHY37y/z2nq/vUqVev3u3uWwXEhhIAUEfrx0bMNOkH601Gs/cIfVxKYoyJgA0hBKxXb0lDJA+QtFQSUHK1ebyRF3jYDvGwSbfVEiIf4thig1u32Pg2Vkv6WY1dfyfubI9PdyAy0ggIjgE+fn6BA4zJM00JcfEWMcDPL6hbiw0RpxhNorUIsaUKUT/DojeYE4wGszhpptjfR4yMmTzNmGaeliDGGGLFSJ+hPuIwY5rVmSB2MhrESfr4mMQponHK0xQpZr3JLMaZjCnJ5s4+YnR8gllMM5qmida7SZ+ojzHrY8UUQ6zeJFri9WLEqJHRYrjRYBGjEiZbt9WL3t6iaNbrxXiLJbmXr68lJc7HaIrznWKNMfsmPgsy+7as8w4fPizaO2rIgEHDRg7yscywPD1HrN4Sk5Bo9vkzUp/3keYWalJJGikmR8kxcpycICfJ1+AC7cAV3CAZpoMJzGCBFEiFNJgBM2EWzIavYDfsgZtQDTVQC3VQD7fge2iA2/AD3IG7cA/u0w60I32VdqKdaRfalXaj3tSH+lI/6k830c00n35Bt9CtdBvdTr+kO2gB3Ul30a/obrqHFtLL9AqtoJW0it6gN2k1raG1tI7W01v0e9pA79J79D5tpA/oj7SJ/kQf0kf0Z8qoRJvpvyinj+kTlKMdtkIFKtEe26ATOmNbVKMLtkNXdEN31KAHalFAHYroie3RHwOwOwZiDwzCnhiM/XEADsRBGI4ROBSH4XB8A9/EETgSo3EUjsYxOAEnYgxOwskYi3qcgnEYjwk4FadhIiahAY2YjNPRhGa0YAqmYhrOwJk4C2djOs7FeTgfF+BCXIQZmIlZ+DEuxiX4CWbjUlyGy/FTXIEr8TP8HFfhalyDazEHc3Ed5uF63IAbcRNuxnz8ArfgVtyG2/FL3IEFuBN34Ve4G/dgIe7FfbgfD2ARHsRDeBiPYDEexWN4HE9IW7PUZ+QL58zPmKcxzP58o47tkzdEHOJq7txnHHeYJ9yQnc3emV+pubzH+JYuRR6fmj7kQ4Er0mfOn/ae3TBT4vjX3budH/mo5Nzmg/uFyct2GHZrVq/Myt6k4x1ZhDos9O1ekfq8E8cK1tetFGpXrFm8eaWdUiktZ3PUV+YWpe8SqhNeO9JZwzt6c8LDeNitDuxVZl/VpAi3jDcO1gRGHmf2C3XsULk6I2P+ooUCPyBryP76zA3N9TMRITrlM5yOGZs/WMPd/LkN78tDGkTmeH7/5vPHdPFyrhsxusuQsevPfiAEyTotq3iDOWpY8IUyNlsXxPqpeZtRA7r7RZcxZ+Z0vLyuvjiUOwstKaUJ7FV15YRdr2wQXltrG7HKsK7AvahwS2nJDkN0llAra1oUcZI7aLiqd1SXkD2xrHWSrnKG7cl382bp3ceNM/QPi1lz7X2hu4w7LC4dxbQa5nrjmwe/1/sUzSFsrbqrjAspb77OHTW8gy9DFsmG1zIH5slkp8ZyzNNNV/AEJuc92FQW3nibjVjXkoJlu1yQL3j/vUWzNXEfLC/QsTvVpT2YVzD3Ghhx8XFr+egdSedycrKWbBaUL6LZVwI1S+U2TOBDBb79SRLbLmNRzJYJLE3ns0jNo0I7cy+Bh0mnWZiMeV3pwoe9ULQyKr2SrS9n5kqQ2tdHnousb+thfZnj1VcnHwvZJZTtXb+jxJ1hYCV34m269+E4ZH3cpX8IvWInR/dx5y73ejCRifeqmVrgcnZRPWTchH79xu0tKT24t/xy0YRwYQO/pO45fIx/j+HFVVWnjtTWnhoTLKj+cAzl1fbSxEg5v/x4hK0PO8L71rK+8u5X1dwkYyZ2xrYlvkLyqnhuxTsK+GMSK49dXZqTgp8kyX8/2jnFy0FvyhM5pKVzj1l2Ucz/d6/0brVaiuwb+tvSPTVsZdVzi8ok91LmlfZytudRyXLK2YwKp7+O+nsQx4ED/AMCg4O66xNFsyUmjpAOxIs4EWeiJm6kHWlLwslQq7hHk1GkPxlMWgPYtPXsGT5qzLT0eUuWrtteeIp/r2rKuC6dvg51DZJHA76uVTXNvC7duw5FDRiiVUXlpja/lQZsRS2yRpfmt/K0j7PkqqiMGmlPBUgh9Sgtna2Iyr2qYNdqUVrN+qoTtGO1LR9LcSUbUQmFP7Cd1qDlvRVWn1bS1YfXOydLH7NJvRSTFCD1rsP2WtVjzxna0ipcpFXx2yqujFHAgRo2pwa9WxwfFWnhZhX21qqWaKFAi6JWNUvhlF/DDlY4e23ROn/XWauy5Em5Oax9Xk6OrFTRoHza/J1ZdVvpF7WQGzL5F/tWGfbKksysrMzFmYtzsvJv2dvvW73K+pyZlZmVvdje4VkTpMQ6KBBb65wgJ3akFVEQJbEnDkRFHElr0uYps22t3LpYuXW1MuxONCSJGMhhcuTF5klOkW/IaXKGnCXnyHlSQkrJt+QCuUgukTJSTi6TK6SCVJKr5Br5jlwnVaSG1JI6Uk9uk/ukkTwgP5Im8hN5SB6RnwkjEmm2jkcykIM7aMADtCCADkTwhPbg+1JjTod34T34J7wPH8Ac+BA+grkwD+bDAlgIiyADMiELPobFsAQ+gWxYCstgOXwKK2AlfAafwypYDWtgLeRALqyDPFgPG2AjbILNkA9fwBbYCttgO3wJO6AAdsKu38aAQtgL+2A/HIAiOAiH4DAcgWI4CsfgOJyA03AGzsI5OA8lUArfwgW4CJegDMrhMtz46xECGuEB/AhN8BM8hEfwMzyBf8MvlFCglCK1obZURuXUjraiCqqk9tSBqqgjbU3bUCfqTNtSNXWh7agrdaPuVEM9qJYKVEdF6knb01f++7+lro4/FJQvnN+4bf9Fd6bqVcY1/JXQPrzrAmsPeJhVeKBeU3ngnbDQqYncU9evSO684O6hd3oHRI/27Tq+qGmuztoAAj6tHMg6aFjH2zXMXadSsmQ1c/Wv486DopPH6AXWL/P4nQea04WxEZ/pamXMblbot5xoeEgA1/EMPv0Kb8WCmObuHabT+X+kDhg+rFfI0LO3ak+dqLlZHN3tZXH8I3KNT1UtPUlrVTjDCwpXwQaWMr8KZWpzklWrfpCxQIPvDR6o4dOtjTScJ/wnMIobLjA3q6aeHlqhlBaqmb1PLXfnHXr242HzrEwwZfbBQzWaa6dGhI6c+nZUnM53DO/Uc+LgD7mfm5RY87iVbNnJrQU1hxuPut4vPlxe4/63Vf+/KJM6VbzoSWV9r0oT0/5E95+h9FGurqfsf0z/KwEmJmsKZW5kc3RyZWFtCmVuZG9iago4IDAgb2JqCiAgIDI1MjUKZW5kb2JqCjkgMCBvYmoKPDwgL0xlbmd0aCAxMCAwIFIKICAgL0ZpbHRlciAvRmxhdGVEZWNvZGUKPj4Kc3RyZWFtCnicXZFNb4MwDIbv+RU+doeKrxZ6QEhTd+GwD43tB0BiaKQRohAO/Ps5cdVJOxA/we9rOXZybV9aoz0kH26RHXoYtVEO12VzEmHASRuR5aC09PdbPOXcW5GQudtXj3NrxkXUNSSflFy92+HwrJYBnwQAJO9OodNmgsP3teNf3WbtD85oPKSiaUDhSOVee/vWzwhJNB9bRXnt9yPZ/hRfu0XI4z3jluSicLW9RNebCUWdpg3U49gINOpfLjuzZRjlrXeiPp1ImqYUiAvmgrjIIlMgzpnzwKwvgr64MF8Cl8xlYK5ThDrlOTIFYsksifM0MgVRV6yvgr7i+lWoX3IPZeihrJir+Kh79+F5YQ+PucnNORpZXFacVZiSNvjYp11scMXvFxqPj7sKZW5kc3RyZWFtCmVuZG9iagoxMCAwIG9iagogICAyOTUKZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9Gb250RGVzY3JpcHRvcgogICAvRm9udE5hbWUgL1dTV1FSRStUZVhHeXJlSGVyb3MtUmVndWxhcgogICAvRm9udEZhbWlseSAoVGVYR3lyZUhlcm9zKQogICAvRmxhZ3MgNAogICAvRm9udEJCb3ggWyAtNTI5IC0yODQgMTM1MyAxMTQ4IF0KICAgL0l0YWxpY0FuZ2xlIDAKICAgL0FzY2VudCAxMTQ4CiAgIC9EZXNjZW50IC0yODQKICAgL0NhcEhlaWdodCAxMTQ4CiAgIC9TdGVtViA4MAogICAvU3RlbUggODAKICAgL0ZvbnRGaWxlMyA3IDAgUgo+PgplbmRvYmoKNSAwIG9iago8PCAvVHlwZSAvRm9udAogICAvU3VidHlwZSAvVHlwZTEKICAgL0Jhc2VGb250IC9XU1dRUkUrVGVYR3lyZUhlcm9zLVJlZ3VsYXIKICAgL0ZpcnN0Q2hhciAzMgogICAvTGFzdENoYXIgMTE2CiAgIC9Gb250RGVzY3JpcHRvciAxMSAwIFIKICAgL0VuY29kaW5nIC9XaW5BbnNpRW5jb2RpbmcKICAgL1dpZHRocyBbIDI3OCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDU1NiA1NTYgNTU2IDU1NiAwIDU1NiAwIDU1NiAwIDAgMCAwIDAgMCAwIDAgMCAwIDcyMiA3MjIgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCA1NTYgMCAwIDAgNTU2IDAgNTU2IDAgMCAwIDAgMjIyIDAgMCAwIDAgMCAwIDUwMCAyNzggXQogICAgL1RvVW5pY29kZSA5IDAgUgo+PgplbmRvYmoKMSAwIG9iago8PCAvVHlwZSAvUGFnZXMKICAgL0tpZHMgWyA2IDAgUiBdCiAgIC9Db3VudCAxCj4+CmVuZG9iagoxMiAwIG9iago8PCAvQ3JlYXRvciAoY2Fpcm8gMS4xNC42IChodHRwOi8vY2Fpcm9ncmFwaGljcy5vcmcpKQogICAvUHJvZHVjZXIgKGNhaXJvIDEuMTQuNiAoaHR0cDovL2NhaXJvZ3JhcGhpY3Mub3JnKSkKPj4KZW5kb2JqCjEzIDAgb2JqCjw8IC9UeXBlIC9DYXRhbG9nCiAgIC9QYWdlcyAxIDAgUgo+PgplbmRvYmoKeHJlZgowIDE0CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAxOTAxNyAwMDAwMCBuIAowMDAwMDE0OTUyIDAwMDAwIG4gCjAwMDAwMDAwMTUgMDAwMDAgbiAKMDAwMDAxNDkyOCAwMDAwMCBuIAowMDAwMDE4NTk3IDAwMDAwIG4gCjAwMDAwMTUwNjEgMDAwMDAgbiAKMDAwMDAxNTI3NSAwMDAwMCBuIAowMDAwMDE3ODk3IDAwMDAwIG4gCjAwMDAwMTc5MjAgMDAwMDAgbiAKMDAwMDAxODI5MyAwMDAwMCBuIAowMDAwMDE4MzE2IDAwMDAwIG4gCjAwMDAwMTkwODIgMDAwMDAgbiAKMDAwMDAxOTIxMCAwMDAwMCBuIAp0cmFpbGVyCjw8IC9TaXplIDE0CiAgIC9Sb290IDEzIDAgUgogICAvSW5mbyAxMiAwIFIKPj4Kc3RhcnR4cmVmCjE5MjYzCiUlRU9GCg==", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(dm, 1:2, pch = 20, col_by = 'num_cells',\n", - " legend_main = 'Cell stage')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternative visualizations\n", - "-------------\n", - "\n", - "Diffusion maps consist of eigenvectors called Diffusion Components (DCs) and corresponding eigenvalues. Per default, the first 20 are returned.\n", - "\n", - "You are also able to use packages for interative plots like `rgl` in a similar fashion, by directly subsetting the DCs using `eigenvectors(dif)`:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "metadata": { - "height": 720, - "width": 840 - }, - "output_type": "display_data" - } - ], - "source": [ - "library(rgl)\n", - "plot3d(eigenvectors(dm)[, 1:3],\n", - " col = log2(guo_norm$num_cells),\n", - " type = 's', radius = .01)\n", - "view3d(theta = 10, phi = 30, zoom = .8)\n", - "# now use your mouse to rotate the plot in the window\n", - "rgl.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For the popular `ggplot2` package, there is built in support in the form of a `fortify.DiffusionMap` method, which allows to use DiffusionMap objects as `data` parameter in the `ggplot` and `qplot` functions:" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/pdf": "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", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "library(ggplot2)\n", - "qplot(DC1, DC2, data = dm, colour = factor(num_cells)) +\n", - " scale_color_cube_helix()\n", - "# or alternatively:\n", - "#ggplot(dif, aes(DC1, DC2, colour = factor(num.cells))) + ..." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As aesthetics, all diffusion components, gene expressions, and annotations are available. If you plan to make many plots, create a `data.frame` first by using `as.data.frame(dif)` or `fortify(dif)`, assign it to a variable name, and use it for plotting.\n", - "\n", - "Parameter selection\n", - "=========\n", - "\n", - "The most important parameter for the visualization, `dims`, is described in the following section. An important parameter in v1, $\\sigma$, is explained in its own vignette “Global Sigma”.\n", - "\n", - "[Other parameters](#Other-parameters) are explained at the end of this section.\n", - "\n", - "Dimensions `dims`\n", - "-------------\n", - "\n", - "Diffusion maps consist of the eigenvectors (which we refer to as diffusion components) and corresponding eigenvalues of the diffusion distance matrix. The latter indicate the diffusion components’ importance, i.e. how well the eigenvectors approximate the data. The eigenvectors are decreasingly meaningful." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "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", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeVwV5f7A8WcOO8qigIIggtfcUFwKpbRyySwR01xyTU0t08ylUrvuaZlmaqWi13LJMDWzwjV3uy4VpUlKiZqIxMEFFEXZDmd+f3AvPy4oHvVwhnn4vP/o5ZmZzny950ofZ87MKKqqCgAAAOifQesBAAAAYB2EHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJAg7AAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJAg7AAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJAg7AAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJAg7AAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAl7rQfQgYyMjNWrV2dlZWk9CAAAKBdcXFwGDhzo4eGh9SDFEXZ3Fx0dPXr0aK2nAAAA5Yi9vf2IESO0nqI4wu7u8vLyhBCfffZZkyZNtJ4FAABo7Pjx40OGDCnIg/KGsLNUvXr1Hn74Ya2nAAAAGsvOztZ6hDvi4gkAAABJEHYAAACS0O+pWLMxKdFoNBqNxow8+xo1/P0DAoIC/RwUrecCAADQiP7CLj8rcc2iqOXLlx8+fbXYKregsFdGvDZqVL9AZztNZgMAANCQzsLOdCs+okHLnUmZBocqj3fuVb+mr7e3l7PITktLv2w8s3fHgXnjBy5bsi42Pqaei85+awAAAA9IZ/Wzc1DkzqTMR4cv/XbB0GolDsuZTRkxs4d0m/p156F7Tkd31GRCAAAArejs4olpO5Ld/MccjnqlZNUJIQz2Hl2nbFzZyi9p81TbzwYAAKAtnYVdQpapUkCH0rdp1NrHlPWnbeYBAAAoP3QWdu08na4lLDTmmu+0gWq+Fb0xycmznS2nAgAAKA90FnbT3wjLvrqrcdiAjXuOZRerO9V08uCW0U/XX3j2Wti46ZqMBwAAoCGdXTwROn7HzN9aTlm/tudTax09fIP9q3l5ezuLnPT0tEsp51LSc4QQIT1nbJ8QqvWkAAAAtqazsFMMLpPXxfUftzUqKmrTvmPJZ06eis8XQhgcXKv7BTzTuduIESMiWwZrPSYAAIAGdBZ2BYJaRMxpETFHCCHM19Mu3VRdqnt76OykMgAAgLXpMuyKMLh7+bprPQQAAEB5oPewe1D5+fnbtm3Lzs4uZZtjx44JIfLy8mw1FAAAwP2QLexyrx8MrNtDCJGammrJ9vv27evSpYslW65du7ZNmzYPMhsAAECZki3sVHPuxYsXLd++bdu2MTExpR+xW7Jkyf79+wMCAh54OgAAgDIkW9g5uj1y5MgRy7e3s7OLjIwsfZtt27YJIQwGLs8AAADlmmxhp9i5h4eHaz0FAACABjgKBQAAIAnCDgAAQBKEHQAAgCR09h275ORkC7fkIlYAAFDR6CzsatasaeGWqqqW6SQAAADljc7C7tiudUvnTFi2+7wQ4ulOEQ6K1gMBAACUGzoLu6ZPvbC0/fNKoNfS5Bvrv9vsaU/ZAQAA/IcOL55QHMZMC9V6CAAAgHJHh2EnhG+71l5eXgpH6wAAAIrQZdh51H7/ypUrHnaUHQAAwP/TZdgBAACgJMIOAABAEoQdAACAJAg7AAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJe60HqECysrKWL18eGxsrhAgLCxs2bJiLi4vWQwEAAHkQdjYSHx//7LPPJiUlKYoihPjiiy8+/PDD7du3N2zYUOvRAACAJDgVawuqqvbp0+fChQsFv1ZVVQhx4cKFvn37FvwaAADgwRF2thAXFxcXF1es4VRVPX78eFxcnFZTAQAAyRB2tnD+/Pn7WAUAAHBPCDtb8Pb2vo9VAAAA94Sws4WwsDBfX1+D4X/+1zYYDL6+vmFhYVpNBQAAJEPY2YKDg8Onn35qZ2enFGFnZ/fZZ585ODhoPR0AAJAEYWcjERERJ06c6NOnT+3atYODg/v06XPixIlOnTppPRcAAJAH97Gznbp160ZHR2s9BQAAkBZH7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJAg7AAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJOy1HsA6bib/FL3pQJ577VZPPN20trvW4wAAAGhAf2GXeX7viFen7/sx9oaDf+9xi5ZOeObvPbNDnpmcYTILIQz27qMWb1v4ciutx9RMbm7u999/f/r0aR8fnzZt2tSsWVPriQAAgI3oLOxupcY0rNf9Qo7JuWoN+/RzyyY+e8Nn+7FR00zVn5gxtndV09+r5n7w8fDHvVtentzES+thNfDjjz+++OKLp0+fLnjp7Ow8bdq0iRMnajsVAACwDZ19x+7bfiMu5Jgmrv01K+3va5l/T30mYO2QZxPyqx3+c+fUN155bcI7B09trWxQPh60QetJNXDlypVnn3327NmzhUtycnLefvvt1atXazgVAACwGZ2F3fs/XXKvNXV2n+ZCCDsn34lrFgghvEM/Ca3sULCBs3e794I9riV8ouWUGlmzZs21a9fMZnPhElVVDQbDggULNJwKAADYjM7C7mx2vku1RwpfOnk8IYRwr+9ddJs6fi75OUm2nqwcOHHiRMmFZrM5Pj5eVVXbzwMAAGxMZ2HXyt3xRuLnpv9WyvVzK4QQabG/F91mX2KmQ+Xmtp9Ncy4uLrdd7uzsrCiKjYcBAAC2p7Owm9yn9q3LG9uOWPDz76dj933Vp8O7dk4eVxPGfPrr5YINLux5d+6F635PvqntnJpo06ZNyYWKorRt29bmswAAAA3o7KrYVvO39jj48Mal41ouHSeEMNh7Lv7t5N6n670SXnddp2ermlK27PjBzrH64k87aD2pBrp169a6deuDBw8qilJw7lVRFGdn51mzZmk9GgAAsAWdHbGzcwracPSvlR9Me7F7RLfew9YePDU8pMaqX79rW1vdE/PlV9sOOAU+ueHX+E4+tz8pKTc7O7vt27dPnDjR1dVVCGEwGNq2bfvTTz81btxY69EAAIAt6OyInRBCsfMY9Ob0QUWWuPq22/1H6qnfj5s8aocE+Wg1WHlQuXLl2bNnv/fee8nJyd7e3nf61h0AAJCS/sLu9gzO9Zq01HqI8kJRFB44AQBABaSzU7EAAAC4E1mO2P1X7vWDgXV7CCFSU1Mt2T4/P3/btm3Z2dmlbJOYmCiEKHrjXwAAgHJItrBTzbkXL160fPt9+/Z16dLFki3PnTt3v0MBAADYgmxh5+j2yJEjRyzfvm3btjExMaUfsVuyZMn+/fuDg4MfeDoAAIAyJFvYKXbu4eHhlm9vZ2cXGRlZ+jbbtm0TQhgMfB8RAACUa/oNO7MxKdFoNBqNxow8+xo1/P0DAoIC/Rx4dBYAAKio9Bd2+VmJaxZFLV++/PDpq8VWuQWFvTLitVGj+gU622kyGwAAgIZ0FnamW/ERDVruTMo0OFR5vHOv+jV9vb29nEV2Wlr6ZeOZvTsOzBs/cNmSdbHxMfVcdPZbAwAAeEA6q5+dgyJ3JmU+OnzptwuGVitxWM5syoiZPaTb1K87D91zOrqjJhMCAABoRWcXBEzbkezmP+Zw1Cslq04IYbD36Dpl48pWfkmbp9p+NgAAAG3pLOwSskyVAjqUvk2j1j6mrD9tMw8AAED5obOwa+fpdC1hoTH3jg+BUM23ojcmOXm2s+VUAAAA5YHOwm76G2HZV3c1Dhuwcc+x7GJ1p5pOHtwy+un6C89eCxs3XZPxAAAANKSziydCx++Y+VvLKevX9nxqraOHb7B/NS9vb2eRk56edinlXEp6jhAipOeM7RNCtZ4UAADA1nQWdorBZfK6uP7jtkZFRW3adyz5zMlT8flCCIODa3W/gGc6dxsxYkRkS579BQAAKiKdhV2BoBYRc1pEzBFCCPP1tEs3VZfq3h46O6kMAABgbboMuyIM7l6+7loPAQAAUB5wnAsAAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdjhPuXm5iYnJ5vNd3y8GwAAsDHCDvcsISEhIiLC1dW1Zs2alStXHjt2bEZGhtZDAQAA3d/HDraWkJAQFhZ248YNVVWFEFlZWQsXLvz3v/995MgRBwcHracDAKBC44gd7s0777xTWHWFfv311+joaK1GAgAABQg73Js9e/YUq7oC+/bts/0wAACgKMIO9yY7O7vkQkVRbrscAADYEmGHe9O4cWODofj/bVRVDQkJ0WQeAABQiLDDvRk9erTZbFYUpXCJwWCoVKnSSy+9pOFUAABAEHa4V927d1+4cKGLi0vhkoCAgC1btgQEBGg4FQAAENzuBPdh9OjRPXv23LdvX0pKykMPPdSxY8einQcAALRC2OF+1KhRo1+/flpPAQAA/genYgEAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDuUU5cvX37zzTdbt27dsmXLkSNHJiUlaT0RAADlHfexQ3kUGxvboUOHjIyMgufS/vzzzytXrty0adMzzzyj9WgAAJRfHLFDuaOq6qBBg65fvy6EMJvNZrNZCJGTkzNo0KDs7GytpwMAoPwi7FDu/PHHH/Hx8aqqFl1oNpsvXrx46NAhraYCAKD8I+xQ7qSmpt7HKgAAQNih3PH397+PVQAAgLBDuVOvXr1mzZopilJ0ocFgCAgIeOyxx7SaCgCA8o+wQ3n0+eefV6tWTQhhMBgKLoytXLny2rVrHR0dtR4NAIDyi9udoDxq1KhRQkLCRx99dOTIkby8vEceeWTs2LEFqQcAAO6EsEM55e7uPmXKFK2nAABATzgVCwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJAg7AAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJCEvdYD3KfLV3J8vJ0Kfp1ljN978Jf4cxn/CG3S8slW/i522s4GAACgCf0dsUvau7jlQ14dPjxR8HL3J2OCgkI79xo4fsLr3Z99sk7NsE+2n9V2QgAAAE3o7IjdtT8/eqjD2Hy7qi+FeAoh/t49qsPrixxcg0a+NazZQz7JJ44s/ujzMZGhzgnGYbXdtR4WAADApnQWdgu6zjAZ3Nb/frZHPQ8hxMdDPjfYe3599mSkr6sQQohho4e08g0ZNqX3+mE/D9N2VAAAABvT2anYRX9lVHloYUHVCSFWGG9Wrb/gv1UnhBCe9Yd8XL9q+skPNRoQAABAMzoLOzc7g52zW+FLV4PiUNmn2DaBPs75uam2nQsAAEB7Ogu7YYFu6X9OPJSWXfDyzQZVrp5aeNOsFm6gmtI/OJ7m7NlBowEBAAA0o7OwG7rqdVPW2Y6NI5d/czDLrA76dqHnzX1tRi2+ajILIUy3EmcObLX3Wnbo6//UelIAAABb09nFE9UfnX4o6lLk68tefn73ax4+QQH+1X2cf1kyyufTybWDPJPPJGWZ1Vod3tjxz6ZaTwp9yMzMXL9+fXx8vI+PT/v27cPCwrSeCACA+6ezsBNCPDZ8SWrfN79Ysmj5uh3nLpxNSL8phDDn3bxyzS30mUEjX3+9X8emOjsOCY3s27evX79+RqOx4KWiKIMHD162bJm9vf7+XAAAIO417FTTtV///cMv8Yk3btx4a+Kk7It/GarVdlTKaLY7cnCvPXji/MET5wshTFnXL6ZnVa1ezcXe5nNAz65cudK1a9fMzMzCJaqqrlixIigoaMqUKRoOBgDAfbuHY1vG/VGP1QoIa/fcq6+NHv/2ZCFE4rcDqtZsuviHlDIb7+7sXdz9/atTdbhXGzZsuH79utlsLrpQUZSlS5dqNRIAAA/I0iN2N41fNe846pLZbeD4mU3sNoyb/bsQwqtZ99pZk15v36DK+ZS+NSqV5ZxlJT8/f9u2bdnZ2aVsk5iYKIQoVgDQu4SEhJILVVVNSUm5deuWq6trybUAAJRzlobdNwPHXcxT5v9yekxz7wvf/1AQdj4txv38Z1jtgLZv9V3fd/9LZTmnpXKvHwys20MIkZpq0a3s9u3b16VLF0u2PHfu3ANNhnLGzc3ttssdHBycnZ1tPAwAAFZhadi9c/Bi1YYfj2nuXWy5s8/jH4V694udK0S5CDvVnHvx4kXLt2/btm1MTEzpR+yWLFmyf//+4ODgB54O5UjHjh1nzZpVbKGiKB06dDAYuPwGAKBLlobdxbz8KrXq3naVd03X/GNafs2uKEe3R44cOWL59nZ2dpGRkaVvs23bNiEE/7GXTOvWrQcMGLBmzRqDwVB4nr1y5cpz587VdjAAAO6bpbHSsYrz5dh/ZZf8mplqWnPkkpPnk9Yd674pdu7h4eHh4eFaDwIdWLVq1bJly+rUqWMwGDw8PHr16nX8+PGQkBCt5wIA4D5ZesTun6+HfjVlQ5s32u2c93LhQtWctX7mcytTbzYeN6lsxiuF2ZiUaDQajUZjRp59jRr+/gEBQYF+DlwdC4sZDIaXX3755ZdfzsnJcXJy0nocAAAelKVhFzpx6/DNDZYuHO775byHgzOEEP27d4o7evD3xBse/+i+5T3b3a8/PytxzaKo5cuXHz59tdgqt6CwV0a8NmpUv0BnO5vNAwlQdQAAOVgadgb7qlE/JkUum/H2nBVHfroihIjetN2jevDLsxbPHt+vqoONvn9muhUf0aDlzqRMg0OVxzv3ql/T19vby1lkp6WlXzae2bvjwLzxA5ctWRcbH1PPhYcHAACAiuVe6kdx6jT8vU7D3zNlZyT+leoeEFTN3dbHOXYOityZlPno8KXfLhharcRhObMpI2b2kG5Tv+48dM/p6I42ng0AAEBb93Okzd7Zo07DeravOiHEtB3Jbv5jDke9UrLqhBAGe4+uUzaubOWXtHmq7WcDAADQlqVH7IKCgkpZ61l77m97e1lhnLtJyDJVatih9G0atfYx/fSnDYYBAAAoVywNu8qVKxdbcv3ShQuXrwshQjp2aVq3+I2Ly0g7T6cdCQuNuc/4Od7+WKNqvhW9McnJs51t5gEAACg/LD0Ve6KEpEsZGUk/TexVLzHu+tj3Hi/TKQtNfyMs++quxmEDNu45Vvymeqrp5MEto5+uv/DstbBx020zDwAAQPnxQJeOutds8d6Xv6bW9O3S69vz23paa6ZShI7fMfO3llPWr+351FpHD99g/2pe3t7OIic9Pe1SyrmU9BwhREjPGdsnhNpgGAAAgHLlQW9TohgqjegbbDwwzSrTWLA7l8nr4s79tGX8oIhAT0PymZOHf9i794dDcaeS1MoBz7z4ZsyPf53YMNXVwH2KAQBAhWOFm72lxF3Lzyl+r+AyFdQiYk6LiDlCCGG+nnbppupS3duDJ7kCAIAKztKwy87OLrnQnHv96PbP+u/528VnoFWnspzB3cvXXaN9AwAAlCuWhp2Li8udVimK3Wufz7TSPAAAALhPloZd9+7db7u8kk+tJ7u/9tJT/tYbCQAAAPfD0rDbuHFjmc4BAACAB8QlBwAAAJIo7Yhdamqq5W/k6+v7wMMAAADg/pUWdn5+fpa/kaqqDzwMAAAA7l9pYTdkyBCbzQEAAIAHVFrYffrppzabAwAAAA/ICk+e2PFM3SF/j/r791EP/laAlM6cObNly5YLFy7UqVPn+eefr169utYTAQDkdA9hd373qkVf7z13+VbRhWbTtT17zqq+SdYeDJDEu+++O2PGjLy8vIKXEyZMWLJkSf/+/bWdCgAgJUvDLmXfxLod5+aab3OFhEv1R+Z/+aZVpwIk8fXXX0+ePFlRlMIlmZmZAwcODA0NDQ0N1XAwAICULL2P3b+GLDUZPD49+GfmjStzWvtVrT8nKysrNeGXad0esneq2aWFT5lOCejU0qVLFUUpes24qqpms3n58uUaTgUAkJWlYbcy5WaVuh8OaVWvUmWv/rOaXT+3yMnZufpDD0/76teQa9uem3WsTKcEdOrUqVMl7wRkMBgSEhI0mQcAIDdLw+5iXn7loFoFv3b/R1tTzoVfMvOEEIqd27tta5yMeresBgT0zN3dveh52AKqqrq7u2syDwBAbpaGXT0Xh4xT/zks51y1kxBidUpmwUv3em45V3eXxXCA3nXs2LHkETtVVTt27KjJPAAAuVkadmNCq2b89fb4lbsu5+TbuzZs4ea4dfw2IYQQ5u1bku2dg8tuREC/Jk6cGBgYWPiy4OhdeHj4wIEDtRsKACAtS8Ou11efhFQ2fPDS0713XBBCvN//H4nf9W/a/rlnWz80NT69dt+5ZTkkoFc+Pj5Hjx4dMWKEt7e3EMLf33/atGl79+51cHDQejQAgIQsvd1JJf8esWcDl38akxVQWQjxxMKdI888s3hXTJxiFxIxZvPHT5XlkICOeXl5LV68ePHixTk5OU5OTlqPAwCQ2T3coNjZp8Wot1sU/NrOMWDRzhPvX/n7lnO1apU59gDcHVUHAChrlp6KbfB4t7mffWfMMhVdWNnbn6oDAAAoJywNuz8PfjthaNeann6dBozdsOe46TZPoAAAAICWLA27tNM/L5n1Rut6ztu/WPjCU02r1Go+YspHP5+9WqbDAQAAwHKWhl3VOmGvTpq3P+5Cavyhj6a9HlopJWrWmPCHvBre7hQtAAAAbM/SsCtUvcFjr0//6NAfqReO7//g7eGVU38oOEVbFsMBAADAcvccdv9lvpWVlZuXV3BT/fzcK9YbCQAAAPfjHm53IoQQau7xA1s3bdr09aZvTv59UwhROSB08Btv9H7hhTKZDgAAABazNOx+3P7lpk1ff/PN1jNp2UIIl2r1+r32wgu9e0e0anDfB/0AAABgRZaG3aOd+gohnDyDewzr9ULv3l3aNnVUynIuAAAA3CNLwy7yxTEv9O7drWMLVwNBBwAAUB5ZGnYxqxeU6RwAAAB4QJZ+QU7Nv7HszZ4Na3k738FVHkYBAACgKUuP2MXOemr4hz+7+tYJe6yJ0+3OxrrZcYoWAABAS5aG3ej5x2u0fTd+19seBBwAAEC5ZOmp2BM387r/awRVBwAAUG5ZGnbtPZ3MeeYyHQUAAAAPwtKwe29Ghw0DZ2WZuUICAACgnLL0O3YNR347/+/udcOfn/TmkIfr1/Fxdy62QVBQkJVHAwAAwL2wNOwU5T/H9l594dvbbqCqHMwDNJaZmZmTk+Pl5aX1IAAAbVgadiNHjizTOQA8iF27dr355pu///67qqo1atSYPn36kCFDDAae5AwAFYulYbdo0aIynQPAfVu/fn2fPn0URSk4cJ6amvryyy8nJCR88MEHWo8GALCpe/sLvWq69su+mKWLP/7g/XeFENkX/8rlBCygKbPZPHbsWEVRzGZz4RIhxPz588+fP6/paAAAW7uHsDPuj3qsVkBYu+defW30+LcnCyESvx1QtWbTxT+klNl4AO4iISHBaDQWVl0hs9n8ww8/aDISAEArlobdTeNXzTuO+vmSw8DxM+e/3bhgoVez7rWzTr3evsHalJtlNiGA0mRlZd1p1a1bt2w5CQBAc5aG3TcDx13MUz786fSqOZN7POlbsNCnxbif/9xZ3XDzrb7ry2xCAKWpU6eOo6PjbVeFhITYeBgAgLYsDbt3Dl6s2vDjMc29iy139nn8o1Dvy7FzrT0YAIu4ubm99NJLxRYqivLII4889thjmowEANCKpWF3MS+/cq26t13lXdM1P4ev2QGamT9//osvvqgo//8o59atW2/atInbnQBARWPp7U46VnHeGvuvbHN752L/pVBNa45ccvJsa/XJAFjIxcVl9erV48aNO3z48M2bNx9++OE2bdoU7TwAQAVhadj98/XQr6ZsaPNGu53zXi5cqJqz1s98bmXqzcbjJpXNeAAs1aRJkyZNmmg9BQBAS5aGXejErcM3N1i6cLjvl/MeDs4QQvTv3inu6MHfE294/KP7lvfCynJIAIm8klcAACAASURBVAAA3J2lX8Ex2FeN+jFpa9TbD7ncOPLTFSFE9KbtSVneL8/6/K8/NgQ62ZXlkAAAALg7S4/YCSGE4tRp+Hudhr9nys5I/CvVPSComrtTmQ0GAACAe2Np2JlMpiL/UqWguv8oXGhvfy91CAAAgLJhaZM5ODjc8S1c3P38/Pz8arRo33X0W6/WqXzHLQEAAFB2LP2O3ejRo58JdBNCKAbHgNoNHn28VchDgS52ihCifkSPdi1CHG+dWfTO6EaBjx28llOG8wIAAOAOLA27yQP99yZn/uP5ST/9deXC2fjDPxw8kXA+7e/fZg5oeHrn0Zej1v77aNKx794zX/t1wMBtZToxAAAAbsvSsFvU6z37qt2ObpgZVsutcKFL9dBJq2J7OJ/u+dxaIUTTLm9HP1vTeODDMpkUAAAApbI07Jacv+H9yKvudsXvZa8YXIc8Vu3ST9MLXoY+XzMv8zcrzgcAAAALWRp2VewNmed+v+2q+NPXxX97L/NMpmLvaZXJAAAAcE8sDbup4dWuJrzx+voTxZb/+c2br8ene4X+UwiRn5s8fXmCe9ArVp4RAAAAFrD0difdv1r5bmDEJ70b71zau3ubJgE1PDOMF37/4du1e+LtnYOivh2QdzOueZ1HT6RlvbWNsAMAANCApWHn7NUh9tT+GePfnr9u/Xv71xUub9r51Xnz32/v55pz7Uqy00NvrPh0botqZTMqAI39/PPP8+bNO3HihKenZ9u2bSdMmODu7q71UACA/3cPD42oFPDY3LUHpnx47uSphLPnjG7+tevXD6kb6FWw1snzyauJXDYBSGv+/PlvvfWWqqpCCEVRjhw5smrVqkOHDgUFBWk9GgDgP+75aWBufsHhfsHhbUqusbPCOADKpXPnzk2YMEFV1YKwK/in0WgcO3bsN998o/V0AID/uEvYffHFF0KItr365qUklb6l5n9r79+/f9UGEz6e1FjbMQApbd68+X8eGC2EEEJV1S1btuTk5Dg5OWkyFQCgmLuE3YABA4QQWzv1iAgOLn3Lgr/Bayg6Otq/zQDCDigLly5duu1yk8mUnp7u5+dn43kAALd1l7Br2bKlEMLT3jBy5EibzHMX06dPL2XtjcQvpk8/YsmWAO5JzZo1b7vcxcXF29vbxsMAAO7kLmH3448/FvzisUWLyn6Yu5s7652s/DseGrye+MWMGf/5NWEHWNFzzz03bty47Oxss9lcdHmvXr0cHBy0mgoAUMw9Xzyhrb8OruoSOTz2SlaHkQtGPBVUdFW3bt28Gk39dGYzjUYDZObr67ty5cqBAwdmZ2criiKEUFW1efPmH37Is6EBoBwpLex+++03e+egRvXv8oiw3z+YtvrizXnz5ll1sNvzDX/x0LmWb/bo9MmStzyrrPrinX6ORZ5e6+z9WNeuHW0wBlAB9erV69FHH120aNGJEyc8PDzatWs3ePBgOzsuhweAcqS0sGvWrJlX/bVX/uhTuOT7Ds1eOX01MTGx6GZnVi35MP6KbcJOCOFQud5H2089OfulvlMG1P7hwJZvP2lahSvyAFuoWbPmnDlztJ4CAHBHlj4rtsCtlOTz58+X0Sj3QLF//p+fn923zPv3z1sGPbxkd6LWAwEAAGjv3sKuXPF/YtjP52JfevjGa08/1GtKtNbjAAAAaEzHYSeEcPRoHLXndPSU5795d4DWswAAAGhMZ1fF3obi2GfG+lZtO2/6La1yQH2tpwEAANCM/sNOCCFEYJsBY9poPQQAAICm9H0qFgAAAIUkOWJXKPf6wcC6PYQQqamplmyfn5+/bdu27OzsUrYpuL1LsRvuAwAAlDd3CbvrSTPbtFlW+PLK+QwhRJs2bYpuU7CwnFDNuRcvXrR8+3379nXp0sWSLc+dO3e/QwEAANjCXcIu79YfBw78UWzhgQMHymyeB+Xo9siRI0cs375t27YxMTGlH7FbsmTJ/v37g4ODH3g6AACAMlRa2P3xR/GkK/8UO/fw8HDLt7ezs4uMjCx9m23btgkhDAa+jwgAAMq10sKufv3yfPcQszEp0Wg0Go3GjDz7GjX8/QMCggL9HJS7/5sAAABS0t/FE/lZiWsWRS1fvvzw6avFVrkFhb0y4rVRo/oFOvNgcgAAUOHoLOxMt+IjGrTcmZRpcKjyeOde9Wv6ent7OYvstLT0y8Yze3ccmDd+4LIl62LjY+q56Oy3BkAIkZubu2DBgg0bNiQmJtauXbt///4jR460t+ePMwBYRGc/LncOityZlPno8KXfLhharcRhObMpI2b2kG5Tv+48dM/p6I6aTAjgvt26datNmzaxsbGKoqiqevXq1V9++eWbb77ZtWuXg4OD1tMBgA7o7IKAaTuS3fzHHI56pWTVCSEM9h5dp2xc2covafNU288G4AEtXrw4NjZWCKGqauE/Dxw4sGLFCo0nAwCd0FnYJWSZKgV0KH2bRq19TFl/2mYeAFa0efPmkpefK4qyefNmTeYBAN3RWdi183S6lrDQmHvHh0Co5lvRG5OcPNvZcioAVpGWllbyES+KoqSnp2syDwDojs7CbvobYdlXdzUOG7Bxz7HsYj//VdPJg1tGP11/4dlrYeOmazIegAcRHBysKMVvWaSqKrcHBwAL6eziidDxO2b+1nLK+rU9n1rr6OEb7F/Ny9vbWeSkp6ddSjmXkp4jhAjpOWP7hFCtJwVwzwYNGrR169ZiC1VVHTRokBbjAID+6OyInWJwmbwu7txPW8YPigj0NCSfOXn4h717fzgUdypJrRzwzItvxvz414kNU10N3KcY0J8ePXpMmDCh6Nfs7OzsZs6c2aHDXb5ZCwAooLMjdgWCWkTMaRExRwghzNfTLt1UXap7e+gsUQHczvvvv//CCy9s2LAhKSkpKCioT58+jRo10nooANANXYZdEQZ3L193rYcAYEXNmjVr1qyZ1lMAgC5xnAsAAEAShB0AAIAkCDsAFZGqqomJiSdPnszNzdV6FgCwGsIOQIWzadOmwMDA4ODgRo0aubu7T5kyJTs7W+uhAMAKCDsAFUt0dHT37t1TUlIKXubm5s6aNWvgwIHaTgUAVkHYAahAVFWdOHGiwWAofHaZqqpCiA0bNhw9elTT0QDACgg7ABXIhQsXkpOTSz6RVghx6NAh288DANZF2AGoQPLy8u5jFQDoBWEHoAKpVauWh4eHotzmqYNNmza1/TwAYF2EHYAKxN7e/q233lJVtVjbtWjRok2bNhoNBQBWQ9gBqFjefvvtqVOnOjo6Fi6JiIj47rvvDAZ+HgLQPb0/KxYA7o3BYJgxY8bw4cN//PHHmzdvNm7cuEmTJloPBQDWQdgBqIj8/Py6deum9RQAYGWcegAAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJcFUsAJSVn3/+OS4uzs3NLTw8vFatWlqPA0B+hB0AWF9ycvLgwYN3795d8NLe3n7s2LGzZ8+2s7Oz+r5MJlNKSoqfn5+Dg4PV3xyAvnAqFgCsLD8/PzIycs+ePYVLTCbTBx98MHPmTOvuKDU1deDAga6urrVq1XJ1dX3hhRcuXLhg3V0A0BfCDgCsbO/evb/99puqqkUXKoqyYMGCvLw8a+3l2rVr4eHhn3/+ecF7mkymDRs2tGzZ8tKlS9baBQDdIewAwMri4uJKLlRV9fr160lJSdbay6JFi86fP19sodFonDdvnrV2AUB3CDsAsDJHR8f7WHWv9u/fbzAU/xmuKMr+/futtQsAusPFEwBgZY8//njJhQaDITAwMCAgwFp7yc7OvqflACoCjtgBgJU1bdq0X79+QghFUQqWGAwGVVXnzp1buOTBhYSEmM3mYgtVVW3UqJG1dgFAdwg7ALC+zz77bNasWa6urgUvg4ODY2JievbsacVdjBw50t7evujZWIPBYDAYRo0aZcW9ANAXwg4ArM/JyWnSpEkZGRmnTp1KSUk5c+ZM586drbuL0NDQr776ytvbu3CJh4fHF1988eijj1p3RwB0hO/YAUBZsbOzq1u3btm9f9euXdu3b79z587ExMTAwMD27dtXrVq17HYHoPwj7ABAx9zc3Lp37671FADKC07FAgAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAQGlu3LgxZcqU1q1bh4SE9O7dOzY2VuuJANyRvdYDAADKr8TExNatW//9998Gg0FV1T/++OOrr76aP3/+6NGjtR4NwG1wxA4AcEdjx45NSUkRQpjNZvW/3nrrrXPnzmk9GoDbIOwAALeXnZ29ZcsWVVWLLlRVNS8vb8uWLVpNBaAUhB0A4PauXr1qMpluu+rixYs2HgaAJQg7AMDteXl5OTs733ZVzZo1bTwMAEsQdgCA23N0dOzVq1exhQaDwdXV9bnnnrP67s6fPx8TE7Nr167Lly9b/c2BCoKwAwDc0Ycffti0aVMhhKIoBoNBCOHo6LhixQpfX18r7iUjI2Pw4MHBwcHPPffc008/HRgYOGPGDLPZbMVdABUEtzsBANyRt7d3bGzsypUr9+zZc/Xq1caNG7/22mtBQUHW3Uvv3r137NhR+DInJ2f69Omqqk6fPt26OwKkR9gBAEpjb28/bNiwYcOGldH7Hz16tGjVCSFUVVUUZd68eRMnTrzTl/wA3BanYgEAWjp69GjJhaqq3rx5MyEhwfbzALpG2AEAtFTw1b17XfUgrl+/XhZvC5QHhB0AQEvh4eElFyqK4uHhUa9ePSvu6MaNGxMmTPDy8vLw8HBzcxs0aJDRaLTi+wPlAWEHANBSw4YN+/TpI4RQFKVgScFzaWfMmOHg4GCtveTk5Dz55JNz5869evWqECIzM3P16tUPP/xwamqqtXYBlAeEHQBAYytWrJgwYUJhxnl4eERFRY0ePdq6uzh27JgQougT0oxG4+zZs624F0BzXBULANCYs7Pz+++/P2nSpPj4eCcnpwYNGjg5OVl3F7t371YUpdhzbxVF2b17t3V3BGiLsAMAlAtubm4tW7Ysoze/efNmybBTVTUzM9O6O1JVdd26dbt37758+XLDhg2HDx9u9dv+AaXgVCwAQH7169cv+SgLRVEaNGhgxb3cuHGjTZs2ffv2XbFixZYtW+bMmdOgQYM1a9ZYcRdA6Qg7AID8hg0bZm9vX/T+KQUH8EaOHGnFvUyePPmHH34o+HXB0cHc3Nxhw4adP3/einsBSkHYAQDkFxIS8uWXX3p6ehYucXJymj9/fmRkpBX3smbNmsJrewuYzeacnJyNGzdacS9AKfiOHQCgQujRo0f79u2/++67s2fPBgQEPPvss4GBgVZ8/8zMzIJ7qZSUlJRkxR0BpdBl2GUZT+0/eCQhTTRu+Uy7Zr7F1h7dtD7+Vl7//v01mQ0AUG5VqVJl0KBBZfTmlSpVcnV1vXXrVslV1apVK4s9JiUlOTg4+Pn5lcWbQ6f0dyr28Kfja9UK6dRr8JhXBz/1cI3WAz7IMv/PVU5fjh42YMAArcYDAFRMiqJ07dq15EKDwdClSxcr7shsNi9dutTHx6dWrVo1atSoWbPml19+acX3h67pLOwux05t/fK8qwb/ERNnRX30/vMtaxz6YnzzQeu0ngsAADF37tyC07sF37QruD5jypQpjRs3tuJeJk2a9Oqrr6anpxe8TElJ6du37yeffGLFXUC/dBZ2q19crBhcvvjjxOLZk4a/PmHjoTOzOwee+qLf+3FpWo8GAKjo/P39T548OWXKlLCwsNq1a0dEROzdu3f69OlW3EVqauoHH3wghCi8e4vZbFYUZdKkSdnZ2VbcEXRKZ2G3KPG6V6PFLwS7/ee1wfnNDbv+4Wz3frcZaqn/IgAANlC5cuV33nnnp59+Onv27ObNm9u2bWvd9z9y5Eh+fn6xhaqq3rhx4/jx49bdF/RIZ2GXlmd2DahZdIm9S91N77XK+OuTNw/xIGcAgORycnLuYxUqDp2FXWsPx8uxn2X/783DG722qaOXS1SXgZfyit9VHAAAmdzp63oGg6Fhw4ZW392NGzeOHTt28eJFq78zyojOwm58j6Bbl75sNWzWH5f//3pyxb7qmh3/zErf+chz0425xQ9QAwAgjZCQkI4dO5ZcPmjQIG9vbyvuKDU1tX///h4eHs2bN/f19Q0LC4uNjbXi+6OM6CzsHl/4Xef6nkdXTGlYrVKNhr0Kl/s8Mvn7d7tf2D4z2Peh9ZezNJwQAIAyFR0d3a1bt8KXiqIMHDhw0aJFVtxFVlbWE088ER0dXfBgNCHEr7/++sQTT8TFxVlxL8X2WEbvXNHoLOzsXerGnLgQ/d6oZ9u0dM3+nxt8P/3PjT99/n4r/8wLOSatxgMAoKx5eXlt2rTp6NGj//rXv1asWHHy5MlVq1a5uLhYcRerVq06ffp00SWqqubk5LzzzjtW3IsQIikpqU+fPu7u7q6urrVq1Zo3b15eXp51d1HR6O/JE4pd5b5vf9z37dusajFgwp4B46/8fe7smTM2nwsAANtp1qxZs2bNyujNDx06VHKhqqr//ve/rbiX06dPt2jR4tq1awUvL1y48NZbbx04cCAmJqbYI3dhOZ0dsbOA4u1fu+WTT2s9BgAAemUy3f7cl3UPp02ePDkjI6PwZcFp3y1btmzbts2Ke6lo9HfEzrry8/O3bdtW+k0dExMTRZFbQQIAILcmTZqsX7++2EJFUZo3b27FvezYsaPwO3xF7dy5MyIiwoo7qlBkC7vc6wcD6/YQQqSmWnRbu3379ln4CL9z58490GQAAOjE0KFDP/jgg4yMjMKDGgaDQVXV8ePHW2sXqqrevHnztqsyMzOttZcCWVlZn376acFVvWFhYUOHDrXuVxLLFdnCTjXn3tPtdtq2bRsTE1P6EbslS5bs378/ODj4gacDAEAHfHx8du/e/dJLLxU+zaJKlSofffTR009b7ZtOiqLUq1fvzz//LHlCrF69etbaixAiPj7+2WefTUpKKni5Zs2aefPm7dixo0GDBlbcS/khW9g5uj1y5MgRy7e3s7OLjIwsfZuCk/0Gg3zfRwQA4PaaN2/+66+/Hjly5PTp0zVq1AgPD/fw8LDuLl599dVRo0YVXWIwGFxcXPr372+tXaiq2rdv3wsXLhRdeOHChT59+hw7dkzKSzRkCzvFzj08PFzrKQAA0D07O7vWrVu3bt26jN5/5MiRiYmJCxcuLHz6rY+Pz5o1a2rUqGGtXcTFxZV8hK6qqsePH4+Li2vSpIm1dlR+6DfszMakRKPRaDQaM/Lsa9Tw9w8ICAr0c5AwvgEAkJCiKPPmzRs8ePD3339/8eLF+vXr9+jRw83NzYq7OH/+fCmrCLtyIT8rcc2iqOXLlx8+fbXYKregsFdGvDZqVL9AZztNZgMAAPckJCQkJCSkjN68lMesWfcJbOWHzsLOdCs+okHLnUmZBocqj3fuVb+mr7e3l7PITktLv2w8s3fHgXnjBy5bsi42Pqaei85+awAAwLrCwsJ8fX0vXbpU9BINg8FQrVq1sLAwDQcrOzqrn52DIncmZT46fOm3C4ZWK3FYzmzKiJk9pNvUrzsP3XM6+jbPSAYAABWHg4PDp59+2q1bt6I3zLOzs/vss88cHBw0HKzs6OxKz2k7kt38xxyOeqVk1QkhDPYeXadsXNnKL2nzVNvPBgAAypuIiIgTJ0706dOndu3awcHBffr0OXHiRKdOnbSeq6zo7IhdQpapUsMOpW/TqLWP6ac/bTMPAAAo5+rWrRsdHa31FDaisyN27TydriUsNObe8eleqvlW9MYkJ892tpwKAACgPNBZ2E1/Iyz76q7GYQM27jmWXazuVNPJg1tGP11/4dlrYeOmazIeAACAhnR2KjZ0/I6Zv7Wcsn5tz6fWOnr4BvtX8/L2dhY56elpl1LOpaTnCCFCes7YPiFU60kBAABsTWdhpxhcJq+L6z9ua1RU1KZ9x5LPnDwVny+EMDi4VvcLeKZztxEjRkS25KGuAACgItJZ2BUIahExp0XEHCGEMF9Pu3RTdanu7aGzk8oAAADWpsuwK8Lg7uXrrvUQAAAA5QHHuQAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJAg7AAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJAg7AAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHYAAACSIOwAAAAkQdgBAABIgrADAACQBGEHAAAgCcIOAABAEoQdAACAJAg7AAAASdhrPcB9MxuTEo1Go9FozMizr1HD3z8gICjQz0HRei4AAACN6C/s8rMS1yyKWr58+eHTV4utcgsKe2XEa6NG9Qt0ttNkNgAAAA3pLOxMt+IjGrTcmZRpcKjyeOde9Wv6ent7OYvstLT0y8Yze3ccmDd+4LIl62LjY+q56Oy3BgAA8IB0Vj87B0XuTMp8dPjSbxcMrVbisJzZlBEze0i3qV93HrrndHRHTSYEAADQis4unpi2I9nNf8zhqFdKVp0QwmDv0XXKxpWt/JI2T7X9bAAAANrSWdglZJkqBXQofZtGrX1MWX/aZh4AAIDyQ2dh187T6VrCQmOu+U4bqOZb0RuTnDzb2XIqAACA8kBnYTf9jbDsq7sahw3YuOdYdrG6U00nD24Z/XT9hWevhY2brsl4AAAAGtLZxROh43fM/K3llPVrez611tHDN9i/mpe3t7PISU9Pu5RyLiU9RwgR0nPG9gmhWk8KAABgazoLO8XgMnldXP9xW6OiojbtO5Z85uSp+HwhhMHBtbpfwDOdu40YMSKyZbDWYwIAAGhAZ2FXIKhFxJwWEXOEEMJ8Pe3STdWlureHzk4qAwAAWJsuw64Ig7uXr7vWQwAAAJQHHOcCAACQhN6P2BWXe/1gYN0eQojU1FRLts/Pz9+2bVt2dnYp2yQmJgohzOY73mMFAACgPJAt7FRz7sWLFy3fft++fV26dLFky+Tk5PsdCgAAwBZkCztHt0eOHDli+fZt27aNiYkp/Yjd1q1bV69e3bdv3weeDgAAoAzJFnaKnXt4eLjl29vZ2UVGRpa+TUpKyurVqx0cHB5sNAAAgLKl37AzG5MSjUaj0WjMyLOvUcPfPyAgKNDPQdF6LgAAAI3oL+zysxLXLIpavnz54dNXi61yCwp7ZcRro0b1C3S202Q2AAAADeks7Ey34iMatNyZlGlwqPJ45171a/p6e3s5i+y0tPTLxjN7dxyYN37gsiXrYuNj6rno7LcGAADwgHRWPzsHRe5Mynx0+NJvFwytVuKwnNmUETN7SLepX3ceuud0dEdNJgQAANCKzm5QPG1Hspv/mMNRr5SsOiGEwd6j65SNK1v5JW2eavvZAAAAtKWzsEvIMlUK6FD6No1a+5iy/rTNPAAAAOWHzsKunafTtYSFxtw7PgRCNd+K3pjk5NnOllMBAACUBzoLu+lvhGVf3dU4bMDGPceyi9Wdajp5cMvop+svPHstbNx0TcYDAADQkM4unggdv2Pmby2nrF/b86m1jh6+wf7VvLy9nUVOenrapZRzKek5QoiQnjO2TwjVelIAAABb01nYKQaXyevi+o/bGhUVtWnfseQzJ0/F5wshDA6u1f0CnuncbcSIEZEtg7UeEwAAQAM6C7sCQS0i5rSImCOEEObraZduqi7VvT10dlIZAADA2nQZdkUY3L183bUeAgAAoDzgOBcAAIAkCDsAAABJ6P1UrO2cOnXK2dlZ6ylgfXl5eatWrapVq5bBwN9zKhaz2XzmzJk6derw0VcofO4Vk9lsPn/+/KBBgxwcHB783U6dOvXgb1JGCLu7K/g/wZAhQ7QeBAAA3L9ly5ZZ8d2s0ohWR9jdXb9+/UwmU1ZWltaDoEzExcWtXbu2devWtWrV0noW2NT58+cPHjzIR1/R8LlXTAWfe9++fUNDrXOnWxcXl379+lnlraxLUVVV6xkALX311Ve9evXasGFDz549tZ4FNsVHXzHxuVdMFedz5xsGAAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7FDRubi4FP4TFQoffcXE514xVZzPnUeKoaLLz8/fs2dP+/bt7ezstJ4FNsVHXzHxuVdMFedzJ+wAAAAkwalYAAAASRB2AAAAkiDsAAAAJEHYAQAASIKwAwAAkARhBwAAIAnCDgAAQBKEHQAAgCQIOwAAAEkQdgAAAJIg7AAAACRB2AEAAEiCsAMAAJAEYQcAACAJwg4AAEAShB0AAIAkCDsAAABJEHaouAZUr6yU4Bn8ntZzoaxc/fOfiqIcvp5bfIU5e/3s11s8FFDJ0dHLr3b3l6edupGnxYAoK3f66PkhICVzXtqKqS891ryhj5tTtVr120UO+DrW+L9byPxH3l7rAQCNqKat6Vn2zsFNQqoWXVy5hq9WE6FsqXkfDl5x2zUf9248+qszLtUfatet6+W4Q5uWv/P91l9+PxsT7Gxn4xlRJu700fNDQEb5OUnd6jfanHijasNWHbq3yrt0esf2tfu3ftlr/uF1Y1oUbCP5H3kVqJCyr+4WQtTuvlfrQVDmVEC6xgAAE/JJREFUYndvXrZgVkRYQMEPvUMZOUXXXvplohCiSoMByTn5BUtWvdJMCNF43L+1GBbWVPpHzw8BKR2d/rAQonbvqKz//IFW009+F+hsb7Cr/ENGjloB/sgTdqigrp4ZJYR4ct0ZrQdBmWvg6lD0b7PF/uv+xWN+Qoj5idcLl5jz0uq42Du6PWyy+aiwrtI/en4ISOkVv8qK4nD0Rm7RhUen/V979x3Q1NX3Afx3SchghLAFRGSpDFHQqjiRYZ21olgHb0GqdT3aWrXWxzqo2mqr1OJqKzje9ulj1aqto9oqqDhwD2xdIHWgiCAgMwnJff8IBgjDsOT15vv5Kzn33HPOvbm5fLk5ufElopAD91g9eMvjo1jQUznnrhFRNz/Bb5vXn79xm7Fw8encLXSQP6adcs/lZwUsyxLRNh/7KXdytZauScnhi11mOplqShi+xQI36YSUiweflQ6zEL3SsUKTqvulx0mAk66ILZ09evmaVMn0pm6mRFSaIyM9eMsj2IGeytiXQUT/7d3uq6xSTWGbvpHb93zrbyFsuXFB0xMKy19QAcNoLVIpMi8UyE3sB2vNrOnQ24ZSsg9w4iyvz+p46QknAY5KTvtHu4iVxUZfYxgmItheH97y+M8E9NSVczlEZODz/rHzfz8veX7n6qm5I33un9g6qPt0ZUuPDV4ZZel9IuKL2mqVGzkaEVFGQbXvzwKH4CSgDxSFqQtHd1qbmtduTNx7dsb68JbHFTvQU303/rRfwQsZFCJgiIhMfXp+ufNCrpt1XGr84rTVy1zNWnqA8CqwdS8tq3s5vN5wEuA2tiz35zXRC6I3pBeV9Yta+fumCaQfb3lcsQM91Tlk4JDB5Sf0cozhvM86EVHikce1rQUcwxc6EpFS9lCrvPhhMRFZmwlaYEzwquAkwGF3E+L7uzuNnfuN3HPoliNpx+I/FhswpB9veQQ7gArGTsZExCq58E8b6MJAYNfZRFCae1jrJf8nOZuIBr/+s22gvnAS4IDElSPdgicl57vE/nbx/tndEYHOmkX68JZHsAN9VJL9i5WVVYfATVrlf29LJyK/fjYtMShoGR96WSiKb2zLLKooUpV+eTvP0LjjcEtxy40LmhdOAlyVvnNS4Ce7HQbMvHzv/IxhftW/NcP5tzyCHegjsVXoEKHs9vF/RR9K0xQ+OBkfuvW2UNrviw4WdawLHDPom3FENH/0Z8Wq8v/hE1eMuFwobz9xvaCGb1ICR+AkwFHs1Mk/Ghq1T/4txsPUsMYanH/LM+p7/ADom4L0nR4eYx/JVT79B3dyMn+SduNI0iUDsfOapLPT/KxaenTQLLa0t4y6/exUvqynpMpMmtUjXObsTbfvGhIa1PnptVM7Dp0xth90LZUrvy8Etbz0OAlwjyz3sMhiIF/Yuktnh+pLe8YdiPG2JM6/5Vv4BskALSfvZsKcccHtnOzEhkYuXm+MjFyQkit7+Wrw2trczoKq/fwAy7IqZdGPS6f5udiJ+HxzW+cRkxbffC6vsQV4TdX20uMkwDF5abPqCDyDkx+rq3H7LY8rdgAAAAAcgTl2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2AAAAAByBYAcAAADAEQh2ABxUlBnPVGVgILBs1SYw9L1tx9Jfuvrt7Ut9Xe2FItP5/+TXVgKcl7y0t33fWPXjhh1R2Vf2ffJ+mKero0QssHRw7REwcOF3B2VsRQWlPKOjqdGGm3nNvS0A+oNhWfbltQDgtVKUGW9iN1Fg7DMo2Fldoih4cvXKlYxnpUQ0+NM9B5a+rak811Gy6mHB4OTHB7q3IiKl7IGNadsCQ/fwSSNCFy0eaiGqXtLI4Wn1CK9M/t3ZUteY3ltvJUW0q7tm8eM9dk5jN91/NrqVEdXziFL7bUlY2NJf5CpWZNnmjS4dFE8zbqbcyCtTWXiNSDr7s6exobrajW8HdFtq9uj+DlMe08RbC6CfWADgnMLHcURk7ra+arEqNXGrr0RARBP3pmtK57Q2JaLByY9frPsdEXWcc65Sa9oljaTVI7wyeWkfEVHvrbdeWvPrrjZ2fbZontbriGJZ9sqaYURk4hCy81y66kVhSVbKwqFORGQfsKqiibJ8TyPD4PiXDwkAdIGPYgH0B+MaEJF4YZ0hw/wQESF/cbF+XtKVO3fuxHWyLn+ukhMR34RfsV71ksbR7hH+nynJ3jvn4tOw2KEvq1jzESUvSA6ae5AvdvkzZd+oN9pqLsSJrL2X7L4QJBU9OjbnhyfF5U3wJGvDnE/NnaXAp0cATQHBDkC/mLlPWultKcs/EZ1ePlvu7/lvuru73ygtI6KD/nYmDjOI6PISP4ZhpqfmVS8hoj1e1gzD5JVV+VMcbmsiNg/SPD23e+2w3l0crSUiMxvvLv2XbzuiqV25RzWV4uk3syL6dPGUikxcvbuNfPejxLQCzdITY90ZhiFif18zp6ubg5FA3NrNe2J0fIGyriyglD1aOT28Zyd3E5HExdPvvSXxT+QqHXs8M9WTYRi2LHfdR+Pc7CxEErteA0K/T3rMqkr+89mUgDc8zUQmbTt0XbT1tGaVIHOxtdee0uwLH4wLsbc0NbF1CRgyOnbfX5WH1BSbqdwX89Ggvl1bSUTWrd1Cwmf/cSNPxxY2uFtIXWOI6GRke4Zh1j0qqm3XnZ0zz8DIe6WPVR27V6P6EfVXzLQchdJ3yZ4e5kKtygaGVqvnDvDy8jp8LFNT2G3Z9JJnB2dfzdalOwB4iZa+ZAgATa+WD87K3fy+FxF1W52ifnp8jBsRHc0tZVn23u5ta1a8Q0SOQ/+9cePGpHxZ9RKWZXd7WhFRrkJVudnxNsYiaaD68eUN7xCRyKJ92PioqPFh7mZCIhq58Xr1HlmWlRdcHuAmISJ7n55jJ0SE9PQhIr6wzdY7eZXr/zG/t32fiVt2HDx2aM8Hw9yIyPfDP2rbA6W5J4OcTImoY8+QyKjwft6WRGTr/2/1kF/a4+kpHkS0KNghcMrn+xOO74xb7CDk8YT2s95yaRM4dfu+hIO7vu9rLWYY3trU8lUCpSIzp8U9pEL3Ye/Hbt6+8aslgY4mDMNM2PRXU22mquz5jBBnIjLv0P2diKih/bvxGYYnsFtz5okuLVz/aXPM0iAicns3euPGjSlFitr23pvmIhvfHyqX1OuImucoIaL9OSW1ta9NJXMQ8lzDjupaHwBqh2AHwEF1/xnOuRFORM6hCeqnWjGrMGMtEfkuuVTRWrWSlwU7lauYLzDpfKe4PDrI8pLN+AYi8wE19vjzUCciCl74c9mLpq789IkBw0javF+5vrTt5GJleY+qsjxfE4GhsXdte2BDHzsimh7/Yl6gSrF+lDMRhR9/pEuP6mDnOma7psGz83yIyLT1+BJleUlm8kQi8pl3Xv00UCoiIqfh6zR7RVGcOtzWiCdodbNY0SSbeWmpPxF1nrlZM4YHSXFSvoHIvH9emUqXFnSZY1f67BAR9fz2RuXCeh1RrYV8nsBWWWPVWnzlKhVbDq/PGgBQM3wUC6B3eEJbIip5VNJM7bPKovRSJU/o5CDkqUsEZt1Pn0w6sv+zGiqX5U0+9EBsMej36NG8F4Wdxn6x1s/6+f3vtz+tGOSQH5eIDcrnazE8s9HWYqXsYY0DKCtO+eBkptR10bqoN8qLGP6EDZ97eXnlHHike4/TVg3RPHYKdSSizp8vFr04a0rcBhNR6ZPSyl3HxkXxX8wp44tdY+OClPLMmYceNslmfrDqklDifzwmUjOG1r3f2z/LqzQ3ccU/zxuwo2qUl/otEfkF1eMLy1WOKFb2UFbGF7nU66+Lfx/bkpxf00uV9VkJAGrQZLOhAeB1oZRnEZHYTtxM7TM8k8/72n1y/FeH9j0nTIgYEty3RxcPz+49a6xcnL0zr0zl1GMWv+rNLoL/1Y4mZP0nNX+Mdfk4QzuYVa4gYGq9O0bhow0KlnUOr3IDDrH1mOvXxxBRUeYmHXtsL644QxoIDYjI1N20YjMZ7QlkQkmvt6yq7FVr/wlE+27FpxX7323kZioKLyTly4xbee7YEl9lY414RHTmQja5mtXdgo5ykjOJqIupQPdVqhxRjNCMb1CkyKpXp1JfKW2l4/kyZ5FRvVYEAC0IdgB6J/tUOhFZ92riL6WyVDHHf87hs0affhy7bU/MguSYBWRobNd/2Mj5y5cHuEi01lKW3iMi03ZmWuWSDhIiKrhfRP7lJVKerteAZM8eEJHEQ7uv+vZYQyCqMyPxRW21S4RtiKgoPa/xm6kouU1ERZnxkybFV19aklFxzU/3HVUjWbaMiMz59WhE64gKlop+yU67WKjoYmJYvbKi8PysT7YJzXqvXj5GUygwFxBRlgJX7AAaCx/FAuidQ7E3iShohGPTNvu40ndOecLWM7766c6TglvnEzbFRA/pLPlj+7oQ7y6XChVaa/GEjkRUmPZcq7wwrZCIxPYNuaxoKJESUfH94hqXNkePaoriv7RK5IWXiEhka9r4TnkCByKy67Gvxlk1Zz/ybvCwtQithESUW6Z6aU0NrSNqSkArIlqw916NlZ+c+Xz9+vU/JVTJfIo8BRHZGPJqXAUAdIdgB6BfnqdtmZuSIzTrs8RZ++pRfVX+2y/LSzyRL1M/Ls09uGzZsg177xPDb9e1/8RZi/acvHlyfqeyktRFKTlajYitwyR8g8ykFcWqKvcu2bX6BhGNbidtwMCMW0URUWr8jsqFZcXX2zg6+gTtao4e1eSFV2LvVoluV79eT0SuUS6N71Ro1ru9kWHurdiSqi1k/LF51apVF6sl5gaz7G5LRJcK5TrWr35E+X+zwIBhEqeNvV5QbVSqkkWTE4gocIV/5eLcq7lE1MdM+9NtAKgvBDsAPXL/9PaQrlPlKjZ8y/8KGvEDTkY2QiJadqR8Sj6rKor9n0jli98nZMvyFy5cOPf9uTmVkt+dO8+JyM1K++fIDPgWG4MdSvOODl/+q6Z2yo758y8/NXGIiLRtyIwroTRwfgfz3FvL5my/pin8MzrqwcOHDpGdm6NHjei3ZqcWl9+fL/N0/Kg11w0MLb4e4dQUnfI2vutWmvvnm0v3am4gWJp9+u1RUxcs+cFZVI95Nay8rvv/mblPJqKLCZl11NGo8Ygyto/aPcVbXnChm0uvLSfvayorSx6smtZnS/pzE/tRcX3sKrdz7niW2GKIqwhX7AAaC3PsADirKHPTqFEJ6seKwqyUy5fTswqJaOD8XXEj2jamZb8vp/K6L9z6dsdnEZFeFsqzR3acyvBZ2jZ/eR4Rkdh67JcD5318aIdL+3/e7u8nKH505vSpv+7l2PWbt8K1hktTYTt2r3Ppe2TRCOdfAwK6uGXfuvT7icsC0w7rE79pcPhccHTLoY5jYsZ1Tvx2kJ+Hfeb1hP0n71p1mrE33K2ZeiQigYmvTfq2jk4ngvp3Z57eTEi6WMIaTtxwzNfYsEk67bvm8OizfjuWhLbeGxDS1YNflHFo98EspdGXiYct+Dq1YSBoRUQpX3ww/77v4LnRfSQ1fENCZD4o2Fx07btLNKmD1iLdj6jh6859XRIwa+vZqD5OM23a+vp68/Izbl2//rhQIXHp93PSNs33domI2LI1DwvshszSbTcAQJ1e8e1VAOAVUN91rDKG4ZvbOPQdHrn5aKpW5Qbcx45l2Us7VgV0aicVG5patBowfvbVXNnpqWNHvPNv9VKl7NGm6Cm+nq4WJgKxmY1HJ//ZX/34RK6ssUeWZWW51z6bOq6XbwczkdjJw+/t8LnXcmW1jVBttYvUgC+tYyfIC24uiBzZxaOtWChx8+46YXH8U3nFvdXq7lF9H7sDlW6xm3VlGFX9fduSnANE1C4ySf00UCoybvVeQXrC1HcGe7W1Flu26f1m6PfHH1YeUuM3U6Us3LpwUkC3jhZGQmtH9/6h03+/9rQeLShLPg3zNxPzTcxttj0pqm3XHQ13Fxj7lFa6TWG9jiiN20e3TRkz0KW1rdiQb9Xazb//oA9X7yxUqrSqFWRsIKJpF7NqawcAdMewLH6fDwBeP6yqTC5XCEXNddMWXSgVcoWKLxIaEFGQufisaHz1ANRIjd/MBrRQ8nSXie3omVeefu1j2eB+dXd8ksfAX9rk5xxuzPQAAFDDHDsAeC0xBvyWTXVExDMUqFNd82n8ZjagBbH1qJW+VjtmHGhMvzpilYUz/3u358pYpDqAJoFgBwAA2qb+tqHwzORdT2q+ZUwTur0lLE0ydE9Uu+buCEBPINgBAIA2Y4dRhz71mzm6hpshNyGlPGP0rBMrjsRJeLheB9A0MMcOAAAAgCNwxQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADgCwQ4AAACAIxDsAAAAADji/wCV1PouH4Ny+wAAAABJRU5ErkJggg==" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(eigenvalues(dm), ylim = 0:1, pch = 20,\n", - " xlab = 'Diffusion component (DC)', ylab = 'Eigenvalue')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The later DCs often become noisy and less useful:" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false, - "hidden": true - }, - "outputs": [], - "source": [ - "oh <- options('repr.plot.height')\n", - "options(repr.plot.height = 3)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "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", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "par(mfrow = c(1, 2), mar = c(2,2,2,2), pch = 20)\n", - "\n", - "plot(dm, 3:4, col_by = 'num_cells', draw_legend = FALSE)\n", - "plot(dm, 19:20, col_by = 'num_cells', draw_legend = FALSE)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false, - "hidden": true - }, - "outputs": [], - "source": [ - "options(oh)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Other parameters\n", - "-------------\n", - "\n", - "If the automatic exclusion of categorical and integral features for data frames is not enough, you can also supply a vector of variable names or indices to use with the `vars` parameter. If you find that calculation time or used memory is too large, the parameter `k` allows you to decrease the quality/runtime+memory ratio by limiting the number of transitions calculated and stored. It is typically not needed if you have less than few thousand cells. The `n.eigs` parameter specifies the number of diffusion components returned.\n", - "\n", - "For more information, consult `help(DiffusionMap)`.\n", - "\n", - "Missing and uncertain values\n", - "=============\n", - "\n", - "**destiny** is particularly well suited for gene expression data due to its ability to cope with missing and uncertain data.\n", - "\n", - "Censored values\n", - "------------\n", - "\n", - "Platforms such as RT-qPCR cannot detect expression values below a certain threshold. To cope with this, **destiny** allows to censor specific values. In the case of Guo et al. (2010), only up to 28 qPCR cycles were counted. All transcripts that would need more than 28 cycles are grouped together under this value. This is illustrated by gene Aqp3:" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/pdf": "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", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hist(exprs(cleaned_ct)['Aqp3', ], breaks = 20,\n", - " xlab = 'Ct of Aqp3', main = 'Histogram of Aqp3 Ct',\n", - " col = palette()[[4]], border = 'white')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For our censoring noise model we need to identify the limit of detection (LoD). While most researchers use a global LoD of 28, reflecting the overall sensitivity of the qPCR machine, different strategies to quantitatively establish this gene-dependent LoD exist. For example, dilution series of bulk data can be used to establish an LoD such that a qPCR reaction will be detected with a specified probability if the Ct value is below the LoD. Here, we use such dilution series provided by Guo et al. and first determine a gene-wise LoD as the largest Ct value smaller than 28. We then follow the manual [Application Guidance: Single-Cell Data Analysis](https://www.bioke.com/Product%20Support/Manuals%20%26%20Downloads/?webshop_supplier=15&webshop_downloadtype=10&webshop_application=199&q=) of the popular Biomarks system and determine a global LoD as the median over the gene-wise LoDs. We use the dilution series from table S7 (`mmc6.xls`). If you have problems with the speed of `read.xlsx`, consider storing your data in tab separated value format and using `read.delim` or `read.ExpressionSet`." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "25" - ], - "text/latex": [ - "25" - ], - "text/markdown": [ - "25" - ], - "text/plain": [ - "[1] 25" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dilutions <- read.xlsx('mmc6.xls', 1L)\n", - "dilutions$Cell <- NULL # remove annotation column\n", - "\n", - "get_lod <- function(gene) gene[[max(which(gene != 28))]]\n", - "\n", - "lods <- apply(dilutions, 2, get_lod)\n", - "lod <- ceiling(median(lods))\n", - "lod" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This LoD of 25 and the maximum number of cycles the platform can perform (40), defines the uncertainty range that denotes the possible range of censored values in the censoring model. Using the mean of the normalization vector, we can adjust the uncertainty range and censoring value to be more similar to the other values in order to improve distance measures between data points:" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\t
$lod_norm
\n", - "\t\t
10
\n", - "\t
$max_cycles_norm
\n", - "\t\t
25
\n", - "
\n" - ], - "text/latex": [ - "\\begin{description}\n", - "\\item[\\$lod\\_norm] 10\n", - "\\item[\\$max\\_cycles\\_norm] 25\n", - "\\end{description}\n" - ], - "text/markdown": [ - "$lod_norm\n", - ": 10\n", - "$max_cycles_norm\n", - ": 25\n", - "\n", - "\n" - ], - "text/plain": [ - "$lod_norm\n", - "[1] 10\n", - "\n", - "$max_cycles_norm\n", - "[1] 25\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "lod_norm <- ceiling(median(lods) - mean(normalizations))\n", - "max_cycles_norm <- ceiling(40 - mean(normalizations))\n", - "\n", - "list(lod_norm = lod_norm, max_cycles_norm = max_cycles_norm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We then also need to set the normalized values that should be censored – namely all data points were no expression was detected after the LoD – to this special value, because the values at the cycle threshold were changed due to normalization." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "guo <- guo_norm\n", - "exprs(guo)[exprs(cleaned_ct) >= 28] <- lod_norm" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This version of the dataset is avaliable as `data(guo)` from the **destiny** package.\n", - "\n", - "Now we call the the `DiffusionMap` function using the censoring model:" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "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", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "thresh_dm <- DiffusionMap(guo,\n", - " censor_val = lod_norm,\n", - " censor_range = c(lod_norm,\n", - " max_cycles_norm),\n", - " verbose = FALSE)\n", - "\n", - "plot(thresh_dm, 1:2, col_by = 'num_cells', pch = 20,\n", - " legend_main = 'Cell stage')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compared to the diffusion map created without censoring model, this map looks more homogeneous since it contains more data points.\n", - "\n", - "Missing values\n", - "-----------\n", - "\n", - "Gene expression experiments may fail to produce some data points, conventionally denoted as “not available” (`NA`). By calling `DiffusionMap(..., missings = c(total.minimum, total.maximum))`, you can specify the parameters for the missing value model.\n", - "\n", - "As in the data from Guo et al. (2010) no missing values occurred, we illustrate the capacity of **destiny** to handle missing values by artificially treating ct values of 999 (i. e. data points were no expression was detected after 40 cycles) as missing. This is purely for illustrative purposes and in practice these values should be treated as censored as illustrated in the previous section." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# remove rows with divisionless cells\n", - "ct_w_missing <- ct[, ct$num_cells > 1L]\n", - "# and replace values larger than the baseline\n", - "exprs(ct_w_missing)[exprs(ct_w_missing) > 28] <- NA" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We then perform normalization on this version of the data:" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "housekeep <- colMeans(exprs(ct_w_missing)[housekeepers, ],\n", - " na.rm = TRUE)\n", - "\n", - "w_missing <- ct_w_missing\n", - "exprs(w_missing) <- exprs(w_missing) - housekeep\n", - "\n", - "exprs(w_missing)[is.na(exprs(ct_w_missing))] <- lod_norm" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, we create a diffusion map with both missing value model and the censoring model from before:" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "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", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dif_w_missing <- DiffusionMap(w_missing,\n", - " censor_val = lod_norm,\n", - " censor_range = c(lod_norm,\n", - " max_cycles_norm),\n", - " missing_range = c(1, 40),\n", - " verbose = FALSE)\n", - "\n", - "plot(dif_w_missing, 1:2, col_by = 'num_cells', pch = 20,\n", - " legend_main = 'Cell stage')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This result looks very similar to our previous diffusion map since only six additional data points have been added. However if your platform creates more missing values, including missing values will be more useful.\n", - "\n", - "Prediction\n", - "=====\n", - "\n", - "In order to project cells into an existing diffusion map, for example to compare two experiments measured by the same platform or to add new data to an existing map, we implemented `dm.predict`. It calculates the transition probabilities between datapoints in old and new data and projects cells into the diffusion map using the existing diffusion components.\n", - "\n", - "As an example we assume that we created a diffusion map from one experiment on 64 cell stage embryos:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ct64 <- guo[, guo$num_cells == 64]\n", - "\n", - "dm64 <- DiffusionMap(ct64)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us compare the expressions from the 32 cell state embryos to the existing map. We use `dm.predict` to create the diffusion components for the new cells using the existing diffusion components from the old data: " - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ct32 <- guo[, guo$num_cells == 32]\n", - "pred32 <- dm_predict(dm64, ct32)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "By providing the `more` and `col.more` parameters of the `plot` function, we show the first two DCs for both old and new data: " - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCj4+CnN0cmVhbQp4nK19Tc/tvG7d3L9iD9PB3bG+5WmaokCBDtq8s6KDQskNEMSD3A769ytykbJM75sClXFx8Z61jshHx48tkRRJ/dvmPvS/v/zz52//1/755/+97Z/9k/b4icF//vJPnz9v+9eVHIv79D/wn/offAwuFJL6d/72v//nrvj/9B/wX/r//2X7H/+z/9X++cfN7Z//+nEpfo94fFL+7s5/zovw/T+pw/0bkn9ADG9KbJ90fPdSL3EDdfzfLf07Qgrfo5SPi/mbQurTvZjwjfn4hHh8Qzl+YEg0ZbZOHd+8+0mFxSqyNmnXn0Wt4eOr+1Y8YiFK/ZYUO05fX9MTQ6ApsXUmdskyqbRYJBZnnPsTcPFz9P/4TDNWYv/WdPCPC/3XaSGGNyW2z5G/x5EvcQN1/PrzzT59Sv7GEOX5MhG+IRd+ersPD4jhTYntU45vuoRvQMeuzjR989FfStf1HXgVlOmva38WLrnvftQfGBJNma1TfYb89FWFxSqyOun8dV1fcV95usC5fn0JPJ/UZ2ggRrcLx2/c83ZpY2yUv7E8uFj5yw39czgnpv/yXe4ff+0Pyf3AkGjKYHmIfem6VFisIqvPN/R3rC+Rob+F/HyB+4+jlZN+7O6LhRjdLtwX2MrPV7QxNsrXn6/nT4f+6aT1nJjwTbmvnbHgvX1gSDRlZPk90qTCYhVZfb7l23es3LXFxM8XuE+QN6i+sbn6gBjdLuL4FkdvhUgzNLqXH2/Yuzb8ywtvboPov8UaP8GnvmL6H5gFmhJ4uJXe76HBYpF4YWvrf9kXdrePrY2I/r4Fh42rrwoWYnhTom8Ux9fleokbqONXn2+CERMT70PnxPTfcuiQlqH4hBjflMHz3en9HgosVpHVKRd+/Rx9NZG/uMFEXn5C6CuZf0KMb0JsbKglfgNE3uIhsTjjPpHMT6B8a6B34mLit2Rac7v9GcMPDImmDCZdaftTFRYPkfWFrdtOWNNDloUNTOhvKK9auT4QRjclNt4j+rZ2SVusEqvzTd+6y2vWTdVzYmi96tB9/R6eEOObMvIm96d/KbBYRVan7L4l4KHB9rkY2Dr0EGnwE6shIwwmTbbOpcLid2wf0rcneA/FB5k0mL4EJ5pk/0mp/MCQaMpg0qUekwqLVWTVeu/fVeoPwfeHUmG+K5Npu3K5y+UHwuimxOaC7/8kf0lbPCTWN2jyA3ylVV92aBDdiDkiGzHBxx+YBZoS3T86+nfmy6XBYpVYn3Hs30TYHb9252D8UfnFI7Oh9g3WYpVoynQ7fo/sY1xKLVaR1a2EbJYkW3/lrUSZ/u7SKtE3ry74A0OiKSP2Rf8VXCosVpEXTCK2z+PXd4PrnBjXzfAEk4cNY4sh0ZTZeLfw9ESHCotVZN2i945DKCWqSU8EWbiFjOHaf8POQhnelNg+vAQflz4DdfzqGsc2LG9NGUucEP3HHIX3LhgIFkOgKSMuU7gU3JEOX9/6QpVdgR3Si4GDH7qRUGr6gdWLF0b2kUnBHb3j9IfUXd2MvT/BZ1IisC1OAamaww/MAk0JcZlokxkaLBaJxRn7nX1KsrZi4ldCmf7F0LMJLolbZ7BINGXgkPK/aii1WEXW7c4DZmzZi5idB+zkHB3blGQgPzEEmjKwOksJQ4OBQ2B1wl5sFaxC58RgHQqh9iXN/cCQaMpgyuSqDBUWD5H1p0x+DjvnucpjBhMQPe07QMzpB4ZEU0YMohAnFRaryLrfJ4/tSEXcPnmulfe57lU4/wNDoCmzIfpGb69oMHAIrC/J9cAzk1djMH0R3gsHofwRfuCsrwYYPGV+FYYKi/M7r0aq3x1WbDezeM5C9InQM+oTYlPogSHQlJEpp3RpMFAF1neS3SE2lVKSnQRMn0itvE9EF39gSDRlZGn2blJhsYqse6rkNLCBtQfxVMH0Dy4UDmC6Wn9gSDRl5AMskwYDVWDd8NTNg1bec2LiNxWyGqNsJxZDoikjazO98KrC4iGyHqpnJ7Rb48kXCdWDcdhsKRZBJu8DQ6IpQyZ+N4GOOKmwWEVWPT94ZM5hAT0nZpejF9rD4g8MiaZMf9KuO9v+mFRYrCJrk/Z7/w1GckADfynnxTiJeVP8jyLuFotEU2Zjn3avflJqsYq8cJJTP5We4jjHqZ8CN5O3hfKAMrpdRCTHfxvaIuIAN91vhDCy2N9Jwy5Z7Hs+z+hfzJ7SD8wCTQmxlmueNFgsEuunOAVbmURplQgcle0/1YUfMGuQFgzWCg7KiryBQ+CFWFyFvnA4jcVVzJDiFBxrk1jiHUOiKSMeVCqTCotVZNWOq/geyMQKvI0Mhk5uMhthenJ2x5BoyuhJzjGpsFhFVicdvu5A1HfH6f9g+rtAp/3dHuaF9YEh0ZTBy+H2dKmweIisTrrwsRY+Dpj5ygT8bvt/d5n0HWfZFYSRL/CIkwqL8ysbCcUs1QWlA5tzYsTg7I6FF7P/jiHRlFEDdNJgoAqseyYhYAJ01nROjO8vQ0JsKjwhxjchJCIuhwyQt1gl1k25JKZhOYqYcknsT3Y4C+dJPCDGN2UkHJfDpMBiFVnd9jxvSn25Ijv4HET/0gMvDpWXJwNleFNi+1DAgswO1Wegjl9fmSOWWQpjnhfRP6fk2Hiv4qHcMQSaMnjAjk5cVYOBKrD6eCPHyCg5wkkuFmM9h+wvaP/GLOTR7cIcN94uacSR78qXp1r6m7WT4ZhkroPwmF3u7yZleDxwkumCIEOzYoJDg8XpjRkHySeYcscGo7liXnwIi6/cMWY0dyxNKix+J3cssM2CD/iAt6dE4NyrENMIt9wxCzQlMGWydy4NFovEelhrL1iljhHWAhP4LDLQ+xieMOvRJBix3yiCrAosHiKrU0Zmz5TWMhhNY4nfOoyhGV9pLcxMaS1DhcXvpLUEzcikMHXRQACYgENnXoXjDwyJpozYFeGYVFisIquT7nr47CCJ43Qxnn0lsoQr71gWJ3GHhJF9mg99VYXF6SUPqgxznc5dzonptmLy/JgoH+eJIdGUwaQpt/NSYbGKrG4llWOnOcHrG9hztJ02A/roLUxw4Aau5OBtl3SF639Tvr6V9I2p/6Xznj2N82IcJ2FSshWtEHcko5sy5Pwn9jMuhRaryFvrRTFrxSHR6yr+9R0XXScIYdXdLnFZhmflb0w0Rcn2qk4mCybwOS2faciacceQaMqIjRnrpMJiFVmd9I4ob+Hf83kRUSJ9SeLGFkOgKSPpQ3EouKMxfHW6iRNcsX3yeeRg+pZM549icl5/xsgGlHaV2GYwDVs3IZLT05QoNgSYwD+JfqL6GXcMiaaMHtlMGgxUgRdCKqIPeYUXE9gr54CJcz+wpgoKI6Z7rpMKi1/KLuwreHb4DuAcXUyQE5fAVRBPnMXfEUbiQHXSYGB+x0GiT5csbDkTPSfGIRJPXz9Z7Q8cNTIPBtkV/D0OFRbHVyLz9P1WPDRafs6LCLz+hIAd9Ikh0JQRk9jFS4OBKrB6/tE9IA7OVI4wnROT+tvbLRZf2D1/Ykg0ZXAA2R2jS4XFQ2Q91oYpFBStXETkIhWKliBOZnFBCYoQsgrXcmmwWCXW34vsJEehHPJigIlcn0K/d5zFWQyJpgzmHCmbSFVYPETWiyvIbSuJU4HOi+j2Iu9Z/utTfUAMb0psHyodiv4SN1DHr7vQemSLwqCLUffT8RH6E2ep9RFG/VE/qbA4v1IeRMkxuzjxcsorhBzq0tqajx94HPKCmQ95RYOBbx3xOk5y5lj/OLKpYlGws0DZHEf5gSHRlJGNxNVJhcUq8sJ5KeoonLzIQvThanz1b81CDG9KbFRL4fnNFXEDdfwLs83u44/MKWLnxPS9eZfT3P4CPzEkmjKUdHpwotilwmIVeaGQJXtOYqV8tnNiuuntsDwc9BMfGBJNGWTKwg8RFRYPkXU/lHOW3HVUKsyup6OBYw0P7K7jUma2ceR8KbX4nTNTlz0/hG4m8rJ7TkzC5CihmMJsDwyJpkyfdHFI81QVFg+R1Uk7PokhL7cWTFoYd8DS7bsBBSkfWCSaMnCl2Q8cSi1WkfV3mtaDunOI6hxEKd+AA4G0V4NkcLuIoAFD0RYQUrwrfyN4paXEPkUJXmmxsatYVIsUI98xJJoycijmJw0GqsD6gcIR2HyQyIoQGdWtlCR4+3MZQRXBHEHZLkUSUbnrfWOLDrIZaU6vMpLDS47mUX7gkdML5srpVQV39FIhb/8MOMxfqzghF5PY66B3j88OHriKUyFMn/Dh4G6rCouHyPqmd+yeaxKQS38xiXPnyZkIe/qBqyTGC7Nx1pMvZaiw+BJZt+p9RbgmIhQwmMi1VBTtybX+wJBoyohVzwc7osLiIbLuPHF1M3k2Tr2nKH4zpURQGgKqqyyGRFNG3KdyXCosHiLrkw4lid8eZNJgIjIJ+5Q49PrARTMLwWgK9aXBwCGwnsVyiKleJPamTOAINZ/Z5/IDQ6IpI/HN3U0qLFaRF4Iu8PWpdve8CLLAJATLP89iCDRlNnb2D3FZUnlCFXjB65NdDMbyxcA4Zp+upB9YLV9htEQkTiosfsdY5uxmOezyu5a1VDkOo0GcIB39DwyJpowc2pRJg4EqsB5JhuM58tQHI4npFJjK5QceiepgpkR1VWHxW6nqXV/BDGJMMuciMZeCAACXcj8wBJoyWqHshwYDh8ALZRdy3E215efEBF6Duagixx8YEk0ZiWGEOqmwWEVWJ+20qltSyJwWfdObR2Gr4sMPzOObElInQpukKDBQx6/vJGQDcGQ96E4CJuCQKxzwqh8YEk0ZCd8fx6TCYhVZX+XI5OavOWpsCwxZ8/yMNG/2BjG+KSO2vfOTAotVZN0h8RI2piTuc2JQo8eZuUf6gSHRlNHTdDepsFhF1lPIKLxHwRHx+ITw7OORNXM4i5J6fEpU9fhEuIrHd1P+hl8yfsdOY4fjJYioCNHk6TuGRFNGT/7dpMJiFVn1TXYcIDsnC9xgdjEy6eSLfqLFItGUQcSFFrRLqcXupQUuopWURDLPiYlcws02evY/MCSaMrLI5XCpsHiIrHc/IR8HwRYFiU9tyUOmqI6Fh2RXEKieF79NRQVPat/wnnhdr5PzxEQavhI2Covr5DvJzuGGr8Q7xx0OgRcyIKkrSX+vkPw/mP6yHjgJ5UQFA2V8U2bjClQEB1Wlxe6l/H83/AMt1nPDCeG6TTosEifkjkexHpi5WM8NJ+SOXyzWC7JOSWKhMgHfFxXjhfgDQ6Ipo+V6x6TCYhVZ3zrIdkxoT3BexI6OCbFwOMpCDG9KbNQcixtYqLiBOv6FtDGtOtekMa1KR2p21s5kN8zjmxLiMnGipigwUMav22wVq6k40oIjZ+eTOYZDdIsLGrcJITEWzjaEAgN1/OqReuV/Owcp0coCREQWHTU9wp5qsAg0ZVCfTrkUQ6WBKrBaUl/kt3vw4nNODBmFHSIH/QExvikDk4c7PakCi4fI6pT7bzTAeqVozzkxmeILwSMM9IAY35TBlCneMxRYPETWI5xk0FAvQu5wMojUfQaUa5N/ZCGGNyU2zrD3cYgbOMavztbRFkY/k/PcBPedlE9Y6EsJ3kIZ3S6i72ZxG8oiDkpmzW9kYxVvC9yKvxe4OV3bbngucOvMvcCt+PADv1PgxokRlRsfIj6veNdCfYoRG8Rj24X7ex3l9WVZxkb1GydgFBgpUdqvDMLB76Jvpe/4FkbppiLExmUe/LsXcQPjK91XyO6nYPPh2d05B1EPrrOlA0RyYgyU4U2J7XMk/ouhz0Adv374TC+Vr5XjzufEdIOX8xBify/dDwyJpgydmHeLlxM2RYXFQ2Tdq6Dcneq4xeQ5iFKlB17iw24DZXhTYqNyYj58VH0G6vj1JVea60ZprynEjpNM+sS8f8AgwTwhNmqxyymkV3feGwyvBf94Je+rKlWQnBPTf9BeufhEPaI7hkRTRlLxuJOMqLB4iKyvv2nUgwZZf9NcMZqkmv+BIdGU0QrSSYOBKrA+Za0GTVGnrPWi3NWMjHQJst4xJJoyWmt1TCosVpEX+oFIWZEYPIORGmh6WeXc446zmjxgJFF6D5MKi/MrJk/fE9gPpsRhzm5TgiLRfQ/j/CVfn1gEmjLSmpnWPlVpoAosTljjBwd63A6cqemBp3ADZy4ZeKBd7SCyR7qYigMb7a90Jjz6WpklcXcQgfN0ue/gkR4wSwquEBtth5SkO8QNzK+k7NJaST+euotktX5BRMke3Tlp4olZoClBsRNpl6EaLFaJ9WgPfbnUutxLc3FlshwTHZx39MSQaMr0OXsvmXqiwuIhsm62c5V+5F/ieRGOf42ct5qPHxgCTZkNWZrcrUs0GKgC6xNGZ4M0XmNlPF5cWkH3+AMnfZPBbHwajndXVVicXnuZuZiPGv9ETVYB40ZOAW92DwyJpszGWzbliV0qLFaRdaeD1sj+c9WlA0G/WHHiaIoGyvCmxEauhbjJrO6O9le8Ovq30ydNiTr0mZwTk8RLR0fNJ4ZEUwbZQHq3AqezGHyJLE66yvlVHk6zMkn85O73oEeswXk4zmA27nRE/6yh08B3vGfOTe1/JHu7qgtCBKXoO2waVCluoAzX5NfE5jwSdEWfge6ldN3EgTJtQntOjJPrJRzOBR8YEk0ZtL3Kh5tUWKwi64+YnkXFr/q8iCg9wiLF1AzC4Kb46Kql0pVEGVrNbzxdcnNLlELiQTiuG6YFi+q7LIxSEiwE+/qU9z/EDdTx67szBZpTmZJHmYhf6fjbv5M7KJo+KkT350f+KIkCW9VvNNztJip9sTJRxvRpHJpbWy2U0e0iOH9wG9qQTnjX/Ua9D5f8HUEzywezo4xWmp88cRiZ5U56Dh4ZmeRDhcXhpczynTOjakb2ycABTeXpc47pAfNXuuAJPuTxqvSB53tTvh60zhwoQEN4PrEfTEZ5j3cja+uODy33AYO4H9f3qAqLh8h6dg96HFT+7s+JSXyNCxksHB97YEg0ZRCVoK9/qLB4iKwfLScpnqOHck5M5MfCd2HITRV3DImmDA6NMmcuigqLh8h6J9iRGxykE+xIHhbjku/NeeAip3Ig5JzrmNKNLVaJ9eaZXFhC6qp2bQcTOZRGPzBIUuAdQ6IpIxl2KV0qLB4iNOmk0+rvlu+j6OaYvrQcmPRf/VuadPfG9QY1XAEyiMAZUHQyHCRh9I5ZoCkhZ8tULDo0WCwSazNGa8lu2/pxdDQYOSxyiU/in3icHoHZPj7IeZGqsNjPB0grjznCZuRmQ1zxOhhUwAQqt/PuB4ZEU2bqaDRUWKwii5MudcTMHF7owQSeXCiBE9yfGBJNGcmpovdnqLBYRRZfD0riqqiKix5OvzKZexPTykwtzJ4YEk0ZlN5FWTFYhcVDZHHS/QdyuiE1qOUnrQxdSsHXRu1shxuo45sy/TnvWMIvlRa7dxYOvi1ONmc0JBgMSgcoh1JD3XecxYUXRkLde51UWJwnr3/lOTsO5XoftFXwYHa0Bg6F4ypPHLRVMJj+ctClLEecVFgcpg6PC5PepW9yQnv2c2Iy10odiEo+IMY3ITZeiRNd7qXyFg+JxRl7TIQ2AESxlMiImnWzjaKZFmJ4U2Lj1NLihriBY/zqMofY7tTCZDDSsqQE6dhg8WhhUiR8PFqWDBUWzy1MFiZNlZIBh2G0YZ0Tg8YD/ZPjC7eeGBJNGRSn0En+pcJiFVlfmw94peg3Nwgqo4OBQL/mO4rSOW4Q9bpxjIUr7iS7K19f38K4qMNHL72N9TKQbv1xPLXK/VJ3DImmzJRmPlRYrCKLDzig+rbuUhemRH/7OOEn4CKaBxaBpkyfcvcRaVtWjXe0T0VhC9MtHufydIsEG/kXs8NmzFq4YzEkmjJoauOo485QYbGKrO4hSOuQfnvnICiOQrYPVZz018FAGd6U2PSi5aHPQB2/bi3zZtAth4oruwaT6OCN0sT5AMFCjG/KbJ/YLQdubC0KLL5EXjCGAvLVo5pCgVPgUcK4o9bWYoxvSkhG/J4vhQbK+Bc+uf6v5l7Uh35yROxodk4fFF0oZSCGNyU23gwppVzFDdTxqzuz4+RvCuVIDpMySRqTuMy1lA8sEk2ZjS+HpoV36DRwn/KYFhZiiq5h38RJv+BAjVxCTaPdyg1idJuYA/mCKn6g/OqmfHmqVFO7o7qz8KUOF5PQWjREOWm0GBJNGUSHqq+XCouHyOKk+z9+lyZgWYupdukCho7l8gt9YBZoSkgpMRd8iAaLVWLVjKhyq6GX6svBULuMAwfJffQTi0RTRq6hoOVgKLXYT9WXC5MmWzt2r+BaKAYjSwPlGMTjBx5rBRhKpZDVYaiw+J3lgo6BgqQfJFTHKyM1nmH38jYaLBJNGblerNRJqcUqsmoaBwnrJb5y7ZwYzylU5UBbyTvC6KbExh8Yvb1D2mKVWH0zdr7TkH7v2sJGGDr8jojTHyk8sUg0ZTb+zaNljSq1eJ8OGlYecuQkJXYV4H4ogYujyXfA3XwWVylDACHlSlR3oBosVolVNy+NuwVhbF4MApSBDvPkNbnjLJajMOLmUWLbUGFxfsfYpLY5Ac2L8siOBtP/K2UaKPOzGBJNmY3bF/GNn0OFxSqyuqMU+cVlPpI9Jybw4+HuEnIP5B1DoimjjR/rpMJiFVl90oWXULp+6JALE8C4o6CDOJ0pUd6jwSrRlOlf4R5wHaHqNFAFVk3PxBYArbCS3yQM9TVjsyI4roe3WCWaMpQBkBCMGUotVpHVSUcO7XnXFyKZtDCUc8A9rg620x9YJJoy/Tm7gDsTh1KLVWTdbKaP68oGUEKO/7tJ3H/BBo1cAMF89L9dspIKcNe9vjDLyTIVgfMqNwiPi0aqtuS3OMk1BCCkZwmdkw0NFqfrGoKVSEuWfuq4zfWcGI9WWw53uN8RRjcleL+mDumXtMUqsX5ktsuJr7S1HYxHH1u6D9rFHzhpX1sw8oypiG2osDhNHaVWHvIhVWpp3GCjjEdj6Ij+8hYmvcEGDKaMG2tUgcVpusFmZRs5ZAqZk9nOiQl8KRuqxNMPDAnt4a4l/VzQqyosVpHVlQK39FGVCuq4L8Yji8LjNtsnTlKXLczGdSrcAWaosDhNpdwrcbjIZ/bcWZKDyYOh3pLkBRW6AvgBZXwTYuMERHa4hkaLVWJ1xoU9Sh92bml8XgzVVtKFDhT2ozlaLBJNGToERsHr0GmgCqwuzCj25DcNWRiDQb4+Gbx6JHzHkGjK6CVHdVJhsYqsn1tzIZ30mT8nxuNOgXTINQQWJzFyhNEeWJMGA9M7VlE3DmrI7BPLAfBgAg58PUybJ856AAyG3KkDB75DhcX5pQNgJLGUzL06zosIuPo6yIVRBmJ4U2L7dN9VE3tY3EAdv2or88VUB3Kiz4EjnxqhG9vxgBjdBkGnjslrxqFTbLSvz9Vx12T6ZUv/x8Hs6PdI3eLSEwbt/sgEgi7c7HHIWxze2arp0m2cZzlcAiFERGorRQirr08sAk0ZhFx8uDTekQ5fXSIc9oSrgGwwWjBWEH174KuArEg0TgvGhgqL5wKylWBAkMK/zKnR58TgruuQEe15Ykg0ZbTXeJpUWKwia5Puuz8fk+8aQRwEAoZ9c6C2/g+osUAhtrgjWjjEDXwpdpgOZF9FvZb5YnANM1mUmjBxx3rHsjA43OPY81Bh8Xwt88p7keWwMHM855yYgBvNCh8bPSDGNyFkh6ZT4SFvsUosrm9HQXsPKobA+qZMqYgIHciFfWCRaMrQoW9ERGgotdi9EiFyQYKBckvVOTF8URVtwHyxuYUY35SRnt00RBVYPERWpxz4I6bFHgdnQlDXBzon85UbuBsow5sSuE8zXOruyL1zZBakk5ZcYSJ9tAL2CnRXNlhGt4mhrC0qDdFyyeJuitfXh8JOm5N2oufEUGMX7qoTnwijmxKbk0utLmmLVWL1HDJ+MxxyOiA/L8KjLeqBO6ufGAJNGRjCVP6mCu5Ih6/bPVm6eUqewmCcJGkWuU3S4qipCmAwYU5OGCosju9kK1CuUkVZbiiSW8EEmk/SaTg5cxbq8a0QXMXLBQ4qbuA7x70U4w+JfYLCGUKDyBx1pG2tvwgPiOFNic33N5kMYhU3cIxftdP20QMIftHFBDZgKVCmfcXuWJ0cYfTSqzqpsPglvyjgemJPodWD32Jl+rruKO2jL51ct2ixSDRlugFPIVb6IodSi1VkdWXb+eBWrzY/J2ZHC/aIq1yeGBJNGVg+uDZNVVisIqt7RoL3FXFL+DkxO5pl9B2Vb/14YEg0ZbYPet+FSYXFKrIaBnKjh6dcbexGk09KVMt5BAxvMOvFxlljmodcZKzyFufvC/nH5Mbscl8ZLpG6mCCdMrJuejeY5VYoENK0gsp3h7zFebpH6v9/xn73/BvjWgq+mftiPMK91HTC+x8YEk2Zjasp6C7uS4XFKrL6mBOiNPQRVbikygR0lKTuRXL51R1DoimjbbDCpMJiFVmddOac0CkNeTCSdpzRCOiJRxoymCkNeaiw+J00ZFyZfPCBG9r7XYwbpy70k544Srs+YTbevXFMoiosjlOHv8X1WZw2lMteTPiiUIGjbAZlqYAVRhz/ECZxi/NUNLuSIZKkCKxwids5MVQpzRXw5Dg8IMY3ZVDSyWeUqsDiIbL4jPmIAoUyiYPdQlDQjK52lVOPBxaBpgyCWLQqDJUGqsDqm9z30b7E+4I16ZwYrEoUYyX7zUKMb0LQqY3T7qEsbuAYv7pcaLegINbnxey89FNhnubHzjCIOQkCm3XlGJvKWxzeMUCPIgfN436Ywch9MFReJbeW3PG4HwbMdD+MqrD4dj/M2iEkbqvliwPPiXB8PEQnjLjo1WIWaEpIgnookwaLRWL1nKmIT5b4WPacGI8mQuo+PTAkmjJyZBMmDQaqwAsnvQ51J1Eukj7GiTl60sZRZX3HVW67FwbpZFT9OFRYPERWJ13HhlYLjqfrSFvgD4iMuBp/YEg0ZeQ5xzSpsFhF1gNv2nGJssTOi6FU2eLk+jj3xCLRlNm4uJ4a711KLVaRxSft4sjhJrvnnJiEhk1uv24+uGFINGXQKYDsj6HC4iGy+noE5M2T57DrxVJVbtJAB3eNSlicR0d3SVpnmzMfkwqL8zurHVWdaIlExS0KynjpTVA5+vfEkGjKSFUZhxFUhcUqsrrgeWkinvSq28F4XG3b91zO6X7gpFfdgtGcJz+psDhNV92unFIHPpEleysnnFIrEzlg7ZwkoD8wJJoyMOo4UUBVWDxEFgNefU1Av4LEDRTOiaGgZ4dRLtMxEOObMhICzX5SYLGKrJcpYwpFsy4GE5FlQX8jMcw7Lpp1AQZGx7gsMucnHiLrYQ2q1faUxoiircE4XObR/Tj6jT4xJJoyG5LGq59UWKwi6/4r5zOS16TuK4hdHGYnefMWs0BTAhYpvfKXBotFYnVfKXwk5yiqyd2oLiZwA6ruKncN8QfO0mVKGHo3yMOeNBiYp7ZUa5aStv2Lcq23MvjWyQ6Kof7AkGjK6G0FflJhsYqsFziQ/+7pEpuqbYnAJOl8Q4+n/sCQaMpQyq/j2oehwuIhsp7lGZ2Ed4qTLE8wgbc8vlRO0rfuGBJNGb1Kr04qLFaR9VTaKnn0BYb0YII0tfXjE7pjSDRl5JbFOGkwUAXWj3y4fLNESUy9GMcOa6CrSdwTRskyFWbjjD1yRy4FFsdXElMpVsLX3ndnlOzd82JqZWPZaTjRYpFoylBnMOkyPJRarCKrK0f86gWg6EytROQqJurfxOcnDwyBpoyU+dVjaDBwCKweSBQ+NuOzxgPtlJRJ/ArQxSBSW3mDGN+EkO7fVPWg8hYPidUZR3RCJ6cNd5ANJuHOMSpccE9Y9QYyJqQzGF+GIvIWD4nF6D6luhZ00MQZ/GDomjb38XTtRwkPKOObMmjRSU7fpdJi98oxPGUaU4/roz8ptBVVIsOroAg3Ra0eGAJNGVTp8D4HDQZeAuvtRTSLN+cq7UU0zzeT61kQ0XxiSDRl5NiHkguGCotVpE/6Q//r8/u7PzayUhjyH7yjq/kqmwWUjEQRlT/O7W///Kf9T33I548/b3/z9//R/Yc//mUTiT+Jgv6fI+/k1HNpTfeM+g/ton24p+H/6Q/5seQtBJ6ar+yikq+A/AIh/vXzD5v8cZTEKpYUNBry7z/6mPDIqPCHS7LY/v4TLZ6U0fuXf/r8+f/R0001hNHV9ZeK8W/6K6Pp5DPy4H/YYpa/61zl3MJYd25erMy/TqP8occ9OkoZ/tf/1d9hrPQv3lEOUCipXn4Vt99i8PJLpOvMDkpH+eMft7/JUX5X/237v01e0LYKZW5kc3RyZWFtCmVuZG9iago0IDAgb2JqCiAgIDkyMTYKZW5kb2JqCjIgMCBvYmoKPDwKICAgL0V4dEdTdGF0ZSA8PAogICAgICAvYTAgPDwgL0NBIDEgL2NhIDEgPj4KICAgPj4KICAgL0ZvbnQgPDwKICAgICAgL2YtMC0wIDUgMCBSCiAgID4+Cj4+CmVuZG9iago2IDAgb2JqCjw8IC9UeXBlIC9QYWdlCiAgIC9QYXJlbnQgMSAwIFIKICAgL01lZGlhQm94IFsgMCAwIDUwNCA0MzIgXQogICAvQ29udGVudHMgMyAwIFIKICAgL0dyb3VwIDw8CiAgICAgIC9UeXBlIC9Hcm91cAogICAgICAvUyAvVHJhbnNwYXJlbmN5CiAgICAgIC9JIHRydWUKICAgICAgL0NTIC9EZXZpY2VSR0IKICAgPj4KICAgL1Jlc291cmNlcyAyIDAgUgo+PgplbmRvYmoKNyAwIG9iago8PCAvTGVuZ3RoIDggMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCiAgIC9TdWJ0eXBlIC9UeXBlMUMKPj4Kc3RyZWFtCnicxVRrVJTXFd3bgeEpGHESZWDm00iqUWYACRZqBKKi4ogVUDRqwmuAEWRwZhAx9plHTYDYmlcTjSCJiYmSaNvYVqNi1BA0PmJ8gSEqiOITQ0zuRy+pGWy7mh/a1UV/dK/1nXvX+c7d99yzztmERz+Q1KVb50wud1inWB12Z3iqNb+0KMsBegCg+xun6qGGUA3tpxo06mCPnvVyc4jn1BCP5Z6hgOeQwF47YECvHXGP2yKxd1s3UAb5a27fAC06qWFglCkiInqCvaTcYcsvcClRERExo3ttrJJndyjuJJTeLBTrUpe12GmzFzuV7HLlEZOSnJVTaC9zFtqUrOJcJdk03aSk2MvcTpsywl6sZFsLsoryFHvebYpSp9XhVPId9tIS50iTkl5gcypldkeh4l4d1iJrltOaq5QW51odiqvAqkyelZauJNmLXYrFluO+1qqEhyuK02pVClyukjiz2VWab7I78s157hinuegfQU5z77nwpBkp6eGWqRMmpaRNMrmWum6/I9fqyrIVOU13KuoPfejuLU0/uGsET3eJvOANH/jCD/7ojwAEYgDuwUAEYRB0uBf3YTCGIBipSEM6ZmE2MjAHc/Eo5mE+FuAxPI5MZCEbOXgNq7EGr2MtqlGDdajFG3gT6/EW3sYGvIN3sRGbUIf38D42Ywv+gD/iT/gAW/FnnMQpNKEZp/EFWvAlzuAszqEVbTiPdlzARXTgEi7jCq7iGq6jEzfwFbrwNW7iG3wLARXd+BskevAd/o5b7O2xfu4G8KAntfSiN33oSz/6sz8DGEgDjVQ4lMN4P4czjA/wRxzBkXyQozia4TTRzAhGMopjGM2HGMOx/DFjGcefcBwf5njGM4GJfIQTOJGTmMTJnMKpTOY0WjidKZzBn3ImU5nGdC7gY3ycmcxiNnOYSyvzmM8C2riQhSziIhbTzhIupoNOuljKJSzjUpZzGZ/gcv6MP+cv+Ev+ir/mk3yKT/MZ/oYr+CyfYwUrWcXnuZK/5e+4ii/wRb7El/kKf89X+RpXc43f3dAdK9bqRmmloXTmNBmol2FmoRHJYkab6C+GCm3DHKmpNS72lTbhJR8SC0VS5yWRus54ByKzSp1YIj2EQU43yLrvFok6rbAIT2EQZUbTczppiR8phxtkgtooErRi+MkHZcodeH6I5mFqZrKXPNGT6mkSu+T4NjHea0yzTjq0wiH2ewb859N3x0yvIsmy5TJkmbdFRPaRpElUHxdLTw3saxL/ArwmToiMGhMTDYRh+D9H7z738HmTHoOGjk3KKFwmLwZ0VbSojS0836GGdGimhQZ0lbeo11q4vUMTGxpgqVnSPbeM4pU2jei8t3tubWhPlVeApaJV/eAU1dh2jfrCE76W5U2hqrE9qT2oRH1eZMf1OkR9k0ht4tbLYos76KVxvpaaZl9xuk2jrhHjdbZQV61aUy2G1VZXaw/7dvjd1tkgcW6QektnqInNueXvU+Hvd6iyqqpyZeXK6qoNF/z9/7JmtXtfWVVZtWqlf/++6o0ei1CMndiFeuzGR9iDvdiHj9GAT9CI/TiAT3EQh3AYR/AZjuJzHMNxnOirjtxRI3rndhZnM4NzOJePch7n/7/nmK9zLatZw3Ws5Rt8k+v5Ft/mBr7Dd7mRm1jH9/g+N3MLt3E7P+QO7uQu1nM3P+Ie7uU+fswGfsJG7ucBfsqDPMTDPMLPeJSf8xiP8wRP8hSb2MzT/IIt/JJneJbn2Mo2nmc7L/AiO3iJl3mFV3mN19nJG/yKXfyaN/kNv6Wgevd2150r2BGzwXBw/aa/Hg0WAXHHpF7eH/+wHLXC0Ka9WbV1W7u+aduChPiFRXKoMXG7V9CKqzsWjItKn20eNX9719PGMVoZ9XLTRBGmFw9cahXBxgA/UaITgyPPy6BJ6SUZVoNIrNxz5Ya+cWvu5FeNbVrhvSz+iIRexkZJo6yQi09KHxEj9FevCKMx8ild1IyUuNjpBy60NextPVufPtrQJ1m5rBXRxeYzMlovF0sPmSRt//6nPqsT/qY2GSzDxibKhGfcDxV+qz7c0ao/3ZAan7ZwniXfaM6QI8ZmTnlSRgxRi1p7fLQv7tu4uXVn5+7B1+t3Hm8N7rPW/XdYIsY3q5ll/B9pvgeXP8dWCmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iagogICAxNjA0CmVuZG9iago5IDAgb2JqCjw8IC9MZW5ndGggMTAgMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCj4+CnN0cmVhbQp4nF2QzW7DIAzH7zyFj+2hIh9Vd4kiTd0lh27Tsj0AAZMhLYAIOeTtZ6DqpB3AP2P/bWx+HV4GayLw9+DkiBG0sSrg6rYgESacjWV1A8rIePfyLRfhGSfxuK8Rl8Fqx7oO+AcF1xh2ODwrN+GRAQB/CwqDsTMcvq5jeRo3739wQRuhYn0PCjWVuwn/KhYEnsWnQVHcxP1Esr+Mz90jNNmvy5ekU7h6ITEIOyPrqqqHTuueoVX/Yk9FMWn5LQLrzmfKrCoyxG3hlritM5Mhbgo3iUtOm3MuhS+JSx0yqee9euqe1vQYS24h0ER5l3mUNISx+Fi3dz6p8vkFlMF8qAplbmRzdHJlYW0KZW5kb2JqCjEwIDAgb2JqCiAgIDI1NAplbmRvYmoKMTEgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yCiAgIC9Gb250TmFtZSAvTE9YVVlMK1RlWEd5cmVIZXJvcy1SZWd1bGFyCiAgIC9Gb250RmFtaWx5IChUZVhHeXJlSGVyb3MpCiAgIC9GbGFncyA0CiAgIC9Gb250QkJveCBbIC01MjkgLTI4NCAxMzUzIDExNDggXQogICAvSXRhbGljQW5nbGUgMAogICAvQXNjZW50IDExNDgKICAgL0Rlc2NlbnQgLTI4NAogICAvQ2FwSGVpZ2h0IDExNDgKICAgL1N0ZW1WIDgwCiAgIC9TdGVtSCA4MAogICAvRm9udEZpbGUzIDcgMCBSCj4+CmVuZG9iago1IDAgb2JqCjw8IC9UeXBlIC9Gb250CiAgIC9TdWJ0eXBlIC9UeXBlMQogICAvQmFzZUZvbnQgL0xPWFVZTCtUZVhHeXJlSGVyb3MtUmVndWxhcgogICAvRmlyc3RDaGFyIDMyCiAgIC9MYXN0Q2hhciA2OAogICAvRm9udERlc2NyaXB0b3IgMTEgMCBSCiAgIC9FbmNvZGluZyAvV2luQW5zaUVuY29kaW5nCiAgIC9XaWR0aHMgWyAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNTU2IDU1NiA1NTYgNTU2IDAgNTU2IDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDcyMiA3MjIgXQogICAgL1RvVW5pY29kZSA5IDAgUgo+PgplbmRvYmoKMSAwIG9iago8PCAvVHlwZSAvUGFnZXMKICAgL0tpZHMgWyA2IDAgUiBdCiAgIC9Db3VudCAxCj4+CmVuZG9iagoxMiAwIG9iago8PCAvQ3JlYXRvciAoY2Fpcm8gMS4xNC42IChodHRwOi8vY2Fpcm9ncmFwaGljcy5vcmcpKQogICAvUHJvZHVjZXIgKGNhaXJvIDEuMTQuNiAoaHR0cDovL2NhaXJvZ3JhcGhpY3Mub3JnKSkKPj4KZW5kb2JqCjEzIDAgb2JqCjw8IC9UeXBlIC9DYXRhbG9nCiAgIC9QYWdlcyAxIDAgUgo+PgplbmRvYmoKeHJlZgowIDE0CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAxMjMyMSAwMDAwMCBuIAowMDAwMDA5MzMxIDAwMDAwIG4gCjAwMDAwMDAwMTUgMDAwMDAgbiAKMDAwMDAwOTMwOCAwMDAwMCBuIAowMDAwMDEyMDE0IDAwMDAwIG4gCjAwMDAwMDk0NDAgMDAwMDAgbiAKMDAwMDAwOTY1NCAwMDAwMCBuIAowMDAwMDExMzU1IDAwMDAwIG4gCjAwMDAwMTEzNzggMDAwMDAgbiAKMDAwMDAxMTcxMCAwMDAwMCBuIAowMDAwMDExNzMzIDAwMDAwIG4gCjAwMDAwMTIzODYgMDAwMDAgbiAKMDAwMDAxMjUxNCAwMDAwMCBuIAp0cmFpbGVyCjw8IC9TaXplIDE0CiAgIC9Sb290IDEzIDAgUgogICAvSW5mbyAxMiAwIFIKPj4Kc3RhcnR4cmVmCjEyNTY3CiUlRU9GCg==", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "par(mar = c(2,2,1,5), pch = 20)\n", - "plot(dm64, 1:2, col = palette()[[6]],\n", - " new_dcs = pred32, col_new = palette()[[4]])\n", - "colorlegend(c(32L, 64L), palette()[c(4,6)])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Clearly, the 32 and 64 cell state embryos occupy similar regions in the map, while the cells from the 64 cell state are developed further.\n", - "\n", - "Troubleshooting\n", - "=======\n", - "\n", - "There are several properties of data that can yield subpar results. This section explains a few strategies of dealing with them:\n", - "\n", - "**`read.xlsx` is slow**: Using `read.xlsx2` and manually converting the text columns into numbers aftwerwards could be a solution, but using tab separated values (TSV) or comma separated values (CSV) is more portable and robust than Microsoft Excel.\n", - "\n", - "**Preprocessing**: if there is a strong dependency of the variance on the mean in your data (as for scRNA-Seq count data), use a variance stabilizing transformation such as the square root or a (regularized) logarithm before running **destiny**.\n", - "\n", - "**Outliers**: If a Diffusion Component strongly separates some outliers from the remaining cells such that there is a much greater distance between them than within the rest of the cells (i. e. almost two discrete values), consider removing those outliers and recalculating the map, or simply select different Diffusion Components. It may also a be a good idea to check whether the outliers are also present in a PCA plot to make sure they are not biologically relevant.\n", - "\n", - "**Large datasets**: If memory is not sufficient and no machine with more RAM is available, the `k` parameter could be decreased. In addition (particularly for >500,000 cells), you can also downsample the data (possibly in a density dependent fashion).\n", - "\n", - "**“Large-p-small-n” data**: E.g. for scRNA-Seq, it is may be necessary to first perform a Principal Component Analysis (PCA) on the data (e.g. using `prcomp` or `princomp`) and to calculate the Diffusion Components from the Principal Components (typically using the top 50 components yields good results)." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.3.1" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/inst/doc/Global-Sigma.ipynb b/inst/doc/Global-Sigma.ipynb deleted file mode 100644 index c579cea..0000000 --- a/inst/doc/Global-Sigma.ipynb +++ /dev/null @@ -1,134 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true, - "hidden": true - }, - "outputs": [], - "source": [ - "options(repr.plot.width = 7, repr.plot.height = 6)\n", - "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Gaussian kernel width `sigma`\n", - "=============================\n", - "\n", - "The other important parameter for `DiffusionMap` is the Gaussian kernel width `sigma` ($\\sigma$) that determines the transition probability between data points. The default call of **destiny** – `DiffusionMap(data)` aka `DiffusionMap(data, 'local')`) – uses a local `sigma` per cell, derived from a local density estimate around each cell.\n", - "\n", - "Using the 1.0 default, `sigma = 'global'`, estimates sigma using a heuristic. It is also possible to specify this parameter manually to tweak the result. The eigenvector plot explained above will show a continuous decline instead of sharp drops if either the dataset is too big or the `sigma` is chosen too small.\n", - "\n", - "The sigma estimation algorithm is explained in detail in Haghverdi et al. (2015). In brief, it works by finding a maximum in the slope of the log-log plot of local density versus `sigma`." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "library(destiny)\n", - "data(guo_norm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using find_sigmas\n", - "-----------------\n", - "\n", - "An efficient variant of that procedure is provided by `find_sigmas`. This function determines the optimal sigma for a subset of the given data and provides the default sigma for a `DiffusionMap` call. Due to a different starting point, the resulting sigma is different from above:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "10.8945955274194" - ], - "text/latex": [ - "10.8945955274194" - ], - "text/markdown": [ - "10.8945955274194" - ], - "text/plain": [ - "[1] 10.8946" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sigmas <- find_sigmas(guo_norm, verbose = FALSE)\n", - "optimal_sigma(sigmas)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The resulting diffusion map’s approximation depends on the chosen sigma. Note that the sigma estimation heuristic only finds local optima and even the global optimum of the heuristic might not be ideal for your data." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nUgogICAvSW5mbyAyNSAwIFIKPj4Kc3RhcnR4cmVmCjY2NzU0CiUlRU9GCg==", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nChMY2CGEEEIIhQkM7BBCCCGEwsT/A9rGbG5STxdnAAAAAElFTkSuQmCC" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "par(pch = 20, mfrow = c(2, 2), mar = c(3,2,2,2))\n", - "palette(cube_helix(6))\n", - "\n", - "for (sigma in list('local', 5, round(optimal_sigma(sigmas), 2), 100))\n", - " plot(DiffusionMap(guo_norm, sigma), 1:2,\n", - " main = substitute(sigma == s, list(s = sigma)),\n", - " col_by = 'num_cells', draw_legend = FALSE)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.3.1" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/inst/doc/bibliography.bib b/inst/doc/bibliography.bib deleted file mode 100644 index c4ab33c..0000000 --- a/inst/doc/bibliography.bib +++ /dev/null @@ -1,51 +0,0 @@ -@article{coifman_geometric_2005, - title = {Geometric diffusions as a tool for harmonic analysis and structure definition of data: {Diffusion} maps}, - url = {http://www.pnas.org/content/102/21/7426.long}, - journal = {PNAS}, - author = {Coifman, R. R. and Lafon, S. and Lee, A. B. and Maggioni, M. and Nadler, B. and Warner, F. and Zucker, S. W.}, - year = {2005}, - keywords = {diffusionmap}, - file = {Coifman et al_2005_Geometric diffusions as a tool for harmonic analysis and structure definition.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/JJ3J5GKE/Coifman et al_2005_Geometric diffusions as a tool for harmonic analysis and structure definition.pdf:application/pdf} -} - -@article{haghverdi_diffusion_2015, - title = {Diffusion maps for high-dimensional single-cell analysis of differentiation data}, - number = {in revision}, - journal = {Bioinformatics}, - author = {Haghverdi, Laleh and Buettner, Florian and Theis, Fabian J.}, - year = {2015}, - keywords = {diffusionmap}, - file = {Haghverdi et al_2014_Diffusion maps for high-dimensional single-cell analysis of differentiation data.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/WHMAVF8P/Haghverdi et al_2014_Diffusion maps for high-dimensional single-cell analysis of differentiation data.pdf:application/pdf;Haghverdi et al_2015_Diffusion maps for high-dimensional single-cell analysis of differentiation data.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/MP8B6VAE/Haghverdi et al_2015_Diffusion maps for high-dimensional single-cell analysis of differentiation data.pdf:application/pdf} -} - -@article{guo_resolution_2010, - title = {Resolution of cell fate decisions revealed by single-cell gene expression analysis from zygote to blastocyst}, - volume = {18}, - issn = {1878-1551}, - url = {http://www.sciencedirect.com/science/article/pii/S1534580710001103}, - doi = {10.1016/j.devcel.2010.02.012}, - abstract = {Three distinct cell types are present within the 64-cell stage mouse blastocyst. We have investigated cellular development up to this stage using single-cell expression analysis of more than 500 cells. The 48 genes analyzed were selected in part based on a whole-embryo analysis of more than 800 transcription factors. We show that in the morula, blastomeres coexpress transcription factors specific to different lineages, but by the 64-cell stage three cell types can be clearly distinguished according to their quantitative expression profiles. We identify Id2 and Sox2 as the earliest markers of outer and inner cells, respectively. This is followed by an inverse correlation in expression for the receptor-ligand pair Fgfr2/Fgf4 in the early inner cell mass. Position and signaling events appear to precede the maturation of the transcriptional program. These results illustrate the power of single-cell expression analysis to provide insight into developmental mechanisms. The technique should be widely applicable to other biological systems.}, - language = {eng}, - number = {4}, - journal = {Developmental Cell}, - author = {Guo, Guoji and Huss, Mikael and Tong, Guo Qing and Wang, Chaoyang and Li Sun, Li and Clarke, Neil D. and Robson, Paul}, - month = apr, - year = {2010}, - pmid = {20412781}, - keywords = {Animals, Blastocyst, Cell Cycle, Cell Differentiation, Cell Lineage, Developmental Biology, Female, Gene Expression Profiling, Gene Expression Regulation, Developmental, Male, Mice, Signal Transduction, Transcriptional Activation, Transcription, Genetic, Zygote}, - pages = {675--685}, - file = {Guo et al_2010_Resolution of cell fate decisions revealed by single-cell gene expression.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/P9ZJIHJQ/Guo et al_2010_Resolution of cell fate decisions revealed by single-cell gene expression.pdf:application/pdf} -} - -@article{haghverdi_diffusion_2016, - title = {Diffusion pseudotime robustly reconstructs lineage branching}, - issn = {1548-7091, 1548-7105}, - url = {http://www.nature.com/doifinder/10.1038/nmeth.3971}, - doi = {10.1038/nmeth.3971}, - journal = {Nature Methods}, - author = {Haghverdi, Laleh and Büttner, Maren and Wolf, F Alexander and Buettner, Florian and Theis, Fabian J}, - urldate = {2016-09-26}, - date = {2016-08-29}, - year = {2016}, - file = {Haghverdi et al. - 2016 - Diffusion pseudotime robustly reconstructs lineage.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/2FZK7BSS/Haghverdi et al. - 2016 - Diffusion pseudotime robustly reconstructs lineage.pdf:application/pdf} -} diff --git a/inst/doc/destiny-base.tplx b/inst/doc/destiny-base.tplx deleted file mode 100644 index c465adf..0000000 --- a/inst/doc/destiny-base.tplx +++ /dev/null @@ -1,114 +0,0 @@ -((*- extends 'article.tplx' -*)) - -((* block packages *)) - \usepackage[svgnames]{xcolor} - \usepackage[inline,shortlabels]{enumitem} - ((( super() ))) - \usepackage{authblk} - \usepackage{csquotes} - \usepackage{textcomp} - \usepackage{etoolbox} - \usepackage[authoryear,round]{natbib} - \usepackage{parskip} - \usepackage{upquote} - \AtBeginDocument{% - \def\PYZsq{\textquotesingle}% - } - - \usepackage[default]{sourcesanspro} - \usepackage{sourcecodepro} - - \newtoggle{txsf} - \IfFileExists{newtxsf.sty}{\toggletrue{txsf}}{\togglefalse{txsf}} - \iftoggle{txsf}{ %work around broken MikTeX installation on Bioconductor - \IfFileExists{zsfmi-reg.tfm}{}{\togglefalse{txsf}} - }{} - - \iftoggle{txsf}{ - \usepackage{newtxsf} - }{ - \IfFileExists{sfmath.sty}{\usepackage{sfmath}}{} - } -((* endblock packages *)) - -((* block definitions *)) - ((( super() ))) - - \setcounter{secnumdepth}{1} - \setcounter{tocdepth}{2} - - \renewenvironment{quote} - {\list{}{\rightmargin\leftmargin}\item“\ignorespaces} - {\unskip”\endlist} - - \makeatletter - % patch the patch by authblk so that the author block is flush left - \def\maketitle{{% - \renewenvironment{tabular}[2][] - {\begin{flushleft}} - {\end{flushleft}} - \AB@maketitle}} - \makeatother -((* endblock definitions *)) - -((* block commands *)) - ((( super() ))) - - \hypersetup{ - urlcolor=DarkOrange, - linkcolor=DarkOrange, - citecolor=DarkOrange, - } - - \setlist[enumerate,1]{label=\textcircled{\scriptsize\arabic*}, itemjoin=\quad} - \setlist[description,1]{style=standard} -((* endblock commands *)) - -((* block title *)) -\title{ - \fontsize{1.5cm}{1em}\fontseries{el}\selectfont - ((( resources.metadata.name | ascii_only | escape_latex ))) -} -((* endblock title *)) -((* block date *))\date{\today}((* endblock date *)) - -((* block abstract *)) - \tableofcontents -((* endblock abstract *)) - -((*- block any_cell -*)) -((*- if not cell.metadata.hidden -*)) -((( super() ))) -((*- endif -*)) -((*- endblock any_cell -*)) - -((* block input *)) -((*- if not cell.metadata.hide_input -*)) - ((( super() ))) -((*- endif -*)) -((* endblock input *)) - -((*- block execute_result -*)) -((*- if not cell.metadata.hide_output -*)) - ((*- for type in output.data | filter_data_type -*)) - \begin{minipage}[t]{1.8cm} - \vspace{0pt} - \texttt{\color{outcolor}Out[{\color{outcolor}((( cell.execution_count )))}]:} - \end{minipage} - \begin{minipage}[t]{\dimexpr\linewidth-2cm\relax} - \vspace{0pt} - ((*- block data_priority -*)) - ((( super() ))) - ((*- endblock -*)) - \end{minipage} - ((*- endfor -*)) - \\[1em] -((*- endif -*)) -((*- endblock execute_result -*)) - -((*- block figure -*)) - \begin{center} - \adjustimage{max size={0.6\linewidth}{0.9\paperheight}}{((( filename )))} - \end{center} - { \hspace*{\fill} \\} -((*- endblock figure -*)) diff --git a/inst/doc/destiny-bib.tplx b/inst/doc/destiny-bib.tplx deleted file mode 100644 index 2018118..0000000 --- a/inst/doc/destiny-bib.tplx +++ /dev/null @@ -1,11 +0,0 @@ -((*- extends 'destiny-base.tplx' -*)) - -((* block packages *)) - ((( super() ))) - \usepackage[authoryear,round]{natbib} -((* endblock packages *)) - -((* block bibliography *)) - \bibliographystyle{humannat} - \bibliography{bibliography} -((* endblock bibliography *)) diff --git a/inst/doc/destiny.tplx b/inst/doc/destiny.tplx deleted file mode 100644 index 8648d6b..0000000 --- a/inst/doc/destiny.tplx +++ /dev/null @@ -1,50 +0,0 @@ -((*- extends 'destiny-bib.tplx' -*)) - -((* block author *)) - \PrerenderUnicode{ü} - - \author[1]{Philipp Angerer} - \author[1]{Laleh Haghverdi} - \author[1]{Maren Büttner} - \author[1,2]{\authorcr Fabian J. Theis} - \author[1,$\ast$]{Carsten Marr} - \author[1,3,$\ast$]{Florian Buettner} - - \affil[1]{ - Helmholtz Zentrum München - German Research Center for Environmental Health,\authorcr - Institute of Computational Biology,\authorcr - Ingolstädter Landstr. 1, 85764 Neuherberg Germany} - \affil[2]{ - Technische Universität München, Center for Mathematics,\authorcr - Chair of Mathematical Modeling of Biological Systems,\authorcr - Boltzmannstraße 3, 85748 Garching, Germany - } - \affil[$\ast$]{Corresponding author} -((* endblock author *)) - -((* block abstract *)) -% \begin{center} -% \href{mailto:philipp.angerer@helmholtz-muenchen.de}{\nolinkurl{philipp.angerer@helmholtz-muenchen.de}}\\% -% \href{mailto:carsten.marr@helmholtz-muenchen.de}{\nolinkurl{carsten.marr@helmholtz-muenchen.de}}\\% -% \href{mailto:fbuettner.phys@gmail.com}{\nolinkurl{fbuettner.phys@gmail.com}}% -% \end{center} - \footnotetext[3]{\textbf{Current Address:} - The European Bioinformatics Institute (EMBL-EBI), - Wellcome Genome Campus, - CB10 1SD, Hinxton, Cambridge, UK} - -((* for cell in nb.cells -*)) -((*- if cell.metadata.get('name', '') == 'introduction' *)) - \section*{Introduction} - ((( cell.source | citation2latex | strip_files_prefix | markdown2latex ))) -((* endif -*)) -((*- endfor *)) - -((( super() ))) -((* endblock abstract *)) - -((*- block any_cell -*)) -((*- if cell.metadata.get('name', '') != 'introduction' -*)) -((( super() ))) -((*- endif -*)) -((*- endblock any_cell -*)) diff --git a/inst/doc/destiny_processors.py b/inst/doc/destiny_processors.py deleted file mode 100644 index aa73cf9..0000000 --- a/inst/doc/destiny_processors.py +++ /dev/null @@ -1,7 +0,0 @@ -from nbconvert.preprocessors.base import Preprocessor -from pygments.formatters import LatexFormatter - -class LatexTracPreprocessor(Preprocessor): - def preprocess(self, nb, resources): - resources['latex']['pygments_definitions'] = LatexFormatter(style='trac').get_style_defs() - return nb, resources diff --git a/vignettes/.install_extras b/vignettes/.install_extras new file mode 100644 index 0000000..7359552 --- /dev/null +++ b/vignettes/.install_extras @@ -0,0 +1,4 @@ +^.*\.ipynb$ +^.*\.tplx$ +^.*\.bib$ +^.*\.py$ diff --git a/vignettes/DPT.ipynb b/vignettes/DPT.ipynb deleted file mode 120000 index 0a7406c..0000000 --- a/vignettes/DPT.ipynb +++ /dev/null @@ -1 +0,0 @@ -../inst/doc/DPT.ipynb \ No newline at end of file diff --git a/vignettes/DPT.ipynb b/vignettes/DPT.ipynb new file mode 100644 index 0000000..f385100 --- /dev/null +++ b/vignettes/DPT.ipynb @@ -0,0 +1,251 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true, + "hidden": true + }, + "outputs": [], + "source": [ + "options(repr.plot.width = 7, repr.plot.height = 6)\n", + "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))\n", + "set.seed(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Diffusion Pseudo Time (DPT) is a pseudo time metric based on the transition probability of a diffusion process (Haghverdi et al., 2016).\n", + "\n", + "*destiny* supports `DPT` in addition to its primary function of creating `DiffusionMap`s from data." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "library(destiny) # load destiny…\n", + "data(guo) # …and sample data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`DPT` is in practice independent of Diffusion Maps:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "hide_input": true + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nCjEwNjA4CiUlRU9GCg==", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAADwCAIAAAC19NMJAAAABmJLR0QA/wD/AP+gvaeTAAAg\nAElEQVR4nO3deUBU5f7H8e8ZBgYYNkEUFEFEU1S6iuaSWi51TTPMpdSribm0e10qK/Vnmlou\nLZaWmZVKN+tmLpXaorkk3aRFTRQ0V3ApFVT2nfP7Y3TEAdkcmJnT+/XXOc885zlfnjH68Jwz\nZxRVVQUAAACOT2frAgAAAGAdBDsAAACNINgBAABoBMEOAABAIwh2AAAAGkGwAwAA0AiCHQAA\ngEYQ7AAAADSCYAcAAKARBDsAAACNINgBAABoBMEOAABAIwh2AAAAGkGwAwAA0AiCHQAAgEYQ\n7AAAADSCYAcAAKARBDsAAACNINgBAABoBMEOAABAIwh2AAAAGkGwAwAA0AiCHQAAgEYQ7ABo\nQezDzRVF2Xwx19aFAIAtEewA/O2kn5zu4+PTZ/UxWxcCAFZGsAPwt6MW56SlpWUWFNm6EACw\nMoIdAACARhDsADie3AtxTw3v/4+wAKN/aK+of727xfKian5awozRgzrceou3q8EvMOS2XkOX\nb/zD9NI7zXx9wl4XkdhRzRVFWXI2q8JDAMBRKKqq2roGAKiCy4dWdGz/6B9ZBSG33t6xpf+h\nuB3xSdm9W3t+s//iptScvr6ueZe2RwT3PpqlRv7zvn+E+GWdP/7txh1pxfo5P52e2sH/4Ccr\nvjv28eT/+77pyFlPd67XdeTY1u768g+x9U8MAJWmAoAjKfpXAw8RGbN4m2m/uChz4fDmpl9o\nm1JzVFWNHdNcRIb855D5mJS9C0Wk4R1fm3YvH5ssIl1XHjZ3qPAQAHAIXIoF4Egyz769+mym\nb6tp7z/Vw9Si6IyTP9wR7Ko39wmOmrlixYolQ5qZW3zCHxCRvJScGw1bjUMAwA7pK+4CAHYj\ndc8XInLrzNElG3UuAbPCfB4+mGLabRQ1dJSIiGSnnIqPj9/3W9yWzavKH7YahwCAHWLFDoAj\nyTmTIyJ1wr0t2kNbXmspzDo0Lbp3WAMfo3/w7b2HLl6zy9g8qvxhq3EIANghgh0AR2IMNYrI\n5UPpFu2Z569958TUzl1fjvmuxb2PffpNXFp22oG4bSsXv1T+sNU4BADsEJdiATgS31sfENmy\nf9ZKGTTL3KgWXpq998p12MLsAwvjU32aLNi0/Flzh8K8U+WMWY1DAMA+sWIHwJEYA8aOaOiR\nGv/SY8tirzSpBTHP9Y5Lz7uyq+gVRSnMOVJ49VFOxfnn33r0QRFR5bqvmlAL1KoeAgB2jmAH\nwLEoi7e+Xt/Fadlj3W5p331E9JCOrRo+/Mae4U+3NL2sd2uxqE+jzD+XN+s2+LnpL/573Ij2\njRov/OMfQQZ9+skZ0xe8IyI6l/oicmD+5KkzpsWm51fmEABwCAQ7AA7Gp8W4xD1fPjr0PtdL\nh//7382pxnaLNiUuuC/Y3OHJ9T++MWmw65kf33xt8Y74P7s+HZMc9+mq54aFeCQve2eViHg2\nGD91UEc5/d3iJe8fzy2szCEA4BD45gkAAACNYMUOAABAIwh2AAAAGkGwAwAA0AiCHQAAgEYQ\n7AAAADSCYAcAAKARBDsAAACNINgBAABoBMEOAABAIwh2AAAAGkGwAwAA0AiCHQAAgEYQ7AAA\nADSCYAdA+xITExMTE21dBQDUOIIdAO1LTk5OTk62dRUAUOMIdgAAABpBsAMAANAIgh0AAIBG\nEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwA\nAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0\ngmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0gmAH\nAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIva0LAIAalJGRkZ2dXVhYKCLn\nzp1zd3f39PS0dVEAUFMUVVVtXQMA1JR169aZUp2JXq8fOHCgDesBgBrFpVgAWhYUFFTOLgBo\nDMEOgJa1atVKURTTtqIorVq1sm09AFCjCHYAtMxoNAYGBpq2AwMDjUajbesBgBpFsAOgcY0a\nNbLYAACtItgB0Dg/Pz+LDQDQKoIdAI1zd3e32AAAreI5dgA0TqfTmT4/odPxpywAjSPYAdC+\nJk2a2LoEAKgNPKAYAABAI7gwAQAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQ\nCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ6AdWxsW19RlBO5RdXuYLfaeRo8\nG46v0REsJmdrnxBFUf6Xnl/mqxUeDuBvi2AHOLz0k9N9fHz6rD5m60KuY59VaQNzC+BG9LYu\nAMDNUotz0tLSMgtsvFrTff2PibmFQQanG1Vl0QEllT85zC2ASiLYAdp37mxO/QZuVTqkKDdP\nDAYnpQqHeDRu2uLmOli1HjU3v8jVpYJfcdWYmRpS/uTU6NwC0BIuxQKO7Z1mvj5hr4tI7Kjm\niqIsOZslItsHNNE5uYmon896OMjP/Y5pv5k656clzBg9qMOtt3i7GvwCQ27rNXT5xj/MQ/0w\nrJmiKIU5f0zqd5vR6Oasdw1q2nrsrA8yilRzn7h1i+/r2q6Rv5erd73W7XrMXbnV/NrmzoHm\n27zKrKpkB5OCjEPzJ0Tf0b6Vj5tH04iOg6Mn7ziWUaV6LLTzNPi3Wv/HhgVtGtdxMzgb6zXp\n0W/I4o0HzR1uNDPlV2KS/ef/JkQPbNM00Ogf0q33wLe3nCz5avlzW+EIpSenpGrMrUjxpkVP\n97nztgAvV/+gpncPn/xt4uWSY5bzVgJwYCoAR3Zg9Yevz+4lIk1Hzlq6dGl8VoGqqtvuD1V0\nrrtfvtvJJTBq8PBZq4+rqpp7cVszD2dF0bfrPWD0I2OH3N/TR69TdC5z486bhto5tKmIPH1b\nPWdj08GjnnzmqTEtfQwi0nbid6YOe5Y8ICKu/uEPDB89ZsSDzesYRGTgO/tNr27qFCAix3MK\nb1RVyQ6qquZn7r8zwF1EAiM6Dx018q7OrUVE7xq88sjlStZTWqSHi5tvHzcnxeATelf/ob27\ntnVzUhRFGbXsgKlDmTNTYSWRHi6ude7q6G0w+Da5+/6hvbu0cdMpiqIfvjDO1KHCua1wBIvJ\n2XJPsIj8mJZXvbktLsyY1KepiNRp0WlI9Oiouzq76BQnl/qvx/5VmbcSgOMi2AEO7/KxySLS\ndeVhc8u2+0MVRedXv0/cn9nmxtgxzUVkyH8OmVtS9i4UkYZ3fG3aNQUpg9ftu89dOSr3Umx9\nFydnY2tVVVW1KNRV7+LZzpwe8tJ+qaPXuda5y7RrkS1KV2XRYU3/xiLS7YVPCq92+C1msoh4\nhTxSuXrKEOnhIiJ1wqMTMvJNLWdjlzc0ODk5+1+LvKVmpsJKTMP6Row+nFlwZdhdyxsYnHRO\nxh2X8yoztxWOUPlgV5m53fdKFxGJnLgqt/hKh7M/rfTR6wzeXVMLiip8KwE4Li7FAtqkqsUd\n3lvaIeDaDWTBUTNXrFixZEgzc4tP+AMikpeSU/LA7stiOta7cpTBp8vYAGNR3mkRUYtzkvOK\nnJwDfJ2v/N5w8Wr/8y+/xG55tTrlFaWN25Rs8O66afYQ8w3/kQ+9NqOlb3rSe59cuFbSjeop\nx4yv3gz3cDZtB3YZ+/mk1kUFFyZ8mXTl1NfPTOUrmfPloluMV27aC+w6du2k1sVFWS+sPiaV\nnttyRrCuCfN+NXjdvuPVhwxX70oM7BS9fmzzvLTYeSfTrftWArArfHgC0KwHO/qX3G0UNXSU\niIhkp5yKj4/f91vcls2rSh/1r56BJXd99Vf+36/ojIvubTR+46YGQRFDR47o26Nrp9s7Nm0T\nWb3asi98drmwOKTLDM/rPxAx/JmWL42O/fhI2jB/t/LruREXj7YTw7xLttw6cbzMG3vkg+My\nNMzUUnJmKlmJwavz4409Sw978qMT8nh4Zea2/BHK/6GqpCDzt51pecaA8P+u+KBk+2UvJxH5\n+ddUpWmYFd9KAHaFYAdoVqPrH35RmHXoxScmfLol7vifaTpnz/C27dtFRsn2xRZH1b1xcnpy\nw36/1158O2bthwte+HCB6JzcI3sNmL7wzf63+lW1tqLcJBHxvMXbot0r3EtEMk9lVaaeMjm7\nt7RsMbYRkezTqeaWkjNTyUr0Nxg2/3K6VG5uyx/BigpzDotI1l8fjBv3QelXc87miFXfSgB2\nhUuxgGZZPBtkaueuL8d81+Lexz79Ji4tO+1A3LaVi1+q2oBO3sOmLIo9cOryqYSvVi8bF9X2\nwNbVgztE7s7Ir2ptTq7BIpJxxDLTZB7LFBH3Bu5VHdCsIDuxzBaD37XoVnJmKllJYRnDJoiI\nMbiuVG5uyx/BipxcGopIwG1flHn/Tdzk1mLVtxKAXSHYAX8LhdkHFsan+jRZsGn5vCG9O3jo\nFREpzDtV+RFyUzc8//zzr32eJCLeQeH9hj3y7rrY2JltC/OSZ8enVni4Bfe6D/jodX/Fzskq\nvu4hG5+9miAiQ0qtn1VefuaeJcevS2kJ774pIqGjmtxMJXnp/3sv+boHoBxc+qaItHgkrJJz\nW84IVf4hy+Xi3S3c3fnysaX51z+/5EjMnIkTJ8am51v3rQRgVwh2gEaoBeU+hkzRK4pSmHOk\n8Gqv4vzzbz36oIioUqmvrFBFnT9//ovjp53NM/cv3h2XIiKt699wge1GVSn6Ou/e0ygvbWe/\nWeuKrzb+/smUaftSPIPHRN94wMp4sf/ko9mFpu3zP8cMfHmfTu/92pDQm6xkav9njudcGfbc\n7pUDXtmnNzR6u29w5ef2hiNUy43fcd3Sh2/JvfhNr3+/b852Gce/6vPYrHdXxLUxOlfvrQTg\nELjHDnB4Opf6InJg/uSpyW36PvNiVy+X0n30bi0W9Wk0YfPyZt0uPti9Vc65Y7FfrjsbEhVk\nOHru5IzpC87PmfJE+Wdx8xuwdFDo42s/Dmuwr2/vDvWNxYk/fb3j4Pmge2bPbVLGAluFVQ38\nZEO3sC47XhrceOOdPdo3Szn82+ade128Wi3d/no1J0JERFw82tY7HhMRsqtnj45OqYe37/w1\nS3UevXhnR88ypqXylRi8W2fsX946ZGfP7h2UlMPbfvg1V/F6dvWOpq5OIpWa23JHqJoK57bb\n698O2x35yZJxDb5d2qPLba6ZJzdu2JIuXm/98JWHkyJVfCsBOJJafrwKAOsryp46qKO3q96j\nTr1V57JUVd12f6iIfH8pt2SvwrxTb0wa3KJxgMG1TkTHnuPnr8krVr+f8VDTesa6IR3Uq8+N\n25SaU/Ko15r46PQ+V85TkPLRvPHtWjer62lw86nXsm2X599cc6ngyqPSLB6lVroqyw6qmpd2\ncO6TI7pGhnu7uoe2bD9w5JT4y3nmVyusp7RIDxdjwJiME9seH9K3VWN/N7/grr0HLdtxytyh\nzJmpsJJID5eATpvO7v74X1G9mjXw9gwI63nfsE/3plR+biscoUrPsavM3BYXZa168dEeHW/1\ndTf4N2rWc9BT3x64drry30oAjktRVb5FBoBGtPM0HPZ4KPPP921dCADYBvfYAQAAaATBDgAA\nQCMIdgAAABrBPXYAAAAawYodAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AFwMKqqJiQkpKbW\n4NfVp6amJiQk8NkyAA6H74oF4EhUVd29e/epU6dExM/Pr4bOcu7cuQMHDqSlpXXq1ElRlBo6\nCwBYHcEOgMNQVTUuLu7UqVNBQUHh4eE1d6Lw8PCMjIykpCRVVTt16qTTcXEDgGPgtxUAx2BK\ndcnJyUFBQZ07d67RhTRFUTp06BASEnL69Ondu3cXFxfX3LkAwIoIdgAcQG2mOhOyHQBHRLAD\nYO9qP9WZkO0AOByCHQC7ZqtUZ0K2A+BYCHYA7JdtU50J2Q6AAyHYAbBT9pDqTMh2ABwFwQ6A\nPbKfVGdCtgPgEAh2AOyOvaU6E7IdAPtHsANgX+wz1ZmQ7QDYOYIdADtiz6nOhGwHwJ4R7ADY\nC/tPdSZkOwB2i2AHwC44SqozIdsBsE8EOwC251ipzoRsB8AOEewA2JgjpjoTsh0Ae0OwA2BL\njpvqTMh2AOwKwQ6AzTh6qjMh2wGwHwQ7ALahjVRnQrYDYCcIdgBsQEupzoRsB8AeEOwA1Dbt\npToTsh0AmyPYAahVWk11JmQ7ALZFsANQe7Sd6kzIdgBsiGAHoJb8HVKdCdkOgK0Q7ADUhr9P\nqjMh2wGwCYIdgBr3d0t1JmQ7ALWPYAegZv09U50J2Q5ALSPYAahBf+dUZ0K2A1CbCHYAagqp\nzoRsB6DWEOwA1AhSXUlkOwC1g2AHwPpIdaWR7QDUAoIdACsj1d0I2Q5ATSPYAbAmUl35yHYA\nahTBDoDVkOoqg2wHoOYQ7ABYB6mu8sh2AGoIwQ6AFZDqqopsB6AmEOwA3CxSXfWQ7QBYHcEO\nwE0h1d0Msh0A6yLYAag+Ut3NI9sBsCKCHYBqItVZC9kOgLUQ7ABUB6nOush2AKyCYAegykh1\nNYFsB+DmEewAVA2pruaQ7QDcJIIdgCog1dU0sh2Am0GwA1BZpLraQbYDUG0EOwCVQqqrTWQ7\nANVDsANQMVJd7SPbAagGgh2ACpDqbIVsB6CqCHYAykOqsy2yHYAqIdgBsFRUVJSamiqkOvtQ\nZrZLTU0tKiqydWkA7I6iqqqtawBgXxITE+Pj41u2bJmZmUmqsxOqqv78889JSUlBQUGenp6J\niYkRERHh4eG2rguAfdHbugAAdufMmTMikpCQICKkOjthWrcTkaSkJFPLmTNnCHYALHApFsB1\nMjIyLl68aN718vIi1dkJRVGMRqN59+LFixkZGTasB4AdItgBuM6hQ4dK7iYkJJjut4PNpaam\nmpZRzRITE21VDAD7RLADcE1qauqJEyfMu76+vhERET4+PjYsCWY+Pj4RERG+vr7mlpMnT6ak\npNiwJAD2hg9PALgiNzd38+bNhYWFIhIaGtqiRQtPT09bF4UyZGRkHDp0yBTB9Xp9nz593Nzc\nbF0UALtAsANwxZdffpmbm6vX67t3715yWQj26eLFizt27CgsLHR1dY2KirJ1OQDsApdiAVyR\nn5/v5ubWt29fUp1D8PX17du3r5ubW35+vq1rAWAvWLEDAADQCFbsAAAANIJgBwAAoBEEOwAA\nAI0g2AEAAGgEwQ6omqy/PlCup9O5+AUE9xw4ZtWOExadN7atryjKidwic8sfn85uG9bA4Or5\nwsm0G7XcjNJnvEkH3+xk+jFH7PqzzA7pJ+eZOjQZsN1aJwUAVI/e1gUADsnFeGufu0JN2wUZ\n537ft2/7+g+3r//ws+nrN82+/0ZHFeWd6jxyZobzLSMei+7iZSizxW5tffZr2T26dPu+2Str\nvRYAQNlYsQOqwxj46IarNn3/0+nU7KPbV7b1ctk8Z8C4L06au3Vf/2NiYmKQwcm0m3vp64sF\nxS2eiPlw0Sv9fF3LbLlJFme0FvdAtwt7nj2TX3ohsGjq2pN6twDrng4VqtLKce7FzUop7r4N\n2nbuMW3ZNwVXn3n1w7BmpbtZ2Hwxt7Z/VABVwYodYBVKWPfo7b/m+zd/9KPo6Lcv7XRRREQ8\nGjdtUbJXcb6I6D305bXcHMszVkVRbp4YDE5KGS+1eeWe/41aPyn2r896NizZnpH02o9pee1e\njvpt6nvVOqeam1/k6sIvomqq0sqxs3vzvneb/3UUnU8+9mvczn27d3y0ZsbJrbN0In7t7uqf\n08rc/6/t38Sl591y973h7tfeoPouVv6bAYCVqQCqIvPP90WkTtO3y3z19Yi6IjL12GXT7qZO\nASJyPKfQvG32xJFLpVtUVV3Xsq6IXCooLjns8HpGV5+e5t3da9/q1yUyqK6nwcu/VWT3OSu2\nmHuXPKNJfnrivH+P7NaupberMax1h0EjJ20/mm5+defQpiJSkH144r3tDTpF0RkahrUaM/P9\n9MIrQx5Y1FFE+v9+tJFBXy/yXYuf94exLRRF/33iXBEJvX+buT3v8sH/e3jgbRHNvAwuvgHB\n7XsOee+rw+ZXIz1c6rZcd3j9/H+EeIuIu39o93sffOurA5V6A6Cq6g3/HRabVo5FZOyGE+bW\nnNRNIuIVPN1ikHN71gW76kVk4r4LpU/xVZt6IjLtRJrViwdQc7gUC1hT3/HNRWTrhlOlX2o9\nZf6ieUNEpFG/qUuXLh1Wz710S2VOsfftBzsN+vfWP3I6935gRFSPwhM/TX/47sFL48vsXJAV\nf/ct7Z5/K+ZovnefoYNCPbPXxrxxd+vWq45e90GN5+/s9vaOy/eNfOLpJ0Z4px79YObYO5/Z\nWrKDTu/zxh2BKfunJOWVvBpbPG3NCa/QqR08XEp2zru0vXVQmzkrvyxu0Hpw9Mi7OzU9+sOa\nR/tHvPzzBXOfrL+Wtxn8/KE037v6D+3W3CfumzUToiIefu9gZWYAN2ZaOV7irCgfRUfnV/S9\nQvXaDlj/fISIfPPOH7VRHYBaYOtkCTiY8lfsUhNHiEjowCtrVxbrZ5lnFotI25l7ro1WqqWi\nFbuiUFe9i2c785h5ab/U0etc69xV5hnX9G8sIt1e+MS8gvdbzGQR8Qp5xLRrWrEzeN2++1y2\nqSX3Umx9FydnY2vTrmnFbsDBlAt7nxCRAd8km6tKT1ooIj0/OpJxaqGUWLGLHdNcRIb855C5\nZ8rehSLS8I6vTbuRHi4iUic8OiEj39RyNnZ5Q4OTk7N/fFZBmRMLC1VaOb7Rip2qqqe2/FNE\ngnp+W/olVuwAR8SKHWBNTob6IpJzNqeGxleLc5LzipycA3ydr/zH6+LV/udffond8moZnYvS\nxm1KNnh33TR7iPnGqMiHXpvR0jc96b1PLlwrsvuymI713EzbBp8uYwOMRXmnLUbzi5jXxFW/\na8oGc8vvcz9QFOcF94dY9AyOmrlixYolQ5qZW3zCHxCRvJTrpmXGV2+GezibtgO7jP18Uuui\nggsTvkyq3EygPOWsHFuIXXpEROpE1qnxmgDUCoIdYE1F+edFxC3QrYbGV3TGRfc2yrm4qUFQ\nxJjn5q39JvZMekHTNpHt2v2jdOfsC59dLiwO6DLD8/oPRAx/pqWIfHzk2tXYf/UMLNnBV1/G\nbwbFyfP1ng0uHpx6NLdQRESKp//3hHeTqe2uhjOzRlFDR40aVVevy045Fbd987JXXxzS506L\nPi4ebSeGeZdsuXXieBE58sHx8mcAleHfLVRELvx44cZdilNOH42ZPXr4+pOK4jRxQnit1Qag\nRhHsAGtK+fGEiPh38a+5Uzy5Yf/q+RPa+qV9uOCFwX26Bfv63NZ7xBf7U0v3LMpNEhHPW7wt\n2r3CvUQk81SWuaVuWUmutK7zBxYXZU7aekZEMk4t2pmWF/nSiNLdCrMOTYvuHdbAx+gffHvv\noYvX7DI2j7Lo4+ze0rLF2EZEsk+X8YOgqspcOU5PnlPiuSVO/o2aRc9YITr36Nd+GB3kYaNK\nAVgZTxkArOnbxYdFpNeARtYdNrOo2LytOHkPm7Jo2JRFaacTd+3atXFNzKovVg/usGvXhSOd\nPK/7EIOTa7CIZBxJtxztWKaIuDeo1Gc1SvJtObe5+9s/PbdW+k3eP/d9RXFeGGV5HVZEpnbu\nujA+te/Y514ePPDeXrd56BW18HLMu4tL9inITrQ4ytRi8LOMoaiGMleOr3/ciej0Hk1ahP/z\noSf/2dyntusDUGMIdoDVpB9f+cz+FIN3t5mhN5tO0oqKffRX7osrzE7YcjlPPEVEclM3zFy4\n27/9408PDvEOCu83LLzfsEfGzW7Xfsae2fGpm26/7oqqe90HfPSP/xU7J6u4l1F37WrsZ68m\niMiQUit5FVJ07q/f3bDfV9MTs5+a/t8T3mHTI0tdhy3MPrAwPtWnyYJNy5+91phnebNXfuae\nJcfTn2riZW5JePdNEQkd1aSqVaG0MleO3eo+sGHDbBtVBKCWcCkWsI7k/316d7vH8ovVESti\nXMp6xm8lufkbRGTu92eu7Kt5yx+Jyr66YqeKOn/+/BfHTzt77bEjxbvjUkSkdX3LFThFX+fd\nexrlpe3sN2udecXv90+mTNuX4hk8JrpU/8ro/MqDanHOuOXP7ric22728DJ6KHpFUQpzjhRe\nfdZGcf75tx59UERUue6LK17sP/lotul2PTn/c8zAl/fp9N6vDQmtRlWwUEMrxwDsHyt2QHVk\n/bV88OBtpu2CzPPxe/eeOJ8pIve88Pn7AxrfzMiRCx5x6jTzg/4RKdHRLesU/br98+/2pER6\nuCSIiIib34Clg0IfX/txWIN9fXt3qG8sTvzp6x0HzwfdM3tukzJW4AZ+sqFbWJcdLw1uvPHO\nHu2bpRz+bfPOvS5erZZuf7165dVpPivC+MaPE99SdM4L7wsu3UHv1mJRn0YTNi9v1u3ig91b\n5Zw7FvvlurMhUUGGo+dOzpi+4PycKU+IiItH23rHYyJCdvXs0dEp9fD2nb9mqc6jF+/seP3V\nZFSDFVeOATgcVuyA6sjP3Lf2qq++++myeN/Rf9SH3x/9+uVBNzlyvQ4zfv50wR2tAravXjr3\n1Xe2/J732Bs7pwdfu2T5yKe/fDRvfKsG+T9sXL3y86/PuzR7/s018V9N05e1TOjs0WbrkV/m\nPjkiRM5/EbM68YLTwJFTfkveM7zENdCq0bm+2jdYRLyb/F9bo+V1WJMn1//4xqTBrmd+fPO1\nxTvi/+z6dExy3KernhsW4pG87J1VVwuL/OXgtw/3apr0yzdbf/+rzV0D3t129P0nyvhsL6rE\nWivHAByUoqoVPZscgG0UnUs67lSvSV03rX07ZztPw2GPh0yP2EX1ZP31gUfgWBePNvf1DjO1\nWKwcl/wbI/fiZje/e72Cp6clVeEeu41t69+37/y0E2lzGlf3zwAAtY5LsXoqJQIAAADNSURB\nVIDdcqof0qziXvgby8/ct3btPtO2ouh9/Ovf0X/wqH9Pf7hnmG0LA2ArrNgBqG2s2AFADeEe\nOwAAAI1gxQ4AAEAjWLEDAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4A\nAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAj\nCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI34f9r+qekdfQY4AAAAAElF\nTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "old <- options(repr.plot.height = 2)\n", + "par(mar = rep(0, 4))\n", + "graph <- igraph::graph_from_literal(\n", + " data -+ 'transition probabilities' -+ DiffusionMap,\n", + " 'transition probabilities' -+ DPT)\n", + "plot(\n", + " graph, layout = igraph::layout_as_tree,\n", + " vertex.size = 50,\n", + " vertex.color = 'transparent',\n", + " vertex.frame.color = 'transparent',\n", + " vertex.label.color = 'black')\n", + "options(old)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hide_input": true + }, + "source": [ + "However in order not to overcomplicate things, in *destiny*, you have to create `DPT` objects from `DiffusionMap` objects. \n", + "(If you really only need the DPT, skip Diffusion Component creation by specifying `n_eigs = 0`)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "dm <- DiffusionMap(guo)\n", + "dpt <- DPT(dm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The resulting object of a call like this will have three automatically chosen tip cells. Plotting without parameters results in the DPT of the first root cell:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nZWYKMjE1MTgKJSVFT0YK", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(dpt, pch = 20) # “pch” for prettier points" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Other possibilities include the DPT from the other tips or everything supported by `plot.DiffusionMap`:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true, + "hidden": true + }, + "outputs": [], + "source": [ + "old <- options(repr.plot.height = 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAFoCAIAAADitkyTAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nlKr/5goPbgAAAABJRU5ErkJggg==" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "par(mfrow = c(1,2), pch = 20, mar = c(2,2,0,1))\n", + "plot(dpt, col_by = 'DPT3')\n", + "plot(dpt, col_by = 'Gata4', pal = viridis::magma)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true, + "hidden": true + }, + "outputs": [], + "source": [ + "options(old)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `DPT` object also contains a clustering based on the tip cells and DPT, and you can specify where to draw paths from and to:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nIFIKICAgL0luZm8gMTIgMCBSCj4+CnN0YXJ0eHJlZgoyNzgxMQolJUVPRgo=", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(dpt, root = 2, paths_to = c(1,3), col_by = 'branch', pch = 20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can further divide branches. First simply plot branch colors like we did above, then identify the number of the branch you intend to plot, and then specify it in a subsequent `plot` call. In order to see the new branches best, we specify a `dcs` argument that visually spreads out out all four branches." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nIFIKICAgL0luZm8gMTIgMCBSCj4+CnN0YXJ0eHJlZgoyNTIxOQolJUVPRgo=", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nAABJRU5ErkJggg==" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(dpt, col_by = 'branch', divide = 3, dcs = c(-1,3,-2), pch = 20)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.3.1" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/vignettes/Diffusion-Map-recap.ipynb b/vignettes/Diffusion-Map-recap.ipynb deleted file mode 120000 index b6c0a5d..0000000 --- a/vignettes/Diffusion-Map-recap.ipynb +++ /dev/null @@ -1 +0,0 @@ -../inst/doc/Diffusion-Map-recap.ipynb \ No newline at end of file diff --git a/vignettes/Diffusion-Map-recap.ipynb b/vignettes/Diffusion-Map-recap.ipynb new file mode 100644 index 0000000..dd5e901 --- /dev/null +++ b/vignettes/Diffusion-Map-recap.ipynb @@ -0,0 +1,140 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "hidden": true + }, + "outputs": [], + "source": [ + "options(repr.plot.width = 7, repr.plot.height = 6)\n", + "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Quickstart\n", + "=====\n", + "\n", + "A short version to achive the above is by using the preprocessed version of the dataset provided with this package. `data(guo)` is already preprocessed (using the method first mentioned), has its threshold set to a constant 15 and is ready to use. Since the platform’s maximum amplification cycles are 40, that number can be used as upper border of the uncertainty range." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "library(destiny)\n", + "data(guo)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It can be used directly for diffusion map creation:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DiffusionMap (20 Diffusion components and 428 samples)\n", + "eigenvalues: num [1:20] 0.955 0.847 0.784 0.764 0.687 ...\n", + "eigenvectors: num [1:428, 1:20] 0.119 0.117 0.104 0.111 0.116 ...\n", + " ..colnames: chr [1:20] \"DC1\" \"DC2\" \"DC3\" \"DC4\" ...\n", + "optimal_sigma: num [1:428] 7.41 7.56 9.09 6.62 6.29 ...\n", + "distance: chr \"euclidean\"" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dm_guo <- DiffusionMap(guo, verbose = FALSE,\n", + " censor.val = 15, censor.range = c(15, 40))\n", + "dm_guo" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nbmZvIDEyIDAgUgo+PgpzdGFydHhyZWYKMTY5NDkKJSVFT0YK", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(dm_guo, pch = 20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "using the annotation shows that the approximation worked" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nc3RhcnR4cmVmCjI0OTgxCiUlRU9GCg==", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "palette(cube_helix(6))\n", + "plot(dm_guo, col_by = 'num_cells', pch = 20,\n", + " legend_main = 'Cell stage')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.3.1" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/vignettes/Diffusion-Maps.ipynb b/vignettes/Diffusion-Maps.ipynb deleted file mode 120000 index b696651..0000000 --- a/vignettes/Diffusion-Maps.ipynb +++ /dev/null @@ -1 +0,0 @@ -../inst/doc/Diffusion-Maps.ipynb \ No newline at end of file diff --git a/vignettes/Diffusion-Maps.ipynb b/vignettes/Diffusion-Maps.ipynb new file mode 100644 index 0000000..16dd2e0 --- /dev/null +++ b/vignettes/Diffusion-Maps.ipynb @@ -0,0 +1,979 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "hidden": true + }, + "outputs": [], + "source": [ + "library(IRkernel)\n", + "library(IRdisplay)\n", + "library(repr)\n", + "library(base64enc)\n", + "\n", + "suppressPackageStartupMessages({\n", + " library(xlsx)\n", + " library(destiny)\n", + " library(Biobase)\n", + "})\n", + "\n", + "options(device = function(...) png('/dev/null', 7, 6, 'in', res = 120))\n", + "options(repr.plot.width = 7, repr.plot.height = 6)\n", + "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))\n", + "\n", + "setHook('on.rgl.close', function(...) {\n", + " name <- tempfile()\n", + " par3d(windowRect = c(0, 0, 1200, 1200))\n", + " Sys.sleep(1)\n", + " \n", + " rgl.snapshot( filename = paste0(name, '.png'))\n", + " #rgl.postscript(filename = paste0(name, '.pdf'), fmt='pdf') # doesn’t work with spheres\n", + " \n", + " res <- getOption('repr.plot.res')\n", + " \n", + " publish_mimebundle(list(\n", + " 'image/png' = base64encode(paste0(name, '.png'))\n", + " #, 'application/pdf' = base64encode(paste0(name, '.pdf'))\n", + " ), list(\n", + " width = res * getOption('repr.plot.width'),\n", + " height = res * getOption('repr.plot.height')\n", + " ))\n", + "}, 'replace')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "name": "introduction" + }, + "source": [ + "Diffusion maps are spectral method for non-linear dimension reduction introduced by Coifman et al. (2005). Diffusion maps are based on a distance metric (diffusion distance) which is conceptually relevant to how differentiating cells follow noisy diffusion-like dynamics, moving from a pluripotent state towards more differentiated states.\n", + "\n", + "The R package **destiny** implements the formulation of diffusion maps presented in Haghverdi et al. (2015) which is especially suited for analyzing single-cell gene expression data from time-course experiments. It implicitly arranges cells along their developmental path, with bifurcations where differentiation events occur.\n", + "\n", + "In particular we follow Haghverdi et al. (2015) and present an implementation of diffusion maps in R that is less affected by sampling density heterogeneities and thus capable of identifying both abundant and rare cell populations. In addition, **destiny** implements complex noise models reflecting zero-inflation/censoring due to drop-out events in single-cell qPCR data and allows for missing values. Finally, we further improve on the implementation from Haghverdi et al. (2015), and implement a nearest neighbour approximation capable of handling very large data sets of up to 300.000 cells.\n", + "\n", + "For those familiar with R, and data preprocessing, we recommend the section [Plotting](#Plotting).\n", + "\n", + "All code in this vignette is accessible via `edit(vignette('destiny'))`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Preprocessing of single qPCR data\n", + "================\n", + "\n", + "As an example, we present in the following the preprocessing of data from Guo et al. (2010). This dataset was produced by the Biomark RT-qPCR system and contains Ct values for 48 genes of 442 mouse embryonic stem cells at 7 different developmental time points, from the zygote to blastocyst.\n", + "\n", + "Starting at the totipotent 1-cell stage, cells transition smoothly in the transcriptional landscape towards either the trophoectoderm lineage or the inner cell mass. Subsequently, cells transition from the inner cell mass either towards the endoderm or epiblast lineage. This smooth transition from one developmental state to another, including two bifurcation events, is reflected in the expression profiles of the cells and can be visualized using **destiny**.\n", + "\n", + "Import\n", + "-----\n", + "\n", + "Downloading the table S4 from the [publication website](http://www.sciencedirect.com/science/article/pii/S1534580710001103) will give you a spreadsheet “mmc4.xls”, from which the data can be loaded:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
CellActbAhcyAqp3Atp12aBmp4Cdx2Creb312Cebpa
1C 1 14.0119.2823.8928 28 21.2820.8428.00
1C 2 13.6818.5628.0028 28 23.4320.9328.00
1C 3 13.4218.1926.1828 28 22.8719.6128.00
1C 4 13.6918.5928.0028 28 23.2820.7228.00
1C 5 13.4718.6024.2028 28 24.1921.7523.69
1C 6 12.8617.3725.5328 28 21.8721.2728.00
1C 7 12.9517.3723.9328 28 22.7421.1228.00
1C 8 12.7718.4023.6828 28 24.1419.8028.00
1C 9 13.2918.2628.0028 28 21.9121.1828.00
\n" + ], + "text/latex": [ + "\\begin{tabular}{r|lllllllll}\n", + " Cell & Actb & Ahcy & Aqp3 & Atp12a & Bmp4 & Cdx2 & Creb312 & Cebpa\\\\\n", + "\\hline\n", + "\t 1C 1 & 14.01 & 19.28 & 23.89 & 28 & 28 & 21.28 & 20.84 & 28.00\\\\\n", + "\t 1C 2 & 13.68 & 18.56 & 28.00 & 28 & 28 & 23.43 & 20.93 & 28.00\\\\\n", + "\t 1C 3 & 13.42 & 18.19 & 26.18 & 28 & 28 & 22.87 & 19.61 & 28.00\\\\\n", + "\t 1C 4 & 13.69 & 18.59 & 28.00 & 28 & 28 & 23.28 & 20.72 & 28.00\\\\\n", + "\t 1C 5 & 13.47 & 18.60 & 24.20 & 28 & 28 & 24.19 & 21.75 & 23.69\\\\\n", + "\t 1C 6 & 12.86 & 17.37 & 25.53 & 28 & 28 & 21.87 & 21.27 & 28.00\\\\\n", + "\t 1C 7 & 12.95 & 17.37 & 23.93 & 28 & 28 & 22.74 & 21.12 & 28.00\\\\\n", + "\t 1C 8 & 12.77 & 18.40 & 23.68 & 28 & 28 & 24.14 & 19.80 & 28.00\\\\\n", + "\t 1C 9 & 13.29 & 18.26 & 28.00 & 28 & 28 & 21.91 & 21.18 & 28.00\\\\\n", + "\\end{tabular}\n" + ], + "text/plain": [ + " Cell Actb Ahcy Aqp3 Atp12a Bmp4 Cdx2 Creb312 Cebpa\n", + "1 1C 1 14.01 19.28 23.89 28 28 21.28 20.84 28.00\n", + "2 1C 2 13.68 18.56 28.00 28 28 23.43 20.93 28.00\n", + "3 1C 3 13.42 18.19 26.18 28 28 22.87 19.61 28.00\n", + "4 1C 4 13.69 18.59 28.00 28 28 23.28 20.72 28.00\n", + "5 1C 5 13.47 18.60 24.20 28 28 24.19 21.75 23.69\n", + "6 1C 6 12.86 17.37 25.53 28 28 21.87 21.27 28.00\n", + "7 1C 7 12.95 17.37 23.93 28 28 22.74 21.12 28.00\n", + "8 1C 8 12.77 18.40 23.68 28 28 24.14 19.80 28.00\n", + "9 1C 9 13.29 18.26 28.00 28 28 21.91 21.18 28.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "library(xlsx)\n", + "raw_ct <- read.xlsx('mmc4.xls', sheetName = 'Sheet1')\n", + "\n", + "raw_ct[1:9, 1:9] #preview of a few rows and columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The value 28 is the assumed background expression of 28 cycle times.\n", + "\n", + "In order to easily clean and normalize the data without mangling the annotations, we convert the `data.frame` into a Bioconductor `ExpressionSet` using the `as.ExpressionSet` function from the **destiny** package, and assign it to the name `ct`:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "ExpressionSet (storageMode: lockedEnvironment)\n", + "assayData: 48 features, 442 samples \n", + " element names: exprs \n", + "protocolData: none\n", + "phenoData\n", + " sampleNames: 1 2 ... 442 (442 total)\n", + " varLabels: Cell\n", + " varMetadata: labelDescription\n", + "featureData: none\n", + "experimentData: use 'experimentData(object)'\n", + "Annotation: " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "library(destiny)\n", + "library(Biobase)\n", + "\n", + "ct <- as.ExpressionSet(raw_ct)\n", + "ct" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The advantage of `ExpressionSet` over `data.frame` is that tasks like normalizing the expressions are both faster and do not accidentally destroy annotations by applying “normalization” to columns that are not expressions. The approach of handling a separate expression `matrix` and annotation `data.frame` requires you to be careful when adding or removing samples on both variables, while `ExpressionSet` does it internally for you.\n", + "\n", + "The object internally stores an expression matrix of features × samples, retrievable using `exprs(ct)`, and an annotation `data.frame` of samples × annotations as `phenoData(ct)`. Annotations can be accessed directly via `ct$column` and `ct[['column']]`. Note that the expression matrix is transposed compared to the usual samples × features `data.frame`.\n", + "\n", + "Data cleaning\n", + "----------\n", + "\n", + "We remove all cells that have a value bigger than the background expression, indicating data points not available (`NA`). Also we remove cells from the 1 cell stage embryos, since they were treated systematically different (Guo et al., 2010).\n", + "\n", + "For this, we add an annotation column containing the embryonic cell stage for each sample by extracting the number of cells from the “Cell” annotation column:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "num_cells <- gsub('^(\\\\d+)C.*$', '\\\\1', ct$Cell)\n", + "ct$num_cells <- as.integer(num_cells)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then use the new annotation column to create two filters:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# cells from 2+ cell embryos\n", + "have_duplications <- ct$num_cells > 1\n", + "# cells with values ≤ 28\n", + "normal_vals <- apply(exprs(ct), 2, function(smp) all(smp <= 28))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use the combination of both filters to exclude both non-divided cells and such containing Ct values higher than the baseline, and store the result as `cleaned.ct`:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "cleaned_ct <- ct[, have_duplications & normal_vals]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Normalization\n", + "----------\n", + "\n", + "Finally we follow Guo et al. (2010) and normalize each cell using the endogenous controls Actb and Gapdh by subtracting their average expression for each cell. Note that it is not clear how to normalise sc-qPCR data as the expression of housekeeping genes is also stochastic. Consequently, if such housekeeping normalisation is performed, it is crucial to take the mean of several genes." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "housekeepers <- c('Actb', 'Gapdh') # houskeeper gene names\n", + "\n", + "normalizations <- colMeans(exprs(cleaned_ct)[housekeepers, ])\n", + "\n", + "guo_norm <- cleaned_ct\n", + "exprs(guo_norm) <- exprs(guo_norm) - normalizations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The resulting `ExpressionSet` contains the normalized Ct values of all cells retained after cleaning.\n", + "\n", + "Plotting\n", + "====\n", + "\n", + "The data necessary to create a diffusion map with our package is a a cell×gene `matrix` or `data.frame`, or alternatively an `ExpressionSet` (which has a gene×cell `exprs` matrix). In order to create a `DiffusionMap` object, you just need to supply one of those formats as first parameter to the `DiffusionMap` function. In the case of a `data.frame`, each floating point column is interpreted as expression levels, and columns of different type (e.g. `factor`, `character` or `integer`) are assumed to be annotations and ignored. Note that single-cell RNA-seq count data should be transformed using a variance-stabilizing transformation (e.g. log or rlog); the Ct scale for qPCR data is logarithmic already (an increase in 1 Ct corresponds to a doubling of transcripts).\n", + "\n", + "In order to create a diffusion map to plot, you have to call `DiffusionMap`, optionally with parameters. If the number of cells is small enough (< ~1000), you do not need to specify approximations like `k` (for k nearest neighbors).\n", + "\n", + "If you started reading here, execute `data(guo.norm)` to load the dataset that was created in the previous section." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "library(destiny)\n", + "#data(guo_norm)\n", + "dm <- DiffusionMap(guo_norm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Simply calling `plot` on the resulting object `dif` will visualize the diffusion components:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCj4+CnN0cmVhbQp4nI19y87sPJLcvp6ilvaia8SbRG59gQEDXtjdO8MLg3YPMPBZeLzw65uZEZkspQrwoNH4v4ijSJYkXpLJFPm/X+kt//vnf3z/w38/3v/4f17H+3i3o75rye9//p/vv7+Oz1XbMfr7+cd/+Q9L+n+Xif+4/v9Pr//639Y/He//8UrH+z+9r/op65peP6209593GumTrvOd2vjU3t//6/3XV0rnp5avi3Ipn5za/aLWP/W6vi662ie3ersoH8enpXNfVNL1yaPcL6r501r7umj9Y1k3ertI/nXUfVE90qdc6XZRyefnLOXrolo+9X5NfABBI5eM63OtGxnj03KRS+r4jCUnoXef12M7xjulqje4LrrKp9TqjF5V66ee67nlpTy6XDVWaWM4o1ed16evu5WLh5iqeb2w9UCM0YvCe/p5b1JLDnn//4KbxLWrhv2bv627+TSF+kfq/XOkdub2Lv3Trz6O8/23P69/+Ptfjr+sa95/+/vrX/27f5v+9d/+6fXv/7YL/Zc8/e9SWdxfWHod5TNy6pfc+CkPPPf0o9wcy403S5z7MpL+f6WW9UjXm8s5n+3XXZZYWk7HRyvwsr6q/59N5M+V0jsf63fk6weGYBrzeqczfVbldwsBumDV/rT+KYPrvWipxuTPmS41KpUoQlw/SaDMVPvWR+wKlFqS1Ln+aVdlqWDWM17VX6yO1H9gKKYxUnD+9LotBOgCKfbQ55DO43Ou+oNHrMz6cWXVj3wUEUfI6ycJKXMVvirvthixKXCz5wGunBdvVplVTFr/zcfq4I7yxFRMY1DwWa5t4oFNIn1k/6w2trjxObS/2UxdHdF6N0deNTr9wFBMY16oy31sExG7BM95tfLFFe2l8JyVWS02DbzOVegTUzGNkTtenWbZFiI0Ae5XquaqePUcvF2tq5c+TrmXqnUoYAqmMVJoW6V0txChCaTQsYZHqXbrOSS9V2dWJ1uH1plS+w8MxTRGHnL+SAdjFgJ0Ae410Yj0ZrjZxGKOVfHzGsakx4sQ108SKLO1tPURuwKl1ipWVluunaWCWaoLNeio5QeGYhojBa8OIpVtImKXWMGrYq6++DyrFyzMgU7ZCnpgKL4LXsPQKF8WAjQBn7JUy2toZedTVqZpddenKPXwgaGYxkixZT3YsU1E7BIUXGQEWRUvX9Z0waTPsfw1MTtK/4GhmMa8tGm2Mr5MRGwSVOechjazfJ6szmDQYrT+f/2J66YT6y2u0fK1dSDe0bLdZgNzXLxJ1KVRk1pM2qdFjOunMahL9Spm4I78cinwUocLlRwvlIxU84EX2MYD8vpJQkpctTP3rX9gU+A2pZOWX3Jku1EwWauL3Egu9QeGYhqDW82sr2oiYpfgdq/r0rsZ68nhdsFw3FBnt/3AUExjMAKsu9omInYJCq4NzV7GQxQMJqnzIWaPln5gKKYxUvChLq2biNglMvQ0/TetdQc8CzJSDQp6U3WwI6ZiGvPSRi0/zW0GaAK53xOzDxkoGvonY1ZdFB9i+fh9tB8YimkM7le9AFoI0AUoVq+QKQwLpaKIYj2nkp5Qr55fxBrVmjZZyhW/79ZtYEdvvupYPzmwW3/fs45k4vc8IK6fxqAal5a3gYhdYq226ouWvt1aLdpLKmym/fyBoZjG4OlK/+4mInYJCpZmqG7dUViwMsshG1p7jk8v5xNTMY1ZTzdV9Rq20YhNgheLOibeVeOrBSM+vlpNR3tCXD+NwbBz8G2qgYhdwmJlSrFmOGteaMUqs5ppZkG5/cBQTGNWweNYzfPaJiJ2CYYdGSR0aMKEwJm2JgBwxeXNPvHwCYEy6KhkBmAWAnSBFLveWsJoLh7Wn/dmkgYhpFHKpPuJoZjGvNTzOFLeJiJ2CR70oc9Axv7OBw2maC8qZs88fmAopjHyoJfXqnWSJiJ2icz28XcebXl3SeM0xqx6Kj3/EH/l/IGhmMasGr1+QV2znm0iYpOwKcnMqDeb3jqTOJ9dBUqc44Gbz2+VQdXSCa2ZiNgluONr+a+5L/dPQyXOXJd69fK8yjWemIppzEun/uIqbaMRmwSVS7vX5VBenH4Zg5Ygb1Dr8ANDMY2hz9r7l4mITYLKdYoDvX51o7tBZqlyQy+VZUYRMRXTGHnU5+dS98KMRmwSDL7qQoszjH7aGekEszbCo4wfGIppzEvd4SKOppuI2CTyjtdgIW6TVMAT0UdjVhWUYXZIL/+Eg7NHEK93WZ2Ivk/IA9zXS5lrdBxZ20m7tEgSq06UI6lJCSw+MATTCGlHVQeNbTJiKlCb5e7zenPSOFCbwVSdcckLkQH0iaGYxki5RWdcbiJil7DjkJF19Ue1WL8hxHov0iFKpyCdToC4fBohTej6nPoKzGDEVLB77tWHLHbPOmgz6iCdr4zzEVMxjZEWdC0vqG4TD2wS+lUSXl3VtI5sntWJSWnOF3wnjT8ETMU05qVDNHx6MxqxSVCpzoZqe1SrVWAOeNnS1bX6A0MxjUH3XFL+MhGxSdCCJBaSu8wF2YBAYH4p70/jCA+sgmmEvGBML7eFiKmQ51y3T8Keqm6vpHXUCvXOA6ZiGoMXjImQGY24fE2MVk1fvVfOa3QdGPjJpLE60gv9XD2fmIppzLrhvHrRM28TD2wS1KwuE0odKGyioAxHH6k39UxPTMU05qUeVL62hQhNgJakgX+J2qXBlqSMzNrq0McogeoHpmIa89JfVnvdJh7YJPQo9e2dh7ux2gTUQTkwoY8QV8/NrFvpV3qZHPB9N45qLHVrPQOp4hWDvTFrCO9Fhzxxa54YimmMjAUHHDeaiHhL4N6ceFpWn0Asb/PCfEQG2ggvqxlkXno3Eh5xgwF+V6XEvjDpys+ftzNr7iQOoPxQzIICpmIag6mudEbbaMQmwb0eOm8s2sfjZpU5MT7Ke1NnNWIqpjF6v1t++9suxVs9OHImf6vKrL6kX/CKz5GemIppDAbbyrcIoxGbhGG484LrXizsCCbxzhI78Yib36kyOj/Y8u+//VIsaybpms+sYZg/b2caO741Rkt1DZDXTxLrNk/4Z9tixKZAN1w4U+GSqzNJq5/03VL1nxiKaQzifv1IXyYiNgl9KJkSSsxV41ObORCbFNdHZqsPDMU05gVvRdZt3UTEJuGLzRW1zAO7ypxYi9XXls8npmIagyZ7MJALoxGbhJ7FQLygVpthg0kMp4lX2H9gKKYxeNTXcX2ZiNgk4ptntozlW3IVyhgr4MQU94GhmMZIVcZEZZuI2CRovDIKL7+BbjLwGjRkHi9SmT88MK6fRrzQtqvrA0rbQ26YfF6nOkYoEQz7slUxpPuOENdPEi+tcy1veYB+PZqtRsyKrgyj1YLInCVVxD4eWAXTiFVoxXK8W4jYFBgAZCFp+Z/69DEAgFnv4SxqdagHEjEU05hVbklcN6GJiF0iBWftfHJev4nDOpl00tdrqIkRUzGNEe9p9btX3SYe2CRfHdXyqCwQSCZx6qzd0APyeuumXno7iPqZxYjLVxSwrmkRQtQSskWpwog1HdcksSONBzbFNAYejC7Hmc0ATYBKpYuy64GIu45aBSbBd1kvr0hH88BQTGPkfoeun28TEZsEr1dW6nOuHnw0hk3ghMMXYWUkkQyKRbDRDERcPfgoj0jGQ+kJ0mGTeDAZbf2ATxIhrp/GvLQ70BQeMxCxS9CKdCKzGpb42WhFYLIGKOUhaurDA0MxjZHWe+hswU1E7BJOfvqp04WzWmUGU/k+1yAvQZ4H7uargnnpb8P7pImIXYIxSFd2hwTLLT6kzJoyYcgculgcIK+fJBAckoDfthixKVCddYU0V03mQXUGg5wFcV3OnH5gKKYxmHL10b9MRGwSzH20aWckn2HuAybrECu3o072A0MxjZHnfHCIpYmIXSIVWobjopVAFrT/vJ1Z1UASD9btaCw7QF4/jZF6VTUmuk1GbBI0X11wXX2grR0b0zQ6Ka8plesHHlwIJvPSfrDVsk1E7BLer8xuyqGdPu9XmGxh0oK8moipmMbIg14uxDG2iQc2CQpWfydjoRgFK5NWtZfktmVWY28RUzGNwcggy8XbaMQmkYILqptGJ+BrGFOxzLfm5JLv9sTdlv3AvDTwpYF+WgjQBVaxpAMamlplFevSpzTa9VWzIobiVrWKJtG5iYhdgja8HC9tboNNyZjV4C783N6vHxiKacwLuZ+ahkMTEbsEdVqiEVLdinscYBoiyONEKPuBoZjGsE7Tw1ATEbtEO+k3VtbRkOghnHAt4CZH3L23IiNeMfz1auD9bXgyDVNSMiXZdfTOBFowSUP7sqghAe8nhmIaA89V4wtmImKXYBiypnIxk8gYJJzKIIP7iBiKaQwe7dHSNhGxS+i+XnjP0hbpvl6oTCV3OKdX+YGhmMZg/Otn2SYidgndVx1X1uCZh7mvGX4i/OQG/+2BoZjGoGDLN1ITEbsEs04EyBDMxKwTTNVGJz8XUbeIoZjGcF03l20iYpdI5aoYJlrjcuNmDiwvrjmPdhAP3Gy5Ecy6Y8m6Lf3LRMTNlxt11iIOl7x3BlCMYQbz4Cr4A3dGRcho5dry77/90lsPdeudEEzavVHEXz2TvkIM9t4zZQbhtnEfd4q63zVnG3ZkGrzcy8ZRpqQnpmAag1nQyV5XTQZoAjSbhmmRpOmh1TRMvSRPT+enOgUKmIJpzEvbVWduoJoM0ARoMtn9qotNJpvzdqGYnusPDMU0Bs7bOPKXiYhN8jUJSpKh+j0HSgfzaDjneWAVfE+BVreOTEizEDEVaC86FK1fZm/WmKrhM3WNj/YDd3u1YNBD4F3SRMQuYXvJ9EwPm/Mps+oQ1gRXa8jnE1MxjXmpl6WzHTcasUlQq3RxZpllPoIRZYdH8xPq5dPwS2qqRhhMHrEJcK/Mbm3dbpWBLs3cHpUppBFDMI156a/qTIMZ/QFdYH1/03zp2i7v++UXXpzdNR1eH5iKacxLfQ1cakYjNglmtxfHMiSmbebQRDQZnDFURVyZZ0YGLejiuvTFAfGOq6em6QIoG8ShGZ3OSLhwwDmU7umBqZjGvLSr1Q9o3GjEJuH4bvmt1eoUmIIwoYzeZ/qBu0XtwbzUbaoMQKN5B+wSjgEXx4VqNQtMZRZPwaLPA0MxjaFHk/I2EbFL4EqhRzk1qx2ulGVfD7yfk2GeG8T105gXujNdT6CBiF2CDwzkb4m6HtW+4VDm4mRJvtE40hNTMY15cZgf28QDm4Sds66RJs2qYO9c8fMGA1K1PyCvn8agKdUzbQMPbJJV7GiaSC9ep8Tq/rw3U3VFW5acNZn0gaGYxrwwkb26m4h4S+QrsIzUE1nJ1u+3nCiawr26KSQvPvCFnAYSL7hx63GahYhdweQWCeEcnUnom6nq8mnySq8/cGdGORm0I1k/cRMRu2Tdbq2M4gz7FM2ZpvlCpVwIDAWI6yeJlzZwcftNH/FWrFLboZEqTW/TIXAzTdeARJXbEw4u74BAqeIfmj7irZBSC5IENLKlH9Q50zQ9o9SLK24RD/rZZF7+HsxExFsiBQ8++ENTjPCRojA6zAz5uVnfZsSmmMagYOmOt9GITSIFL2+LISSElzfTNNxY6nLYUv6BB2PFZPCoJdxoJiLeklXwmbCEdxyaZrcKJqNRpyTPqcGpCtgU0xjcsbzLbTRik0h9lhgdnWr16jbTdJpVyuDyZsRQTGNQsMRizUTEWyJ3fGh3oGOGphEbg+WrrjXjYsHf2BTTGBQsE6RtNOKdRqzv/dqZFaxcFwoW91GrznU+sCmmMaxcy7PfRiM+3J2UHyONRLnOGxZCb3CN26VVXW2PmIJpBO93eZDbZMRUyO2ezDBe1Zwf/J7MrGz6PKXp6+Q4YFNMY3i7R3pvoxGbBFUaGT+HpnKjSguj9ydvp1WPJHxjU0xjUHB7b5N3ZJejUFsZtFrFT3m9FlXmiN3xd61Shk95eQbbaMTftSrr17dSw8/GjqOi35BMvlJPdZGeGIJpDIrVjlEN3NG+XIpEJrH2I/r912ZW56SFdCbvRjz4ORcZdlbFLQS4BWy47fxuP2R2eynMS7vj7/ajzFf7caMRf7efpB9O4H13vtuT94sK1DhLuGNTTGNYodZsYBuN2CTSR3YmyHZ1yf+8NyPpE6ugmjQB+ImhmMbgQUsCnJmIeEswAEvcTMdGjoPGNA1aruE1/I0rdeDlGLtqsslIvKNh8zEuZvOfo9HHsKYi02nxIQpdmzuGYhrD6nQmNxHxlkjBl+53oO9aQ8rGaAWic9LT+cCmmMawQo3+3kYjPnzJXhq6ftk7sO77572ZhhFzeS+DPfQdQzGNsbGvuomItwQtVz/7k6+bsrVcME3njFIb7I7vGIppDB2rUd1ExFsiTSjToV+1e1zahDJd+lNTzKQnP+r1wKaYxrAJyXjhRiM2Cd0Mupfw1zejQRL1Ier5hPb9JxlULfFizEDEW4KxHpPJg5mlxuhgV6q2BHvw39gU0xj2y9d72wzw8MxSqWzILRy6VowabdmGkpdZWtKB8omhmMawYpXLTUS8JVJw11fwXaONQS6DjCPJvbtv7DUazJc3RxMR32v0xSna4Jcsm2m6Kov7GT/w4GcpZPiga3YTEW8J5ygNZqTScY7SUJA2QJmBnE+I6zlDYb2SL8lNH/FWoOeQpRs8AnYcIJrmMknrbOyn73ggU4kEn/J1uoWIXYHabB8BHZh7ktGHWjHSFnoZ39gU0xg+5J7e22jEJkF/Nfgtjixgor8a9CEluUE2bWn0Ie8YimkMh4aa3ETEW0J3rjKF4TIf0mbbsvStzhr7jW9simkMh4b63jYDNAF6K+ky5acgpWozTVeupDeSIfCJB1OkyOB+xXcyExFvCWozKziSBZzA1+hSVw/Ov+94cOGfDCf6+kDKhw7dF9wCdBql48F3TnqNQW60tEz9fvuBoZjGsDqny01EvCWYmnBk7MNmJjb6yn44TfYzyj/wYEIYGRZ7moE72pej4cp6nFYyG/FBNI2dSrvUlMsHHojRk7B63NxCxK7Aa8XcfWDBZhOrlK6uv/lVX2hg6YWYUc6Xiy3sGaybjw5/76B/bk4jxrh6+1uumvwLYxoFr4BxIf1SvkyJC9IvZY0p6gCfyCN9YCimMayotbqJiLeEr89SfIq9PnaAEgrG2xk/sArs9Q2+vnG6hYhdgZiff0iFjaWcwQSjlO5+4x1DMY3hMKNNFyYi3hK0zEFvGRsRbaap1yGDdWPo4o4HNxYiwyZSu5uIeEswm5UsMx3zeuV0Fgy8Snl9uoPRA0MxjeEdN7cQ4BZggLNagm7XibbHYgsD3rAKphEc3pobCNCvZ1MpHDCyxaGQVt902io2B2eV39gU0xgbVMd7G43YJJxHmzfj8S8LGZxoAFfNP7AKphF8tWO4hYhdgVI7WxUDFc40RNtbZa5TxB6pAGORiuomIr5FK6Q6JKwdIB9tM1XDazJiymYpEXamloFAfZLkM9NHvBU2t0SrOkfyuSV7iIxoV89PiOs5s8zfM9rLS/3GW4FS9SttaVJHY6lgmo67Ml6ad3zHg4ndZDi/u9xCgFuAVis/ST0Kj16DWbOqnvURmW98x1BMY+i2sEex9chvvCWr4IIcJOEOzVraTNUdYEru7JcihmIag4Jl9dJMRLwlUqn2GtbQbNLNVBl9S806zXlAXD+NYa2SLoUGIt4S+MNIxsV3kPCHwWCJToYZ/eTpgaGYxthAlN1ExFvC9YmBZ1AuCzOCabryol4lR6I7Hvy0iQzfcG1uIuIt4UhE/9Z8NWOapvfrOJOvH3g7a5kfrZh7BgsB3t21ji/5dY47bD5b2EkeKCbl8QMPi7yBsQGwuYmIt4SBEltP0k1djEHGjvqWB/uNL2jXT2M47ZCZtpuM+PBNXXQVjhtbyC4+XOc7+IWNLqUgQeaJoZjG2IR2uImIt0QaUvHuBFunbabByyx7Pn/Hg1uhkbEITXITEW8J3vCVGPjIFrG4GPyTr8fl/RULhd0wFNOY71AYTES8JVJwWv0op05sw8Y0TQyVB2nLQHc8uLsDGT5qjZfDRMRbAienVwsFWEyqVwsWwMHQzd4eGIppzHfUESYi3hLc8cV2jZ0eN9MQda9YJ3jiwZ0bybDXOk43EfGWSIpA9xV/vmNnCt5pTvwELOLL3jEY5CboO6WJiLeE4YNssYxs4YP8HTCp/Ejpjk0xjbHw3/XeRiM2CeYprKKtXpynsA5rkGXN0i+uhN0xBNMYTo9SNgsBbgH249Wtv6Rd6wYNm2m6IUPRrW7TDzy42wIZc9q7m4h4SxAu4cCM7EsnmqaGiuOGhKiIB5MpydjdnmYhwC1Ax4E9FxCvQscBBl94SlW0rvOOoZjGsDZfl5uIeEswBtvAVg/zsmzo08js8qFsTLpjKKYxHIOv7CYi3hLG0C84L4wqO4OveDVGfj1ht5iyElyD0h8GfcRbgbk+9j4YzNHbDCe7q6q2ln7gwYQ7Mjb5dQsBbgFiQ93Wlg4LDvXrK8VlDWOVU+E7Htz6gAxr1ZXcRMRbwqmvjY7Fp742BJ+Iz8js6omhmMbwfo/iJiLeEowLlQFfm+wbY5P74vkBd7wn+2UnCGByDxMR3yf7Q3sDreRYm3GmfbhGYMHPGxz8hJsMB+DW3EDEW4LhaJgDgQmwMw2rlKs6tlp+YCimMXQ51DlI3BbzjrcEBWeugpsTnXzdGE6z7TUU8XaiKzew425+ZiLiuxOd1fNT7jDvvTAOKMs/cj/WtO7Yvr4hwzu+3EKAWyD9xqV+Lp6BjkbO2IM9PIh+x8MW/cB8PWiaiHhLMOW3jkBGyD/vzVSNAovZxOnZHUMxjeG0sF9uIuItQefBWa1lcZFg0lY71Hl+Yk/iAvOdxKUWAtwCmQQfXFkcusOBTIIPX2uUvQ8W66GHO4ZiGsPHPNxCgFsgxRakrcr9J21GzlT1AUu+GP6NGIppDB/yNdxExFvy15d84lK4cMKt3MjoF6+ysiOhAq4tf2NTTGPQceiuXm404sO3ctOFIu/ofTXqeyiow6Oid7zTIceONiCloDEqesdbwml/pxsybNbf6T9nLBZ41PuGB3YLJcFitWOEhYhdgQHYnv0egMHsAbdygLrj7wG4mqOj0ea2X/A3vg/B3buws9qc3/pJrRark7Pb/Ya4fpKwRuTyAPf1LJNhkm5OHfNaWzppsf/Ag9/QkeFYVC+zEOAWSBM6Oc2xL1s2UzUNqeTBxdiI7TMVMpifSBzQTES8JUxPoGNocSRjmjYZTT4oT+hRJCW+g0jQR3wPIlWfTpZsi2A24TyYbXLU6weGYhpjHVV1ExFvCWdF+V6Tq0/HrObadOyOv2vyZT2k+o6Vs68bvNXjMjxiyfHPmYYkl4JB7Il9/APzNf7RRMS38a9VdSvh5fF2Ty4u6qym71jONxxMjAdBJ2M010fsCpkEJg4R3bIunSlIikuNyVURd8u6BMPvACQpjiYi3hJOAjvjpPm0WWBnKJaJw7Yjxx1DMY3hBGUkNxHxlqBX7hzOuFjvTNNcL+3sH8gX6hVzVf7lYl+mD+bdozrR0zFjzRls8qP+0nn+wMMy1sDgXqW3NhMRbwmzXZg0I84Ps12YViMVH35Y+oGhmMawVqk/X7j1/R1vCR6yTa5wIM5mbAFw7OjZDUMxjbHYQnUTEW8JCjYzEjNAwVaQfFYlreT8AXH9JGE9VXd9xFvBOCyj5vW0XMjT4uoDU4LMFeA7tt1QyfB2dakdJiLeEniu5gBLTBquq6UKZHW0h39e8g1x/SRhIcnL9RFvBRJc7bue3hoTXO3jIR0Asq+q3CCun8aw5ebmBiLeEgSdbfUWGzBuRrZoKBpSTvws9I4Hd1Mkw2akAXGYiHhLMBG7GgPR58mJGBhkXcmsonBicseDBzWQYb3STEmYiHhLsF5lgeiERCpnqn7vKz8XGVwRQzGN4R3rIDkY7b7jLUHvLB9EfPdYxrCHKtI6n9D7KyW+u6vGndrv+Lu70oT5gm+uRrVv/yyJEd/vdJ3oPjEU0xh8z2r5rWoiYpegn7TISKqWcQOm6iKPvL6THt4dQzGN4R0ntxDgFqDb8DgBPavDIwm6d7IcMlb6D7w9K2W++yvbTf+O755V8a6EiYFGVF3+k04/M0H9jlUwjeDd5tMtROwKcaw6k966rtD+eW+GCy8lc/f1iKGYxtBvlo6CJiLeEiTkHA2dyXVcTMgBUxHrXd2C7hHxwFBMY1DwYAIOdii84y3BC050uHKycQFM1donrRPZXxFDMY2xHqu6iYi3hMn5fF1jWG4+i8Fv9c1AvuHgB7FkWOjZTB/gFsj8PuF0saEfoMj0nkSn61s1HBghLp+GsTu3hCDdXsQUoHu0vfKZiegMtuySh4eAfMTdMhHB2EiU3ETEW4JIlQWC+WmJM5W14dBvf5542KclYNhwj+4mIt4Shsg6fsyJRCtnqm4OoAEwDoF3DMU0hjVZRkmaiHhL4MLC5+fEk7gyXSFhj+EH7p6+kHDKkBaCr08+LaB9uXQWmX5H1x/1572Zqns/lNw+fOI3iOsnCcvUGK6PeCvkNhNnSF0fwZ/3ZqRFLFHjTlYB4vppDG5UQzQ0EPGWoLna5wtHtXV8MPjcbK+FRzz4KTkZBuWO4SYi3hKu46d8q0/GYEtfXaVP9Qf2+gSGr5Z9WE/5ge/1qfh3sEdLoeBLV/12wXcMxa3gokv8u+A73hIp2L5e7Orf/nlvpsIRK8XHgjuGYhqDgjEs2yeQd7wlcJoRvsKnOXCaMzf9kUVZqRm2HckdQzGNYcGakLVDZN94S9B0kfTd9Wmg8YKxgg5NhnliKKYx3wXDRMRbwlBzwXvHSTibKTofl0By5R5Cd9x5rA0ZVC7tWmgi4i2RgrFwrEOH9s5OVCRpyVaH/fqBVTCNQLG60E8LEbsCPjM+Neia0gCfGQxOGRXfhD3WDeL6SYIPuQ3XR7wVeMhnKox4X3zIp55AgTC6PEIEbO7YFNOYHVbfRiM+dgedhu+Xgk+HnMj4HDkV7mIU8cXPk0FIsQmfIyfbWuOOXSG3awOFBJT+vA1jU4xSkm7n9sS4fhrD7rkXGrijfTmSUQo3d+CI4EzRIUB257HtAb/hZSMCGNymjgA0EPGWSGXKTADsvm+EMUhNLidjjgF23zfitBBk5kYRmdvR3/GWyN0ODfJpa9Jt3TaDbdyKbvT3hLZDGwiUqt8QUx/xViAf1E4AsqUwYyqXvmwX1Yi7L4VddrxBRkSZJiLeEhSM6dTFvSc3w3CApAmV8QNf3EqSDDONslsIcAuk6SR+zH1q/Za2Y0yG7yfz21R+YCimMahVMpybiYi3BPd7sgNBm3WioI3KsRv1/IE72ywI9sd1uIWIXSGlpg+dQeYZGVGZVlSZ2h9x9zSjyj1rpe62bhYC3AJE8TFqX5YQ4kzRD7lkq8xWn/CydBAwbLdXcwMRb4k0IJ7lNk7PXTMGh1lKr3fxhLE7Pi13DQxfreaqHdxe6463hItS3EKz8t0ag+990PLaDwzFNAYFq09NExFvCQrG9iSX5aA6U5BzuszCDYv4shxUMChY1m3NRMRbggHINkzmdjPOZDTWlG3P5Rs8bbMZJficpRTqI96KNc2VoyO1o036DtY815iOM2N0DVoeUsRUTGNk7+eGj7/daMQmkdvNO8sTXbMzSQsoh+2UFDEU05iXesSSNL1NRGySdceZc314o3/eRvRLun7Z/0uz8wLk5dMY7HStR3ObwQBNsIqshQN/4QfvznRukrYGanUmIqZiGvPSXkE233KbARb/3F29AJ2aHXbwqTFyLFDZm3M/MBXTmNcbM7VtIcLDFxxlG2Y9nYg7Of95OyNnQnCHRI0tRUzFNOaFzkgymtxoxMUTjHQnee16Emd/znSeM5URVXtgKqYxqMuareFGI04++8NEA++cey+T6CeWReW4RT1IOmAIphEoto5zW3jgZOEi+SU42GzYAUPONGwxn9FDPfGwM4bA4PXqbjJmImKXyO1m1pKTJ3NuJvPEjpPTp4hPHrRJ5qU+uEa+M8NUN7gFqM6IJZ48p3IziaElO1Yv4tPPqVQGxfL86IsbTH/BLZDH3HQpoNs3GE40TCJ0//D8A9v3FGTwkLVDpoUA+/4AQ3aa1MSOPpiTsRnb+CphRemBBxMsyLy0jZy9bxMRu0Q2DsS+81JRsVG8EZmb2iNx5IkhmMa8UFXlBE5aCNAFPAGn4QnYQaDGNP8cX7/UeuDxdRBoQ49RGSeiiYhdgiakq9ty6CXOQHOmaBRNGoi2vwfuXE8jwzNX9cwLmojYJdxhG1TDdoVGVHdQZX/SJ4ZgGoNiL37QylK/oQtwFqdmvnXbHmMz2A4jHyP8bXtcZMZTEnYMbJ5SJ59bRMMoLCHntSPejR0owWjEW7eXzP0Jcf00hncofZEZiNgl2GFU12l2sc5UyyXSpZ8IzQaZr2LNQMS3Yot+DSFPgHvlGtGw4cDJU5ACHLZXrhJoq4OJRJnbkN5w98/q9bjVwiIKGw2ItLd9k1H9gdun2jnUuh2UWh3ty0LEzQ/glP0bJfwiJyKhyThT8a2EHBOU8g8MxTQGj1i/TzYTEbuEnUTCKZPl8mOyEo7txAoSN0iImIppDIZZnG1vRiM2CbZo16mU9FgVW5oaI5ssMvCRn/DkJ5Nk2CWmtA1E7BKcf40DWE4uymwmeQxC85Qf+OQKC5mX+2duImKXrOFdO0ieSKibyBmjx6YVnIvargjt+klCBlkuirvFiNM+3lw2Su5wFXiygjOZX4YyYeqBTx6ZQAa3q9uHm4mIXcIdehuq7zisLwZzoPaLz6kvNGIopjE8BY1bP8JExCbB8WtwrU47rNGZfVo3/LWIT568SIZ3LNEwMxGxS3gmc+KApGGizRQeIT00ABFh5/FmINB+W97yAP16qVQaWFZ/ThN7nMA++noyac8/8Mk8HTJw3XRPalgIcAt4vlBBfcM+15vhbsfiCpXrBx5f+1yfcuyNzjRK3iYidok84QMxap1n6AM2ovh3A7qh2QOrYBqBLkN33zQLEZsCPYZG1frF/fI2U7gxZvGfcccXN8Ijg1d75GubiNglqMl6doIcqNk7azKYqq6l1FPdVOKBoZjGcExoZZuI2CU4IeXkiThICHSm43sIGbk0qzRiKqYxr92s3WjExRMC1YnNcHvxtdJmMtcWBnJ3H/jkp0dk8Ip1HmAmInYJCq5sizyaxRkcxSIVQ3MCHtjOWSGDKq0f+5uJiF2CblI3aJGRolsyE5jMLaa568sDn77lNHeB8SM7zUTELuH8K6ObZ4TKmYSIlMyv9DlFfFqECgwK1oiUmYjYJTgkTIJIGglqdkAymOLpQzY5uGMopjF4x51Hi6uJiF2CglFVLp2Do2CrTLYrmn4E/sBQTGNQMD6tpImIXcIZ9olW2XlaijGV6zGMmD5wZ+iWDCvXqNtExC5Bre56Bu7Jc/42ox9VYK/78YQnD+0jwzd8pW0gYpfApUR4SHN14FGCSL5/uIaLAtTLpxEY9q/evvQRU8GzFwpiYZnHqhtTmUNf8L3sA0MxjcEzrmNnsz6wSzAm9YZfj3MynUi+XYB+2/zADbsFkcAz1im1WYjYFBiCMaBeXydWgimeD49ZScTX14mVmKaM5CdUwhEL2CVyuzwMpZ9+AoIxCTNkOYpDB5SITzsBAQwrlZ54YCesBOwSvGD9rK3bd8qbse8V8odz+xu0r45B4O2mcm19xH1/pyyxHN2liUYRMAJz4CT1hLT2CKsfrK7My81uAxHXzz5cnQtq4l7ymD1jMiPYCZk9D3xyhwQy5rWf20TELmHTZaPpPPbVmEN9e22c8t8HhmIaY157/TIRsUngcuiu3f1SBxUuB5hMH64x2h0xFNMYVOhCF6NzTeWGXSIedGUKeeGuSs507GaIQ6bTE1MxjeEiwlW3iQcuXyfsZixxi6OU7fBIMAdDbCe2RH3g5kcLKoNHjVPMzETEbR8tmHD4loY4cZaIM4eegbVqpO7NFWHjwSBkWKxkabqBiNs+S0SO5hqMZzBMZsxBx8ymHBFXriOSedFbrV8mIq6+9IgxDNXtuKyLVuYazASrmpD1wFRMY3hoS63bxAObhIdHsoOqnT0WCJt0aDLIA9ZPtVPSiuS6ir/IlLyLHdQdV8sukjdjv5yHwBkhG5GiS5fPfyLUy6cRfMBH+9JHTAXK1I+018suPH3ImOT7F1lE5Y6hmMYwZJbKl4mITYLJL8J93Q5ydKa6Y2cHq99x94McMw9aH1zZNxMRuwSeZGkohoOgMXrsDzJdBmvYDfuZPmS+jgFyoxF/HQOUsHueDOo8DtyYa/Bzq4G1mYi79TxkULCeJuFGI96dlS45H3j82BB5M0mD1fp8jvMHbtzgmAzdOn6PaQfR37FJUPDBQEu9Cgs+GM3RpFo2/SeGYhqDkdD2PjwYzblhl3CV1+LbdnoZiOONU7d7+FsvnF+E7ADGDx47I9t6ku/dNKpy5mxy6ND4572ZCr/+wp7eTwzFNIZVWftNmojYJbhNzK2qHw1qzMF0/xPZcQ9c/WjQE9ly2lb4sYOt5txx/ToatHGNvHD7U2euoStamo8rPzdiKqYxLx3QL4uEHucPXHz7U+lJdAe8nv1oUDJX93NOdNCMmIppDAo+eIQdjEacP/to0FODw1iswHhgTGKOOc6leOLG0YwM+0ld0TUTETcfADWpbCBche7KmctOs0v4jDxiKqYxuGPsfWtGIy67u/LFU2y1zrMOK7qrwc2c1JeKmIppDCoXjngyoxGbhFP9hqpihzuSWXfo3znx7NYbpmIawztWR92MRlz8NBFdcCqMIOST71iZVRDSwA5MhyKmYhqDgnEuohmNOPv3ytjqAYslB5c+yVwXvQUkRT0wFdOYl/aD2bat4JLLHWfflEyHp8FgOmq1MesOE38AhqiAqZjGoGD03WY04vzl1iX2olkDxVgJVeb6av0jPzEV0xgUbGfvdQbX7tgkcOs62zZ2rXRG3mmGI1fZgdwwFdMYvuNzW4gw+66V8ndj07i4fmSMVamTq04RQzGNQWOyLg0mIjYJCk4YHJGw7gR3E7sssy3ik/nnZDAxO3ip3uYduoADIh05hHOMMNedx/Y+cGXuORneq7328YTVk9W1QXGmg2PLNpMQtL740dMDN55BRgbOhq0yYVv7gF0iBReNhIkLw7sFsWou3MgTKSURUzCNQU1GJafJALNHruTO9QyrjskaWq4y10CkVxvO9cRUTGPwkBMX72A0YpNIwYfmVmvEo6BgY3ik8YUvPZ7YjzgGw7d7nF8mIt5HHEt7RLqHxA21KjuTcGz7lZFFEyCunyQsMjm+9BGbQm638WUd/DzbGTkcnh4PRsWAqZjGvPR2KpMNOtv2HR/+ebaI9NzEdTc8CNeY9do0GLhuR7elj5iKacxLC1DXwI1GnDxVUVfOD0w6ke7kzKqmkt8kd6puSsRUTGNQsKVbDDpDd3x4xpP2BoNRstZYs5S5NJ9TTnvX76sD5PXTGA5FOW0DD2wSedAVO0GJE4ZD351pWPI5u76WJ4ZiGsNUFX0XNBGxS+R+L5/tnRnTBmMa/RmeMv/AUExjXt5E3UTELkGHdWB8QtKIETLGy6xkvVfN1ouYgmkMH3RNbiHC7Bkjum5e8UOwnfBmsH2w1GOE6CK2vYHJ4G7lKzY3EbFLOAIWuMv4gngzFe39wsEXT2yfA5NBwXJ2iZuI+NpfEMuv5W+hp2EEEq/Txa83Hth2uyaDjkM3fqGFAF2A1ot/wo4PaL1geFLvteegdwzFNAZ3O3auVIQuQLGZwb+ThdKb0JW8q9LHChjXTyOsi3R9QIftM5A6nrV1UHiZmqYqQ/joP3D3zomMjKrI9CoG3t+GrVM6OaqKq4JOCUyDQ39h098nhmIag+d58UZOjqs37BKpPZaWYxHmzTCifFquT8QeYT4t96cPOtNmIuIdYdaVdZvzVNQgY3i4n7uoEXfu2kbmpe2CHrlPer6gC9BM9fOPyxIxN8NT3C6c5/TElmFJhu3FwkopPfG1kzK1VnX8emSIbKZy+MExzE/cme5BBm/4sKra6xO7BG9YjzmWh4V1ImPE05f6cA7vgG+YimkM7niPxf0HNgka60F3p9oAzwEVNbcimfOBIZjG4P12OhDHeEAX8G4HwiUnAurGrF5M663cC2eAN0zFNAZuhaYkutGITSIFYzYo7xyfXmwGe7mKWXhuEdtGrWTwfnWAMxMRu0QKPjwWh6xQZ9bV2vWe5tAETMU0Bu9X9410oxEfnhWq3UjDeE5HypmK91KQeRdhd0eq4HRfzdTJaRuI2CV40LJxyFdX6QxWkuTHHuf5A++uUhl2lWVbCPDWUZ6+pomQoDMXp08XTgN+YCqmMahYmvPiRiM+dkiQ71oDIKXwMYMpjElm7Bj6wBdTLcm8tMZqQryZiNgluGP9qo8NBXcMhu7Iuh9dbHxgKKYxKNgmw2oiYpdIwVnP3cK0ARXLmKqfqJzsqCIczC8hg/eLySENROySVewS6X4/kpSgKYvOiAMktf880M1GTMU0Bh6rrl+70YhNIveLj9S1I9SNJDZzUNWwDeYDV+75SOaFzlDfgZmIuPo2kSLSo7PUj9Y6bcyFzRdS65ogESCvnyQY/5TUArcYcdlLnqcNrO47nnuo1Q5KNu1uT+ieoxLbcTR5gN+O44l9cTEis0gQOCYz2RkwD8xDMElw0NdRsnnw4IZNIaUWHHG6W5AzbDHtpFccsbcgMF8tyExE/N2CzozzzlfrOjR/bjM8JUM2l2zjB4ZiGvN6+6KOmYjYJXjOGNOwqy8etDLn0IUteXc6i4+YimkMqrL22240YpNIwfhWXadkBVXZmIqwpWxZygZwx7YpEhnO+/Q30kTE195HSYZOnRNehd8xOXNiNyCpORpijZiKacwLHYv2aGY04uLfMemPSYhcy8Z1vGNl5Dsk3I6OuwHi+mkMqpbO3s1AxC5ZxbbBn4Idrv+8N5N0Ni6HQurtBYjrpzEvfYy6POkGIjYJajTGNHX5UKGVOE/tkmRbdOnQA8Tl04jX24McbjBiKuRWTwQ36Bf/eW8m6QRDjnlQ7yhAXD+NedEvbttAxC7BE4Y7XiyYboy0GelNG74AfGAqpjFsQ21sEw9cdjx9VUNMsArPF3FGPGJJf2sZh0VHTMU0BlVZozluNOLi54tIV3MV1hEM+M7wrOYqu7E/YeNZAyBQpcRfdHmAdr2UibP7vpqPM2gvsmnaV/Nx6M0HjDWftg1EfGs+XZcxxBNEb0FC+jTtHBIWRiKmYBrz0o5McwjMZIDH7iqaTfiyfQJizOqT9JuPajUsYCqmMS+tqppx1fYs8o6zfwUiTwCjSvGCyZwDg4fsDy+rFRFTMY1BjUJBZjTi8lVww6r42S050hlGE2pH4OaBuyVHgnnpHel4YyYidokUzL1h5PEjamTMyQ+xKzeciZiKaQzesH557kYjNskquNJzOLFHxJ/3Zhqme/VAwvgDQzGNeemj1Fhh3e7JDbtECq4M/R4819OZEx8+rZ4Ck4yIqZjGoHeWDs1tBmgCKbbBcTkvDbNJscYU+Ceyp7d0yw8MxTTmpf2KJn2aiYhdIgVj+yF1MzEfcyZh/lUaVg8fuNl8DMxLH6Q+CjcRcdvzsZoYL0bKtxRM5uSREaVhx4yIqZjGsGrJ0O5GIzYJ7lhWIWWIxCZDzjTkVyTZIeoJef0k8dLnqA6UW4w4+w5DUid0fe1sPCZvMwl9RTnYl0TceOYdGTxnfZFuIuLmx+RJK5BYy/otuu23YTmRSxyFUuEURYzrpxEvre+68GsGA+T1cqsnVgTOxk2DN3Mgs7AcusgYYeMOwCBwn7q1oesjNoWUWvc1+ladaIi8545o4gNz038S7C9G2xYiNoWU2rBd+WmZoJvhkYW2hd4DW1pnsj31xK5+EecmIv7KBC0Fzwz7EEu5xZ6pJmDkE+HWB4ZgGoNi5TAOtxCgCaTQjBD0Mor9gp1Znp8uysqxdtLgIqZiGvNSw5oA5UYjPny/YP0tJ8xg+zVnZF4nfZvcjbSaiKmYxqBg7Y3caMSH78CWCj8y0EapvZQx4onlRr/3629eOb8YOZtYHrQba/ioJhi3R6xZHW3wW7HNcIOBjE/annjYt2JgXjpW6AljZiJil0jBBzZuXD8Gpw86Iyczy39z0a8HH5iKacxL71C/WHCjESc/gFA4uAFIyEHB5hioE5MrNrl5YCimMbhjXZEyExG7ZBW82t0Fii6GEQwo54yR9oG7eRhgXtr7qUdBCwG64K+v//z6f5+MRpoKZW5kc3RyZWFtCmVuZG9iago0IDAgb2JqCiAgIDEzNjgzCmVuZG9iagoyIDAgb2JqCjw8CiAgIC9FeHRHU3RhdGUgPDwKICAgICAgL2EwIDw8IC9DQSAxIC9jYSAxID4+CiAgID4+CiAgIC9Gb250IDw8CiAgICAgIC9mLTAtMCA1IDAgUgogICA+Pgo+PgplbmRvYmoKNiAwIG9iago8PCAvVHlwZSAvUGFnZQogICAvUGFyZW50IDEgMCBSCiAgIC9NZWRpYUJveCBbIDAgMCA1MDQgNDMyIF0KICAgL0NvbnRlbnRzIDMgMCBSCiAgIC9Hcm91cCA8PAogICAgICAvVHlwZSAvR3JvdXAKICAgICAgL1MgL1RyYW5zcGFyZW5jeQogICAgICAvSSB0cnVlCiAgICAgIC9DUyAvRGV2aWNlUkdCCiAgID4+CiAgIC9SZXNvdXJjZXMgMiAwIFIKPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0xlbmd0aCA4IDAgUgogICAvRmlsdGVyIC9GbGF0ZURlY29kZQogICAvU3VidHlwZSAvVHlwZTFDCj4+CnN0cmVhbQp4nMVUeVTUVRT+PmcYFEZQcUwZmPm5UJoxg2gaZoGpuI2YgFtqyfIDRscZnBkEFLfMFUbcLTeQsmyxbC9NW81sz7SkohKisDTK0znv53l2bLDOqT/oH+rUPefdd8979937vXvudwl9O5A0ZarTRpd61TGq1+OLT1fzi1xZXlAPgME1TDNDi6EW206z6LTu+sv75MGYkLEx+rKQWECvRbbonzsFdYiuc1BjeIuZ00VGGXVXM8CAZuoYmWhLSBg0wlNY6nXmF/iVxISEwTe06CQlz+NVgiCUFhSKWuJX3T6nx+1TskuV22zKuKycuZ5i31ynkuXOVcbZJtiUNE9x8NCp9PW4lWy1IMuVp3jyroYo8qlen5Lv9RQV+vrZlMwCp08p9njnKsHdq7rULJ+aqxS5c1Wv4i9QldGTMzKVVI/brzicOcG0qhIfryg+VVUK/P7CoXa7vyjf5vHm2/OCPj6763cnn73lXXzqxLTMeMfYEaPSMkbZ/CX+q//IVf1ZTpfP1lpR/3qGSy2laYdgjRASLFEo2qMDwhAOIzoiApHohM7ogih0hQndcA26oweikY4MZGIypmAqpmE67sAMzMQs3Im7MBtZyEYOdmAndmE39qAK1diLGtyPB7APD+Ih7MfDeASP4jEcwON4AgfxJJ7C03gGz+I5PI8X8CIO4TBewhEcxct4Ba/iNbyON3AMb+I43sIJvI138C7ew/v4AB/iI5zExziF0/gEn+IMavEZPscXqMOX+Apf4yzq0YBv0Ihv8R2acA7f4wecxwX8iGb8hCts6cJ2wRbRM4QGhrI9OzCM4TSyIyMYyU7szC6MYlea2I3XsDt7MJpmxjCWFlqpsCd7sTf7MI7X8jr2ZT9ez/68gfG00c4EDmAiB3IQb+StTGYKh/M2juBIjmIqR3MMx3Icx9PBCUzjRN7OSUxnBjM5mVM4ldM4nXdwBmdyFu/kXZzNLGYzh7lUmcd8FtDJOZxLF+fRTQ8LOZ9e+uhnERewmCUs5UIuYhkXh/+dXEoSe0z9DdJSNGm8jDTLOLvQiXFiYoPoKHoKw/FpUldjnR8mnSJU3ijmiNTmcyJ9r7WVQHaNJrFA6oVFTrDIA7/OEwcMwiFChEUUW23rTNKR3E/2scgU7YRIMYg+n14v01qJ86/IpFCXZHGZjFnY3iEGtDFIrag6LUrOdPmnYBAycsSAxIFAHPr8wSwDqe/ac0jqVPldxMXyOu1EHb9p0mKadONjIy6W1mkX6ni4SZcUG+GoXnBpejHF9gadaO52aXpN7OVAaISjvF579gy1pEadtnlRmKOsNlazNqY2RhVq60X20DB/jVZdJXrVVFUZPghrCr86HaPE2a7aFZOlOinnirFDuTH8/YpAoKKyorIqsP9bo/GFXTuDdkWgIrCp0tixrVPCjHlww4NCzIcXPvhRhAUoRglKsRCLUIbFWIKlWIbluBsrcA9WYhVWYw3WYh3KUYEA1qMSG7ARm7AZW7AV27Ad9+K+VqdLK5PjP2HzYA7hTUziUN7MYbzl/2Y3l3Apl3E57+YK3sOVXMXVXMO1XMdyVjDA9azkBm7kJm7mFm7lNm7nvbyPO7iTu7ibe1jFau79+x42nS04Mni/5b19j714MlpEDD0lzbJ38i2y/xpLg+GXwHOHGs21h2alJM9xyZ7W4YdDo9acPzJrWGLmFHv/mYcvrrQONMjEbbUjRZxZXHuuXkRbI9rGpe8NYpDb/pUcZJbzpV6mSuefd9pakzDaGmS0jBsyXKasCiIT4ZteOlJv/vx4enLGnBmOfKt9quw7ZPaYFTKhh+aqv9zBsOXYowfrjza/2v3HV46ero9uI6z/SH4DpNk0ggplbmRzdHJlYW0KZW5kb2JqCjggMCBvYmoKICAgMTM4OAplbmRvYmoKOSAwIG9iago8PCAvTGVuZ3RoIDEwIDAgUgogICAvRmlsdGVyIC9GbGF0ZURlY29kZQo+PgpzdHJlYW0KeJxdkMtuxCAMRfd8hZfTxYg8pjsUqZpusuhDTfsBBEyK1AAiZJG/r4HRVOoCfIx9zZX5dXwenU3A36NXEyYw1umIm9+jQphxsY61HWir0i0rt1plYJzE07ElXEdnPBMC+AcVtxQPOD1pP+MDAwD+FjVG6xY4fV2n+jTtIfzgii5Bw4YBNBoa9yLDq1wReBGfR011m44zyf46Po+A0JW8rZaU17gFqTBKtyATTTOAMGZg6PS/2mNVzEZ9y8jE5UKdTUOBuK/cE/dtYQrEXeUuc+2hkGffpuRf8jru9tUeIzkvOyuWs1nr8L7W4ENWlfMLNft4CgplbmRzdHJlYW0KZW5kb2JqCjEwIDAgb2JqCiAgIDI0NAplbmRvYmoKMTEgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yCiAgIC9Gb250TmFtZSAvTEZJUVBUK1RlWEd5cmVIZXJvcy1SZWd1bGFyCiAgIC9Gb250RmFtaWx5IChUZVhHeXJlSGVyb3MpCiAgIC9GbGFncyA0CiAgIC9Gb250QkJveCBbIC01MjkgLTI4NCAxMzUzIDExNDggXQogICAvSXRhbGljQW5nbGUgMAogICAvQXNjZW50IDExNDgKICAgL0Rlc2NlbnQgLTI4NAogICAvQ2FwSGVpZ2h0IDExNDgKICAgL1N0ZW1WIDgwCiAgIC9TdGVtSCA4MAogICAvRm9udEZpbGUzIDcgMCBSCj4+CmVuZG9iago1IDAgb2JqCjw8IC9UeXBlIC9Gb250CiAgIC9TdWJ0eXBlIC9UeXBlMQogICAvQmFzZUZvbnQgL0xGSVFQVCtUZVhHeXJlSGVyb3MtUmVndWxhcgogICAvRmlyc3RDaGFyIDMyCiAgIC9MYXN0Q2hhciA2OAogICAvRm9udERlc2NyaXB0b3IgMTEgMCBSCiAgIC9FbmNvZGluZyAvV2luQW5zaUVuY29kaW5nCiAgIC9XaWR0aHMgWyAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNTU2IDU1NiA1NTYgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNzIyIDcyMiBdCiAgICAvVG9Vbmljb2RlIDkgMCBSCj4+CmVuZG9iagoxIDAgb2JqCjw8IC9UeXBlIC9QYWdlcwogICAvS2lkcyBbIDYgMCBSIF0KICAgL0NvdW50IDEKPj4KZW5kb2JqCjEyIDAgb2JqCjw8IC9DcmVhdG9yIChjYWlybyAxLjE0LjYgKGh0dHA6Ly9jYWlyb2dyYXBoaWNzLm9yZykpCiAgIC9Qcm9kdWNlciAoY2Fpcm8gMS4xNC42IChodHRwOi8vY2Fpcm9ncmFwaGljcy5vcmcpKQo+PgplbmRvYmoKMTMgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cKICAgL1BhZ2VzIDEgMCBSCj4+CmVuZG9iagp4cmVmCjAgMTQKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDE2NTU5IDAwMDAwIG4gCjAwMDAwMTM3OTkgMDAwMDAgbiAKMDAwMDAwMDAxNSAwMDAwMCBuIAowMDAwMDEzNzc1IDAwMDAwIG4gCjAwMDAwMTYyNTYgMDAwMDAgbiAKMDAwMDAxMzkwOCAwMDAwMCBuIAowMDAwMDE0MTIyIDAwMDAwIG4gCjAwMDAwMTU2MDcgMDAwMDAgbiAKMDAwMDAxNTYzMCAwMDAwMCBuIAowMDAwMDE1OTUyIDAwMDAwIG4gCjAwMDAwMTU5NzUgMDAwMDAgbiAKMDAwMDAxNjYyNCAwMDAwMCBuIAowMDAwMDE2NzUyIDAwMDAwIG4gCnRyYWlsZXIKPDwgL1NpemUgMTQKICAgL1Jvb3QgMTMgMCBSCiAgIC9JbmZvIDEyIDAgUgo+PgpzdGFydHhyZWYKMTY4MDUKJSVFT0YK", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(dm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The diffusion map nicely illustrates a branching during the first days of embryonic development.\n", + "\n", + "The annotation column containing the cell stage can be used to annotate our diffusion map. Using the annotation as `col` parameter will automatically color the map using the current R color palette. Use `palette(colors)` to configure it globally or `plot(..., pal = colors)` for one plot." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/pdf": "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", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "palette(cube_helix(6)) # configure color palette\n", + "\n", + "plot(dm, pch = 20, # pch for prettier points\n", + " col_by = 'num_cells', # or “col” with a vector or one color\n", + " legend_main = 'Cell stage')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Three branches appear in the map, with a bifurcation occurring the 16 cell stage and the 32 cell stage. The diffusion map is able to arrange cells according to their expression profile: Cells that divided the most and the least appear at the tips of the different branches.\n", + "\n", + "In order to display a 2D plot we supply a vector containing two diffusion component numbers (here 1 & 2) as second argument." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "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", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(dm, 1:2, pch = 20, col_by = 'num_cells',\n", + " legend_main = 'Cell stage')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alternative visualizations\n", + "-------------\n", + "\n", + "Diffusion maps consist of eigenvectors called Diffusion Components (DCs) and corresponding eigenvalues. Per default, the first 20 are returned.\n", + "\n", + "You are also able to use packages for interative plots like `rgl` in a similar fashion, by directly subsetting the DCs using `eigenvectors(dif)`:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "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" + }, + "metadata": { + "height": 720, + "width": 840 + }, + "output_type": "display_data" + } + ], + "source": [ + "library(rgl)\n", + "plot3d(eigenvectors(dm)[, 1:3],\n", + " col = log2(guo_norm$num_cells),\n", + " type = 's', radius = .01)\n", + "view3d(theta = 10, phi = 30, zoom = .8)\n", + "# now use your mouse to rotate the plot in the window\n", + "rgl.close()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the popular `ggplot2` package, there is built in support in the form of a `fortify.DiffusionMap` method, which allows to use DiffusionMap objects as `data` parameter in the `ggplot` and `qplot` functions:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/pdf": "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", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "library(ggplot2)\n", + "qplot(DC1, DC2, data = dm, colour = factor(num_cells)) +\n", + " scale_color_cube_helix()\n", + "# or alternatively:\n", + "#ggplot(dif, aes(DC1, DC2, colour = factor(num.cells))) + ..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As aesthetics, all diffusion components, gene expressions, and annotations are available. If you plan to make many plots, create a `data.frame` first by using `as.data.frame(dif)` or `fortify(dif)`, assign it to a variable name, and use it for plotting.\n", + "\n", + "Parameter selection\n", + "=========\n", + "\n", + "The most important parameter for the visualization, `dims`, is described in the following section. An important parameter in v1, $\\sigma$, is explained in its own vignette “Global Sigma”.\n", + "\n", + "[Other parameters](#Other-parameters) are explained at the end of this section.\n", + "\n", + "Dimensions `dims`\n", + "-------------\n", + "\n", + "Diffusion maps consist of the eigenvectors (which we refer to as diffusion components) and corresponding eigenvalues of the diffusion distance matrix. The latter indicate the diffusion components’ importance, i.e. how well the eigenvectors approximate the data. The eigenvectors are decreasingly meaningful." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "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", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(eigenvalues(dm), ylim = 0:1, pch = 20,\n", + " xlab = 'Diffusion component (DC)', ylab = 'Eigenvalue')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The later DCs often become noisy and less useful:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false, + "hidden": true + }, + "outputs": [], + "source": [ + "oh <- options('repr.plot.height')\n", + "options(repr.plot.height = 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAFoCAIAAADitkyTAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzddWBTZ9cA8PPceFJL3aFQChQp7j6BDbYxZQLMmSu8TJiwdxuz7507bDAGY7DBNmS4u0MLdXeLN557n++PlJA2N6UF2tLm/P6A5lpOoL0995HzEEopIIQQQgihjo9p7wAQQgghhNDVgYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAngYkdQgghhFAnIWzvAFCbUhVXl54vstSZg2NCuw1NEojwGwAhhFrMqtGZq2pYm00SGKCIiyYMtpKgawX+XvcVlKP7f9metu0k5ahzCyNkugzoPuGxmxRKv/aNDSGEOgpKac3xM7rcAqD191KRnyJyzHBpiLJ9A0PIidAL35qoczv59+HDq3Z7bhfLJHf+d1ZIfHjbh4QQQh2OOi1DlZrecBsRSMVdb53MiETtExNCbq6t1mOWZbdt28aybHsH0gmlbj0BhGe73Wzdt3Rbm4eDkE/De13Hpc3OI43vpZS1WOtKytslHoQaubYSu82bN0+ePHnz5s3tHUhnY7fajWoD8DXOUoDyjBKbydrmQSHku/Be10FxNhtrsfJ2dNl0hjYPByEe11ZiZzabXX+iq0ggFBCPZ0wXSqnFaGnLeBDycXiv66CIQABe7qWMUNDGwSDE69pK7FArUZfWNjGYUiASKIIUbRkPQgh1REQgkIWF8O6SR+FIZXRNwMTOJ5SkFTSxN2l0H6x7ghBCzRE6qD8RCC622hECAP4J8dJQ/oQPoTaGv859gt1s87YrPDF6zOzr2zIYhBDquKQhyvibJtWcSjVX1lCOE0olyj49A5O6U47T5xVaatWUZSXBysAeCThJFrULTOx8QlB0MP8OQvpPGVJ8Nl/iJwtPiJT6y9o2LoQQ6njEgQExE8dQSqmDZURCALAbTeU7D9gMBgAgAIaiUk1GdvSEUdIQL/dehFoNJnY+IWFIklzpZ9LUNd5B6Y6v1zu/FElFw+8ZP2DqsLYODiGEOiBCCLkwiKXq8AlnVgdQX36Atdgq9x/tcutkXJQCtTH8hvMJIolo6ry7CeN1YiwA2C2OA8t3nNt+qs2iQgihTsBhMpurajw2U7vRZK5WtUNAyLdhYucr/MMCXIuJeUGBkBN/HeQtd4cQQoiX3WjytsthNLZlJAgBJna+QyQVX/ogSutUBksd1tZCCKHmEki83l0FUklbRoIQYGLnO0QSkVjerFsMI8DvCoQQai5xgL840B88Fm1kREJZeFi7hIR8Gf4K9yFhXSObPoAQEhwT2sz8DyGEkFP48MGMQADgzO4IASCEhA8fxGCJUNTm8HvOhzisXqvZAQAQQoGOvH9CG0WDEEKdhSwspMutN6pS0y21KspykmBlcL9ekqDA9o4L+SJM7HwFa2er86uaOEAoEkx+YXrCkKQ2CwkhhDoNoVwWMWJwe0eBEHbF+oys/WmUck0cIPOXY1aHEEIIdWiY2PmKghM5TR9AscoJQggh1MFhYucrjJo6jzlbDYhkuKwhQggh1LFhYucrZAHypisPG2p1mXvTDLX6tooIIYQQQlcZTp7wFd2GJhWdyWviAIfVsePbDYxQMPTOMUPvGN1mgSGEUMdCKdXl5BsKShx1dUI/P/+EuMAe3Qhpsk8EobaCiZ1voKAub9aShZRlj67eq1D6JU9Mae2gEEKdAMdxu7YdOH82EwD69O85afJYplMve085rmzXAdfisA6L1VKrqisui5k0hnTqD446CkzsfEL2ofNnNx1rzpGUAiHk7KbjmNghhC6pqqLmxTkLzqdmubYk90v6YvGiiKhOu+KCLrfAldW5mKtqdLkFQUnd2yUkhNzh44VPyNyTCs3uJqCUasprmx6QhxBCAPDqC++mp2W7b8k4l/PK8/9tr3jagLG0nG8iGjGWlrd9MAh5wsTOJ+irdS0qZ8IIBU1PoUUIocL84pNHz9KG9xZK6aljqfm5Re0VVWtjLTbe517W0uTSPgi1FUzsfILUX9b8FjtCIK5v19YMByHUGRQVlHrbVex9V0cn8pPzbaZetiPU1jCx8wldB/dofoudQCQcce/4Vo0HIdQJWMxWb7sU/oq2jKQt+Sd0adF2hNoYTp7wCSk3D83YcVJXa7jkkUKx8O5FD4fEddqBzwihK0cp/fbTpUu+Xem5iyFE4a/oP6B320fVNvziopXJSZqMHKAUgABQIETZu4dfXDTncGjSs03llQ6LVRzgH9QzURET2d7xIp+DiZ1PEElEY+4affyPfXqD1WJjmzgyKDoEszqEUNN+W7buhy9/8dxOCEOBvrrweYlU0vZRtZnQgf384mPrikrsdUaRn8KvS5w0RMmaLSVbd9uNJiAEKHUYzaaKqqBeiWGDscIAalOY2PmK0J7xoUpZqFKWXaB2sF67ZWsLqyqzyyKTYtoyNoRQx/LrkjWEIZRrfCeJT4hZ+OF/Bg/v/KmMNEQpDVG6b1GlptuNJgDXwtsUALSZuf5d4qShwW0fIfJZOMbOV/hHh0YP7c2yXBNZnVPByZy2CQkh1BFZzJby0krPrA4Axl830heyOl51xWXAV02gDsugoLaFiZ2vsJltGjNbovI62Nnl5D+HNn60RlepaYOoEEIdjlAkZAT8vzvEEnEbB3OtoJS12YCvDgprufRdF6GrCBM7n2AxmFe/+tPJvw+b9OZLH02h8FTu6td/NlTrWj80hFAHIxQKBw7px7s06tARA9s+nmsCIUK5nLeolEiBZVBQm8LEziec/OfQhRa45hY9sRmtv7/6U1l6p60yihC6bC+++oRQKHDlds4vxk4cMXLskHaNqz0FdIv3LCpFGMa/a1x7hIN8FyZ2PqHwVB5p+VISNpPln3dXVWR32kKjCKHLkzKoz/J136YM6sMwDADI5bInX3jw0+8780pilxTct5ciukFxEyIQhA8bKPL3a6+QkG/CWbE+wWo005Yv/kopUKDH/th/24L7WiMqhFDH1ad/z+XrvjGbLHqdITwylLdn1qcQgSB64ui6knJTeaXDYhEHBAT2SBD5ddpCzeiahYmdTwiMUJp1JtqS5WLrUVqRWdIKESGEOgOZXCqTS9s7imuIX1y0X1x0e0eBfBp2xfqE5EkDLierAwAA3qIGCCGEELoGYWLnE3qP7997bN/LOJEQCOuGS+IghBBCHQMmdr6BQGycUiwStPAsQgEGTx/VOjEhhBBC6CrDMXa+wlSrDfQT12iaUcfuAqFYNOGxyQmDe7ReVAgh1MFQqDqXp8oqthvNspDAmGHJinDlpc9CqK1gYucrOBsbopTp6uw2u6NZJxDwC1b0GtevleNCCKEOg7U70lZsVeeWEgAAQqGk7Gh64k0j4kbhrRJdK7Ar1lfYrTaWpQ6Wa+4JFLQVGm2FujWDQgihjqRo72l1bikAUID6GlIcl7v5cF0V3irRtQITO1/BORzVahPHNTuxAwAAs8HUSvEghFCHU3UmBxpW7KMAlKPVqbntFRJCjWBXrK9gCGM02Vt6VkBoYGsEgxDqHLQa/d4dB8tKKiKjw8dMGBEeGdreEbUui94IfKWjLDpj2weDEC9M7HyFw2praXNdbN+uimD/VooHIdTRbdmw673XP9XrDc6XUplk7utPz5g9vX2jalViudRmMHlmdmI/WTtEgxAf7Ir1CbriKpvRLBYLodkrxsr85dc9ObVVo0IIdVyZ6bmvPv9unaHOtcVqsS166/ND+463Y1StLaxvN96K7WHJCW0dCkJeYIudT1BlFwNAcKCkvLq5/QUTHp/iH4b9sAghfn+uXN+oE4BSSoCs/vXvUeOGtldUrS3huiHavLK6ak39QzIBoDR+TP/A+AjXMZzNrj6faaqsZq02SWBAUO8e8sjwdosY+R5M7HyCw2wFgKAAqc3OqTTmS64RRgA2f7pOHqQYeMuIlJuGMgJs2UUINVCQW0QIQ2nD3A4gL6ewnSJqCyKZZMgzd5YePqfKKrYaTPKwoNgRfYITY10H2I2m0q27HWaL86XDZDKWVwb36x3SP7mdQkY+BxM7nyALqW97Cw+RB/pLdHW2WnVT012dmZ9ZZzz4686qnPIpL93e+jEihDoSmVx24VZxEWFALu/ko80YoSB+bEr82BTevbWnUl1ZHQAABSCgPpfp3yVWHBjQRiEi34YtMT4hol93IqhfT0wiFoQppQxz6cF2zrlfuUcyyjNLWjU8hFCHM3z0IOoxP5RydMSYIe0Sz7XAZqgzlpY33koBKDWWVbRHRMgXYWLnE8T+8u7XX7zbEkKCAiTNP/3Ymv17Fm8+tf5IncrQCtEhhDqeux+4NbFnAkCDsm6RkeEPP3Fvu8XUrlSp6cUbtlOOf6gLa7G2cTzIZ2FXrK+IHdk3f9dJ7sJ6YhEhcoeD09fZmnNu6fnC0vOFAHDk9z39Jw8Z8+D1rRcnQqhDkMqkv/z59XefL/vnj80GfZ1cLrth6oQXX31CGRLU3qG1EXN1rbmqhrXZxIEBlGXVaRlNVB0QKhRtGBryaZjY+QpGJEyaOjrz773Ol4QQqUTYzMTOhWO5M/8eK88sufX1GVJ/eSuEiRDqMPwD/Oa/9ez8t57VavSBQf6ENLeaUkdHWbby8Im6olLXlvrP7mViGiMQ+sXHtEloCGFXrC/Rl1a7vnawXE2T8yeaUJ1fsfP7TVcpKIRQhxekDPCdrA4AVGfT3bM6APAcbuhCCIkYNUQok7Z+XAgBYGLnO+oqVOUnMlwvTWaH9xvRpRWczDGqcbwdQsj3UKrLLWx+sXdKqSjArzUDQqgBTOx8RdG+s+4vWS8jfJuLgrZSfUVXQAihDoi12ji7zWu3Kx+bVt968SDUCCZ2vsKqr3N/KRZe6X+9WNaCebUIIdQ5MEIhtLDfmREKWikYhDxhYucrxAEN5jrIZSKxWHB5g2IIQ2SB8pB4XCQHIeRziFAgCw/1so/nnkoYRhoW0roxIeQGEztfETOsj/tLQiA+0l8kbvAcqZCJJOLGT5ZCccOp0wSAwvhHJuM6Ywgh3xQ2uD8jEFwcZkcAAIJ6dg8fNhDcsjvn38F9ewkk2L+B2g6WO/EVyoSowC4RuqIq1xaxWNA9PkhvsFqsLCEgl4n85CKOozo76AxWk9YoC5Anjekz7K6xJ/46dGbTMepc8JuCSCryVoQTIYQ6PYkyKH7aDbWnz5krqjiWFQf4K5OT/BPiAUAoldaeTrPpDQAgkMtDUpIDunVp73jR5bCYLOUFlQAQnRAplXekSc2Y2PkQmTLAPbEDAAIQ6C8J9L+4hWHIhCenhiTGsnaHQCQEgIqs0jMbj1K3kcJ2m33bV/8ERirDu0W1VewIIXQNEfkposYOBwCg1L0HVhEbpYiN4mx2SqlAIm63+NAV4Fhu0/ItG5dvtVvtACCSiKbNnjx19pSO0k/VMaJEV85uslSn5V/iIAKKiOCQxFgAcGZ1AJC29SSl7nkdUI5SStO2nmytWBFCqKPgG1fHiEWY1XVcq79e99fijXZb/UJNdpvjr8Ub13yzrn2jaj5ssfMVNemFHMs2fQzDCBInj2i0UV1aw3csUZfWXqXQEEKI344t+9au2lBSVB4ZGTbxxjEzZk8XCvHXFmpFBm3dzj/2AAFw1XqlFAjsWLNn6uwp/kEdoCQh/oT4Cov2EvWEOUoJy55fvX3I03fIQy+u9iiUiAghZpvdZLNRoHKxRCYSEgCRFJ9HEUKtaMFL729Yt40QQiktKSw/dvj0pn92/LTqc1mHGvCEOpbCzGLOOaDcHQWOckVZxX2HJ7dHUC2DiZ2vEHm5FXIcrVGbtQYLy1KBgAT6SeDHfyRymUAiUnaL7jJ+YGTP2KOHz6lNRufDCwEIksvilcExfXBEMEKotWzbuGfDum1wYbUuSjkAOHcmY9mPvz/14kPtGxvqzLwvytRRZg1iYucrQnvG524+QjnqXjCdo7SgVGe11XfRsixV6yyG9IpusUFCIaMvra44lXVaVacyGV2nUACNySyUGFJuGtLoLbJO55w9dE5bq4uMCx9984iQyOA2+FwIoc7HarG+u+B/PDsYsmPz3g6U2Blq9fnHsvQ1uoCwwG7DevqHBrR3ROgS4pPiCEOAa5zfEYbEJ8W1T0wthImdr5CFBEYOTKo4mem+UaOzurI6F7udU+ssYcEyANCq9WcOZ4CHGo1er60LvbD4BMdySz9YcfDfI64DNi3f8sDLM8bdOvoqfwyEkA9Ys+IfHe8yXBxV12jaPJzLlLrlxMGVu9gLY/APrdo9+oFJ/ac0fiRG15TAkIDxt47Z8/f+RtvH3zomMKRj5OWY2PkKi9ZgKG883cFotBHi0fBMiNFkq0/s6izUS7t0aW5ZaFR9OfWdf+5xz+oAwOFwLP94Vfd+3WISLl0S5cTu06mHzunU+ojY8PHTxzTnFIRQJ3Zw33GeWxMAAETFRbZ5OJej9HzRvqXbLhYxBmBt7L5l24LjwmJxHAsfba3OP8hPcA0sv3b/S3dL5ZJtq3dxLAcAjIC54Z5Jdz55a3vH1VyY2PkEU432xHfrHFZ7o+0sb9ZGKXdhJAHjfUnE9cs29xiQqPCXA8D+jYeh4W2YckCBO7z56F1PT28iMLvN/s1ri1MPnyNAKIE0en7n2r0znr3jxnsnNf/TIYQ6GaPBWL/KjYep029o+3guw/kdpwGg4UegQGH71+uTRicnjekb1jWifSK7xlhMlvU//7v7r/1Ws5URCPqPTJ7x3J0Rce25ZKVQJLzn2Tsm33d9SW4pAMQlxnaUtjonrGPnE/K2HXXYGmd1ACARCfjunCC+sLBYiL9cwBDe7K4wo2jZByucX9dW1PI8XBOo8WgjbGTziu2ph8+B84bnHCLN0dVfry3OKW36RIRQJxafEMv71BkRGXrvrKaeFa8d2go1AZ5bp1FtOL3h6JrXfj66Zl/bR3WtYR3sJ899ueW3HVazFQA4lj1zMO3dRz+q5i+z1aYCQwL6Dk/uOzy5Y2V1gImdT6Cgyi7lTeCUQfxTZZWB9dtFQmbkiGRvk4RO7T2rrdUBgNxfzlOlk0LqkfOv3/fOLx+u1NRoea9weOtRj7SRUo4e3X7c26dBCHV6d91/CyGk4c2BAMA7H79yGV11mem5a1dtXLd6U25WwdWLsQHKsjadxlJTZdNpKMsCgFgm4cvrLhzP0eNrDxSfvVTR+M7u6PYTBRmFDTZRMNdZ/v5pU/sE1ClgV2znRzmOYx28u2QSYXS4X2WN0TUBiDAkMkSukImcL/0ig2c+PE3w7V97/z7Ac2VKNyzb3HNAjz7Deu/fcMjzAKvJWllUVVlUdWT7icffevDcsYySnFKxVNJ7UNINMyZJZGJ1pZr3uVxd1WHGRyOErrqBQ/q98f7Ln7z7tcVsdW4Ri4XPz58zavywFl1HrzMsnP/xji31bWOEkJtvu/7NRXPlCtlVjNam05jKijlHfa8IEQoV0fHxKd3K0ouaPjFr37n4lG5XMZIOJ+NkludGCjTjRKbndtRMmNh1fkTAyAL9zDoj71DkoACJn0JsqLPa7KxYJPBXiIXC+nZcQkjPW8eK/WQpI/vyJnYAsHvdvt3r9knkUv8gP4O2zsuoGLBZrF+//qNrV8aJzG1rdvbon2i38y+GEaD0592OEPIRdz9w69iJI3Zu2VdaXB4VEzlp8pjY+OiWXmTBS4v27rz4zEkp3fT3dgD44Is3rkqQNp1eX1BsrixnxEKBXFpeoNJV1wkcjkBlTqC/NCBYoVcbwcs0EEJA76Urw3fYrHbe3xp2jxHhqPkwsfMJ0cP75G096m2vUEBcfa/uKKX5248PfOyWHindhSKhw8F6q9xos1hsZjL0ukFl+RW15Sqb1eZxqcan1GmNp/ed9byU82d88ISBTX8ihFCnFxkd/sAjd1326UX5Je5Zncvm9TtfXvBUWHjIFYQGAKBKTdecz6IcBwAalSn1VKXFfKHRjpCu3ZXDhkfn5aqrqs0mnYk3fZEFyK8who4uJiHquOfwbEJiurc4iUcuOMbOJ8SPSYkZlsw/CaJJ2oKK7PX7xULBHXNuAUoJw38FygEAVBRVWUwWz6yuRSjA9XdPSBqQeCUXQQihnGz+EXUcx+VlF17hxeuKy9RpGc6szmZlTx0rd2V1AEApLchVl5XqkpLDJtzYffiMcZ5ZHaWQMCTpCsPo6MZOGyWWiglzMRUhBCil1989sR2j6uiwxc4nEIb0vG1s9NDe6txSe53ZAUz6wXR1uYo6OJlEEBYsF4n4U3wKtPRoem1m0aSn7wyPDVv344aKokpKKfFohKOUluaWuf98Xk6cQJ79aM7AsSlXchGEEAIAsVjUol2sg83JLqiurOnSNTY+IbbpJ2F9XqGrj7WiTOfgG1VSXKCNT1CyVluv8YnFp/Mrskud7XbO1W+7DOjea1y/ln+sdmCuM5fklTnsbHxijF+Q31W8sjI86MX/e3rJu7+4xlULxaI75tw6dNKgq/guvgYTOx/iHx3qHx2adyxr12d/UUqdsxasNoeuzhYf7e+aMOHJojMW7j416JbRg8YPsFlsS95bfmLXKZ7jCFDPtZNbhEC/EX2u6AoIIQQAAP0H9hEKhQ4H694JSgiRyiTJ/Ro3lR05cPK9Nz4tLqgvtDR4eMqbi+Z2S/RaSdhmqHM93RoN/N0Uxjobx1JGQAjH3r5wZtrWkzmH0/XV2qDI4J7j+iVPSrmMXpQ2Rjm66detG3/ZbLPYAYARMNfdNeHOJ28TS7z+vmipXoOSFv2+MO3w+criqqDQwOShvZRhQVfr4r4JEzvf4rA5dv/4LwXqPheVUlpeVdejq9LbWQSIKqsIbhkNAGKpuNegJP7E7srWRyYMie4aKRTh9yRC6CoIUgY8/uzM7z5fxhCGoxwAMAzhOPrs3Eelsgajis+dzXz6wfmc23PpqWOpj9zzwj+7lgcG8dcwE4hFjguTIhjvFVgO7S0aMDRaqJAzAibl5qEpNw+9Kh+tzfy9ZOOGZZtdBfkoR7ev3mXQ1s15+6Gr+C5iiWjwhAFX8YI+DsfY+ZbK7FKLwUy5ximY3cFZPBaNdaFAHZaLj6Rjp42M6dZw1S/vj52kif1uWwkhlKO3PjLV64UQQqiFnnzxoYUfzw8OrW8BCosIXfT5glmP3dPosJ+/XelgWffEjlKqVmn+WLm+urJ219b9W9bvzM9tULtEHh3pejoODfU6B8JotJ4+US4K6JDT/K1m65bftgMBeuGp3dkicGTrsaqS6nYNDTUFW0d8i1lv8raLdXAg9vLcSYjcrW1cJBa9+u3L637csH/DIYfdwTBM8pCeGaeyWZblGSAMXib7E9KjX7ec1DznK0WAfMZzd+K4CoTQVUQIuWPG1DtmTK2qqGEYEhYRyntY2tkMz5sUIeSfPzZ/++lSh6O+DuiNUye88f7cIGUAACh796grLrXpDAAQGq4Ii/CrqarjuTQFk8FaklbYdVDHmxBWml9ut/HXQC3MLG7fVb9QEzCx8y3+YYHedomE3ptvKY0e2tt9gyJAMWvevQ+8fI+6ShMUGigUCVf8b/WutXu9nM2/deC4lIdfn1VRVOkXoIhPipXIJM37EAgh1DIRUWEtPYVSWlRQ6j4MbtumPVqNfsmqzwCAEYnipkyqOXFGn1cEBAYMjc7JqC3MU/NeKnXryZK0wuDY0B6jeot95kaXm1Ww5JsVmem5UqlkwOA+c56fHRzidcAPuoowsfMtEd2jldHBmnJNowFxcqlQ7NZcV1Kjyyip0RotYqEwKtRv6ozrogb29LwawzChUfW1oO59/k6O4/b+s582e/qE2WiJjA+PjMfHPoRQe+o3ILmqch9vz0KjpXGOHTp17mxm35ReAMAIheHDBtUVl1GHg2FI1+5Kb4ld8Zm84jN5AHBk9Z4bn7strl+CaxflqLqs1lCjC4xQBkUHX1PTKWK7xYjEQru9cQVTQkhCb6/TSpw2/rXtjbkfcBwHQAhAelrWhrXbflr9ea8+PVozZASAY+x8DWHI5BfvUCgV7hvFQkF0xMUhICdyy/eeK6zRGW0Ots5iyylVLV6yqaq0GgA41mvWJhQJZ//nvv98+WLzg3GldJoabfrxzKKsEoedv9kfIYRaz2PPPCASChokVfVf83Q3ZKXnXjyKYUL696EUgBCJVOjnL25iwDEAmPXmf/+31qwzOl9WZpetmr9k1bzFGz9as/LlH/5c8EttYdWVf5yWKi4o3bZpz75dh2trGiSmEpn4ppk3AqWN0s2Rk4eFxzbVAqrXGd5f8BlwFCjAhQoMxjrjO69+0hrxo0awxc7nhHYJn/nFU7s/+7MqtxwA5FJhUIDE9XOrrjNnldQ6yywBgPO+ZtQbv3/rJ7vNUVlcLZGKeg/pdddT03lb2noNSortHlOaV3bJMKRyacaJrDP7UqvKqouz60sMBIYE3PfC3cOuH3x1PipCCDVDcgoTpeMAACAASURBVL+e3/36f++9/r/C/BLnlr79ks6l8ixjCgACQYOxyEG9EolQUHv6HGez9eobfvJIKTRRIYBSu9mWfSg95aahmjLVX++u5NwK4FXlV6x7Z8X9/zfHL6SNJlvotPpFb32+Zf0u5w1fJBI+9OR9z7z0CCOob/S57ZGpYolo/dLNNosNABgBc8M9E2+fc2vTlz1y4KTR2Hg8N0fp+dSsqoqay+gWRy2CiZ0v4qw2sckYE8FTZ7K81kAvToG6gEJRVglhCOWo2cie2ncm7cj5V799mbc1PigssDmJncVkObDpcKONerXhh7d/FooEg8bj1HeEUNsZNnLgX9t/yc8tqqyo7pIQFxMbOWHIdL3WQD16IQcO6dvo3MDEBKtGp8vOCwlTjBjXJet8jVZtppyXFRgBdJUaADi98QjbaGoCpTaTNXXL8VEPTLp6n6wp855+++jBi7Wr7A528Ve/EiDPznvUuYUw5OZZkyfeMb40t8zhcMQlxupUur9+XF9ZXK0MCxo4LqXfiGTPy2pUXtfAVas0mNi1NkzsOgydVp+XXSiRSroldpHJeZZ2bT51TgnLOgxGm8lqU0jFOpPVYLJKJcJIpb+deH/UdBVJoeCwOX7/4s/Xvp/reZjVZHVr8GsZSikhZNXna/VqQ2SXiKQBicyFpSw4ltOp9YEhAcyVLW6BEEK87GYbV2OSqh1mgcYWrHxu3mPvLfjU+UALUL9cRFBQwBOz5iUmJcx+/J5hoy7O4rfUqpxfBARKh46KoxQ4lu7aksN51JYCALFcAgBVuRWeC8gSQqpyK1rvM7o7dzbTPasDAKCUACxfsvrxZ2dKpBcnecgU0h4p3QHg3xXb1n7/D+Wos9bBnr/3D7t+8Jy3H3a18DlFRvOPnCaEYFbXBjCx6wAsZstX//fTb0vXsiwLAH5+imfmPXr/Q3dc9jDb3HOFG49l64yWRtuFAhId7HXarDtKaW5avsVkkXqkmCFRITlpeZcXmPPKqirV8k9WAUB0QtSctx+S+8t/XLg073wB5SgjFIyaMuyup6YHKDtkXSiE0LUp+8D5vT9vtV64K4rlknEP37jo8wWfvvddbe3FkWc6rV6j0VWUVe3bdfipFx966qWHndspx7lnaYSAQEgCgqRatdnzveJTunmNow3nTmSez/HcSAEsZmtRQWlS7+6NduWfL1z73T/ODh3Xk/uxHSe790m4YUaDJsbhoweFhCjVGq17zVRCyMixQ3BibBvAxo8OYMHLH/y6ZI2reKbRZPpo4Ze/LF59eVcrzi5ZvmST3tQ4qwMAB0uLa7QChkAzUkZKqdVs9dw++qbhV7gEhUt5QcU7j3w4/+63ctPynTcIzsEe2Hj43cc+NntkpQihDkSr0X/2wfePzHhh9h3PfPDWF1UVNe0YTFVu+fZv1ltNF29oNrN157cbB/dJ3nFs7ca9v40aN9TZC+HsX6WUAiE/fLk8L7vAebzYX9HovqeqMerUPLepnmP7RveKA4CIxCiewp8cjUiM8jyrNTRqZnMn4FtL4/DWY5Q2HqhDCDm89VijI6Uy6UffvO2nUDgPcC5cEdc15u2P/nPlYaNLwsTuWpebVbD93z1woeQ3AFCOEkJ+/HK53W6/jAtuWr6VY72P/iAgF4svmdYRAJFYuGHZll3r9pnrGjyS9hnWe/pj0whzcckJcgUPoZSj4NGXoapQeauZhxC69qWnZU0bf//S71edOnr27Onzq35Zd8vEBw7tO95e8ZzcdNRkszYo6kGBUpq29SQjYGLjok4cOdP4HEo5jtu9/aDzlcNoBgCz0V6Yq8lIqy7MU2eeqwG+kS29xvdzfjHwlhFCsbDRVFyJQppyUxstOzZgcOPBggBACAlUBnRNiPPcpapSe3YTUUprKlSeBw8bOXDTvt+efOHBCTeMvnHahFffeWHdtmVR0RFXJXLUNOyKvdalnkn33EgprTMYi/JLE3smeO5tWl5aflMNahTqrDaPh7LGA0EogN3mcGZX/yzZOGfhw32GXaxgfOsjNw8cl3J02/Gq0prQqJD8jMKcM3lXupRsQ+eOpk+dPdl9i9VszUnNU1Wqw6JDe6R0F4mv2hrVCKGr6425Hxj0deBsAKMAADar7Y2XFm0+tFoiEbdlJCePnv3k3a8z0nIoUKlQPDCmW9/I+Pr0hYC6tBYATCazzcb/FK1R6wDAVFltUWsLczU5mTW8g+rcVWSWOuvYKaNDpr/5wO7F/6qK61srI7pFTXziZkVwG40z6ZbY5ZY7btywbptrVLRzLd3n5j7G22LnH+THM3iagLeBMUHBgU+//MjVjhpdGiZ21zzvsxDcVzZsJk16lsNsaTrH4vnRbfJOVac3fvP6jx/+8V/3H++4xJi4xBjn1/OmL7i6WR0AmAwN5tKf2nf2109W6VR658uQqOCHX5uVPISnqDJCqH0V5BXnZhU02shxtLZWffp42ogxbVftaO/OQ88/tgCgPru0sLbDRZkaU9247n0AgAARSUQAoPCT+wf4GfRGz/tYdEwEAFhqVLXVxqz0Zi2fajFe7OKITIq596PHNOW1+ur2KVD89kfzo2Ojln7/mzNzDQwKfPn1J2+7+ybegweNS9m/4VDjrRQGYxGDawwmdte65P69PDcSQmQyadfu8S26lDYzt/b0uagIf32d9wFqHo1zLmOmjlQEyPf8fcBqtrkfRDlqMVmP7zx53V0TeE9kBAz/crEAACCWiifdNb7XgB4bf9mSm5bfzM8SGR/p+rogo+ib1xe7v4G6UvPFvG/eWf4GLmuB0LWmppqn586ptsbrrqvI4XCcPHq2qKD0hy+XEwDObb4/AGTWlCaFx+SrKoo0NeZjtpVHdk2eNLZneOwJfab7RRhChGLR9TeNBwBKaWmRrom7nLv0XWd7jesf3q3+DkYYEhwbFtxkvd/WIxaLnpn7yGPPPJCXUyiVSbt0jeVtq3NKGd1v1JThh7YcdbbwOf+M6xF786wbeY836OtWLl177kwGAPRJ6TXzkbv8A3hqbKGrDhO7a12v5MTx14/au+MQAeJ8rHT+OD369APilvQ2Okzm2rPnAGDkoK65BSruQjXwRoQM4/CyvMSAMf36DEveumon797qUq9jn5NSEg9XqL0ljHarfcuK7cFhQfe/dM/7c/6PdTRj8QkCUx+8eCvZ9vtOSjn3y1NK7TbHrrV77n/pnktfDSHUhiIiQr3tCo/0mt84HI7N/+w8n5opEAr7pfS6cdrEy6t8lHo6/Y2XF7kKEfPaeP6Y64aSl13wTVZBnDI0KiC4Qu+cHksAqEgifveTV5zFOyTKIGOdrZm9EqzNvuO7jfd9/CjrYAvSi2orVeExoV17dWkio2ptEqkkuV+z+jcee+vBlDH99v5zoLKoShmuHDQu5YYZE4UinkQiPS3ryVnztRqtc7z1vl2HVy1b993yT/r0x46UVoeJXQfw4Zdv/u+9b9f9vsk5M1QiFc95bvajTz/Q/CtYtbrSrXuogwWAqPCAu6f137o3W6Or7810ZooMw/QanHTDDUOWf/u3Vmd0T/sIIWKpuOegJLFEJBAKWAfr+RZyf7m3d5/20JSTe89YLTbe51nnk9+f3/3zxaaPF/w497MXv3EOvmlCn6F9ortenDhWmlvm2dJICCnJvXSdZIRQG+vSLa5ncmJ2Rl6jm0xYRIhn7V+novyS5x97vSCv2LXl5+9Xff3zh+GRXnNEXjXVqidmzjUbeUqQuHN/THTGWKKpvaHngOSIuDKtysLalHK/N79/I7FffUEQRUykWCaGOp4qAY3ozZZyvd5cXLZr3LOEMixXfy8VCJmUUf0eevUBv6BrvU1r6KRBQycNavoYjuNee+E9nU4PbgVQdTrDay+8+/fO5ViLtLVhYtcBKBTytz6Y9+QLD2Vn5onFol59egQEtmx0be2pVI69mI0lxIXMuX9EtarOUGcJDpInjhtKIiIClP4isYi1O26pUq9cupl1FWQCAgQeePkehb8cAPqNSD574JzH2hTQl6/+uFNkfMRr389d+b/VOan89e0opTaLLe9cfll+uSxQXmeoc88AY7tFGTR1Oo3hQkDk/LHzb81+f/5XLwaFBgKAQCjg7UDmfY5ECLW7RZ8tePz+l9UqDSGEEMJxnFwu++CLN0Uinl4ISum8p98uzGvQxpaVnrvg5UWLf/u0Re+77veNxrrGS101U4mmdly3Pt1D6rtQWc3F7JAwTOLY/sfWHmz6CtWGulKt1lkkgLIAcPGezDq4U/vO5qTmvb30teCIq1bpjXL0wL+Hzx5I09TqImLDxt82pufAHlfr4k3ISs91z8IvBMMV5pdkns9pZusgumz4m6/DCI8M9fZ4arfZm5gESlnWVFnTqLWMYUhkmH9kmD8AKCJDZeHBAMA52FM/rreVVCVGB+dXahwOjgJQoISSw1uOJfTuKnU4Rg/rlXkiy2KxOa/jbO0bd+vo4DBl9tnckIjgkMhgzxjie8S+9v1cvcZwZMux379ayxvnmm//Ks4qcY5Tcf6pCJD3GtTzzIHUBm2ElAJAVVH1iv+tfvaDOQCQNCCxOKe08aemtEf/xgU2EULXgh69um3cu/LXn/44e/Icy3LJ/ZJmPz4jJJQ/oTmfmpWV0fiZkFJ69ODJ8tLK6NhI3rN4ZWfkNzGMuEnExjaYGGtvOE924K0jc49mOWfR8nJwXLlO1/S7G7R1fy3e8Ogbsy8jPk82i+2zud9knc4hBABIQUbhkW3Hp9x//T3P3nFVrt+EJqoSVlXUtCixs9vtBbnFDoejW2IXqeyKllzyHZjYtRur1Xb04MmSwrKIqLAhIwYGKQNaegW7zb7ltx17/z6grtYoAhWDxw+4Y84tAcGNr8M5HE2M6VVER8rC68e1lJ/IVBdXbTmZrTM16FOglGaczHrnoUU3D+oRoJDcPCjxTH5Fpd5ktTmiu0QNu2HwuaPpc6e/7jy4e99us+ffG5cY6/leAUr/AWP7e0vsirNK4ELHh/NPo950cs9p3jJ4FOiZ/alWs1Uik0y5/4bD246bdCZXOyIBEhQeeN1d4wGgqqS6oqgqKDQgtnsMtuEhdI3w81c89eJDzTmytMjrmIriwrIWJXYikfByJ+jTQKnC/XVwbIPH7IrMEgEhjIBQrr6wQKMUrs5q9V4+9KKzB9MuLz5Pm1duzzqdA/W30/q33vLbjpTR/Vq73S40jOfx3inE+65GKKW/L//r609+MhjqAEAilTzy1P2PPztTKMTb+CXgP1D7OHb49FvzPiwvrXS+9PP3m//Ws9Pv4Z9kzotjuf974cucs3nO6fFGnXHf+oOph869vfTVwJAGy4IJxGJGJOL4qhnLQpWRY4e7XqpzStJLqt2zOitrc7CsVCQREMbBsmcKKsf17SKXiEb1jgeAqMG9oscPeGPmeyb9xd6NvHMFHzz5v/8ufyM0OsTzHcNjw/qP6pt66Fyj7X4BCqPe5NnDCwC8GwGA4zhtrS4iLjw4Qrngh/+s+nxN2pF0ACCEDBqfcu8LdxkNpu/e/Cn9eP1ctuBw5cy5MwaM7c97NYTQtck/wOvIk4DAlo1IGzw85d9/djTeSkj3hHhWaylUV3k7kQHSIyz6wvEQ3jUyqufFZ9dNH64uON2gTZEwIBSL7RabQMhQIJyDvVR5u3pGgzEnMz8sIvQyHvUbObbzJO9E3eM7T7Z2Ypfcr2dUTERleXWjYZSRUWF9mt1ct+TrFV/935ILte7BZrV999nS2mrVm4t41ihH7jCxawflpZXPPPSKzWZzbTHWGd+e/1FEVNjIsUOaeZEj247nnM2DhmXntLW6DUs3z5x3b4NDCQno3lWbybMsoEWltdSq5ZH1NUHMtbqSmvpScHqrsVhbYXFYAYAACVEExgZEVmoN7qdXnslOK1MZdcaGV6UWk3XpvK9nzrs3ahDPz/Djbz245N3ljR5M6/RGzyObRhjiqpwXGR/+0qfPmuvMqipNaFSwVC61mq0L7vuvukbjOl5bo/361R/nffV8r0FJLX0v5Bu4iuLCioqKiooKnV0YHR0TExvbNT5K1KaVxVBjA4f2U/jJTUZzwyyBCQlT9uyd2KJL3XrXlN+Wrc3LLrx4HSAymXRc12SH3lyireFcFZPdSESi0V17B11osYvqEXvjC9MJIZTjdNn5R/88WJDWuE2RciASkhkfPhjYJdpqsqRuPpF1Kqtwb1PFXBwcW6qvqjVp7pz8MAD0HdB7wbsvXckcUl2tjqeJkID2Qr3P1sMImPc/ff2Zh18xmyzOpgdKqVQmee+zBc2c/GsxWxZ/8yshxDX3wvm/v3bVxkefmeksH4i8wckp7eCPleutFqv76sjOb9lfl6xp/kXOHcvg6aIkkHaUZ6WK0AF9ZBE8dQQoQO3JVOfXJpXOUKt1riGrtxqzVUXOrA4AKNBaoza7tsjecD4sZbmcszmuJyq3KKBKpc9Yu6don8c6PACKAMXjbz/kFyhvzoq03hAgyUN6yfxk7htlfrLY7tFSuRQADv57RF2tcb9Fc5RSoBuWbr7sN0WdFWsuXPbJK6OTQqO7dB88Ysy02+9+4J7bJ44ZltQ1OqTbsP98srzYwjMTHLUNuUL26sLnAcBVvJcAIQTeWjS3pSVCJBLx0tVf3jFjqmuZ1MEjUpas+Exk4mRCydiEZOdbECBw4fYapAx4cOaUp+dNTxnfIyIhNKJbRFBUcHl6scNiKf53R9mhU7nn+XuKTXXW0l2HHEaj1E827O6xM99/VOm9EY4CzaotrDVevGWln8188K5nM9NzW/QB3QWFBvKUO6bgnHPW2oaMGLBh98r7HryjT/+eyf2SZsyevn7XiqEjmlvKODsz32K2etbk4jgu7TTP7zjkDlvs2kFuVoFrCRcXSml2Jv+kUV4Wk8VV2c7tKmAx8Uy5JwKBX2yUucpjQCulVq2OtdoEEnHV2dziKq1zFEiZvsqzBd9kN2stegrUfdCbsVLj2VNKASgHQEjhzhOxI/oIPCZ27N9wsE53mXPTnPyD/Wc1aphsqCCzyHMjpbQgo/BK3hd1Pg5T+tTew7cV1zEi5dhp9/SKiwwNDZGCRaVS11Tk7tqy9//mP/jDt78fT1/fU4Y3zPZx2903de0e/+2nP6edzhAImQGD+z0z79FeyS1rrnMKCg5c+PH81997qaSwNDwyzD/Az1Jn3gMAAElhMZH+ylNlebmqSnphXR+d1vDj0g3Hj2aMCE5kHZQQqMqvytibuuN7RhkkDQyWUu8LAFksdk1GTviwgQBAGDJ67ICdmw+b+UbFqIw6s71B3XiOUpvN/t1nS79Y/P5lfEwAGH7DkL8Wb2ywiQBQGHb91V/bg+O48tJKvc6Q0L2LTC4FAK1Gf2DPEYWffPrdN4+eMCwmLuqSF3HHsl4fpWjLl1zyNXifagcisYhn2BiBFi2SGBkfcYamNr4GIVHx/G3UHF/xOSfKsgBg0RrUdSYAoECNNv46TzqLqVxliAm5+NypVEgq1TwN+yEBMqCUdbCGstqghMY/0oUZxZc7Nw0AoFufrnM/e65Rc11zte2KPejat+2hW7YV14188vu/P3ssXNq4BYhz6NZ/8Ojtb62d9tjOnJWTea+A2kDKoD4/rPif62WdwZh6Ol0ul3XtHncZo+nFYlH3pPqFtqV+soCIIEO1jlIaIJUzwLiv1uh8Aj+dnhvR0z9eGe564KUsp1GZ1KqmHlCNBquhvMa1+o2EEfSKjNCZzSarDQjxE4sZAcmuqgGAOhvfWBRKTx0729KP5jL5/hsyTmZnnsomhAABSikBctOsG5NSLichbsKe7Qc/XPilc8g4IxDcN3t61+5dvvx4sUFfP3RHLBY9M/fRh5+8r/nX7NGzm1AoZB0Oz98SvfviWJpLwMSuHQwZMWDH5r2Nt1IYMrwFK+6NnTZy2+87KaUXu3QJUEon3D6W93hxIE8vAAFCREKBTAoAIrmUIQwAWG1ey2yyHFuprXNP7HrFhOaUqxwcdbXwEQCGIb3j6nt+m0goLxMhOpX+klldt95dD2464nEq6d4n4SrHgzq4t7eU+se8eOi7J3j3MsLA6W/+uXRr9BMb3gLAxK79mYzmr/5vyapf1nEsBwDBIcq5C5665c76/5rK8uraalV8QmyLin0Ov2fc9q/WOztSirT8pTqKtbXxygZLFGosxrNlBWqzQcQIo/yV/WO6ipgGv1LTTldknKvOKzHXFlZpK9RCsZAABMlkQbL625faVJ8XenvItduasRKPF2KJ6D9fvXB4y7HT+1O1NdqIuPDxt43pkXKVi0Dt2rr/pSfedPXiUJZdubRx3QO7zf7ZB993SYidNJn/15MnP3/FfQ/d8euSNY16t26cOqFLt7irEXhnholdO7hjxs2rl//VoH4jgQB//znPt6B8UVSXyCfeeeSXj34zGepvDQzD3PLQTSNuHMp7vCImUqSQ240Nni8pUGXP7s5xGEE94sKC5FAEZs7GewUAEDICo6XBXoVMfN2A7qdLa6ur6qcp+MvFw5PiAhVS5+dS8BXbTEjuenTHieZ/2AYo1WsMlzxq1E0jNq/cXlupct0yCSFAyC0Pt2DqMfIF2WaHIvmGpo/pOybMcTSz6WNQ25j/7Dv7dh12NbxrNNoFLy9iWS4hMf69BZ9mXRiUNuWWSf9585kw78uXues5pi9wcODXHWa9yc7ydJUCgLXh9uza8r259bP7KaHlenVGTemtycMDpA2eOR12NnPfuTqb1epgxUKBv1jCCIjrpuRqGpSJJJ7vyBDSs0+LW9eO7Th5bMeJmnJVeGzoiBuHjrpp+Kibhl/6tMv15SdLnCWmnS95M1QKQAhZ/evfzU/sAODl154UiYTLF69xOBwAwDDM9Htunv/Ws1ch6M7uchK7mTNnBvd+5csF/a56ND5CKpMu++OrLz5e/M8fm1mWZRhm5Lghr7z9XEtHIQydNKj34J4ndp+qKqkOCg1KGd030ks/LAAQhomeOKby4DGrRnthEwlMTAjs1WPzsn93/3NIVaORCIVigYDxPqUmSOrHeEzZCAuQv/TfR9J2Hi85V+QnEyv9pK4VYyL795AEKDwuA2NvGbXt952aaq23UiZNIARCIhpXQqotV61bvCH7TI7VYuuSFDftwSm9BiW98s1LK/632jX9NjQqZObcGVe9GwJ1dJOCJFuyP6+wTYkS83/nU8608s9iSdCkNg4MeUo9nb5v12FwSyAoRwlDPvvwO6PB5D67a8uGXennsv/c/JN7VdvigtLszDyFnyK5X1JgUINOjJ7j+iaO7KUqqd3+cHphUannsP0gycVbmclm3Z/vtgAPBQAw2a0HCs/f3KtBZQOt2Vyk1rAX8h6RgOkSHBwgrQ9JcmGljVC5ssJQy3Kc65MxDOE4+vATLei+5Fju2wWLT+07SwgBoCW5ZSf3nBl2/eAnFj7iOcXtqjDo6/JzCptzJKW0ILfxWhRNEwgFL776xMxH705Py7LbHb37JuFk2Ga6nMRu5cqVMRNmYWJ3eVgHm3b4fHlhxcRRIx978gEOuPDI0MsuqO0XqJgwvbnPQOJA//ibJhkrqmwaHSMWycJDTRXV/3tsUVZetXPEm8VmJwB+EjnDNBhl4sQQgUKsiAxuWDiKEIGQCU6MndAjLuvvfVVpF+Z/EIhM6dHztnHOV7UVqn9XbCvKLBaKhN36JNw868ZXvn3p109+P8c3h7dplMLIKcPct+Sdy//4uS8cVofzPptxIiv9eOZ9L9x1w4xJL3zylKpKXVlUFRgSGN010jUVDiGXhXOH/v3a9n5DZ33/6bxpEwdK3b9HqOP8wS0/LHz6qzztuEUL2ytC5JJ66rznRspRjUoHHkXbigtK1/+59Z5ZtwGAWqV5/43Pt/+7x7lLJpc+9eJDD865133eqEAkDO8WOXHs8J8LGyxfRghhAHqExQBAndVWqtUWqMt4CtNRKNWpbaxDLKj/xaoyGYtUGvdDHCyXV6vqnxCXPDLZL9i/y6DEb/+7rKKwUsgIeoZ2KdCUu6ZQyBWKeW88NeGG0c3/x9m/6fCpfWfhYg0sCgDHdpzsP6rvqCmt0mjHu244L0JAofC6nngTQsOCx00aeRkn+jKvid3ChQubOM1QuGLhwsPNORK5K8oq+WHhz5VF9WUwCUMm33vd3U/f3nYREKKIjlRERwKAOi3j+Mb9WXnVAOD+5CkgTJDEX23WNTo1LjCCIURvsl2c9kAAgPaYOlokkwBAn3uv7zJxkL6kmhASEBeuCK/vhE09dO6b13902FjKUEJJTmre/g0H5335wqNvzPrP7W86WNbbwhiEIcowpaZGQzlKCAEKFGj/UX1veqBBx9nyj1c57PaLT/CUEoA13/w17PrBgSGBIRHBBo0h42RW6qG0+KS4PsN685QAQD6s//wt754Z/ubq3+6+/jdxYGRCTHhIaKgUrGq1qrq8oFxtBYA+d7+z+RUsbd3+2CZmRPLdRs6cPHfPrNs4jnvukdfSzmS4tpvNlk8XfS8UCmc+erf78TazVVps7hsZf76qxNVoJ2QE47v1DZDKtGZzvkoFACqzl9EglJrtVoaQtIqicr1aZzbLRJJIvzCJsL5ljgIApRVq7QvP3Orc8tyHT3zz+uLSvDK5SNYnrLvBZgztEnr7w9OGjRnc0hrFJ3ad8qy3AEBO7D7dSoldoDIgMiq8qqqGXqr+MqUwYlxzq7SiK+Q1sfv4vf+aWa//VfrCFe+8U/81JnbNZDFZPpv7tUFb59pCObrltx0BwQFT7r++jYPhHA71+ayCErXnLqvDpjHzTHR1lrVTsTS8f6KusIK1O/xjwxMmDQ506//1iwj2a9hParPaf3pvucPOUqDA1S8jYTZafn5/+eR7r3cOnvCGcnTag5N7pCTu/Xt/VUl1QEhAyqh+QyYOdD9GU60tyfWoDgrAOtjzxzOHTBi4dNEK9/F83ZK7Pvnuo6FRPKtiIN9ERV9MZgAAIABJREFUGNkbv6fOfHnTd999t2736dLc81npLAAwInlEVOyUabc//fTTtwzHOTfNVZRfkpmeK5GI+/Tv2cwhbs3Hu8yoqwSu53aWYwHg+OHT7lkdAAAFQsiSb369/+E7XUNHACB18wmH1TGqa++ksOg8VVWZXuVgWT+JTG812llHqVbnfKi1O7wMRCbActyaMwfqbBYAIAB1NlOtUZsQHBMsC7xwCFjd0tOIuPCFv7x2el9qYWaRWCru0b/7ZVdQ16l0fP8IoKtt/JR+tRBCHn36gfff/IwvoWwgIjLssWdmtlIYqBGviV3+gWW33vLk8VrzDc989vT1Xd133X777SF931ry7kAvpyJ+x3ed0qsbP+cRQnas2d32iZ1Vo6Msa+WbcqUx63mHvqlMurjASFWFinOwve6aGNw9pjlvlH0mxz2XdaKUluaVlxdVej3tQr2lcbeOZhjm/pfu8Xag0eC13IBRb1r1+R+NZmkUpBd99cr3by97zf1ujlDXYVM/Gjb1IwAATq+qNlJZRGggfou0iE6rf//Nz7du2OX8HS8UCh+cM+O5eY9drSEQHMvVVtVGRIRVuZXkdKYUXRJiiwvLPIuD9kruAQC7tuz3vBqlVK3SffLfb04ePVtdWdM1Mf7mmyfWbMty7rU6HOlVxXaWBQCt2VSqrT1XWdxdGScRSqC+gjEPmVB8tDjbaHOVdq9XpCkPkPgJGYFzo5+ywYAWhmEGTxgweEILqiLwUoYFleVXeCZYyrCgy7tgTmb+sh9W5WTm+wf4DR6e8uAT93p2p86YPd1itX71yRKb1eusu2GjBn701dshoTwT6VqqvKyKY9no2Ei8gTfBa2IXOWL2wYLh8+66+atv/xOkXLbivw+I3b6TpaGjpk/Hmf8tU17Ak8dQStXVGudi9m0TBme32/QGh9EEACFBPIMerCz/z6eDc3CUUkprMgpr0gvix6YkThlxybfzzGVdJFL+un2EkKGTBo24cWhz1nUNiVDyjggEgMDggDVfr2v0KEmBluSW5ZzNa+3VElHHYq7I2nPgcLYK+g2fMmlgZKM+sFPrVqeb7DNnYpNDU/7zzMIjB066XrIs+9O3Kwkhz89//MovXl5W9fwjr3lWcZfKJE+9+FBS78SnH5wPBFx9ggwhgUGBt8+YCgDp57O9XXbl0j+dtwjNcd2pY6k9QqMnJvZjOXZ3bprj4l2FAoDJZi3QlPcKSwAAuURu4+vW6Bocnlld1ujBmAJlKS3SlpsdNpvDKhGKAxOVNptd7FG5/QoNu26Ic73sBu9O6bDrL6cP9M/fNrz3xqccxwEQAuT4kTN/rf532Z9feU7y41jOZrV5a7QLUgY+8tQDB3YfiesSkzKoT0sXC3HZsHbrpx/8oKpRAUBAoP/TLz9y7+zpmN7xauofReTX84vNWX++d9/6RbO6TZhzRuO1vJkvs9vtf6xcv3D+x2//56PVy/+2en9qEXvJYxiGEYraou4MZ7NXHzud98eGki27Kw8eAyA9u/OsM9aoFJOLgBEwhHC0fixL8f6zumKva2a7BHl/WBw4rr9/kJ/niLchEwc++e6jzcnqAEDmJxs8sXHjMSFEGR4UEhnMOljee01FoffGQuR7Di2Z36VLn5vvefjFpx6+fnD0mFmfmBuOGVr1wuOzZs1qr/A6hPOpWe5ZHThHuxLy609/WMwWb2c13yvPvJOd1SCrI4Qk9kzYdviPh564b9S4oR9++aZSefFuExwa3KN3t0/e/frvNZu5JkeAOW8Rzj9zastLtLXleo3JzrOeVZ3NZGPtABDpFwLOtcfcCAjTIzTaW4+kxqy32C0cpWa7defeA7Nvf9pm46+r0oSi/JK9Ow9lnMvmHcQy6qbhIyYPg/ol14izWXHstFFDrxvkPECvMRz898j6n/89tOVonUdHiruaqtoP3/6COhfOpZRSDgCqq2o/fPvLRkdWV9Z+9ckSAnxZHQGGIZTSJ2fNe3Pehw/d/dydkx9OvawFwZYvXrPg5UVqVf3YIYOh7sO3v/jiox8v41K+4FL5BBHe8fryvDFjp05/bnjXQ5+t3dioW9bHFReUPvXQ/JLC+jFef635d9mPv3+z7KNuiV08D+49OGnD0n8bbSSE9EjpftkPMS1SvveQubrW7b2pgm82rlIWUGGopR7LlQVLAwCAAuUoZQgBgJrz+YHeC6w4JaV0DwoL1NXqGy7gTbr26hKXGPvku49+u2CxUW9yzY2IT4qd2eRaYZ5mzZ2hqdLknst3bQkMCXjm/Tlyf6+TsLwl2cgH1Rx/a8yc/xOI455+dU6/KOGOVV+tXTF/EInNWN6CShMoKz3HcyOl1GqxFhaUXt7yXy65WQVnTzeeD0spzc0q0Ki1zsIlU26ZNP66UWln0vdsP/TnyvW1NSpVrRoANqzdGhgUAM1e66ZIUx2q8DprwcY6CBCg0CUoukxf7WDrEyyZUNJVGeMvkTfzfdLPZb/24Fv3z5nRNTnes36TC8dx2//de/p4am21KjM9t/jC75rYuKgF7708ekKD+gCEIXPefmj49YOPbj9RW6EKjQ4dOXlYvxHJzr0HNx357fM1ZuOFWbf+8plzZ7jXPbXb7VnpeZXlVdGxkefPZnnmnZTS/XuOmE0W56JhTof2Hfc2VDoyKryqokavv9hpU5hX/MQDc//Z9Wt4ZAsGX1ot1m8//ZkQ4mqOpRwlQH5ZvHrWY/eEhnn91/NZzWooihn3+LGCES/cPu3ZG3vsWbCslUPqSF554d2SonL3LeWllfOfeeePLT8RQjiW27pxd3paFgAk9+s5edrEQeNSnEWGnFkOIUQgFLTNrFhTeVWDrA4AKIhETKhSodIa3Z+1JEKJUCBsVKWTAIn2r59wYLE55BIRANjq+FcecycUCZ9Y+MiX878zGy0MIc7Hv4Bg/8fenA0AvQf3/HDNO7v/2l+cXSJTyJJSEkfeNKylret+QX6v/TD3xO7TOWdzrRZbXGLs2GkjJTIJpTQ4XKmp0TZ6lGQYBvthkcsvs78hjGxFxrkZCf4A8OSzL3x4W8/XVzzw4bwbX+2Pk2yaSyDw+nQq9L6rmYoLS73vKuvaLd75tUwuTeqd+MJjC2x2G7hNp9BpebpNvSDVBr1c5HVhm1JdRd2FFRflYlmMfzgBIhWKFRIZASJkBLEBoWU61aUrdBI4dipVs0DHEGb87WNufvDGc6mZNVWq+K4xg4b1dy6SplFpn33k1f9n7ywDm7raOP6cG2vSJqm7FyuU4i7D4UWHy2C4DHcdLsMHdMDQjeHu7u60pUjdXZM2Lve8H25J0+QmLc5Yfh+29t5z7z0JzclzHvk/hmUfAACQnpY1ftjsv4+F1KhdzeBUjSbVazQxFCOLCY/bvWKv/hG5RL5zyR4XL2e/QB8AePIwdMmctckJxe+zgwlridSSBQVifcOuUGwy2cbL1yMrPUd/+SUxlkplR/adHj99uKmrjIl8EyuTGX7XYMBYi8NfvG79PqLH/xHKGwFkC6tvvR7TfNGgn5da4hHFxMUkvg43FKPHGEdHxkW9iRXYCiYNnxP1tiR2sGvL/t93LPWv5nvxwDWpWEoQhG8V75+m9aU+V58beW4e7fHmDf1PXqL004s/frnSfGPtdQw4PDvWmecAgF8kcusG+FkxWRyhDZSDyrUqrjy65Mqh64mRyQwGI6C6X9s+La3eLQ3WAuvOgzt80GsqgUrLq9eqtsHB/pN7b/l1hy5MQJnUHQa0cXC1bPIsFPNHYqFD0A7KqgMAIKymH7m6y6Hayu6LZ8VtskjjlJOadYKMs6wQQgKhjV+A90fenG+6PxifX2oVun3tvlRKU1BFZeIiAukn4ZEYjNxrmEmwtFoGk2BoyVLCEAgAAEnUJRaGXCVPVSsDnQOsmGwAQAiic3IcuPbZErHKRPsKveeAhtQCAInJY/vOhGzfpXiXxuMX4L1s3Zzqtaounbee1qoDAJIkEaCdm/eF7PpNd1AmkcsKZQ6u9sZyxDeO38ZQytqkwqw3T9zxmzcoNiph7M8z1HqOt/xcGsEEAGAymQ4OpbJrPL3pdfUZDEZibLKxgYsQ0nUHKSdq0zFrM6f+y7xPahdi9198uEnLzifC8mw8q3y2Kf1roHoe05KakvHPrxuiSuf5RkfF/Tr5tz0n/qjXus7eNYfePI2Mf5O4YtTaBu3q9h7bXejwfpJF742JzI/K/s7d2gVduxctkVI5lEikKKIPJmDIluYBwLGn+ZdfvR7SrEn96uVtO8i3tek5ptuHTfxjqNOi5syQyYdDjidFp2AS27vadRvWqUnHsms+LPx3yFOTDp6luk8yuZVOrGgSPCVk+v2565q4fq2JfePExybFRMYLhHyqi4OPv1fXXh1OH71YEpEgECbx+GkjPj7VJLhmoLWNtUwqK5XRQSCBkF+tRqkvo4z0bNo7kCQ5Zc7oa5fuRr+JY5DIlisgEEoVG2UJI3DgCRkE4S1wTRCnAdZT7UQEiclSthGAFpOZklxfW3cAwBjUGi2LwQpyqZAtyS9SSbWkVqZWYhMib2wmGwAKFZKEglKCTUnxKaMHTt9/5s8bl2mKefWejl+FFpt90WGx+38/khKTCgAcLqfDgDYdB7Vj6RVnpCdm0qzqBKQnZgDAnh2HDQKv1NtsJPkMrdo35ViVqvNr3Lyek4tDXnY+WXoom83Kyab3JjDf8++hQiU/gkFQrYENqPxxIf7vlffO2fduMWhyi88wkX8hBh1p9JFJZGEvXhkexRD6PCL0ccTfi/cWiSXUh0yr1T64+DgmPG7Rnrlc6w/sP1EeOHYmixgCKzhX8nPMLZClZIiu3onSYi0uK09EolD8ff9BX97kzzDTT0zlWhUX7J6tUqrVKrW16aw7C/9ZmgrZd57uUpCt9XtOBI0/0X6Z59aug2dlXnRmWSrvgCTJ9NRMsajIN8BLJpEtmbvu9rUH1Ckejzt26rCfR/ZZ8Ns0d0/X3VsPKBVKALCzE06ZM6Zb70/QnVmhULJYDMP0fBKmzB5jUFtqb0+/0BEMou+g7kPHDFg9fkNUaAzGGGMsVyny9JTYESAvoSuXZSVTK5ILM3HJOogAgM1gKujk66QqQwchgQhXvqMTtk8VZ+ritsY4cm0BIFOSa3CcxFgikR74+zhtsb8+lGfu9ZO3v0/djKF4sEquPL3rfEpM6viVo3Uj2VZs/SxDqq4FMFBW2puIKBojDiGEEMYkIhBgjDH4BXjPXjzJYA5WXKvfty2bPOrX3NJmnKk6QoxxzXrv17bK1l74Y6//nTh83uD4D60bf7wz+LukDMOuMDn8zMXEgaNLfC0vZvfbKA1o3bpN764tuf/t5a5a9coCW0GhuNDABGJz2GZ0m87uu2is65aTnnvzxO2Ogz6jgoy1pxtbwFcV0udDMBiEi6NNvkgKABwGWwplVLFhjIuksuuX73bv0/EDJqNRay4fvP7k6rOcjFxnD6eG7eu36d3CfGkwxvjhnaeU8GmNOkFBNd7PZ8zmsNicTywuYOH7YGYv30vbDzYZWXXfyqmBTsWmP2La770017ne/LrdFj0+tfDrzvCrc/v6g5ULN6WlZAAAwSAEAr6ooMQeUsgVa5dt5nDYfX/+8ZfJQ4aP/Sk+JtGKy/Hy9vhUZWH7dh0TFRjmyWHAGWmGLremrRoymUyttnQ5PIKGTevyrLkAILDn6xIz/Ow9HZW2IkWRSquxYnIceXZUi4hEUTqlbPwukogBgUKjpq/AoDmAMwpzMiR5VDEpLR4CZ6GVDQDI1HRyEwjSU8qo3EeAqteqCgBHNp/EuOTlUv9/cSc8JjyuYo3ioErVupXjXsVrSW16UXa+vFCt1bAZLEeebefgDgBAIML4hSGA6rWqVq8ZGP0mli+wqduwZp9B3VgsFgCEv3i9Z/vhuOgEoa2gQZM6Q8f0P3/7wKmjF6JexzLZzJOHL2jUGlNWqYeXW68BXXS/JsWn7NlxOPptnLUNr26DmgOH99ZP4NMxZ8kkRKCThy/obtuuU4uFK2eYf4v+s5j8KiVVGUsHd1ly+AXXaYC+YSdJev7PocP//LFicmCHo1eOtfakafH+X0CpUM6buqKQLidXpVRtXGmyDDsrKdt4cUAERIXFdhzUniTJ9ITM/Kx8J3dHV2+XT9i5GRGER+tm2Y9fSNOL1wuCyWTyeKrCkpdgw+MAgCPPLp9OoskYXTnwe6FSqH77ZX1SVDK1RUyOTU2OSQ29Ez4jZJIp2y49NXPm+MX6dfIdurRasmbWB/fYtWBBR7MNpzvfaXBu9/yqu+e7BfZOf3OEOu5U99fLy8Paz1vq57rP2Sh3+7/Drav3J4/6VbdmkVqsb9UBAIkxQmjH5r19BnVDCLHZrCrVPnFx0pOHL/TT4ygIAj19FGow0t3DZercMWuWbkYIYUz5obC9ne3cd66m6g2rPblWIsvC59jwOaWy9FRatczYzUaTjVcMj224CiWLMnKkBWbWbhaD6cYvlpqibXCIAPEFNhWr+MdGxdMm0SACMQjGyHED5VIFFYE1Jio0RmfYtevX6vb5e/dfPVdqikOuKq06vSjn0OmznYd0CK5dNeqtYd4bxrheo5oTZxhqEO7eemDjqu2AASOMgAh7/urM0Yt7TmzuP7gHADy8++zI3tOmXni7Ti1mzB+vUzk+e+LKwhmrNBoN9U338O6zY/vP/HUsxN3TMP+BY8VZuHLG0NH9I8LfatSaasFVKlS2NIMxCf33KKnJ6x9c9UiUyManztCRpVrp1V1zfH/zi0e2rTkdfqlzcKe3Gdd9OV9CquNbY+3yLVfO3zJ1Niszh8Nhq9Rq/ZUIEUggsLHhWCuwzFjwR61UR4ZGb12yKyMly4rJYRIMvyo+g2cP8K7kZTj2Q2HyuO4tm6hEhUqxmMHmFERGy9JL7XfdXQQ21hyEEI/JlWnK/iaz4X+IWX/j+O2kqGTQZf1hAICYl3F3ztxv1fMH4/EkSU4aOc9g3bl09gaPx120euYHTMCCBX2Y3EpnXqUcXD1335Un0UmlWra3m3vssdeqOavX3Xhlrvfd903I2p0Y9PPE6PJvMc7OzC3IF9k7mOwuIJXK9u48GvYsQqVSVw4MGDyqn6u7cznnoFSoaBxjGKiYrwEDh/euUbvaX38ejHobyxfw6zWsOWL8QF3mDLX4GENttzVaTWx+iqlpMBChLe2EQ4BcbUopd6i06lypCMzmsvDZJSsnn2OTLxMbDMcYV6oS8Cr8rak2XV4+HvOXTw2qGWgc/9GhVpf80VoLrN1reynDHhmMeRsRdfLQhSGj+184dU0uk+vy5BBCQlvhT0N7GYxPik/ZtGYHBqC8mVT8NyMje93yLWs2LwIAM/0n1m5Z1K5TS92v+XkFS+eu1Wq1ACWy0pmZOSvmb/jjr5W0d/D28/T28zR1fws66A27N390OxIl8u4y//nxRY6l80t4nsEDfgnuP3ri7gmNR2y53Wfdqydza3yRqX5DKJWqU0cumh9jayfMzsolEKI+KgRCGMPcJVPiH8fnpOcYfOgxiXOL8n/qOZYqR0WAHKxttW/JVeN+X7Z/gZ3zBzaEoYVtK2DbCpT5IgOrDgAYDKJz66rHLoRzOZwyDTuEkIGKUjkJux9BWz0Xfj+C1rALe/bKuIoKAZw5fnn6gnE2Nt+ozxhjnBafkZWSLbDn+1Tysijnfcsghs2AOZsGzKE5VX/QrOuDZuamJcTFvl8p3/eBTCqPiYwvexwAABCEyU1+QlzysL6T83LyEEII4NmjsGMHz63burh5q0bluXNAJV9KN0ofjDGo8JJhKxFBVAjy6ziova4ErXqtquu3LaW91eOrz2gjqtTvCaJ0GnfdO2q4+UVmp8k0xZkqHCbb19aNyyrlsZOqZGa1ThBC4MYvsQV9ndwlGVK1WqO/JPpX8Hnx7GWyUUiEz7dZ8ftcD293vwBvKsxtI7QW2AuKCoqM9YE9A9z1f332OMzY6wkAG1dvv3j2ettOLaLfxr6JKG7RUad+8Pzfphs3Abt57T5tEcPNK/e0Gi2DyQio5GvqlQfVrKr/690bjxRyQ7scY3zv9mOpVGbcu8xC+aE37LatCSeYdicOzHc0kTWMCO7QDVeX7XaL3LIL5hpKUX/3ZKVn0+4U9cGA953cErJ2Z0ToWwAIqhk4YcaI4FpVo319XtwJAwCMsZrUSlQykiQ1WP3s1mudjjkGnCstUGpUlZHv1aM3+4z79EJ3ijz6anY/L/uFWyd17TLG3MUIAcb9B3evHPghFUnSQpnxGgSmu77GxyYZH8QAGo0mJTEtMOgDG2Z/VjKTs/5euT86rNgUEDoIBkzpY6DGYuHfA3L08Hf08P/a0/gKlJm/T4EI5O3jaWtnsp5s0czV+Tn5QHUxAAAAtVI1b+qKy/ePUKlv5uk/uMe5k1dBz3GIEMKAcZ42SZICAAlvEu+efzh9w0T/ar5m7qPVaM25uLQascKUKhtiMxh+9i4EWMk0coVGxWGwuCwuJdWuxVqFWsVkMDgMtnn9OjbB9Hfw0rcFxy8ZxXfh/zZ/44unLwGAIIjOPdoNHzugW+vBxpcXFUkAIf0oJEKofb/WR7ec1LdWEUKO7g41m5aqUZAUSWjLc4sKJaFPXj5/HC60E/75zxo2h+3h7ebmTq88n58roj2uUqmLiqS2dgJPb/cWbZvcunrfYEDr9s3cPUrd01TNLKkl83IKLIbdx0Bv2B3Pldu4T6ljYy7ZnGA5jne3mZ12CuA/Z9hxy1yJEPLx9axeq+r2/esNzvhW8andvOaLO2EZhbkZRTlkKcd+qU9dkVJaqJImvqUxaz4MpUgsjopTiQsZVhyt6SY/LL411fraFLYCweylE//XtfWHTcPJwzEtPsNwx4zByZ1ei9zKdBfdbzPHTi5VrB6/QZxXkqdYmF/054JdPBtutfqBX3FiFsxgKRSjxYZv7eHllp6aaapTFgAgRADGE2eOMDUgOzM39FmEwUESY3FB4ZMHL1q0bVLmNIJqVFm1af6yX3/XpTUzGAwfgRuPbaWbmFKm3Llsz/IDC4y7FOpgMBnWAp60UE4bKVVoTG7XEQJfO8+kAjEiEI/F1SkYa7SaRFGGWFFI3c6KyXHl0/Rp1KHBWlS6EVlmYlbdFrX+PhYiFhVmZ+Z6+bhbca1G9J9iSqAqzUhmq8OANnKp/OL+q1pN8brtW8Vn5MIhrNL1wr7+3qnJGbT3pMJKhaLCzet37z/9p5n5m4qeEwShUhUHYZevnzt/+kp9rZbW7ZstXWfoD3d2oV/wCQbh4GQyoG+hPNAbdnISMzllp3Y5sAhSKy5z2HcAxvj8qavXLt7JTM/29Hb7sU/HgEq+CTHJpKmiJ4y79+tkfJjUkusmb4oJj8uWFaQVZpVZGWFcSP/BiCJjc1+8xFQ6MZiUtQMCJb+NMa91IuDbdOzW5oNn0rRTo7C7L0sfQxhw0070QZm6DWoaixgRCDm6OPh8k/kW9y88FOWW+lxgjBGg8/9cthh23yCWQjEDVCr1/VuPkxJSHBzt6zWqNWLcwMWz1+iySgAAEAiEAklREaXg6+zqMGvRxDYdmpu6YXaWoaJHeU4Z0KFLq8bN6z28+yw1OR00cOfAHUbpyC/GODMpKz0x08XTKTM5G2PSzcfVuB6rzg+17pw19CdRMEz3vPG19RBwrKH0yihRyqLyEvVNXoVGmShKtWZbS1VS2vuQGCcUpAW5lCiAsjjFMxTaCqhEwGuX7jx58MLUTOzshAZHEIF6jO76Q7emMeGx0iKZh7975ZoVjQvvgmtXu3frsanbAgDGOCLsbWZ6tpncx9btm61fsVWlMkx5JElywfSVf+5dCwB8gc2G7ctehUdSAv7ValShFTFo1rIhl2ellKv0v0YRQs1bNbK46z4SesOuPp99T3QDwLAcxoCL+QqWdT3zY74D1Gr1xBFz7996ghACwG8joq+cv9WsZcPEuBQw4dhydLLv3L2d8fHH157FhMcBQGZhDhjJBhmDMfhV/QR9KVSFRbkvXhZnfph/Kolf3Xxo/m5FUpM9ZMpD7eY1ugz53/k9l3WfZ4KBfhzRxZTR4+ruPHR0/11b9usSRBCBMIbZiya+b/OxL0NSFE3yNcY4MfKTOV8tfCoshWIGhD6L+HXKipTk4k6JbA77l8lDZi2c8MeaXVJZ8T6zUdO6i1bP5AtsEmKSBEK+l4+HGYEnAHByNtmZzcwpYwRCfrtOLV7cDr937j7DRD7fzRO3H1x6opAqAIDFZlWuXbFpx4bBjYN0rW6seCYiABi4TCsWwdSQGoMlkkCErVVx5SzGpEheqNAotSRkSXNpHJkYTFl11GmFRiFXK7ms4mkYtzc8dfiCKR1RgiAaNq0DAEqF0kAo2MHV3sHVXNKztMjMrErIyy0wY9i5uDmNnjQ4ZPUO41MP7jxNT83UFbQGmbDn9LcNU2aPWbtss0pFUhFtEmN3T9e5S/4F8qjfOPSG3cRmrlfOHNoet21UgMmcicLEnUdyZB4/jP1sc/tWOLTn5P1bT6Ck8yAGgLs3H81YMP6vrQdzc2gSBRr/QP8Be/3kLQKkwdqyG84AAICdQNimd8uyx5WFJDnNTCTFgMQMeul2PT5WhKX7qC51W9V+euN5Xka+o7tjgzZ13P3o+9JQTJw50r+Cz9bf/0pNySAIokq1ClPnja3fqNZHTuMzYSoSZCZCZOFrYSkUo3jyMHTL+t1vX0Ur5Er9tUKlUm9ctX35+rkXHxx+HR4pEokrVPbTJddSOmpl4uLmVLN2UPiL1/pVBQRCfCG/QZM65Z9kkUgSMvPP2FfmijluHL+j+6CpVepXj968evRGYC8YNndgcOMgAHh2s5RCikKjSivMKlRKSZJkM9mASllUCBAG7Cl0oezIPFlhsihdi81lqpQHNanhAUdFarVCPG7UbLGokC/gOzk7ODrZBwZVSopPMbVY+1XwWTJn7cO7z+RyhZuHy6B2dbgxAAAgAElEQVQRffoN+rGcYoESSdmGHULI2ZU+QqrDx9dknCQpIdVYqUQf421D/yE9FQpFTGQ8l2dVr2Gtn4b2NDBYLXwA9IZd803zWedGTPuhX+2wE3UdadKYVKLXg1tMBYBfQj48JPdv4cr5W8bFRAihNy+jNuxY9nOPcVhPHRIhBAj1G/Qj7a2UciUGXM6vd3uBcOXuBXZOn6Ak1kxGnTFiSRnxX0VZhSOmuHnl3u6tB6g2RPUa1ZwwY2Q59Q4QQl16tu/Ss31RoYTNZn2Dn3xSS6Ymp2u0Wm9fj4Agv3vnjbyeCFWo/l/Mvv/GsRSKAcDhf04tn/87bckkYIwQsX/38S49239YFTzFojUzh/edlJdboiZDAnTt1aE8lRM69qzcr7PqNFoNRoil57ejhOugZAdeQlFBUcjsbcv2z3f2cMrPKUn/l6oUUbnxuo6xSqMcOwzgY+vmZG0PAGmF2RlFOeWfrRlYDCbJgujsJHmGnLIdC8WStJQMBHDt0h0mk0GvhAyQmpgWH1Mc/M1Iy1q1aFPYswhKZ6RMyk5cQahO/WAnZwdRQeH9249Tk9M9vNya/tDA1r5U8NfGxmSc1MwpAMjPKxg3ZJZMUlJ0rFKp92w/tHz93HlLp5TnJVgoJ/RrGd9n2IW5bSVpFxu6ew+Yvv75m/hChRYAsFaRFvd6329jK7jVPJVUVG3w7nnVv/9m6tlZucbrHUKQk50XXKvqsvVzrPUUN2xsrH/bMC+oJn1U0c3HFQAIRPBYXGTW79W0eYOj1//yqWzYL0XfiCw/jPIVGZBaMldU9DaRPsFWh1r1IZpeG1ZumzRy3suwNzKZPDMj++yJK93bDI5+G1f2lXrwBTbfmlWHMT524OwPdbp1bvHTj61/bhbcJTYtycXTSf/fFyFEEKjrsA/p0mHhs3I8V27jPr48hWLy3FNfbFZfkkJx0boVW+itOgAAwJiMjS6v4okp/Cv4vHPvvftcINi784hxnyhTFIkkofdeAkC+XPwyMzosMyo8I/JlZnSeTES56Kz5PABsSmZPq9HePn0PEUi/pCClMIPE9JfoKFTJAECqkn0Sqw4B2PP489dPsQkQyuVyKGluAfBuHhqtlnZKPB5XqVbr1n/qh8vnbj59FFaeR3fs1taKyyGM4gYIISohz9XFadHqWRdOX+vUfMCcScs2r9s9d/Lyjs0HnD1xRX98jbpBVsaLMEK2dsLA6uY0Cs4cvywpkpZKTMeYINDeXUfLM38L5cdk54k2Sy+ftx07aM62g+umHVw3DSGGnYuzIidLpiUBACGiw4RNJzcM/YJT/Wq4uDplZWSTpVc9jMHF1REAOndv1/SHBndvPU5LyfD0ptnf6NOsS+NLB65ptVoPgXNMfhLCiPpUU7uz+o1rjZo4WFIoqVDZ39vXw+DaqNCYk9vPJkYlIUT4Bfr0/KVbQLXySm/beHnkvXxjRjy9QCLbd+n+vbBoDVl2lIFgvndmW3xs0t/bDiEo9eUhk8lXLw7ZeWjD+97tm4LSYddFf2Qy+cZV2/sM7Fanoqcu6OPi5TxoRr+AIIvH7pvDUij24slLYzkxAz5+NxX5OuadBMa7FYDEBEJ/rNn5Y+//lSdZNictF5M4U5KbKi4pO1Np1QkFaVxb3sChvTwD3DfNNF3RiVB6QiYAOHs4pMVnAICWJKXKMmXYMSVrly//qMRinf+NQTCD3f1j7kTcu/XYpD2pO67Xv9XDyy0rPZs2Q/rh3af1GtYscw7Oro7r/1w6d/IKUcE7nyVClQMDbO0EVlZWNesGDRjSMy46Yc7k5UjvKVKJdP6037x9PWrUrkYdYTKZVlwrw7gNxrXqVWcyzbWFjItOND5IkjguOqHMyVt4L8z9M3SctiWl/+jd23ZeexwRExMTl5jBcfSqV7lylar1fho9rn0tdzPXfk+079Iq7Pkrg4MY4/ZdWlE/29oLu/QoLpWIfBN75vjlQnFRQEXfVh2acTilZGmd3B3HrRi5e/k+TOLKDj7Joky5RgkADCZz4LBeYyYPMRWYuHPm/t8r9yMCqN1OVGjMilFrRy8eVr9NuTJU2EK+Y62g3NBXxUsGQoAxW8DXKlVapVKqUM7ZcjhHVN6VS2DLL+dIHfdvPTYWxMIYP3scLpcpaJsD/iuQyxTbNu3R11umfjh28OzVR8cGTuubkZRl6yh08nD8HHUeGOM71x++DHsDAME1qzZv3ciSxve+fLOFYo/uPX/9MhIAqgVXofLlPxNFhSZ13YpB0KDxx0owGi+hAEBinJuTn56a6elt+G1SVChRqdT6Ark8PldLkumF2cZBypiUhB+6N8Ua0ozfEQBYHBYAePi7Fxt2mDSrJFwKtdZkQ4UyseXwtUBiTGJATAYjPDU+7VSu1qykFIWTs4MoX+Tp7d61V4e+g7o1DqJRWgAAWVnJMzqatmhw/s7+i2eux8ckOjjaN2pez6C+4dDeU7i0D4Na0A7tOakz7O7efGTQUw4AEKCnD0MpjWJTT+eYEGn/1oIw3wHmDDsA4LnXGL84ZDz1C0nCN1mE+LnpO6jbkwcvbl65hwABARhjwNB/cA8DzXStRrt8/u8nDp3XWTAeXm6rQhYEl84vrtGk+soji17cDs9KzbZ1FLoFuLJ5bG8/T6q5Mi1KufLQpmMIlaxZGGOE0P71h2v/UMNUf1UD7AIr8VycCiJjVeIiBodt7e4irBSgzBelXr194WF4+a06ALBzeO+0v0Ix/ZcHSZKSIsm/17CLfBND6+0gtWRE6JtW7ZsJ7E2WH30kOVm5k0f9GhH2Vnekes3ADduXOZlQh7JAyzdYKJafVzBj3OKnD0ty/Os1qrV286IP+NyVBy+j4EApEOJxrcZNH/6RT9HStSsoPqUpZeLcvflo3bItlCy5vYPt2CnDev3UhSAIFy9nli2bzKAxxdQazcvQN01+qO9VwSM5mr5xKmAcWKcSAOgKeNkE07hFmBEIY4jOS9JoP7CnnBWT7e/glV6UnVWUhwFTzrsCkzLIeg9GqFKg/9Y9a3RH3NydMzNyjFNx/ALeQzmBL7BxdXdOSUxLSU7jPOF4+bgLbQVSqWzPtkNPH4VRewkjcFxMYnxs0olD55LiU2nrBTFgSZE0JzvPTNp0/Ua1adrIfoptgwUDymUTFPPfs+owxumpmdmZuQtXTu/0Y9urF25lpmd7erv/2Od/xsVc2//Ye+zAWf0jGamZE4bOOX/3gEFPVa4Nt0mnhuWfRmxEvEJG03qlSCRJik4pf0CWY2/n2riU18HK0d6zXYs3f5827vFlhgqV3luBxcuHzr+LkDWPa6a55LePRmNy223m1Cdh1sSl+lYdAESEvZ01YcnuI99ngv9n4hssFJs7ebm+VQcATx+Gzpmy/M9/1pi65GMIrlW1QmW/uKhEY/cVwUANm9SduXCCf4WPFV0KrGYo6gEACCFrG56Hd0lF/LmTV+ZNWaFzPBfki5f9uj4pMXXG/HEIoZbdmz95G057//VT/zjp5VWQQ98XAQA8AzyadWkMxW1JEQAGBE7WdpkS+v4HANQorCJVKsUHuusEHGsfO48ipTSzSCfXV95lFmMcH1NKIKnvz903rNxWaoIE4vNtdLGjMpHLFNN+WaCvZrf9j72zFozftHpHVmaOrvrEEIQkRZKe7YZqtVrz3xTmFePbdGheu17wi6cvS0LMCPG4VuM/ettgwYCyDDusDrt783VsXFxcXGJKvr2Xb4C/f0DFoJbNarK+95hP6LOIZfPW6/oktmrfbNaiCVSjldcvoxbPXpOUkOro7NCyTZMOXVsBwJG9pwz+6EmMCwpEVy/e7t7no7Lm9cuIDKDkmj4GKwc7wtraRA0WPc1blqu9oz4t2zUV2goKC4tKBUow7tqrQzlr9b9NKlbyIxgE1tKEf6pU/ZB+a+UkIS75GV3G9LPH4Ynxyb7+hjU3FkzB9xl2Ye7htssuNnT37jNx9rRhP1b09xFYMbBWkZ4Yd/PI5rlLdqQoNF+sUCw5IfXBnafGxx/cfpKcmGacevvxEATx+59LJ42cZ9y7z9HJcdCIPsYNQ98LkiQfXXka8zLOw801LaOkawK1Wg4bM0CXmEVqyfXLtwIq6WOGMQYE+3Yf+2loT3dP11Zdmq3+7Q9aw8KKwS7IEZmyORq1rzdgal+qbMKroufjq8+o4+4CF5VWky8vCSwSgEjdUoj1/vs+CDg2TjxbKxaHah2WWmjYlbs8IIQMdHqHjOqXmZ59ZN9p3fvj7Oy0KmS+rpMbxvjMsUsH95yMj010cLRv2rLBuCnD9HO+N63ebqBRXFQoWTBzFSX/burdwyROS8nUPYJ2DIFQxSr+ZnrKAQDBILb+s2Z7yD8H/z4hk8kJBtGwSZ0ZC8YHVPQ1c5WFD8CcYffwwLJxs1eGptCI39h41Z6zasvc/g0+28S+DpFvYi+cupaalMbhci6fu6mfBnHj8t2oN7HHL/+1Z8fhbRv3kCRJIEQCXDpz/eSR8ys2/Kpfya9PYlyyqceRWjIi/G1yQqqzq2P1mlVNJdi5eJmWi/Qsl1yIeQIq+dJmwJhCqylX+0h9+AKb9duWzhi7MD+vZEvdrGXDybNHv++tvils7YU9+3U+uv8MKi033aZDc+/P2RUjOcFEvAkgKT7VYti9F99UoViC6eUiITbpcxh2AODj77Vt/7r/Ne2v1ZRqRZ+dmfPLzzMAoG6DGnOXTtFvUVpOxHni9VM3p8SkAoAT2Mq4sgJ5cU8wFps1YtzA4eN+0g1OiE/OzTHqYY0BY/L5k5funq5u7i5t/vfD1Qu3DIbYWvE5TLYZT1Lbvq2s+cVGUrPOjS/svSKXyjAJBEL+9p4uKgexUqIltTZcazsOPzInQaL8qJY/RUqJgMOz4xZbOWrNhzj8MMYNm9XVP0IwiLlLJ/ca0OXhvWeifLF/Rd+2/2uu7ySbO3n5+VNXKYs5LSXz8D+nrl28u/fEHxqNhsfjOTrZnzp60UBIBZOk6SB5MTZ8G0mRuURMhBAiiBkLJ5T5org8q0mzRk2cOTI7M9fOwZbNNleNbuGDMWnYnZnXttuKawDg37jnwI4NvLy8PNxsCzPTUpKTH1/cf+z+i3kDGt56c/bK0s5fcLafmPy8gi3r/7p781F+niiggq+Lm9Ot6/cxiU25r9JSMjav371v11HqpK7BzqN7zxfOXFWq5Y4epsy1NxFRC6avio4s1vtwcLSfs2RSu04tjEd6VfDwr+ab8DpJP1aCAAXWq+zo/h667aboN7j7qSMXSYxx+Rp+JyekfcBT6jWsee7OgTPHLke/jaN07Jq1fI949DfLrEUTGQzG4X2nqcIWhFDn7m3nLP284uk803pR1malpCzQ8u0UipnpQ112i+qP4MGdpxq1SdX0549fDuo+9sjFXfQ5Fab5e+WB1Jji5YJJMALsvZRaJcFjDZ87KLh2VYM0DJXSpAGkfFeDuXjNTITgyvlbulO2XIG30FVDapkmelEQDEJ/A8y3tZm+ccKOxXsykoq9UE729mPGDLVzsc3PEu3+fd9HWnUAgAFSC7NzZaJqLhUQIAbBfJ+ISDHOrk4j9KxeHZUCAyoFBhgff3z/+flTV6G0kH5eTl6XFj9RCY6u7i7ScpdZUHCsOB27thaLC29cvmdmWOVqFRasmE7bZ4IWhJCLm7mOuhY+EnrDLi9sRbcV19iCWn+fPdK/uVFEad7iuHuH+nYecnVZl5W9cmfX+AS2xZcnLSXjp65j8vOLHUhvX0e/eRVVfM7ERxAhdOfGQ9p94d0bj0w9qD5dZmhebsHI/lMl0pKPWX5ewYxxi+wcNhgXriOExiwZHjJ7G7XxpfCr6jNywRBTD30vPLzcmrdqePv6w3IuPanpZQjdmcLGxnrAkB4fdu03C5vNmrt08pDR/V6FR5JabWBQJR//suUzPpLgmoE2fGuZRKa/lyAQ4tnwqpvQULRgnm+kUKx6jUAejyuXK/TXGUQgrpVV8Gf4lyW1ZFpqpp29MDfLdKoZAAYslcp2bd63aPXM8t+8sKDo5cNXBql7HAYHlBD3KLaJUXsebz9PFoupVtOUKeichTY21mu3LI58HRMR9vbY1lPSIlmOtOBlZjQAsBhMD76zg7WtgUSoFc9KnF/EtSk2i8V54ssHr2cmF4dHORw2g0kc2nRcrVIDQJb400gQA4BCo0oRZ3gL3e24AnFZ1RIEQiwGW4s1Gq2WQERQ1Uob/1n5XvnHd27Qt4LUla1kZ5bZUqgU038dO3B4b4Igfluw0cwwhBCXY1V+q87CF4DesDs1ciMALLl3rb+JtJKApv2u3E93CJq2YeTp2U+GfcYJfjY2rt6hs+rAdOqAPhiwQq58r3Q0AIiJjK9Vt7rBwaP7zxSVdm5TE5gxdtHh8zuMdzOObg4L/5r9/FZYYmQSQoR/Nd9azYI/XttCq1AmPn4xdtqqjJyC8jcK41n9W4tYPx/unq7me+l8WjhWnFkLJyyYscq4f65FO+AT8PUKxbg8q6nzflk2b32pf1kST/t1rPnM9PdFJpVv27Rn/1/HKT+Zp1cZrjgE8OLpS4ODWo328L7Txw+eTUpIdXFzatOh+cgJg2zeCbbnZeabEh+5f/GxTCKfsGqM/kFra173fp0MCicRQtVrBBpoC1SpVrFKtYq3jt19m1KicK7RahJF6QqNylPooj9YLpH/MWfbkr3zCIJQKVS//bI+O7XEelMqVUo9T6G2fFGLcpIvK/QWujtwhQUysVgpMfXV4WLr6GntTNmjWqyt1bjG2OUj2CbEQUzx/DF9WYkO0rQQjAGUZPHzxy9t+NY/9u7YukOzg3tOmBqMMQ578UqULzYj4GrhC0Nv2IVEirgOXWaZTRa2rza1l+P8M29DAP6Vht3d62W0uqcBg6u7c1bZrVRLIAh0+tilPgO7GRyPeh1DW16Un1cw5ufpRy/uMlZ6JAiiXqva9Vp9sspwRW5+2o27f5+5nZFDZQeW92PfqNlnVNWyUE669f6fh5dbyJqdxWpn1auMnzmiXsOaonwxk8U0KMS2UDbfTKFYn4Hd3DxcNq3aHhOVAAAVKvlNmj3q0+YtkCQ5fuisZ4/D4d3mMC01AxAQQJ9PAgAYID9HlJeZ7+Bqr7vJuKGzHtx5SpmeqYlpf/158NqlOwdO/ym0FQCAtYAnVckyJHkylZyJGDYcnrvAiUkUr2yhd19Gvoh+FRl56J9Tudn5fKFNu04tJs8erVKqTh+9pFsb6zao8dvG+QRB5GTnXTl3MyUpzcXN+Yc2jX39vV7GRepnjFH/y5TmOtnYcxglyVsY4/SEjIiHrzGJn1x/rm/VGWPF+pT7Ig2pxYARQhUcvfNkojyZWKKS49ICK46O9jsOb4gNjU2NS8/MzXkWHn7g/KljVy/Uqld90sxR5cxrJLWkQQntB0B5CqjmRlgLt67ev3n13pF9p7fvX9/7p65H958xVRKLMRaLCj/GsCNJMjkxNT0l09PHw8vH3aLH+ZHQG3avpWq+G70Woj6dHayOR79H0v23A6klZbIyNcdLgRCysxMO/2XAxBFzy++zI0mcmphufJzBZJjSxoyLTrx28U6HclewfzBZD5+Rau3zqMT3zf9wcXMpe5CFz8aTBy92bdkf/Tbehm9dv3GtNZsXOTrZIwKdPHJhzqSl2Zm5AOBf0XfavF++jyzGL8C3VijWrGXDZi0bUp4kA5HzT8LdG4+eUQ4ePWFthFCxfjntgoCAoUbzBy6dt32Gh787AFw6e4Mq4MW6ZqsAKYlpuzbvnzrvFwC4fu3u25wE6m4qUMs0ilyZKNDJn8viAACJyQmj5mTlFOuA5OcV7AjZe/zg2cPndv48om/Y81dKpcpeKFQVKM/tupiak3n+4jW5olgEYOPq7b36dxWLC2leGwaJUsrhGWr+bZm3kwq2mseBZ5sqzv6QUlg6dEFhBMiRZ+fAFSaJM3KlusYP4F/BZ9s/a13cnX0reP29/dCBrScp40khV96+/uDOjYd+/t75eWJXN6eW7ZsOHd3PlNc2Oyv3g1t462bYtEX9e7eevKsDK/7LeBMRvXHV9vkrpjVt0WDz739Fv4k1vpbJZDq7fnjO3Kuwt0vmrot8HUP9Glyr6oLfptPmEVooJ/QRBw3GBKNsYVUBg8D4A2Ubvy4ikfh99wRVgyvvOPh7i7ZNBo3ogylndTmClwiB0I6mT0OtutXNLB1vIqLfa24fgFIkVhUWAWCZQvFeaxiDwahUxdIa66uxI2TviP5THt1/kZebn5SYcnT/me5tBifEJW1ctX3RzNW5WcVFhQmxSeOGzJo3dYVC/rGCON89Z+a1bfzT/NAUqX/jnguWrd6x5+CFKxcP/bNzzbIFvZoESFJezBvQsN38c19+YhwO+1NZdSRJXr1wa8PKbRtWbrt28TatVg7GGCGi76Afq9WswmAY9xQFF76DUq46HFIclbt745HxKopQcbJXTlbuumVbdMZi8TQwGZkTr9aqASCtMFtn1enIzxXNmbS0QmW/XgO6cOSM4+tOnd51/sqpm8dOndNZdQCAteSRfSZb99I6HWlT94xhEUwX/ifTtbFml+oJnijSs+oAAFB8TFLIul0AkJdb8MeanaCfFIQBkzg+LklUIIp6G7P197/6dRltqk0Iq5zlpSa+sRBC7l6u9ZvUoWlFjtCFU9cwxi3bNd1zLMTOzpZqLKtPu04tjEXm8/MKHt599uTBC1EBnf39juSE1OH9J0fpNQ2PCHs7tPdEaoNq4cN4H4Hi74jjB84Zd7gypnqNwEmzRyUnpb0Oj8rLzd+xeV+desGTZ49q3qrhkX1nEuOTMzNyJGKJmb40GEOLNk2Mj3fv22nf7qM6cSADCKNPzidH++773s3RtqBQZvwSGARBm24yetLgT5vrY6H8pCanb/59N0KouH4ZAwBIiqSLZ699GfYGAegabFPL89njl5/cfzFx1ki5VMHmsGvUqeYXYFFCKcV/oVAsMz170sh5b1+VbBdNSdNhTM5cOJ7FYoU+jZg2ekFuXvE+gUUwvW1dbdg8jPHrJ29DZm/z8HPLy8k3du5hDIWiIgC4d/uJis5DpsVkXH5KFSf/PBm9mPDzJy/FosLIZ9EX9hX3ns+VFhg+BQARCDB9bjSXNpxabgF2T4GLXKUoVBa7bxGg8nce04fJYHoJS/Ju1VqN4Ut+9yGdOGPkiyfhtG8X9WRq7vExibu3Hpg0a5TxKAdHO28/z5SkNDMd1ShfoK+fV2JCiuFDMO7ZrzO9LYWxVCqTSmU2NtbW1ry1fy6eOmaBuECs+6cPqhk4e/Ek/SuUSlXImh37dx+n9MLYbNbg0f3GTh5KK1m6Z8dhuazU5hNjXFQk2bf72NS5Y4zHWygP/1HD7u3rGPM1EI7O9kNH9+8/pMeTB6Hrlm2VSqTU1vPSmesH/j6+48Dv67YuBoDwF6+H952kVr8Tf0IIqIjGu//6BXiPGD/Q+P48a+6eY5u7t/25qJAm+lO9dKbw54DJK64Ra1232uv40vIlCCGA+UO6xaRln38cIRYVUu8Th80eN2P44JF9P/fcLJji7s1HxqpTGHD4i9emqn+yMnPmTVlB/UwQRI9+nWYvnmSRj9LxXygUm/7LwshXMfpH8nNpjCoCIR9/L6q3Ya161UcO/enE32eVGhWbwbLmcBmo+FsZYxx6Jzz0TnhaUZaxGYEQ8vLzAABRvmE7UR0SlVypUWowfWsWjHF2Zu69cw91GV0KrcrYusIktuJyjBr6IR7bypr9UbowCFBFR59cmahAJlZq1RwGS6VVKzUqU18XHCbLiWdvzxOmFeXky4pFkq3Z3HnLpj46/SgjKRNjkKoU2VL6umOMcdTb2MIyO/YCIIRuXr1Pa9gBwJQ5Y6aOnk8QBOWzoN49Byf7vHfSgAwGY9CI3pNmjgpZu3PPjsMaPRdmlx7tho7pv2fHYdo7W3E5vHffF/Ua1jx/e//xg+ei3sTyrLl1GtT4X9fWBo2wl81bf/roRZ03V6XW7AjZq5ArZ8wfZ3zziNA3xql7iECvwt8aD7ZQTkwadkUpKzt02GP+4qxkcy7WbxlmWd0O+v/cY9CIPlKpbPbEpTKZDPQ85InxKUvnrtu4czkA1Khdbf+ZP1cv/uPFk5dardbe3rZOoxrpKZnJ8anObo6t2jcbMXagqUaozq6Oy9fPmzRyHsJA6q1Z1YIrt6Rz8n1a2EIBx1aoFBf+ULNKSlbeqbsvStZojDHA4RuPx/TrOHPrUolUHhMZz2az/Cv6mtLks/BlEJto6VvOdnAkSR47cJbNZhnssP/LfPeFYm8jol6GvTE4SBlJ+l0WEACJ8eBRJds2d29XPseazzFZhWPPtc0szANU6s8PY9yjbycAcPMwl4kr16iYiGHKtrN3tMtOLWmKykQENvKaIYTcPFxJiTopsySJ2YbD9bfzROUu8DcFAuTEs3PiFfs1U8SZWXSdxwQc64pOXggXf5v42br72rqptBomYjAIwtaGP2BKn7WTNyUWpOfK6OXrKRgMhk859MwxxmbM5dbtm23+e9XKRZso9XI2hz10dL/h4wbGRSdEvom1tuYF165KdU6aNGvU4FH9zh6/lBCXbOdg2/SHBrXqVQeAVu2bblqzw7iPTpsOP+ibbgIhf+iY/qamkZGedebYJSgVU8YI0IG/jo+aMIiqqjF+ZbQv1tQjLJSJScNOJX15+bJhcfu/iMg3sdcu3M5Iz/Ly8fhfl1YG0mI16gRdOnvDzOURYW8xxg/vPBUVGH6QMMZ3bjysX6UdQkS14MoTpo/YdWiDWq2WFsnetyyoRdsm67ctXblgU1ZmNrzTtp3+6zhdm+rPikvjemnX72iVqoHtmzaqXnHF32dEEpkuczoyMWPWhn/2t2xSsYp/7frBX2A+FsrEw8uN9rhum14mCNCxA2cnzhxF2eiklrxx9d7bV9FcK6vgOtXqN6r1Kaf7b+C7LxQ7vO+MqVOOznUzvIgAACAASURBVA7Z2cXRN7YVZ8ykwT36lQjO121Z6+iWU3KJ3NRXLJfJ8bFzS5Vk63w/BEEMHN6ra68OANC0ZQNrvrW0iCYiAQAMRNhaCWjNnUqV/R0c7awFvNyMYkeOwMomX27oRMAYN2/ZsEuXdovHrCyUSUlM8thcPvs91LmDq/kwlWqxVJktKiqSm2sO4WLjkCsTaUlSzwRBBIF87Tw8hQ5pohL3JwKkK8jVylW+Fb18G/g+O/7a1J0RAgaDWS24srUNz9qGZ15AGCHCvEB00xYNzt3an5OVK5HIvH08qNBn1eqVq1avbDDS1k4waEQfg4O+/t6TZ43asHI7YAwYgABMYi8fD6oUppy8iYg2/oPBgLVabXRkvLFKa9XgKpFGBRmYxNWCDedsofzQG3ahoaG0x/8t/P7bn3u2H9Z91W3f9M+k2aP0Y4g9+nY68NexlCSaelWKW9funzl2yVSmKsZYpVQDQOiziGF9Jy1bP7dLj3a29kKNRkMg4r3Mstbtm/3QulFCbLJYVOhXwecj2zK+Fxw7oW+3DqLIWHlOXtqbeFHxmqLTDsAKpWrr73+t37b0i03JgnlatGksFPILiyQGIbByWnUAgAGrVOrkpLQqVSskxadM+2WhrvcJADRv1WhlyHydDtl/ge++UMxMjzJ7km/naCPXKFlMZufeHYaNGaB/1lpgPf63UX8u2F2YbzIy48iza9ulJc/NOjkh1cXNqWW7poFBlahTNjbWqzbOnzB8jmGUDYAgGNZsHpdlJVZKqEIKHRwOe2XIAgAIbhyUGFk8cweuba5MpGsIQW09Pbzcho8baGsnWLl38dE/TkaFRWvUWq4NV1ZkwjZ6V+1JBf4cXR3yCuU5mfk2ViwfF9vo1Fy1xmR6GpvBquLolyRO12tKgUkSx+Ylk0Bas7jG6cgMggg/cjfi6P1LYXdM1RkDAMYwZEw/yo81Zc6YZfPWm5gCNZikjGbzOLk4On2obsGQ0f3rNqj5z66jsZHxdvbChk3r/jyyz3tJY76vs3TI6L7nT11VK1W6kheEEM+a+9OwXu95Jwsl0Bt2NWsamtX/Ii6dvfHXnwf1/760Gu26ZVuq1wikPE+hzyK2rP8rP1dEEMiUZiNC6PjBc31//tH8szCJCYRWLdrE5Vlt3/RPTGQ8g0FUr1l14qyRxqLEpmAymRW/Up0pwWLZVw/MfPD0pV5RUgkYnj0pQ/TSwpeEL7BZs2Xx9HGLCkUflQXBZrNILTlp1K8JpbWv7tx4uOLXDSs2zPu4aVr4huBw6PMpEQCPzSUQooKt98888PBy6fBTW/0xVWpXWnlk0aPLT9MSMu6cuadWaY0NFA8v1x6jutI+onnrRrMWTly5aKPOsKGMKx+hK4EQgRjVXStmSXOlSCGVyK24nPpN6ixcMY2Ke7Tv3+bZzdD0hAwqVauyk19mYa5YUyRTKByd7dv+74dfpgwVCPkA4FXBY+qG8SRJinLFM3suMPU+OLk55KTnAgBCyNZBkJuZR80mX6PJL5ILrK0YhFZuWg+Fy+JUdvCJyIpTaUt8ezK14nVmXBUnf2u2VfF7+u7t8bazIxDxNDVWojCpq4UAuNa8sVOK2xD3GdgtOSFl786juMQK1RuMUI9+nXr2L9XDU6lUnT91lfK416gb1Kpd049XgAuqGbg6xOTbWPblNQJpAggIMRmMwGoVjcf7+nvvOLB+yZy1sVEJ1JEq1SouXDmdihpb+DC+w+KJU0cuGCRjUtkZp45eqF0/+MTh84tnrQFdXaEJMMaJ8SmNm9Wz4nKUCpWZeD+JcaG4aOro+ZRKp1arffEsYmjviWs2L2zbsYXBYKlUZm39bbXylGVkFSUkazT0yS7lUX6y8CVp2LTO+dv7Txw6HxMZf+ncDU35RBx0IITsHWxlUtnFszfiYxKNB1w4c23Okkl8gQ0ASKUyBkFYca0y0rNev4wCgGrBlS0L7r+LgEp+j+49Nz7OZVvpK5oghK4cvmFg2AGAFc+qRfdmAKCQK+6fN2yciBCq1ayGmac3bVF/+JgBly/czMrIQQQRGFSxXnCN2MexErGUwWTUbFi1z/iert7Oxhdyra0W7Jp1fu+Vp9ef52Xlu3o69+vYs03vFggh2pAIQRBpcemkln4dAwC5TDF68TAPf/fo0Jh96w8DvKs1xQAAhVKFp1BoY2eVJhYXKegVgnJlYn2rjgIDTi/KrujgDQAsRCAGYcNmuwr4VixWjqQwNJVuw1xyLcikstzsfFf34ndg+vzxbTq2OHPsUnJimoena43a1dLTspKT0lxdnVq0bWKQEhP5JnbKqF/TUt41eNwOtepU37hrha1d2R7oz4ezq2PP/p2P7j9T4iIFhDEePKqvKdX0mnWCjl3cHRudkJGW5eHl5l/Rh/h6rV++D75Dwy4lOd3YDiMQSk3OkEplaxb/AQBldrtHgPgCazsH27lLpiyctRoAI0B6qo00F+iiY5gkEYF+W7Cxdfvm1BokKZL+ufHv00cvikVFNnzr9p1bTpwx0s7BUELzC4M1WlVhYWFCEgD4uDreDY8yGEAgVLmqkQCEha+N0FYwdEz/okLJuZNX3vdajHFBvnhAV5M6AqSWTElKS05M27xud1JCCkEQfKFNobjoXXsroveALqMn/czhcCh/yXfA910o1vunrof/OUVqtSWhLgAM4MkvZaBjjEW5YplEzrOhL5DqNaZb1IuY3Iw86vsaEYBJaN+/tV+gD+14rUY7a+LiKxfu6NbMgIq+q0IWunu4AIBELOXZcM1nrbCt2N1Hdu4+srOZMfqYT0iQiKU7Fv09PWTiy4evacowERIpFM4CfgUnh9QCUY6EJjVQoqIP8krfHScIoppbib5JXB69mpUBBkZMzTpBNesElXmVWq2eOvrX9NRSjwh9HrF07jpKseErMnvxRFt74Z5thygBFw6XPXLcoOFjfzJzCcEgKgUGWESJPxXfoWEntBWkIkPbDgMIhPwXT15KpeayU/XG46YtGgLAj33+V7V6pZ1b9ke+imYwGHF0To7iB+hBkjg3Jz86Kr5K1QoKuWJQj7Fx0YlU+oGkSHr84LmHd58dOrfja22tsFab/yqy4E20zsBtVTfw5J1nMj3fJEKIxNgibvLNYm3NY3PYKqW5pG9aSFzGrmbVwpDQ5xFUaSFJkmI9fVGM8ZF9p4/sOw0Anl5uE2eN+gItUj43//ZCMfP4V/BZt3XxolmrC94VVCJEeAtcBFY2BiMRgVhsk98IQgfh0n2/Xth7JeLRG3G+2MPPvU2fFsGNTJog08cuun75jv6RuJjEgT/+cvXhUQaTYSP89Hmc3hW9TPW8AqD0l+HsXxdVCpVBzhsGrFKrtaBVkxoWwRRyubSGnaldvZYktVjLQAx1sb+w+O4yddna4C5uTk4uHyKO+PRhWGpyhvHx65fuiEWFJopPvxAsFmvC9BFDR/ePiYwnGESFyn7fWpzqu+c7NOyat2r0KsxQAgdj3Lx1I1PFEMa4uTmPmvgz9XOlwABdzsGQ3hNCn0aUsxJbJpEBwNH9Z+KiE6lZ6E6lp2bu2X7IlCLR5ybr0fOixFIalUJr3oKhP4YcvZr6TvTIis0c1rNdy3ZNv8YELZQNwSBatWtqvribHtN/vASBEIFCn0fAuwQGo2tL/Q3PHL84OzP355GG5XX/Iv7thWLloWW7pnUa1Jg6YF5qcgabwRJyrFkMw8Q7hFBANT/zDQw4XE73UV26j+pS5hOVCuWNK3eNj+dm5037ZeHCldP14xXh9yNunribmZJl6yis0bh6274tmSymTCJPjUvDJPas4GHNL5dZYOds2/h/De5fMIwX68AYx79JrNUsOP51ou6gSFGULMpQadUAEJr2NtDFq65nRSZBaEls8BHgsrkgp1EbwYCTRBn+dp5WXI5bZc+MqFTquDWrbCH38dOGf1hW3FsT3YlIkkxLyfi6hh2FDd+aUlGx8OX5Dg27n0f0uXbhdnRknL5QcL2GNbv17KCvvW4GFpO59/RW2gLV1SELJ42a9zo8UnekQkXfWDo3HkEQ3n6eAPDw7jMq/U7/LELo0b1nX8WwU4kLDaw6igqeLusnDXiTkJaWU2DLt67m5+ESQB9ksfCNMG3e2BdPX36q3jsIAYkBNOUtsCUxRgj9sW5nzwGd/7078n91oVj5iQmNIws07nwTDT0RIhhE73HdP9XjHt57bmr3e+PK3fu3H/fs0rFZq0YN29fb//uRWyfvUqt0TlpudFjsw8tPghsHXT18Xa3SAACDyegwoE234Z2YrLK/rQbN6F+YXxTxyKS8CMa4SceGj648pbxqInlhbH6KrtIOY3iTmSKSShr5BSXl5xtsbZx4thmF2Vo6h3e+XOwtcG3atXHbfm0OTN+hVWkwxv4OLuEZCWZm239w9269/1fmi6J9FScPnzd19rvJkbDwwXyHKYo8a+7+01vHTh3mX9GHy7Py8vGoVCUgNyd/5E9TH9x5WrGyf5nylWqNJjM9m/aUs6vj/lNbN+5YPmLcwBHjBm7csfzYlb8CgyoZ37JVu6aOTvYAIJcrkNEShzGWSUxWS31W5Dn0AugAwCCI6gFeHRoGN6wWwOdZ8X29TI208C3g4uZ05sa+fj/3sBGUHdgq0zHAJJissoS7DaC6lRs7yC18a8RGxJs6hQhUMch/3vbpFYM/WYaT1mxNj0qpPnby/M5le2b1WnDr5F14p0ZL/Tc1Lu3C3ssadXEZBKnRnv/n8oENR8vzXDaHNWX9uIHT+7HpeuwihPyr+larH9hjVFcgEACkFWUDGPqw04sK5CpZZWdnoRWXwSCYBIOBCABgEAw3U5YxBr6roOuwTgJn227z+gvd7AHAyUZYxyMAgaEECPVJbNm2yQfrhEeEvU1OSqM95e3r6eltTuvOwn+B79BjBwAcK86YSYPHTBq8Zf3ubZv+AQAMODE+9dmjMDdPVy9f9+RE+k+FDvE7OQmNRpMUn6LRav0r+FDNdgiCaNmuqX6Mcv2fS6aOWaDvDmzQpM7CVTOon/0CvJ8/NhQNQYD8Kn4lf1j54sh8P2+Bn6Wv6LcOz5o7d+mkuUsnFYqLFs5cdf0STfyLgs+3KSykb1xBodZqwGRNoTkUCmXZgyx8VUwVFiCEQi6u4ZUv1ll+atQNMtNiFQNWadVStZzIoW8XC3qNBzAAArh9+l7XoR1tHculAN+qR/P6revMH7RUnFuks9oQQghQ12EdAaDzkA61fqhx59z9Z2vpfXtZEpGnrWOAU3H2G0nizKKifJnMikljL1LUDqr45uqLio2rulX2HLB2ZFZsujiroLujMFsiOrL/TGJcklSmUMgVCrnS19+re79O3Xp1+GBpkthok47An0dZsqItfKeGHUXU29jtIXt1pawYSADISM3s1qsDiSEtKc2MgXPt4p2mLRoc+ufkH2t3UZl5XJ7VqAk/DxnVz7iTsYeX28Gz225fe/DqZSSLxapRu1qjZnV1Z3v/1PX4ofOAsX5dAgD0HVSGSN5ngmNHU42LABCDYe3lrpHKmNY8vq+XtQd9kwML3yYCIX9VyMJ1y7Yc3neK6idLEETHLq0bNK2bl5fv5ePesFndUQOmUqolpmAyGaaEb8xQoZLfh8/bwhfBpzKN9x0RyN3X9ZNbdQDg6GRfvWagcSszfdRadTmTlTEAkDgxMrlm0/LmbNkIref9OWPv2oMRj4rnYOdsO3Bq3yq1i/WTPfzcOg/u8NvaENrLSRIXKhQKtYbJIGw4bDaD6S4UuAsFMie7+II0bNgiF3FZLFlM7qPY248O3675v3pNfm7jVtnTrbInAHiAd61P3bnHyrRicO1y66da+I75ng27G5fu0u5Tr1++23fQj7u27Ddz7YPbT7aH/LN53W6CKN5UKeTKjau25+bkz1o4wXi8sRtPR2BQpd82zFs273dJUXHpBseKPW3uWH3j70ti5WjPc3WWZZbEmql0E7uqlRyCq36VKVn4JLDZrDlLJg0Z0+91eCRJ4qrVKxkEZUJ2r1w6d93NK/dM3aFiZf+3r2OMjxMMgjIWjWnZrqmpRmcWvh3qtap9ZveF7LQcnRMNIYRJ3HnIh+R4lYfNe1aNGjCV9s+JwriA49Pi6O4wZf34nPTcjMRMoYPQw99NP0sPk7goKsXRVpgnFhubl3I1js0pTl0lEHIV8F0FAgDgMTl1PP2fpsTq/JEIAca4sU+VYvcbhrALT3m2NrW7Nfp8L612vWBjEWBEIDs7oX8FS2K0he8xx05HXh5932VJkbT/4B4ubiayJQAAIDcnf8cf+xCUtKbAGAOCg3+fyMl671z1jt3aXLhzYNHqmSMnDFrw2/SzN/eX2dPis+LarEGp/DkGw756oEP1wK83IwufDDd3lzb/+6FdpxbGqTaOTvYbdyw/eW1PhYq+tGGg8dNHUMqFCCFEIAAgCMaoCYOeRl05fvmvPcf/+KFtY/3xLdo2WbZuzmd7KRY+GSw2a/qGiVXrlPTf5FpbDZ79U4M2n2t7KbQVHL6w88+9a4W2fOMUZDaDZc3WCeaVEZFEAIhAvlU+JDPEyd0xuHGQT2UvfauOVGtCd52NPHWnTZUqGJd6PALEZXH05gYkxuniwjxpsQBKLY+A1hVrCK241GhHnqBz1XoBjqX2NqHnHpupPf94XN2dfx7ZFwB0EtOIQIBhxoLxX6bPuIVvnO/EY6eQK/bsOPz4/gtRvrhCZb9Bw3tXr1XV1ZVG0BwQsrMTOrs6Hjj954aV286dvGK8XUOAbG0FNHYhBhKTEWFvW7Vv9r4ztLUX9uhbdq/xLwODzXZtUt8huKoyX4SYTCt7Wwa37Mp8C98HARV9l66fO6T3BKVSpd89s0PX1s1aNWzcvN6Jw+cf3XsuLhBXqOw3YEhPqrib6noXsvO3iNA3r15GAkBQcJXqtSwu3n8Nju4O0zdNSolNS0/I4Nva+AX6cE1oEX9CGjevt/nv1WMGTpdIpDrxOAYi/Ow8ECBEIBaLqVZrMFnSRcvJ3SEnPU/XU4u6qkXXpuVMsCsPKQ9eiRIzAKBhhQCVRnM+7KVSU9xix8Pe3p7tYFBghwCyi4ocrItLlAIcXAMcXNVaLUKI+U5eWENqRXKFSqNhMxgCrVYhkVvxP+PbO3n2KB8/zy2/787JygMAvwCfafN+aday4ed7ooV/Ed+DYZedmTu41/i0lAyEEGCIi068fO7mlDmj23VqsXn9bpLEWL9AHeNO3dsCgJOL4/Lf53Xv+//27ju8rer8A/h77tXVsGRZ3ns7tmNn2NkkkJBAgIQAoYRVoFBGCy2hUDrCKpSwf8y2lNkyCpRVQqCEhgABAoQMSEL29Ha846Et3Xt+f8hxHFly7MSSbOn7eZ7yVFdX0qskz9F77znnfRdcffFNXm/IiU+eXu6vQpjsv2vNyCJFG6Ro7yKlEAlKxxW9+d/nH7//mXXffO90upJSEq687uJLrjyfiESVeOFl5154me/un0Q0trwE+dzIlVmQnlmQHrSP45xbm8zTR5dv3bXb7LJyhfRqbYohXhIlzz3jn99xRUZ++lfLv26oaTIlxIyfPqbs5HEfvLTi49c+8ZQ7EVTimZecttBX/4m6moNbN+2wWm1FJaNKxxX1PcGfpu0HevLImcVFk3JzqtvabHZniimmusm8t967bgAnsrvk7n0ch0nikcXWrRZLzaGOntLfQnvHNyvXnbbo1IGHNFiCIFxw6YILLl1wqLVdUkv+unVBZAqHxO6xB/7u6Zd3ZHcCpycffn723JPvuO+WB+560u1WGGOcOHEqmzTm17de3fPaSdPG33DzVc8+9Qonzoh5OoOVji+++bbrP1nxhaLwvntIi0sLg/bVAAIkf1TO0y8/rMiK1WYzGPCrAAHxztPL/vfGp0xg6cYkOrxvTBOlFUWWV5p7/nULcoqziejSmy/s/aqF1y6Ye/Gcmr21nPPMgoy+bSpkt/z4g8++/tK7PUs/p8+asvT//piYnDCQqFxd1t4De5RGU5zaPZda1+Kr5wQRY35njC0OZ3Xbod6/E5zTG0+8k5GfXlTuo+390Ap5a0oYhkZ8YqfIyqoVX3od5ERcVlav+vqqX146eVrZm68uO7CvyhQXc/KsqWefP9erN98Nt/x8+qwpb76yrPJAdXxC3Cmzpy366TmiSlz003Pe/tdyOrr7zJkLZmdmo0oQhAlBFJDVQYA01TZ/8u/Pj+qjzTkTWFxizH1v/Kn/1+qjo3p2sPb1t8f+8a8X3+6daH375frf/OLO15b9fSD94zUmg/3o3I6oe6RPjjXsqvWxitrgayOqRi06nHKL2cL79ChjnK1e9lUQEjuAvkZ8Ymc2W9x+imHu3LaXiLLzMv94j/dkq5fxE0rHTyj1OvjHuxdLkvTvV95TZE5EgiCct+isY74VAAAQ0Y6Nu/o2JuYKr69saG/pOO41cw6H842X/0PMOzHbtnnnD+t/nDTt2K1EkscXdFQ3eh/lJGrUWfExySZDY7uZ9Xp/xli60btJl0EnpadGd3Y5dzc2+dgqwaihqs9HBEBTXfPq976qr2zQG/Wlk4qnz5vKhOMsjwdhY+Qldg67g4gktbRm9Xd7dx7oZ8WbzXpCrR0kSfrj3Yuv+sUl23/cJctyydgilHUAAOjrUFP7itc+qdxVLaqEvNLc+ZfNNZgMDpvfytV2q52oO7HjnHe2dUaboge4o7Ou5qDNavf51J5dBwaS2KVPKWmvONi07QB5+kJwToyyZ5bJknb9O19mxMRKTKzv6PRUQohWazJiY3RSd2litSSYjFqdVqXXSUQUG6OJ1qstLmff3E4T5bfa3FD5+qO1rz7yb7fLzRjjnL5buX71sq9ufXJxELbFwHA2khK7Lz/79i+PvLB/TyVxkjSS41j17oektUNyamL/hVEAACLZtnU7/nbbc067y3OvaM/mfV998M3vnropJSvZ5/mSWhWXHEdENrPt/X989OXyr512p6gSy04ed/GNP0lIi+//4zwdgHxSqwdUG48JwphL57bsqmreXmFvN+vijakTirav2f7DB595dognRRsTDQZSCeTmjKhny64kCdnpMZLqqAQ0Nc7QcMjs9RGc89LJAy0gtfG7zc8++fKObXs0anX55LGL/3Bdbv6xa7u0NrS98vAbnlWGPevLD+yo/M+zyy//3SUD/GgISyOm5s1br76/+Orb9u6uUBRF4coxszoimjJtQhACAwCIWG6X+8Wlr3p2sHKluymDzWx7cekrpVNGJ6YnUJ+KiacsmK7WSG6X+6FfPb7qrc9ddicRyW75hy8233vNQ60Nbf1/YnpmSlJKAmPeP16MsfLJg+i7kFCcPfqCU8uvWVC8cKZT5j98+B31ZEicM2KsO6sjIs4ElhCry8+K9crqiKgoPTFG710uKlqnmTLde3mPT2+8/N7VF/9mw7rN5i5La+uhT1d+dcEZP1//7Q/HfOHG1Ztkt9ynewdbu3L9AFt6QLgaGYmdzWp/9L6niQba55SIRo8pDFVrhzDgaO84uOa7yvc/rvxgZcO3G1xm3zvFACDC7dmyv7Ot06vJFue8vuJgc13LTY/ckJZ91H27yXMmXLT4AiL6+qO1NfvqqNeuA07c3GH58OWP+/9EQRBuue16zpWexWSezbYLL5yXPyrn+L5Fxca9/ZcU5grvsrh6Vq8xQehJWFWicNaEgtGZCWpJRURqSSzKSJg3aVTdl5uO+bntbR2PP/CMpwvI4U8iWZbvvf2xYyZnbU0+K/Bzm8Vut6J9c0QbGVOxP27a7nA4B37+zDkn3f3Q71CD+/h0VdU2frO+p8euq8tirq5Lnz1Dl4wpaQA4Skdrh9+n2jqLJxTe+687f/hqS/WeGm2UZtT4glHj8j3P7vx+j1fNASJiRDs39tfO2OPshXOjonSP3Ps3T6ErnU577Y2XX/XL459/tHVZ+z+BEzmcbpvDrdOoiCguO+6rr7es2b2nsaMzWqctTU+fM7p4YkG6W1ZUh393OmoaFbcs9Okt3tv6tZucfX7aOOfVFbU1lXWe2uD+GGOjfR5XayWtLuDL+2A4GxmJXX1tw0BOu/exJWpJGlWU56mSD8dBcbub1/3gqfl3GOeK3Lh2Y855Z/WdVQGASBab6LeOminBRESCKEyaXT5pdrnXsy6HkzHv21KcqG+i45OnN3dTQ4vNasvMTj/By/jogW3R7eh06BJVsVmx733//bLV33hW3rVbLdUtrRsqKm4+Y65B22tOltMxE7vOjq7jeMqj/JRxy577kJPi9Wc4YVY5NsZGuJFxTysx6RhlJwVByMxJX7ho3vzzTkdWdyLsTa2yy+U9K8HJZbE6OjpDExMADFcFY/Nik0zemQRjWYUZKVm+mjoelpab5qOdI2PpeYMoFJqUkpCdl3nikzOjThotqMRjXrfaHHLZz+Z2xrBlK74hYofX4xERtXR2ffzj1t4nq/U6lVbd/xv6q4oqCELfXs9e0nJTF/5igaexM3naxRIlpMZf9Ovzj/E1INyNjMRu0rTxzH/ZScYYJ1qCCnNDQXb6XZyhDGY2HAAigUpS/fKeqz1zf4x1JxlGk+G6P13V/wtnnTdDUqtY72SKMc756RfODmC4fkQnxpx2w9mCpKLDK/Z84oyiMxK/+W6b55HXs1ura3o/TB5fcMzPnTh1fGZOutDnE0+dO8MUd+ybiAuuPGvJM7+dMKssJSu5YEzeedecvfS1u4awqS6MUCNjKlar0y5cdNayt1f0fUoQhLFlo397xw3lkwaxHwr8UemjjuMpAIhYhWUFD77950/e/LxyV5UgCAVj8+ZePEfXZ6Ool8S0hMUPX//PB/7V3ty9Sk+tkS769fllJ49tqmvet/WA3erIzE8vGJfXT6Y1hIpOHpM+Omv7p5sOfL2to63L7fYurUyMDIkmlS7qUKfvzWTmXlfFgijknzntmB+qUqmeeHbpb667w7NY0GNceck9D/1+gGGPip9XJwAAHlNJREFUGpffs2wRwGNkJHZEdPt9t7jd7v8uW9WzKKNkbOGfH1mSNyqrn7JGMFi6hHi10eDstHhdj+qSEiT0ngIAX4yx0YtuOG+wrxozteTBN//849ptjTVNcUmxJZOLjbHR/37q3U/fWd2zS7SwrOC6P10VnxI31CH7YIg3TjhnqmXrLg3p6pv6ZG+c8qYUE+cpibF9X8sYxUbpibo3hBTMny70KYziU+Ho/Pc/e/WjZZ/s2LpHo9WUjivqbO964sFnGWOl44sXXjQPP3AwWCMmsdNo1Pc/cccV1170/fofbVZbcemo6TMnD6QtIAwOYyknT61f/Y3bdqS2uzo6Ovkk1I4BgCGm0aknzzlScPS95z9Y9dbnvU/Yu3n/U7//+z0v3x6cKgdOi404xRi17V1Oq83V+6noOEPZgqm2xoNzZpb96+1PuXJUiRfOaXJeLhFpDFH586aljB9El1iNRv2TSxb85BLav7fyxp8v6bl7995bH73ywlvPvPJ/aFAOgzJiEjuP4tJRxaVoqxxYmlhT9rlndu6rtLe2MUHQJsQZ83P6WeMIAHDiZLf86TtfsKObwHLitfvrt2/YNXZaSRBi0ETrmcBI4dnpxrZ2W3uX0+l0qyXRqFeffO2Zap3aWtWenZl8xdxTXl+1xq0oh3tSUEl62mljSiS9LqWsUBN9PJMbnPM/3PhnrxIQ1ZV1S25a+vryZ4bm60FkGGGJHQwtrsiO1ha33cqYoNLrNaZ4T0ETQaUyFR975S8AwFBpbWyzW3w3ga07UB+cxE6lVccXZrXuqiKieJMu3qQjImJMpZGSS3OJiLvdRDR9VEGmNubbvXsbOzqNOu3o9PRxmRlE5LLYqtZsrlqzOWlMXsmFc/qvdeJl57Y9e3cd8D7K+dbNOw7sq8orGIIOmRAhkNhFLrfVYq7ap7i6pxscbc325sbo3EIBSzoAIOgk/51eVVLwfqqKzj1lU/Mha2tnd9lOzkWVUHLhHE/tEkGtlh02UaNKjI4+d4J3cb4eTdsORCXE5M2dMvDP7adca31tAxI7GDgkdpGKc3PVfsXl7n1MttssdZXROZjsBoBgi000JaYntBxs9WpQRkRF5cEblDQx+ik3XVS3fkd75UHZ7jSkJWSeNFYT0z27qomNtx6sNaWbzI3eBYTdsmK2OJ1uRVKJ0VFS/Yadg0rsYmL9likxmYzH8UUgYiGxi1Auc6fi8lGXztXZobjdggr/MAAg2C6+8SdP3/ECEw73TmWMOJ8xf1pmQXowwxBUYub0sZnTfZTQ0iYku23WuDzlUE27pflIbtfR5WhotsiHU9IGgSXHO2WHS9QMdAJkXHmJKTams72zdysJJrCExLjRYwpP4NtAxMGK+AilOP1WG1ZcaCANACEwYVbZbx+/MTU7xfNQF6VZ9KuFVy25LLRRHYUxQ1ZezKjiMRfMiM3ubp9td7jrGs1yrxuNXKGGZkvtzuqBv7FGo/7TQ78jgXmmgD3/EwXxz4/8URzMWj0A3JiJIIrLaW9qcNssTBBI9DtSCCL+VQBAaJROGX3f63dZOi02sz0+NS441YkHSzIYJYMxf37UxmfeI6JDnX0vhjkRbVu1KbtsENWDTz9r5rsf//PvT7y0fctOYmxcecmvfnt1bn7WkMUNkQE/4ZHC1dlhrt7PFYW6K2j6Jmp1gloTzMAAALzojXq9cbhXRDdmJCaPzWvcesDplH0Oqk17a90Op0pzjI6xvRUU5T7+7L1DGCREIEzFRgSuKObaClK6m+R4BiBGvS+FPW2kBX1GTrCDAwAYmUouPC1nVjkTGPd1Y1GxOzb89V2n2Rb0uCCiIbGLCG5LF3e7vS4oOXEikgxGQVKLGo0mNiGmaIwqarhfJQMADBNMFPLOmFK+aKbPSZCoKLXtUFfFZxuDHhdENCR2EaGnWF1fuuQ00+hxMUVj9Jk5gjSIKQMAACCi0tMnxGUmeh2UJDHBpCOilp2VIYgJIhgSu4jQT81hlCMGADgRKrVq0dKfZRWmiiIjIkFgsTHa3Ayj56HLijoDEFTYPBERVPpoQSUpbu/7dqooPbZKAACcILVOM2bWGIPilBUuCkcW3DHGdLEoLwxBhTt2EYEJgj4rlwkiERHz7JQgQZL0mbmhDQwAIDyklI1ioiCKR/2qcs5TJqK8MAQVErtIIRmMMUVjtInJkj5aMhh1yWkxhWNEjTbUcQEAhIOoBFPxwpleiV3y+IKsk8eFKiSITJiKjSCCJEWlZhKR4nQ62lut9TWCWpKMsSpdVKhDAwAYebiitO6psTS2qXQaU05q6oSi2Lz0gz/stra0awxR8UVZsflBbYYGQEjsIpCjtdl6sIYfrmlnazyoTUiOSssMbVQAAMMZVxRba6fDbI2Ki9HE6InI0ti2/a3PzI1tnhMYY+lTS0adPT13zsSQRgqRDoldZHHbrJa6Kq+D9pZGUafTxCaEJCQAgGHu0P663cvXWFs7PA8TirML5k3d8srH9k5zzzmc89rvtktR2tzTJoUoTAAiJHaRxtnW4vO4pbZKttt0SWnMfw9ZAIAI1FHduPnlFcSP1CBu2VXVuqeaKz6qEtes3ZYzZ+LwbHELEQKbJyKL7PRTUYlze3Nj576dXJaDGxEAwLBW+cUPpCicH5XG+czqiMhtc7jQQwxCColdZOn/hpzssNtbGoMWDADA8NdZ3eg7ifPDdqgrUKEcL7fbvWv73i8/+7byQHWoY4GAw1RsBJHtNsXe36UkI3J1deiS04IWEgDAMOd1r+6Ydrz92eTFi1Sa4dKh8duvNtx/x+M11fWeh5Omld31wK25+VmhjQoCB3fsIoXssHfu2+XuN7HjRJiKBQDozZju3Qe2f7ZDXVVfbApQMIP146Ydv77qj3W1DT1Hvl+35eqLftPZMexuK8JQQWIXKWyN9Vw5dtKGksUAAD0UpzM+3zTYvRDN2ysCE86gvfj0a4qsKIfrWxER57y1pe3dNz4MYVQQUEjsIoXbMqDrM0GjcZk7ea9RAAAgYlnqq/Sx2pxpuTSY3M5ptgYsosHZtmUXpz5TyYy2/7g7FOFAMGCNXaTwt4frCMY8e2PtzY2CJEWlZaljYoMSGgDAEbJbrqyoaW05lJ2TkZw6uGnQocVl2dXVSUQxWXGJrZbmPU1eJzBR4LL3ZTBjTGsyBinE44V6LGEMd+wihUqn83lcio7RxMYzQeh9Uae4XebqA26L2edLAAACZO2ajeeedsX5p1957SU3z5226KZrbz9YH7Kt+orb1VO+Lq0sI6k4mQmHEyJGppyU8VfOJ0ZeVes458llBUEO1Z/x5SU+kjhOY8pGD+TlDfVNO7buNpstQx8ZBAzu2EUKbUKyy9xFxKgng2PEBFGfkeNobfKee+VExO3NDQb9cBmeACDsbdqw9YYrf9/7IvPLT7/dt+vAe6te1upCsPxXUEmeqQwiYoyljc9ILEyytlo553GjC0152USUf8bUA6s2EOc9o2tiSU7WjHHBj9ana2+84svP1sqyfGRvL2NJSfGLLj2nn1c5HM7tW3bdd+fj+3ZXEBFj7JwLzrz19hti401BiBlOEBK7SCEZTfqMbOvB2p59r6Jaq8/IESTJbfe9HMRtGy7LRAAgEjz311e5wnuXF+Gc19Yc/ODdlRddcV7w42GiKBmMrq6OniOSTh2TqWZMiMlK9xzJnlkWX5RVv2GnrbVDY9QnFGcnjM4Jfqj+lI4reva1R++7/bHKAzWeI9NmTLjz/lsN0fq+Jyuy8p83//vy82/WVtUTJ374Th/n/IN3/7dr295///c5SZKCFjwcHyR2EUQTl6g2xrosXYrLKWq0ksHouUXP/K0KxioMAAiiH3/Y7rNo3NYtO0OS2BGRPj2r88Buxekk6r4l53bIbdWde1e/77ba9SlxWaeMj81LL1wwIyThDcSUk8qXrXqlYn91U0NzVm5GRpbfSqV3/f6hD/+zUmCs+2/h6L+KPbv2/+/D1ef85IwAxwsnColdZGEqVd8tESq9wdnZ3vdkSW8ISlAAAET+93gNtkTwEBLUmpjCMfaWRre5iyuyy8F3r9zgsto9SZ6jy9q6pybv9Mk5syeEKsKBEFViQVFuQVFuP+f8uGnHh/9ZSUSK/z/tzRu3IrEb/rB5AkgTnyioNV4HmSBqk1JDEg8ARKbS8cXM10RB6bii4AfTgwmCLik1Oq/QWDC69vsql81O1H03y5NxVny+0drS0e97jADffrXhmOfIblSwHwGQ2AExQTTmF6lNcT1HVHqDMb8IxYoBIJh+sfgKYiT0zu0YS0lJOnfRWaEL6gjFLbftqe1bFY4rvHV3VSgiGkrWAdTeKx4zKgiRwAlCYgdERIKkNmTlxZaWG0eVxJaUGfOLRV1UqIMCgMgyZfqEJ5+7LzE5oefI5GllL771pF4/LIajrrpmzn0Xb3dZ7UEOZsjl5Gf28yxjLDEpfgHmYUcCrLGDI5goqpDPAUDozD7j5Omzpuzdub+psSUnPyuvIDvUER1Rufp7f09pTdHBjCQQZp0+gwmP+lvmWDq+eOmjSwwGH3tpYbhBYgcAAMOIRqMeYPncoFFcTnPV/kMV9T6fFUQxsaS/fQkjwv49Ff6yukf+dveZC2b7XP4IwxCmYgEAAPpjrj7gsli47DvvMeWlSfoRvyK5uanV31Nx8SZkdSMIEjsAAAC/ZIfdbTEzRmqD2mfRT5VGrYz87aJJKX7b8ialJPh7CoYhJHYAAAB+yY7ujREJ+Yl9t8QSUdO2/euefMt80O8drxGhbGJpcmqi1505xljR6PycvKxQRQXHAYkdeJPtVkdbs6O1yW01hzoWAIAQY4Lo+T8JhUkJo5J8Tkna2s1bX1+pyL73zI4IkiQ99NRdUfooIhIEwZPhmWJjHnjyzlCHBoODzRNwBFcUS22Vs/3IdacUHaPPzBVU+HcCABFKFaVnoshlhTHKmJAZmx2377Pd3s0wOLcd6jq0vy6+sL+iIcPcxKnjP/rq9VdfeHv7j7tFURg/ofSKay/y2VUWhjP8YMMR1rqjsjoicnV1WKr3R+eFsuw7AEAIMUGISsu01FR6Hgqi4K/Fma2tM3hhBUZcfOzNS34Z6ijghGAqFrpxt9vR3tb3uMvcJduOXZEcACBcaWITjPlFKr2BMUGl8XtDRKVTBzMqAJ9wxw66yQ47+bkMlR02NKIAgMjhtNiqvtjUUd3IFcWQmpAzq0wXH2PML/YMkpXf1lhb23vft2NETBTj8tJDFzJANyR2kcXV1enqalfcblGj0cQmCGrNkecE/2WKGO7sAkCk6Kxt3vzPD90OFzHGODfXtzRu3lt6yemJJTnEGBEVLjx5y0sruCJ7Nskyxjjn+XMnq6NxAQyhh8QuYnBurqlw9ppstTc3RqVlaeK6CxSptFFMVHFZJq8N/Yyp9IZgRgoAMORsh7oOrFzXtr9Wdrj0yXFZp4xPHlvgsy7drve+kB1uIqLDN+W4oux674u4gstFtYqIYnPTpixetP+T9e0V9YrbbUhNyJ0zMW7UCN42AeEEiV2ksDU3OI9eQscVbqmrUukNokZLRMRYVGq6pbaK2FGpnS4xRVBJwQ0WAGAoddW3/PD8ctnt9gxuXQdbtr/1WUd1Y+GCGV5nWpoPmRv7rDbm3GVztFfUxxd1V3SLSjSNveyMgMcNMHiYYosUzkN9i2dy4rz3cU1coiE7X1R398YRJEmfka1LwaoRABjZ9q1Yq7jcRy5ZORFR7XfbzA3eA2P1mi3+3sRptgUoPIAhhDt2kUJ2Ovwcd8p2m7O9TXY5RUmtNsXFFI3hspsrXJBwow4ARjzZ5W6vPOhjaxintr21hpT4IwcU3ry9wt/7aExYlAIjABK7SCGoVIrb1bcfjuJ0dOzd0bMf1tbcoEtM0aWkMzHYEQIABILscPmrPOe2O3s/dJqtXkd6qDRqU3bK0AcHMNQwFRspJKPJZ5dDt9V8VJUTzm1NB52d7UELDAAgoKQorUrru8KcLj6m90NR8nuzI7msQFDhehdGACR2kUKXnC52FzdhPf8R1L4HO2dbS7DiAgAILCawtEnFfY6SFKVJLMnpfUyl0xhS4j1tUr2kTezzDgDDEhK7SCGoVMbCUk1cAvPUq+PEBEFx+p50kP0cBwAYifLmTkkak9f7iNoQNfbys/reySuYfxIxRj25HSMiSikvjE5PDEagACcMa+wiiGyzOg619ky8ckXxfR4jzDgAQDgRVOKYS+e2Vxw8dKDOZXMYkuOSxxeIah/7w+Ly0ydcd+6+FWs7a5s455JOkz2zPHP62ODHDHB8kNhFEOvBGn9Nw47CSYo2BT4cAICgMuWmmnJTj3laTFbyxOsXyi63bHeimQSMOEjsIgVXFLfVMpAzVVqdJgGTDgAQ0URJ1c9eCoBhC2vsIoa/idc+JKOJoTksAADACITf70jBVComDuiv29XVGehgAAAAIBCQ2EUQNrCiw4rsDnQkAAAAEAhI7CIG54rbNZATRY0m0LEAAABAICCxixi+Sm76pDgcip/GsgAAADCcIbGLFH6r1vUhOx1dlfsGVBgFAAAAhhMkduCDbLe5zF2hjgIAAAAGB4ldpGCCIKo1NND5WJIdNiIizrkiBy4qAAAAGEKovhhBtEmpltrKAZ7MZXfXgd0ui5k4F9QaXWKKJi5h4Av1AAAAIPiQ2EUQTVwCVxRbYx2Xj30TztbU0LPMTnE5LHVVbptVn5Ed4BgBAADg+GEqNrJoE5JMxWP16f3kZ4yIBJWKeu+d4EREjrZm2W4LbHwAAABwApDYRRwmqsQovf9nxajUTMXtJvKxK9ZlRlMKAACA4QuJXSQSNVomCORrJ4Uxr1BtivX3woHXTAEAAIDgQ2IXiZggaOKTiLhXaidFx4i6KEElMVH0mfaJGm2QQgQAAIDBQ2IXkTjXJaZok1J6Z29qU7whK4+IiDFNXKLXVCwjJqg1UnRMkCMFADhxssPFZUw4QETArtjIIjsdtvoaV1cn54qgUmnjk0W9nhGJuihRfaRFbFRKOpfdjraWniOCVmvIymMCrgQAYMTgnB/8fnfV6u9t7WYmCjEZSQXzTjJmJoU6LoAAQmIXQWSHvXPfzp5aJ4rbbW9pkOzG6LxC71MZ02fkaOOTXJYuLsuiVqc2mlDEDgBGlr3//bb2u22MMSListJe3fD988vH/2xe3KiMUIcGECi4ARNBbA11fXc/uMydzs52n+eLuihtQrIuOU0dE4usDgBGFmtze+26bUTEezpfc+Jc2fvRt6EMCyDAkNhFEJe5s6fmcG/uLhQxAYBwc+hAnY+qTZwszYccnZYQBAQQFMMrsdPpdD3/hSHnr1gJipgABBnGuiCQnW6/T7n8PgUw0g2vNXbz5s1buXLlaaedFupAwpOo0Sp2W98rWFGLIiYAQYWxLgiiEk0+jjISVSptjCHo4QAEyfC6YyeK4hlnnCGKYqgDCU/ahKQ+WR1joqiOjQ9FOACRC2NdEMSNyoyKN3qvDuaUNnm0oMKfPISt4ZXYQUBp4hJ1Sam9t0EIkmTILhBUUgijAgAIBEEUxl0xT5/S68KVUUp5Yf6ZU0MXFEDAMe5rNT2EMdlhd5u7FLdT1Ogkowml6QAgjHGFt+6uMje0iWqVKSc1Oj0x1BEBBBYSOwAAAIAwgbs1AAAAAGECiR0AAABAmEBiBwAAABAmhlcdu4GQZXnFihV2uz3UgQBEKK1WO3/+fJTqCDSMdQAhNyKHOz7SrFq1KtR/ZgCRbtWqVaEeCcIfxjqA4WDEDXcjb1csrmIBQmtEXsKOQBjrAEJuJA53Iy+xAwAAAACfsHkCAAAAIEwgsQMAAAAIE0jsAAAAAMIEEjsAAACAMIHEDgAAACBMILEDAAAACBNI7AAAAADCBBI7AAAAgDCBxA4AAAAgTCCxAwAAAAgTSOwAAAAAwgQSOwAAAIAwgcQOAAAAIEwgsQMAAAAIE0jsAAAAAMIEEjsAAACAMIHEDgAAACBMILEDAAAACBNI7AAAAADCBBI7AAAAgDCBxA4AAAAgTCCxAwAAAAgTSOwAAAAAwgQSOwAAAIAwgcQOAAAAIEwgsQMAAAAIE0jsAAAAAMIEEjsAAACAMIHEDo6fpeEf7GiCoI5PyZrzk2te+aLC36taNn+45BcXluRnGnXq+PT8aaeedddzKxw8mIEDAPiFkQ1GNMY5/t3BcbI0/MOQeq1aP27e6bmeI66uxi2bN9e12Ylo/p3LPlq60OslH9xz4YVL/+NUuDY+a/LEYldz3a6tO9vdSlzp+WvWvVWil3rOtLf+uPSWOz5av3VvRXN8dv7YaWff/eBdU9KjgvbtACAyBXRk63Fo1+1xox/8psMx3ajufVx21P/ttiVvr16/dVd9WknZ5Ckzf3vvneWJ2sB8VwhHHOB4mQ++SESxBU8ffVjZt/rlcqOaiK59v6L3E5ufPIeIDOlz31lfoRw+aGvaeteCbCJKO/XRnjMtBz/M1amIaNyp86+89qr5s0qISFSnvl7ZGdivBAARL3AjW683c94xLZmIvulw9D5sa149JTmKiPKmnf6za66YMyWPiDQxk79ud/h4EwBfkNjB8fMz/HHOefue5yXGNDEzHYfHOUfn2nhJVOny1rbZvU6Wnc2nmbRE9GqDxXPklVPTieinr2/pOWfjCxcSUdLE5wLyTQAADgvcyMY53/Dph889cd/ZkzM891a8Erv7JyYS0U+fX9NzZM0LPyOirHmvDNW3g7CHxA6OXz/DH+f88bEJRHT7/nbPwx/uKSeiyQ9v8Xny5vvPLS0tvezN/Z6HeTqVxjhN7n2GbI1RCeroSUMXPgCAD4Eb2Tjno6OOmpbtndg5zVtExqLTF3u9yZKcGEEVU+twn9C3goiBzRMQKPMXFxHRp+/XeB6+9Y/9RHT3tYU+Tx5/+/Jt27a9dnEeERF3XnjTrX9ccmfvf52cFIkxUZMZ2KABAPp1/CMbERFtauuy2Ww2m+3ZUbFeJzs6VsucR+fN9zo+b3qi4u54ocEyVF8BwhsSOwiUxFNyiaj5m2bPw9ebrKI6eV7cAJYAM/VDDz3059vOJiLisrmjdf/mL5ZeNbXFJc+9894ARgwAcCzHP7IREZFGo9FqtVqtVs2Y11Mq3SgiMld963V8y9Z2Ilpfi8QOBgSJHQSKqEkmIlu9jYiIO2odbpU2b7D/4H58ZFq0KaGgfPY9r+38+V9XLf/NmKEPFABgwIZkZPNJGzt/UVJUZ/XS3y/f2XNw0zu33rS1hYgcjY6h+BAIf6pQBwBhS3Y2EZEuVUdExDQxKsHiahrsmyRNvXLJ7WenZKTXb3znsVsvT0n+8oELi4Y8VACAARqSkc2fZ1Y89OVJtzy6sGTVzLPG58XX7ly3ekPN3Dmpqz4/KMX6qJkC0Bfu2EGgtHxTQUSJMxI9D083ad22/d+bXT5Pdpk33Hjjjbfe8abX8ZRTb3zw/nt+c8N1D//jk8fG0yOXnbzD6g5o2AAA/RiSkc2fhImLK/Z/eeMFZzirfnh72edWQ8lTn+x5cFoSEWWmooonDAgSOwiU//1lFxGddn73dofrT00hojver/J5cuPaB55++uk3PpeIqKv28YULF976TqXXOaecmSq7Wp6o6gxczAAA/TvukW2A9Jkz/vruyh2Vjbb2+rWfLl98WtbulQeJ6LIUJHYwIEjsICA697/0+62tmphT7smN8Rw56ak7BMZW/+rSbV19Lm0V259++TkRzXnoJCIS1QnLly9/4/Evvc7a+3UzEWXqsX4AAELjREa2gXj94fvvXfp/7l4NoRRn3R3b26ISLzk1RnPi8UMkQGIHQ6/62zfnTrrBqfDLX3pVfXjjlz7t6veuH+Ps2jglb8ZLX1f3nCzbah791SkvVXQa0ha9eEoqEUUlXX5mrLZx3XV/WVPTc1rVF3+58qt6jfGkWzOig/ttAACITnhkGwjtmhfu/tMfrnl1q+chVywPXz670u4+68n7hvSrQDhDr1g4ft0dFQ1l55yZ7zniMjdt3bSposlMRGfd9u7HD1xw1AsU+5PXnHrLy+uIyJCUU14+Ruyo271t20Gzy5g36601K85K655rqP/s7vwzljq4MHn2mUXZ8c0Htn/y1SamSlj6yZbbTh3oEAkAcBwCN7L19lJR/NV72rx6xTq7vj85Y8bGLuf4084dl8Q2rV29taIj5+z79nx4h+RdHQXAj1BXSIYRzFOfvTfGVLFJ6TPPu+qfn+3z96o9n71y/SVn5WUk6yRVQkbBSbPn3fzYO2ZZ8TqtddvH1549qzgnVSvpc0eXn3P5H9bVW3y+IQDAEAroyNbjn4Vx1KelGOfcenDDksvOGJWRoNIYsktm3Prouw6/7wHgA+7YAQAAAIQJrLEDAAAACBP/D27cwwgKT7WsAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "par(mfrow = c(1, 2), mar = c(2,2,2,2), pch = 20)\n", + "\n", + "plot(dm, 3:4, col_by = 'num_cells', draw_legend = FALSE)\n", + "plot(dm, 19:20, col_by = 'num_cells', draw_legend = FALSE)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false, + "hidden": true + }, + "outputs": [], + "source": [ + "options(oh)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Other parameters\n", + "-------------\n", + "\n", + "If the automatic exclusion of categorical and integral features for data frames is not enough, you can also supply a vector of variable names or indices to use with the `vars` parameter. If you find that calculation time or used memory is too large, the parameter `k` allows you to decrease the quality/runtime+memory ratio by limiting the number of transitions calculated and stored. It is typically not needed if you have less than few thousand cells. The `n.eigs` parameter specifies the number of diffusion components returned.\n", + "\n", + "For more information, consult `help(DiffusionMap)`.\n", + "\n", + "Missing and uncertain values\n", + "=============\n", + "\n", + "**destiny** is particularly well suited for gene expression data due to its ability to cope with missing and uncertain data.\n", + "\n", + "Censored values\n", + "------------\n", + "\n", + "Platforms such as RT-qPCR cannot detect expression values below a certain threshold. To cope with this, **destiny** allows to censor specific values. In the case of Guo et al. (2010), only up to 28 qPCR cycles were counted. All transcripts that would need more than 28 cycles are grouped together under this value. This is illustrated by gene Aqp3:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/pdf": "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", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hist(exprs(cleaned_ct)['Aqp3', ], breaks = 20,\n", + " xlab = 'Ct of Aqp3', main = 'Histogram of Aqp3 Ct',\n", + " col = palette()[[4]], border = 'white')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For our censoring noise model we need to identify the limit of detection (LoD). While most researchers use a global LoD of 28, reflecting the overall sensitivity of the qPCR machine, different strategies to quantitatively establish this gene-dependent LoD exist. For example, dilution series of bulk data can be used to establish an LoD such that a qPCR reaction will be detected with a specified probability if the Ct value is below the LoD. Here, we use such dilution series provided by Guo et al. and first determine a gene-wise LoD as the largest Ct value smaller than 28. We then follow the manual [Application Guidance: Single-Cell Data Analysis](https://www.bioke.com/Product%20Support/Manuals%20%26%20Downloads/?webshop_supplier=15&webshop_downloadtype=10&webshop_application=199&q=) of the popular Biomarks system and determine a global LoD as the median over the gene-wise LoDs. We use the dilution series from table S7 (`mmc6.xls`). If you have problems with the speed of `read.xlsx`, consider storing your data in tab separated value format and using `read.delim` or `read.ExpressionSet`." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "25" + ], + "text/latex": [ + "25" + ], + "text/markdown": [ + "25" + ], + "text/plain": [ + "[1] 25" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dilutions <- read.xlsx('mmc6.xls', 1L)\n", + "dilutions$Cell <- NULL # remove annotation column\n", + "\n", + "get_lod <- function(gene) gene[[max(which(gene != 28))]]\n", + "\n", + "lods <- apply(dilutions, 2, get_lod)\n", + "lod <- ceiling(median(lods))\n", + "lod" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This LoD of 25 and the maximum number of cycles the platform can perform (40), defines the uncertainty range that denotes the possible range of censored values in the censoring model. Using the mean of the normalization vector, we can adjust the uncertainty range and censoring value to be more similar to the other values in order to improve distance measures between data points:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\t
$lod_norm
\n", + "\t\t
10
\n", + "\t
$max_cycles_norm
\n", + "\t\t
25
\n", + "
\n" + ], + "text/latex": [ + "\\begin{description}\n", + "\\item[\\$lod\\_norm] 10\n", + "\\item[\\$max\\_cycles\\_norm] 25\n", + "\\end{description}\n" + ], + "text/markdown": [ + "$lod_norm\n", + ": 10\n", + "$max_cycles_norm\n", + ": 25\n", + "\n", + "\n" + ], + "text/plain": [ + "$lod_norm\n", + "[1] 10\n", + "\n", + "$max_cycles_norm\n", + "[1] 25\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lod_norm <- ceiling(median(lods) - mean(normalizations))\n", + "max_cycles_norm <- ceiling(40 - mean(normalizations))\n", + "\n", + "list(lod_norm = lod_norm, max_cycles_norm = max_cycles_norm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then also need to set the normalized values that should be censored – namely all data points were no expression was detected after the LoD – to this special value, because the values at the cycle threshold were changed due to normalization." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "guo <- guo_norm\n", + "exprs(guo)[exprs(cleaned_ct) >= 28] <- lod_norm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This version of the dataset is avaliable as `data(guo)` from the **destiny** package.\n", + "\n", + "Now we call the the `DiffusionMap` function using the censoring model:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "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", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "thresh_dm <- DiffusionMap(guo,\n", + " censor_val = lod_norm,\n", + " censor_range = c(lod_norm,\n", + " max_cycles_norm),\n", + " verbose = FALSE)\n", + "\n", + "plot(thresh_dm, 1:2, col_by = 'num_cells', pch = 20,\n", + " legend_main = 'Cell stage')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compared to the diffusion map created without censoring model, this map looks more homogeneous since it contains more data points.\n", + "\n", + "Missing values\n", + "-----------\n", + "\n", + "Gene expression experiments may fail to produce some data points, conventionally denoted as “not available” (`NA`). By calling `DiffusionMap(..., missings = c(total.minimum, total.maximum))`, you can specify the parameters for the missing value model.\n", + "\n", + "As in the data from Guo et al. (2010) no missing values occurred, we illustrate the capacity of **destiny** to handle missing values by artificially treating ct values of 999 (i. e. data points were no expression was detected after 40 cycles) as missing. This is purely for illustrative purposes and in practice these values should be treated as censored as illustrated in the previous section." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# remove rows with divisionless cells\n", + "ct_w_missing <- ct[, ct$num_cells > 1L]\n", + "# and replace values larger than the baseline\n", + "exprs(ct_w_missing)[exprs(ct_w_missing) > 28] <- NA" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then perform normalization on this version of the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "housekeep <- colMeans(exprs(ct_w_missing)[housekeepers, ],\n", + " na.rm = TRUE)\n", + "\n", + "w_missing <- ct_w_missing\n", + "exprs(w_missing) <- exprs(w_missing) - housekeep\n", + "\n", + "exprs(w_missing)[is.na(exprs(ct_w_missing))] <- lod_norm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we create a diffusion map with both missing value model and the censoring model from before:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCj4+CnN0cmVhbQp4nK19zc4su27dvJ7iGzqD2y79q6Z2ggABMkh8Z0EGhnxtwHAPYgfI60fkIqlq1nc8sBqGcfdah+TWrq6SKJKi/s8Rfuj//vWffv7678+ff/q34/w5f8qZf3KKP//6l59/PM7XFa8c4s/56uGqZ59/aPN/Wyetf+e//s//Og3/v/kX/Lf5//98/K//Pf/T+fMPRzh//vtPn3+ef0vPr5LKz9tweOVaflp55TN6BNlhuL3qGQ9TZegMj5+/2foH9PQ6S/m5Kht9G46vK/Wf1l+5JI8gOwxfr7MdpknImd0d5FVeseSfEK9Xv8IcpRH11WP+uc5XLfEJIT6UOEKa/5DSTN1Bk98c7fxRc2FzJfFolaj8a/c5ypyfEOJDCR5tubqpO2jye6Nt1/wR2084JxnoRRXimm9bnr95fvVyOaTCYxHp1Xo4ljXG3vj2WOsrneGnz385DVTQfIwp/7TwqtflEUkORfM1LrWK3vEJVXT/a5r/3Jj4qbwNk0zi76VeTwjpsYg6/5J6mDZDZ3v7Ufb5knV+BjxSwfMp5CvSzxrLJxDJobC86vyfQ+0AflrdHmN7nTXS15sa/+DAcx5M5/XTIj6fDySyw3CaHwu9l2KKoTO8/aM3fMD0zs/36b2IEy9hesUcnxDiQ4m5bMwPP8Wl7qDKb482R/rr46uljNESMeftWucLEDGFfiAVHosor07fkFlj7I1vj3U+sZDoVwtR1lDGcwWcr9f8cM9QPYLsMFxf4QqHqTJ0hr8wzFynk3GG1zW/l7cSV+cPd67mvSaHVHgsotC/41jWGHvjX5juz9zYeigV0z2I+KLPKM8P5HogCI9F9FeM6VjKjL3x7bGWV+nzA+g8t7wNF55d2lTu2SPIDsUXzfz0/UMV0Bne/vnhiYXQX/O50c+vxPwF5//Op3LNj+EBIT6UOEIMr0Afnag7aPLboyXfMoS5cveE0YIIU7zSaOhLfkCIDyWOENrrmu+CqTuo8tsrfpsv1qVfluAu31Kc329w6LIPS7B8V2qq6HRxM/yFGYA8yIuWP3z/DMurtURvG3mfDrHoUMif91kPVRX8aRij7CVfJ42j5hRSoz+0XAIG+Uf/kcZYMDdPB4I+0rcRYb5/nf6m7oGIDsNz9gzzszdTjL3lzWG2V2h1ers6QRnBU9JcgErLD6QTjhEyQZkyJihnfHOk8xW6Ghsr/NkrjrwtmkMJV3lClh4L9zkX0Q+v2oyd8c2BZv40Q6rsNxtM7CrP3zZNn+0BK/vDBi9ylo+lzPjT9PYoaWkOKbxSqhgnE3H+do3mHdpofAARHYZ58jmWqaz76rvl7c+I5recef54G54rS+HvNYf+hJAei2hzf3Qdps3Q2d7+jqYNsnxiKyI48YQ3374aryeE9DCinOQhHaoN6Gxvf0U0edMT6+3CZ8TE/BB64KGlmB9QxIcSBz21K5dlz0GV33ymfc6O8xHwN/peRKSvlBx5+mYdgvBYRKcp/1jKjL3x7ZHOtYYDImfBQBnPPUTqNJIQryeE9FjEXOsbvHzWZuhs742TnXfMilehz8mIudHojZeWyT8gxIcSB81HZ1zan0ilt57o/MfX+evlSz98JSo+9fKKtT7hpV8+iCOUyLt/VXfQ5De/qZoaf925NXxTIGj6oU+GHFGPIDwWMef0nI6lzNgb355NO0/N8zOtBdMpiDT/t1CANPbrCSE+lDjo33KmYOoOmvzWWPurFZ4Dz8DrPfB8LDzRzEWGHDkHRXosgsI4/TBrDJ3t7Te1pPmQatPtqBIZgSSaGcMTNnGFhThCC9iBirqDJr/rmpz4amKVvROIxO4RuR/n9YQQH0oc9N2kFJe6gyq/OVcVzOedf3/F8wPO/MFfPC06COmxiE4bo8O0GTrb+yvqnNVDqLyvfC8i8RxDK+Z0gx4Q4kOJuR89TfX2R5Pb/O7p96FNLc0p70UUnlXm70oPyyEID8Vzg1xPOFGsC+xtb3/0UZajUPHRRwTf+VdOlmm4Q5Eeiyj40dUaQ2d7390j5yIX3pK9FxF5U0YO3XU9IcSHEvND6q/poJr2J1LpzZHybnE6dPQzvReBFVJDjB5C3EKQB7l0kiVjdQdNnsbacqB931zvWp8Dmn8ot539H/5XSvCddc56c3oUu+8bk1+J3IszICj2wNAYyhw/YX7mufdlwmNT2Ru0ZGtCy9MRpfXfiIDAJDbqDwjxocRcAdq0mpe6gyq/OVqaUObaN61Wmq4UZ/xl5N/3J4T0MKLSnHCoMiNneXucAfNKapIrNSLxzEhbdgrsedgkByoEfJVm2p/IpDfHGnk9mX4wZ04UTtetcyL5qtcTsvAwnHleOlQZ8NPy9jCnLxHk24X7LwR9vdPfv+b6HfIDivhQgjd/JS5zn0ild2eCOSFF+kwmyzsAY6YrpGlOCig/sGgMZeZM0BJHLMymg6qw/XgbpZpa4T3yexFxrjyctQvk+nkI8aHEnAfm859+tKk7qPKbo+38DOZvmiMttYrnl0EZ6PlV0VTpIaTHIholLQ/TZuhs778K0x2tmFjOi98EITK7HPS31fiEEB9KHDRNVYpHirqDJr+9GnDCoQb+WN5GFMnWJkw9Dor4UOLgDUNf5j6RSu8+2ZM9KXp0F74xJQKyaHW+kuUJWXwoPujZXVe9qXssCpuPdm7qeuYJh0bzXkTg8C3tlXp9QogPJQ4Kpc3hmPYnUunNsdKinngeJ5/jbcScysnpmN4o5cY9FPGhxEFeYCll2XNQ5bcXW86Sz8XohAujxPzOK1d9VPrhPYT4UOIgF+u8sqk7aPKboy1c30JvVeJtghGBiyUC+80eQXgsos1VjnwYVWbsjX/BNeDJpXKU52048qo/HwjmKgchPRZxUTbyMG2GzvYXniol8EJFmdbbiIJCrQurpIciPpSYE9ccD1J/sOegyu9/XxfmxZPdAyNOtk/fz1WfEOJDiYO8h/Na2p9Ipbddbk4+0QoTA3xuEBkfc+BSsweE+FACC9j82lXdQZPfdgwSh87mLMrhTCXm7rQF3r9wIO4DifAwnKmM5ljGGHvbX3iw7MDNfzmyl0Zk/hmDpFU+UZNspBLzMXL2UpWBvfH9tTbPX2vOgfNz4GyGEYnTUHOpPHt8QogPZaYzO5cxjm2qvoOqsP0WcGY8p1eUlwB4PpyTa3k41OIhS4+FKwW3jqXN2Bn/iic7rVE9DEc1jSjshZCvSt++hxAfShyBksTzhVB1B01+9z3oHNGN8/dE7EgZ8p5R0JMQI3ZYNYYyx6QSRYyWTQfPWwRpaw1LSJsGTF+CMyd8KEEVrieE9DCCspm9H6oN6Gx/YULIFDWtSGC8F0ElFVzN21N9QogPJXgNI0fH1B1U+d1XIc5XqmJHKP63MPXiyYf2UxQccFDkhxAHNoXluln0WDX2P7Uz8/x92a6RiLkadNkncgbgE4r4UOLgDYFsFNmegyq/H+qSQIwE5pRIiMRFhBA9rBqYA8HpTo6GqbqD9SuBuXDOH7kX5NLxMigRpGYx83r/xLK7EuLAlob3X2rB42/tx04s5gXzLnDuHASgemYuvviEIj0WkWkZPswaQ2f7K6sZtqXYkwvOugev5qTcYFtbcibIl+yHKjNylr/g1YazcHAgJtk1gpjec+NtIj4QByE+lDgoQJDOYuoOmvz2U+XpcO4IaHv3XkTlwq/519GO2iEID8VzP5AoraS6wN72NyIdVIMcaucU9vvGlFec69OFCuYHhPwQ4uAwPhIPou+xaWx/XFQtQrHKzgVaRky9RrstRA8/EYTHIuYcxRtHVWbsjX8hfEBpJ9rGUi7mbQQlhjsXMXBRrYMiPpQ46L0uFPVWew6q/LY7Q28/zdupiT8DIvFXQie/cnhCiA8leFmgd9TUHVT57feAp24qU+P8shGBDw3QsYqrP2GWMwFCcNCLSolN3cF8O0OwNVquCJ0/FUqhlKBKm8QnXjgv76CIDyX4TaDqJ7PnYLxVQ22FPOhPPJ3GCyEPEFGPrFBC/AEhPpQ4aEKlLbipO6jy2+8tnfJi5/WUWBITpeFhdkQwHRTxocTB7msLy56D5+3ZllZzo2Gk1OKc5SjGMyf0C6P9w/9KM+58/ymIEk/1FZUJF7xDqhDloIzDqjGUoX0OHMRl1OO7x7gx6Okv87zZM1fAvW8MKvSnx817NQ8hP4Q4ONZJZXBL32PV2BxxmA+PinTIncr0Viym8oErOhwQQ/gFQ2MoQxnziCSemvDYVDYHncuLdyXT8eYSfiNWQS8VPz0xFIYyB69ohZL5asFBVdgccOxIvtUgaXNjSke0Lmb8rh6LxlDm4LCi1CbBpoPhlj/f+f46vrbpQRVOoC9GtrG077niLxgaQ5mDvbLSlgUHTWH3taB4UELIuOG9UCa9zrPz31hb/AVDYyhz8J6ZfwAz4bGqbA56zpeU5aT6DClZMUY8Q1q8Yv8FZy1ZAXNwzQeXqJgJj/OtZGXnfaYTBGz94qlZ8LSOSi+ujfYQ0mMx/aTd2aHqgM74NyY4njgbp3Pei6iywAWpBPIYCkOJg/9BlNNZJj0Wjc0Rt4sT9oEOy9GADUc+80F/LZ0/eOLCxzoE0xrS+djHMuBxeX1huHQIiWq45l9LRWnvGzOnooTCwPQLhPwQAm8vHZpd+h6rxu7bG+G00lQZeJVWhmZfmv5DhxvssWgMZTAbU13OMuqxquzOxwV2S5T3WInpC/N7O50dDvl7DIWhxMHTBb+3ZtLj+JX3OJw4C121XsiYggohqqSLsgh+4KpFQMLgMVMMxWw6eK8a2nnI10tKhBJKRZTIsinLsl54DIWhzMG+B7tLYsFBU9gbcJTI8nS/5oBoyTPm7HwgNVJApFxPLBpDmekl00Q3Xfdl1GNV2V3yIgdM4/Rl0StAmXBd/DfSHoRDlA6rxlCGXPuC0gcz6nG89Q3YGHSpqGYnN5gryhdDLQEQpm7sGHsMjaEMcnCpXTcTHqvK7lKS4fjOjW/nMRsxR0IptOnV4MF7zApDiYOzSbThWBY8Fo3dSaOg1rkWrg1635iI7fB8C6l64YmhMZQ5EEujX8BMeKwquwtKk0QQijHfNyZzwIwOb0Wtw/rA0BjKIEDIJ3rUhMemsrtXnV8zV6pU3UUZk3jbdFVeuR6wyp4IxAH/vYSbvsf1S7uoJCUkmePQ7xtDz+iCJxbrLxgaQ5kDeXkq3zMTHqvKvqsM9xJ59veNQaqd3GF8ex5DYyhzIA8XrmXCY1PZfTfQTIadlxwkmYTNXUcI7cw4rOWxaAxlZL9KzXDMqMeqsjvozgXkzfJfgle6K4kb+olv6a+kfijSXWLAwVvya2ezenK2iLz41vllVma655zxTpVzQw6K/BDiYDe+SzEFLHqsGrtvcuCiXSoLkJ2qMLQW8OsXGvw4h1VjKIPKA96ZmlGPzy/tVDM+KvK/uIOGMeSCBTRRwB7ZYdEYyqAOnA+LmFGPVWV3EUQ6kD5n1FMuprArRsfBkqSbPvElJZLCYM7gKIua8NhUvrTRLlkrlIwJL+kygviFg1lLlGyjzTVT8WbA43wrUtr5BturZHjjmDKMQBUv1cfS+dAnbjJngIC7r3kRtuCxauzvAnkOilwB9TaCJn56aalrAh+wcVgUhjJS8xGXxU+k4rsPGDsIsk6O1/vGRNSC09GUM/2CoTGUOfggQ6T8iZnwWFX2Axp8bvm61M0wpopbkbkz0RNf5mZktDKi7Qel2tWEx0tld9CJy/caN3t4Lzy9mJp5rWVn+YFZfihxcBSOjw+KAQdVfv+9CLw0VXkngixUfDwhif/4wFXeByAqqKMJztQvFCvdjH/DeyPnm5YjCgC9jeE1Ts6xchTOYdUYysiaV8vNqMeqsrvrQ5cNsn9yT0tl6G2jo/U0GzUKQzisGkMZGjSlyPrNqMeqsr98RPIKqf1nSrJ8MKNV7PQKnuWJRWMoQ5vVhA2eGfVYVb4QlGvYi6J3gzGFypMQc2seifRQ4qBlvOR0s+exauy+zhcOL1AHyI7XWZnI1d/kynDK7oGhMZQ5OO/apBMrTHisKpuDpo6vtCRQupyrmoyhdpINJ3P1zfjAojGUwZvBNU9m1GNV+UIuilbSK2so0Rg5zUKZJqq7f+BssURmEHvh4KGZ8Dh/JZrIM1WVgzmXOPggcJKB2gmwH/TArDCUwOFpKns3Cx6rxv78HCJ8gYa6LGMKtk3zL+T9/ANDYyhzIClfyjLhsansTnURfbj4PBOmOmUSakLnVpMbeT1wkxMlwhxyRmpZcNAU9mP5fPJiurU6ZGGqlLGehU9uOCjyQwjsoXiAatDB80vjTS+EQ6QMQ3Dlznjz2XH+0cNLSiqMaXTYiN4MqAM6498IHvLbVS6dKYyRdAi3qEq/4EtnCjBItPPMoCY8NpXd5xssu3VJbidYCo3jwueco67yxKIxlDl4tZOelrDpYLg1hNqbKrg0nmsP3oal+IAe4VnjE0N+KIHhck8lNeigyO9vQng/RAeisDc15oTvFjJ2lg8MjaHMwfsUrpAyEx6ryn76jD2AjiLY942J2MFLL8cnhsZQBtlrLjY3Ex6ryu57cWIrJIfP3zcGB9C5sc0vEPJDiIP991Iu0/d4aewGOitKSueAxFU2JiDDT+c2cvoFZ3WVwcC3YNfYTHicv+MqU+ymY5MXLivE6Ih3cgM7Cv9wRslh0RjKIOQZa7wZ9VhV9geN8y9BT9goQ6mkiH0x+zMei8ZQRspHynUz6nG4HbLZdS8KFzlJeYMxpyRmyHnIv+Ck5Q1gDl4juSbATHicvlPeQN9IkIRZ0I8wYPrnFD99ZKH/gllhKHEg1NbazYLHorH7mHFdBj0BGsj7xogzE9Dk6ImhMZTBY878WNWEx6qy/240KQHK6nk2KXxMnBXpCBA9MCsMJQ6UH9H6rBY8Vo19z5PD1dQFHmlKZVpDQpIy/ld8YtEYyhzsT3MJq9p0UBW+UFMb8cx6s5raiKfKhbBUMcubEI+hMZTBY+bTnGrCY1PZT/nxXpJ6W8as58eYqfMpdRwPIw/ugaExlEEhMGcD1YTHprJblFGwvnXkNN6Lachq0DlR7o/ksWgMZbCocD8EtemgKuzvsbnPaansxrxvTMJ5vPnNc9/UB4bGUAaZ9x5vFhxUhd1XI6NalgLs0ktJmcju24XwlkOQHob5YNNxU8ZJJ2/+G3s/zolRMQ3WEmMSwqDzNeTJ7YGhMZTBE+buUGbCY1XZDXJldBOifogRQS5lInwb2tm3/AuGxlAGrnOSUBJMeKwq+wUZnPfolVtSvW9MQhfvucPQmfYTQ2MoIzVR9GOYCY9VZT+5SlcxUXSHyhDei5kvJLu8QfIOHovGUObgQFjjbpdq1GNV2S2Zk/ZofFEKqsSVWSnKKzxhlR61IA5MhK3f9D2ut662//ERU7uxjgFEHJ5WgttlUTsX8m8cgvBYBK8Xx1LG+uGMY6ypn+miLpZzEilz/0BnP6ZEwVj/8L/OsSa+wq3+xFD5O3nfmMRfSmo41fTE0BjKUBUlSuiWCY9VZW/QFFCd3k6khqTS4JZxxPa44+yjh5AeC1Nz03Ysa4yd8e3n26m4Y/7LUa37NuJs3MclNfTVfWBRGMoc/APM99osfiIV3x1u5etoyDqy7ItB14lEXXdlgJ84Sd5cmAM/d7xZcDDdEu3/8SF36uFz/UQK70kTYeDKh1V64MsIH5Clh2HKMp243YK1gZ3x7aHimofYtaWVEWhiJVfWPKB2qdIrbWJHFytTd/De1WrjXaAtcqRftvM0+b4xhSfKNB1EOp3wxNAYysx3gS4Jmi+qmfDYVLbfBlqvIm0aOWFmxMn5Me4ZHZ8wSepLiIMKvykWauoOpluqbGO0KNuIGRcWvBeBOwtoVzb3SA8I8aHEEQsuvlR1B01++/WlUGmkWB4+NSXy9Bi5+zU5Og8I8aHEkSg4qMofYMnuvrqVk0Y0SeFWU2NONIJJNXB/xQcWjaEM5l2aI5ZRj8/bDac7SzHuzaQhJb4KZTGZ1/5UUY75xNAYyhw8KIrYmgmPTWVzKUYXxUgtlvlOQSPCq+CqkOABRMciGoVZj6XK2Jvef7wonolSe/u+MVWeTeZ0yxNfErwWhh4vbo40Ex6byuYnR4s8PYMkDbqUmC4r/fJ0nI18GQdFfChxxFY5sGz2HEy3Bl17ky+t7BV7rfcipOF9RE2shxAfSszJt/GBXlN3UOW3J1861UqrrVzoIwQts4HvL+ZWYA6K+FBirsYFN2moPQfj7UKfrcmXDyKVk7eEbyNy497NdMEEnW1yUMSHEnOpSBzCMnsOqvzmaBubidN3DUm6/IMoHPDvnPr2CMJD8fTNpvN1mC6wt/2NNbhh0sldluCGWafzr05VSA8I6WEE3fQQyqHagM72Fx4qvVDTpWpZ7yPAYk+fA71n9NQ8hPRYBDckOEwb/Qk+be/PtYl/Gzp5h+jIYgo7Aal2jhI8cZdQhzAHn72jaIiZ8NhUNgeduzQLbJwsed+YxCUlicptc/4FQ2Mog/WXjqCaCY9NZXPQqclDqXwLxfvGJP5cEl3HncovGBpDGezfyftdJjxWle39OyeJEx3Rx/4dOPM9T5xjdoAlh8J8IruvisDO7u4o6QwXlQjE0vQQrzFIz164aOoBm3b9l4upIm9ylrqDJr/5KtAVPfQ2Ulix0BKxmMIr5/xq+HjmE0NjKEP7tchhEDPhsansDZpeKXzEjdeh941BZTl97pgZPIbGUAYfHeVWzITHprI9EeOHxhL/XkTkuHRHIPIBIT6UOGjypZpcU3dQ5TffC7Iz3zd+gHzv72ICTwWpnNw++YmhMZQ5+BFSs6xlwmNV2V1BOsc5yZFGldViKsfpyBenQOkTX1I0JQx2cLRhUwsOmsLmW4FMCs8G8CSUCHxYg/a4c/J8QIgPJQ6eD0Je6g6q/O4DPrmmKNLh24gHrAzqVVNFT4QnTpKsEoZmi8r5rGXCY1XZnZIT++L0Zcm5XSGoK1qj4LgGPG4IwmPhgiuMl7WCZquf1r+wyvG/nSqV+ZSjESdXb3V5nB5CfChxUPSHaihM3UGV357TKFvDsaJL5jQQledQymJpKOoOIT6UQCiqNFN30OQ3ny1udIWTIFeFgAj8dVzSAcFDiA8lDnEVTPsTqfRuTP3kD55WI5oq34uhyZNnosI++wOLxlAGUxl1G1xGPVaV3QhakvgY/PL3jSlc5pUKKiifGBpDGXjwFHQyEx6byv6TDpyaClL8bAyVNYfKz5HiuA8sGkMZtAShZWEZ9TjciqD3MnAJI8J1QkagETXNobQne+IudwQJg+dMUSe14KAp7K8c1IQrRtzK9l5MwH1LFBml5OQDi8ZQhlYO3M22jHqsKvvhEwrl1ShuphLzHSWvsqNOzUMRH0ocsRbMf2rPwfgtB5NyIllvmlOc+bORO68fUG+PU6LgpjlRZuQsfyOEVioH6ALfImEE3xvRxY10SG+FUKLJLRKqDOyNfyOdRY3yefLhOgJj6MPIhX3YEh9Q5IcQmBlK6zeLHqvG7oeWuZsBB5f5MxNMwWWa8+lBlfzELD8UH7zfoxD6MuhxfH0hK4/OsuTPoLhEiYSuvx27Gw9FfChxkEdDhSRmz8HzVlayFVmnY4XxQhur9yICH6CjrHu7nhDiQ4mDUlZyNznUHVT5zWdL52g5j4JQteAqd81Pn4yzmJ+w2dXzSmSc2FdruHn+0/YXniv9+2ksBRfRKlG4YQRVuKf2hBAfShycM+rR1B00+d2YX+Sfl8MZEvNTpiDGR506z/wLvjTmBwYxE8T4xITHprK/Ny7cxyxK2tiY8+KPhEKj5HU/sGgMZTA3UK54GfU4fiV5TM5gjphrcC+9MXOQdElAoksEYn5i0RjKYNB0HHEZ9TjebqffK9jgrMgl9ycagVAfpYbK9YSX3IcoxEF+AQflRd1Bk//Clr5JYY1u6JtU6mTs1mv/BSf0PBRCCnfYOxYDDqbVI3Ev3U3nHWnT06Nku0FkrtuiXDbeD48bKrOEkLgfh4DEgseqsT0J8/Oiazm4CZARhdu50IFTiuh42KWdjxAHRYAos63qDpr8vg/ZEhJ8QTb0IE6+cbDjHXxAiA8lDnq5qTLN1B1U+f0qLorQXhdPle9FVM6ydkQmHxDiQ4kjnZEXXFF3cMnvLhvIQ0S9iEqJgHunEvWfInfB46jXSglzcGgs9GXxE91vodraFyN3g3mXUUJMjysz4y+4aozPmAs17FBHC5e74X3/HEt6xANVRMFZ8m1r4pZND4ynaaiiMcoyxsSH8a+UmPEcflmBGc/hNIKOW749hPBYuNJ7cZitisvu75a/kS2m3y13dqjei5Cke0R1oYcQH0rwbEXtIVTdQZPfd3Bp7rOrf4ETrvolB5Y+Hwez3uVrRMY1Q2IMF/9+WP5KiInKg+mINi8CxlBIqRQEkEJ9YtEYykiIiWto1ajHqrIdiUYxSOB96tuI3Hmj2gtHLTwU8aHEQbkHWivMnoMqv+spoiQPkyc8RWUSH2dMFKCv7RcMjaHMYVOomfDYVHaTryfnEDQ7+V4MhRMoPkpelIQiP7BoDGUkwEDxUTPqcfhKvJSPunIp/CVlOovBvEkpEWod8sSXFN8IMwc9dzncRkZNeGwqu69HpjJycvlR76A48tVyKaNn5BOz/FDi4OgkdQ8wAw6K/OYjjrhvjDJiQa6/UCahm1Q8uY3oE0NjKHPwiQY6KmkWHFSF3YWYm1DwHqoiTgaC9mVX4TAXHch9YFEYymCfRlFcM+mgKux7DqjtveTe3cVU9k450VCe8JK7dEGgrJOqG0zfY9PYD5JURJvR4cKIyu8gBUHmL/mAl/SqEIL3lbTBVHUHTX53p9Ze8nuXjgyFEHR9I0qK2y8Q4kMZPF7e2Yu+g6awudoV7pFGdZhSkqwERTmvk9u+OVCkxNiILiXJqtpRkvxpen/RqBwE4zorLhlYDCXQ55tK94Xwi+jxJVUAwiD6RJ+hmfDYVPZLkmkNomABdyk3Ar97u6RzvoMQH0ocFMKjj9HUHVT5/TwmThs16QixmMyl2hQzwgEmj5u0dxAGzkTteZnw2FT2nQk6QcFF+shjGsOLU6J41xNBeihxcNF/aUvbY9PYrzDiYzGUjOYTj4uhdPSEAedsPIT8UAahJz4WYgY8VpXd9yKjfOLU87uLwXld+tW5IOOB9TCuMAfPXFyRaiY8rt+pUK0rAYTe5Iup7DTQyhvLE17SZhwEZmLKopi+x6axO2KUPnNE7sRBHGFOJEro26G97wMHvUxPGNQ+UCh6GfX4fv/e1gaf+iVQ4VXkRJYRuJisB86jPyDEhxIH1XnymUNRd9DkdyeLxIsRzfeJ3TUlKEhDcVPqDFTLE0NhKEHzW+H5YJn0WDR2X4rLUiiouV9MlUxqtjDUJ76kkl4YLHtUam8mPDaV3ZCfVAXR3Ik3WZnQ+EILSvNwON9j0RjKIOhHxw+XUY9VZd8zzg2nK+VImTFFjpDhG3ribkfKmMERTj4WpSY8NpXtUBDtyLl2K0mYnYnYufq8V77lxkMRH0ocVL+VEACCPQdVfve9qFLQH6SyRBlqCku1JPSrc4sph1VjKIPLOinltYx6HL5SX0IRqL6qnt5GUMyKHPLAdzx5eCuSYuZWJKUGHfxOiRTdBkszpvR8fS/i5LoialxLM7CHSZqKCSGVlNdSdzDdmpDtRFWi1LHgDpj3YuiePRQYcmrVQZEfQhycoSevf1n0WDX2s+BIVyTuafu+Med0vxrnuLW88BNDYygDD44mErPgoCpsDpk65yREz9A0xhg6DkSbtAuXSj+waAxl5PYvimSYUY/DrWnM5nQcUCd3SlGlMjh/x5NtfMIujcZBYC4+uYJS9D02jf1Ds61JCljOJCuDr4U+9dDqL7jqAgJG2oPwuVo14XH9ygLSLwl/RI6mv43IuEyRu1vlBxTxoQRnPqmZlNlzUOX3MwqU9Ql6GY4SJwKXidrRxf7EQe+2EUbCbRRQUZMO3i/D2QsHRTGfSpR4UJS/gfY7FPDBUR2PoTGUQRCWoxRmwmNV2U+BRE4JUb+tt+GT11VKcHBZpIOQHoto6DKl2gyd7f3lA3cXURlk4HJxY6gScnrBF9+G5JBID8N6p5qZk2vXnPlvnOU7keEMHF9RouCAGJ3YCx6J8DBccFDHjKEHkrO9/+JWaUOkHdMXgx+Y/Bo+JPvA2v5cGMzASO+JCY/DvWP6Tmyl833tVBgtXViMCdJ1JXOV9RNn68LCDA26cY3+MuFx/koXFios5XrvxFX270WcFHinvRmfmvYQ4kMZHCyidkim76Aq7A+XkoJcF4t12ZiIZJ20CHviosk7MJjROFlnJjwuX0ne8ZWkHdsMtGpaTOHWTBQF4oa1D9yl85IwB28sUjQLDi6F7bkClepVmjcbgfgCNy4KT1ilDbMQB63c1KjZ1B2st7bNe+V0EhpT1weEdPKkLNYVf8GiMJTBwgxPR0w6GG9+T9DOcoH/RGPLiUoseMB/+F/J7znZMUkZp2rei6Aw9Q/1/KgeQHQYrlRBfCzNqr0v7pZ3B5p6RmugWNmled+YJCmhi7O3TwyNoQySouTWLBMeq8r+0+UiiSaN8ozI7I/hCXrUpOGd4HKiIbbqAnvb20Nt3JY/JdzR9V7EdFkpApmYf0CIDyWOlHBDl6k7qPKbo+Xr1xLFFpOcIeGkBt8WzY00Lo9EdiyiIBqotlCz9ml5e5wV54vjJfOtEZWn144K9Qe8ZO4U4qDOgima9icy6c2xJi7epA1sxgl1JQIHGrnzZX5CiA8ljnS2Vzn7UndQ5Xfng2rVep3fgcXQ4Y8Jg1b7fULID2Wwx6RbhpcBj1Vl8wHjivs053609DcCnZValwiCg5c05xfiSAEtbVXdQZPffMB0fLTiVUVKYzGJkxjk11ILqCeukqUQRqpQWrqZ8LjeEhtb7zAfUprTDOLARiQO/LbOXRIfsEpcVwiexSjwa+oO1lsceOcdPnGSlPIPUc+eFs1AoLT2kqaodyjyQxmkYTjnaSY9jrcc6NaERv5SClkcHCMCV/dS2+/pbj1gFm9FiPkON3ZnTN3B/BXvhjqdUlk97VEuJD+NCdwHnhs60Pm3B4bGUObg5AFtLZcJj1Vl98NDj2yediRWokyCmzI/K259+MDQGMrI3MaxETXhsarsPumLb0zinFBGjasykYN75FuV2H7B0BjKYDtE1y4tEx6ryheedMcQStHNPZgox6AD78ifGBpDGQyauqgtEx6ryu6Tji/57Wn7/V7EyZe30/uqdROfGApDmYOzjpQ6NAsOqsLugAsqR+jWdRw9MyZxypImqfYLhPwQAqsIheOXvseqsfteNHTfmZNolwbXykRUI7aEfNwDQ2Mog2mD4/JmwmNV2ZyZO2YhupkRrqYSEb5lwsTmYVFXE8QR58adnEvV/kTlO65m4Ko9KmeoOAOuROb/bdK10UOIDyW4WoJibqruoMnvjZaP7QaOhqLbghEoYpfAkkNJGicorrhTxXQZe9vfmBz4h6KG+jo5gMjcMIzeOt42PjArDCVQuEZP0Sx4rBqbI6bqoSgdcbU6KUrT3STlSLE9McsPxaj0YefMDHp8vr7wlWW4CXytr/QzBpE4ISwtVR6wym0oQhzspdel/Ynq7e6UvYn3kq785FW9b8zJRam0BcJ5Ao+hMZRBipYrt82Ex6qyOegLZ4V4S4ziS2MS5wNoW8b91x+4SshfGCwYfGzVTHisKvt+JjbuiX/e9405uYEUrblXf0LIDyEQvKaFZOl7rBq7Iw6Ihmd2xt6LCNyTibwWPln6wFAYyiBBQN6YWXBQFb7wMhf8ZHRv1vvGUGN1vKmlPCHkhzJ4K/C2qwGPVWX3VV79aTofBV9M4H489KJKY/sPCPkhBB4xVUIsfY9VY/+t6B1ZdcqZvG9MkuZHDeWpDwyNoYxsPaj7gZnwWFX2d9GoZzjlshdjqI4k4zhdl0DOBxaNoQyq7CibtYx6fN7ue9l7N6rMtLQ/f9+YEwsdZS7O/guGxlAGczOVaJsFB1Vh9zk3dP7mgBomOWVOnJGhnXCov+Ckh2bAYMiUUl4mPE63UzN7YUI45pntvm9MkL9Ruvg/MDSGMvgMuQeqmfBYVfaXE3JcObCGtgzGnNiiUbBVij4/MTSGMlhRgtz6AhMeq8r+ZhqfdeOelO8bkznXRgUckTfPHkNjKAPnk9rPmAmPTWXbteeWhFVj3kYEvgi6JY5dP6DFvEFw93n6g6k7+J2YN90kSBUG803FTW1KBGzSIv+QDonwWAR5/jhHDmuMvfHdsdKVcIHLr5t4GIvJ/FToIrvyQE28BcHkL1GbOlMG8TD/Bb+evVjuwZSk1xsTJy71OTkC9YAQH0ocdJEON5tQdQdVfvdbC6i9CMWKJZSJKI9AVvABi1VLyG3iFKZCeYQa8Ljc6iX2hsy9aKnmD/lbY0651qeiSO6Bk9xcLQxWjyiBT5jwON0uu96LavJzi+g4/74x8jXpLTQPDI2hDAJBdKJnmfBYVfaXPBzmq3xN0vvGJJzl6nIi8IGhMZQRX/nKNxMeq8q+P0THn/h43KW+MjMBV7skLajzWDSGMnDiaHVYRj1Wlf1Bc1tNKoFC1wFjTnQZoBxtLr/grF0HwEid1XndTHicb10Hdl6PjNrm+Rz1ejllstwndyEp98DN7pdjBus0+xJiwUFT2J87cILV6tmMkfq12qQrvcdWzwYGQW+uXzMTHt/r2XYG3V9nr9JpsUvHNTAIU1OIOMvpwE98yU1hwsjdQWdeJjw2le0UdZecc+HrAIzABdt0B+3VnhDiQwlOUdOpVlV30OT3Y4coaw7Si8KYE5fE03HLFtsTi8ZQBgX9fNeFGfU43HpRbD1i7jIV4cC8F4Er+BquQn1AiA8lDqrEoWJcVXfQ5PdGe0ntIp205I5gRqCPC93HVdsTNu0IBmK+ECfPJaruoMnvb1ERjUAm631jkMyi6HWVmyQ/MTSGMtIGhpf0tnrc37Gp7DsZfPaIUvRXEyeDmXBR/12aTtHU8BOK/FAGVQB0UmaZ9FhV9oNxtAZzMa4ULghDq3Nl/4HrMB0U+aGMrNVXupn0+PxK4QJfISq7Dzkfb0zAHaPReut8wKwn5MFgBeHciRnwWFW+EI07g4RTLo3GnbjHxLpg0F2jHovGUEaawHOJoxr1+PxKySNXpFyIAaUzSNmQ3jjIZ1zJSZfrBD+waAxlMGhK7C6jHqvKftoscsOfYFEiYbgjF55stY5dNywaQxnt0JVvRj0OX4kSXYlbp5xJOqwo5vrg3lHm4VCSbilGVHpvDtNl6Cx/YQnh4g1aoLhPnxJzieIOdpj7PRTxocRc8KgkfZn7RCq9n31C14vO/TXfN6Zwi036yPkOlgeGxlAGxz2oWbmZ8NhUvlB707GdQyPMxeC+Qa6s6fUXnKS3pTAIF9LBimXC43Rrh7m5VGeEIyXEqURCjo7W4Vx+wVVaz4LAHpV7zZoFj+vrGwFO6uAjiW90YFpMRhswOjRX2i+4SVMlYSTAybU2YsJjU/nSLoQCQRJ2WVsGrBlr1/GBReNjF1Kk3kyNehy/s4ZoIo7uiC7lnuujubP3ld17YGjcs33zK4PbpiY8VpX9F5rvnqWbojQ7AuLkrhKJdz/hF8wKQwmEt8jqsuCxaGyOuGhJdNdDmcYUxNPocIEcWfrEXQ9lgpFOD7SkqAmPTWX3hb4kI1AtzaBMkrRCQVrhgaulGYqmGS5JK6gJj+tX0gzcjkYSHSiOVALX0tJZunzFX3CTuzWFkYmDVjyx4KAp7E8bV0P2/pIbZpQJmKjadHK5PbHH0BjKSNrsijcTHqvKfgaKqjloSFKDqgx98/Rc6UaA+IAiP4TADTNJqh5g0WPV2K6D4xJ/yktHqYMDkfhgaJNGVh5WeV5CHHTUhZ6oqTtYv/Z8NX8X7SwsmMD9nOn56X2LnxgaQxlsopKcfdUk4CdWlW9Ny53rle7zckGxOU27UqD7iaExlMEkx4fa1ITHprJf0hCluwFOYy0G56/44ER/Qj1eBQJFGEFqaqP0T/jEXzqQlbk1Lp0UzIhqCZEaH6SiCZU2bg6K+FDioOOCpGf2HFT5zbRvgc9Oe19OnynBtf4/8x3l7g6fSITHIjJlyo5ljbE3/oUUNV8JQPFrDiMbQYVVkVLQFEJ7QIgPJQ6uTz0vU3fQ5LffA+71Qk37cMZJCIpQRL7QKVzlAUV8KHHQlEdfltlz8PzKd8Z3bTccaeNUiBBU9cz3bfK510+kwsMwXfl3LFt6B/Hd8hceK11WTNv5Sz8vIujqoI7viWvJP6GKDyUO2tNf+J5gz0GV336sfGp9bhnRO9yIimbhJ87VeXhp73AQB9Wqc1RZ1B00+f3gD3V/Yyc3BAn+gImSGuriRngMjaEMdhv8w5sJj1Vl23Pg5nZ8OUWE5wCi8qUWVCdDUT0PL7lpVwjcfVG7qju45L8UfCWXvMV78JVSsaeGW8MvOMllWMIgQsFdH82Ex+l2f9be5ECV8TSfn0kmByYiR6bp8+eGWg5CfChx8DLSlvYnUuntBY27WdItAalgQQMReeGkc5g0XXgI8aEEj5Uev6k7qPL7Xxz//fTLFfngQCQ0x23NChY+MSsMJWQHF+rNgsei8YUXWBok12IvsLRIpsJsfj2ly/IHFo2hjJzVpBPoZtRjVflCGCVif7MOXqHdRJeTVkHb2N+hyEsQRfZDetAKFj0OXzp4dXJKgJtANWmfwQT1yzjRL4OzQh5DYSiBWBV5msukx6KxO+LM97PxaZiibWDAZI6jUZMXbdf2iZskwYWRXtGhLRMem8p+3jxKY2SKT75vzMkxKW5TnNIvGBpDGTlESHs9M+Gxqnxhmb6wg6l2tglMxSdHi/BVfsGXfoJgtAPstUx4bCr7u09OyFEi9tTdJ5goq1bkVj9PXLSXMRgUkHHvYjPhcbn1Mt4ZdOLXjJv/pqynWQpOC1ORAUdupOX8J4bGUAZPmhZyM+GxqeyXNfFlZDFbdboyQarRTy7seeJs1enMyHkLPnWjJjzOX6pOj1ZaEHPVvKMUF0hLOy1PuEORH8pIe+AQbyY9VpX90ARvNShwgIMLxkS5BbLaRRifGBpDGUQnznaz4KAqfKFMqOuB5qplQl3OTCfUAPXwhJAfyshkRwEfM+Cxquy/zXpovKF4zBjcTscNMOVk+ieGxlBGSnzPcjPhsapsOqGy66QgNu9JjMBFe3yleH/CrHsSENwbgjYhpu5g/tKepEldZZLa/8WcXO1PU1TI4RecpJxfGOxJSog3Ex6n75wA6FgkTj2YbgTOoVP/KkoUeahHzIWY2z4cQjd1B79zJD31LmU/gT+o92Ko02HAI80pP7FoDGXgg+J8jhr1WFW2Qy2Up6Lmw2eVUAsTqfOnTV9V8UiEh+FCLXyOZYyxt/2NWYJmWH67upbygsFxNZpKyet9YmgMZeQVLuFmwmNV2ZwlGicjcME7jdmIwEemqW9C7E+Y5Uy0EHzkZvrEpv2J8ndOUNOxwIamtNYCiYkTNwVwU/P2gBAfig+aYflDNHsex68kdK+T7xRGK+gi9ehgwvyiZcOWyy8YGkMZrBrcu8dMeKwq+12x6Iu/0qqHBXGiALbjjfUwaT0siINCXVIAC3UH01fqYfnEbZVTB1IgJAwtUxHH0WOtTywaQxmpfaTbNcyox6ryhegFzFftlHbBPM5yyA2jD5zk+jsQEnqLbRlwML2+kSwviLqfuDvnvYg6d8OJG0zSFelPDIWhjFxZU8zAJzLxXe9SWnjMPQLihIvJaHpYs56E/4BNQn8g5mgTFUWnpe+xaey3tznlaLxU7xqT0Gcs8rmgB6zWdiziDCE3zrzSzYDH9SvVu7Ss0s4gB66LeBuROhc2U7t4LgP8hCI+lDhSztyEyew5qPLbXei4uR1VFiW57gxE4HQLRVWp/MBDiA8lDjrJSZOWqTuo8l9oKBXl3uOk+Q8wkad4bhgV8y+46h0DYGRHd/WbCY9VZX+vQcE0PjYuWw3GiT8Z2kr09IQsPRa+0D3PtBk7419I1VRcz33hZKngiL+rob+Ah5Aei7goT3+YNkNn+wupZvb4putFyfi3EaVztmi6XtzAwUERH0ocNKHRomv2HFT5zdFm1FzQSQLuz68EN9YKP/VCeZ2DIj6UOChvT41LzZ6D4daif+8toJ9qLj7o0K9ERkt+/p09EuFhOOEKHTPG2Nv+wrfFzUWoRTa3LTGisufH1XPhCSE+lDjoQmWax1TdQZPfD0jhSq2Lq8neN6byaUS6jb60J4T8UEaaf+S0DHhsKvv7YsyfWfqfLSa8uAo42TG1D5iloZkwCEjxsX0z4HH+Sg80slcvKTCUmLAyGW8ffTdX/wVDYyijNYxhmfDYVL7Q/COi0kt7Bq2LUKRJUJMN2wcst55BTVtSokeQGvC4fKdnUOYrpMmPQom54oqDXHm12P3ELD+UIGcymfLtjyq3N8rYG65vNw9yMewy0lW53FbOQ3UHhVke5DLg8Xc8SGohmaeTFXGH+3sRuCaw4WD2A0J8KHGkdHL0UtUdNPntfD5d0hWb9mEyAm2X2slbnwfUjkpCHLGh55KpO/idDkxNrryimkK+jkgJagUVLlppOajnoIgPJY7InXTjsuegym+PNuBeNBlqwK1oNISKTmAPmF8yTsBGnQUP02X4YXd7jJU3/nSpTcLvr0Tkoy1z/8V9ZT4RhIfhjhoJ02XsbX8hfkP3otNdu7g4S3DkygBKuJb4hEXuwTKCuhXRJQeifeHarA/bX9iWUd0m1eThxjohqL6Pkr4NU7qDKj6UOKjE70rL3CcKt7vqtp4qHwOqF8fF34uoXIpDTi05MR5CfChxUMUPRcVV3UGT3232k/hnpB1T4PquxSSuN77E9/cQ8kOIA5c2TJd26XusGttbHdSPBP5N30bwOYtKWxk65eahiA8leKtT0awf9hxU+e3lgC9CpMNhiJkrEbmHNoeZ2xNCfChx8J308y01dQdVfnv/gOhL55rd9yIKV+3SDHn2J4T4UOKgo0OUxVJ1B01+2zHgIz8pyr2mSlAlGTsCfEj5E4nwWAQfJjuWNRwuc8a3x3qh5+oZpWmgEHpP5fwBKe3hoIoPJQ5K8FHLLzX3ieJX2gV2uNRUUpxkXaCsAVUoT5U5P3Hjyk+o0mMRdEFePswaQ2f7C4WelNWdnnPlhrOCE+Yo+gnpyJuDIj0WkVGIodYYOttfGCm1tyKnE8kHJSJyDXrnkoNJ0whCHHT/BSUazJ6DX0o70LxywoXvl7YCAJNwRzFNTGf7BUNjKIN9Aq1oy4THqrI76IRPii4a5R2YERVPhy4Jv/IvmBWGEih9osXDLHisGvvxWzyBrCWIxgSUHPJy1H7BWUsQwaDyiUsOzYTH+TsliNQWnYegYdHFRNy+UxEfemINdgqDd4NvozITHn8nPopEDIZExcXvxQTu54xMTntAkddUT0MNcKDnaiY9VpU55B/6vzm6v/nzQX2fGPIfuMHW1Wmup5TX9Oxi+fnz+/jrf/zT+acp8/Pnfzz+6j//bfhPf/7nQ1T+JBZyoppB9KPgbmj0x6k6xSOJ/5c/y99LC3rgcExbhTIXHxoS4l9+/u4oEo/OUn8uWGO9JELXUVw50M15PVx1rvB0L3Sl6Pb8t+WSuKwnJNw1ShnyOYX9KUfeif3rX37+8aAj8pnehTlg/CjzDy3P1/FugC4tpQsIfzXQ+K6+qZfbfGz0O5fHELgeKvyRhaIvSEpt7kzIwlSYe/67hdI5WvC7hX/vekG1wI07Wv4DC//eK2wW5i9MgetfLegv+0fCfPPCxdJ/d+TauTiWem7iDsYsAVFl/uUuVbRwxqSE+ZC6soTkTEqYu1RMFWEwFRLiQ2b6g7iKyISEuUtRW9P2YUoZfjX/8AvLVH7UT4rphLPOZ9Iomuo/sYgPLL3SlalS7M//cPxVvnF1+n7E9V/kQv1FMP1msbLJP/GVwbQtfrWW6bnSf/vbv/zLv/z82//9+3/6i3y8/+P4/0bp+sYKZW5kc3RyZWFtCmVuZG9iago0IDAgb2JqCiAgIDE0OTc5CmVuZG9iagoyIDAgb2JqCjw8CiAgIC9FeHRHU3RhdGUgPDwKICAgICAgL2EwIDw8IC9DQSAxIC9jYSAxID4+CiAgID4+CiAgIC9Gb250IDw8CiAgICAgIC9mLTAtMCA1IDAgUgogICA+Pgo+PgplbmRvYmoKNiAwIG9iago8PCAvVHlwZSAvUGFnZQogICAvUGFyZW50IDEgMCBSCiAgIC9NZWRpYUJveCBbIDAgMCA1MDQgNDMyIF0KICAgL0NvbnRlbnRzIDMgMCBSCiAgIC9Hcm91cCA8PAogICAgICAvVHlwZSAvR3JvdXAKICAgICAgL1MgL1RyYW5zcGFyZW5jeQogICAgICAvSSB0cnVlCiAgICAgIC9DUyAvRGV2aWNlUkdCCiAgID4+CiAgIC9SZXNvdXJjZXMgMiAwIFIKPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0xlbmd0aCA4IDAgUgogICAvRmlsdGVyIC9GbGF0ZURlY29kZQogICAvU3VidHlwZSAvVHlwZTFDCj4+CnN0cmVhbQp4nJVWCVQU1xJ99QpmcAYGBQeBYXoag8aNVUQwKriBEtREcYkxX1FGQGEGZwZwIfmJiSsQDWo0cQFxIy4RjeKCC24xbhAVFDSibAbjgiGa1/ynPxk0+UdjfvL/Paer+9SpV6/e7e5bBcSGEgBQR+vHRsw06QfrTUaz9wh9XEpijImADSEErFdvSUMkD5C0VBJQcrV5vJEXeNgO8bBJt9USIh/i2GKDW7fY+DZWS/pZjV1/J+5sj093IDLSCAiOAT5+foEDjMkzTQlx8RYxwM8vqFuLDRGnGE2itQixpQpRP8OiN5gTjAazOGmm2N9HjIyZPM2YZp6WIMYYYsVIn6E+4jBjmtWZIHYyGsRJ+viYxCmiccrTFClmvcksxpmMKcnmzj5idHyCWUwzmqaJ1rtJn6iPMetjxRRDrN4kWuL1YsSokdFiuNFgEaMSJlu31Yve3qJo1uvFeIsluZevryUlzsdoivOdYo0x+yY+CzL7tqzzDh8+LNo7asiAQcNGDvKxzLA8PUes3hKTkGj2+TNSn/eR5hZqUkkaKSZHyTFynJwgJ8nX4ALtwBXcIBmmgwnMYIEUSIU0mAEzYRbMhq9gN+yBm1ANNVALdVAPt+B7aIDb8APcgbtwD+7TDrQjfZV2op1pF9qVdqPe1If6Uj/qTzfRzTSffkG30K10G91Ov6Q7aAHdSXfRr+huuocW0sv0Cq2glbSK3qA3aTWtobW0jtbTW/R72kDv0nv0Pm2kD+iPtIn+RB/SR/RnyqhEm+m/KKeP6ROUox22QgUq0R7boBM6Y1tUowu2Q1d0Q3fUoAdqUUAdiuiJ7dEfA7A7BmIPDMKeGIz9cQAOxEEYjhE4FIfhcHwD38QROBKjcRSOxjE4ASdiDE7CyRiLepyCcRiPCTgVp2EiJqEBjZiM09GEZrRgCqZiGs7AmTgLZ2M6zsV5OB8X4EJchBmYiVn4MS7GJfgJZuNSXIbL8VNcgSvxM/wcV+FqXINrMQdzcR3m4XrcgBtxE27GfPwCt+BW3Ibb8UvcgQW4E3fhV7gb92Ah7sV9uB8PYBEexEN4GI9gMR7FY3gcT0hbs9Rn5AvnzM+YpzHM/nyjju2TN0Qc4mru3Gccd5gn3JCdzd6ZX6m5vMf4li5FHp+aPuRDgSvSZ86f9p7dMFPi+Nfdu50f+ajk3OaD+4XJy3YYdmtWr8zK3qTjHVmEOiz07V6R+rwTxwrW160UalesWbx5pZ1SKS1nc9RX5hal7xKqE1470lnDO3pzwsN42K0O7FVmX9WkCLeMNw7WBEYeZ/YLdexQuTojY/6ihQI/IGvI/vrMDc31MxEhOuUznI4Zmz9Yw938uQ3vy0MaROZ4fv/m88d08XKuGzG6y5Cx689+IATJOi2reIM5aljwhTI2WxfE+ql5m1EDuvtFlzFn5nS8vK6+OJQ7Cy0ppQnsVXXlhF2vbBBeW2sbscqwrsC9qHBLackOQ3SWUCtrWhRxkjtouKp3VJeQPbGsdZKucobtyXfzZundx40z9A+LWXPtfaG7jDssLh3FtBrmeuObB7/X+xTNIWytuquMCylvvs4dNbyDL0MWyYbXMgfmyWSnxnLM001X8AQm5z3YVBbeeJuNWNeSgmW7XJAveP+9RbM1cR8sL9CxO9WlPZhXMPcaGHHxcWv56B1J53JyspZsFpQvotlXAjVL5TZM4EMFvv1JEtsuY1HMlgksTeezSM2jQjtzL4GHSadZmIx5XenCh71QtDIqvZKtL2fmSpDa10eei6xv62F9mePVVycfC9kllO1dv6PEnWFgJXfibbr34Thkfdylfwi9YidH93HnLvd6MJGJ96qZWuBydlE9ZNyEfv3G7S0pPbi3/HLRhHBhA7+k7jl8jH+P4cVVVaeO1NaeGhMsqP5wDOXV9tLESDm//HiErQ87wvvWsr7y7lfV3CRjJnbGtiW+QvKqeG7FOwr4YxIrj11dmpOCnyTJfz/aOcXLQW/KEzmkpXOPWXZRzP93r/RutVqK7Bv629I9NWxl1XOLyiT3UuaV9nK251HJcsrZjAqnv476exDHgQP8AwKDg7rrE0WzJSaOkA7EizgRZ6ImbqQdaUvCyVCruEeTUaQ/GUxaA9i09ewZPmrMtPR5S5au2154in+vasq4Lp2+DnUNkkcDvq5VNc28Lt27DkUNGKJVReWmNr+VBmxFLbJGl+a38rSPs+SqqIwaaU8FSCH1KC2drYjKvapg12pRWs36qhO0Y7UtH0txJRtRCYU/sJ3WoOW9FVafVtLVh9c7J0sfs0m9FJMUIPWuw/Za1WPPGdrSKlykVfHbKq6MUcCBGjanBr1bHB8VaeFmFfbWqpZooUCLolY1S+GUX8MOVjh7bdE6f9dZq7LkSbk5rH1eTo6sVNGgfNr8nVl1W+kXtZAbMvkX+1YZ9sqSzKyszMWZi3Oy8m/Z2+9bvcr6nJmVmZW92N7hWROkxDooEFvrnCAndqQVURAlsScOREUcSWvS5imzba3culi5dbUy7E40JIkYyGFy5MXmSU6Rb8hpcoacJefIeVJCSsm35AK5SC6RMlJOLpMrpIJUkqvkGvmOXCdVpIbUkjpST26T+6SRPCA/kibyE3lIHpGfCSMSabaORzKQgztowAO0IIAORPCE9uD7UmNOh3fhPfgnvA8fwBz4ED6CuTAP5sMCWAiLIAMyIQs+hsWwBD6BbFgKy2A5fAorYCV8Bp/DKlgNa2At5EAurIM8WA8bYCNsgs2QD1/AFtgK22A7fAk7oAB2wq7fxoBC2Av7YD8cgCI4CIfgMByBYjgKx+A4nIDTcAbOwjk4DyVQCt/CBbgIl6AMyuEy3PjrEQIa4QH8CE3wEzyER/AzPIF/wy+UUKCUIrWhtlRG5dSOtqIKqqT21IGqqCNtTdtQJ+pM21I1daHtqCt1o+5UQz2olgpUR0XqSdvTV/77v6Wujj8UlC+c37ht/0V3pupVxjX8ldA+vOsCaw94mFV4oF5TeeCdsNCpidxT169I7rzg7qF3egdEj/btOr6oaa7O2gACPq0cyDpoWMfbNcxdp1KyZDVz9a/jzoOik8foBdYv8/idB5rThbERn+lqZcxuVui3nGh4SADX8Qw+/QpvxYKY5u4dptP5f6QOGD6sV8jQs7dqT52ouVkc3e1lcfwjco1PVS09SWtVOMMLClfBBpYyvwplanOSVat+kLFAg+8NHqjh062NNJwn/CcwihsuMDerpp4eWqGUFqqZvU8td+cdevbjYfOsTDBl9sFDNZprp0aEjpz6dlSczncM79Rz4uAPuZ+blFjzuJVs2cmtBTWHG4+63i8+XF7j/rdV/78okzpVvOhJZX2vShPT/kT3n6H0Ua6up+x/TP8rASYmawplbmRzdHJlYW0KZW5kb2JqCjggMCBvYmoKICAgMjUyNQplbmRvYmoKOSAwIG9iago8PCAvTGVuZ3RoIDEwIDAgUgogICAvRmlsdGVyIC9GbGF0ZURlY29kZQo+PgpzdHJlYW0KeJxdkU1vgzAMhu/5FT52h4qvFnpASFN34bAPje0HQGJopBGiEA78+zlx1Uk7ED/B72s5dnJtX1qjPSQfbpEdehi1UQ7XZXMSYcBJG5HloLT091s85dxbkZC521ePc2vGRdQ1JJ+UXL3b4fCslgGfBAAk706h02aCw/e141/dZu0Pzmg8pKJpQOFI5V57+9bPCEk0H1tFee33I9n+FF+7RcjjPeOW5KJwtb1E15sJRZ2mDdTj2Ag06l8uO7NlGOWtd6I+nUiaphSIC+aCuMgiUyDOmfPArC+CvrgwXwKXzGVgrlOEOuU5MgViySyJ8zQyBVFXrK+CvuL6Vahfcg9l6KGsmKv4qHv34XlhD4+5yc05GllcVpxVmJI2+NinXWxwxe8XGo+PuwplbmRzdHJlYW0KZW5kb2JqCjEwIDAgb2JqCiAgIDI5NQplbmRvYmoKMTEgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yCiAgIC9Gb250TmFtZSAvV1NXUVJFK1RlWEd5cmVIZXJvcy1SZWd1bGFyCiAgIC9Gb250RmFtaWx5IChUZVhHeXJlSGVyb3MpCiAgIC9GbGFncyA0CiAgIC9Gb250QkJveCBbIC01MjkgLTI4NCAxMzUzIDExNDggXQogICAvSXRhbGljQW5nbGUgMAogICAvQXNjZW50IDExNDgKICAgL0Rlc2NlbnQgLTI4NAogICAvQ2FwSGVpZ2h0IDExNDgKICAgL1N0ZW1WIDgwCiAgIC9TdGVtSCA4MAogICAvRm9udEZpbGUzIDcgMCBSCj4+CmVuZG9iago1IDAgb2JqCjw8IC9UeXBlIC9Gb250CiAgIC9TdWJ0eXBlIC9UeXBlMQogICAvQmFzZUZvbnQgL1dTV1FSRStUZVhHeXJlSGVyb3MtUmVndWxhcgogICAvRmlyc3RDaGFyIDMyCiAgIC9MYXN0Q2hhciAxMTYKICAgL0ZvbnREZXNjcmlwdG9yIDExIDAgUgogICAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZwogICAvV2lkdGhzIFsgMjc4IDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNTU2IDU1NiA1NTYgNTU2IDAgNTU2IDAgNTU2IDAgMCAwIDAgMCAwIDAgMCAwIDAgNzIyIDcyMiAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDU1NiAwIDAgMCA1NTYgMCA1NTYgMCAwIDAgMCAyMjIgMCAwIDAgMCAwIDAgNTAwIDI3OCBdCiAgICAvVG9Vbmljb2RlIDkgMCBSCj4+CmVuZG9iagoxIDAgb2JqCjw8IC9UeXBlIC9QYWdlcwogICAvS2lkcyBbIDYgMCBSIF0KICAgL0NvdW50IDEKPj4KZW5kb2JqCjEyIDAgb2JqCjw8IC9DcmVhdG9yIChjYWlybyAxLjE0LjYgKGh0dHA6Ly9jYWlyb2dyYXBoaWNzLm9yZykpCiAgIC9Qcm9kdWNlciAoY2Fpcm8gMS4xNC42IChodHRwOi8vY2Fpcm9ncmFwaGljcy5vcmcpKQo+PgplbmRvYmoKMTMgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cKICAgL1BhZ2VzIDEgMCBSCj4+CmVuZG9iagp4cmVmCjAgMTQKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDE5MTYwIDAwMDAwIG4gCjAwMDAwMTUwOTUgMDAwMDAgbiAKMDAwMDAwMDAxNSAwMDAwMCBuIAowMDAwMDE1MDcxIDAwMDAwIG4gCjAwMDAwMTg3NDAgMDAwMDAgbiAKMDAwMDAxNTIwNCAwMDAwMCBuIAowMDAwMDE1NDE4IDAwMDAwIG4gCjAwMDAwMTgwNDAgMDAwMDAgbiAKMDAwMDAxODA2MyAwMDAwMCBuIAowMDAwMDE4NDM2IDAwMDAwIG4gCjAwMDAwMTg0NTkgMDAwMDAgbiAKMDAwMDAxOTIyNSAwMDAwMCBuIAowMDAwMDE5MzUzIDAwMDAwIG4gCnRyYWlsZXIKPDwgL1NpemUgMTQKICAgL1Jvb3QgMTMgMCBSCiAgIC9JbmZvIDEyIDAgUgo+PgpzdGFydHhyZWYKMTk0MDYKJSVFT0YK", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dif_w_missing <- DiffusionMap(w_missing,\n", + " censor_val = lod_norm,\n", + " censor_range = c(lod_norm,\n", + " max_cycles_norm),\n", + " missing_range = c(1, 40),\n", + " verbose = FALSE)\n", + "\n", + "plot(dif_w_missing, 1:2, col_by = 'num_cells', pch = 20,\n", + " legend_main = 'Cell stage')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This result looks very similar to our previous diffusion map since only six additional data points have been added. However if your platform creates more missing values, including missing values will be more useful.\n", + "\n", + "Prediction\n", + "=====\n", + "\n", + "In order to project cells into an existing diffusion map, for example to compare two experiments measured by the same platform or to add new data to an existing map, we implemented `dm.predict`. It calculates the transition probabilities between datapoints in old and new data and projects cells into the diffusion map using the existing diffusion components.\n", + "\n", + "As an example we assume that we created a diffusion map from one experiment on 64 cell stage embryos:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "ct64 <- guo[, guo$num_cells == 64]\n", + "\n", + "dm64 <- DiffusionMap(ct64)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us compare the expressions from the 32 cell state embryos to the existing map. We use `dm.predict` to create the diffusion components for the new cells using the existing diffusion components from the old data: " + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "ct32 <- guo[, guo$num_cells == 32]\n", + "pred32 <- dm_predict(dm64, ct32)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By providing the `more` and `col.more` parameters of the `plot` function, we show the first two DCs for both old and new data: " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "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", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "par(mar = c(2,2,1,5), pch = 20)\n", + "plot(dm64, 1:2, col = palette()[[6]],\n", + " new_dcs = pred32, col_new = palette()[[4]])\n", + "colorlegend(c(32L, 64L), palette()[c(4,6)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Clearly, the 32 and 64 cell state embryos occupy similar regions in the map, while the cells from the 64 cell state are developed further.\n", + "\n", + "Troubleshooting\n", + "=======\n", + "\n", + "There are several properties of data that can yield subpar results. This section explains a few strategies of dealing with them:\n", + "\n", + "**`read.xlsx` is slow**: Using `read.xlsx2` and manually converting the text columns into numbers aftwerwards could be a solution, but using tab separated values (TSV) or comma separated values (CSV) is more portable and robust than Microsoft Excel.\n", + "\n", + "**Preprocessing**: if there is a strong dependency of the variance on the mean in your data (as for scRNA-Seq count data), use a variance stabilizing transformation such as the square root or a (regularized) logarithm before running **destiny**.\n", + "\n", + "**Outliers**: If a Diffusion Component strongly separates some outliers from the remaining cells such that there is a much greater distance between them than within the rest of the cells (i. e. almost two discrete values), consider removing those outliers and recalculating the map, or simply select different Diffusion Components. It may also a be a good idea to check whether the outliers are also present in a PCA plot to make sure they are not biologically relevant.\n", + "\n", + "**Large datasets**: If memory is not sufficient and no machine with more RAM is available, the `k` parameter could be decreased. In addition (particularly for >500,000 cells), you can also downsample the data (possibly in a density dependent fashion).\n", + "\n", + "**“Large-p-small-n” data**: E.g. for scRNA-Seq, it is may be necessary to first perform a Principal Component Analysis (PCA) on the data (e.g. using `prcomp` or `princomp`) and to calculate the Diffusion Components from the Principal Components (typically using the top 50 components yields good results)." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.3.1" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/vignettes/Global-Sigma.ipynb b/vignettes/Global-Sigma.ipynb deleted file mode 120000 index 9431635..0000000 --- a/vignettes/Global-Sigma.ipynb +++ /dev/null @@ -1 +0,0 @@ -../inst/doc/Global-Sigma.ipynb \ No newline at end of file diff --git a/vignettes/Global-Sigma.ipynb b/vignettes/Global-Sigma.ipynb new file mode 100644 index 0000000..c579cea --- /dev/null +++ b/vignettes/Global-Sigma.ipynb @@ -0,0 +1,134 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true, + "hidden": true + }, + "outputs": [], + "source": [ + "options(repr.plot.width = 7, repr.plot.height = 6)\n", + "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Gaussian kernel width `sigma`\n", + "=============================\n", + "\n", + "The other important parameter for `DiffusionMap` is the Gaussian kernel width `sigma` ($\\sigma$) that determines the transition probability between data points. The default call of **destiny** – `DiffusionMap(data)` aka `DiffusionMap(data, 'local')`) – uses a local `sigma` per cell, derived from a local density estimate around each cell.\n", + "\n", + "Using the 1.0 default, `sigma = 'global'`, estimates sigma using a heuristic. It is also possible to specify this parameter manually to tweak the result. The eigenvector plot explained above will show a continuous decline instead of sharp drops if either the dataset is too big or the `sigma` is chosen too small.\n", + "\n", + "The sigma estimation algorithm is explained in detail in Haghverdi et al. (2015). In brief, it works by finding a maximum in the slope of the log-log plot of local density versus `sigma`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "library(destiny)\n", + "data(guo_norm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using find_sigmas\n", + "-----------------\n", + "\n", + "An efficient variant of that procedure is provided by `find_sigmas`. This function determines the optimal sigma for a subset of the given data and provides the default sigma for a `DiffusionMap` call. Due to a different starting point, the resulting sigma is different from above:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "10.8945955274194" + ], + "text/latex": [ + "10.8945955274194" + ], + "text/markdown": [ + "10.8945955274194" + ], + "text/plain": [ + "[1] 10.8946" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sigmas <- find_sigmas(guo_norm, verbose = FALSE)\n", + "optimal_sigma(sigmas)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The resulting diffusion map’s approximation depends on the chosen sigma. Note that the sigma estimation heuristic only finds local optima and even the global optimum of the heuristic might not be ideal for your data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nUgogICAvSW5mbyAyNSAwIFIKPj4Kc3RhcnR4cmVmCjY2NzU0CiUlRU9GCg==", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nChMY2CGEEEIIhQkM7BBCCCGEwsT/A9rGbG5STxdnAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "par(pch = 20, mfrow = c(2, 2), mar = c(3,2,2,2))\n", + "palette(cube_helix(6))\n", + "\n", + "for (sigma in list('local', 5, round(optimal_sigma(sigmas), 2), 100))\n", + " plot(DiffusionMap(guo_norm, sigma), 1:2,\n", + " main = substitute(sigma == s, list(s = sigma)),\n", + " col_by = 'num_cells', draw_legend = FALSE)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.3.1" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/vignettes/bibliography.bib b/vignettes/bibliography.bib deleted file mode 120000 index 42730fd..0000000 --- a/vignettes/bibliography.bib +++ /dev/null @@ -1 +0,0 @@ -../inst/doc/bibliography.bib \ No newline at end of file diff --git a/vignettes/bibliography.bib b/vignettes/bibliography.bib new file mode 100644 index 0000000..c4ab33c --- /dev/null +++ b/vignettes/bibliography.bib @@ -0,0 +1,51 @@ +@article{coifman_geometric_2005, + title = {Geometric diffusions as a tool for harmonic analysis and structure definition of data: {Diffusion} maps}, + url = {http://www.pnas.org/content/102/21/7426.long}, + journal = {PNAS}, + author = {Coifman, R. R. and Lafon, S. and Lee, A. B. and Maggioni, M. and Nadler, B. and Warner, F. and Zucker, S. W.}, + year = {2005}, + keywords = {diffusionmap}, + file = {Coifman et al_2005_Geometric diffusions as a tool for harmonic analysis and structure definition.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/JJ3J5GKE/Coifman et al_2005_Geometric diffusions as a tool for harmonic analysis and structure definition.pdf:application/pdf} +} + +@article{haghverdi_diffusion_2015, + title = {Diffusion maps for high-dimensional single-cell analysis of differentiation data}, + number = {in revision}, + journal = {Bioinformatics}, + author = {Haghverdi, Laleh and Buettner, Florian and Theis, Fabian J.}, + year = {2015}, + keywords = {diffusionmap}, + file = {Haghverdi et al_2014_Diffusion maps for high-dimensional single-cell analysis of differentiation data.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/WHMAVF8P/Haghverdi et al_2014_Diffusion maps for high-dimensional single-cell analysis of differentiation data.pdf:application/pdf;Haghverdi et al_2015_Diffusion maps for high-dimensional single-cell analysis of differentiation data.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/MP8B6VAE/Haghverdi et al_2015_Diffusion maps for high-dimensional single-cell analysis of differentiation data.pdf:application/pdf} +} + +@article{guo_resolution_2010, + title = {Resolution of cell fate decisions revealed by single-cell gene expression analysis from zygote to blastocyst}, + volume = {18}, + issn = {1878-1551}, + url = {http://www.sciencedirect.com/science/article/pii/S1534580710001103}, + doi = {10.1016/j.devcel.2010.02.012}, + abstract = {Three distinct cell types are present within the 64-cell stage mouse blastocyst. We have investigated cellular development up to this stage using single-cell expression analysis of more than 500 cells. The 48 genes analyzed were selected in part based on a whole-embryo analysis of more than 800 transcription factors. We show that in the morula, blastomeres coexpress transcription factors specific to different lineages, but by the 64-cell stage three cell types can be clearly distinguished according to their quantitative expression profiles. We identify Id2 and Sox2 as the earliest markers of outer and inner cells, respectively. This is followed by an inverse correlation in expression for the receptor-ligand pair Fgfr2/Fgf4 in the early inner cell mass. Position and signaling events appear to precede the maturation of the transcriptional program. These results illustrate the power of single-cell expression analysis to provide insight into developmental mechanisms. The technique should be widely applicable to other biological systems.}, + language = {eng}, + number = {4}, + journal = {Developmental Cell}, + author = {Guo, Guoji and Huss, Mikael and Tong, Guo Qing and Wang, Chaoyang and Li Sun, Li and Clarke, Neil D. and Robson, Paul}, + month = apr, + year = {2010}, + pmid = {20412781}, + keywords = {Animals, Blastocyst, Cell Cycle, Cell Differentiation, Cell Lineage, Developmental Biology, Female, Gene Expression Profiling, Gene Expression Regulation, Developmental, Male, Mice, Signal Transduction, Transcriptional Activation, Transcription, Genetic, Zygote}, + pages = {675--685}, + file = {Guo et al_2010_Resolution of cell fate decisions revealed by single-cell gene expression.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/P9ZJIHJQ/Guo et al_2010_Resolution of cell fate decisions revealed by single-cell gene expression.pdf:application/pdf} +} + +@article{haghverdi_diffusion_2016, + title = {Diffusion pseudotime robustly reconstructs lineage branching}, + issn = {1548-7091, 1548-7105}, + url = {http://www.nature.com/doifinder/10.1038/nmeth.3971}, + doi = {10.1038/nmeth.3971}, + journal = {Nature Methods}, + author = {Haghverdi, Laleh and Büttner, Maren and Wolf, F Alexander and Buettner, Florian and Theis, Fabian J}, + urldate = {2016-09-26}, + date = {2016-08-29}, + year = {2016}, + file = {Haghverdi et al. - 2016 - Diffusion pseudotime robustly reconstructs lineage.pdf:/home/angerer/.mozilla/firefox/6e2r9n55.default/zotero/storage/2FZK7BSS/Haghverdi et al. - 2016 - Diffusion pseudotime robustly reconstructs lineage.pdf:application/pdf} +} diff --git a/vignettes/destiny-base.tplx b/vignettes/destiny-base.tplx deleted file mode 120000 index 8afa5c9..0000000 --- a/vignettes/destiny-base.tplx +++ /dev/null @@ -1 +0,0 @@ -../inst/doc/destiny-base.tplx \ No newline at end of file diff --git a/vignettes/destiny-base.tplx b/vignettes/destiny-base.tplx new file mode 100644 index 0000000..c465adf --- /dev/null +++ b/vignettes/destiny-base.tplx @@ -0,0 +1,114 @@ +((*- extends 'article.tplx' -*)) + +((* block packages *)) + \usepackage[svgnames]{xcolor} + \usepackage[inline,shortlabels]{enumitem} + ((( super() ))) + \usepackage{authblk} + \usepackage{csquotes} + \usepackage{textcomp} + \usepackage{etoolbox} + \usepackage[authoryear,round]{natbib} + \usepackage{parskip} + \usepackage{upquote} + \AtBeginDocument{% + \def\PYZsq{\textquotesingle}% + } + + \usepackage[default]{sourcesanspro} + \usepackage{sourcecodepro} + + \newtoggle{txsf} + \IfFileExists{newtxsf.sty}{\toggletrue{txsf}}{\togglefalse{txsf}} + \iftoggle{txsf}{ %work around broken MikTeX installation on Bioconductor + \IfFileExists{zsfmi-reg.tfm}{}{\togglefalse{txsf}} + }{} + + \iftoggle{txsf}{ + \usepackage{newtxsf} + }{ + \IfFileExists{sfmath.sty}{\usepackage{sfmath}}{} + } +((* endblock packages *)) + +((* block definitions *)) + ((( super() ))) + + \setcounter{secnumdepth}{1} + \setcounter{tocdepth}{2} + + \renewenvironment{quote} + {\list{}{\rightmargin\leftmargin}\item“\ignorespaces} + {\unskip”\endlist} + + \makeatletter + % patch the patch by authblk so that the author block is flush left + \def\maketitle{{% + \renewenvironment{tabular}[2][] + {\begin{flushleft}} + {\end{flushleft}} + \AB@maketitle}} + \makeatother +((* endblock definitions *)) + +((* block commands *)) + ((( super() ))) + + \hypersetup{ + urlcolor=DarkOrange, + linkcolor=DarkOrange, + citecolor=DarkOrange, + } + + \setlist[enumerate,1]{label=\textcircled{\scriptsize\arabic*}, itemjoin=\quad} + \setlist[description,1]{style=standard} +((* endblock commands *)) + +((* block title *)) +\title{ + \fontsize{1.5cm}{1em}\fontseries{el}\selectfont + ((( resources.metadata.name | ascii_only | escape_latex ))) +} +((* endblock title *)) +((* block date *))\date{\today}((* endblock date *)) + +((* block abstract *)) + \tableofcontents +((* endblock abstract *)) + +((*- block any_cell -*)) +((*- if not cell.metadata.hidden -*)) +((( super() ))) +((*- endif -*)) +((*- endblock any_cell -*)) + +((* block input *)) +((*- if not cell.metadata.hide_input -*)) + ((( super() ))) +((*- endif -*)) +((* endblock input *)) + +((*- block execute_result -*)) +((*- if not cell.metadata.hide_output -*)) + ((*- for type in output.data | filter_data_type -*)) + \begin{minipage}[t]{1.8cm} + \vspace{0pt} + \texttt{\color{outcolor}Out[{\color{outcolor}((( cell.execution_count )))}]:} + \end{minipage} + \begin{minipage}[t]{\dimexpr\linewidth-2cm\relax} + \vspace{0pt} + ((*- block data_priority -*)) + ((( super() ))) + ((*- endblock -*)) + \end{minipage} + ((*- endfor -*)) + \\[1em] +((*- endif -*)) +((*- endblock execute_result -*)) + +((*- block figure -*)) + \begin{center} + \adjustimage{max size={0.6\linewidth}{0.9\paperheight}}{((( filename )))} + \end{center} + { \hspace*{\fill} \\} +((*- endblock figure -*)) diff --git a/vignettes/destiny-bib.tplx b/vignettes/destiny-bib.tplx deleted file mode 120000 index 98acb9f..0000000 --- a/vignettes/destiny-bib.tplx +++ /dev/null @@ -1 +0,0 @@ -../inst/doc/destiny-bib.tplx \ No newline at end of file diff --git a/vignettes/destiny-bib.tplx b/vignettes/destiny-bib.tplx new file mode 100644 index 0000000..2018118 --- /dev/null +++ b/vignettes/destiny-bib.tplx @@ -0,0 +1,11 @@ +((*- extends 'destiny-base.tplx' -*)) + +((* block packages *)) + ((( super() ))) + \usepackage[authoryear,round]{natbib} +((* endblock packages *)) + +((* block bibliography *)) + \bibliographystyle{humannat} + \bibliography{bibliography} +((* endblock bibliography *)) diff --git a/vignettes/destiny.tplx b/vignettes/destiny.tplx deleted file mode 120000 index 569f66e..0000000 --- a/vignettes/destiny.tplx +++ /dev/null @@ -1 +0,0 @@ -../inst/doc/destiny.tplx \ No newline at end of file diff --git a/vignettes/destiny.tplx b/vignettes/destiny.tplx new file mode 100644 index 0000000..8648d6b --- /dev/null +++ b/vignettes/destiny.tplx @@ -0,0 +1,50 @@ +((*- extends 'destiny-bib.tplx' -*)) + +((* block author *)) + \PrerenderUnicode{ü} + + \author[1]{Philipp Angerer} + \author[1]{Laleh Haghverdi} + \author[1]{Maren Büttner} + \author[1,2]{\authorcr Fabian J. Theis} + \author[1,$\ast$]{Carsten Marr} + \author[1,3,$\ast$]{Florian Buettner} + + \affil[1]{ + Helmholtz Zentrum München - German Research Center for Environmental Health,\authorcr + Institute of Computational Biology,\authorcr + Ingolstädter Landstr. 1, 85764 Neuherberg Germany} + \affil[2]{ + Technische Universität München, Center for Mathematics,\authorcr + Chair of Mathematical Modeling of Biological Systems,\authorcr + Boltzmannstraße 3, 85748 Garching, Germany + } + \affil[$\ast$]{Corresponding author} +((* endblock author *)) + +((* block abstract *)) +% \begin{center} +% \href{mailto:philipp.angerer@helmholtz-muenchen.de}{\nolinkurl{philipp.angerer@helmholtz-muenchen.de}}\\% +% \href{mailto:carsten.marr@helmholtz-muenchen.de}{\nolinkurl{carsten.marr@helmholtz-muenchen.de}}\\% +% \href{mailto:fbuettner.phys@gmail.com}{\nolinkurl{fbuettner.phys@gmail.com}}% +% \end{center} + \footnotetext[3]{\textbf{Current Address:} + The European Bioinformatics Institute (EMBL-EBI), + Wellcome Genome Campus, + CB10 1SD, Hinxton, Cambridge, UK} + +((* for cell in nb.cells -*)) +((*- if cell.metadata.get('name', '') == 'introduction' *)) + \section*{Introduction} + ((( cell.source | citation2latex | strip_files_prefix | markdown2latex ))) +((* endif -*)) +((*- endfor *)) + +((( super() ))) +((* endblock abstract *)) + +((*- block any_cell -*)) +((*- if cell.metadata.get('name', '') != 'introduction' -*)) +((( super() ))) +((*- endif -*)) +((*- endblock any_cell -*)) diff --git a/vignettes/destiny_processors.py b/vignettes/destiny_processors.py deleted file mode 120000 index aab8852..0000000 --- a/vignettes/destiny_processors.py +++ /dev/null @@ -1 +0,0 @@ -../inst/doc/destiny_processors.py \ No newline at end of file diff --git a/vignettes/destiny_processors.py b/vignettes/destiny_processors.py new file mode 100644 index 0000000..aa73cf9 --- /dev/null +++ b/vignettes/destiny_processors.py @@ -0,0 +1,7 @@ +from nbconvert.preprocessors.base import Preprocessor +from pygments.formatters import LatexFormatter + +class LatexTracPreprocessor(Preprocessor): + def preprocess(self, nb, resources): + resources['latex']['pygments_definitions'] = LatexFormatter(style='trac').get_style_defs() + return nb, resources